Navigator / docs / intro / intro_sp3_orbit.ipynb
intro_sp3_orbit.ipynb
Raw
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Ephemeris vs SP3 Orbits**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, we analyze exactly how far should the ephemeris be inteepolated to get the accurate satellite position in the orbit. In this experiment, the satellite position is interpolated from the brodcast ephemeris and compared with the interpolation from SP3 orbits.\n",
    "\n",
    "\n",
    "Required Files:\n",
    "- Broadcast Ephemeris (RINEX)\n",
    "- SP3 Orbits (SP3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "from pathlib import Path\n",
    "\n",
    "navPath = Path(\"./data/HAL100USA_R_20220350000_01D_GN.rnx.gz\")\n",
    "sp3Path = Path('./data/igs21955.sp3.Z')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The rinex navigation file `HAL100USA_R_20220350000_01D_GN.rnx` is collected from HAL100USA IGS station which contains one day ephemeris data. The \n",
    "SP3 file `igs21995.sp3` is collected from IGS website which contains the satellite orbits for the same day with 15min sampling rate for all satellite."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's first parse the rinex navigation and sp3 files see the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from navigator.parse import Parser, IParseGPSNav, IParseSP3GPS\n",
    "\n",
    "# Create a parser object for respective file types\n",
    "navParser = Parser(iparser=IParseGPSNav())\n",
    "sp3Parser = Parser(iparser=IParseSP3GPS())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "_, navData = navParser(filepath=navPath)\n",
    "_, sp3Data = sp3Parser(filepath=sp3Path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the data for each file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>SVclockBias</th>\n",
       "      <th>SVclockDrift</th>\n",
       "      <th>SVclockDriftRate</th>\n",
       "      <th>IODE</th>\n",
       "      <th>Crs</th>\n",
       "      <th>DeltaN</th>\n",
       "      <th>M0</th>\n",
       "      <th>Cuc</th>\n",
       "      <th>Eccentricity</th>\n",
       "      <th>Cus</th>\n",
       "      <th>...</th>\n",
       "      <th>GPSWeek</th>\n",
       "      <th>L2Pflag</th>\n",
       "      <th>SVacc</th>\n",
       "      <th>health</th>\n",
       "      <th>TGD</th>\n",
       "      <th>IODC</th>\n",
       "      <th>TransTime</th>\n",
       "      <th>FitIntvl</th>\n",
       "      <th>spare0</th>\n",
       "      <th>spare1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th>sv</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">2022-02-03 23:59:44</th>\n",
       "      <th>G07</th>\n",
       "      <td>0.000308</td>\n",
       "      <td>3.069545e-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>56.6875</td>\n",
       "      <td>5.036638e-09</td>\n",
       "      <td>-0.074410</td>\n",
       "      <td>3.099442e-06</td>\n",
       "      <td>0.015497</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>...</td>\n",
       "      <td>2195.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.117587e-08</td>\n",
       "      <td>21.0</td>\n",
       "      <td>424818.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G13</th>\n",
       "      <td>0.000256</td>\n",
       "      <td>6.139089e-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-60.6250</td>\n",
       "      <td>3.982309e-09</td>\n",
       "      <td>2.280546</td>\n",
       "      <td>-3.077090e-06</td>\n",
       "      <td>0.005798</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>...</td>\n",
       "      <td>2195.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.117587e-08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>424818.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G25</th>\n",
       "      <td>0.000280</td>\n",
       "      <td>5.456968e-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-21.0625</td>\n",
       "      <td>5.168430e-09</td>\n",
       "      <td>-0.977646</td>\n",
       "      <td>-8.828938e-07</td>\n",
       "      <td>0.010467</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>...</td>\n",
       "      <td>2195.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.587935e-09</td>\n",
       "      <td>6.0</td>\n",
       "      <td>429738.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2022-02-04 00:00:00</th>\n",
       "      <th>G02</th>\n",
       "      <td>-0.000650</td>\n",
       "      <td>-7.958079e-13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>96.7500</td>\n",
       "      <td>4.627336e-09</td>\n",
       "      <td>0.745779</td>\n",
       "      <td>4.880130e-06</td>\n",
       "      <td>0.020672</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>...</td>\n",
       "      <td>2195.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.769513e-08</td>\n",
       "      <td>39.0</td>\n",
       "      <td>430638.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G05</th>\n",
       "      <td>-0.000070</td>\n",
       "      <td>-1.364242e-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>-62.0625</td>\n",
       "      <td>4.879132e-09</td>\n",
       "      <td>-3.039409</td>\n",
       "      <td>-3.186986e-06</td>\n",
       "      <td>0.005867</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>...</td>\n",
       "      <td>2195.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.117587e-08</td>\n",
       "      <td>81.0</td>\n",
       "      <td>424818.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         SVclockBias  SVclockDrift  SVclockDriftRate  IODE  \\\n",
       "time                sv                                                       \n",
       "2022-02-03 23:59:44 G07     0.000308  3.069545e-12               0.0  21.0   \n",
       "                    G13     0.000256  6.139089e-12               0.0   1.0   \n",
       "                    G25     0.000280  5.456968e-12               0.0   6.0   \n",
       "2022-02-04 00:00:00 G02    -0.000650 -7.958079e-13               0.0  39.0   \n",
       "                    G05    -0.000070 -1.364242e-12               0.0  81.0   \n",
       "\n",
       "                             Crs        DeltaN        M0           Cuc  \\\n",
       "time                sv                                                   \n",
       "2022-02-03 23:59:44 G07  56.6875  5.036638e-09 -0.074410  3.099442e-06   \n",
       "                    G13 -60.6250  3.982309e-09  2.280546 -3.077090e-06   \n",
       "                    G25 -21.0625  5.168430e-09 -0.977646 -8.828938e-07   \n",
       "2022-02-04 00:00:00 G02  96.7500  4.627336e-09  0.745779  4.880130e-06   \n",
       "                    G05 -62.0625  4.879132e-09 -3.039409 -3.186986e-06   \n",
       "\n",
       "                         Eccentricity       Cus  ...  GPSWeek  L2Pflag  SVacc  \\\n",
       "time                sv                           ...                            \n",
       "2022-02-03 23:59:44 G07      0.015497  0.000008  ...   2195.0      0.0    2.0   \n",
       "                    G13      0.005798  0.000013  ...   2195.0      0.0    2.0   \n",
       "                    G25      0.010467  0.000005  ...   2195.0      0.0    2.0   \n",
       "2022-02-04 00:00:00 G02      0.020672  0.000008  ...   2195.0      0.0    2.0   \n",
       "                    G05      0.005867  0.000003  ...   2195.0      0.0    2.0   \n",
       "\n",
       "                         health           TGD  IODC  TransTime  FitIntvl  \\\n",
       "time                sv                                                     \n",
       "2022-02-03 23:59:44 G07     0.0 -1.117587e-08  21.0   424818.0       4.0   \n",
       "                    G13     0.0 -1.117587e-08   1.0   424818.0       4.0   \n",
       "                    G25     0.0  5.587935e-09   6.0   429738.0       4.0   \n",
       "2022-02-04 00:00:00 G02     0.0 -1.769513e-08  39.0   430638.0       4.0   \n",
       "                    G05     0.0 -1.117587e-08  81.0   424818.0       4.0   \n",
       "\n",
       "                         spare0  spare1  \n",
       "time                sv                   \n",
       "2022-02-03 23:59:44 G07     NaN     NaN  \n",
       "                    G13     NaN     NaN  \n",
       "                    G25     NaN     NaN  \n",
       "2022-02-04 00:00:00 G02     NaN     NaN  \n",
       "                    G05     NaN     NaN  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "navData.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ECEF</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "      <th>clock</th>\n",
       "      <th>dclock</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th>sv</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2022-02-04</th>\n",
       "      <th>G01</th>\n",
       "      <td>1.385665e+07</td>\n",
       "      <td>-4.672040e+06</td>\n",
       "      <td>2.187383e+07</td>\n",
       "      <td>0.000440</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G02</th>\n",
       "      <td>-1.434943e+07</td>\n",
       "      <td>-1.728744e+07</td>\n",
       "      <td>-1.340568e+07</td>\n",
       "      <td>-0.000650</td>\n",
       "      <td>6.786668e-316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G03</th>\n",
       "      <td>2.223951e+07</td>\n",
       "      <td>-1.163699e+07</td>\n",
       "      <td>8.418511e+06</td>\n",
       "      <td>-0.000106</td>\n",
       "      <td>6.786668e-316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G04</th>\n",
       "      <td>2.268494e+07</td>\n",
       "      <td>-1.564326e+06</td>\n",
       "      <td>-1.378947e+07</td>\n",
       "      <td>-0.000192</td>\n",
       "      <td>6.786668e-316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G05</th>\n",
       "      <td>-1.802182e+07</td>\n",
       "      <td>-1.959660e+06</td>\n",
       "      <td>-1.962300e+07</td>\n",
       "      <td>-0.000070</td>\n",
       "      <td>6.786668e-316</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "ECEF                       x             y             z     clock  \\\n",
       "time       sv                                                        \n",
       "2022-02-04 G01  1.385665e+07 -4.672040e+06  2.187383e+07  0.000440   \n",
       "           G02 -1.434943e+07 -1.728744e+07 -1.340568e+07 -0.000650   \n",
       "           G03  2.223951e+07 -1.163699e+07  8.418511e+06 -0.000106   \n",
       "           G04  2.268494e+07 -1.564326e+06 -1.378947e+07 -0.000192   \n",
       "           G05 -1.802182e+07 -1.959660e+06 -1.962300e+07 -0.000070   \n",
       "\n",
       "ECEF                   dclock  \n",
       "time       sv                  \n",
       "2022-02-04 G01   0.000000e+00  \n",
       "           G02  6.786668e-316  \n",
       "           G03  6.786668e-316  \n",
       "           G04  6.786668e-316  \n",
       "           G05  6.786668e-316  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp3Data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The SP3 file contains the satellite position in ECEF coordinate starting from 00:00:00 to 23:45:00 with 15min sampling rate. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min Time: 2022-02-04 00:00:00\n",
      "Max Time: 2022-02-04 23:45:00\n"
     ]
    }
   ],
   "source": [
    "minTime = sp3Data.index.get_level_values('time').min()\n",
    "maxTime = sp3Data.index.get_level_values('time').max()\n",
    "\n",
    "print(f'Min Time: {minTime}')\n",
    "print(f'Max Time: {maxTime}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's grab a ephemeris from a satellite from the navigation file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>SVclockBias</th>\n",
       "      <th>SVclockDrift</th>\n",
       "      <th>SVclockDriftRate</th>\n",
       "      <th>IODE</th>\n",
       "      <th>Crs</th>\n",
       "      <th>DeltaN</th>\n",
       "      <th>M0</th>\n",
       "      <th>Cuc</th>\n",
       "      <th>Eccentricity</th>\n",
       "      <th>Cus</th>\n",
       "      <th>...</th>\n",
       "      <th>GPSWeek</th>\n",
       "      <th>L2Pflag</th>\n",
       "      <th>SVacc</th>\n",
       "      <th>health</th>\n",
       "      <th>TGD</th>\n",
       "      <th>IODC</th>\n",
       "      <th>TransTime</th>\n",
       "      <th>FitIntvl</th>\n",
       "      <th>spare0</th>\n",
       "      <th>spare1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th>sv</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-02-04 18:00:00</th>\n",
       "      <th>G07</th>\n",
       "      <td>0.000308</td>\n",
       "      <td>3.069545e-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>45.78125</td>\n",
       "      <td>4.841630e-09</td>\n",
       "      <td>3.096146</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.015502</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>...</td>\n",
       "      <td>2195.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.117587e-08</td>\n",
       "      <td>90.0</td>\n",
       "      <td>489618.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         SVclockBias  SVclockDrift  SVclockDriftRate  IODE  \\\n",
       "time                sv                                                       \n",
       "2022-02-04 18:00:00 G07     0.000308  3.069545e-12               0.0  90.0   \n",
       "\n",
       "                              Crs        DeltaN        M0       Cuc  \\\n",
       "time                sv                                                \n",
       "2022-02-04 18:00:00 G07  45.78125  4.841630e-09  3.096146  0.000002   \n",
       "\n",
       "                         Eccentricity       Cus  ...  GPSWeek  L2Pflag  SVacc  \\\n",
       "time                sv                           ...                            \n",
       "2022-02-04 18:00:00 G07      0.015502  0.000009  ...   2195.0      0.0    2.0   \n",
       "\n",
       "                         health           TGD  IODC  TransTime  FitIntvl  \\\n",
       "time                sv                                                     \n",
       "2022-02-04 18:00:00 G07     0.0 -1.117587e-08  90.0   489618.0       4.0   \n",
       "\n",
       "                         spare0  spare1  \n",
       "time                sv                   \n",
       "2022-02-04 18:00:00 G07     NaN     NaN  \n",
       "\n",
       "[1 rows x 31 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g07 = navData.xs(key='G07', level='sv', drop_level=False).iloc[[2]]\n",
    "g07"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We grabbed the ephemeris for satellite G05 at 2022-02-04 18:00:00. Let's interpolate the ephemeris and see the satellite position for certain time in specific interval."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Interpolation Frequency\n",
    "interFreq = pd.Timedelta(minutes=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2022-02-04 18:00:00')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's get TOC for G07\n",
    "toc = g07.index.get_level_values('time')[0]\n",
    "toc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will interpolate the ephemeris from time TOC with `interFreq` sampling rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from navigator.core import Satellite, IGPSEphemeris, IGPSSp3\n",
    "\n",
    "# Create a satellite object\n",
    "ephemerisInterpolator = Satellite(iephemeris=IGPSEphemeris())\n",
    "sp3Interpolator = IGPSSp3()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These two interpolator will interpolate the ephemeris for TOE to given time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2.055746e+07</td>\n",
       "      <td>-7.409715e+06</td>\n",
       "      <td>1.581052e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.940757e+07</td>\n",
       "      <td>-7.767546e+06</td>\n",
       "      <td>1.704401e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.818693e+07</td>\n",
       "      <td>-8.187218e+06</td>\n",
       "      <td>1.815292e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.690766e+07</td>\n",
       "      <td>-8.672112e+06</td>\n",
       "      <td>1.912910e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-1.558237e+07</td>\n",
       "      <td>-9.224148e+06</td>\n",
       "      <td>1.996531e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              x             y             z\n",
       "0 -2.055746e+07 -7.409715e+06  1.581052e+07\n",
       "1 -1.940757e+07 -7.767546e+06  1.704401e+07\n",
       "2 -1.818693e+07 -8.187218e+06  1.815292e+07\n",
       "3 -1.690766e+07 -8.672112e+06  1.912910e+07\n",
       "4 -1.558237e+07 -9.224148e+06  1.996531e+07"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coordFromEphemeris = []\n",
    "\n",
    "initial_time = toc\n",
    "for _ in range(25):\n",
    "    coordFromEphemeris.append(\n",
    "        ephemerisInterpolator(\n",
    "            t=initial_time, metadata=None, data=g07, no_clock_correction=True\n",
    "        )[['x', 'y', 'z']]\n",
    "    )\n",
    "    initial_time += interFreq\n",
    "\n",
    "coordFromEphemeris = pd.DataFrame(\n",
    "    [coordFromEphemeris[i].values[0] for i in range(len(coordFromEphemeris))],\n",
    "    columns=['x', 'y', 'z',],\n",
    ")\n",
    "\n",
    "coordFromEphemeris.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, we have interpolated the ephemeris from TOC to 250 min + TOC with 10 min sampling rate. Let's sanity check the satellite position from the ephemeris. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Plot the coordinates from ephemeris\n",
    "fig = plt.figure(figsize=(10, 5))\n",
    "\n",
    "# 3D plot\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "\n",
    "ax.plot(\n",
    "    coordFromEphemeris['x'],\n",
    "    coordFromEphemeris['y'],\n",
    "    coordFromEphemeris['z'],\n",
    "    label='Ephemeris',\n",
    "    color='red',\n",
    "    linewidth=1,\n",
    ")\n",
    "\n",
    "ax.title.set_text(f'G07 Satellite Coordinates Interpolated from Ephemeris Data')\n",
    "ax.set_xlabel('X (m)')\n",
    "ax.set_ylabel('Y (m)')\n",
    "ax.set_zlabel('Z (m)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's interpolate the satellite position from SP3 file for the same peroiod of time and compare the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2.055746e+07</td>\n",
       "      <td>-7.409716e+06</td>\n",
       "      <td>1.581052e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.940757e+07</td>\n",
       "      <td>-7.767546e+06</td>\n",
       "      <td>1.704402e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.818693e+07</td>\n",
       "      <td>-8.187219e+06</td>\n",
       "      <td>1.815292e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.690766e+07</td>\n",
       "      <td>-8.672113e+06</td>\n",
       "      <td>1.912910e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-1.558237e+07</td>\n",
       "      <td>-9.224149e+06</td>\n",
       "      <td>1.996531e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              x             y             z\n",
       "0 -2.055746e+07 -7.409716e+06  1.581052e+07\n",
       "1 -1.940757e+07 -7.767546e+06  1.704402e+07\n",
       "2 -1.818693e+07 -8.187219e+06  1.815292e+07\n",
       "3 -1.690766e+07 -8.672113e+06  1.912910e+07\n",
       "4 -1.558237e+07 -9.224149e+06  1.996531e+07"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g07sp3 = sp3Data.xs(key='G07', level='sv')\n",
    "coordFromSp3 = []\n",
    "initial_time = toc\n",
    "for _ in range(25):\n",
    "    coordFromSp3.append(\n",
    "        sp3Interpolator.compute(t=initial_time, metadata=None, data=g07sp3)\n",
    "    )\n",
    "    initial_time += interFreq\n",
    "\n",
    "coordFromSp3 = pd.DataFrame(coordFromSp3)[['x', 'y', 'z']]\n",
    "coordFromSp3.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have a coordinate of satellite position from ephemeris and SP3 file. Let's plot the trajectory of the satellite."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2 = plt.figure(figsize=(10, 5))\n",
    "\n",
    "ax2 = fig2.add_subplot(111, projection='3d')\n",
    "\n",
    "ax2.plot(\n",
    "    coordFromSp3['x'],\n",
    "    coordFromSp3['y'],\n",
    "    coordFromSp3['z'],\n",
    "    label='SP3',\n",
    "    color='red',\n",
    "    linewidth=1,\n",
    ")\n",
    "\n",
    "ax2.title.set_text(f'G07 Satellite Coordinates Interpolated from SP3 Data')\n",
    "\n",
    "ax2.set_xlabel('X (m)')\n",
    "ax2.set_ylabel('Y (m)')\n",
    "ax2.set_zlabel('Z (m)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the difference between the coordinates interoplated from ephemeris and SP3 file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "# Calculate the difference between the two coordinates\n",
    "dDiff = (coordFromEphemeris - coordFromSp3).apply(np.linalg.norm, axis=1)\n",
    "\n",
    "dDiff.index *= (interFreq.total_seconds() / 60)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot the difference between the coordinates interoplated from ephemeris and SP3 file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig3 = plt.figure(figsize=(8, 5))\n",
    "\n",
    "ax = fig3.add_subplot(111)\n",
    "\n",
    "ax.plot(dDiff, label='Difference', color='red', linewidth=1)\n",
    "\n",
    "ax.title.set_text(\n",
    "    f'Error Between Coordinates Interpolated from Ephemeris and SP3 Data for G07'\n",
    ")\n",
    "\n",
    "ax.set_xlabel('Time [min]')\n",
    "ax.set_ylabel('Distance (m)');\n",
    "\n",
    "# Save the plot\n",
    "fig3.savefig('ephemeris_sp3_error.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clearly, the difference between interpolated coordinates from ephemeris increase exponentially as the time goes on. Since the interFreq is 10min and the exponential increase happens at 15."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The error eucledian distance explods at 150 min\n"
     ]
    }
   ],
   "source": [
    "# The exponential growth is at 15 from the plot\n",
    "print(f\"The error eucledian distance explods at {15 * 10} min\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The critial time after which the ephemeris is not accurate after 150 min from TOC."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's perform the same experiment for all satellites and see the critical time for each satellite. The function `compute_error` with compute the difference between the coordinates interoplated from ephemeris and SP3 file for given satellite."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_error(interFreq, navData, sp3Data, sv):\n",
    "    \"\"\"\n",
    "    Compute the error between the coordinates obtained from ephemeris and SP3 data for a given satellite.\n",
    "\n",
    "    Parameters:\n",
    "    - initial_time (datetime): The initial time for computing the coordinates.\n",
    "    - interFreq (int): The time interval between each coordinate computation.\n",
    "    - navData (pd.DataFrame): The navigation data containing satellite ephemeris.\n",
    "    - sp3Data (pd.DataFrame): The SP3 data containing satellite coordinates.\n",
    "    - sv (str): The satellite identifier.\n",
    "\n",
    "    Returns:\n",
    "    - dDiff (pd.Series): The error between the coordinates obtained from ephemeris and SP3 data.\n",
    "    \"\"\"\n",
    "    g07 = navData.xs(key=sv, level='sv', drop_level=False).iloc[[2]]\n",
    "    toc = g07.index.get_level_values('time')[0]\n",
    "\n",
    "    ephemerisInterpolator = Satellite(iephemeris=IGPSEphemeris())\n",
    "    sp3Interpolator = IGPSSp3()\n",
    "\n",
    "    coordFromEphemeris = []\n",
    "    initial_time = toc\n",
    "    for _ in range(25):\n",
    "        coordFromEphemeris.append(\n",
    "            ephemerisInterpolator(\n",
    "                t=initial_time, metadata=None, data=g07, no_clock_offset=True\n",
    "            )[['x', 'y', 'z']]\n",
    "        )\n",
    "        initial_time += interFreq\n",
    "\n",
    "    coordFromEphemeris = pd.DataFrame(\n",
    "        [coordFromEphemeris[i].values[0] for i in range(len(coordFromEphemeris))],\n",
    "        columns=['x', 'y', 'z'],\n",
    "    )\n",
    "\n",
    "    g07sp3 = sp3Data.xs(key=sv, level='sv')\n",
    "    coordFromSp3 = []\n",
    "    initial_time = toc\n",
    "    for _ in range(25):\n",
    "        coordFromSp3.append(\n",
    "            sp3Interpolator.compute(t=initial_time, metadata=None, data=g07sp3)\n",
    "        )\n",
    "        initial_time += interFreq\n",
    "\n",
    "    coordFromSp3 = pd.DataFrame(coordFromSp3)[['x', 'y', 'z']]\n",
    "\n",
    "    dDiff = (coordFromEphemeris - coordFromSp3).apply(np.linalg.norm, axis=1)\n",
    "\n",
    "    # Change the x-ticks to minutes scale\n",
    "    dDiff.index = dDiff.index * (interFreq.total_seconds() / 60)\n",
    "\n",
    "    return dDiff"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's plot the critical time for each satellite."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Plot the error for all satellites\n",
    "all_sv = navData.index.get_level_values('sv').unique()\n",
    "\n",
    "data = {}\n",
    "\n",
    "interFreq = pd.Timedelta(minutes=10)\n",
    "for sv in all_sv:\n",
    "    try:\n",
    "        data[sv] = compute_error(interFreq, navData, sp3Data, sv)\n",
    "    except Exception as e:\n",
    "        \n",
    "        raise e"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seem like there is out of bound error for two satellites (G13 and G14), since their ephemeris + 150 min is out of SP3 stamp time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>G07</th>\n",
       "      <th>G13</th>\n",
       "      <th>G25</th>\n",
       "      <th>G02</th>\n",
       "      <th>G05</th>\n",
       "      <th>G06</th>\n",
       "      <th>G11</th>\n",
       "      <th>G12</th>\n",
       "      <th>G14</th>\n",
       "      <th>G15</th>\n",
       "      <th>...</th>\n",
       "      <th>G10</th>\n",
       "      <th>G26</th>\n",
       "      <th>G16</th>\n",
       "      <th>G27</th>\n",
       "      <th>G01</th>\n",
       "      <th>G03</th>\n",
       "      <th>G08</th>\n",
       "      <th>G21</th>\n",
       "      <th>G04</th>\n",
       "      <th>G09</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>1.433497</td>\n",
       "      <td>1.451279</td>\n",
       "      <td>1.586031</td>\n",
       "      <td>0.818147</td>\n",
       "      <td>1.029135</td>\n",
       "      <td>2.205605</td>\n",
       "      <td>1.479566</td>\n",
       "      <td>1.137345</td>\n",
       "      <td>1.210527</td>\n",
       "      <td>1.302156</td>\n",
       "      <td>...</td>\n",
       "      <td>2.868180</td>\n",
       "      <td>1.571931</td>\n",
       "      <td>1.716736</td>\n",
       "      <td>1.562873</td>\n",
       "      <td>2.002849</td>\n",
       "      <td>2.624529</td>\n",
       "      <td>1.605041</td>\n",
       "      <td>1.831566</td>\n",
       "      <td>0.991046</td>\n",
       "      <td>3.354952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.0</th>\n",
       "      <td>1.464717</td>\n",
       "      <td>1.403346</td>\n",
       "      <td>1.605216</td>\n",
       "      <td>0.779179</td>\n",
       "      <td>0.997679</td>\n",
       "      <td>2.203303</td>\n",
       "      <td>1.515815</td>\n",
       "      <td>1.167191</td>\n",
       "      <td>1.211402</td>\n",
       "      <td>1.262453</td>\n",
       "      <td>...</td>\n",
       "      <td>2.852567</td>\n",
       "      <td>1.591374</td>\n",
       "      <td>1.718201</td>\n",
       "      <td>1.577178</td>\n",
       "      <td>1.964584</td>\n",
       "      <td>2.661903</td>\n",
       "      <td>1.567633</td>\n",
       "      <td>1.815480</td>\n",
       "      <td>0.988152</td>\n",
       "      <td>3.309562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.0</th>\n",
       "      <td>1.504556</td>\n",
       "      <td>1.362984</td>\n",
       "      <td>1.618823</td>\n",
       "      <td>0.784637</td>\n",
       "      <td>0.982696</td>\n",
       "      <td>2.162264</td>\n",
       "      <td>1.528239</td>\n",
       "      <td>1.196627</td>\n",
       "      <td>1.210552</td>\n",
       "      <td>1.323821</td>\n",
       "      <td>...</td>\n",
       "      <td>2.818838</td>\n",
       "      <td>1.610934</td>\n",
       "      <td>1.704178</td>\n",
       "      <td>1.590394</td>\n",
       "      <td>1.927899</td>\n",
       "      <td>2.742359</td>\n",
       "      <td>1.528901</td>\n",
       "      <td>1.696549</td>\n",
       "      <td>1.015952</td>\n",
       "      <td>3.184734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30.0</th>\n",
       "      <td>1.546846</td>\n",
       "      <td>1.344639</td>\n",
       "      <td>1.624004</td>\n",
       "      <td>0.835767</td>\n",
       "      <td>0.984561</td>\n",
       "      <td>2.092337</td>\n",
       "      <td>1.513209</td>\n",
       "      <td>1.223686</td>\n",
       "      <td>1.209036</td>\n",
       "      <td>1.484181</td>\n",
       "      <td>...</td>\n",
       "      <td>2.761903</td>\n",
       "      <td>1.629376</td>\n",
       "      <td>1.677698</td>\n",
       "      <td>1.607996</td>\n",
       "      <td>1.897378</td>\n",
       "      <td>2.861871</td>\n",
       "      <td>1.514737</td>\n",
       "      <td>1.517584</td>\n",
       "      <td>1.084063</td>\n",
       "      <td>3.000282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40.0</th>\n",
       "      <td>1.587247</td>\n",
       "      <td>1.355183</td>\n",
       "      <td>1.618870</td>\n",
       "      <td>0.925976</td>\n",
       "      <td>1.000569</td>\n",
       "      <td>2.007385</td>\n",
       "      <td>1.473251</td>\n",
       "      <td>1.246041</td>\n",
       "      <td>1.208994</td>\n",
       "      <td>1.714754</td>\n",
       "      <td>...</td>\n",
       "      <td>2.681759</td>\n",
       "      <td>1.644960</td>\n",
       "      <td>1.646566</td>\n",
       "      <td>1.636961</td>\n",
       "      <td>1.876381</td>\n",
       "      <td>3.011901</td>\n",
       "      <td>1.550170</td>\n",
       "      <td>1.372845</td>\n",
       "      <td>1.188658</td>\n",
       "      <td>2.787649</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           G07       G13       G25       G02       G05       G06       G11  \\\n",
       "0.0   1.433497  1.451279  1.586031  0.818147  1.029135  2.205605  1.479566   \n",
       "10.0  1.464717  1.403346  1.605216  0.779179  0.997679  2.203303  1.515815   \n",
       "20.0  1.504556  1.362984  1.618823  0.784637  0.982696  2.162264  1.528239   \n",
       "30.0  1.546846  1.344639  1.624004  0.835767  0.984561  2.092337  1.513209   \n",
       "40.0  1.587247  1.355183  1.618870  0.925976  1.000569  2.007385  1.473251   \n",
       "\n",
       "           G12       G14       G15  ...       G10       G26       G16  \\\n",
       "0.0   1.137345  1.210527  1.302156  ...  2.868180  1.571931  1.716736   \n",
       "10.0  1.167191  1.211402  1.262453  ...  2.852567  1.591374  1.718201   \n",
       "20.0  1.196627  1.210552  1.323821  ...  2.818838  1.610934  1.704178   \n",
       "30.0  1.223686  1.209036  1.484181  ...  2.761903  1.629376  1.677698   \n",
       "40.0  1.246041  1.208994  1.714754  ...  2.681759  1.644960  1.646566   \n",
       "\n",
       "           G27       G01       G03       G08       G21       G04       G09  \n",
       "0.0   1.562873  2.002849  2.624529  1.605041  1.831566  0.991046  3.354952  \n",
       "10.0  1.577178  1.964584  2.661903  1.567633  1.815480  0.988152  3.309562  \n",
       "20.0  1.590394  1.927899  2.742359  1.528901  1.696549  1.015952  3.184734  \n",
       "30.0  1.607996  1.897378  2.861871  1.514737  1.517584  1.084063  3.000282  \n",
       "40.0  1.636961  1.876381  3.011901  1.550170  1.372845  1.188658  2.787649  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.DataFrame(data)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have all the data to plot the critical time for each satellite."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VtBROAQAclZ5u3vzmCT4AgCOKi6XsbAqnAACOs9mk4GCzeMqFzJs3T6tWrVJsbKw6d+5s3x4QEKDS0lKdOXOm0vG5ubkKCAio8lwXt+fm5jr8HkmKiopSfn6+fTly5Mg1Xg0AuJDjx6Xvv6dwCgDguJgYc7YpDw+rk9jV6o7LokWLFBwcLF9fX/n6+iosLExr16617x8zZow8PDwqLU888USdhwaARiEz01xzEwMA4Kj0dJd88hsAYJGsLLPdEg9rAAAcZbO5VJs+wzA0b948rVy5Uhs3blS3bt0q7Q8NDVXz5s0VExNj35aVlaXDhw8rLCysynN269ZNAQEBld5TUFCgbdu2VfseSfLy8rLfO7m4AECjt2OHuaZwCgDgiNOnpdRUadw4q5NUUqvCqc6dO+uVV16RzWZTcnKyxo0bp3vuuUcZGRn2Yx5//HEdP37cvrz66qt1HhoAGoWMDMnfX2rf3uokAABXUFFhjh0UTgEAHMXDGgCA2igqMscOFyqcioiI0EcffaRly5bJx8dHOTk5ysnJ0fnz5yVJfn5+euyxxxQZGanY2FjZbDbNnj1bYWFhGj58uP08ffv21cqVKyVJHh4emj9/vl566SV9+eWX2r17t2bOnKnAwEBNnTrVissEAOe1Y4d5n4P2pAAAR8TFSYZhzjjlRJrV5uApU6ZUev3yyy9r0aJFSkpKUv8fn15s2bLlVaerBQD8KCODGxgAAMcdOiSdO0fhFADAcZmZUmCg1KaN1UkAAK5g507zgQ0XKpxatGiRJLMbxqWWLFmiRx99VJL0xhtvqEmTJpo+fbpKSko0adIkvfPOO5WOz8rKUn5+vv31008/raKiIs2ZM0dnzpzRyJEjtW7dOnl7e9fr9QCAy9m+XRo61KnaLQEAnNjGjVLPnlKXLlYnqaRWhVOXKi8v14oVK1RUVFRpetqPP/5YH330kQICAjRlyhT98Y9/VMuWLeskLAA0KpmZ0tixVqcAALiK9HRzTeEUAMBRPKwBAKgNm03y9HSp7xyGYdR4jLe3txYuXKiFCxc6fB4PDw+9+OKLevHFF687IwA0WoYhJSdL//mfVicBALiKmBina9MnXUPh1O7duxUWFqbi4mK1bt1aK1eu1M0//gj38MMPq2vXrgoMDNSuXbv0zDPPKCsrS5999lm15yspKVFJSYn9dUFBwTVcBgC4mNJS6dtvpXnzrE4CAHAV6emSn585cwgAAI7IzJQmTbI6BQDAVdhs0sCBZvEUAAA1+e476fRpacgQq5MAAFzBsWPS3r3SggVWJ7lCrQun+vTpo7S0NOXn5+tf//qXZs2apfj4eN18882aM2eO/biBAweqU6dOGj9+vLKzs9WjR48qzxcdHa0FTvgHAwD1av9+6cIFnv4GADguPd188pupzwEAjigpMb93REZanQQA4CpsNum226xOAQBwFTt2mGsKpwAAjti40Vw7YUemJrV9g6enp3r27KnQ0FBFR0crJCREb731VpXHDhs2TJK0f//+as8XFRWl/Px8+3LkyJHaRgIA15ORYa7797c2BwDAdVwsnAIAwBHffiuVl/OwBgDAMefOmTMVhoZanQQA4Cq2b5duuklq397qJAAAV7BxoxQcLHXoYHWSK9R6xqnLVVRUVGq1d6m0tDRJUqdOnap9v5eXl7y8vK43BgC4lowMc1DgCwUAwBEXLphT2D7+uNVJAACuIjPTXFM4BQBwxM6dUkUFhVMAAMft2CENHWp1CgCAKzAMKSZGmjbN6iRVqlXhVFRUlMLDw9WlSxedPXtWy5YtU1xcnNavX6/s7GwtW7ZMd955p9q1a6ddu3bpqaee0qhRoxQcHFxf+QHANWVmMtsUAMBx+/dLpaXMOAUAcFxGhhQQILVta3USAIArsNkkT0++cwAAHHPhgpSSIt1zj9VJAACuIDtbOnxYGj/e6iRVqlXh1IkTJzRz5kwdP35cfn5+Cg4O1vr163XHHXfoyJEj+uabb/Tmm2+qqKhIQUFBmj59up599tn6yg4Arisjwyn7twIAnFR6urmm6BYA4KjMTGabAgA4zmaTBg6U6A4BAHDEnj1mm9chQ6xOAgBwBRs3Sk2bSqNGWZ2kSk1qc/DixYt18OBBlZSU6MSJE/rmm290xx13SJKCgoIUHx+vvLw8FRcXa9++fXr11Vfl6+tbL8EBwGWVlUnffstNDACA49LTJX9/p+z9DQBwUm5UOLVo0SIFBwfL19dXvr6+CgsL09q1a+37i4uLFRERoXbt2ql169aaPn26cnNzLUwMAE4oOZk2fQAAx+3YIXl4SLfcYnUSAIAriIkxi22dtH6oVoVTAIA6sG+fOY0ts4YAAByVnk7LDACA40pLze8dbvKdo3PnznrllVdks9mUnJyscePG6Z577lFGRoYk6amnntJXX32lFStWKD4+XseOHdO0adMsTg0ATuTcObPglsIpAICjtm+X+vWTfHysTgIAcHYVFVJsrDRunNVJqlWrVn0AgDrw44/37vL0NwCgDmRkSBMnWp0CAOAqLj6s4SbfOaZMmVLp9csvv6xFixYpKSlJnTt31uLFi7Vs2TKN+/EHuiVLlqhfv35KSkrS8OHDrYgMAM5l507zZgaFUwAAR+3YIQ0danUKAIArSE+XTp6Uxo+3Okm1mHEKABpaZqbZaol2SwAARxQXu9WsIQCAOpCZaa7dpHDqUuXl5frkk09UVFSksLAw2Ww2lZWVacKECfZj+vbtqy5duigxMbHa85SUlKigoKDSAgCNls0mNW/OLLcAAMcUF0u7dpktlwAAqMnGjZKXlxQWZnWSalE4BQANLSODm98AAMdlZUnl5dzEAAA4LiND8veX2re3OkmD2b17t1q3bi0vLy898cQTWrlypW6++Wbl5OTI09NTbdq0qXR8x44dlZOTU+35oqOj5efnZ1+CgoLq+QoAwEI2mzRwoHkzAwCAmuzcac5wS+EUAMARMTHSiBFSixZWJ6kWhVMA0NAyM93yyW8AwDVKTzfXFN0CABzlht85+vTpo7S0NG3btk1z587VrFmzlHlx5q1rEBUVpfz8fPty5MiROkwLAE7GZqNNHwDAcTt2mDMVBgdbnQQA4OwuXJDi46Vx46xOclUUTgFAQyork779lpvfAADHZWRIQUGSn5/VSQAAriIz0+2+c3h6eqpnz54KDQ1VdHS0QkJC9NZbbykgIEClpaU6c+ZMpeNzc3MVEBBQ7fm8vLzk6+tbaQGARun8eXPcoHAKAOCo7dulkBBmKgQA1Cw5WTp7Vho/3uokV0XhFAA0pH37zOIpN3v6GwBwHdLTadMHAHDcxYc13Pw7R0VFhUpKShQaGqrmzZsrJibGvi8rK0uHDx9WWFiYhQkBwEns3Gm2Br/1VquTAABcxY4d0tChVqcAALiCjRslHx+n/75B4RQANKSLrSLc7OlvAMB1SE9n3AAAOG7/frd7WCMqKkqbNm3SwYMHtXv3bkVFRSkuLk6PPPKI/Pz89NhjjykyMlKxsbGy2WyaPXu2wsLCNHz4cKujA4D1bDaz3RIPawAAHFFQIGVlSUOGWJ3kmm3atElTpkxRYGCgPDw89Pnnn1fa7+HhUeXy2muvVXvOF1544Yrj+/btW89XAgAuICZGGj1aatbM6iRX5dzpAKCxyciQOnQwFwAAalJYKB04wE0MAIDjMjLMtRsV3Z44cUIzZ87U8ePH5efnp+DgYK1fv1533HGHJOmNN95QkyZNNH36dJWUlGjSpEl65513LE4NAE4iOVkaOJB2SwAAx9hskmG4dOFUUVGRQkJC9Mtf/lLTpk27Yv/x48crvV67dq0ee+wxTZ8+/arn7d+/v7755hv762ZOXiQAAPXu/Hlp61bplVesTlIj/sYGgIaUmenST35v2rRJr732mmw2m44fP66VK1dq6tSp9v0eHh5Vvu/VV1/V7373uyr3vfDCC1qwYEGlbX369NHevXvrLDcAuKyLMxVSOAUAcFRmptS+vVs9rLF48eKr7vf29tbChQu1cOHCBkoEAC7EZpOYgQ8A4KgdO6RWrSQXnk0pPDxc4eHh1e4PCAio9PqLL77Q2LFj1b1796uet1mzZle8FwDcWmKiVFIijRtndZIa0aoPABpSRoZLP/l98UmM6m44HD9+vNLy/vvvy8PDw6EnMS5935YtW+ojPgC4nowMycND6tfP6iQAAFfh4g9rAAAa0Pnz5rgRGmp1EgCAq9i+3Rw3mja1OkmDyM3N1erVq/XYY4/VeOy+ffsUGBio7t2765FHHtHhw4cbICEAOLGYGPPBPhd4MJwZpwCgoZSVSd9+K82da3WSa8aTGADQwNLTpR49pJYtrU4CAHAVGRnS7bdbnQIA4Ap27pTKyymcAgA4bscO6YEHrE7RYD744AP5+PhU2dLvUsOGDdPSpUvVp08fHT9+XAsWLNDtt9+u9PR0+fj4VPmekpISlZSU2F8XFBTUaXYAsNzGjdLYsVIT55/PyfkTAkBjsX+/WTzlwjNO1QZPYgBAHUhPd5txAwBQBy5ckLKymHEKAOAYm01q3lwaONDqJAAAV3DihHT4sDRkiNVJGsz777+vRx55RN7e3lc9Ljw8XPfff7+Cg4M1adIkrVmzRmfOnNGnn35a7Xuio6Pl5+dnX4KCguo6PgBYp6DALLYdP97qJA6hcAoAGkpGhrl2kxvgtX0SY926dVq0aJEOHDig22+/XWfPnq32PSUlJSooKKi0AECjlJ7uEtPYAgCcRHa2+bAGhVMAAEfYbOb3DS8vq5MAAFzBjh3m2k0KpzZv3qysrCz96le/qvV727Rpo969e2v//v3VHhMVFaX8/Hz7cuTIkeuJCwDOZdMmc3bbceOsTuIQCqcAoKFkZkrt25u9XN0AT2IAwHX64Qfp2DEKpwAAjnOzhzUAANfJZqNNHwDAcTt2SO3aSTfdZHWSBrF48WKFhoYqJCSk1u8tLCxUdna2OnXqVO0xXl5e8vX1rbQAQKMREyN16SL16GF1EodQOAUADSUjw21uYPAkBgDUgYs3vymcAgA4KjNTattW8ve3OgkAwNmdP29+57j1VquTAABcxfbt0tChkoeH1UmuS2FhodLS0pSWliZJOnDggNLS0nT48GH7MQUFBVqxYkW19zjGjx+vt99+2/76t7/9reLj43Xw4EElJCTo3nvvVdOmTTVjxox6vRYAcFobN5qzTbnImEHhFAA0lIwMt2mZwZMYAFAH0tOlZs2k3r2tTgIAcBWZmebDGi7yoxQAwEK7dpmtM5hxCgDgCMMwZ5xqBG36kpOTNXjwYA0ePFiSFBkZqcGDB+u5556zH/PJJ5/IMIxqC5+ys7N16tQp++ujR49qxowZ6tOnjx544AG1a9dOSUlJ6uAmHUgAoJITJ8zvG+PHW53EYc2sDgAAbqGsTPr2W2nuXKuTXJfCwsJKM0FdfBKjbdu26tKli6SfnsT43//93yrPMX78eN17772aN2+eJPNJjClTpqhr1646duyYnn/+eZ7EAADJLJzq3Vvy9LQ6CQDAVWRkSGFhVqcAALgCm01q3lwaONDqJAAAV3DokHTqVKMonBozZowMw7jqMXPmzNGcOXOq3X/w4MFKrz/55JO6iAYAjUNcnLkeN87SGLVB4RQANIT9+83iKRdv1ZecnKyxY8faX0dGRkqSZs2apaVLl0q69icx8vLy1KFDB40cOZInMQBAMgunaNMHAHDUhQtSVpb02GNWJwEAuILkZPP7hpeX1UkAAK5gxw5z3QgKpwAA9SwmRurbVwoMtDqJwyicAoCGkJlprl28VR9PYgBAAzEMs3DKhaayBQBY7MABqaTE5R/WAAA0EJtNGjrU6hQAAFexfbsUFCR17Gh1EgCAs4uJkSZNsjpFrTSxOgAAuIWMDKl9e8nf3+okAABXcOKElJfHjFMAAMdlZJhrF39YAwDQAM6fN8eN0FCrkwAAXMWOHRTcAgBqduiQlJ3tcg+FUzgFAA0hI4MbGAAAx6Wnm2tmDQEAOCozU2rTRgoIsDoJAMDZ7dollZdTOAUAcEx5uTlTIW36AAA12bhR8vCQxoyxOkmtUDgFAA0hM5Ob3wAAx6WnS15eUo8eVicBALiKjAzzO4eHh9VJAADOzmaTmjWTBg60OgkAwBVkZUmFhRROAQBqtnGjNHiw1Lat1UlqhcIpAKhvZWXmFwsKpwAAjkpPN2cqbNrU6iQAAFeRmckstwAAx9hsZltwb2+rkwAAXMGOHeaamQoBAFdjGFJMjMu16ZMonAKA+pedbRZPcRMDAOCo9HTzRgYAAI4oL5f27uU7BwDAMTabdOutVqcAALiK7dulPn0kPz+rkwAAnFlWlnT8uDRunNVJao3CKQCobxkZ5poZpwAAjjAMc+ygcAoA4KgDB6TiYr5zAABqVlxsft9g1hAAgKN27JCGDrU6BQDA2cXEmC3Bb7/d6iS1RuEUANS3jAypXTupQwerkwAAXMGRI9LZs9z8BgA4LjPTXDPjFACgJrt2SRcuUDgFAHBMaam0c6c0ZIjVSQAAzm7jRmn4cKlVK6uT1BqFUwBQ3zIzzZvfHh5WJwEAuIL0dHPNjFMAAEdlZpptMwIDrU4CAHB2ycnmU+ADB1qdBADgCnbtMounKJwCAFxNebkUGyuNH291kmtC4RQA1LeMDGYNAQA4Lj1dat1a6tLF6iQAAFeRkWHONsXDGgCAmths5kMa3t5WJwEAuIIdO8yC20GDrE4CAHBmO3dKP/wgjRtndZJrQuEUANSnCxekrCxaZgAAHJeebt7I4OY3AMBRmZl85wAAOMZma3Rt+jZt2qQpU6YoMDBQHh4e+vzzzyvt9/DwqHJ57bXXqj3nCy+8cMXxffv2recrAQAntH27OUshBbcAgKuJiZFatDBb9bkgCqcAoD7t3y+VlTHjFADAccxUCACojYoKac8exg4AQM2Ki83vG42scKqoqEghISFauHBhlfuPHz9eaXn//ffl4eGh6dOnX/W8/fv3r/S+LVu21Ed8AHBuO3ZIQ4danQIA4Ow2bpRuv13y9LQ6yTVpZnUAAGjUMjLMNU9/AwAcUV5uzhryi19YnQQA4CoOHpTOn+c7BwCgZrt2mbOjN7LCqfDwcIWHh1e7PyAgoNLrL774QmPHjlX37t2vet5mzZpd8V4AcCuFheZDGk89ZXUSAIAzKymRNm+W/vhHq5NcM2acAoD6lJkptWsn+ftbnQQA4Aq++858CnzAAKuTAABcRWamuaZwCgBQE5tNatZMCg62OollcnNztXr1aj322GM1Hrtv3z4FBgaqe/fueuSRR3T48OEGSAgATiQlxZzhdsgQq5MAAJzZpk1SUZE0ebLVSa4ZM04BQH262G7Jw8PqJAAAV5Cebq4pnAIAOCozU/LxkTp3tjoJAMDZ2Wzmdw1vb6uTWOaDDz6Qj4+Ppk2bdtXjhg0bpqVLl6pPnz46fvy4FixYoNtvv13p6eny8fGp8j0lJSUqKSmxvy4oKKjT7ADQ4HbskFq04CENAMDVrV5t/i7lwg9oMOMUANSnzEy+VAAAHJeebs5U2LGj1UkAAK4iI8P8zsHDGgCAmthsja5NX229//77euSRR+RdQ/FYeHi47r//fgUHB2vSpElas2aNzpw5o08//bTa90RHR8vPz8++BAUF1XV8AGhY27dLt9xizlYIAEBVDENatUq66y6X/m2KwikAqC8XLkhZWeaMUwAAOIKZCgEAtcXDGgAARxQXmw9quHHh1ObNm5WVlaVf/epXtX5vmzZt1Lt3b+3fv7/aY6KiopSfn29fjhw5cj1xAcB6O3ZIQ4danQIA4My+/VbKzpbuvtvqJNeFwikAqC/790ulpdzEAAA4Lj2dNn0AAMdVVJiFUzysAQCoye7d5kN+blw4tXjxYoWGhiokJKTW7y0sLFR2drY6depU7TFeXl7y9fWttACAyzp1SjpwQBoyxOokAABntmqV2Qp83Dirk1wXCqcAoL5kZpprbmIAABxRWmrOVEjhFADAUYcPS+fO8bAGAKBmyclmq6XgYKuT1LnCwkKlpaUpLS1NknTgwAGlpaXp8OHD9mMKCgq0YsWKamebGj9+vN5++23769/+9reKj4/XwYMHlZCQoHvvvVdNmzbVjBkz6vVaAMBpJCebawqnAABXs3q1WTTVsqXVSa4LTWkBoL5kZEjt2kn+/lYnAQC4gm+/NZ8Ap3AKAOAoHtYAADjKZjPHC29vq5PUueTkZI0dO9b+OjIyUpI0a9YsLV26VJL0ySefyDCMagufsrOzderUKfvro0ePasaMGcrLy1OHDh00cuRIJSUlqUOHDvV3IQDgTLZvl264QerRw+okAABnlZ8vbd4svfWW1UmuG4VTAFBfMjPNJ789PKxOAgBwBenp5pqb3wAAR2VkSK1bS0FBVicBADg7m63RtukbM2aMDMO46jFz5szRnDlzqt1/8ODBSq8/+eSTuogGAK5rxw7p1lu5vwEAqN7XX5sPg991l9VJrhut+gCgvmRkcPMbAOC4jAypUyepbVurk1gqOjpaQ4YMkY+Pj/z9/TV16lRlZWVVOmbMmDHy8PCotDzxxBMWJQYAC2VmSv36cTMDAHB1xcXmgxqNtHAKAFDHDMMsnBo61OokAABntmqV2UGja1erk1y3WhVOLVq0SMHBwfL19ZWvr6/CwsK0du1a+/7i4mJFRESoXbt2at26taZPn67c3Nw6Dw0ATu/CBSkry5xxCgAAR6Sn06ZPUnx8vCIiIpSUlKQNGzaorKxMEydOVFFRUaXjHn/8cR0/fty+vPrqqxYlBgALZWbysAYAoGa7d5u/VVE4BQBwxNGjUm6uNGSI1UkAAM6qokJau1a6+26rk9SJWrXq69y5s1555RX16tVLhmHogw8+0D333KPU1FT1799fTz31lFavXq0VK1bIz89P8+bN07Rp07R169b6yg8Azik7Wyot5SYGAMBx6enSlClWp7DcunXrKr1eunSp/P39ZbPZNGrUKPv2li1bKiAgoKHjAYDzMAyzcOq++6xOAgBwdjab1KyZFBxsdRIAgCvYscNcUzgFAKjOjh3SyZONok2fVMsZp6ZMmaI777xTvXr1Uu/evfXyyy+rdevWSkpKUn5+vhYvXqzXX39d48aNU2hoqJYsWaKEhAQlJSXVV34AcE4ZGeaawikAgCPOnTOLbplx6gr5+fmSpLaXtTD8+OOP1b59ew0YMEBRUVE6d+5ctecoKSlRQUFBpQUAXN6RI1JhIbPcAgBqZrOZv1G1aGF1EgCAK9i+XQoMNBcAAKqyapXUtq00fLjVSepErWaculR5eblWrFihoqIihYWFyWazqaysTBMmTLAf07dvX3Xp0kWJiYka3kj+wADAIZmZ5mDh7291EgCAK9izx5w5hILbSioqKjR//nyNGDFCAy4pKnv44YfVtWtXBQYGateuXXrmmWeUlZWlzz77rMrzREdHa8GCBQ0VGwAaRmamuWbsAADUxGajTR8AwHFJSdKwYVanAAA4s9WrpcmTzZltG4FaX8Xu3bsVFham4uJitW7dWitXrtTNN9+stLQ0eXp6qk2bNpWO79ixo3Jycqo9X0lJiUpKSuyvefobQKOQkWHewPDwsDoJAMAVXJypkFlDKomIiFB6erq2bNlSafucOXPs/zxw4EB16tRJ48ePV3Z2tnr06HHFeaKiohQZGWl/XVBQoKCgoPoLDgANISNDatlS6tLF6iQAAGdWXGy2Bf/Vr6xOAgBwBWVl5oxTf/qT1UkAAM7q+++l1FTpd7+zOkmdqVWrPknq06eP0tLStG3bNs2dO1ezZs1S5sWnHK9BdHS0/Pz87As3MAA0CpmZ3PwGADguPV266SbJx8fqJE5j3rx5WrVqlWJjY9W5c+erHjvsx6cg9+/fX+V+Ly8v+fr6VloAwOVlZkr9+klNav3TDgDAnezaZd4EZ8YpAIAj0tKk8+elESOsTgIAcFZr1pi/R02aZHWSOlPrX9c8PT3Vs2dPhYaGKjo6WiEhIXrrrbcUEBCg0tJSnTlzptLxubm5CggIqPZ8UVFRys/Pty9Hjhyp9UUAgFO5cEHau5eWGQAAx6WnS5e0onNnhmFo3rx5WrlypTZu3Khu3brV+J60tDRJUqdOneo5HQA4kcxMvnMAAGqWlCR5eUmDB1udBADgChISGDcAAFe3apVZYNu2rdVJ6sx1P5ZYUVGhkpIShYaGqnnz5oqJibHvy8rK0uHDhxUWFlbt+3n6G0Cjk50tlZZyEwMA4DgKp+wiIiL00UcfadmyZfLx8VFOTo5ycnJ0/vx5SVJ2drb+9Kc/yWaz6eDBg/ryyy81c+ZMjRo1SsHBwRanB4AGYhjMcgsAcExionTLLZKnp9VJAACuYOtW6dZbzeIpAAAuV1wsffONdNddViepU81qc3BUVJTCw8PVpUsXnT17VsuWLVNcXJzWr18vPz8/PfbYY4qMjFTbtm3l6+urJ598UmFhYRo+fHh95QcA53OxfSk3MQAAjsjPl44coeD2R4sWLZIkjRkzptL2JUuW6NFHH5Wnp6e++eYbvfnmmyoqKlJQUJCmT5+uZ5991oK0AGCR77+XCgoYOwAANUtMlKZPtzoFAMAVGIZZOPXzn1udBADgrOLipHPnpLvvtjpJnapV4dSJEyc0c+ZMHT9+XH5+fgoODtb69et1xx13SJLeeOMNNWnSRNOnT1dJSYkmTZqkd955p16CA4DTysgwpybs2NHqJAAAV3Cx4JYZpySZrfquJigoSPHx8Q2UBgCcVEaGueZhDQDA1Rw/Lh06JF2lIwQAAHaHD0vHjkm33WZ1EgCAs1q9WuratdH9JlWrwqnFixdfdb+3t7cWLlyohQsXXlcoAHBpF1tmeHhYnQQA4ArS06UmTaS+fa1OAgBwFZmZUosW0k03WZ0EAODMkpLMNR0hAACOSEgw1xROAQCqYhjSqlXmbFON7D54E6sDAECjk5FBywwAgOPS06VevSRvb6uTAABcRWam1K+fWXgLAEB1EhOlzp3NBQCAmiQkmL9RdehgdRIAgDPas0c6eFC66y6rk9Q5fmEDgLp04YK0dy+FUwAAx6Wn06YPAFA7GRmNbkp0AEA9SEqiTR8AwHFbtzLbFACgeqtWSS1bSmPHWp2kzlE4BQB16bvvpNJSbmIAABzHTIUAgNowjJ/agwMAUJ2yMik5mTZ9AADHFBZKO3dKI0ZYnQQA4KxWr5bGj2+U3TMonAKAupSRYa65AQ4AcMTJk1JuLjNOAQAcd/y4lJ/Pdw4AwNXt3CmdP8+MUwAAx2zbJlVUMOMUAKBqP/xgzkx4991WJ6kXFE4BQF3KzJRuuEHq2NHqJAAAV3Cx4JbCKQCAoy6OHcw4BQC4mqQkydNTuuUWq5MAAFxBQoLUpo3Ur5/VSQAAzmj9eqm8XLrzTquT1AsKpwCgLl1st+ThYXUSAIArSE01p7Xt1cvqJAAAV5GZaY4d3bpZncRpREdHa8iQIfLx8ZG/v7+mTp2qrKysSseMGTNGHh4elZYnnnjCosQA0AASE6XBgyUvL6uTAABcQUKCOUthE24dAwCqsGqVNGiQ1Lmz1UnqBaMfANSli4VTAAA4wmYzv2w0a2Z1EgCAq8jMlPr2lZo2tTqJ04iPj1dERISSkpK0YcMGlZWVaeLEiSoqKqp03OOPP67jx4/bl1dffdWixADQABITadMHAHBMRYU5btCmDwBQlfJyae1a6a67rE5Sb7hDAwB1pbRU2rNHevxxq5MAAFyFzSaNG2d1CgCAK9m9mzZ9l1m3bl2l10uXLpW/v79sNptGjRpl396yZUsFBAQ0dDwAaHi5udKBAxROAQAck5kp5edLI0ZYnQQA4IySkqTTp6W777Y6Sb1hxikAqCuZmVJZmTkNeiO1adMmTZkyRYGBgfLw8NDnn39eaf+jjz56RfuLyZMn13jehQsX6qabbpK3t7eGDRum7du319MVAIATOXtWysqSQkOtTgIAcBXl5dLOndItt1idxKnl5+dLktq2bVtp+8cff6z27dtrwIABioqK0rlz56yIBwD1LynJXA8fbm0OAIBrSEgwZ7QdMsTqJA2C+xwAUEurV0vt2zfqcYLCKQCoK6mpkoeHFBJidZJ6U1RUpJCQEC1cuLDaYyZPnlyp/cU///nPq55z+fLlioyM1PPPP6+UlBSFhIRo0qRJOnHiRF3HBwDnkpYmGQaFUwAAx337rXTuXKN+WON6VVRUaP78+RoxYoQGDBhg3/7www/ro48+UmxsrKKiovSPf/xDP//5z6s9T0lJiQoKCiotAOAyEhOlwEApKMjqJAAAV7B1q3lfo3Vrq5M0CO5zAEAtrVol3XmnWWTbSNGqDwDqSmqq1KtXo/5yER4ervDw8Kse4+XlVav2F6+//roef/xxzZ49W5L07rvvavXq1Xr//ff1X//1X9eVFwCcms0meXnRbgkA4LiUFHNN4VS1IiIilJ6eri1btlTaPmfOHPs/Dxw4UJ06ddL48eOVnZ2tHj16XHGe6OhoLViwoN7zAkC9SEoy2/R5eFidBADgChISpBp+929MuM8BALVw+LC0e7f07LNWJ6lXzDgFAHUlNZUbGJLi4uLk7++vPn36aO7cucrLy6v22NLSUtlsNk2YMMG+rUmTJpowYYISExMbIi4AWMdmM5/ma97c6iQAAFeRmip16ybdcIPVSZzSvHnztGrVKsXGxqpz585XPXbYsGGSpP3791e5PyoqSvn5+fblyJEjdZ4XAOrFhQvSjh206QMAOCY3V9q/X7rtNquTOJWGuM/BLLcAXMLq1VKzZtLEiVYnqVfMOAUAdaGiwmy5dPfdViex1OTJkzVt2jR169ZN2dnZ+v3vf6/w8HAlJiaqaRXTN546dUrl5eXq2LFjpe0dO3bU3r17q/2ckpISlZSU2F/zhQKAS7LZpDFjrE4BAHAlKSnSLbdYncLpGIahJ598UitXrlRcXJy6detW43vS0tIkSZ06dapyv5eXl7y8vOoyJgA0jF27zLauYWFWJwEAuIKLhT0jRlibw4k01H0OZrkF4BJWr5ZGjpTatLE6Sb2icAoA6kJ2tlRY6PYzTj300EP2fx44cKCCg4PVo0cPxcXFafz48XX2OXyhAODyCgulvXul3/zG6iQAAFdhGGbh1NNPW53E6URERGjZsmX64osv5OPjo5ycHEmSn5+fWrRooezsbC1btkx33nmn2rVrp127dumpp57SqFGjFBwcbHF6AKhjSUnmrLYU2gIAHJGQIHXuLAUFWZ3EaTTUfY6oqChFRkbaXxcUFCiIfw8AnMm5c1JMjPTSS1YnqXe06gOAupCaaq7dvHDqct27d1f79u2rbX/Rvn17NW3aVLm5uZW25+bmXrV/OG0zALi8tDTzBnhoqNVJAACu4sABKT+fG+FVWLRokfLz8zVmzBh16tTJvixfvlyS5OnpqW+++UYTJ05U37599Zvf/EbTp0/XV199ZXFyAKgHiYnSoEFSixZWJwEAuIKtW2nTV4P6us/h5eUlX1/fSgsAOJXYWKm4WLrrLquT1DtmnAKAupCaKt14o9Shg9VJnMrRo0eVl5dXbfsLT09PhYaGKiYmRlOnTpUkVVRUKCYmRvPmzav2vLTNAODybDbJy0vq39/qJAAAV5GSYq55WOMKhmFcdX9QUJDi4+MbKA0AWCwx0S1ubAAA6kBJiZScLD34oNVJnFp93ecAAKe3apXUo4fUp4/VSeodM04BQF1ITXWLGxiFhYVKS0tTWlqaJOnAgQNKS0vT4cOHVVhYqN/97ndKSkrSwYMHFRMTo3vuuUc9e/bUpEmT7OcYP3683n77bfvryMhIvffee/rggw+0Z88ezZ07V0VFRZo9e3ZDXx4ANBybTQoONltoAADgiNRUKTBQ6tjR6iQAAGd18qSUnS2FhVmdBADgCmw2qbTU7Wac4j4HADjAMKTVq82HMjw8rE5T75hxCgCul2GYNzF+/Wurk9S75ORkjR071v76Yv/tWbNmadGiRdq1a5c++OADnTlzRoGBgZo4caL+9Kc/VZodKjs7W6dOnbK/fvDBB3Xy5Ek999xzysnJ0aBBg7Ru3Tp15IYQgMbMZpNGjbI6BQDAlaSk0KYPAHB1SUnmevhwa3MAAFxDQoLUsqUUEmJ1kgbFfQ4AcMDu3dKRI9Ldd1udpEFQOAUA1+v4cenECbeYcWrMmDFXbYOxfv36Gs9x8ODBK7bNmzePKWsBuI+iImnvXumpp6xOAgBwFYZhFt3OnWt1EgCAM0tMlAICpK5drU4CAHAFCQnS0KFuNyM69zkAwAGrV0utWrnNA+C06gOA65Waaq7doHAKAFAH0tKkigopNNTqJAAAV3HsmNl+iRmnAABXk5Rktulzg1YaAIDrZBjS1q1u16YPAOCgVaukiROlS2bba8wonAKA65WaKt1wA0/zAQAcY7NJnp5S//5WJwEAuIqUFHPNwxoAgOpcuCBt306bPgCAY777zuykMWKE1UkAAM7m1CnzoYy77rI6SYOhcAoArldqqjRoEE/zAQAcY7NJwcFm8RQAAI5ITZXatZOCgqxOAgBwVunpZlvwsDCrkwAAXEFCgrmm4BYAcLl168yuGXfeaXWSBkPhFABcr9RUnvwGADjOZqNNHwCgdlJSzDZ9PKwBAKhOUpLUrBnfNQAAjtm6VerXT2rb1uokAABn8+WX5veKTp2sTtJgKJwCgOtx5ox04ACFUwAAxxQVSXv2cDMDAFA7FwunAACoTmKiFBIitWxpdRIAgCtISKBNHwDgSufOSatXS9OnW52kQVE4BQDXIy3NXFM4BQBwxM6d5hS3FE4BABx18qR05AiFUwCAq0tMdNs2fZs2bdKUKVMUGBgoDw8Pff7555X2P/roo/Lw8Ki0TJ48ucbzLly4UDfddJO8vb01bNgwbd++vZ6uAAAa2JkzZovX226zOgkAwNmsWWMWT91/v9VJGhSFUwBwPVJTJW9vqU8fq5MAAFyBzSZ5ekoDBlidBADgKlJTzTUPawAAqpOXJ+3b57aFU0VFRQoJCdHChQurPWby5Mk6fvy4ffnnP/951XMuX75ckZGRev7555WSkqKQkBBNmjRJJ06cqOv4ANDwtm2TDIMZpwAAV1qxwvwNqmdPq5M0qGZWBwAAl5aaKgUHS8346xQA4ACbTRo40CyeAgDAEampko+P1KOH1UkAAM4qKclcDx9ubQ6LhIeHKzw8/KrHeHl5KSAgwOFzvv7663r88cc1e/ZsSdK7776r1atX6/3339d//dd/XVdeALBcQoLUrp3Uq5fVSQAAzuTcOWnVKunZZ61O0uCYcQoArkdqKk9+AwAcZ7PRpg8AUDspKeZ3jib8hAMAqEZiouTvL3XrZnUSpxUXFyd/f3/16dNHc+fOVV5eXrXHlpaWymazacKECfZtTZo00YQJE5SYmFjt+0pKSlRQUFBpAQCntHWr2abPw8PqJAAAZ7J2rVu26ZMonAKAa3f+vLRnD4VTAADHnDsnZWZSOAUAqJ2UFOmWW6xOAQBwZklJZps+boBXafLkyfrwww8VExOjP//5z4qPj1d4eLjKy8urPP7UqVMqLy9Xx44dK23v2LGjcnJyqv2c6Oho+fn52ZegoKA6vQ4AqBMXLpit+mjTBwC43IoV0qBBbtemT6JwCgCuXXq6VF5O4RQAwDE7d0oVFRROAQAcl58v7d9P4RQAoHrl5eYNcDdt0+eIhx56SD/72c80cOBATZ06VatWrdKOHTsUFxdXp58TFRWl/Px8+3LkyJE6PT8A1Indu6XCQnPGKQAALjp/3mzT54azTUkUTgHAtUtNlZo2lQYOtDoJAMAV2GxS8+bSgAFWJwEAuIqdO801D2sAAKqTkWHeAA8LszqJy+jevbvat2+v/fv3V7m/ffv2atq0qXJzcyttz83NVUBAQLXn9fLykq+vb6UFAJxOQoL5+9Stt1qdBADgTNaulYqKKJwCANRSaqrUt6/UooXVSQAArsBmM4ttvbysTgIAcBUpKZK3t/m9AwCAqiQlmQ/2cQPcYUePHlVeXp46depU5X5PT0+FhoYqJibGvq2iokIxMTEKo0ANgKtLSDBntOW+BgDgUitWSCEhUq9eViexBIVTAHCtUlN58hsA4DibjTZ9AIDaSUkxf7Rq1szqJAAAZ5WYKAUHS61aWZ3EMoWFhUpLS1NaWpok6cCBA0pLS9Phw4dVWFio3/3ud0pKStLBgwcVExOje+65Rz179tSkSZPs5xg/frzefvtt++vIyEi99957+uCDD7Rnzx7NnTtXRUVFmj17dkNfHgDUra1badMHAKjs/Hnpq6/cdrYpSeKXNwC4FuXl0q5dbj2AAABq4fx5KTNTioiwOgkAwJWkpEijRlmdAgDgzBITpfHjrU5hqeTkZI0dO9b+OjIyUpI0a9YsLVq0SLt27dIHH3ygM2fOKDAwUBMnTtSf/vQneV0yG3B2drZOnTplf/3ggw/q5MmTeu6555STk6NBgwZp3bp16tixY8NdGADUte+/lw4dkkaMsDoJAMCZrFvn1m36JAqnAODafPuteROcGacAAI7YudMsumXGKQCAo86dk/bskebPtzoJAMBZnT4tZWVJzz5rdRJLjRkzRoZhVLt//fr1NZ7j4MGDV2ybN2+e5s2bdz3RAMC5JCaaa9qOAgAutWKFOYtt795WJ7EMrfoA4FqkpprrQYMsjQEAcBE2m9S8uTRwoNVJAACuYvduqaJCuuUWq5MAAJzVtm3mevhwa3MAAFzD1q3STTdJgYFWJwEAOAva9EmicAoArk1qqtS1q9S2rdVJAACuwGaTBgyQLmkFAQDAVaWkSM2aSf37W50EAOCsEhOl9u2lHj2sTgIAcAUJCbTpAwBUtm6dVFhI4ZTVAQDAJaWm0qYPAOA4m402fQCA2klJoegWAHB1SUlmuyUPD6uTAACc3blz5neM226zOgkAwJmsWGF2yujTx+oklqJwCgBqyzAonAIAOO78eSkjg8IpAEDtpKTQpg8AUL2KCrNVH236AACOSE6WLlxgxikAwE9o02dH4RQA1NaRI9Lp0xROAQAcs2uXVF5O4RQAwHGlpdLu3RROAQCql5kpFRSYM04BAFCThASpdWtzVlsAACRp/Xra9P2IwikAqK3UVHNN4RQAwBE2m9SsmTndLQAAjsjMlMrKKJwCAFQvKUlq0kQaMsTqJAAAV7B1qzlLYdOmVicBADiLFSvMgtq+fa1OYjkKpwCgtlJTpfbtpRtvtDoJAMAV2Gzmlw9vb6uTAABcRUqK5OEhBQdbnQQA4KwSE82HM1q3tjoJAMDZGYY54xRt+gAAFxUXm236HnjA6iROoVaFU9HR0RoyZIh8fHzk7++vqVOnKisrq9IxY8aMkYeHR6XliSeeqNPQAGCp1FRztikPD6uTAABcgc1Gmz4AQO2kpJhP+7VqZXUSAICzSkykTR8AwDFZWdLp09Jtt1mdBADgLNavl86epU3fj2pVOBUfH6+IiAglJSVpw4YNKisr08SJE1VUVFTpuMcff1zHjx+3L6+++mqdhgYAS10snAIAoCbFxVJGBoVTAIDaSUmhTR8AoHpnzkh79lA4BQBwTEKC+SD48OFWJwEAOAva9FXSrDYHr1u3rtLrpUuXyt/fXzabTaNGjbJvb9mypQICAuomIQA4k7w86cgRCqcAAI7ZtUu6cIHCKQCA48rLpZ07pfvuszoJAMBZbdtmrrkBDgBwREKC2d7V19fqJAAAZ1BcLH35pfTb31qdxGnUasapy+Xn50uS2rZtW2n7xx9/rPbt22vAgAGKiorSuXPnqj1HSUmJCgoKKi0A4LRSU801hVMAAEekpEjNmknBwVYnAQC4im+/lc6dY8YpAED1EhOldu2kXr2sTgIAcAVbt9KmDwDwk6+/pk3fZWo149SlKioqNH/+fI0YMUIDBgywb3/44YfVtWtXBQYGateuXXrmmWeUlZWlzz77rMrzREdHa8GCBdcaAwAaVmqq1KoVP0wBABxjs0n9+0ve3lYnAQC4ipQUcz1okKUxAABOLCnJnG3Kw8PqJAAAZ5eXJ+3dK/3hD1YnAQA4ixUrzPsW/fpZncRpXHPhVEREhNLT07Vly5ZK2+fMmWP/54EDB6pTp04aP368srOz1aNHjyvOExUVpcjISPvrgoICBQUFXWssAKhfqalSSIjU5Lom7AMAuAubjTZ9AIDaSUmRuneX2rSxOgkAwBlVVJiFU7TVAAA44uJ93BEjrM0BAHAOJSVmm75LanRwja365s2bp1WrVik2NladO3e+6rHDhg2TJO3fv7/K/V5eXvL19a20AIDTSk2lTR8AwDElJVJ6OoVTAIDaSUmhTR8AoHp790r5+VJYmNVJAACuIDZW6tpV6tbN6iQAAGfw9ddSQQFt+i5Tq8IpwzA0b948rVy5Uhs3blQ3BwbZtLQ0SVKnTp2uKSAAOI2iIikri8IpAIBjdu+WysoonAIAOM4wzIc1KJwCAFQnKcls0Td0qNVJAACuIDZWGjvW6hQAAGexYoV0883mArtateqLiIjQsmXL9MUXX8jHx0c5OTmSJD8/P7Vo0ULZ2dlatmyZ7rzzTrVr1067du3SU089pVGjRik4OLheLgAAGsyuXeaNDAqnAACOsNmkpk0l/j8YAOCoAwfMWUQonAIAVCcxURowQPLxsToJAMDZnTpl3tf4zW+sTgIAcAYlJdIXX0hPPWV1EqdTq8KpRYsWSZLGjBlTafuSJUv06KOPytPTU998843efPNNFRUVKSgoSNOnT9ezzz5bZ4EBwDKpqVKzZlL//lYnAQC4ApvNHDNatLA6CQDAVaSkmGse1gAAVGfLFmn0aKtTAABcQXy8uWbGKQCAJG3YQJu+atS6VV9Vy6OPPipJCgoKUnx8vPLy8lRcXKx9+/bp1Vdfla+vb31kB4CGlZpq3gD38rI6CQDAFdhstOm7BtHR0RoyZIh8fHzk7++vqVOnKisrq9IxxcXFioiIULt27dS6dWtNnz5dubm5FiUGgDqUkiLdeKPk7291EgCAM8rNlfbulS57sBkAgCrFxko9ekhBQVYnAQA4gxUrpH79mCSkCrUqnAIAt5aaypPfAADHlJRIu3dTOHUN4uPjFRERoaSkJG3YsEFlZWWaOHGiioqK7Mc89dRT+uqrr7RixQrFx8fr2LFjmjZtmoWpAaCOpKTQpg8AUL2LM4cw4xQAwBGxscw2BQAwXWzTx2xTVapVqz4AcFtlZeYN8JkzrU4CAHAF6enm2EHhVK2tW7eu0uulS5fK399fNptNo0aNUn5+vhYvXqxly5Zp3LhxkszW4f369VNSUpKGDx9uRWwAuH6GYRZO/cd/WJ0EAOCs4uKkPn2kTp2sTgIAcHa5uVJmpvSHP1idBADgDL75RsrPp3CqGsw4BQCO2LNHKi1lxikAgGNsNqlpUykkxOokLi8/P1+S1LZtW0mSzWZTWVmZJkyYYD+mb9++6tKlixITE6s8R0lJiQoKCiotAOB0jh2TTp5kxikAQPXi4mjTBwBwTFycuWbGKQCAZLbp69uXNn3VoHAKAByRmmquuQEOAHCEzSbdfLPUooXVSVxaRUWF5s+frxEjRmjAgAGSpJycHHl6eqpNmzaVju3YsaNycnKqPE90dLT8/PzsS1BQUH1HB4DaS0kx1xROAQCqkptrPthH4RQAwBHMUggAuKi09Kc2fR4eVqdxShROAYAj0tKknj0lX1+rkwAAXIHNRpu+OhAREaH09HR98skn13WeqKgo5efn25cjR47UUUIAqEMpKVL79tKNN1qdBADgjOLjzfXo0dbmAAC4hthYim0BAKZvvpHOnJEeeMDqJE6LwikAcERqqjRokNUpAACuoLRU2r2bwqnrNG/ePK1atUqxsbHq3LmzfXtAQIBKS0t15syZSsfn5uYqICCgynN5eXnJ19e30gIATiclxZxtiif/AABVYeYQAICjjh2TsrJo0wcAMNGmr0YUTgFATQzDnHFq8GCrkwAAXEF6ulk8ReHUNTEMQ/PmzdPKlSu1ceNGdevWrdL+0NBQNW/eXDExMfZtWVlZOnz4sMLCwho6LgDUnYuFUwAAVCUujplDAACOiYsz14wbAIDSUunzz2nTVwMKpwCgJgcOSPn5FE5J2rRpk6ZMmaLAwEB5eHjo888/t+8rKyvTM888o4EDB6pVq1YKDAzUzJkzdezYsaue84UXXpCHh0elpW/fvvV8JQBQj2w2qUkTKSTE6iQuKSIiQh999JGWLVsmHx8f5eTkKCcnR+fPn5ck+fn56bHHHlNkZKRiY2Nls9k0e/ZshYWFafjw4RanB4BrdPKkdPQohVMAgKrl5kp79nADHADgmNhY6eabpY4drU7ilLjPAcCtrF9Pmz4HUDgFADVJTTXXFE6pqKhIISEhWrhw4RX7zp07p5SUFP3xj39USkqKPvvsM2VlZelnP/tZjeft37+/jh8/bl+2bNlSH/EBoGHYbOaPUy1bWp3EJS1atEj5+fkaM2aMOnXqZF+WL19uP+aNN97Q3XffrenTp2vUqFEKCAjQZ599ZmFqALhOF79zUDgFAKhKfLy5Hj3a2hwAANcQG0ubvqvgPgcAt/LBB9KgQdKAAVYncWrNrA4AAE4vNVUKCDAXNxceHq7w8PAq9/n5+WnDhg2Vtr399tsaOnSoDh8+rC5dulR73mbNmimAP18AjYXNRpu+62AYRo3HeHt7a+HChVX+wAUALiklRfL1lS5rTwoAgCSz5VLv3lKnTlYnAQA4uyNHpOxsCqeugvscANzG6dPSV19Jr7xidRKnx4xTAFCT1FRmm7pG+fn58vDwUJs2ba563L59+xQYGKju3bvrkUce0eHDh696fElJiQoKCiotAOAUSkulXbsonAIA1E5Kivmdowk/0wAAqhAXR5s+AIBjYmPNNbMU1pn6us8BAPVu+XKpvFx6+GGrkzg9fpEDgJpQOHVNiouL9cwzz2jGjBny9fWt9rhhw4Zp6dKlWrdunRYtWqQDBw7o9ttv19mzZ6t9T3R0tPz8/OxLUFBQfVwCANReRoZZPEXhFACgNlJSaNN3HaKjozVkyBD5+PjI399fU6dOVVZWVqVjiouLFRERoXbt2ql169aaPn26cnNzLUoMALWQmyvt2UPhFADAMXFxUnCw1L691Ukahfq8z8ED4gDq3YcfSpMnSx07Wp3E6VE4BQBXk5srHT9O4VQtlZWV6YEHHpBhGFq0aNFVjw0PD9f999+v4OBgTZo0SWvWrNGZM2f06aefVvueqKgo5efn25cjR47U9SUAwLWx2czZQgYNsjoJAMBV5OebrTQonLpm8fHxioiIUFJSkjZs2KCysjJNnDhRRUVF9mOeeuopffXVV1qxYoXi4+N17NgxTZs2zcLUAOCg+HhzzcwhAABHxMbSpq+O1Pd9Dh4QB1CvsrKkpCRp1iyrk7iEZlYHAACnlppqrimcctjFLxOHDh3Sxo0br/oURlXatGmj3r17a//+/dUe4+XlJS8vr+uNCgB1z2aT+vWTWra0OgkAwFWkpZlrCqeu2bp16yq9Xrp0qfz9/WWz2TRq1Cjl5+dr8eLFWrZsmcaNGydJWrJkifr166ekpCQNHz7citgA4Ji4OKl3bykw0OokAABnd/CguVA4dd0a4j5HVFSUIiMj7a8LCgoongJQd/7xD6lNG2nKFKuTuARmnAKAq0lNlXx9pW7drE7iEi5+mdi3b5+++eYbtWvXrtbnKCwsVHZ2tjp16lQPCQGgntlstOkDANROSorUooXUp4/VSRqN/Px8SVLbtm0lSTabTWVlZZowYYL9mL59+6pLly5KTEys8hy0zQDgNOLiaNMHAHBMbKzk4SGNGmV1EpfWUPc5vLy85OvrW2kBgDpRUWEWTj34oOTtbXUal0DhFABcTWqq2W6pCX9dSub/7KelpSntx6fiDxw4oLS0NB0+fFhlZWW67777lJycrI8//ljl5eXKyclRTk6OSktL7ecYP3683n77bfvr3/72t4qPj9fBgweVkJCge++9V02bNtWMGTMa+vIA4PqcP2/OGjJ0qNVJAACuJCVFCgmRmja1OkmjUFFRofnz52vEiBEaMGCAJCknJ0eenp5q06ZNpWM7duyonJycKs9D2wwATuHECWnPHgqnAACOiY0172fccIPVSZwa9zkANHrx8dLhw9LMmVYncRm06gOAq0lNle66y+oUTiM5OVljL5nm9+I0srNmzdILL7ygL7/8UpI0aNCgSu+LjY3VmB9/5MvOztapU6fs+44ePaoZM2YoLy9PHTp00MiRI5WUlKQOHTrU78UAQF3btk0qK5Nuv93qJAAAV5KSwg3xOhQREaH09HRt2bLlus5D2wwATiE+3lyPHm1tDgCA8zMMs3DqgQesTuL0uM8BoNH74AOpZ08pLMzqJC6DwikAqE5BgbR/vzR4sNVJnMaYMWNkGEa1+6+276KDBw9Wev3JJ59cbywAcA6bN5s9w3+c3QIAgBqdOyft3StdUqCDazdv3jytWrVKmzZtUufOne3bAwICVFpaqjNnzlSadSo3N1cBAQFVnsvLy0teXl71HRkAri4uTurdWwoMtDoJAMDZZWdLR49KlxQEoWrc5wDQqBUVSf/6l/TMM2b7VjiE3lMAUJ2dO801hVMAAEds3iyNGEF7VwCA43btkioqpFtusTqJSzMMQ/PmzdPKlSu1ceNGdevWrdL+0NBQNW/eXDExMfZtWVlZOnz4sMJ4+hKAM4uLY1ZCB2zatElTpkxRYGCgPDw89Pnnn9v3lZWV6ZlnntHAgQPVqlUrBQYGaubMmTp27NhVz/nCCy/Iw8Oj0tK3b996vhIAuA6xseZvUsyEDgDu7bPPzOKpX/zC6iQuhbs6AFCd1FTJ01Pq18/qJAAAZ3fhgpSYyI9TAIDaSUqSvL2l/v2tTuLSIiIi9NFHH2nZsmXy8fFRTk6OcnJydP78eUmSn5+fHnvsMUVGRio2NlY2m02zZ89WWFiYhg8fbnF6AKjGiRNSZiaFUw4oKipSSEiIFi5ceMW+c+fOKSUlRX/84x+VkpKizz77TFlZWfrZz35W43n79++v48eP25frbQMLAPUqLk4KDZX8/KxOAgCw0ocfmq2+b7rJ6iQuhVZ9AFCdpCTzye/mza1OAgBwdmlpUmEhhVMAgNrZulUaOtR8YAPXbNGiRZLMlhuXWrJkiR599FFJ0htvvKEmTZpo+vTpKikp0aRJk/TOO+80cFIAqIX4eHM9erS1OVxAeHi4wsPDq9zn5+enDRs2VNr29ttva+jQoTp8+LC6dOlS7XmbNWtWbUtXAHAqhmHOOMXsIgDg3o4ckWJipMWLrU7iciicAoDqJCRI06dbnQIA4Ao2bzZnDLn1VquTAABchWFIW7ZIs2dbncTlGYZR4zHe3t5auHBhlbORAIBTiouTevWSAgOtTtLo5Ofny8PDQ23atLnqcfv27VNgYKC8vb0VFham6OjoqxZalZSUqKSkxP66oKCgriIDwNV9+610/Lg0dqzVSQAAVvr4Y/M+Bfe3a41WfQBQlWPHpEOHpLAwq5MAAFzB5s3SsGHMGAIAcNx330k5OdLIkVYnAQA4o7g42vTVg+LiYj3zzDOaMWOGfH19qz1u2LBhWrp0qdatW6dFixbpwIEDuv3223X27Nlq3xMdHS0/Pz/7EhQUVB+XAABXio2VmjXjuwUAuDPDkD74QJo2TbrK/+eiahROAUBVEhPN9W23WZsDAOD8DMMsnKJNHwCgNrZulTw8eFgDAHClEyekzEwKp+pYWVmZHnjgARmGYW/zWp3w8HDdf//9Cg4O1qRJk7RmzRqdOXNGn376abXviYqKUn5+vn05cuRIXV8CAFQtNlYaMkRq3drqJAAAqyQnS3v3SjNnWp3EJdGqDwCqkpgodenCdOgAgJrt3SudOiWNGmV1EgCAK9myRRowQLrhBquTAACcTXy8uR492tocjcjFoqlDhw5p48aNV51tqipt2rRR7969tX///mqP8fLykpeX1/VGBYDaMQxzlsLHHrM6CQDASh98YN7XHj/e6iQuiRmnAKAqCQnMNgUAcMzmzVLTpswYAgConS1bpBEjrE4BAHBGcXFSr17SjTdanaRRuFg0tW/fPn3zzTdq165drc9RWFio7OxsderUqR4SAsB1yMw0ZyocO9bqJAAAq5SWSv/8p/Tzn5v3KlBrFE4BwOVKSiSbjRvgAADHbN4sDR7MdOgAAMfl5Ul79kgjR1qdBADgjOLiaNNXC4WFhUpLS1NaWpok6cCBA0pLS9Phw4dVVlam++67T8nJyfr4449VXl6unJwc5eTkqLS01H6O8ePH6+2337a//u1vf6v4+HgdPHhQCQkJuvfee9W0aVPNmDGjoS8PAK4uNlZq3pyHMgDAna1eLZ0+TZu+60CrPgC4XEqKWZnLjFMAAEds3ixNm2Z1CgCAK0lIMNcUTgEALnfihDl7yB/+YHUSl5GcnKyxl8y0EhkZKUmaNWuWXnjhBX355ZeSpEGDBlV6X2xsrMb8WKCWnZ2tU6dO2fcdPXpUM2bMUF5enjp06KCRI0cqKSlJHTp0qN+LAYDaio2Vhg2TWra0OgkAwCoffiiFhkr9+1udxGVROAUAl0tMlFq0kEJCrE4CAHB2R45Ihw5Jt99udRIAgCvZssVsv9Sli9VJAADOJj7eXI8ebW0OFzJmzBgZhlHt/qvtu+jgwYOVXn/yySfXGwsA6l9FhTlu/Md/WJ0EAGCVU6fMGaf+53+sTuLSaNUHAJdLSJCGDDGntwUA4Go2bzbXzBgCAKiNLVvMscPDw+okAABnExcn9eplFtgCAHA16elmG/BLZt0DALiZTz6RDEOipfR1oXAKAC5lGOaMU2FhVicBALiCzZulvn0l2jUAABxVXCwlJ1N0CwCoWlyc9GP7OAAArio2VvLy4n4GALizDz6Q7ryTexTXicIpALjU4cPSsWPSbbdZnQQA4Ao2b6ZNHwCgdpKTpdJSCqcAAFc6cULKzKRwCgDgmNhYs2jK29vqJAAAK2Rmmr8zzZpldRKXR+EUAFwqMdFcDx9ubQ4AgPPLy5MyMiicAgDUzpYtko+PNHCg1UkAAM5m0yZzPXq0tTkAAM6vvFyKj6dNHwC4sw8/lG64QbrrLquTuDwKpwDgUgkJUs+ekr+/1UkAAM5u61ZzPWqUtTkAAK5lyxbzqfCmTa1OAgBwNnFxUq9e0o03Wp0EAODsdu6UzpxhlkIAcFfl5dJHH0kzZphtW3FdKJwCgEslJtKmDwDgmE2bpKAgqWtXq5MAAFxFRYX5sAZt+gAAVYmL4wY4AMAxsbFmi75hw6xOAgCwwsaN0vffSzNnWp2kUaBwCgAuOndOSkszn/4GAKAmmzfTpg8AUDt79kg//CCNGGF1EgCAszlxwmwFTps+AIAjYmPN7xXMMgIA7unDD6U+faShQ61O0ihQOAUAFyUnSxcuMOMUAKBmRUVSSgqFUwCA2tmyxWzRx1PhAIDLbdpkrimcAgDU5MIF84G+sWOtTgIAsMLZs9Jnn5mzTXl4WJ2mUaBwCgAuSkiQfHyk/v2tTgIAcHZJSeaPVBROAQBqY8sW6ZZbpFatrE4CAHA2cXFSz55S585WJwEAOLvUVKmggMIpAHBX//63dP689POfW52k0aBwCgAuSkw0n/xu2tTqJAAAZ7d5s9S2rdSvn9VJAACuZOtWaeRIq1MAAJxRXJw0ZozVKQAAriA21nwYY8gQq5MAAKzwwQdm8WyXLlYnaTQonAIASTIMc8apsDCrkwAAXMHmzeaN7yb87zQAwEHffy8dOCCNGGF1EgCAszlxQsrIoHAKAOCY2Fjzd6nmza1OAgBoaIcOmQ9dzJpldZJGhTs9ACBJ+/dLp05Jt91mdRIAgLMrKzNb9dGmDwBQG1u3mmsKpwAAl9u0yVyPHm1tDgCA8ysrMx/oo00fALinf/zDnHVw2jSrkzQqtSqcio6O1pAhQ+Tj4yN/f39NnTpVWVlZlY4pLi5WRESE2rVrp9atW2v69OnKzc2t09AAUOcSE831sGHW5gAAOL+UFOncOWnUKKuTAABcyZYtUs+eUkCA1UkAAM4mLs4cIzp3tjoJAMDZJSdLRUUUTgGAO6qokJYulaZPl1q3tjpNo1Krwqn4+HhFREQoKSlJGzZsUFlZmSZOnKiioiL7MU899ZS++uorrVixQvHx8Tp27JimUe0GwNklJEg33yzdcIPVSQAAzm7zZqllS2nwYKuTAABcydatZjsNAAAuFxdHmz4AgGNiYyUfH+mWW6xOAgBoaDExUna29PjjVidpdJrV5uB169ZVer106VL5+/vLZrNp1KhRys/P1+LFi7Vs2TKNGzdOkrRkyRL169dPSUlJGj58eN0lB4C6lJgohYVZnQIA4Ao2bTLHjObNrU4CAHAVZ89KaWnS3LlWJwEAOJsTJ6SMDCkqyuokAABXsHGjdPvtUrNa3eIFADQGf/2r1L+/NGKE1UkanVrNOHW5/Px8SVLbtm0lSTabTWVlZZowYYL9mL59+6pLly5KvNgGCwCcTUGBtHu3dNttVicBADi7igqz1dLtt1udBADgSpKSzDGEGacAAJfbtMlcjx5tbQ4AgPMrLDRnQp840eokAICGdvy49MUX0q9/LXl4WJ2m0bnmcuSKigrNnz9fI0aM0IABAyRJOTk58vT0VJs2bSod27FjR+Xk5FR5npKSEpWUlNhfFxQUXGskALg227dLhsGMUwCAmmVmSj/8QOEUAKB2tm6V2rWT+vSxOgkAwNnExUk9e0qdO1udBADg7GJjpdJS6c47rU4CAGho779vdsH4xS+sTtIoXfOMUxEREUpPT9cnn3xyXQGio6Pl5+dnX4KCgq7rfABQawkJ0g03cBMDAFCzzZvNqdBpQQ0AqI0tW8xp1HkiEABwubg4acwYq1MAAFzB2rVSjx5Sr15WJwEANKTycum996SHHpIum8QIdeOaCqfmzZunVatWKTY2Vp0veRImICBApaWlOnPmTKXjc3NzFRAQUOW5oqKilJ+fb1+OHDlyLZEA4NolJpo3wJtcV/dSAIA72LxZCg2VWra0OgkAwFWUlZmt+mjTBwC43IkTUkYGhVMAgJoZhlk4FR5udRIAQEP7+mvp0CGzTR/qRa2qBAzD0Lx587Ry5Upt3LhR3bp1q7Q/NDRUzZs3V0xMjH1bVlaWDh8+rLBqWmB5eXnJ19e30gIADaaiwiycuu02q5MAAJydYZiFU7TpAwDUxs6dUlERhVMAgCvFx5vr0aOtzQEAcH5ZWdLBgxROAYA7evddKSREGjrU6iSNVrPaHBwREaFly5bpiy++kI+Pj3JyciRJfn5+atGihfz8/PTYY48pMjJSbdu2la+vr5588kmFhYVpOO1MADijvXul/HypmuJOAADsDh2Sjh6lcAoAUDtbt0re3tItt1idBADgbNaulW6+WbqkqwMAAFVas0by8mKWQgBwN0ePSqtWSQsXSh4eVqdptGpVOLVo0SJJ0pjLBuUlS5bo0UcflSS98cYbatKkiaZPn66SkhJNmjRJ77zzTp2EBYA6l5BgtuijQhcAUJPNm801M4YAAGpjyxZpyBDzJgcAABddbLn0yCNWJwEAuIK1a6WxY6WWLa1OAgBoSIsXSy1aSA8/bHWSRq1WhVOGYdR4jLe3txYuXKiFCxdecygAaDCJidLAgZKPj9VJAADObvNmacAAqW1bq5MAAFyFYZiFU7NnW50EAOBs0tKknBzpzjutTgIAcHaFhdKmTdJrr1mdBADQkC5ckN57zyya8vW1Ok2j1sTqAABgqYQE6bbbrE4BAHAFmzfTpg8AUDvffWfeFGe2QgDA5daulVq3ZowAANQsNlYqLZXCw61OAgBoSGvWSN9/L/3611YnafQonALgvk6flvbulcLCrE4CAHB2J06YYwaFUwCA2ti61VzznQMAcLk1a6QJEyRPT6uTAACc3Zo1Uo8eUq9eVicBADSkv/5VuvVWKTTU6iSNHoVTANxXUpK5ZsYpAEBNtmwx1xROAQBqY8sWs83rDTdYnQQA4Ex++EFKTGTmEABAzQzDnKWQ1q4A4F4OHjT//me2qQZB4RQA95WYKPn7S927W50EAODsNm+WbrpJ6tzZ6iQAAFeyZQstmAAAV/r6a6migsIpAEDN9u6VDh1izAAAd/P3v0s+PtJDD1mdxC1QOAXAfSUkmC0zPDysTgIAcHabNzPbFACgdvLypD17KJwCAFxp7VpzRsKgIKuTAACc3dq1kre3NGaM1UkAAA2lrExavFj6+c+l1q2tTuMWKJwC4J4uXJC2b6dNHwCgZmfPSqmpFE4BAGonIcFcjxhhbQ4AgHOpqKDlEgDAcWvXmkVTLVpYnQQA0FC+/FLKyaFNXwOicAqAe0pPlwoLzRmn4LBNmzZpypQpCgwMlIeHhz7//PNK+w3D0HPPPadOnTqpRYsWmjBhgvbt21fjeRcuXKibbrpJ3t7eGjZsmLZv315PVwAA1yAx0by5QeEUAKA2tmyRbrxR6trV6iQAAGeSmiqdOEHLJQBAzQoLpU2bGDMAwN389a/mPezgYKuTuA0KpwC4p8REqVkz6dZbrU7iUoqKihQSEqKFCxdWuf/VV1/VX/7yF7377rvatm2bWrVqpUmTJqm4uLjacy5fvlyRkZF6/vnnlZKSopCQEE2aNEknTpyor8sAgNrZvFnq0EHq08fqJAAAV7Jli9mmj9bgAIBLrVkj+fgwIyEAoGYbN0qlpcxSCADuJDtb2rCB2aYaGIVTANxTQoI0eDDT29ZSeHi4XnrpJd17771X7DMMQ2+++aaeffZZ3XPPPQoODtaHH36oY8eOXTEz1aVef/11Pf7445o9e7Zuvvlmvfvuu2rZsqXef//9erwSAKiFzZvN2aa48Q0AcFRxsZSczE1xAMCV1q6V7rhDat7c6iQAAGe3dq3Us6e5oM7QWQOAU/vb36Q2baQHHrA6iVuhcAqAe0pMlG67zeoUjcqBAweUk5OjCRMm2Lf5+flp2LBhSkxMrPI9paWlstlsld7TpEkTTZgwodr3AECDKimRtm2jTR8AoHaSk80nw0eOtDoJAMCZ5OWZ3y+YOQQAUBPDMAunaNNX5+isAcBplZZKS5ZIs2Yx+UcDo3AKgPvJzTWnOQwLszpJo5KTkyNJ6tixY6XtHTt2tO+73KlTp1ReXl6r90hSSUmJCgoKKi0AUC+Sk81ZQyicAgDUxpYtZhumgQOtTgIAcCZffy1VVEiTJ1udBADg7PbskQ4donCqHtBZA4DTWrlSOnmSNn0WoHAKgPu5OJMRM065rOjoaPn5+dmXoKAgqyMBaKw2b5Zat5ZCQqxO4lZqmjL90UcflYeHR6VlMjefADiTLVvMBzWaNbM6CQDAmaxda363uPFGq5MAAJzd2rWSt7c0ZozVSdxKQ3bW4AFxAFd4911p1CipXz+rk7gdCqcAuJ/ERPMHKopt6lRAQIAkKTc3t9L23Nxc+77LtW/fXk2bNq3VeyQpKipK+fn59uXIkSPXmR4AqrF5s1loy43vBlXTlOmSNHnyZB0/fty+/POf/2zAhABwFRUVUkKCNGKE1UkAAM6kokJat46ZQwAAjlm7Vho7llZNDawhO2vwgDiASrKypLg4ZpuyCIVTANxPQgKzTdWDbt26KSAgQDExMfZtBQUF2rZtm8KqaYvo6emp0NDQSu+pqKhQTExMte+RJC8vL/n6+lZaAKDOlZdLW7fSps8CV5sy/SIvLy8FBATYlxtuuKEBEwLAVezZI/3wgzRypNVJAADOxGYz225QOFXnapqx1jAMPffcc+rUqZNatGihCRMmaN++fTWed+HChbrpppvk7e2tYcOGafv27fV0BQBwmcJC82E+xoxGjQfEAVTyt79J7dpJ06dbncQtUTgFwL2UlkrJyWbbDNRaYWGh0tLSlJaWJsmctjYtLU2HDx+Wh4eH5s+fr5deeklffvmldu/erZkzZyowMFBTp061n2P8+PF6++237a8jIyP13nvv6YMPPtCePXs0d+5cFRUVafbs2Q18dQBwmfR0KT+fwiknFRcXJ39/f/Xp00dz585VXl5etccy9TmABrVli9S0qTRsmNVJAADOZM0ayc+P36TqQU0z1r766qv6y1/+onfffVfbtm1Tq1atNGnSJBUXF1d7zuXLlysyMlLPP/+8UlJSFBISokmTJunEiRP1dRkA8JONG817GRRONbiG7KzBA+IA7IqLpaVLpdmzJS8vq9O4JQqnALiXtDRz8GHGqWuSnJyswYMHa/DgwZLMoqfBgwfrueeekyQ9/fTTevLJJzVnzhwNGTJEhYWFWrdunby9ve3nyM7O1qlTp+yvH3zwQf3P//yPnnvuOQ0aNEhpaWlat27dFdPaAkCD27RJat5cGjrU6iS4zOTJk/Xhhx8qJiZGf/7znxUfH6/w8HCVl5dXeTxTnwNoUFu3SoMHS61aWZ0EAOBM1q6V7rjD/I6BOnW1GWsNw9Cbb76pZ599Vvfcc4+Cg4P14Ycf6tixY1fMTHWp119/XY8//rhmz56tm2++We+++65atmyp999/vx6vBAB+tGaN1LOnuaBBNWRnDQCw+9e/pNOnpTlzrE7itppZHQAAGlRiolmp+2PhD2pnzJgxMgyj2v0eHh568cUX9eKLL1Z7zMGDB6/YNm/ePM2bN68uIgJA3Vm3zpxtqkULq5PgMg899JD9nwcOHKjg4GD16NFDcXFxGj9+/BXHR0VFKTIy0v66oKCA4ikA9WfLFumee6xOAQBwJidPStu3S7/+tdVJ3M6BAweUk5OjCRMm2Lf5+flp2LBhSkxMrPTd4qLS0lLZbDZFRUXZtzVp0kQTJkxQYmJitZ9VUlKikpIS+2tmugVwTQzDLLblO0W9KSws1P79++2vL3bWaNu2rbp06WLvrNGrVy9169ZNf/zjH6vsrHHvvffa72tERkZq1qxZuvXWWzV06FC9+eabdNYA4Li//lUaN07q1cvqJG6LwikA7iUhQbr1VsnT0+okAABndu6cOS36yy9bnQQO6N69u9q3b6/9+/dXWTjl5eUlL6Y4BtAQvv9eOnBAGjnS6iQAAGfy9dfmjfDJk61O4nZycnIk6YqZzTt27Gjfd7lTp06pvLy8yvfs3bu32s+Kjo7WggULrjMxALe3Z490+LB0551WJ2m0kpOTNXbsWPvriw/bzZo1S0uXLtXTTz+toqIizZkzR2fOnNHIkSMd6qxx8uRJPffcc8rJydGgQYPorAHAMRkZ5kN4n35qdRK3Rqs+AO4lMVFialQAQE02bjRbu951l9VJ4ICjR48qLy9PnTp1sjoKAHe3dau5HjHC2hxuZtOmTZoyZYoCAwPl4eFxReulRx99VB4eHpWWyRQvAGhIa9aYs5/z/6uNWlRUlPLz8+3LkSNHrI4EwBWtXSt5e0ujR1udpNG62Fnj8mXp0qWSfuqskZOTo+LiYn3zzTfq3bt3pXMcPHhQL7zwQqVt8+bN06FDh1RSUqJt27Zp2LBhDXRFAFzaX/8q+fsz06DFKJwC4D6OHpWOHJFuu83qJAAAZ7d6tdSjh3TZjyJoGIWFhUpLS1NaWpqkn6ZMP3z4sAoLC/W73/1OSUlJOnjwoGJiYnTPPfeoZ8+emjRpkrXBAWDrVnP8CAiwOolbKSoqUkhIiBYuXFjtMZMnT9bx48ftyz//+c8GTAjArZWXS+vXS+HhVidxSwE/jsm5ubmVtufm5tr3Xa59+/Zq2rRprd4jmTPd+vr6VloAoNbWrJHGjpVatLA6CQCgvp07J334ofTLX9ItyWIUTgFwH4mJ5poZpwAAV2MYZuHUXXdJHh5Wp3FLycnJGjx4sAYPHizJnDJ98ODBeu6559S0aVPt2rVLP/vZz9S7d2899thjCg0N1ebNm2nHB8B6W7bQps8C4eHheumll3TvvfdWe4yXl5cCAgLsyw033NCACQG4tR07pLw8Wi5ZpFu3bgoICFBMTIx9W0FBgbZt26awan4j9PT0VGhoaKX3VFRUKCYmptr3AECdOHtW2ryZYlsAcBf//KdUUCA9/rjVSdxeM6sDAECDSUiQunXj6W8AwNWlp5szFNKmzzIXp0yvzvr16xswDQA46ORJKTVVevJJq5OgCnFxcfL399cNN9ygcePG6aWXXlK7du2qPb6kpEQlJSX21wUFBQ0RE0BjtHat1KaNRLueelNYWKj9+/fbX1+csbZt27bq0qWL5s+fr5deekm9evVSt27d9Mc//lGBgYGaOnWq/T3jx4/Xvffeq3nz5kkyH96YNWuWbr31Vg0dOlRvvvmmioqKNHv27Ia+PADuZONGqayMwikAcAeGIb31lnkfont3q9O4PQqnALiPxERmmwIA1Gz1aqlVK2n0aKuTAABcyddfmz96TZ5sdRJcZvLkyZo2bZq6deum7Oxs/f73v1d4eLgSExPVtGnTKt8THR2tBQsWNHBSAI3SmjXSpElSM36Kry/JyckaO3as/XVkZKQkadasWVq6dKmefvppFRUVac6cOTpz5oxGjhypdevWydvb2/6e7OxsnTp1yv76wQcf1MmTJ/Xcc88pJydHgwYN0rp169SxY8eGuzAA7mftWqlXL6lnT6uTAADqW1yctHu39MYbVieBKJwC4C7On5dSUqSf/9zqJAAAZ7d6tXTHHRJt3wAAtbF2rTR4MDPcOqGHHnrI/s8DBw5UcHCwevToobi4OI0fP77K90RFRdlvvEvmjFNBQUH1nhVAI5ObKyUnSz/OYoT6UdOMtR4eHnrxxRf14osvVnvMwYMHr9g2b948+wxUAFDvDMP8TnHJbHgAgEbszTelAQOkceOsTgJJTawOAAANYvNmc4rbS54+AwDgCqdPm61dadMHAKiN8nJp/XpaariI7t27q3379pXaOl3Oy8tLvr6+lRYAqLWLLaaZjRAAUJPMTOnwYb5TAIA7yM6WvvpK+s//lDw8rE4DUTgFwF1s2CAFBko332x1EgCAM1u3TqqokO680+okAABXkpwsnTrFTQ4XcfToUeXl5alTp05WRwHQ2K1dK4WGSrR3AwDUZO1aydtbGj3a6iQAgPr2f/8ntW0rPfKI1UnwI1r1AXAPX39ttl2iahcAcDWrV5ttlgIDrU4CAHAla9dKbdpIw4dbncQtFRYWVpo96sCBA0pLS1Pbtm3Vtm1bLViwQNOnT1dAQICys7P19NNPq2fPnpo0aZKFqQE0ehcumDNO0eoNAOCItWvNjhktWlidBABQnwoKpPffl558kr/znQgzTgFo/HJzpV27zMIpAACqU15uzjhFmz4AQG2tXStNnCg14/k0KyQnJ2vw4MEaPHiwJCkyMlKDBw/Wc889p6ZNm2rXrl362c9+pt69e+uxxx5TaGioNm/eLC8vL4uTA2jUtm+XfviB2QgBADU7e1bavJkZ0AHAHSxdKp0/L/3Hf1idBJfgFz0Ajd8335jrCROszQEAcG5JSdLp0xROAQBq5+RJaccOae5cq5O4rTFjxsgwjGr3r1+/vgHTAMCP1q41228MHWp1EgCAs4uJkcrKKLYFgMauvFz6y1+k+++XbrzR6jS4BIVTABq/r7+WgoOljh2tTgIAcGarV0v/n707j7Ox/v8//jwzw1jHkjEzdrJGJJVI6JMsSYkkKSpp4/OpUH21CdUU7eUjLbYPYiiULUOWyhKiUISsMdIwM9bBzPX74/07s5idmXmf5XG/3a7bnOWaM89r0nnNua7X+/2uUEG69lrbSQAA3mTxYslxpI4dbScBAHiSBQukDh2kwEDbSQAAnm7hQqlOHenyy20nAQAUpAULpF27pKlTbSfBBViqD4BvcxwpOtosmwEAQHbmzzcj+7iwAQDIiwULpKZNpfBw20kAAJ4iJkb6+WdmDgEA5MxxTOMUNQMAfN9770nXXy81b247CS5A4xQA3/bbb9KhQ9Itt9hOAgDwZPv3S7/+yjJ9AIC8SUqSvv2WixwAgPQWLZJcLjPjFAAA2fntN3Ne6tZbbScBABSkzZul776TnnzSdhJkgsYpAL4tOloKDpZuvNF2EgCAJ1uwwMw0xYUNAEBerF8vxcZykQMAkN7ChdI110gVK9pOAgDwdAsWSMWLS23a2E4CAChI778vVa4sde9uOwkyQeMUAN+2eLHUqpX54AEAQFbmzTP1omxZ20kAAN5k4UJTO5hiHQDgdv68OR9FUy0AIDcWLpRuukkqVsx2EgBAQTlyRJoyRRowQCpSxHYaZILGKQC+KzFRWrFCat/edhIAgCc7fVpaupRl+gAAebdwofm8ERRkOwkAwFOsWSPFxbGMKwAgZ8ePSz/8QM0AAF/3ySdmKe9HHrGdBFmgcQqA71q9Wjp1SrrlFttJAACebPly0zxF4xQAIC+OHJHWreMiBwAgvQULpAoVzFJ9AABkZ8kS6dw5PlMAgC87e1b673+l+++XLrvMdhpkgcYpAL4rOloKDZWaNLGdBADgyebPl2rUkBo0sJ0EAOBNvv1WchypY0fbSQAAnmThQqlDBykw0HYSAICn+/JLqVEj6fLLbScBABSUWbOkgwel//zHdhJkg8YpAL5r8WLp5pulAN7qAABZcBzTONW5s5kqFwCA3Fq4ULr6aik83HYSAICnOHhQ2rRJuvVW20kAAJ4uMVH6+mvprrtsJwEAFBTHkd57T2rXzjTKwmPRTQDAN8XGShs2SO3b204CAPBkv/8u7dnDMn0AgLxJSjIzTrGkBgAgrUWLzIAMzkcBAHISHS0dPy716GE7CQCgoKxZI61bJz35pO0kyAGNUwB803ffmS7eW26xnQQA4Mnmz5eKF5fatrWdBADgTdavN4M1aJwCAKS1YIHUvLlUoYLtJAAATzdrltSggXTFFbaTAAAKyvvvS7VrMyOtF6BxCoBvio6W6teXqlSxnQQA4MnmzTPLuhYvbjsJAMCbLFwolS1rLo4DACBJZ85IixfTVAsAyNnZs9LcuSzTBwC+bP9+0yT7n/9IAbTleDr+CwHwPY5jTlQx2xQAIDvHjkk//sgyfQCAvFu40CzDFBRkOwkAwFMsXmyWXOre3XYSAICn++47KS6OxikA8GX//a9UsqT0wAO2kyAX8tw4tXLlSnXp0kWVKlWSy+XSnDlz0j3/wAMPyOVypds6duyYX3kBIGc7d0p795oLGQAAZGXxYikpiWlyAQB5c+SItG4dM4oAANKLipIaNjQbAADZmTVLqlNHuvJK20kAAAXh1Clp3DipXz+pdGnbaZALeW6cOnnypJo0aaIxY8ZkuU/Hjh116NChlO2LL764pJAAkCfR0Wbkd5s2tpMAADzZ/PlS48ZStWq2kwAAvMm335pZbhkkBgBwO33aLLnUs6ftJAAAT3funDR7tpltyuWynQYAUBCmTJHi46V//9t2EuRSnueU79SpkzrlMKoyODhY4eHhFx0KAC7J4sVSixZ08AIAspaUZJZZ6t/fdhIAgLdZuFC6+mqJ8x4AALdvv5VOnJB69LCdBADg6VaskI4eZZk+APBVjiO9/750++1SzZq20yCX8jzjVG4sX75cFStWVL169fT4448rNjY2y30TExOVkJCQbgOAi3b+vLRsmXTLLbaTAAA82bp10j//SJ07204CAPAmSUnm4jjL9AEA0oqKMrPZ1q9vOwkAwNPNmmUupDdtajsJAKAgLFki/fab9NRTtpMgD/K9capjx46aPHmyli5dqjfffFMrVqxQp06dlJSUlOn+kZGRKlOmTMpWtWrV/I4EwJ/89JOUkCC1b287CQDAk82fL5UvL11/ve0kAABvsn69FBtL4xQAINXp09LXX0t33207CQDA0yUlSV99xTJ9AODL3ntPatJEat3adhLkQZ6X6svJPffck3L7yiuvVOPGjXX55Zdr+fLluvnmmzPsP3ToUA0aNCjlfkJCAs1TAC5edLRUtqx0zTW2kwAAPNn8+VLHjlJgoO0kAABvsnCh+bzRvLntJAAAT7FwoXTyJMv0AQBytnKldOQIy/QBgK/64w9pwQJpwgQaZL1MgSzVl1atWrVUoUIF7dy5M9Png4ODFRISkm4DgIu2eLH0r39xIRwAkLW//pI2bmSZPgBA3i1YIHXoIAXl+zg0AIC3ioqSrrpKqlvXdhIAgKebNUuqWlW69lrbSQAABeGDD6TQUCnNZEPwDgXeOHXgwAHFxsYqIiKioH8UAH8XHy+tXcsyfQCA7C1YIAUEmBmnAADIrSNHzFJ9LNMHAHA7dUr65huW6QMA5Ixl+gDAtx09Kk2cKD32mFSsmO00yKM8D5E8ceJEutmjdu/erU2bNql8+fIqX768hg8fru7duys8PFy7du3Ss88+q9q1a6tDhw75GhwAMli+3Hz4uOUW20kAAJ5s/nypRQupfHnbSQAA3uTbbyXHofEWAJBqwQLTPMUyfQCAnKxaJcXEsEwfAPiqMWPMdeqBA20nwUXI84xT69evV9OmTdW0aVNJ0qBBg9S0aVO9/PLLCgwM1K+//qrbb79ddevWVb9+/dSsWTN9//33Cg4OzvfwAJBOdLRUq5bZAADITGKitGQJy/QBAPJu4ULp6qulsDDbSQAAniIqytSG2rVtJwEAeLpZs6RKlaTrr7edBACQ306dMsv09esnVaxoOw0uQp5nnGrbtq0cx8ny+W+//faSAgHARVu8mNmmAADZW7FCOnlSuu0220kAAN4kKcnMOPXYY7aTAAA8xcmT0rx50rBhtpMAADxdcrL05ZdS9+5SQJ7ntAAAeLrx46Vjx6TBg20nwUWiOgPwDXv3Sjt2SO3b204CAPBk8+dLVatKjRrZTgIA8Cbr1kmxsVKnTraTAAA8xbx50unTLNMHAMjZ2rXSX3+xTB8A+KJz56S33pJ69pRq1rSdBhcpzzNOAYBHio42IzX+9S/bSQAAnspxTONU586Sy2U7DQDAmyxcKJUrJzVvbjsJAMBTREVJ11wj1aplOwkAwNPNmiWFh0s33GA7CQAgv0VFmQk+5s61nQSXgBmnAPiG6Gjp2mulsmVtJwEAeKo//pB27TKNUwAA5MXChWZ22yDGnwEAJB0/Li1YIN19t+0kAABP5zimcapbNykw0HYaAEB+chzpzTfNDOVNmthOg0tA4xQA75eUJC1ZIt1yi+0kAABPNm+eVKwYsxMCAPLmyBFp/XqW6QMApJo3TzpzhmX6AAA5W79e2rePZfoAwBctXCht3iw995ztJLhENE4B8H4bN0pHj5oR4AAAZGX+fOmmm6QSJWwnAQB4k2+/NSMIO3a0nQQA4CmioszyrTVq2E4CAPB0s2ZJoaHSjTfaTgIAyG9vvCFdf73UurXtJLhENE4B8H7R0VKpUqYwwaoaNWrI5XJl2AYMGJDp/hMnTsywb7FixQo5NQC/cOyY9P33LNMHAMi7hQulq6+WwsJsJwEAeIKEBFMbWKYPAJAT9zJ9d97Jst8A4GtWrTLXHJ57TnK5bKfBJaJKA/B+ixdLbdtKRYrYTuL31q1bp6SkpJT7W7Zs0S233KIe2UxdHxISou3bt6fcd/HHBYCCMGOGlJwsde9uOwkAwJskJUmLFklPPGE7CQDAU3zzjZSYyJJLAICcbdok/fknNQMAfNGbb0r160u33247CfIBM04B8G4nT0o//ijdcovtJJAUGhqq8PDwlG3evHm6/PLL1aZNmyy/x+VypfueMEbyAygIkydLHTpI4eG2kwAAvMm6dWZZ8E6dbCcBAHiKqCipRQupWjXbSZBLzJAOwJpZs6Ty5c3AbwCA7/jtN+nrr6Vnn5UCaLnxBfxXBODdVq6Uzp2T2re3nQQXOHv2rKZMmaKHHnoo21mkTpw4oerVq6tq1aq64447tHXr1hxfOzExUQkJCek2AMjSjh3S6tVS3762kwAAvM3ChVK5clLz5raTAAA8QXy8mYmQZfq8yrp163To0KGULTo6WpJynCE97ffs3bu3sOIC8BWOI82cKXXtymoZXoimWwDZGjVKqlxZ6t3bdhLkE5bqA+DdoqOlKlWkevVsJ8EF5syZo7i4OD3wwANZ7lOvXj2NHz9ejRs3Vnx8vN566y21bNlSW7duVZUqVbL8vsjISA0fPrwAUgPwSZMnSyEhTJkLAMi7hQvNII3AQNtJAACe4OuvpbNnWXLJy4SGhqa7/8Ybb+R6hnQAuGhbtpjBfO+/bzsJLsK6deuUlJSUcn/Lli265ZZbcmy63b59e8r97AaUA/Bi+/dLU6ea5qmiRW2nQT5hxikA3m3xYrNMH3+AepzPP/9cnTp1UqVKlbLcp0WLFurTp4+uuuoqtWnTRl999ZVCQ0M1bty4bF976NChio+PT9n279+f3/EB+IrkZOl//zMjwosXt50GAOBNjhyR1q9nmT4AQKqoKOmGG8wgPnglZkgHUGhmzZLKlJFuvtl2ElyE0NBQhYeHp2zz5s3LddOtewsLCyvExAAKzTvvSKVLS/37206CfETjFADvdfCgtHWraZyCR9m7d6+WLFmihx9+OE/fV6RIETVt2lQ7d+7Mdr/g4GCFhISk2wAgU99/L+3dyzJ9AIC8+/Zbs7xGx462kwAAPEFcnKkNLNPn1fIyQ/rcuXM1ZcoUJScnq2XLljpw4EC2rx0ZGakyZcqkbFWrVs3n9AC8yqxZ0h13MBuJDyioplsabgEvFBsrffqpNHCgVKqU7TTIRzROAfBeS5aYr+3a2c2BDCZMmKCKFSuqc+fOefq+pKQkbd68WREREQWUDIDfmTxZqlnTjAoHACAvoqKk66+XGCUMAJCkuXOl8+el7t1tJ8ElYIZ0AIXit9/MxtKuPqGgmm5puAW80JgxZpWLf//bdhLkMxqnAHiv6GipaVMpNNR2EqSRnJysCRMmqG/fvgoKCkr3XJ8+fTR06NCU+yNGjNDixYv1559/6ueff9Z9992nvXv35nmmKgDI1KlT0syZUp8+LOkKAMibf/6RFi6Ueve2nQQA4CmioqRWraTKlW0nwUVihnQAhWbWLLOME6tl+ISCarql4RbwMqdOSR9+KPXrx7VpHxSU8y4A4IEcxzROsfSSx1myZIn27dunhx56KMNz+/btU0BAas/usWPH1L9/f8XExKhcuXJq1qyZVq1apSuuuKIwIwPwVXPmSMePm8YpAADyIirKfObo2dN2EgCAJzh2TFq8WHr3XdtJcAkudYb0W2+9tYCSAfA5s2ZJXbpIxYrZToJL5G66/eqrr/L0fblpug0ODlZwcPClRgRQWMaPN58LBg+2nQQFgMYpAN5p82bp8GFGbHig9u3by3GcTJ9bvnx5uvvvvvuu3uWkI4CCMnmyGRFeq5btJAAAbzN1qtSxIyMIAQDGnDlSUhLL9HmxnGZIr1y5siIjIyWZGdKvv/561a5dW3FxcRo9ejQzpAPIve3bzfWL4cNtJ0E+oOkWgCTp3Dnprbeke+6RatSwnQYFgMYpAN4pOtqM1mjVynYSAIAnOnjQ1IqPP7adBADgbf78U1q1SvriC9tJAACeIipKat1aioiwnQQXiRnSARSaL7+USpY0AzHg1Wi6BZAiKkrau1f6+mvbSVBAaJwC4J2++UZq25apbgEAmZs6VSpSRLr7bttJAADeZupUqVQp6fbbbScBAHiC2FhpyRLpgw9sJ8ElYIZ0AIVm1izpttuk4sVtJ8EloukWgCTJcaQ335RuvVVq3Nh2GhQQGqcAeJ+YGGnlSunTT20nAQB4IseRJk2SunaVypSxnQYA4E0cR5oyRerWTSpRwnYaAIAnmDNHSk42tQEAgOzs2iVt3Cg9/7ztJMgHNN0CkCQtXGiWYP3oI9tJUIACct4FADzMl19KgYHmgjgAABfatEnaulXq08d2EgCAt1m/XvrjD+m++2wnAQB4iqgoM+t5WJjtJAAAT/fll2amqU6dbCcBAOSXN96QWrSQbrzRdhIUIGacAuB9Zs6U2rWTLrvMdhIAgCeaNMlc1Gjf3nYSAIC3mTJFCg+X/vUv20kAAJ7gn3+kpUulMWNsJwEAeIOZM81STiVL2k4CAMgPq1ZJ339vZqF1uWynQQFixikA3uXQIbNMX48etpMAADzRuXPStGlS795SEGMEAAB5cP68NH26dO+9ZoZbAABmzzbLuLJMHwAgJ7//bmaw7dnTdhIAQH55802pQQOpSxfbSVDAaJwC4F1Ypg8AkJ1vv5WOHGGZPi+3cuVKdenSRZUqVZLL5dKcOXPSPe84jl5++WVFRESoePHiateunXbs2GEnLADfsWSJ9PffLNMHAEgVFWVmIQwNtZ0EAODpxo83q2TcfrvtJACA/PDbb9LXX0vPPScF0Fbj6/gvDMC7uJfpK1/edhIAgCeaNElq3Fhq0sR2ElyCkydPqkmTJhqTxZIoo0aN0gcffKCPP/5Ya9euVcmSJdWhQwedOXOmkJMC8ClTpphRhFddZTsJ8oiGWwAF4sgR6bvvpLvvtp0EAODpzp2TJk82gzCCg22nAQDkh9dfl6pUkXr1sp0EhYDGKQDe4+BBs44sJ6wAAJk5dsyMAOnb13YSXKJOnTrp1Vdf1Z133pnhOcdx9N577+nFF1/UHXfcocaNG2vy5Mk6ePBghgvlAJBrJ06Y5Zjuu09yuWynQR7RcAugQMyaZWpCJn+TAgCQzoIFZvbahx6ynQQAkB+2bZO++EJ6/nmpaFHbaVAIgmwHAIBc+/JLKSiIZfoAAJmLipLOn5fuvdd2EhSg3bt3KyYmRu3atUt5rEyZMmrevLlWr16te+65x2I6AF5rzhzp1ClqiJfq1KmTOnXqlOlzFzbcStLkyZMVFhamOXPmUDcAZO2zz6ROnaQKFWwnAQB4us8/l665xsyCDgDwfiNHSpUr0xDrR5hxCoD3cC/TV66c7SQAAE80aZLUoYMUHm47CQpQTEyMJCksLCzd42FhYSnPXSgxMVEJCQnpNgBIZ+pU6cYbpRo1bCdBPsup4TYr1A7Az61fL/38s/Too7aTAAA83aFDZsYpLq4DgG/4/ffU2aZYftVv0DgFwDscPCj98APL9AEAMrdjh7R6Ncv0IVORkZEqU6ZMyla1alXbkQB4ksOHpcWLzTJ98DkX03ArUTsAvzdunFS1qplxCgCA7EyeLBUpIvXqZTsJACA/jBhhPgvQEOtXaJwC4B3cy/T9/6UVAABI53//k0JCpNtvt50EBSz8/88odvjw4XSPHz58OOW5Cw0dOlTx8fEp2/79+ws8JwAvMn26FBgo3XWX7STwINQOwI8lJJgR5g8/bOoDAABZcRxp/Hipe3epbFnbaQAAl2rrVmnGDOmFF6SiRW2nQSGicQqAd4iKkm65hWX6AAAZJSebxqm775aKF7edBgWsZs2aCg8P19KlS1MeS0hI0Nq1a9WiRYtMvyc4OFghISHpNgBIMWWK1LmzVL687SQoABfTcCtROwC/NnWqdOaM1K+f7SQAAE+3apX0xx/MSgIAvmLECKlaNemBB2wnQSGjcQqA5/vrL5bpAwBk7fvvpT17WKbPh5w4cUKbNm3Spk2bJEm7d+/Wpk2btG/fPrlcLj311FN69dVX9fXXX2vz5s3q06ePKlWqpK5du1rNDcALbd8urV/PMn0+7GIabgH4Mccxy/TddptUubLtNAAAT/f551LNmlLbtraTAAAu1ZYt0syZzDblp4JsBwCAHH35pVkjnGX6AACZmTzZnKS64QbbSZBP1q9fr5tuuinl/qBBgyRJffv21cSJE/Xss8/q5MmTeuSRRxQXF6dWrVpp0aJFKlasmK3IALzV1KlSmTJmxil4rRMnTmjnzp0p990Nt+XLl1e1atVSGm7r1KmjmjVr6qWXXqLhFkDmfvpJ+uUXKTLSdhIAgKc7ftyslPHcc1IA81QAgNcbMUKqXp3ZpvwUjVMAPF9UlNS+PWuEAwAyOnXKjAIZNEhyuWynQT5p27atHMfJ8nmXy6URI0ZoxIgRhZgKgM9xHLNMX48eEo2XXo2GWwD5Ztw4c7GkfXvbSQAAnm7mTHNeihnQAcD7bd5s3tc/+8xM5gG/Q+MUAM924ID044/SpEm2kwAAPNGcOWaEX58+tpMAALzN6tXS7t1S7962k+AS0XALIF/ExUnTp5ulOQIDbacBAHi6zz+XbrlFqlbNdhIAwKUaPlyqVYvrDH6MxikAns29TN/tt9tOAgDwRJMnS61amQ81AADkxZQpUpUqUuvWtpMAADzBlCnSuXPSQw/ZTgIA8HTbtkmrVkkzZthOAgC4VL/8Yq5Hjx/PbFN+jEV3AXi2qCipQweW6QMAZHTwoBQdzSgQAEDenT1rLnL07i0FcGoEAPye45hl+m6/XYqIsJ0GAODpxo+XypeX7rjDdhIAwKVyzzZ13322k8AiZpwC4Ln27zejNiZPtp0EAOCJpk0zI0Duvtt2EgCAt1m0SDp6lJNiAABj9Wppyxbp7bdtJwEAeLpz58w1i/vuk4KDbacBAFyKTZuk2bOlCROYbcrPMawSgOf68kupaFGW6QMAZOQ40qRJUteuUpkyttMAALzN1KlS48ZSo0a2kwAAPMG4cWaUebt2tpMAADzdwoXS4cMs7QoAvmD4cKl2bQbWgcYpAB7MvUwfF8QBABfatMmMCGeZPgBAXsXHS19/zUkxAIBx7Jg5B9W/P8u3AgBy9vnn0tVXS02a2E4CALgUGzdKc+ZIL70kBbFQm7/jkyAAz7R/v5kmneWXAACZmTBBCguT2re3nQQA4G2++kpKTJR69bKdBADgCSZPls6flx580HYSAICni4mR5s+X+vWznQQAcKleeUWqU0e6917bSeABaJ0D4JlmzTLL9HXpYjsJAMDTxMZK48dLTz/NSBAAQN5NmSLddJNUpYrtJAAA2xzHLNN3551mYAYAANn53//MuSgGYQCAd9uwwcxGPnky1xgg6SJmnFq5cqW6dOmiSpUqyeVyac6cOemedxxHL7/8siIiIlS8eHG1a9dOO3bsyK+8APxFVJTUsSPL9AEAMhozRkpOlv7zH9tJAADe5q+/pGXLWKYPAGD88IP0++/So4/aTgIA8HSOY5bp69ZNKlfOdhoAwKUYPlyqW5dGWKTIc+PUyZMn1aRJE40ZMybT50eNGqUPPvhAH3/8sdauXauSJUuqQ4cOOnPmzCWHBeAn9u2T1qxhmT4AQEYnT0offCA9/LAUGmo7DQDA23zxhZnZtls320kAAJ5g3Dipdm0zEyEAANlZvVravp1l+gDA261fL33zjfTyy8w2hRR5/pfQqVMnderUKdPnHMfRe++9pxdffFF33HGHJGny5MkKCwvTnDlzdM8991xaWgD+YdYsKTiYZfoAABl99pkUFycNHmw7CQDAG02ZIt1+OzPbAgDMEuCzZkkjR0oBeR5fDADwN59/LlWvTrMtAHi7V16R6tWT6F1BGvn6iXD37t2KiYlRu3btUh4rU6aMmjdvrtWrV+fnjwLgy9zL9IWE2E4CAPAkZ89Kb78t3XuvOVEFAEBebN4s/fILy/QBAIxJk8yySw88YDsJAMDTnTghzZghPfggzbYA4M1++kmaP9/MNhUYaDsNPEi+zj0WExMjSQoLC0v3eFhYWMpzF0pMTFRiYmLK/YSEhPyMBMDb7N0rrV1rRoIDAJDWtGnS/v3Sc8/ZTgIA8EZTp0rly5tBGgAA/+Y4Zpm+bt1YAhwAkLOZM6VTp2i2BQBv98orUoMGUs+etpPAw1hvi46MjFSZMmVStqpVq9qOBMAmlukDAGQmOVl6802zvFLDhrbTAAC8TXKyacDt2VMqWtR2GgCAbcuXS3/8IT36qO0kAABv8PnnUrt2zIAOAN5szRpp4UJmm0Km8rVxKjw8XJJ0+PDhdI8fPnw45bkLDR06VPHx8Snb/v378zMSAG8TFSV16sQyfQCA9L7+Wtq2Tfq//7OdBADgjebONbMWMkIcACCZ2abq1ZPatLGdBADg6bZvl378UerXz3YSAMClGD5cuuIKqUcP20nggfK1capmzZoKDw/X0qVLUx5LSEjQ2rVr1aJFi0y/Jzg4WCEhIek2AH5qzx6ztiwFCwCQluNIkZHmokYWf1MCAJAlxzGzFrZuLV13ne00AADb/v5b+uor6ZFHJJfLdhoAgKcbP14qV0664w7bSQAAF+v776VFi5htClkKyus3nDhxQjt37ky5v3v3bm3atEnly5dXtWrV9NRTT+nVV19VnTp1VLNmTb300kuqVKmSunbtmp+5AfgilukDAGRm+XLTWLtwoe0kAABv9P330tq10vz5tpMAADzBxIlSQIDUt6/tJAAAT3funDRpktS7t1SsmO00AICL4TjSkCFSs2ZM3oEs5blxav369brppptS7g8aNEiS1LdvX02cOFHPPvusTp48qUceeURxcXFq1aqVFi1apGL8QQEgJzNnSrfeKpUubTsJAMCTvPGGdNVVUocOtpMAALzRqFFSo0ZmSXAAgH9LTpY++US66y7psstspwEAeLpFi6TDh1mmDwC8WVSUGZi9bJkZQAFkIs+NU23btpXjOFk+73K5NGLECI0YMeKSggHwM+5l+qZNs50EAOBJNmyQFi+Wpk9nGQ0AQN5t2WJmmpo0iToCAJC++07atUuaMMF2EgCAN/j8c6lpUzOgDwDgfRITpaFDzWpHbdvaTgMPlufGKQAoEDNnmqlub7vNdhIAgCd5803p8sul7t1tJwEAeKPRo6WqVaVevWwnAQB4gnHjpAYNpFatbCcBAHi6mBhp3jzpvfdsJwEAXKz//lfat88MqgOywVxkADzDzJlm6QyW6QMAuO3YIc2aJT3zjBREvz8AII/27zcz2j79tFSkiO00AADbYmKkOXOkRx9lFkI/88orr8jlcqXb6tevn+33zJw5U/Xr11exYsV05ZVXasGCBYWUFoDHmDTJnI+6917bSQAAF+PYMWnkSOnhh83gCSAbNE4BsO/PP6V166S777adBADgSUaNksLCpL59bScBAHijd9+VSpUyJ8gAAJgwwVwA79PHdhJY0LBhQx06dChl++GHH7Lcd9WqVerVq5f69eunjRs3qmvXruratau2bNlSiIkBWHX2rPTBB2bm2vLlbacBAFyM11837+evvGI7CbwAjVMA7Pv4Y6lsWbO+LAAAkvTXX2Zk39NPm6VcAQDIi2PHpE8+kQYMYFZbAICUnCx9+qkZtFeunO00sCAoKEjh4eEpW4UKFbLc9/3331fHjh31zDPPqEGDBho5cqSuvvpqffTRR4WYGIBVU6dKBw9Kzz5rOwkA4GLs3m0aYJ99VgoPt50GXoDGKQB2nTolffaZ1K+fVLKk7TS4REx9DiDfvPeeVKKE9NhjtpMAALzR2LHS+fPSv/9tOwkAwBPMmmUungwYYDsJLNmxY4cqVaqkWrVqqXfv3tq3b1+W+65evVrt2rVL91iHDh20evXqgo4JwBMkJ0ujR0u3387STgDgrV54QbrsMmnwYNtJ4CVonAJg19SpUlyc9MQTtpMgnzD1OYBLduyYmY3wiSekkBDbaQAA3ub0aen996UHHzRLvgIA/FtysjRihNS+vXTddbbTwILmzZtr4sSJWrRokcaOHavdu3frxhtv1PHjxzPdPyYmRmEX/A0RFhammJiYbH9OYmKiEhIS0m0AvND8+dLvvzPbFAB4q/XrpS++MJ8BmLQDuRRkOwAAP+Y40ocfmiX6atWynQb5xD31eW6knfpckkaOHKno6Gh99NFH+vjjjwsyJgBPNmaMmSXkySdtJwEAeKPJk6UjRxhVCAAwZs+Wtm6Vxo2znQSWdOrUKeV248aN1bx5c1WvXl1RUVHq169fvv2cyMhIDR8+PN9eD4Alo0ZJLVtKN9xgOwkAIK8cRxoyRGrY0AyoA3KJGacA2LNihbR5M8tn+JjCmPqcEXyADzt1yswS8tBDzBICAMi7pCTprbek7t2l2rVtpwEA2Oaebermm7kAjhRly5ZV3bp1tXPnzkyfDw8P1+HDh9M9dvjw4RwHCg4dOlTx8fEp2/79+/MtM4BCsmqV9MMPzDYFAN5q3jxz/XnUKCkw0HYaeBEapwDY8+GHZo3wm2+2nQT5pLCmPo+MjFSZMmVStqpVq+bbMQCw7PPPzVJ9Q4bYTgIA8EazZ0s7d3KhAwBgzJ0r/fqrNGyY7STwICdOnNCuXbsUERGR6fMtWrTQ0qVL0z0WHR2tFi1aZPu6wcHBCgkJSbcB8DKjR0v16plVMuDXXnnlFblcrnRb/fr1s/2emTNnqn79+ipWrJiuvPJKLViwoJDSApBkVrF49lnpX/+S0sw4CuQGjVMA7Ni3T5ozRxo4UHK5bKdBPunUqZN69Oihxo0bq0OHDlqwYIHi4uIUFRWVrz+HEXyAjzp3zswS0rOnVLOm7TQAAG/jOGZE4U03SddeazsNAMA2xzGzTd10k3TjjbbTwKIhQ4ZoxYoV2rNnj1atWqU777xTgYGB6tWrlySpT58+Gjp0aMr+Tz75pBYtWqS3335b27Zt0yuvvKL169dr4MCBtg4BQGHYts003D7zjBTA5VNIDRs21KFDh1K2H374Ict9V61apV69eqlfv37auHGjunbtqq5du2rLli2FmBjwc59/bt7LR4/m2jPyLMh2AAB+6r//lUqVkvr0sZ0EBaigpj4PDg5WcHBwvuUE4CGmTzeNtf/3f7aTAAC80fLl0rp10sKFtpMAADzBN99ImzZJy5bZTgLLDhw4oF69eik2NlahoaFq1aqV1qxZo9DQUEnSvn37FJCmSaJly5aaNm2aXnzxRT3//POqU6eO5syZo0aNGtk6BACF4e23pbAw6b77bCeBhwgKCsrxWoXb+++/r44dO+qZZ56RJI0cOVLR0dH66KOP9PHHHxdkTACSdPy4mWX2vvukq6+2nQZeiMYpAIXv9Gnp00+lhx4yzVPwWe6pz++///5Mn3dPff7UU0+lPJabqc8B+KDkZOnNN6XOnaUrr7SdBgDgjUaNkho3ljp0sJ0EAGCbe7ap1q2ltm1tp4Fl06dPz/b55cuXZ3isR48e6tGjRwElAuBxDh2SJk82tYMBu/j/duzYoUqVKqlYsWJq0aKFIiMjVa1atUz3Xb16tQYNGpTusQ4dOmjOnDmFkBSA3npLiouTXnvNdhJ4KRqnABS+L76Qjh2TBgywnQT5bMiQIerSpYuqV6+ugwcPatiwYRmmPq9cubIiIyMlmanP27Rpo7fffludO3fW9OnTtX79en3yySc2DwOADfPmSVu3SozAAgBcjF9/lRYtkqZMYTp2AIC0YIG0YYO0dKntJAAAb/DBB6Zh6tFHbSeBh2jevLkmTpyoevXq6dChQxo+fLhuvPFGbdmyRaVLl86wf0xMjMLCwtI9FhYWppiYmCx/RmJiohITE1PuJyQk5N8BAP7k4EHTOPXUU1IWzY1ATmicAlC4HEf68EPp1lul2rVtp0E+Y+pzABfFcaTISKlVK7MBAJBXo0ZJ1atLd99tOwkAwDbHkYYPl264QbrpJttpAACeLiFBGjvWNE2VLWs7DTxEp06dUm43btxYzZs3V/Xq1RUVFaV+/frly8+IjIzU8OHD8+W1AL82bJhUvLg0dKjtJPBiNE4BKFw//CBt2iS98YbtJCgATH0O4KJ8+620Zo30zTe2kwAAvNHevdL06dI770hFithOAwCw7dtvpXXrpMWLmYUQAJCzTz+VTp2SnnzSdhJ4sLJly6pu3brauXNnps+Hh4fr8OHD6R47fPiwwsPDs3zNoUOHplveLyEhQVWrVs2fwIC/2LpVGj9eevddqUwZ22ngxQJy3gUA8tGHH0p160q33GI7CQDAEyQmSv/+txkJ3rmz7TQAAG/0zjvm5Fg+jfoFAHgx92xTLVpI7drZTgMA8HRnz5qL7b17S1Wq2E4DD3bixAnt2rVLERERmT7fokULLb1gieDo6Gi1aNEiy9cMDg5WSEhIug1AHj37rFSrlvTYY7aTwMsx4xSAwnPggPTVV9J770kB9G0CACSNHi3t2SPNnctocABA3sXGSp99Jg0ZIpUsaTsNAMC26Ggzm+3ChXy+AADk7IsvpL/+kp55xnYSeJghQ4aoS5cuql69ug4ePKhhw4YpMDBQvXr1kiT16dNHlStXVmRkpCTpySefVJs2bfT222+rc+fOmj59utavX69PPvnE5mEAvu2776QFC6SZM6WiRW2ngZejcQpA4Rk7VipRQurb13YSAIAn2L1beu01adAg6YorbKcBAHij//5XSk6WBg60nQQAYJt7tqnrrpM6dLCdBgDg6ZKTzYC+Ll04L4UMDhw4oF69eik2NlahoaFq1aqV1qxZo9DQUEnSvn37FJBmgoCWLVtq2rRpevHFF/X888+rTp06mjNnjho1amTrEADflpxsBtG1aCF17247DXwAjVMACseZM9Inn0gPPCCVLm07DQDAEzz5pFShgvTSS7aTAAC80alT0gcfSA89JP3/k9cAAD/23XfSqlXS/PnMNgUAyNnChdLWrdLHH9tOAg80ffr0bJ9fvnx5hsd69OihHj16FFAiAOlMmyZt3Cj9+CN/+yNf0DgFoHDMmCH98w8jwQEAxjffmG3WLKlUKdtpAADeaOJE6ehRafBg20kAALa5Z5u65hqpUyfbaQAA3mDUKDNTyQ032E4CAMiL+Hjp2WfNTFMtW9pOAx9B4xSAguc4ZiR4x45S3bq20wAAbDt1SvrPf8zyGd262U4DAPBG589Lb70l9egh1aplOw0AwLYVK6Tvv5e+/poR5wCAnK1ZI61cKc2eTd0AAG/z4ovS8ePSu+/aTgIfQuMUgIK3erX0889mqnQAACIjpYMHpcWLOTkFALg4X34p7d5tZi4EAGD4cOnqq6XbbrOdBADgDUaPNoO8b7/ddhIAQF789JM0Zoz0zjtS1aq208CH0DgFoOB9+KFUu7aZcQoA4N927DBToT/3nFSnju00AABvdOaM9NJLUvv25iI5AMC/rVwpLV8uzZnDwAwAQM7++MPMNPXJJ1JAgO00AIDcOn9eevRR6aqrpIEDbaeBj6FxCkDBOnjQjAJ/6y0+hACAv3Mc84GmcmVp6FDbaQAA3urNN81sU3Pm2E4CAPAEI0ZITZowawgAIHfeeksKC5Puu892EgBAXnz4ofTLL9LatVIQbS7IX/yLAlCwPv5YCg6WHnjAdhIAgG1ffmmW5/vmG6l4cdtpAADeaMcOs+TrM89IV1xhOw0AwLYff5SWLjWfNZhtCgCQk5gYadIks8RrsWK20wAAcmv/fjP7+MCB0rXX2k4DH8T0LwAKTmKiNG6caZoqU8Z2GgCATSdOSE89ZUaB33ab7TQAAG/kONKAAVJEhPTii7bTAAA8wYgR0pVXSl272k4CAPAGH3wgFS0qPfaY7SQAgLz497/NteZXX7WdBD6KGacAFJyZM6W//2adWQCAuaBx9Kj0/vu2kwAAvFVUlBQdLc2bJ5UoYTsNAMC2NWvMjLYzZ0oBjA8GAOTg+HHpv/+VHn1UKlvWdhoAQG7NnWu2mTOlkBDbaeCj+EQJoOB88IF0yy1S/fq2kwAAbNq6VXr3XemFF6QaNWynAQB4o/h4M3PhnXdKnTvbTgMA8ATDh0sNG0rdutlOAgDwBp9+Kp06ZT5XAAC8w/HjZoKOW2+Vune3nQY+jBmnABSMtWuldeukb76xnQQAYJN7WaVataQhQ2ynAQB4q5deMifLmLkQACBJP/0kLVokTZ/ObFMAgJwlJppBfb17S1Wq2E4DAMitYcOk2FhpzBjJ5bKdBj6MxikABePDD81F8k6dbCcBANg0bZq0YoVZQiM42HYaAIA32rDBnCAbNUqqWtV2GgCAbY4j/d//SQ0aSHfdZTsNAMAbfPihdOiQ9OyztpMAAHJr40YzgC4ykpUsUOAYjgMg/8XESFFRZoaRwEDbaQAAtsTHS4MHSz16mKVbAQDIq6Qk6bHHpEaNpP/8x3YaeLFXXnlFLpcr3VafZeUB7zR5srRsmbmIwnknAEBO/v5bGjlSevxx03QLAPB8SUnSo4+apbmfftp2GvgBZpwCkP/GjZOKFJEeesh2EgCATS+/LJ04Ib3zju0kAABvNW6ctH699OOP5jMGcAkaNmyoJUuWpNwPCuK0GOB1jhwxgzPuu4/BGQCA3HnpJdNo+8ortpMAAHJr7Fhp3Tpp1SrOB6FQcIYIQP46dkz64APpgQeksmVtpwEA2LJpk/TRR9Kbb0pVqthOAwDwRjEx0tChUv/+UsuWttPABwQFBSk8PNx2DACXYvBgs1QfgzMAALnxyy/SZ59J774rXXaZ7TQAgNw4eFB6/nkz41SLFrbTwE+wVB+A/DVihHT2rBnFAQDwT8nJ0hNPmOnPn3zSdhoAgLcaPFgqWlR64w3bSeAjduzYoUqVKqlWrVrq3bu39u3bl+W+iYmJSkhISLcBsCw6Wvrf/6S335ZCQ22nAQB4OseRnnpKqlvXLNMHAPAOTz0lFS8uRUbaTgI/QuMUgPzzxx9mdpHnn5cYxQsA/mviRGn1amnMGKbRRYF45ZVX5HK50m3169e3HQtAflqyRJo2TRo9Wipf3nYa+IDmzZtr4sSJWrRokcaOHavdu3frxhtv1PHjxzPdPzIyUmXKlEnZqlatWsiJAaRz6pT02GPSTTdJffvaTgMA8AZz5kjLl5tZCjk/BQDeYcECaeZMM1NguXK208CPsFQfgPwzZIhUubL09NO2kwAAbNmxw9SB+++X2rSxnQY+rGHDhlqyZEnK/aAgPtoAPuPMGTNzYevWXBxHvunUqVPK7caNG6t58+aqXr26oqKi1K9fvwz7Dx06VIMGDUq5n5CQQPMUYNPIkdJff0kLF0oul+00AABPl5horld06mQ2AIDnO3VKGjBAuuUWqVcv22ngZ7i6ACB/LFkiffONNGOGVKyY7TQAABtOnpS6dTOzDn70ke008HFBQUEKZ4ZLwDeNGiXt3i3Nns3FcRSYsmXLqm7dutq5c2emzwcHBys4OLiQUwHI1K+/Sm+9JQ0bZpZbAgAgJ++/L+3dK82bZzsJACC3RoyQDh0yS3RzPgiFjKX6AFy6pCRp0CDphhukHj1spwEA2OA4Uv/+5kL3V19JISG2E8HH7dixQ5UqVVKtWrXUu3dv7du3z3YkAPlh507p9dfN6PCGDW2ngQ87ceKEdu3apYiICNtRAGQnKUl65BHTMPXss7bTAAC8weHD0quvmllLGjSwnQYAkBubN0tvvy29+KJUu7btNPBDzDgF4NJ9/rkpaD/9RAcwAPirDz+UvvjCzDzIhW4UsObNm2vixImqV6+eDh06pOHDh+vGG2/Uli1bVLp06Qz7JyYmKjExMeV+QkJCYcYFkFuOYy5uhIdLL71kOw18zJAhQ9SlSxdVr15dBw8e1LBhwxQYGKheTP8PeLaxY6W1a6Uff5SKFrWdBgDgDV54QSpSxMxUCADwfMnJ0qOPmoapZ56xnQZ+isYpAJcmPt50//bpI117re00AAAbfvhBGjzYzD54992208APdOrUKeV248aN1bx5c1WvXl1RUVHq169fhv0jIyM1fPjwwowI4GLMnCktXmyWAC9RwnYa+JgDBw6oV69eio2NVWhoqFq1aqU1a9YoNDTUdjQAWTlwQHr+eemxx6SWLW2nAQB4g40bpfHjpQ8+kMqXt50GAJAb770nrV4tLV8uBQfbTgM/ReMUgEvz2mvSyZNmOQ0AgP85dMgs03rDDdKbb9pOAz9VtmxZ1a1bVzt37sz0+aFDh2rQoEEp9xMSElS1atXCigcgNxISpKeekrp2lW67zXYa+KDp06fbjgAgr/79b6lUKSky0nYSAIA3cBzzmaJBA9N0CwDwfD/9JD33nDRkiNSmje008GMB+f2Cr7zyilwuV7qtfv36+f1jAHiCXbuk9983Ba1yZdtpAACF7dw50zQVEGCW6AuiJx92nDhxQrt27VJERESmzwcHByskJCTdBsDDvPSSaZ56/33bSQAAnmD2bGnOHDNjSNmyttMAALzBV19JK1dK77zDOSoA8Abx8dI990hXX20m6gAsKpC/HBo2bKglS5ak/hD+QAF807PPShUrmi5gAID/GTLEjAhZsUIKC7OdBn5kyJAh6tKli6pXr66DBw9q2LBhCgwMVK9evWxHA3AxVq6UPvrIzFxYrZrtNAAA2xISzGxTXbpI3bvbTgMA8AZnzpjzVJ07Sx062E4DAMiJ40gPPywdPSotXSoVLWo7EfxcgXQ0BQUFKTw8vCBeGoCnWLHCjOCYMkUqUcJ2GgBAYZs2zYz+/ugjqUUL22ngZw4cOKBevXopNjZWoaGhatWqldasWaPQ0FDb0QDk1c6d0p13munYn3zSdhoAgCd44QUpLs581nC5bKcBAHiDd9+VDhyQFi2ynQQAkBvjxkmzZpmtZk3baYCCaZzasWOHKlWqpGLFiqlFixaKjIxUNUaNAr4jKUl6+mmpeXOJmR0AwP/8+qsZDXL//dITT9hOAz80ffp02xEA5Idjx8yI8AoVpC+/lIoUsZ0IAGDbmjXSmDHmAjjnkwEAuXHokPT669LAgVK9erbTAABy8uuv0lNPSY8/zgyz8Bj53jjVvHlzTZw4UfXq1dOhQ4c0fPhw3XjjjdqyZYtKly6dYf/ExEQlJiam3E9ISMjvSADy26RJ0saN0qpVUkCA7TQAgMIUFyd16ybVrSt9/DEjwAEAF+fcOemuu6R//pHWrpXKlbOdCABg27lzUv/+UrNm5uI3AAC58cILUnCw9PLLtpMAAHJy4oR0992m0fWdd2ynAVLke+NUp06dUm43btxYzZs3V/Xq1RUVFaV+/fpl2D8yMlLDhw/P7xgACsrx4+aDSK9eLM0EAP4mOVnq00eKjZW+/ZalWgEAF8dxzIyF338vLVki1a5tOxEAwBO8/bb0++/SunVSYKDtNAAAb7BhgzRxolnelcEYAOD5Bg40S6tu2CAVK2Y7DZCiwKeKKVu2rOrWraudO3dm+vzQoUMVHx+fsu3fv7+gIwG4FG+8YWYbeeMN20kAAIXt9delb76Rpk6VLr/cdhoAgLd6+23ps8+kTz+VWre2nQYA4Al27ZKGD5cGDZKaNrWdBgDgDRzHLPXUsKH0yCO20wAAcjJ5slnVaOxYllaFxynwxqkTJ05o165dioiIyPT54OBghYSEpNsAeKi9e81FjiFDpGrVbKcBABSmRYvMlOfDhkm33mo7DQDAW82ZIz37rPT881LfvrbTAAA8geNIjz0mhYebzxtAPouMjNS1116r0qVLq2LFiuratau2b9+e7fdMnDhRLpcr3VaMWREAzzJzpvTDD2app6B8X2AHAJCftm83s4/37Svdf7/tNEAG+d44NWTIEK1YsUJ79uzRqlWrdOeddyowMFC9evXK7x8FoLA995xUvrz5CgDwH7t3S/feK3XqZJqnAAC4GD//LPXuLXXvLo0caTsNAMBTvPWWWbp17FipZEnbaeCDVqxYoQEDBmjNmjWKjo7WuXPn1L59e508eTLb7wsJCdGhQ4dStr179xZSYgA5On3aDMjo0kW65RbbaQAA2Tl9Wrr7bqlKFbO0KuCB8r0F+8CBA+rVq5diY2MVGhqqVq1aac2aNQoNDc3vHwWgMK1aJc2YIU2YIJUqZTsNAKCwnD5tLnCXKydNmSIFFPiEpQAAX/TXX+aiRsOGZlp26gkAQJK+/NJc+H7hBaljR9tp4KMWLVqU7v7EiRNVsWJFbdiwQa2zWTbY5XIpPDy8oOMBuBijR0sHD0rR0baTAAByMniwmXHqp5+4xgyPle+NU9OnT8/vlwRgW3KyWSv86qulPn1spwEAFJbTp6Vu3aRt20wDbblythMBALzRiROmaSowUPr6a6lECduJAACeYO1a6b77pJ49pREjbKeBH4mPj5cklS9fPtv9Tpw4oerVqys5OVlXX321Xn/9dTVs2LAwIgLIzo8/mrrxf/8n1aljOw0AIDtffmlmlh07Vmrc2HYaIEss+gsgZ1OnSuvWSStXMjIcAPzFqVPS7bebhqlvvpGuusp2IgCAN0pKMhfFd+wwFziYtQEAIEl79pjPG1dfLU2cyPkmFJrk5GQ99dRTuuGGG9SoUaMs96tXr57Gjx+vxo0bKz4+Xm+99ZZatmyprVu3qkqVKpl+T2JiohITE1PuJyQk5Ht+wO/9849puG3ZUnrlFdtpAADZ2b1b6tdPuusu6dFHbacBskXjFIDsnTwpDR1qitqNN9pOAwAoDCdOSLfdJq1fLy1cKLVpYzsRAMBb/d//mQbcb75hZCEAwIiLkzp3Nst0zJkjFStmOxH8yIABA7Rlyxb98MMP2e7XokULtWjRIuV+y5Yt1aBBA40bN04jR47M9HsiIyM1fPjwfM0LII3kZOn++6WzZ6UvvpCCuMQJAB7r7Fnpnnuk8uWlTz+VXC7biYBsMZQHQNYcxyzR988/0ptv2k4DACgMCQlSx47Szz9L335L0xQA4OJ99pn01lvSu+9Kt95qOw0AwBOcOyf16CEdPCjNny+FhtpOBD8ycOBAzZs3T8uWLcty1qisFClSRE2bNtXOnTuz3Gfo0KGKj49P2fbv33+pkQGk9eab5lzVlClS5cq20wAAsvPCC+Yaw/TpUtmyttMAOaJxCkDW/vtfc7Fj3DipVi3baeAFIiMjde2116p06dKqWLGiunbtqu3bt2f7PRMnTpTL5Uq3FWO0KWBHXJzUvr20ZYsUHS3dcIPtRAAAb7V0qfT449ITT0j//rftNAAAT+A4pi6sWCHNni3Vr287EfyE4zgaOHCgZs+ere+++041a9bM82skJSVp8+bNioiIyHKf4OBghYSEpNsA5JOVK6UXXzQX4tu3t50GAJCdBQvMQLo33pCuu852GiBXaJwCkLnly6UnnzQzTvXtazsNvMSKFSs0YMAArVmzRtHR0Tp37pzat2+vkydPZvt9ISEhOnToUMq2d+/eQkoMIMXRo1K7dtIff5iL3c2b204EAPBW27ZJ3btLN98svf8+07EDAIzRo80AvU8/ldq2tZ0GfmTAgAGaMmWKpk2bptKlSysmJkYxMTE6ffp0yj59+vTR0KFDU+6PGDFCixcv1p9//qmff/5Z9913n/bu3auHH37YxiEA/u3vv81yT61bS6+8YjsNACA7GzdK995rZh5/+mnbaYBcYwFgABnt2SPddZc5iTV6tO008CKLFi1Kd3/ixImqWLGiNmzYoNatW2f5fS6XS+Hh4QUdD0BW/vlHuuUW6cABadkyqUkT24kAAN5qwwbpjjukKlWkGTOkIE47AAAkzZolPfecmS2EAXooZGPHjpUktb2gYW/ChAl64IEHJEn79u1TQEDqOPNjx46pf//+iomJUbly5dSsWTOtWrVKV1xxRWHFBiBJSUlS795ScrI0bZoUGGg7EQAgK1u3musMdetKX3whBTCHD7wHZzABpHfypLnQUaYMFzpwyeLj4yVJ5cuXz3a/EydOqHr16kpOTtbVV1+t119/XQ0bNiyMiAD+/tvMCPL336ZpqlEj24kAAN5q+nTpwQelK6+U5swxnykAAFi7Vrr/fqlXL2nECNtp4Iccx8lxn+XLl6e7/+677+rdd98toEQAcu2118zM6NHRUjZLZQIALNuxw6xoUbmytGiRxJLF8DK0+QFI5TjSAw9Iu3ZJc+dKl11mOxG8WHJysp566indcMMNapRNI0a9evU0fvx4zZ07V1OmTFFycrJatmypAwcOZPk9iYmJSkhISLcBuAiHDpnZBf/5xyzRStMUAOBiJCdLL7xgLojfdZe0YoVUqZLtVAAAT7B7t3T77VKzZtL48SzfCgDIve++M0vzDRtmBv0BADzTnj3mfbpsWdPomsNkCoAnYioZAKlee81Mnf7VV1w8xyUbMGCAtmzZoh9++CHb/Vq0aKEWLVqk3G/ZsqUaNGigcePGaeTIkZl+T2RkpIYPH56veQG/c+CA9K9/SadOmQvcdevaTgQA8EYJCdJ990nz5kmjRklDhnBRHABgxMVJnTtLpUtLs2dLxYrZTgQA8BYxMdK995oL8S++aDsNACArf/1l3quLFJGWLJEqVrSdCLgozDgFwJg7V3rpJTOC4847baeBlxs4cKDmzZunZcuWqUqVKnn63iJFiqhp06bauXNnlvsMHTpU8fHxKdv+/fsvNTLgX/buldq0kRITaZoCAFy8Xbukli1NLZk3T3rmGZqmAADGuXNmFsKYGGn+fCk01HYiAIC3SEoyTVMulzRlihQYaDsR/FBkZKSuvfZalS5dWhUrVlTXrl21ffv2bL9n4sSJcrlc6bZiNI7Dl/39t1me79w5s6xq5cq2EwEXjcYpANLWrWaU+J13muYp4CI5jqOBAwdq9uzZ+u6771SzZs08v0ZSUpI2b96siGzWrA8ODlZISEi6DUAu7d5tmqYcx1zovvxy24kAAN5o6VLpuutME+6aNdKtt9pOBADwFI4jPf64tHKlmWmqXj3biQAA3mT4cHPOavp0KSzMdhr4qRUrVmjAgAFas2aNoqOjde7cObVv314nT57M9vtCQkJ06NChlG3v3r2FlBgoZEePSrfcYmaZXbpUqlHDdiLgkrBUH+Dvjh6V7rjDFLTJk6UA+ilx8QYMGKBp06Zp7ty5Kl26tGJiYiRJZcqUUfHixSVJffr0UeXKlRUZGSlJGjFihK6//nrVrl1bcXFxGj16tPbu3auHH37Y2nEAPmv5cql3b6lECem776SqVW0nAgB4G8eRxoyRnnrKLPk6Y4ZUrpztVAAAT+E40ogR0uefS5MmmUEbAADk1uLF0quvSiNHUkNg1aJFi9LdnzhxoipWrKgNGzaodevWWX6fy+VSeHh4QccD7IqPlzp0MMv0rVgh1aljOxFwyeiQAPzZ+fPSPfdIx46ZpfpKlbKdCF5u7Nixio+PV9u2bRUREZGyzZgxI2Wfffv26dChQyn3jx07pv79+6tBgwa69dZblZCQoFWrVumKK66wcQiAbzp3TnrhBXOBu25dM/KbpikAQF6dPSs98oj0739L//mPtGABTVMAgFTHjkndu0uvvGIuePfpYzsRAMCbHDxoVsZo314aOtR2GiCd+Ph4SVL58uWz3e/EiROqXr26qlatqjvuuENbt27Nct/ExEQlJCSk2wCPd/Kk1LmztGOHFB0tNWxoOxGQL5hxCvBnzz1nZhz59lupVi3baeADHMfJcZ/ly5enu//uu+/q3XffLaBEALRrl3TvvdKGDWbE3nPPSYGBtlMBALzN33+bi+E//SSNHy89+KDtRAAAT7JqldSrl3T8uDRnjpndHACA3HIP8i5aVPrf/1gZAx4lOTlZTz31lG644QY1atQoy/3q1aun8ePHq3HjxoqPj9dbb72lli1bauvWrapSpUqG/SMjIzV8+PCCjA7krzNnzN/5v/ximqaaNrWdCMg3/OUB+KvJk6V33jHbzTfbTgMAKAhTppgPL//8I/34o/T88zRNAQDybtMm6dprzWjCZctomgIApEpOliIjpdatzay2mzbRNAUAyLuXXzZNuNOnS6GhttMA6QwYMEBbtmzR9OnTs92vRYsW6tOnj6666iq1adNGX331lUJDQzVu3LhM9x86dKji4+NTtv379xdEfCB/nD0r3XWXuc4wb550/fW2EwH5isYpwB/99JNZYuPBB80yGwAA35KQYKY2v/9+qWtXaeNGqXlz26kAAN4mMVF67z3phhukChWkdeukli1tpwIAeIrDh6WOHc2y4M89Jy1fLlWrZjsVAMDbjBtnmnBfe01q1cp2GiCdgQMHat68eVq2bFmms0Zlp0iRImratKl27tyZ6fPBwcEKCQlJtwEe6fx5s6pFdLSZXbZNG9uJgHxH4xTgbw4dku6808xAMnas5HLZTgQAyE9r1khXXSV9/bWZcWryZIkP3QCAvEhOlr74QqpfXxo8WOrTR/r+ezOTCAAAkrlo0qSJ9Ouv0uLF5mJ3UJDtVAAAb5KcbGZHf+wxaeBA6ZlnbCcCUjiOo4EDB2r27Nn67rvvVLNmzTy/RlJSkjZv3qyIiIgCSAgUkuRkMxHH3LnSzJlShw62EwEFgsYpwJ8cPCjdfru5/dVXUnCw3TwAgPyTlJQ6Mq9iRbNERu/etlMBALzNd99J111nRhI2bixt3mwGXJQoYTsZAMATnDtnLnJ36GDqxC+/SO3a2U4FAPA2Z8+aARqRkdJbb0kffCAFcMkSnmPAgAGaMmWKpk2bptKlSysmJkYxMTE6ffp0yj59+vTR0KFDU+6PGDFCixcv1p9//qmff/5Z9913n/bu3auHH37YxiEAl+6vv6Rbb5WmTTODtN3XmAEfxDAgwF98+61ZsikoSPrmG4kOdwDwHfv3m6X5vv/eLJPx8stSkSK2UwEAvMmvv5pllhYtMsu7rlwp3Xij7VQAAE+yd69prF27Vnr9denZZ7nIDQDIu7g4qVs36ccfpenTpZ49bScCMhg7dqwkqW3btukenzBhgh544AFJ0r59+xSQ5m+hY8eOqX///oqJiVG5cuXUrFkzrVq1SldccUXBB961S1q/3qwyk5etZEmpXDmpfHnztWRJVqqB8cUX0hNPSMWLS/PnmyW6AR9G4xTg686dk156SXrzTVPUJk0yM5EAAHzDl19K/fubD7XLlrG+OAAgb/bvN58XJk+WLr9cmjXLXMTgRCkAIK05c8wSHSEhZsBGixa2EwEAvNH+/VKnTmZ1jCVLGKwBj+U4To77LF++PN39d999V++++24BJcrBd99Jjzxy6a9TpEj6RqoLv152mVS1qlStmtkuu4zzB74mNlYaMECaMcM0tv73v+a/P+DjaJwCfNnevVKvXtK6ddKoUdLgwYwEBABfsW6dmc589mxzgfvTT/kAAwDIvbg4U0fef99cBP/wQ3OSlRkLAQBpHTtmZrT96CPpzjulzz83F80AAMirTZukzp3NZ44ff5QaNLCdCPAdDzwg3XOP5Dh5206elI4eNX/zpf2a9vaePdLGjeZ2bKxZatOtePHUJqrMtipVpGLFbP1WkFcLF0r9+klnzpgZp+65x3YioNDQOAX4qrQjAVeuZCQgAPgCxzGjhyIjpaVLpdq1zQwh993HyB4AQO4kJkpjxkivvWZOhD37rPTMM1Lp0raTAQA8xfbt0rx50jffSD/8IAUGmsapJ57gcwcA4OIsXizddZdUp45Z8ik83HYiwLcUKVI4A6GSk6UjR8zscfv2pd9+/dX8DXn4cPrviYgw57Fr1zbvAe7btWtzLsJTnDghDRkijRsndehgBktUrmw7FVCoaJwCfE1iornw8eGHjAQEAF+RnCzNnWsaptatk666ykyV2727uYgBAEB2HMeMDv3iC7PFxJgRhK+8Yk5gAgCMpCQpIUGKj8+4nThh/i6XzPuq+2tWtyUpOFgqU8YMaitTJv0WEuI5s4KfO2eW35s3z2w7dpiZAW6+2TRMdenChRMAwMWbOFHq319q396czypVynYiABcrIEAKCzPbNddkvk9ionTggGmm2rvXzFi1Y4e0dauZ9OHYsdR9w8Iyb6qqU8f8vYyC9+OPUp8+5lzR2LHSo48yWAJ+icYpwJfs2GGmTdyyxTRODRhAcQMAb3b2rDRtmvTmm9K2bVKbNma63A4deH8HAOTst9+k6dPNtmOHVKGCGeX9n/+wLAYA/3D8uHTokNkOHkz/9ejRzJujshIQYDb33+Fpv2Z1+8wZ04yVldKl0zdTlS0rhYaaC0gVK6ZelHJvFSrk38CJ2Fjz2eKbb6RFi0zDWKVK0m23SW+/bZqmSpTIn58FAPBPjiONGGEGbPTvL/33v1IQlyUBnxccLF1+udkyc/SotHOnOU+xc6fZtm0zDfyxsan7hYdL9epJdeumfq1bV6pVq3Bm1/J1iYnm/XnUKKl5c+nbb03TGuCn+AsF8BXTppku4PBwac0aqWlT24kAABfr5Enps8/MBYv9+80I7/HjWXYVAJCzXbvMKO7p06XNm82F+G7dzIwh//oXFyoA+IbkZLMEyN69Ztu/P/PmqAsboUqWNM1BERHSZZeZcyhpZ4C6cFaotFvx4nkfvOA40qlTqY1Zmc1mlfaxuDhzAemHH8zxXZg/IMA0T6VtpipbNrWhK21zV1a3z5+XVq6UVq82v8drrpEGDzYNU02bMkADAJA/zp0z1ysmTDDLhA8dSo0BYJQvL113ndkudOyYaaT64w+zbd8urV9vroGePGn2CQw0zVNpm6nctyMieK/JjV9/le6/X/r9d+nVV81KRpwvgp/j/wDA2506ZUaMf/651Lu3mUaRNYEBwDsdPSqNGSO9/765aNKrl/Tcc1KjRraTAQA82V9/pTZLrVtnZgi54w5z8qtDBzPaEwC8ydmzZnkPd2PU3r2pS324b589m7p/qVJmKbmICNMYdc01qbcjIlJvF/b5EpfLNGu5G7by6tQp00CV1bZvn2mSdRzTBOX+mt1tSWrWTPrkE+nWW1myFQByKzk5/cyCyFpCgtSjh/Tdd9LkyebiPADkRrly0rXXmi0txzGDI7ZvT99U9fXX0u7dqbO8lixplvlzN1S5tzp1TMOWvzt0SPr0U3O+qF496aefpKuusp0K8Ag0TgHeKjFRWrbMjArcvdvMRPLAA3xwAwBvkpBgZgn84QezrV5tHu/Xz7y/16xpNx8AwDPFxkobNphRl99+K33/vVS0qLkAPmSI1LmzOVkIAJ7qzBnT9LNnj9n27k3/9eBBc3HELSxMql5dqlbNnNivXj39VrasjaMoeCVKmM8EfC4AgKwlJ5tZSE6cSN2OH8/59unTph4lJmb+9cLH3Bfl3TP5BQamzujn3i58rEQJU6PKlUv9mvZ2Zs+Fhprv9UZ795pGqfHjzeDARYvM0q8AcKlcLjNQonJlM5t2WmfPSn/+aWZudTdV/fGHOd9+8GDqfpddlrGZqnZts6RgSEjhHk9h+vtv6csvpagoacUKU6uefloaOZKBdkAaNE4B3iQ2VlqwwHRQL1pkPuA1aWIumFxxhe10AJA99yjnc+fM8hBZfT1/3qxRXqxY+q1IEe9vDj14MLVJ6ocfpF9+Mb+TChWkVq3MSI/77jMXhgAAkMw09T//bP7md2979pjnypSRWrY0y1907WruA4BtjmMulh44YDZ3g1Ta5qiYmNT9AwLMBZAaNUyDUNu25ra7KapqVbNMHgD4k3HjTGN8qVJZbyVKmIuf3uTcOdPkdOpU9l+PH8/9duGyppkpUSL191a6tPlavLg531SqlDkvExxs7mf1tUiR9DP4JSebZqq09y987tQp8/d8XJz5euBA6u1jx8w5sAsFB5v6V7OmqYfu+ui+XbGiZ50fO3lS+uoraeJEM8NUyZLSXXeZGdQbNLCdDoA/KFpUql/fbBc6cSL90n9//CFt22ausx47lrpfxYqmicrdTJV288ZBGrGx5r05Ksq8N7tcppH1s8/M+SNm3wIyoHHKEzlO6iiGtCMaLtwye/zcuey3s2fT309KSv3jPu0f+Rc+lva5tNx/oKf9Q/3Cx1wusy5qYGDGLbPHg4LMh5DgYFPs3F+zu12smPnwU7Jk6lf37SJFCv6/WUHasUP65htp7lxzkT052az7+3//J91+u1m+yZM+KAHe5ptvTDNLhQrpt8suY01nN8cxJ0H++cf8wR0XJ8XHmy03t0+eTG2MuhQuV8ZmKvd24Qi+rG67v4aEFPzoveRkM12wu0nq++/NDIGSGcXSqpX0xBPSjTeaES68lwMA4uKkjRtTZ5Nav17atcs8V6qUWVqpe3fz9ZprTD3x1tHoALyT45jPBe6mqP37U2+n3U6fTv2eoCDT/FSjhrmA2qmTuSDsbo6qUsX7z90AQH575hnTFJQTd0OQ+3y4+3x50aLmvTWz22nvBwSY93b3LH/u2xfed992D4g7ezb32+nTqQ1RmTUKZaZkSdPgdOEWEWEuamf2nLshyv3VfbtkSc9sMHMc83tJ20gVG5t+RsaffjJLcsfFpX5f8eKpTVQ1aki1apnllurVM7cL43xmcrI51zVxojRzpmlMaNvW3O/e3fzuAcATlCplZqzNbDm6o0dNU5V727HDnM+fP9985nG77DJTey6/PPW91/15plo1z5m16dgxac4cUzeWLDF15qabpLFjpW7dzHUvAFniinBOkpNNg5J72ta0X9Nup05lfOzCLbPvz+yxxMSLz+v+0JPbLSgo/RSy7q9FimR8LDAw/RreaadMz+q2+3eYlGQ+FLkbtc6eTb194XPui+tnz5rfhfsDVtrbeVGkSOYNVSEhZkR2mTLmInpOt0uXLpyLEklJ0tq1ptv566+l3383TQHt2kkffyzddpv5gAggf3zxhflD8sLGUMm8B1zYUOXe3NNnX7iVKePZFzDPnUvf2HT0qPkQ4N5iY9Pfd29Z1aZSpVLfJ93vmxUrmg8S7vfQkiVTa05uv547lzotuntz18vMtpMnzTHt22dmcYqLM1tWJxldruxHbWa2BQdnPerRPd172u3kSVMTAwKkpk1Ns2urVtINN/A+Dniz48fN6Ky8Dlhw/72bl6/JyakXJ9wXLLK7LaX+ve7eAgIyv512eYmgoNxt7n1zM7Ah7SAI9wjttJt7dPeFj/nC7IKZOX/ezK7y11+mYfuvvzK/nZBg9i9RQrr6aqlLl9Qmqbp1PftvDADeyT1I4u+/pSNHcvc17XmZoCAzW1SVKmZr1iz1tnsLD/fMC9YA4MkSEszfkBcuQZfddvJk6ucQ93l09+1TpzI+d/Zs6rn8tOf9035muPC5gID0DVjuLSQk888F7vtpz8vn9LV4cf/4u9flSv29VK6c/b5xcWbGxt27U5uq9uyRfvzRLI138qTZLyjIXNh3N1K5t/r18+eC+e7d5udNmmRu16xpmvzuv59lZQF4n/LlzUQV112X8bm4ODOQLW1j1c6d0sqVZqBI2mvhEREZG6rcX8PDC2YQd1KSyfjPP6lNtosXm78dWreWPvjANLKysgWQa77VOLV/v5l2zt1gk/ZrVrfPnk1/QfbCZqa8NukULWr+sL9wc18IKF7cvBGnvZ/ZbffFg7QXGty3025pHw8K8s2LDBdynIyNVWfOZJzON7upfk+eNB8+jxwxhS7tzChZzYjicqU2W2XVXHXh/SJFMq6FntXtM2dMN/CSJSZXaKi5UBIZaZqmSpYsvN8x4E+mTZOmTEn9IzO7bdu21Nvx8RkbRSXzXuF+L0jbUBUSkv69PTe3HSfjEnaZLWvnvp2YmPXMT+6vp05l/nsoWtS876RtDnOfVEm7lS+f2iAWEuL5s3KdP596/GmnRj92LOsTjXFx5sPPhY+fOZM64tE9ajHtiMe6dTOOcKxZU7r+enMbgG84flx6+eW8DVZwN4UWLZq6nEbaRqS0zUtpHwsIyLrxKavbWTVXZfVYcnJqPUnbtJXVdvq0abrNaoDDhbczq5XZuXB2wQsbrNLev/C5zEbSZ/dY2ov4F36OymxG3eTk1EEz7u3C+xdu//xjmqIOH07/uyhSRKpUyVwgqVzZzCLrbjxo3NjUYJoMAN8xYYIZ+Zv2PJH7wnBm99233e/rF76PZ/W+nvYCu7u5/8It7ePHj5v39DNnMmYuV84MiAgNNV+vuy71vrshqmpV85g/XNwGABuCglLPM8O/uWdUb9Ik43OOYz5zbN+efps50zRbuT+HlC9vmqjq1jWvdeG1prQDXy58/MAB0zC1fLk553X33WZ2qVat+DsAgG8qW9YMCmnWLONzZ8+a90X3UuRplyVftco8l5SUun9AQOr1Ivf1Ffd24f2QEHM9IzY2dXMPeE97+9ix9OeZbrhBevtt0yxVqVKB/moAX+XhVzvzaPduaejQzP/IS3vffbtUqdRl3i5sWsrN18yaozi5XfBcrtQLHvk95avjmIsfeVmCau/e9I8nJGR/gSggIOu10kuWlB56yMxK0rw5/56AwhIQYP5ALV/enDzIjaQk8//7hc04abe0j//1V8ZmybRbZjNe5cTlSr0Y774gf2FjZ0RE5s2e7q/ly5uGqJIlfbP5NijITKV72WWX/lqO45u/IwB5U6lS7pbMgHnfTEpKrX2ZzRyYm8cyu3/ihDlZlPb5zJYMcTcXF4SAgNRR8ZltpUqZpoLbbkttkHI3S112GRcYAH8SEGDeD48cyXrm8lOn8t5smpWgoIzLFLlvV66cfumi8uXTN0i5B1OwdB4AAN7B5Uptar755vTPnT5tBo5f2FR1/HjqwO4Lt6wGiv7rX6Z5qls3BnkD8G9Fi5qlUWvVyvz58+fN9aA9e8yMvUePpl4nct8+csS8H7sfd89A7uZymUaqChVSr2/Uqye1bGlup328Th2apYB84FuNU61bZz2TBpAbLlfqhY6LXUYpOdl88IiPN8XxwtnDPH12FgC5ExiYOgogP5w/n7GpKiAgtSkqsyXtuOBauGiaAoC8cblMzXJfrLclOTnzpip30/KFFwayW4Y8bWOUry4rCCD/9e1rtuw4jnlvurCRKqulVjO7HRhoGqKKFi2c4wIAAJ6teHHpyivNlhvuwS8XNlOVKGEarAEAOQsKMkv1Va+e++85f94MxD9+3Mw6VbYsk2sAhYwODiC/BQQwhTKAvPOEC8sAAPiigIDUQQwA4KlcrtT3qrJlbacBAAD+yD34JSiIWaUAoDAFBZlZpCpUsJ0E8FtMVQEAAAAAAAAAAAAAAADA79A4BQAAAAAAAAAAAAAAAMDv0DgFAAAAAAAAnzdmzBjVqFFDxYoVU/PmzfXTTz/ZjgQAAAAAAADLaJwCAAAAAACAT5sxY4YGDRqkYcOG6eeff1aTJk3UoUMH/f3337ajAQAAAAAAwCIapwAAAAAAAODT3nnnHfXv318PPvigrrjiCn388ccqUaKExo8fbzsaAAAAAAAALKJxCgAAAAAAAD7r7Nmz2rBhg9q1a5fyWEBAgNq1a6fVq1dbTAYAAAAAAADbgmwHAAAAAAAAAArKP//8o6SkJIWFhaV7PCwsTNu2bcv0exITE5WYmJhyPyEhoUAzAgAAAAAAwA5mnAIAAAAAAADSiIyMVJkyZVK2qlWr2o4EAAAAAACAAlBgjVNjxoxRjRo1VKx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UMKYPANA++/ZROAUAcE1FhfTZZ9KMGaaTfA2FUwDQ3YqKpIYGryqc2rNnj4KCghQQEKDvfve72rx5s0aMGKGqqir5+/urT58+bY6PiIhQVVXVFc/X0NCg2traNhsAeDSn0+o4ReEUAMBVJSXSLbdIN95oOgkAwA4uXLBeZFA4BQBwVX29dPAghVMAANfk5Ei+vpIbThyicAoAulturjXve+xY00m6zfDhw1VWVqZdu3bp2Wef1RNPPKGKiorrPl9SUpJCQ0Nbt0GDBnViWgBwQ0ePSrW1FE4BAFxXUsKYPgCA63bvtkZncO0AALhq/37r2kHhFADAFTk50sSJ0g03mE7yNRROAUB3y82VpkyRevY0naTb+Pv7a9iwYYqJiVFSUpLGjh2rX//614qMjFRjY6POnj3b5vjq6mpFRkZe8XyJiYmqqalp3Y4dO9bFfwcAYFh5ubWncAoA4AqnUyot5eU3AMB1Dofk7y+NGmU6CQDALr5YHB0dbTYHAMD9OZ1W4ZQbjumTKJwCgO7V3CwVFLjtRaG7tLS0qKGhQTExMfLz81NGRkbrb5WVlTp69KhiY2Ov+OcDAgIUEhLSZgMAj1ZeLvXpIw0caDoJAMAODh+Wzp6lcAoA4DqHQxo92iqeAgDAFRUVUmQk48EBANd28KB08qTbviP3NR0AALxKebk1amn6dNNJuk1iYqLi4uI0ePBgnTt3TsnJydqxY4fS0tIUGhqqpUuXasWKFerbt69CQkL03HPPKTY2VpPdcL4tABhTXm51m/LxMZ0EAGAHJSXWnsIpAICrHA7pKovYAAD4mn37GNMHAHBNTo71fmPqVNNJLouOUwDQnXJzrZV7EyeaTtJtTp06pccff1zDhw/X7NmzVVRUpLS0NM2dO1eS9Oqrr2rhwoWKj4/XjBkzFBkZqU2bNhlODQBuprxcGjvWdAq30dzcrJ/+9KcaMmSIevXqpaFDh+pf/uVf5HQ6TUcDAPdQUiINGCBFRJhOAgCwg4sXra4hMTGmkwAA7KSigsIpAIBrcnKkceOk0FDTSS6LjlMA0J1ycqQ775QCA00n6TarV6++6u+BgYFauXKlVq5c2U2JAMBmLl6U9u+XfvAD00ncxi9/+UutWrVKf/jDHzRy5EgVFxfrqaeeUmhoqL7//e+bjgcA5pWU0G0KAOC68nKpuZnCKQCA65qarOdVCQmmkwAA7CAnR7rvPtMprojCKQDoLk6n1XFq6VLTSQAAdlJRIbW0WKP6IEkqKCjQ4sWLde+990qSbrnlFr311lv685//bDgZALgBp9Mat/Td75pOAgCwC4dD8vOTRo0ynQQAYBcHDkiXLtFxCgBwbceOSYcOSTNmmE5yRYzqA4Du8skn0qlT0vTpppMAAOxk925r9vfIkaaTuI0pU6YoIyND+/fvlyTt3r1beXl5iouLM5wMANzAiRPS6dN0nAIAuM7hsIqmAgJMJwEA2EVFhbWncAoAcC25udbejd+RUzgFAN0lN1fq0UOaMsV0EgCAnZSXS8OGSb17m07iNv7xH/9RDz30kKKiouTn56fx48fr+eef16OPPnrZ4xsaGlRbW9tmAwCPVVJi7b2ocOqf//mf5ePj02aLiopq/b2+vl4JCQkKCwtTUFCQ4uPjVV1dbTAxALgZh4MxfQCA9tm3TwoLk/r1M50EAODucnKk6Gi3vmZQOAUA3SU3Vxo7VgoNNZ0EAGAn5eWM6fuKDRs2aN26dUpOTlZJSYn+8Ic/6N///d/1hz/84bLHJyUlKTQ0tHUbNGhQNycGgG5UWmq9wPCyf9eNHDlSJ0+ebN3y8vJaf1u+fLlSUlK0ceNGZWdn68SJE1qyZInBtADgRurrpY8+onAKANA+FRVWtykfH9NJusWqVas0ZswYhYSEKCQkRLGxsdq2bVvr7zNnzvzaYo7vMj4dACw5OW7dbUqSfE0HAACvkZsrLVxoOgUAwE6cTqtw6vvfN53ErfzoRz9q7TolSaNHj9aRI0eUlJSkJ5544mvHJyYmasWKFa2fa2trKZ4C4LlKSqxuU17yAuMLvr6+ioyM/Nr3NTU1Wr16tZKTkzVr1ixJ0po1axQdHa3CwkJNnjy5u6MCgHspL5cuXaJwCgDQPhUV0qRJplN0m4EDB+rll1/WbbfdJqfTqT/84Q9avHixSktLNXLkSEnS008/rV/84hetf+aGG24wFRcA3Mfp01aXwv/v/zOd5KroOAUA3eEvf5E+/dTtq2kBAG7m5EnpzBk6Tn3FhQsX1KNH21uZnj17qqWl5bLHBwQEtK4I/GIDAI/1ReGUl/nkk080YMAA3XrrrXr00Ud19OhRSZLD4VBTU5PmzJnTemxUVJQGDx6snTt3XvF8jHkF4DUcDsnXVxo92nQSAIBdNDdLH39sdZzyEosWLdI999yj2267TbfffrteeuklBQUFqbCwsPWYG264QZGRka0bz58AQNIXHcFnzDCb4xraVTiVlJSkiRMnKjg4WOHh4br//vtVWVnZ5hhaEQLAZeTmWnsKpwAA7VFebu0pnGpj0aJFeumll7R161YdPnxYmzdv1n/+53/qgQceMB0NAMw6fVo6dkwaP950km41adIkrV27VqmpqVq1apUOHTqk6dOn69y5c6qqqpK/v7/69OnT5s9ERESoqqrqiudkzCsAr1FSIo0cKQUGmk4CALCLw4elhgavKpz6submZq1fv151dXWKjY1t/X7dunW66aabNGrUKCUmJurChQtXPQ+LNQB4hZwc6ZZbJDd/rtKuUX3Z2dlKSEjQxIkTdenSJf3TP/2T5s2bp4qKCvXu3bv1OFoRAsBX5OZKt90mRUSYTgIAsJPycikoyLqxQKv/+q//0k9/+lN973vf06lTpzRgwAD9v//3//Szn/3MdDQAMKu01Np7WcepuLi41r8eM2aMJk2apJtvvlkbNmxQr169ruucjHkF4DUcDsb0AQDap6LC2ntZ4dSePXsUGxur+vp6BQUFafPmzRrxt/8PHnnkEd18880aMGCAysvL9cILL6iyslKbNm264vmSkpL04osvdld8ADAjJ8ftu01J7SycSk1NbfN57dq1Cg8Pl8Ph0Iwv/c1+0YoQAPA3ubm2uCgAANxMebnVbaoHE7a/LDg4WL/61a/0q1/9ynQUAHAvJSVScLA0dKjpJEb16dNHt99+uw4cOKC5c+eqsbFRZ8+ebdN1qrq6+qrPrgICAhQQENANaQHAoIYGae9e6TvfMZ0EAGAnFRVSSIg0YIDpJN1q+PDhKisrU01Njd555x098cQTys7O1ogRI/TMM8+0Hjd69Gj1799fs2fP1sGDBzX0CvdnLNYA4PFqaqSyMul73zOd5Jo69AampqZGktS3b98237e3FSEAeLTPP7ceQjGmDwDQXl8UTgEA4IqSEmtMn5cX3J4/f14HDx5U//79FRMTIz8/P2VkZLT+XllZqaNHj7YZqwEAXmnPHqmpiY5TAID2qaiQoqMlHx/TSbqVv7+/hg0bppiYGCUlJWns2LH69a9/fdljJ02aJEk6cODAFc8XEBCgkJCQNhsAeJSCAqmlxRbNRdrVcerLWlpa9Pzzz2vq1KkaNWpU6/ftbUXY0NCghoaG1s/MbwXgcfLzJaeTwikAQPs0Nkr79knPPms6CQDALkpLpYULTafodj/84Q+1aNEi3XzzzTpx4oR+/vOfq2fPnnr44YcVGhqqpUuXasWKFerbt69CQkL03HPPKTY2VpMnTzYdHQDMcjiknj1ZrAEAaJ+KCmn0aNMpjGtpaWnzjvvLysrKJEn9+/fvxkQA4GZycqTISGnYMNNJrum6C6cSEhK0d+9e5eXltfm+va0Imd8KwOPl5Fgta4cMMZ0EAGAn+/ZJly7xEgMA4JqaGunAAWnCBNNJut3x48f18MMP68yZM+rXr5+mTZumwsJC9evXT5L06quvqkePHoqPj1dDQ4Pmz5+v1157zXBqAHADDoc0cqTUq5fpJAAAu3A6rWdW3/ym6STdKjExUXFxcRo8eLDOnTun5ORk7dixQ2lpaTp48KCSk5N1zz33KCwsTOXl5Vq+fLlmzJihMTzXA+DNcnKsblM26FB4Xb3bly1bpi1btigrK0sDBw686rHXakWYmJiompqa1u3YsWPXEwkA3FdurtVtygYXBQCAGykvt/Zf6u4KAMAV/W1FszcWTq1fv14nTpxQQ0ODjh8/rvXr17dZvBcYGKiVK1fqs88+U11dnTZt2qTIyEiDiQHATTgcXnnd+Od//mf5+Pi02aKiolp/r6+vV0JCgsLCwhQUFKT4+HhVV1cbTAwAbuTYMamuThoxwnSSbnXq1Ck9/vjjGj58uGbPnq2ioiKlpaVp7ty58vf3V3p6uubNm6eoqCj94Ac/UHx8vFJSUkzHBgBzLlyQiopsMaZPamfHKafTqeeee06bN2/Wjh07NMSF7inXakUYEBCggICA9sQAAPu4cEEqLpYee8x0EgCA3ZSXS7fcIoWGmk4CALCDkhIpMFAaPtx0EgCAHTQ2Snv2SE89ZTqJESNHjlR6enrrZ1/f/3tVsnz5cm3dulUbN25UaGioli1bpiVLlig/P99EVABwLxUV1t7LCqdWr159xd8GDRqk7OzsbkwDADawa5fU1OSZhVMJCQlKTk7W+++/r+DgYFVVVUmSQkND1atXL1oRAsBX7dpljVmyyUUBAOBGyssZ0wcAcF1JiTR2rOTbrkc9AABvtXev9SIjJsZ0EiN8fX0v232wpqZGq1evVnJysmbNmiVJWrNmjaKjo1VYWKjJkyd3d1QAcC8VFdINN0iDB5tOAgBwZzk50o03WqPBbaBdo/pWrVqlmpoazZw5U/3792/d3n77bUmiFSEAfFVurq0uCgAAN0LhFACgPUpKvHLcEgDgOjkcUo8eVtGtF/rkk080YMAA3XrrrXr00Ud19OhRSZLD4VBTU5PmzJnTemxUVJQGDx6snTt3XvWcDQ0Nqq2tbbMBgMepqJCioqxrCAAAV5KTI02fbpvrRbtH9V0NrQgB4Ctyc6WpU21zUQAAuIlTp6SqKgqnAACuuXBB+vhjafly00kAAHbhcFhjlm64wXSSbjdp0iStXbtWw4cP18mTJ/Xiiy9q+vTp2rt3r6qqquTv768+ffq0+TMRERGtEziuJCkpSS+++GIXJgcAN7Bvn9eN6QMAtFNjo7Rzp/Qv/2I6icvo3w4AXaWpSSookH7+c9NJAAB2s2ePtadwCgDgivJyqaWFjlMAANc5HF47pi8uLq71r8eMGaNJkybp5ptv1oYNG9SrV6/rPm9iYqJWrFjR+rm2tlaDBg3qUFYAcCtOp9VxauFC00kAAO7M4ZAuXpRmzDCdxGW0QAGArlJaaq38nj7ddBIAgN2Ul0u9eknDhplOAgCwg5ISyc+PEeEAANc0Nlr3HF5aOPVVffr00e23364DBw4oMjJSjY2NOnv2bJtjqqurFRkZedXzBAQEKCQkpM0GAB6lqko6e5aOUwCAq8vJkXr3lsaPN53EZRROAUBXyc21XnrzEAoA0F7l5dKoUVLPnqaTAADsoKTEKpoKCDCdBABgBx99ZBVP0alQknT+/HkdPHhQ/fv3V0xMjPz8/JSRkdH6e2VlpY4eParY2FiDKQHADVRUWPvoaLM5AADuLSdHmjpV8rXPADz7JAUAu8nNlSZPlvz9TScBANhNebmtVmMAAAwrKeHlNwDAdSUlUo8e0rhxppMY8cMf/lCLFi3SzTffrBMnTujnP/+5evbsqYcfflihoaFaunSpVqxYob59+yokJETPPfecYmNjNXnyZNPRAcCsigrrfcett5pOAgBwV83NUn6+9MMfmk7SLhROAUBXaGmR8vKkhATTSQAAdnPpkrUC/IknTCcBANhBQ4O0d6+0dKnpJAAAu3A4pKgoa3yGFzp+/LgefvhhnTlzRv369dO0adNUWFiofv36SZJeffVV9ejRQ/Hx8WpoaND8+fP12muvGU4NAG5g3z5p+HBbdRABAHSzPXukmhppxgzTSdqFKxsAdIWPP5bOnJGmTzedBABgN/v3Wy/Bx4wxnQQAYAcffSQ1NdFxCgDgOodDiokxncKY9evXX/X3wMBArVy5UitXruymRABgExUV0ogRplMAANxZTo7VnfDOO00naZcepgMAgEfKyZF69rRG9QEA0B7l5dZ+9GizOQAA9vDFuCUKbgEArmhqknbv9urCKQDAdaJwCgBwLTk50qRJUmCg6STtQuEUAHSF3FxrxXdQkOkkAAC7KS+X/u7vpLAw00kAAHZQWurV45YAAO1UUWF1uKVwCgDQHn/9q3T6tBQdbToJAMBdOZ1W4ZTNxvRJFE4BQNfIzWVMHwDg+pSX0zUEAOC6khLG9AEAXOdwSD4+0rhxppMAAOxk3z5rT8cpAMCVVFZaRbYUTgEAdOSIdOyYLS8KAAA3QOEUAMBVly5Z45bGjzedBABgFw6HNHw4XdIBAO1TUSH17CnddpvpJAAAd5WTY10rYmNNJ2k3CqcAoLPl5lr7adPM5gAA2M/nn1vFtxROAQBcUVkpXbxIxykAgOtKShjTBwBov4oKq2jK3990EgCAu8rJsZ5RBQebTtJuFE4BQGfLzbXa1YaFmU4CALCbPXusPYVTAABXlJRYe8YtAQBc8UWnQgqnAADtVVEhRUebTgEAcFdOp5SdbduJTBROAUBny8mRpk83nQIAYEfl5dbKveHDTScBANhBSYk0dKjUp4/pJAAAO9i3z+pUSOEUAKC9KiqsBeMAAFzOkSPS8eMUTgEAJJ0+LX38MYVTAIDrU15uPYTy8zOdBABgByUljOkDALjO4bD248ebzQEAsJeaGunECQqnAABXlpNj7adNM5vjOlE4BQCdKS/P2lM4BQC4Hrt3M6YPAOCalhaprIzCKQCA6xwO6fbbpeBg00kAAHayb5+1p3AKAHAlOTnS6NFS376mk1wXCqcAoDPl5kqDB1sbAADt0dws7d1L4RQAwDWffirV1lI4BQBwncPBmD4AQPtVVEg+PtLw4aaTAADcVU6Obcf0SRROAUDnys219UUBAGDQp59KFy5QOAUAcE1JibVn3BIAwBWXLlmdCimcAgC0V0WFNGSI1KuX6SQAAHd04oT0ySe2fkdO4RQAdJbPP7deXtx1l+kkAAA7Ki+39hROAQBcUVIiDRwo9etnOgkAwA4qK6WLFymcAgC0X0UFY/oAAFeWlWXtZ840GqMjKJwCgM6yY4fU0iLNnWs6CQDAjsrLpfBwKSLCdBIAgB2UlDCmDwDgOofD2tOpEADQXvv2UTgFALiyzExp1Cjr/YZNUTgFAJ0lPV0aNky6+WbTSQAAdlReTrcpAIBrnE4KpwAA7eNwSLfdJoWGmk4CALCTujrp8GEKpwAAV5aVJc2aZTpFh1A4BQCdJT1dmjPHdAoAgF1ROAUAcNWxY9KZMxROAQBc53Bw3QAAtN/HH1t7CqcAAJdz6JC1UTgFANDRo9L+/dLs2aaTAADs6Nw56dNPKZwCALimtNTa8wIcAOCK5mbr2hETYzoJAMBuKiqsfVSU2RwAAPeUlSX16CHddZfpJB1C4RQAdIaMDMnHR7r7btNJAAB2tHevtadwCgDgipISqV8/acAA00kAAHZQWSlduEDhFACg/SoqpEGDpOBg00kAAO4oM1MaP17q08d0kg6hcAoAOkNGhrXaOyzMdBIAgB2Vl0s9e0rR0aaTAADsoKTEuv/w8TGdBABgBw6HtadTIQCgvfbtY0wfAODynE6r45TNx/RJFE4BQMc5nVJ6ujRnjukkAAC72r3bankeGGg6CQDADr4onAIAwBUlJdLQobZfBQ4AMKCigsIpAMDl7d8vnThB4RQAQNJHH0nV1RROAQCuX3k5Y/oAAK6pqrIeSlE4BQBwlcPBmD4AQPvV10sHD1I4BQC4vMxMyddXmjbNdJIOo3AKADoqPV0KCJCmTjWdBABgR04nhVMAANeVllp7CqcAAK5oabGuHRROAQDaa/9+6zoSHW06CQDAHWVmSpMmSUFBppN0GIVTANBR6elWJW2vXqaTAADs6MgR6dw5CqcAAK4pKZFCQ6UhQ0wnAQDYwf790vnzFNwCANqvosLaUzgFAPiqlhYpK0u6+27TSToFhVMA0BFNTdKOHYzpAwBcv/Jya0/hFADAFaWl1stvHx/TSQAAdrBzp3XNuPNO00kAAHazb58UGSn17Ws6CQDA3ezdK505I82aZTpJp6BwCgA6Ytcuqa6OwikAwPUrL5duvFH6u78znQQAYAfFxXQNAQC4rqBAGjVKCgkxnQQAYDcVFdKIEaZTAADcUWamFBAgxcaaTtIpKJwCgI5IT7dedo8fbzoJAMCuysutblN0DgEAXMvp09aI14kTTScBANhFQYE0ZYrpFAAAO6JwCgBwJZmZ0tSpUmCg6SSdgsIpAOiI9HSrBWHPnqaTAADs6ovCKbjslltukY+Pz9e2hIQE09EAoGsVF1v7O+4wmwMAYA+ff2699KZwCgDQXk1N0v79UnS06SQAAHdz6ZKUne0xY/okCqcA4PrV1kqFhYzpAwBcvwsXpE8+oXCqnYqKinTy5MnWbfv27ZKkBx980HAyAOhixcVWx9tbbzWdBABgB4WF1p7CKQBAex08aL0Yp+MUAOCrSkut9+R33206SaehcAoArldOjtTcTOHUNSQlJWnixIkKDg5WeHi47r//flVWVrY5ZubMmV/rGvLd737XUGIA6EYffSS1tFA41U79+vVTZGRk67ZlyxYNHTpUd911l+loANC1ioutblOMdwUAuKKgQOrXTxo61HQSAIDdVFRYewqnAABflZkp9e4tTZxoOkmnoXAKAK5Xerp08808fLqG7OxsJSQkqLCwUNu3b1dTU5PmzZunurq6Nsc9/fTTbbqHvPLKK4YSA0A3Ki2VevSQRo40ncS2Ghsb9cc//lHf/va35UMhAQBPV1TEmD4AgOsKCqxuU/x3MgCgvSoqpLAwqwAXAIAvy8yUZsyQ/PxMJ+k0vqYDAIBtpadb3aZ4+HRVqampbT6vXbtW4eHhcjgcmjFjRuv3N9xwgyIjI7s7HgCYVVxsFU317m06iW299957Onv2rJ588skrHtPQ0KCGhobWz7W1td2QDAA62YkT0smTFE4BAFxz6ZL05z9LP/mJ6SQAADuqqJCio3n/AQBoq7FRys2VfvEL00k6FR2nAOB6nDxpjVdiTF+71dTUSJL69u3b5vt169bppptu0qhRo5SYmKgLFy5c8RwNDQ2qra1tswGALX0xcgnXbfXq1YqLi9OAAQOueExSUpJCQ0Nbt0GDBnVjQgDoJMXF1t6D2qADALrQ3r3S+fNWxykAANqrooIxfV+yatUqjRkzRiEhIQoJCVFsbKy2bdvW+nt9fb0SEhIUFhamoKAgxcfHq7q62mBiAOgiu3ZJFy9Ks2aZTtKpKJwCgOuRkWHtPeyi0NVaWlr0/PPPa+rUqRo1alTr94888oj++Mc/KisrS4mJiXrzzTf12GOPXfE8vAAH4BHq66U9eyic6oAjR44oPT1d3/nOd656XGJiompqalq3Y8eOdVNCAOhExcVSeLg0cKDpJAAAOygokHx9ud8AALRfc7NUWUnh1JcMHDhQL7/8shwOh4qLizVr1iwtXrxYH330kSRp+fLlSklJ0caNG5Wdna0TJ05oyZIlhlMDQBfIypL69JHGjjWdpFMxqg8Arkd6unVBCA83ncRWEhIStHfvXuXl5bX5/plnnmn969GjR6t///6aPXu2Dh48qKFDh37tPImJiVqxYkXr59raWoqnANjP7t3W+Aw6h1y3NWvWKDw8XPfee+9VjwsICFBAQEA3pQKALlJUZL38ZlQGAMAVBQXShAlSr16mkwAA7ObwYWvBH4VTrRYtWtTm80svvaRVq1apsLBQAwcO1OrVq5WcnKxZf1tsv2bNGkVHR6uwsFCTJ082ERkAukZmpjRzptSzp+kknYqOUwDQXk6nVTjFmL52WbZsmbZs2aKsrCwNvMYq+UmTJkmSDhw4cNnfAwICWlvifrEBgO0UF0t+ftKYMaaT2FJLS4vWrFmjJ554Qr6+rAcB4OGcTuu6QbEtAMBVBQWM6QMAXJ+KCmtP4dRlNTc3a/369aqrq1NsbKwcDoeampo050vvjKKiojR48GDt3LnTYFIA6GQXLkg7d3rkRCbeMABAe1VWSn/5C4VTLnI6nXruuee0efNm7dixQ0OGDLnmnykrK5Mk9e/fv4vTAYBBxcXS6NESnZCuS3p6uo4ePapvf/vbpqMAQNc7elT6618ZtwQAcE1VlXToEIVTAIDrU1EhBQdLAwaYTuJW9uzZo9jYWNXX1ysoKEibN2/WiBEjVFZWJn9/f/Xp06fN8REREaqqqrri+RoaGtTQ0ND6uba2tquiA0DnKCiQGhspnAIAyOo25ecnTZ9uOoktJCQkKDk5We+//76Cg4NbbxRCQ0PVq1cvHTx4UMnJybrnnnsUFham8vJyLV++XDNmzNAYurAA8GRFRdK0aaZT2Na8efPkdDpNxwCA7lFUZO0pnAIAuOKL7haxsWZzAADsae9eq9sUY8LbGD58uMrKylRTU6N33nlHTzzxhLKzs6/7fElJSXrxxRc7MSEAdLGsLCk83CM7EjKqDwDaKyPDWrHXu7fpJLawatUq1dTUaObMmerfv3/r9vbbb0uS/P39lZ6ernnz5ikqKko/+MEPFB8fr5SUFMPJAaALnT8v7dvHC3AAgGuKi6WBA6XISNNJAAB2UFAgDRpkXTsAAGiv0lJp/HjTKdyOv7+/hg0bppiYGCUlJWns2LH69a9/rcjISDU2Nurs2bNtjq+urlbkVe7hEhMTVVNT07odO3asi/8OAKCDMjOlu+/2yMJaOk4BQHtcumRV0/7wh6aT2Ma1uoEMGjSoQ6syAMCWysqklhYKpwAAriku5poBAHBdQQFj+gAA1+fiRenjj6Xvf990ErfX0tKihoYGxcTEyM/PTxkZGYqPj5ckVVZW6ujRo4q9SvfHgIAABQQEdFdcAOiY2lqrI/pTT5lO0iUonAKA9nA4pJoaac4c00kAAHZWXCwFBkojR5pOAgBwdy0t1nXjRz8ynQQAYAcNDdZ145vfNJ0EAGBHe/ZIzc3ShAmmk7iVxMRExcXFafDgwTp37pySk5O1Y8cOpaWlKTQ0VEuXLtWKFSvUt29fhYSE6LnnnlNsbKwmT55sOjoAdI7cXOv6MGuW6SRdgsIpAGiP9HQpJITV3gCAjikqksaNk/z8TCcBALi7gwetxRsTJ5pOAgCwg5ISqbGRjlMAgOtTWir17CmNGmU6iVs5deqUHn/8cZ08eVKhoaEaM2aM0tLSNHfuXEnSq6++qh49eig+Pl4NDQ2aP3++XnvtNcOpAaATZWZa48CHDjWdpEtQOAUA7ZGeLs2cKfnyr08AQAcUF0vz5plOAQCwg+Jiax8TYzYHAMAeCgqkXr2ksWNNJwEA2FFJiTRihNUpHa1Wr1591d8DAwO1cuVKrVy5spsSAUA3y8qS7r5b8vExnaRL9DAdAABso67OevjEmD4AQEfU1Ej799M5BADgmuJiacgQKSzMdBIAgB0UFEh33kl3WwDA9SktlcaPN50CAOBOzpyRyso8dkyfROEUALguL89qdU7hFACgIxwOa8/YVwCAK4qKuGYAAFzjdFqFU7GxppMAAOzo0iVpzx4KpwAAbWVnW/cad99tOkmXoXAKAFyVni4NGCBFRZlOAgCws+JiqXdvafhw00kAAO6uudkalUGXQgCAK44ckaqqpClTTCcBANjRxx9L9fXShAmmkwAA3ElmpjRsmDR4sOkkXYbCKQBwVXq61W3KQ2e3AgC6SXGxFBMj9expOgkAwN1VVlojw+k4BQBwRUGBtafjFADgepSUWPtx44zGAAC4mawsjx7TJ1E4BQCuOX3amt3KmD4AQEcxcgkA4KqiImvPim8AgCsKCqTbb5duusl0EgCAHZWWSkOHSiEhppMAANxFVZVUUeHRY/okCqcAwDWZmdZ+9myzOQAA9vbXv0qHD1M4BQBwTXGxNdo1NNR0EgCAHRQUMKYPAHD9Skul8eNNpwAAuJOsLGtP4RQAQOnp0ogR0oABppMAAOzM4bD2FE4BAFxRXMw1AwDgmvPnpd27KZwCAFwfp9OaukHhFADgyzIzpZEjpYgI00m6FIVTAHAtTqe0fTtj+gAAHVdcbHUNGTbMdBIAgLtrarJeXFA41W4vv/yyfHx89Pzzz7d+V19fr4SEBIWFhSkoKEjx8fGqrq42FxIAOtuf/yy1tFA4BQC4PocOSTU1jAkHALSVmSnNmmU6RZejcAoAruXTT6UjRyicAgB0XFGR9QLcx8d0EgCAu/voI6m+Xpo40XQSWykqKtLvfvc7jRkzps33y5cvV0pKijZu3Kjs7GydOHFCS5YsMZQSALrAzp3WIo3oaNNJAAB2VFJi7ek4BQD4wpEj1ntyCqcAAEpPl3r2lO66y3QSAIDdMXIJAOCq4mKpRw9p3DjTSWzj/PnzevTRR/X666/rxhtvbP2+pqZGq1ev1n/+539q1qxZiomJ0Zo1a1RQUKDCwkKDiQGgExUUSJMnW9cOAADaq7RU6t/f40cxAQDaISvLWgTuBe/IuYsCgGtJT5cmTZJCQkwnAQDY2cmT0l/+QucQAIBrioulESOk3r1NJ7GNhIQE3XvvvZrzlW7BDodDTU1Nbb6PiorS4MGDtXPnzsueq6GhQbW1tW02AHBbLS1WxynG9AEArldpKd2mAABtZWZa14YvLU7zVBROAcDVNDdbFwXG9AEAOqq42NrTcQoA4IqiIopt22H9+vUqKSlRUlLS136rqqqSv7+/+vTp0+b7iIgIVVVVXfZ8SUlJCg0Nbd0GDRrUFbEBoHNUVkqff07hFADg+pWWShMmmE4BAHAXTqf1jtwLxvRJ7SycSkpK0sSJExUcHKzw8HDdf//9qqysbHNMfX29EhISFBYWpqCgIMXHx6u6urpTQwNAtykrkz77jMIpAEDHFRdLN90kDR5sOgkAwN3V10t79lBs66Jjx47pH/7hH7Ru3ToFBgZ2yjkTExNVU1PTuh07dqxTzgsAXaKgwBrRd+edppMAAOzo5EmpqoqOUwCA/3PggDVBg8Kpr8vOzlZCQoIKCwu1fft2NTU1ad68eaqrq2s9Zvny5UpJSdHGjRuVnZ2tEydOaMmSJZ0eHAC6RXq6NRpj0iTTSQAAdldcbHUO8fExnQQA4O727JGamiiccpHD4dCpU6c0YcIE+fr6ytfXV9nZ2frNb34jX19fRUREqLGxUWfPnm3z56qrqxUZGXnZcwYEBCgkJKTNBgBuq6BAGj1a4t9VAIDrUVpq7SmcAgB8ITNT8vWVpk0znaRb+Lbn4NTU1Daf165dq/DwcDkcDs2YMUM1NTVavXq1kpOTNetvlWdr1qxRdHS0CgsLNXny5M5LDgDdISNDuusuyd/fdBIAgJ05nVbh1P/7f6aTAADsoKhI8vOTxo41ncQWZs+erT179rT57qmnnlJUVJReeOEFDRo0SH5+fsrIyFB8fLwkqbKyUkePHlVsbKyJyADQuQoKpJkzTacAANhVaanUp490yy2mkwAA3EVmprUQPDjYdJJu0a6OU19VU1MjSerbt68ka4VfU1OT5nxppFVUVJQGDx6snTt3duR/CgC6X329lJvLmD4AQMcdOyadOkXnEACAa4qLrc4hAQGmk9hCcHCwRo0a1Wbr3bu3wsLCNGrUKIWGhmrp0qVasWKFsrKy5HA49NRTTyk2NpZFfgDs77PPpI8/lqZMMZ3Etl5++WX5+Pjo+eefb/2uvr5eCQkJCgsLU1BQkOLj41VdXW0uJAB0pdJSadw4uqQDACwtLVJWlteM6ZM6UDjV0tKi559/XlOnTtWoUaMkSVVVVfL391efPn3aHBsREaGqqqrLnqehoUG1tbVtNgBwCwUFVvEUhVMAgI4qLrb2FE4BAFxRXMw1o5O9+uqrWrhwoeLj4zVjxgxFRkZq06ZNpmMBQMcVFlp7CqeuS1FRkX73u99pzJgxbb5fvny5UlJStHHjRmVnZ+vEiRNasmSJoZQA0MVKS6UJE0ynAAC4i48+kk6f9qrCqXaN6vuyhIQE7d27V3l5eR0KkJSUpBdffLFD5wCALpGWJkVESH8rDgUA4LoVF0sDBlgbAABXU1dnPaD6/vdNJ7G1HTt2tPkcGBiolStXauXKlWYCAUBXKSiQwsOlW281ncR2zp8/r0cffVSvv/66/vVf/7X1+5qaGq1evVrJycma9beXRWvWrFF0dLQKCwvpVgjAs5w9K336qTR+vOkkAAB3kZVldUGPjTWdpNtcV8epZcuWacuWLcrKytLAgQNbv4+MjFRjY6POnj3b5vjq6mpFRkZe9lyJiYmqqalp3Y4dO3Y9kQCg823dKsXF0Z4WANBxRUV0DgEAuKaszGqJznUDAOCKggKr2xTPr9otISFB9957r+Z8pdu8w+FQU1NTm++joqI0ePBg7dy584rnY7oGAFsqK7P2FE4BAL6wfbt1j9Grl+kk3aZdhVNOp1PLli3T5s2blZmZqSFDhrT5PSYmRn5+fsrIyGj9rrKyUkePHlXsFarRAgICFBIS0mYDAOMOH7ZWeS9caDoJAMDunE5GLgEAXFdcbK3qGznSdBIAgLu7dEnatYsxfddh/fr1KikpUVJS0td+q6qqkr+/v/r06dPm+4iICFVVVV3xnElJSQoNDW3dBg0a1NmxAaDzlZZKgYHS8OGmkwAA3EFjo9Vxat4800m6VbtG9SUkJCg5OVnvv/++goODW28SQkND1atXL4WGhmrp0qVasWKF+vbtq5CQED333HOKjY2lfS0Ae9m6VfLzk+bONZ0EAGB3n35qtT2fONF0EgCAHRQXS+PGWfcjAABcTXm5dOEChVPtdOzYMf3DP/yDtm/frsDAwE47b2JiolasWNH6uba2luIpAO6vtFQaM0bybdcrYwCAp8rPl+rqpAULTCfpVu26Cq5atUqSNHPmzDbfr1mzRk8++aQk6dVXX1WPHj0UHx+vhoYGzZ8/X6+99lqnhAWAbrNlizRjhkQXPABARxUXW/uYGLM5AAD2UFTEAg4AgGt27rQKbbnXaBeHw6FTp05pwoQJrd81NzcrJydH//3f/620tDQ1Njbq7NmzbbpOVVdXKzIy8ornDQgIUEBAQFdGB4DOV1oqTZtmOgUAwF2kpUkREVZRrRdpV+GU0+m85jGBgYFauXKlVq5ced2hAMCoujqrBeFlWnUDANBuRUXSzTdL/fqZTgIAcHe1tVJlpZSYaDoJAMAOCgqkCROsEUtw2ezZs7Vnz5423z311FOKiorSCy+8oEGDBsnPz08ZGRmKj4+XJFVWVuro0aOKjY01ERkAusbFi9K+fdJzz5lOAgBwF2lp1pi+Hj1MJ+lW9F0EgK/KzJQaGqSFC00nAQB4guJixvQBAFxTUmLt77jDbA4AgD0UFEgPPGA6he0EBwdr1KhRbb7r3bu3wsLCWr9funSpVqxYob59+yokJETPPfecYmNjNXnyZBORAaBr7NkjNTdL48ebTgIAcAfV1VJZmfTDH5pO0u0onAKAr9qyRbrtNmsDAKAjWlokh0P6yU9MJwEA2EFRkdS7txQVZToJAMDdnTghHT4sTZliOolHevXVV9WjRw/Fx8eroaFB8+fP12uvvWY6FgB0rtJSqWdPafRo00kAAO7gww+t/dy5ZnMYQOEUAHyZ0ylt3So9+KDpJAAAT1BZKZ0/T+cQAIBrioutkUs9e5pOAgBwdzt3WnsKpzrFjh072nwODAzUypUrtXLlSjOBAKA7lJZKI0Yw8hUAYElLs55LhYebTtLtvGswIQBcy+7d0l/+wpg+AEDnKC629jExZnMAAOyhuJhiWwCAawoKpJtvlgYMMJ0EAGBXJSWM6QMAWFparI5T8+ebTmIEhVMA8GVbt0rBwdL06aaTAAA8QXGxNfq1Tx/TSQAA7u7MGenTT6WJE00nAQDYQUGBFBtrOgUAwK4uXZL27KFwCgBgKS2VTp+mcAoAIGnLFmnePMnf33QSAIAnKCqicwgAwDUOh7XnugEAuJb6eqtLCGP6AADX6+OPresJhVMAAMka0xcU5LWLMyicAoAvnD4t7dol3Xuv6SQAAE9w6ZK1SoPOIQAAVxQXS6Gh0tChppMAANxdSYnU2EjhFADg+pWWWvtx44zGAAC4ibQ0adYsr20uQuEUAHwhNVVyOqW4ONNJAACeoKLCWrlH5xAAgCuKi61rRg8e1QAArqGgQLrhBmnMGNNJAAB2VVpqLdoIDTWdBABgWm2tdY+xYIHpJMbwNA4AvrBli9UVJDLSdBIAgCcoLrZeftPyHADgCsa7AgBcVVAg3Xmn5OdnOgkAwK5KSnhmBQCwZGVZEzTmzzedxBgKpwBAkpqarBaEjOkDAHSWoiIpOtqaCw4AwNVUVUnHj1M4BQC4NqfTKpxiTB8A4Ho5nVJZGYVTAABLWpo0bJh0662mkxhD4RQASFJ+vlRTIy1caDoJAMBTfDFyCQCAa3E4rP3EiWZzAADc36FDUnU1hVMAgOt36JD1PoTCKQCAZBVOeXG3KYnCKQCwbN1qjejjRgEA0BkaGqTduymcAgC4pqhIuukmafBg00kAAO6uoMDaT55sNgcAwL5KS60970MAAAcOSJ9+SuGU6QAA4Ba2bJHuuUfqwb8WAQCdYM8eawwshVNd5i9/+Ysee+wxhYWFqVevXho9erSKi4tNxwKA6/NFl0IfH9NJAADubudOafhwKSzMdBIAgF2Vlkr9+1uLyQEA3i0tTfLzk+6+23QSo6gQAIBPP5U+/pgxfQCAzlNcLPn6SmPHmk7ikT7//HNNnTpVfn5+2rZtmyoqKvQf//EfuvHGG01HA4D2czqt6wZj+gAArsjNZUwfAKBjSkroNgUAsKSlSVOnSkFBppMY5Ws6AAAYt3WrVUk7Z47pJAAAT1FcLI0aJfXqZTqJR/rlL3+pQYMGac2aNa3fDRkyxGAiAOiA48el6mq6FAIAru3UKau77Y9/bDoJAMDOSkulpUtNpwAAmNbYKGVmSj/5iekkxtFxCgC2bJFmzpSCg00nAQB4ii9GLqFLfPDBB7rjjjv04IMPKjw8XOPHj9frr79+xeMbGhpUW1vbZgMAt/HFmFGuGwCAa8nKsvazZpnNAQCwr6oqa6PjFAAgP1+qq5PmzzedxDgKpwB4t/PnpR07pHvvNZ0EAOApLlyQ9u5l5FIX+vTTT7Vq1SrddtttSktL07PPPqvvf//7+sMf/nDZ45OSkhQaGtq6DRo0qJsTA8BVFBdLAwZYGwAAV5OZKUVFcc0AAFy/0lJrP2GC2RwAAPPS0qTwcGnsWNNJjKNwCoB3S0+32hAuXGg6CQDAU+zeLTU30zmkC7W0tGjChAn6t3/7N40fP17PPPOMnn76af32t7+97PGJiYmqqalp3Y4dO9bNiQHgKoqKuGYAAFyTkSHNnm06BQDAzkpKpD59pFtuMZ3EVpKSkjRx4kQFBwcrPDxc999/vyorK9scM3PmTPn4+LTZvvvd7xpKDAAuSEuzuk31oGyI/wcAeLetW6Xhw6WhQ00nAQB4iuJiyd9fGjXKdBKP1b9/f40YMaLNd9HR0Tp69Ohljw8ICFBISEibDQDcgtPJeFcAgGuOHJEOHmRMHwCgY0pLpXHjJB8f00lsJTs7WwkJCSosLNT27dvV1NSkefPmqa6urs1xTz/9tE6ePNm6vfLKK4YSA8A1VFdLZWWM6fsbX9MBAMAYp9MqnHr4YdNJAACepKjIegDl7286iceaOnXq11b17d+/XzfffLOhRABwnQ4dkj7/nMIpAMC1ZWVZL7lnzjSdBABgZ6Wl0uLFplPYTmpqapvPa9euVXh4uBwOh2bMmNH6/Q033KDIyMjujgcA7ffhh9Z+7lyzOdwEHacAeK/SUunkScb0AQA6F51Dutzy5ctVWFiof/u3f9OBAweUnJys3//+90pISDAdDQDa589/tvZcNwAA15KRIY0fL/XtazoJAMCuamqkTz+1rifokJqaGklS369cl9etW6ebbrpJo0aNUmJioi5cuHDFczQ0NKi2trbNBgDdJi1NmjBBCg83ncQtUDgFwHtt3SqFhEjTpplOAgDwFOfOSR9/zAvwLjZx4kRt3rxZb731lkaNGqV/+Zd/0a9+9Ss9+uijpqMBQPsUFEjDhkn9+plOAgBwZ06nlJnJmD4AQMeUlVn7CROMxrC7lpYWPf/885o6dapGjRrV+v0jjzyiP/7xj8rKylJiYqLefPNNPfbYY1c8T1JSkkJDQ1u3QYMGdUd8AJBaWqyOU4zpa8WoPgDea8sW64Lg52c6CQDAU5SWWi81Jk40ncTjLVy4UAvpGgnA7vLzpalTTacAALi7/fulEyconAIAdExJiRQYKA0fbjqJrSUkJGjv3r3Ky8tr8/0zzzzT+tejR49W//79NXv2bB08eFBDhw792nkSExO1YsWK1s+1tbUUTwHoHmVl0unTFE59CR2nAHin6mqpqEi6917TSTxeUlKSJk6cqODgYIWHh+v+++9XZWVlm2Pq6+uVkJCgsLAwBQUFKT4+XtXV1YYSA0AHFBVJN9wgRUWZTgIAcHfnz0u7d1M4BQC4tsxMyddXmj7ddBIAgJ2VlkpjxljXFFyXZcuWacuWLcrKytLAgQOveuykSZMkSQcOHLjs7wEBAQoJCWmzAUC3SEuTgoKk2FjTSdwGhVMAvNO2bdY+Ls5sDi+QnZ2thIQEFRYWavv27WpqatK8efNUV1fXeszy5cuVkpKijRs3Kjs7WydOnNCSJUsMpgaA61RcLI0fzwMoAMC17dolNTdTOAUAuLaMDGnSJOvlBgAA16u01HpuhXZzOp1atmyZNm/erMzMTA0ZMuSaf6bsb6MR+/fv38XpAKCdUlOtbrb+/qaTuA3e6ADwTlu3SnfeKYWHm07i8VJTU9t8Xrt2rcLDw+VwODRjxgzV1NRo9erVSk5O1qy/tZxfs2aNoqOjVVhYqMmTJ5uIDQDXp6hIYnwcAMAV+fnSjTfSpRAAcHUtLVJWlpSQYDoJAMDOLl6U9u2Tli0zncSWEhISlJycrPfff1/BwcGqqqqSJIWGhqpXr146ePCgkpOTdc899ygsLEzl5eVavny5ZsyYoTFjxhhODwBfUlsrFRRIv/616SRuhY5TALxPY6PVgpAxfUbU1NRIkvr27StJcjgcampq0pw5c1qPiYqK0uDBg7Vz587LnqOhoUG1tbVtNgAwrqpKOnhQmjLFdBIAgB3k51st0XvwaAYAcBXl5dJnn0mzZ5tOAgCwsz17rI63EyaYTmJLq1atUk1NjWbOnKn+/fu3bm+//bYkyd/fX+np6Zo3b56ioqL0gx/8QPHx8UpJSTGcHAC+IitLunRJmj/fdBK3QscpAN4nL086d46OIAa0tLTo+eef19SpUzVq1ChJUlVVlfz9/dWnT582x0ZERLSu2viqpKQkvfjii10dFwDaJy/P2k+bZjYHAMD9NTdLhYXSCy+YTgIAcHcZGVJgoERHbgBAR5SWSj17SqNHm05iS06n86q/Dxo0SNnZ2d2UBgA6IC1NGjZMGjrUdBK3wrJGAN5n61ZpwABp3DjTSbxOQkKC9u7dq/Xr13foPImJiaqpqWndjh071kkJAaAD8vKkW2+1rjEAAFzNRx9ZrdGnTjWdBADg7jIzrcUZAQGmkwAA7Ky0VIqOtopxAQDeKy2NblOXQeEUAO+zZYt0zz2Sj4/pJF5l2bJl2rJli7KysjRw4MDW7yMjI9XY2KizZ8+2Ob66ulqRkZGXPVdAQIBCQkLabABgXF4e3aYAAK7Jz5d8faWJE00nAQC4s6YmKSeHMX0AgI4rLZXGjzedAgBg0oED0qefUjh1GRROAfAun3wi7d/PmL5u5HQ6tWzZMm3evFmZmZkaMmRIm99jYmLk5+enjIyM1u8qKyt19OhRxcbGdndcALg+585ZD6AonAIAuCI/X5owQbrhBtNJAADurKhIOn9emjXLdBIAgJ1duiSVl1v3IAAA75WWJvn5SXffbTqJ2/E1HQAAutXWrZK/Pyv1ulFCQoKSk5P1/vvvKzg4WFVVVZKk0NBQ9erVS6GhoVq6dKlWrFihvn37KiQkRM8995xiY2M1efJkw+kBwEWFhVJLizR9uukkAAA7yM+X7r/fdAoAgLvLzJRCQnjRDQDomI8/lurr6TgFAN4uLU2aOlUKCjKdxO1QOAXAu2zdalXRckHoNqtWrZIkzZw5s833a9as0ZNPPilJevXVV9WjRw/Fx8eroaFB8+fP12uvvdbNSQGgA3JzpZtukoYPN50EAODuTpyQDh+2HlQBAHA1mZnSzJnWeFcAAK5Xaam1HzfOaAwAgEGNjdb9xU9+YjqJW+KOC4D3OHdOys6W/uM/TCfxKk6n85rHBAYGauXKlVq5cmU3JAKALpCXZ43p8/ExnQQA4O4KCqw9hVMAgKu5eNG6Zvzyl6aTAADsrrRUuvVWKTTUdBIAgCn5+VJdnTR/vukkbqmH6QAA0G22b5eamqR77zWdBADgSRobrVF906aZTgIAsIP8fGnIEKl/f9NJAADurKBAamiQZs0ynQQAYHelpYzpAwBvl5YmhYdLY8eaTuKWKJwC4D22bpWio62VFQAAdJbSUms1+PTpppMAAOwgP59uUwCAa8vMlPr1k0aNMp0EAGBnTqf17GrCBNNJAAAmpaVJ8+ZJPSgRuhz+XwHgHVparMIpuk0BADpbbq50ww2s3AMAXNuFC9ZLiylTTCcBALi7jAyr2xTjwAEAHXHokFRTw3MrAPBm1dVSWRlj+q6CwikA3mHXLuuisGiR6SQAAE+TlydNniz5+ZlOAgBwd0VF0qVLdJwCAFxdTY11zZg923QSAIDd7dxp7SdONJsDAGDOhx9a+3nzzOZwYxROAfAO77wjRUbyggIA0LlaWqzCqWnTTCcBANhBfr4UEiKNHGk6CQDAneXmWvcas2aZTgIAsLv8fGn4cOmmm0wnAQCYkpZmjWwNDzedxG1ROAXA8zmdVuHUAw9IPXuaTgMA8CSVldKZMxROAQBck58vxcZyXwIAuLqMDGnwYOnWW00nAQDYXX4+C8oBwJu1tFgdpxjTd1UUTgHwfMXF0tGj0je+YToJAMDT5OZaL78nTzadBADg7lpapIICXloAAK4tM9Ma0+fjYzoJAMDOamqkPXu4BwEAb1ZaKp0+TeHUNVA4BcDzvfOO1YZ2xgzTSQAAniYvTxo3TgoONp0EAODu9u2Tzp6VpkwxnQQA4M5On5bKyxnTBwDouMJCayIHndIBwHt98IF04408j7oGCqcAeDanU3r3XWtMn6+v6TQAAE+TlydNn246BQDADvLzrS6FkyaZTgIAcGdZWdaewikAQEfl50v9+km33WY6CQDAlPffl+65R/LzM53ErVE4BcCz7d4tHTzImD4AQOf7y1+kQ4dYtQcAcE1BgTR2rBQUZDoJAMCdZWZKUVHSgAGmkwAA7C4vz+owwuhXAPBOR45Y78rvu890ErdH4RQAz/bOO1b7wbvvNp0EAOBp8vKsPYVTAABX5OdLU6eaTgEAcHeZmXSbAgB0XFOTtGsX9yAA4M1SUqxOUwsWmE7i9iicAuC5nE5p40Zp8WLaDwIAOl9urtXqPCLCdBIAgLurrpYOHOClBQDg6o4dkz75hMIpAEDH7d4tXbjAPQgAeLP337eai4SEmE7i9iicAuC5PvpI2r+fMX0AgK6RlydNn246BQDADgoKrP2UKWZzAADcW2amNU5p5kzTSQAAdpefLwUESDExppMAAEyoqZF27GBMn4sonALgud55x6qgnTPHdBIAgKc5e1YqL2dMHwDANfn50qBB1gYAwJVkZkrjxklhYaaTAADsLj9fuuMOq3gKAOB9UlOlS5ekRYtMJ7EFCqcAeK5337WqaLkxAAB0tp07rZGwFE4BAFxRUMCIDADA1TmdUkYGY/oAAB3ndFqFU9yDAID3ev99afx4afBg00lsgcIpAJ7p44+lvXsZ0wcA6Bq5uVJEhDRsmOkkAAB3V18vORy8tAAAXN0nn0h/+Ys0e7bpJAAAuztyRDpxgnsQAPBWTU3Sn/7EmL52oHAKgGd6910pKEiaN890EgCAJ8rLs7pN+fiYTgIAcHfFxVJjIy8tAABXl5kp+frS1RYA0HH5+dZ+yhSzOQAAZuTmSjU1FE61A4VTADzTO+9I994r9eplOgkAwNM0NEh//rM0fbrpJAAAO8jPl3r3lkaPNp0EAODOMjKkO++UgoNNJwEA2F1+vhQVJd10k+kkAAAT3n9fGjjQGtUHl1A4BcDzHDwolZUxpg8A0DWKi63iKVaCAwBckZ8vTZ5sdRFBl1i1apXGjBmjkJAQhYSEKDY2Vtu2bWv9vb6+XgkJCQoLC1NQUJDi4+NVXV1tMDEAfEVLi5SVxZg+AEDnyMuj4y0AeCunU/rgA6vbFBMzXEbhFADP8+67VqepuDjTSQAAnig31xoHO3as6SQAAHfndEoFBby06GIDBw7Uyy+/LIfDoeLiYs2aNUuLFy/WRx99JElavny5UlJStHHjRmVnZ+vEiRNasmSJ4dQA8CV79khnzkizZplOAgCwu7Nnpb17uQcBAG+1d690+DBj+tqJ5Y4APM8770j33GONwwAAoLPl5UmxsXQOAQBc2/791otwXlp0qUWLFrX5/NJLL2nVqlUqLCzUwIEDtXr1aiUnJ2vW3woS1qxZo+joaBUWFmry5MkmIgNAWxkZUmCgdZ8BAEBHFBZaCzi4BwEA7/T++9b475kzTSexFTpOAfAsR45IRUWM6QMAdI2WFmvk0vTpppMAAOwgP1/q0cMa1Ydu0dzcrPXr16uurk6xsbFyOBxqamrSnDlzWo+JiorS4MGDtXPnToNJAeBLMjOtUeABAaaTAADsLj9f6tdPuu0200kAACZ88IG0YAH3Fu1E4RQAz/Luu9aF4N57TScBAHiijz6yWp5Pm2Y6CQDADvLzpdGjpZAQ00k83p49exQUFKSAgAB997vf1ebNmzVixAhVVVXJ399fffr0aXN8RESEqqqqrni+hoYG1dbWttkAoEs0NUnZ2YzpAwB0jvx8acoUycfHdBIAQHc7ccJqMMKYvnajcAqAZ3nnHWn+fKsFIQAAnS0vzxrRN2mS6SQAADv44qUFutzw4cNVVlamXbt26dlnn9UTTzyhioqK6z5fUlKSQkNDW7dBgwZ1YloA+JLiYun8eWn2bNNJAAB219Qk7drFmD4A8FYpKVLPntI995hOYjsUTgHwHMePSzt3MqYPANB1cnOlmBjphhtMJwEAuLu//lWqrOSlRTfx9/fXsGHDFBMTo6SkJI0dO1a//vWvFRkZqcbGRp09e7bN8dXV1YqMjLzi+RITE1VTU9O6HTt2rIv/DgB4rcxMqzPhhAmmkwAA7G73bunCBe5BAMBbffCBNH261Lev6SS20+7CqZycHC1atEgDBgyQj4+P3nvvvTa/P/nkk/Lx8WmzLViwoLPyAsCVbd4s+flJixaZTgIA8FR5eYzpAwC4ZudOa89LCyNaWlrU0NCgmJgY+fn5KSMjo/W3yspKHT16VLGxsVf88wEBAQoJCWmzAUCXyMyU7rrL6myLbrFq1SqNGTOm9d/vsbGx2rZtW+vv9fX1SkhIUFhYmIKCghQfH6/q6mqDiQHARfn5UkCAtegPAOBdzp+XMjIY03ed2l04VVdXp7Fjx2rlypVXPGbBggU6efJk6/bWW291KCQAuOSdd6S5c6U+fUwnAQB4oiNHpGPHrBUbAABcS36+NGCAdPPNppN4vMTEROXk5Ojw4cPas2ePEhMTtWPHDj366KMKDQ3V0qVLtWLFCmVlZcnhcOipp55SbGysJk+ebDo6AG938aJ1vWBMX7caOHCgXn75ZTkcDhUXF2vWrFlavHixPvroI0nS8uXLlZKSoo0bNyo7O1snTpzQkiVLDKcGABfk50t33GEVTwEAvMuHH0oNDRROXad2L2OJi4tTXFzcVY8JCAi4artzAOh0VVXW+KTVq00nAQB4qrw8a0/nEACAK/LzrWuGj4/pJB7v1KlTevzxx3Xy5EmFhoZqzJgxSktL09y5cyVJr776qnr06KH4+Hg1NDRo/vz5eu211wynBgBJBQXWy41Zs0wn8SqLvtKt/qWXXtKqVatUWFiogQMHavXq1UpOTtasv/1zWbNmjaKjo1VYWEjRLQD35XRa9yCPPWY6CQDAhA8+kEaOlIYONZ3EltrdccoVO3bsUHh4uIYPH65nn31WZ86c6Yr/GQD4P5s3Sz17SosXm04CAPBUublSdLR0002mk3i9f/7nf/7aePCoqCjTsQDg/zQ0SEVF0pQpppN4hdWrV+vw4cNqaGjQqVOnlJ6e3lo0JUmBgYFauXKlPvvsM9XV1WnTpk0s+APgHv70J6l/f+sFB4xobm7W+vXrVVdXp9jYWDkcDjU1NWnOnDmtx0RFRWnw4MHa+cUY3itoaGhQbW1tmw0Aus3hw9KJE9K0aaaTAAC6W3OztGUL3aY6oNMHpy9YsEBLlizRkCFDdPDgQf3TP/2T4uLitHPnTvXs2fNrxzc0NKihoaH1MzcTAK7LO+9Id98t9e1rOgkAwFPl5fHwyY2MHDlS6enprZ99fTv91gYArl9JiVU8RZdCAMDVpKRICxdKPbpkfTOuYs+ePYqNjVV9fb2CgoK0efNmjRgxQmVlZfL391efPn3aHB8REaGqqqqrnjMpKUkvvvhiF6YGgKvIz7f2LN4AAO9TUCCdOUODkQ7o9LcLDz30UOtfjx49WmPGjNHQoUO1Y8cOzb7MrHZuJgB02OnT0o4d0qpVppMAADzVmTPSRx9JL7xgOgn+xtfXl24hANxXQYF0ww3SuHGmkwAA3NX+/dInn0j/8R+mk3il4cOHq6ysTDU1NXrnnXf0xBNPKDs7u0PnTExM1IoVK1o/19bWatCgQR2NCgCuyc+XoqKksDDTSQAA3e2DD6SICGniRNNJbKvLl7Lceuutuummm3TgwIHL/p6YmKiamprW7dixY10dCYCnef99a3///UZjAAA8WEGBtafjlNv45JNPNGDAAN1666169NFHdfTo0Ssey8gMAN0uP1+6807Jz890EgCAu0pJkQIDpcssNkbX8/f317BhwxQTE6OkpCSNHTtWv/71rxUZGanGxkadPXu2zfHV1dXXXLgREBCgkJCQNhsAdJv8fDreAoC3+uADadEiOtl2QJf/P3f8+HGdOXNG/fv3v+zv3EwA6LB33pHuuksKDzedBADgqXJzpQEDpFtuMZ0EkiZNmqS1a9cqNTVVq1at0qFDhzR9+nSdO3fusscnJSUpNDS0dWPVN4Au5XTy0gIAcG0pKdKcOVaHQhjX0tKihoYGxcTEyM/PTxkZGa2/VVZW6ujRo4qNjTWYEACu4uxZae9e7kEAwBt9/LHVzZYxfR3S7sKp8+fPq6ysTGVlZZKkQ4cOqaysTEePHtX58+f1ox/9SIWFhTp8+LAyMjK0ePFiDRs2TPPnz+/s7AAgffaZlJEhfeMbppMAADxZXp40fbrk42M6CSTFxcXpwQcf1JgxYzR//nz96U9/0tmzZ7Vhw4bLHk+XWwDd6uBB6dQpacoU00kAAO7q88+te4yFC00n8UqJiYnKycnR4cOHtWfPHiUmJmrHjh169NFHFRoaqqVLl2rFihXKysqSw+HQU089pdjYWE2ePNl0dAC4vMJCawEHhVNdJikpSRMnTlRwcLDCw8N1//33q7Kyss0x9fX1SkhIUFhYmIKCghQfH6/q6mpDiQF4jQ8+kHr1opNtB7W7cKq4uFjjx4/X+PHjJUkrVqzQ+PHj9bOf/Uw9e/ZUeXm57rvvPt1+++1aunSpYmJilJubq4CAgE4PDwD64AOpuVl64AHTSQAAnuriRam4mDF9bqxPnz66/fbbrzgenC63ALpVfr61pysFAOBKUlOt51kUThlx6tQpPf744xo+fLhmz56toqIipaWlae7cuZKkV199VQsXLlR8fLxmzJihyMhIbdq0yXBqALiK/HypXz/ptttMJ/FY2dnZSkhIUGFhobZv366mpibNmzdPdXV1rccsX75cKSkp2rhxo7Kzs3XixAktWbLEYGoAXuGDD6R586ziKVw33/b+gZkzZ8rpdF7x97S0tA4FAoB2eecdaxXFFcaBAgDQYX/+s9TUZHWcgls6f/68Dh48qG9961umowCAVFAgjRwp3Xij6SQAAHeVkiJNmCD93d+ZTuKVVq9efdXfAwMDtXLlSq1cubKbEgFAB+XnWx1v6ZTeZVJTU9t8Xrt2rcLDw+VwODRjxgzV1NRo9erVSk5O1qxZsyRJa9asUXR0tAoLC+laCKBrnDplPYe6xn/f4tra3XEKANxGTY20fTtj+gAAXSs3VwoJkUaNMp0Ef/PDH/5Q2dnZOnz4sAoKCvTAAw+oZ8+eevjhh01HAwDrpQUjMgAAV9LUJG3bRrcpAEDnaGqSdu3iHqSb1dTUSJL69u0rSXI4HGpqatKcOXNaj4mKitLgwYO1c+dOIxkBeIGtW639vfeazeEB2t1xCgDcxpYtUmOjRKtTAEBXysuzHj717Gk6Cf7m+PHjevjhh3XmzBn169dP06ZNU2Fhofr162c6GgBv9/nn0kcfST/+sekkAAB3VVAgnT0rLVpkOgkAwBPs3i1duEDhVDdqaWnR888/r6lTp2rU3xZaVlVVyd/fX3369GlzbEREhKqqqi57noaGBjU0NLR+rq2t7bLMADzUBx9IsbFSeLjpJLZH4RQA+3rnHWnyZGnQINNJAACeqrnZerHxj/9oOgm+ZP369aYjAMDlfbGSeMoUszkAAO4rJUXq398a1QcAQEfl5UkBAVJMjOkkXiMhIUF79+5VXl5eh86TlJSkF198sZNSAfA6Fy9KH34o/fznppN4BEb1AbCnc+estuaM6QMAdKXycuuaM3266SQAADvIz7dW+Q0dajoJAMBdpaRYY/p68GgeANAJ8vOliROt4il0uWXLlmnLli3KysrSwIEDW7+PjIxUY2Ojzp492+b46upqRUZGXvZciYmJqqmpad2OHTvWldEBeJqMDKvj4H33mU7iEbg7A2BPf/qT1NAgxcebTgIA8GR5eZK/v/UACgCAa8nPt0Zk+PiYTgIAcEf791vbwoWmkwAAPIHT+X/3IOhSTqdTy5Yt0+bNm5WZmakhQ4a0+T0mJkZ+fn7KyMho/a6yslJHjx5VbGzsZc8ZEBCgkJCQNhsAuOyDD6TbbpOGDzedxCMwqg+APb39ttV69pZbTCcBAHiy3FzpjjukwEDTSQAA7q6+Xtq1S3rpJdNJAADuassW695izhzTSQAAnuDwYenkSQqnukFCQoKSk5P1/vvvKzg4WFVVVZKk0NBQ9erVS6GhoVq6dKlWrFihvn37KiQkRM8995xiY2M1efJkw+kBeJyWFquT7WOPsXivk1A4BcB+PvvMetD0yiumkwAAPJnTaXWcevxx00kAAHZQUGAVT/EyHABwJSkp0uzZ0g03mE4CAPAE+fnWfsoUszm8wKpVqyRJM2fObPP9mjVr9OSTT0qSXn31VfXo0UPx8fFqaGjQ/Pnz9dprr3VzUgBeoahIqqpiTF8nonAKgP1s2GBV0j78sOkkAABP9umn1qq9adNMJwEA2MH27VJ4uDRqlOkkAAB39PnnVkfb//5v00kAAJ4iP1+KipLCwkwn8XhOp/OaxwQGBmrlypVauXJlNyQC4NU++MD6d/8VRoGi/XqYDgAA7fbGG9L8+VJEhOkkAABPlpdn7Wl3DgBwRXq61W2qB49aAACXkZYmNTdLCxeaTgIA8BT5+Ty3AgBv9P771n2FL32SOgtP8wDYy4ED0s6djE0CAHS99HRp7FjpxhtNJwEAuLvPPpMcDsb0AQCuLCVFGj9eGjjQdBIAgCc4e1bau5fCKQDwNgcPSh99xJi+TkbhFAB7efNNKSSEiwEAoGu1tEgffigtWGA6CQDADjIzJaeTwikAwOVduiRt20a3KQBA5ykstO5BKJwCAO+SkiIFBEjz5plO4lEonAJgH06nVTj14INSr16m0wAAPNnu3dKpU9ZoWAAAriU9XRo+XBo0yHQSAIA7ys+XPv9cWrTIdBIAgKfIz5f69ZNuu810EgBAd3rvPWnWLCkoyHQSj0LhFAD7yM+XDh2SvvUt00kAAJ4uNVXq3ZtVewAA16Sn020KAHBlW7ZIkZFSTIzpJAAAT5GXJ02ZIvn4mE4CAOguJ05IOTlWkxF0KgqnANjHG29IN98sTZ9uOgnaIScnR4sWLdKAAQPk4+Oj9957r83vTz75pHx8fNpsCxiNBcC0tDTp7rslf3/TSQAA7u7QIengQQqnAABXlpJijenrweN4AEAnaGqSdu2Spk0znQQA0J02bpR8faUHHjCdxONwpwbAHurrpQ0brG5TPGSylbq6Oo0dO1YrV6684jELFizQyZMnW7e33nqrGxMCwFecO2d1OaSIEwDgivR06x7l7rtNJwEAuKNPPpEqK63CKQAAOkNZmXTxIp3SAcDbrF8vxcVJffqYTuJxfE0HAACXpKRINTWM6bOhuLg4xcXFXfWYgIAARUZGdlMiALiGrCzp0iVp/nzTSQAAdrB9u3TnnVJoqOkkAAB3tGWLFBBAZ0IAQOfJz7euLRMmmE4CAOguhw5JhYVScrLpJB6Jti0A7OGNN6RJk6TbbzedBF1gx44dCg8P1/Dhw/Xss8/qzJkzpiMB8GapqdKtt0rDhplOAgBwdy0tUkYGL8MBAFeWkiLNni317m06CQDAU+TnSxMnWsVTAADvsGGD1KuXtGiR6SQeicIpAO7v1CnrJfbjj5tOgi6wYMECvfHGG8rIyNAvf/lLZWdnKy4uTs3NzVf8Mw0NDaqtrW2zAUCnSUtjTB8AwDVlZdJnn0lz55pOAgBwR2fPSrm5jOkDAHQep9MqnGJMHwB4l/XrraKpoCDTSTwSo/oAuL/16yUfH+mb3zSdBF3goYceav3r0aNHa8yYMRo6dKh27Nih2bNnX/bPJCUl6cUXX+yuiAC8yYED0qefMqYPAOCa7dulG26QJk82nQQA4I5SU60x4BROAQA6y+HD0smTFE4BgDf5+GNr8d7PfmY6icei4xQA9/fGG9K990phYaaToBvceuutuummm3TgwIErHpOYmKiamprW7dixY92YEIBHS0uTfH2lu+82nQQAYAfp6dJdd0n+/qaTAADc0ZYt0rhx0qBBppMAADxFfr61nzLFbA4AQPd5+20pOFiKizOdxGNROAXAvVVUSA6H9K1vmU6CbnL8+HGdOXNG/fv3v+IxAQEBCgkJabMBQKdITbVW7AUHm04CAHB3Fy9a45cY0wcAuJxLl6Q//ckapwEAQGfJz5eiolhoDgDewum0pjM98IAUGGg6jceicAqAe3vzTenGG62OU7Cl8+fPq6ysTGVlZZKkQ4cOqaysTEePHtX58+f1ox/9SIWFhTp8+LAyMjK0ePFiDRs2TPMZkwWguzU2SllZ0oIFppMAAOwgP19qaJDmzDGdBADgjgoKpM8/Z0wfAKBz7dghTZ9uOgUAoLuUl1uj+h56yHQSj0bhFAD31dIi/fGP1oUgIMB0Glyn4uJijR8/XuPHj5ckrVixQuPHj9fPfvYz9ezZU+Xl5brvvvt0++23a+nSpYqJiVFubq4C+GcOoLvl50t1dRKFmwAAV6SnSxER0qhRppMAANxRSooUGSndcYfpJAAAT3H4sPXynGdXAOA93nrL6jLIwr0u5Ws6AABc0Y4d0vHjjOmzuZkzZ8rpdF7x97S0tG5MAwBXkZYmhYdLY8eaTgIAsIP0dOuhlY+P6SQAAHe0ZYvVQb0Ha5cBAJ0kNVXq2ZOX5wDgLb4Y0/eNb0h+fqbTeDTu2gC4rzfekIYNkyZPNp0EAOANUlOlefN4sQEAuLYzZ6SSEl5YAAAu78ABqyMIY/oAAJ0pNVWaMkUKDTWdBADQHXbtko4cYUxfN+CtEAD3VFcnvfuu9PjjrOAGAHS9qipp925pwQLTSQAAdpCZaa36o3AKAHA5KSlSQIA0d67pJAAAT9HYKGVkSHFxppMAALrL+vVS//7S9Ommk3g8CqcAuKf33pPOn5cee8x0EgCAN/jwQ2vPiw0AgCvS06WoKGngQNNJAADuaMsWadYsqXdv00kAAJ4iP996Z8KiPwDwDs3N0oYN0t//vTWmFV2KwikA7unNN63q2SFDTCcBAHiD1FRpwgQpPNx0EgCAHWzfTrcpAMDl1dRIOTnSokWmkwAAPMm2bVJkpDRunOkkAIDukJsrnTzJmL5uQuEUAPdz4oT1IuJb3zKdBADgDVparOsOK/YAAK749FPp0CEKpwAAl5eaKl26JN17r+kkAABPkpoqzZ8v+fiYTgIA6A7r10s33yxNmmQ6iVegcAqA+0lOlvz8pAcfNJ0EAOANSkqkv/7VevgEAMC1bN9utUifOdN0EgCAO0pJkcaOlQYPNp0EAOApjh+X9uyR4uJMJwEAdIemJumdd6xuUxTMdgsKpwC4nzfflBYvlvr0MZ0EAOAN0tKk4GApNtZ0EgCAHaSnS3feKYWGmk4CAHA3ly5Zo5QY0wcA6EypqVKPHtLcuaaTAAC6Q0aGdOYMY/q6EYVTANzL7t1SeTlj+gAA3Sc1VZo1y+p2CADA1TQ3S5mZvLAAAFzezp3SZ59JCxeaTgIA8CSpqdaopr59TScBAHSH9eul4cOtTrboFhROAXAvb74p9evHuCQAQPeoqbFebixYYDoJAMAOSkutF+Jz5phOAgBwRykpUkSENHGi6SQAAE/R1GSNC+fZFQB4h/p6afNmxvR1MwqnALiPS5ekdeukRx6h6wcAoHtkZlrdQyjYBQC4Ij1d6t3bWu0NAMCXOZ1W4dS991rjlAAA6AyFhVJtrRQXZzoJAKA7bNtm/Xv/m980ncSrcAcHwH2kp0tVVYzpAwB0n7Q06bbbpCFDTCcBANhBero0c6bk7286CQDA3ezZI338sbRkiekkAABPsm2bdNNNUkyM6SQAgO6wfr01oi862nQSr0LhFAD38eab0ogR0oQJppMAALyB0ymlptJtCgDgmosXpbw8xvQBAC7vrbekvn2luXNNJwEAeJIvnl3RzRAAPN/581YX24ceMp3E63CVBeAeamutea3f+hbzWgEA3WP/funIEWnBAtNJAAB2kJcnNTRQOAUA+Dqn0yqcevBBuhICADpPVZVUWsqzKwDwFikp1sI9Cqe6HYVTANzDu+9K9fXSo4+aTgIA8BZpadZLjZkzTScBANhBeroUGSmNHGk6CQDA3ezcaS3KePhh00kAAJ4kLc1aaE63dADwDuvXS5MnS7fcYjqJ16FwCoB7ePNNadYsadAg00kAAN4iLU2aNk3q3dt0EgCAHWzfbnWbokMuAOCrkpOlv/s7afp000kAAJ5k2zYpJkbq1890EgBAV/v8c+vf+3SbMoLCKQDmHTkiZWVZY/oAAOgO9fXWtYdW5wAAV/z1r9aIDMb0AQC+6tIlacMG6wVHDx63AwA6SXOz9OGHUlyc6SQAgO7w3nvWvcWDD5pO4pW4kwNg3uuvS8HBUny86SQAAG+Rl2fNCqfVOQDAFZmZ1p7CKQDAV2VkSKdPS488YjoJAMCT/PnPVvcRFv0BgHdYv1666y5pwADTSbwShVMAzGpslP7nf6THH5eCgkynAQB4i7Q0qX9/afRo00kAAHawfbsUHW2NYQIA4Mveeku6/XZp/HjTSQAAniQ1VbrxRunOO00nAQB0tVOnrAUZjOkzhsIpAGZt3ixVV0vPPms6CQDAm6SmSvPmST4+ppOgE7z88svy8fHR888/bzoKAE/kdFqFU3SbAgB81cWL0qZNVrcp7i0AAJ1p2zZp7lzJ19d0EgBAV3v3XWvPdCZjKJwCYNaqVVbbwZEjTScBAHiLv/xF2ruXVuceoqioSL/73e80ZswY01EAeKqDB6UjR6yXFgAAfNmf/iSdOyc9/LDpJAAAT3L6tFRcLMXFmU4CAOgO69dbz51uusl0Eq9F4RQAcz76SMrOptsUAKB7ffihtRqcF+C2d/78eT366KN6/fXXdeONN5qOA8BTpadLPXtaCz4AAPiy5GRpwgRrVB8AAJ3lww+tzrfz55tOAgDoasePS7m5jOkzjMIpAOb89rdSRIT0wAOmkwAAvElamnTHHVJYmOkk6KCEhATde++9mnON8VkNDQ2qra1tswGAy9LTpUmTpJAQ00kAAO6kpkbautUa0wcAQGdKTZXGjZP69zedBADQ1TZskPz8pPvvN53Eq1E4BcCM8+elP/xB+s53JH9/02kAAN6iudlatceYPttbv369SkpKlJSUdM1jk5KSFBoa2roNGjSoGxIC8AjNzVJmJl0KAQBft3mz1NgoffObppMAADxJS4u16I9nVwDgHdavl+65RwoNNZ3Eq1E4BcCMdeukujrpmWdMJwEAeJPiYunzz2l1bnPHjh3TP/zDP2jdunUKDAy85vGJiYmqqalp3Y4dO9YNKQF4hJIS67pxjc52AAAv9NZb0owZ0sCBppMAADxJSYl0+rQUF2c6CQCgqx08KBUVMabPDVA4BaD7OZ3Sa69JCxdKgwebTgMA8CZpadbKjUmTTCdBBzgcDp06dUoTJkyQr6+vfH19lZ2drd/85jfy9fVVc3Nzm+MDAgIUEhLSZgMAl6SnS0FBXDcAAG1VV1vXiIcfNp0EAOBptm2zxoTHxppOgi/JycnRokWLNGDAAPn4+Oi9995r8/uTTz4pHx+fNtsCuoYBuJY33rCeOy1caDqJ1/M1HQCAF9q5Uyovl155xXQSAIC3SUuTZs+WfPnPYDubPXu29uzZ0+a7p556SlFRUXrhhRfUs2dPQ8kAeJzt26WZMyU/P9NJAADuZONGqUcP6RvfMJ0EAOBpUlOtjrfcg7iVuro6jR07Vt/+9re1ZMmSyx6zYMECrVmzpvVzQEBAd8UDYEfNzdL//q+1GKN3b9NpvB5vjAB0v1WrpKFDpblzTScBAHiTzz+XCgul3/7WdBJ0UHBwsEaNGtXmu969eyssLOxr3wPAdbtwQcrPZ8EHAODrkpOt8d9hYaaTAAA8yWef8ezKTcXFxSnuGuMTAwICFBkZ2U2JANheaqp0/Lj09NOmk0CM6gPQ3U6fljZskL77XWtlHgAA3SUjQ2ppsV5wAABwLXl5UmOjtdobbi0pKUkTJ05UcHCwwsPDdf/996uysrLNMfX19UpISFBYWJiCgoIUHx+v6upqQ4kB2NqhQ1Y39UceMZ0EAOBp0tOtZ1eMeLOlHTt2KDw8XMOHD9ezzz6rM2fOXPX4hoYG1dbWttkAeJHXX5fGjZPuuMN0EojCKQDdbc0aycdHeuop00kAAN4mLU2KipIGDzadBF1gx44d+tWvfmU6BgBPsm2bNGCANGKE6SS4huzsbCUkJKiwsFDbt29XU1OT5s2bp7q6utZjli9frpSUFG3cuFHZ2dk6ceLEFUdsAMBVrV8v9eol3Xef6SQAAE+zbZs0cqQ0aJDpJGinBQsW6I033lBGRoZ++ctfKjs7W3FxcWpubr7in0lKSlJoaGjrNoh/7oD3OHlS2rLF6jbl42M6DcSoPgDdqaXFajH7zW/SyhwA0L2cTqtwihekAABXOJ3S5s3S4sU8wLKB1NTUNp/Xrl2r8PBwORwOzZgxQzU1NVq9erWSk5M1a9YsSdKaNWsUHR2twsJCTZ482URsAHb11lvW9SEoyHQSAIAncTqtsU2PPWY6Ca7DQw891PrXo0eP1pgxYzR06FDt2LFDs2fPvuyfSUxM1IoVK1o/19bWUjwFeIs1ayR/f+nRR00nwd/QcQpA90lLs9qZP/us6SQAAG9TViYdOybdc4/pJAAAOygtlY4coeDWpmpqaiRJffv2lSQ5HA41NTVpzpfGLkZFRWnw4MHauXPnZc/B2AwAl7V3r7Rnj/Tww6aTAAA8ze7dUlUVY/o8xK233qqbbrpJBw4cuOIxAQEBCgkJabMB8AItLdL//I/0938vhYaaToO/oXAKQPd57TVp/Hhp0iTTSQAA3mbjRqlvX+nuu00nAQDYwaZN0o03SnfdZToJ2qmlpUXPP/+8pk6dqlGjRkmSqqqq5O/vrz59+rQ5NiIiQlVVVZc9D2MzAFzWW29JffpI8+ebTgIA8DSpqVLv3tK0aaaToBMcP35cZ86cUf/+/U1HAeBuMjKsRiNPP206Cb6EwikA3ePwYWnrVul732PUBQCgezmd0oYNVtcQPz/TaQAAdrB5s7RoEdcNG0pISNDevXu1fv36Dp0nMTFRNTU1rduxY8c6KSEA23I6rcKpb3xDCggwnQYdkJSUpIkTJyo4OFjh4eG6//77VVlZ2eaY+vp6JSQkKCwsTEFBQYqPj1d1dbWhxAC8wrZt0qxZXGPc1Pnz51VWVqaysjJJ0qFDh1RWVqajR4/q/Pnz+tGPfqTCwkIdPnxYGRkZWrx4sYYNG6b5FFsD+KrXX5eio6UpU0wnwZdQOAWge/z+91JICK3MAQDdr7RUOnjQan0LAMC1VFZKFRWM6bOhZcuWacuWLcrKytLAgQNbv4+MjFRjY6POnj3b5vjq6mpFRkZe9lyMzQDwNbt2WSvDebZle9nZ2UpISFBhYaG2b9+upqYmzZs3T3V1da3HLF++XCkpKdq4caOys7N14sQJLeG/DQB0lZoaqaBAiosznQRXUFxcrPHjx2v8+PGSpBUrVmj8+PH62c9+pp49e6q8vFz33Xefbr/9di1dulQxMTHKzc1VAIVwAL7s9GnpvfekZ56h0Yib8TUdAIAXaGiwZrU+8YTVahYAgO60YYMUFsaYPgCAazZvlm64QZo3z3QSuMjpdOq5557T5s2btWPHDg0ZMqTN7zExMfLz81NGRobi4+MlSZWVlTp69KhiY2NNRAZgR2+9JfXvzxhXD5Camtrm89q1axUeHi6Hw6EZM2aopqZGq1evVnJysmbNmiVJWrNmjaKjo1VYWKjJkyebiA3Ak2VkSJcuSQsWmE6CK5g5c6acTucVf09LS+vGNABs6w9/sAqmvvUt00nwFe3uOJWTk6NFixZpwIAB8vHx0Xvvvdfmd6fTqZ/97Gfq37+/evXqpTlz5uiTTz7prLwA7GjTJquC9rvfNZ0EAOBtvhjTFx8v+bJmAADggk2brJXevXqZTgIXJSQk6I9//KOSk5MVHBysqqoqVVVV6eLFi5Kk0NBQLV26VCtWrFBWVpYcDoeeeuopxcbG8vIbgGsuXZLeflv65jelnj1Np0Enq6mpkST17dtXkuRwONTU1KQ5c+a0HhMVFaXBgwdr586dVzxPQ0ODamtr22wA4JLUVGn4cOkrCwAAAB7E6bTG9MXHWwu94VbaXThVV1ensWPHauXKlZf9/ZVXXtFvfvMb/fa3v9WuXbvUu3dvzZ8/X/X19R0OC8CmXnvN6vIRHW06CQDA2zgc1jgNxvQBAFxx7JhUVCQ98IDpJGiHVatWqaamRjNnzlT//v1bt7fffrv1mFdffVULFy5UfHy8ZsyYocjISG3atMlgagC2smOHVF0tPfKI6SToZC0tLXr++ec1depUjRo1SpJUVVUlf39/9enTp82xERERqqqquuK5kpKSFBoa2roNGjSoK6MD8BROp7RtG2P6AMDT5eRI+/dLTz9tOgkuo93L7uPi4hR3hYu30+nUr371K/3kJz/R4sWLJUlvvPGGIiIi9N577+mhhx7qWFoA9rNnj5SXZ3X7AACgu23YIPXrxzgNAIBr3ntP8vOT7r3XdBK0w9VGZnwhMDBQK1euvOJCQAC4quRkaehQ6Y47TCdBJ0tISNDevXuVl5fX4XMlJiZqxYoVrZ9ra2spngJwbRUV0vHjjOkDAE/3+uvSsGHSzJmmk+Ay2t1x6moOHTqkqqqqNi1sQ0NDNWnSpKu2sAXgwVatkiIjpfvvN50EAOBtGNMHAGivTZuk2bOlr3SYAAB4sfp66/rwyCOSj4/pNOhEy5Yt05YtW5SVlaWBAwe2fh8ZGanGxkadPXu2zfHV1dWKjIy84vkCAgIUEhLSZgOAa9q2zRoTzqI/APBcn30mvfOO9J3vcE/hpjq1cOqLNrURERFtvr9aC1vmfgMe7Nw56c03rZaDfn6m0wAAvE1RkXTkCGP6AACu+etfrbbpjOkDAHzZtm1STY308MOmk6CTOJ1OLVu2TJs3b1ZmZqaGDBnS5veYmBj5+fkpIyOj9bvKykodPXpUsbGx3R0XgKdLTbW6jwQGmk4CAOgqf/yj1NwsPfmk6SS4AuNL75OSkvTiiy+ajgGgK/zxj9LFi9Izz5hOAgDwRhs2SOHh0owZppMAAOzggw+sboWLF5tOAgBwJ2+9JY0dK0VHm06CTpKQkKDk5GS9//77Cg4Obl30HRoaql69eik0NFRLly7VihUr1LdvX4WEhOi5555TbGysJk+ebDg9AI9y/ryUmyv9+7+bTgIA6CpOpzWmb/Fi6SsNiOA+OrXj1Bdtaqurq9t8f7UWtomJiaqpqWndjh071pmRAJjidEqvvSYtWiR9qdU1AADd4osxfd/4htSzp+k0AAA72LRJmjqVh1gAgP9TWyulpFhj+uAxVq1apZqaGs2cOVP9+/dv3d5+++3WY1599VUtXLhQ8fHxmjFjhiIjI7Vp0yaDqQF4pIwMqbFRWrDAdBIAQFfZtUvau9ea0AS31akdp4YMGaLIyEhlZGRo3LhxkqTa2lrt2rVLzz777GX/TEBAgAICAjozBgB3kJ9vXQT+8z9NJwEAeKNdu6RjxxjTBwBwzblz0vbt0ssvm04CAHAn778v1ddLDz1kOgk6kdPpvOYxgYGBWrlypVauXNkNiQB4rbfekkaNkm67zXQSAEBX+f3vpZtvlubONZ0EV9Huwqnz58/rwIEDrZ8PHTqksrIy9e3bV4MHD9bzzz+vf/3Xf9Vtt92mIUOG6Kc//akGDBig+++/vzNzA3B3r70mDRsmzZ5tOgkAwBtt2CBFRkrTpplOAgCwgz/9yVrp/cADppMAANxJcrJ1TzF4sOkkAABPc+6cNS785z83nQQA0FVqa6W335b+8R+lHp06DA6drN2FU8XFxbr77rtbP69YsUKS9MQTT2jt2rX68Y9/rLq6Oj3zzDM6e/aspk2bptTUVAUGBnZeagDu7dQp6Z13rNXaXAQAAN2tpUXauJExfQAA123eLI0fL91yi+kkAAB3cfq01Y3wN78xnQQA4Ik2b5YuXpQefth0EgBAV0lOtjrYPvWU6SS4hnYXTs2cOfOqrWx9fHz0i1/8Qr/4xS86FAyAja1ebb2ofvJJ00kAAN6osFA6fpwxfQAA19TXS1u3Si+8YDoJAMCdbNhg7R980GwOAIBnWrdOmjGDroYA4Mlef126915p4EDTSXANtIIB0LkaG60xfQ89JPXtazoNAMAbbdgg9e8vTZ1qOgkAwA4yMqTz5xnTBwD4P06n9PvfWy85+vUznQYA4GmqqqT0dOnRR00nAQB0FYdDKimRnn7adBK4gMIpAJ1r3Tqry8cPf2g6CQDAG315TB/jYgEArti0Sbr9dmnECNNJAADuoqBAKi+Xvvc900kAAJ7o7betqR3f+IbpJACArvL669KAAVJcnOkkcAFvkwB0nuZm6Ze/lO67Txo50nQaAIA3KiiQTpxgTB8AwDWXLknvvy8tWSL5+JhOAwBwF6tWSUOHSnPnmk4CAPBE69ZJ99zD1A4A8FTnz0vJydK3vy35+ppOAxfwTwlA53n/famyUlq71nQSAIC32rjRWsUxZYrpJAAAO8jLk86cYUwfAOD/nD5t3Ve89BJdbAEAne+TT6SiImnDBtNJAABdZcMGq3hq6VLTSeAi7vwAdA6nU0pKkmbOlCZPNp0GbiQnJ0eLFi3SgAED5OPjo/fee6/N706nUz/72c/Uv39/9erVS3PmzNEnn3xiJiwAe/tiTN+DD/KCAwDgmk2bpIEDpTvuMJ0EAOAu/vd/rS6ETz1lOgkAwBOtWycFB0sLF5pOAgDoKq+/Ls2bJ91yi+kkcBFvlAB0jowMqbhYSkw0nQRupq6uTmPHjtXKlSsv+/srr7yi3/zmN/rtb3+rXbt2qXfv3po/f77q6+u7OSkA28vPl06eZEwfAMA1Tqe0ebPVbYqCWwCAZC3G+N3vrHuKsDDTaQAAnsbptAqn4uOlXr1MpwEAdIW9e6XCQunpp00nQTswqg9A53j5ZWn8eGnuXNNJ4Gbi4uIUFxd32d+cTqd+9atf6Sc/+YkWL14sSXrjjTcUERGh9957Tw899FB3RgVgdxs2WF1D6HwIAHBFcbF0/Dhj+gAA/yctTTp0SEpONp0EAOCJioqkAwekVatMJwEAdJXXX5fCw6VFi0wnQTuwpBJAxxUVWR2nEhOtVuaAiw4dOqSqqirNmTOn9bvQ0FBNmjRJO3fuvOKfa2hoUG1tbZsNgJdrbpbeeYcxfQAA123aZHUTmT7ddBIAgLt47TVp3Dhp0iTTSQAAnmjdOql/f+nuu00nAQB0hYsXpTfekJ58UvL3N50G7cBbJQAdl5Qk3X67tGSJ6SSwmaqqKklSREREm+8jIiJaf7ucpKQkhYaGtm6DBg3q0pwAbCAvT6qqYkwfAMA1TqdVOHXffZIvzbgBAJKOHJG2bpWefZaFgQCAznfpkrR+vfTQQ1LPnqbTAAC6wrvvSmfPSt/5jukkaCcKpwB0zL590ubN0o9/zH/so9skJiaqpqamdTt27JjpSABM27BBGjyYleEAANfs2yft38/iDwDA//n976XgYOmRR0wnAQB4ovR06dQp6dFHTScBAHSV11+XZs6UbrvNdBK0E8sqAXTMK69IAwZIjz1mOglsKDIyUpJUXV2t/v37t35fXV2tcePGXfHPBQQEKCAgoKvjAbCLL8b0fetbrAwHALhm82YpKEj60shoAIAXa2yU/ud/pMcft64PAAB0tnXrpOHDpQkTTCcBAHQFh0PKyZHeftt0ElwHOk4BuH5Hj0p//KP0gx9IFLHgOgwZMkSRkZHKyMho/a62tla7du1SbGyswWQAbCUnx1qxx5g+AICrNm2S7rlHCgw0nQQA4A42bbLuKZ591nQSAIAnqquzFm889hiL/gDAU73yinTrrXQ3tyk6TgG4fv/xH1YL82eeMZ0Ebuz8+fM6cOBA6+dDhw6prKxMffv21eDBg/X888/rX//1X3XbbbdpyJAh+ulPf6oBAwbo/vvvNxcagL1s2CDdfLM0caLpJAAAOzh8WCopscaNAwAgSatWSXfdJY0YYToJAMATffCBVTzFOFgA8EwHDlhTMf77vyVfSnDsiH9qAK7PX/9qzWn90Y9oYY6rKi4u1t133936ecWKFZKkJ554QmvXrtWPf/xj1dXV6ZlnntHZs2c1bdo0paamKpDV/wBccemS9O670pNPsmIPAOCa996T/P2luDjTSQAA7mDvXquL7fr1ppMAADzVunVSbKzViQQA4Hn+/d+lm26y3lPAliicAnB9fvMb6wX1979vOgnc3MyZM+V0Oq/4u4+Pj37xi1/oF7/4RTemAuAxsrOl06cZ0wcAcN2mTdLcuVJIiOkkAAB38NvfShER0gMPmE4CAPBEf/2rlJYm/epXppMAALpCVZW0dq30059KvXqZToPr1MN0AAA2dO6c9F//ZY3oCwsznQYA4M02bJCGDJFiYkwnAQDYQXW1lJcnLVliOgkAwB2cPy+98Yb0ne9Y3QgBAOhsGzZITieL/gDAU/3mN5Kfn/S975lOgg6gcApA+/3+99Y87h/8wHQSAIA3+2JM39//PWP6AACu+eAD65qxaJHpJAAAd7BunfWM65lnTCcBAHiqdeuk+fOlfv1MJwEAdLbaWum116z7iRtvNJ0GHUDhFID2aWiQ/vM/pccekwYONJ0GAODNsrKkM2dYsQcAcN3mzdKMGby0AABY3T9ee01auFAaPNh0GgCAJzp0SCookB591HQSAEBX+P3vpQsXpOXLTSdBB1E4BaB93nhDOnlSeuEF00kAAN5uwwZp6FBp/HjTSQAAdlBTI6WnSw88YDoJAMAd7NwplZdLzz5rOgkAwFMlJ0u9e0uLF5tOAgDobA0N0quvWsWxNBuxPQqnALiuuVl65RVpyRJp+HDTaQAA3qypSdq0iTF9AADXbd1qXT8onAIASNKqVdKtt0rz5plOAgDwRE6nNabv/vut4ikAgGdZt046cUL68Y9NJ0EnoHAKgOvefVc6cED6x380nQQA4O0yM6XPPmNMHwDAdZs3SxMnSoMGmU4CADDtr3+1Oth+97tSDx6RAwC6QFmZtG8fY/oAwBO1tFjNRhYvlqKjTadBJ+CuEIBrnE4pKUmaM0e64w7TaQAA3u6tt6Rhw6SxY00nAQDYwYUL0p/+RLcpAIDlf//X6lz71FOmkwAAPNW6dVK/ftLcuaaTAAA62wcfSJWV0gsvmE6CTkLhFADXpKVZKyQSE00nAQB4u88+k95+W/r2txnT56VWrVqlMWPGKCQkRCEhIYqNjdW2bdtMxwLgzjZssIqnvvlN00kAAKa1tEi/+53Vvfamm0ynAQB4ouZma9HfN7+p/5+9e4/vsf7/OP7csDltk7BZTpNTjpUy04FKtORLqSSVjiIqocMqyqlFJR1ERxQSlc6RhNKYnCeHkMOKzaltDGPb9fvj/dtsbGxse38Oj/vtdt0++1yfa589r6W9Ptd1va73W6VL204DAChKjiONHi1ddZUUEWE7DYoI1RpAwbz8stSqlXTNNbaTAAC83eTJ5gTUAw/YTgJLatSooZdffln169eX4ziaMmWKunTpolWrVqlJkya24wFwRe+/b+70rlvXdhIAgG0//ST9/bc0dartJAAAT7VokbRrF9P0AYAn+u03aelS6bvvbCdBEaJxCsCZLVliPuh/+SUjewAA7MrMlCZMkG67TapWzXYaWNK5c+dcz0eNGqUJEyZo6dKlNE4BONWff0oxMWbUKQAA3nlHuvhiqXVr20kAAJ5q2jTpwgul8HDbSQAARW30aKlpU+nGG20nQRGicQrAmUVHSxddJHXpYjsJAMDbzZsnbdliRp0CJGVkZGjWrFlKTU1VBEMjA8jLBx9IVatyPAMAkHbulL7/3tyMwc2BAIDicPSo9Pnn0uOPU2sAwNPExUk//CB9/DF/4z0MjVMATm/dOunbb80Fal9f22kAAN7unXekFi2kNm1sJ4FlcXFxioiI0NGjR1WxYkXNnj1bjRs3znPbtLQ0paWlZT9PSUkpqZgAbDt61JzMuv9+yc/PdhoAgG3vvSdVqCDdeaftJAAAT/X991JKCtP0AYAnGjNGqlVLuuMO20lQxOiCAHB6zz0nhYVJPXrYTgIA8HY7dph5wx95hLs5oIYNG2r16tWKjY1V37591atXL61fvz7PbaOjoxUUFJS91KxZs4TTArBm9mzpwAHpwQdtJwEA2HbsmPT++1KvXlLFirbTAAA81bRp0mWXSQ0b2k4CAChKO3ZIn34qDRwolSljOw2KGI1TAPL366/SN99IL73E3dkAAPvee89c4ODucEjy8/NTvXr11LJlS0VHR6tFixZ644038tw2KipKycnJ2Ut8fHwJpwVgzfvvS1dfzUULAIBppt2zR+rTx3YSAICn+u8/M+IUo015nF9//VWdO3dWaGiofHx89NVXX+V63XEcDR06VNWrV1e5cuXUvn17bd682U5YAMVj7FgpKIib8zwUjVMA8paZKQ0eLF1+uXT77bbTAAC8XVqaufh9773cHY48ZWZm5pqOLyd/f38FBgbmWgB4gS1bpAULpIcesp0EAOAKJkyQ2raVmjSxnQQA4Kk+/1xKT2cKJw+UmpqqFi1aaPz48Xm+PmbMGL355puaOHGiYmNjVaFCBXXs2FFHjx4t4aQAisW+fdIHH0j9+5upv+FxStsOAMBFzZol/fGHtHCh5EuPJQDAsi++kPbulfr2tZ0ELiAqKkqRkZGqVauWDh48qOnTp2vhwoWaO3eu7WgAXMkHH0iVKkndutlOAgCwbeVKadEi6bPPbCcBAHiyadOk666TQkJsJ0ERi4yMVGRkZJ6vOY6jcePG6fnnn1eXLl0kSR9//LGCg4P11Vdf6Q4a6QD39/bbkuNIjz5qOwmKCd0QAE6VliZFRUmdO5s78QAAsO2dd6Rrr5UaNbKdBC5gz549uueee9SwYUNdd911+uOPPzR37lxdf/31tqMBcBXHj0uTJ0t33y2VK2c7DQDAtpEjpXr1pFtusZ0EAOCp4uJMk+6999pOghK2bds2JSQkqH379tnrgoKCFB4eriVLllhMBqBIpKZKb70lPfCAVKWK7TQoJow4BeBU77wj7dhh5uIGAMC2NWuk3383w50Dkj788EPbEQC4um+/lRITmaYPACCtXSvNni1NmiSV5nQ4AKCYvPqqVLOmdNtttpOghCUkJEiSgoODc60PDg7Ofi0vaWlpSktLy36ekpJSPAEBnJsPP5SSk6VBg2wnQTFixCkAuf33nzRihPTgg9JFF9lOAwCAaegNDZX+f6hrAADO6L33pPBwqVkz20kAALaNHCmFhUk9e9pOAgDwVP/8I02fLj3xhFSmjO00cBPR0dEKCgrKXmrWrGk7EoCTHT8uvfaa1L27VKeO7TQoRjROAcgtOlo6dkwaNsx2EgAAzJ0cU6dKDz/M3eEAgILZvl366SdGmwIASOvXm5Fro6K4kA0AKD7jxkkVK5ob0uF1QkJCJEmJiYm51icmJma/lpeoqCglJydnL/Hx8cWaE8BZ+OwzaedO6amnbCdBMaNxCsAJO3ZIb74pDR4snebDHAAAJebjj01DLyeeAAAF9dFHUoUK5m5AAIB3GzVKqlFD6tXLdhIAgKdKSjIj3vbtKwUE2E4DC8LCwhQSEqL58+dnr0tJSVFsbKwiIiLy/T5/f38FBgbmWgC4EMeRxoyRIiOlFi1sp0Ex47Z9ACc8/7x03nmmcQoAANscx0zTd/PNZqo+AADOJD3dNE7deae54xsA4L3++kuaMUN66y3Jz892GgCAp3r3XSktTXr0UdtJUIwOHTqkLVu2ZD/ftm2bVq9ercqVK6tWrVoaMGCARo4cqfr16yssLExDhgxRaGiounbtai80gHPz449SXJw5noDHo3EKgLFypZkK6d13ucAAAHANCxZIGzdKEyfaTgIAcBdz5kj//ss0fQAA6aWXzIjq999vOwkAwFOlpUlvvCHdc49UvbrtNChGy5cv1zXXXJP9fODAgZKkXr16afLkyXrqqaeUmpqq3r17KykpSVdeeaXmzJmjsmXL2ooM4FxkZEjPPSe1aSNdfbXtNCgBNE4BMCN6PPmkdNFFnEwCALiOd96RGjfmwAQAUHDvvy9dfLHUsqXtJAAAm/7+29wg+NprEhcsAQDFZdo0afduadAg20lQzNq1ayfHcfJ93cfHR8OHD9fw4cNLMBWAYvPxx9Lq1dKSJZKPj+00KAE0TgEwd2X/8ov0zTdSaf4sAABcwL//Sl99Ze7a48AEAFAQu3ZJ338vvfkmtQMAvF10tFSlCiMQAgCKT2am9OqrUpcuUqNGttMAAIrKoUNmtKk77pBat7adBiWEDgnA22VkSE89JbVtK910k+00AAAY778vlSsn3X237SQAAHcxaZLk5yf17Gk7CQDAph07pMmTTfNU+fK20wAAPNX330sbNphzWAAAz/HKK9KBA+Z4Al6DxinA202ZIq1bJy1bxl3ZAADXcPy49N57pmkqMNB2GgCAO8jMlD78ULr9dikoyHYaAIBNo0dLlSpJffrYTgIA8GSvvCK1aSNdcYXtJACAovLvv+bv+4ABUp06ttOgBNE4BXiz1FRpyBAz1ODll9tOAwCA8dVX0u7dUt++tpMAANzF/PnStm3S1Km2kwAAbPr3X9NIO2yYVLGi7TQAAE+1dKn022/S7Nm2kwAAitJzz5njiKgo20lQwmicArzZ669Le/dKL71kOwkAACe884501VVSs2a2kwAA3MX770uNG0sREbaTAABsGjNGqlBB6tfPdhIAgCd75RWpQQPpf/+znQQAUFRWrDAzNU2YwGjmXojGKcBb7dljhi7v318KC7OdBgAAY/16aeFC6dNPbScBALiLvXvNaIVjxjD9OAB4s927zZTfzz4rBQTYTgMA8FR//WVGmnr3XcnX13YaAEBRcBxp0CBzU96DD9pOAwtonAK81bBhUunS0vPP204CAMAJ77wjBQdLt9xiOwkAwF1MmWIapu6+23YSAIBNr74q+flJjz5qOwkAwJONHStVq8bxBwB4km++kRYtkn74wVw/h9ehFRrwRps2mbshnntOqlzZdhoAAIyDB6WPP5Yeeshc8AAA4EwcR/rgA6lbN+n8822nAQDYsmePNHGi9PjjUqVKttMAADxVYqI0ebL02GNS2bK20wAAisKxY9KTT0odOkg33GA7DSyhXQ7wRlFRUo0aZpo+AABcxbRpUmqq1Lu37SQAAHfx22/mxpAJE2wnAQDYNHasmS5pwADbSQAAnuztt81IJH372k4CACgqEyZIW7dKX3xhRjSHV6JxCvA2ixeb+benTuWOCACA63AcM03f//4n1axpOw0AwF28955Ur57Urp3tJAAAW/bvl8aPNzcIMrI6AKC4HDpk6s1DD0nnnWc7DQCgKBw4IA0bJj34oNSsme00sIip+gBvkpkpDR4sXXqp1KOH7TQAAJyweLEUFyf162c7CQDAXRw4IH3+uTm5xR2BAOC9xo0z57wGDrSdBADgyT76SEpJYXRDAPAkI0dKx49Lw4fbTgLLaJwCvMmECVJsrPT662b4cgAAXMU770gNGkjXXms7CQDAXUydKmVkSPfeazsJLPv111/VuXNnhYaGysfHR1999VWu1x3H0dChQ1W9enWVK1dO7du31+bNm+2EBVC0kpKkN980UyZVrWo7DQDAU6Wnm2lh77hDql3bdhoAQFHYvNlMwRoVJQUH204Dy+icALzF9u3S00+bE0lXX207DQAAJ+zebeYP79uXxl4AQME4jvT++2aKV05ueb3U1FS1aNFC48ePz/P1MWPG6M0339TEiRMVGxurChUqqGPHjjp69GgJJwVQ5N58Uzp2zIywDgBAcZk1S9qxQ3rySdtJAABF5emnpZAQ6YknbCeBCyhtOwCAEuA4Zt7t88+XRo+2nQYAgNxeekmqUIERQwAABRcbK61bJ73yiu0kcAGRkZGKjIzM8zXHcTRu3Dg9//zz6tKliyTp448/VnBwsL766ivdcccdJRkVQFFKSTGjqvfubS54AABQHBzHHHdcf73UooXtNACAorBokTR7tjRtmlSunO00cAHc0g94g48+kn7+WXrvPSkgwHYaAABO2LZNevdd6amnpEqVbKcBALiLCROkWrXMxQvgNLZt26aEhAS1b98+e11QUJDCw8O1ZMmSfL8vLS1NKSkpuRYALmb8eOnwYXMsARQS07wCKLD586VVq6g3AOApMjOlgQOlVq3MFKyAaJwCPN+//5o//vfdJ3XsaDsNAAC5vfiiGRHxscdsJwEAuItNm6SpU6VBg6RSpWyngYtLSEiQJAWfNKVjcHBw9mt5iY6OVlBQUPZSs2bNYs0JoJAOHZJee0164AHpggtsp4EbYppXAAX2yivSxRdL111nOwkAoChMmyatXCmNHSv50i4Dg6n6AE/mOFKfPlL58uZkEgAArmTdOumTT6S33zZT9QEAUBAvvmgukj/8sO0k8GBRUVEaOHBg9vOUlBSapwBXMmGCmarvmWdsJ4GbYppXAAWyerX000/S9OmSj4/tNACAc3X4sBQVJd16q3TFFbbTwIXQQgd4sk8/lb77Tpo4UTrvPNtpAADI7fnnpTp1pAcftJ0EAOAu1q6VZsyQhgyR/P1tp4EbCAkJkSQlJibmWp+YmJj9Wl78/f0VGBiYawHgIvbskUaNMscRtWrZTgMPxDSvALK9+qpUu7Z02222kwAAisJrr0l790ovv2w7CVwMjVOAp0pMlB591MzN+v93RgEA4DKWLJG+/loaMULy87OdBgDgLoYOlS68ULr3XttJ4CbCwsIUEhKi+fPnZ69LSUlRbGysIiIiLCYDcNaiosxUrSNG2E4CD8U0rwAkSTt2mJs2Bg6USjOBDwC4vd27pdGjpcceM+eWgByo9ICnevRRMy/rm2/aTgIAQG6OYy52NGsm9ehhOw0AwF0sW2aabj/5RCpTxnYauJBDhw5py5Yt2c+3bdum1atXq3LlyqpVq5YGDBigkSNHqn79+goLC9OQIUMUGhqqrl272gsN4OzExkoffWSm6jv/fNtpgFyY5hXwMCNGSIGB0v33204CACgKQ4ZIZctKzz1nOwlcUJE3Tr344osaNmxYrnUNGzbUxo0bi/pHAcjPF19Is2aZuyGqVrWdBgCA3H76SVq0SPr2W9PkCwBAQQwZIjVuTNMtTrF8+XJdc8012c+zLlr36tVLkydP1lNPPaXU1FT17t1bSUlJuvLKKzVnzhyVLVvWVmQAZyMjQ+rXT7rkEumhh2yngQfLOc1r9erVs9cnJibq4osvzvf7/P395c9UwoBnWLJE+vBD6e23pYoVbacBAJyr3383N2C8+aZUqZLtNHBBxTLiVJMmTfTzzz+f+CEMYQmUnAMHzEmkLl2k22+3nQYAgNwyM6Vnn5XatJE6dbKdBgDgLn791TTefv65mZ4JyKFdu3ZyHCff1318fDR8+HANHz68BFMBKHIffSStWCEtXkwtQLHKOc1rVqNU1jSvffv2tRsOQPFLT5f69pVatpT69LGdBgBwrlJSpLvvNtck+CyHfBRLR1Pp0qWz78oAUMKeeEJKS5PeeUfy8bGdBgCA3L74Qlq50ow4RZ0CABSE40jPP29GGLn5ZttpAAA2HDhgpvu+5x7piitsp4EHYJpXAPl6+21p7VozVTiNugDg/gYMkPbulebP5+868lUsjVObN29WaGioypYtq4iICEVHR6tWrVrF8aMA5PTDD9LHH0uTJkmhobbTAACQW3q6ufAdGSldfbXtNAAAdzFvnvTbb9J33zHFKwB4q6FDpWPHpNGjbSeBh2CaVwB5+vdfM0V4377SZZfZTgMAOFdffmmum3/0kRQWZjsNXFiRN06Fh4dr8uTJatiwoXbv3q1hw4bpqquu0rp16xQQEHDK9mlpaUpLS8t+npKSUtSRAO+QnCw9/LDUsaPUq5ftNAAAnGryZOmvv6QZM2wnAQC4C8eRnntOioiQbrzRdhoAgA2rV0sTJkivvCIxywGKCNO8AsjTwIFS+fLSqFG2kwAAztXu3VLv3mb08nvvtZ0GLq7Ib9WMjIzUbbfdpubNm6tjx4764YcflJSUpJkzZ+a5fXR0tIKCgrKXmjVrFnUkwDs89ZSUlCS99x5TH8HtvPjii/Lx8cm1NGrUyHYsAEXpyBHpxRel7t3NVEsAABTEN99Iy5dLI0dynAMA3shxpEcflRo2NI8AABSXn36SZs6UXntNqlTJdhoAwLlwHOmBB6TSpbl2jgIplqn6cqpUqZIaNGiQa77wnKKiorKHwZXMiFM0TwGF9Msv5o/+O+9ITIsJN9WkSRP9/PPP2c9Lly72EgWgJL3zjpSQII0YYTsJAMBdZGaaaTKuvdYsAADvM326tHix9PPPUpkyttMAADzV0aNSv35S27ZSz5620wAAztWECdKPP0rffy9VqWI7DdxAsV+VPnTokLZu3aq77747z9f9/f3l7+9f3DEAz5WaKj34oPlA//DDttMAZ6106dIKYch9wDMlJ0svvWTu8Khf33YaAIC7mDlTiouTfv/ddhIAgA0pKdLgwdJtt0nXXWc7DQDAk40ZI23fLn39NaOSAIC727TJHEf07SvdeKPtNHATRT5V3+DBg7Vo0SJt375dMTExuvnmm1WqVCn16NGjqH8UAEl67jkzgscHH0i+Rf6/NFBiNm/erNDQUNWtW1c9e/bUzp07bUcCUFRee006fFgaOtR2EgCAu0hPl154wZzgatPGdhoAgA0jRpjmqVdftZ0EAODJtm41N/wNHiw1bmw7DQDgXBw/Lt11l1SzJscRKJQiH3Hqn3/+UY8ePbR//35VrVpVV155pZYuXaqqVasW9Y8CsHix9Oab5oJ0vXq20wBnLTw8XJMnT1bDhg21e/duDRs2TFdddZXWrVungICAU7ZPS0tTWlpa9vOUlJSSjAugMPbskcaOlR59VLrgAttpAADu4pNPpL/+kj791HYSAIANGzZI48ZJL74o1aplOw0AwFM5jtS/vxQSIj3/vO00AIBzNWKEtHq1FBMjlS9vOw3cSJE3Ts2YMaOo3xJAXhISpO7dzd3Xjz1mOw1wTiIjI7O/bt68ucLDw1W7dm3NnDlTDzzwwCnbR0dHa9iwYSUZEcDZGjVKKlVKevpp20kAAO7i2DFp2DCpWzfp0kttpwEAlDTHMee6ateWBg2ynQYA4Mm+/FKaM8dM0Vehgu00AIBzsWSJuR7x4ovS5ZfbTgM3w7xegDtKSzMXERxHmjnTXJAGPEilSpXUoEEDbdmyJc/Xo6KilJycnL3Ex8eXcEIABbJ9uzRxovTUU9L559tOAwBwFx98IO3cKQ0fbjsJAMCG2bOln3+W3nhDKlvWdhoAgKc6eFB6/HGpc2fpf/+znQYAcC4OHZLuvltq1UqKirKdBm6oyEecAlDMHMdMd7R8ubRokRQaajsRUOQOHTqkrVu36u67787zdX9/f/n7+5dwKgCF9uKLUqVK5iQUAAAFceSINHKk1LOn1Lix7TQAgJJ2+LD0xBPSTTdJnTrZTgMA8GTDhkkHDkhvvmk7CQDgXD3xhJmtae5cqTQtMCg8RpwC3M2770rvvy9NmCC1bm07DVAkBg8erEWLFmn79u2KiYnRzTffrFKlSqlHjx62owE4W+vXS598Ij3/vFSxou008DDR0dG6/PLLFRAQoGrVqqlr167atGmT7VgAisI770h79kgvvGA7CQDAhpdfNhc8Xn/ddhIAgCeLi5PGjZOGDJHq1LGdBgBwLr75xoxePm6cdOGFttPATdE4BbiT334zo0317y/df7/tNECR+eeff9SjRw81bNhQt99+u84//3wtXbpUVatWtR0NwNl6/nmpVi2pd2/bSeCBFi1apH79+mnp0qWaN2+ejh8/rg4dOig1NdV2NADn4uBBc8H8/vulevVspwEAlLS//5bGjJGefJI6AAAoPpmZUt++Uv360qBBttMAAM5FYqL04INmytUHHrCdBm6MccoAdxEfL916q3TFFdLYsbbTAEVqxowZtiMAKEqxsdLs2dKUKRLTaqIYzJkzJ9fzyZMnq1q1alqxYoWuvvpqS6kAnLM33pBSUkzzLQDA+zzxhFStmhQVZTsJAMCTTZki/f679Msvkp+f7TQAgLPlOKZZysfHzNbk42M7EdwYjVOAOzhyRLr5ZqlsWWnWLKlMGduJAADIW2amNHiw1KSJ1LOn7TTwEsnJyZKkypUrW04C4Kz995/06qtSnz5mxEIAgHf54QczxcasWVKFCrbTAAA81f79ZmTDnj2la66xnQYAcC7ee0/6/nvp22/NDRjAOaBxCnB1jmOmOVq/3twFwdRlAABXNnasqVfz50ulStlOAy+QmZmpAQMG6IorrlDTpk3z3CYtLU1paWnZz1NSUkoqHoCCeu016dgxRhkBAG+UliY9/rh07bVSt2620wAAPFlUlJSebm7aAAC4r7/+kgYONNfQb7rJdhp4ABqnAFf3+uvS1KnS9OnSJZfYTgMAQP7WrJGefVYaNIi79lBi+vXrp3Xr1mnx4sX5bhMdHa1hw4aVYCoAhZKQII0bJz36qBQSYjsNAKCkRUVJO3ZIX33F9BoAgOKzdKmZyunttznuAAB3lpQk3XqrFBpqbsQDioCv7QAATuPnn82wsU8+KfXoYTsNAAD5O3LEDHN+0UXSyJG208BL9O/fX999950WLFigGjVq5LtdVFSUkpOTs5f4+PgSTAngtDIzpXvuMdMyPfWU7TQAgJL2/ffmpsExY8x03wAAFIdjx6S+faWWLc304AAA93T0qNSli/TPP9LXX0sVK9pOBA9B4xTgqv7+W+reXbr+eik62nYaAABOLypK2rJFmjZN8ve3nQYeznEc9e/fX7Nnz9Yvv/yisLCw027v7++vwMDAXAsAFzF6tLlhZNo06fzzbacBAJSkXbuke+81U2s8/rjtNAAAT+U40sMPS+vXS+++K5UqZTsRPNSLL74oHx+fXEujRo1sxwI8R0aGdNdd0rJl0nffSY0b204ED8JUfYArOnTIdMued5706ad8kAcAuLaffpLeeMNMs9S0qe008AL9+vXT9OnT9fXXXysgIEAJCQmSpKCgIJUrV85yOgAF9vvv0pAhpvm2fXvbaQAAJSnrooefnzRpElP0AQCKz+jR0uTJ0tSpZsQpoBg1adJEP//8c/bz0qW5FA8UCceRHntMmj3bLG3a2E4ED8Nfa8DVOI652277djPn9nnn2U4EAED+9u83dev666VHH7WdBl5iwoQJkqR27drlWj9p0iTde++9JR8IQOEdOGCmI2/dWho2zHYaAEBJi46WFi6UfvlFqlLFdhoAgKf64gtzo8aQIVLPnrbTwAuULl1aISEhtmMAnmfUKOmdd6T335f+9z/baeCBaJwCXM1LL5kP87NnS02a2E4DAED+HEfq3VtKSzN37vkyCzRKhuM4tiMAOBeOIz3wgBlpd/p0iTtwAcC7LF4svfCC9Pzz0kmN8AAAFJnly6W775a6d+dmDZSYzZs3KzQ0VGXLllVERISio6NVq1atPLdNS0tTWlpa9vOUlJSSigm4lw8+MA2wI0ZIDz5oOw08FFe3AFfy3XfmD/8LL0hdu9pOAwDA6U2ZIn35pfTuu1JoqO00AAB38fbb0ldfmabbfE4gAwA81IED0p13mqk1hg61nQYA4Kni46XOnaUWLZgSFiUmPDxckydP1pw5czRhwgRt27ZNV111lQ4ePJjn9tHR0QoKCspeatasWcKJATfwzTfSww9LjzwiPfec7TTwYDROAa5i2TIzVOz//seJIwCA6/v7bzM13733SrfeajsNAMBdrFwpDR4sPfYYQ6sDgLdhxEEAQEk4dMg0Tfn7mxs2ypWznQheIjIyUrfddpuaN2+ujh076ocfflBSUpJmzpyZ5/ZRUVFKTk7OXuLj40s4MeDiYmLMqIE33yy9+SZNsChWHJ0CrmDxYunGG6VmzaSPP2aqIwCAa0tPN0OdV60qvfGG7TQAAHdx8KA54dW0qTRmjO00AICS9s475gL27NkSIyoAAIpDRobUo4e54S8mRgoOtp0IXqxSpUpq0KCBtmzZkufr/v7+8vf3L+FUgJtYv1666SapVStp6lSpVCnbieDh6M4AbJs/X+rYUWrZUpo7VwoMtJ0IAIDTe/llaelS6ZNPqFsAgIJxHKlPHykhQZoxw9z9DQDwHmvWSIMGSf37S1272k4DAPBUTz4p/fCDNHOmuWEDsOjQoUPaunWrqlevbjsK4F7++cdcO69RQ/r6a6lsWduJ4AVonAJs+vFHqVMn6aqrzIf5ihVtJwIA4PSWLZNefFF69lnpiitspwEAuItJk8y0TO++K9WvbzsNAKAkpaaaEQcbNZJeecV2GgCAp3r3Xen1183o6DfcYDsNvNDgwYO1aNEibd++XTExMbr55ptVqlQp9ejRw3Y0wH3895/5G+7rK82ZI1WqZDsRvART9QG2zJ5tThrdeKP02WfccQ0AcH2pqdJdd0mXXCINHWo7DQDAXaxfb0YYuf9+6c47bacBAJS0xx6T4uOlFSu4WxwAUDzmzZP69TPHHf37204DL/XPP/+oR48e2r9/v6pWraorr7xSS5cuVdWqVW1HA9zDkSPS//5nRitfvFgKDbWdCF6ExinAhhkzzIXnbt3MvKxlythOBADAmQ0aJP37r/Tdd9QuAEDBHDlibhipU0d6803baQAAJW36dOmjj8zSqJHtNAAAT7Rhg3TbbVKHDmbEKcCSGTNm2I4AuK/0dHOz3YoV0i+/cOyAEkfjFFDSJk+WHnjANE59+KFUmv8NAQBu4NtvzZDnEydKDRrYTgMAcBcDBkhbtkh//CFVqGA7DQCgJG3dKvXpYy6A3Huv7TQAAE+0d6/UqZNUs6a5YZ3rLQDgfhzHjBr47bfS119LrVvbTgQvxCcIoCRNnCj17Sv17i1NmGDmZwUAwNUlJpqm35tuMjUMAICCmDlTeu8903jbtKntNACAknTsmHTHHVK1auYcmI+P7UQAAE+TlibdfLOUmiotWCAFBtpOBAAorKNHzc0WU6aYUWo7dbKdCF6KximgpIwbJz3xhPTYY+ZrThgBANyB45imKR8fM1Ii9QsAUBB//y099JCZpu+hh2ynAQCUtGefldaskWJiuJANACh6jiM9+KC0fLm0cKFUu7btRACAwtq9W7rlFmnVKmnqVKlnT9uJ4MVonAJKwksvSc89Jz3zjPmai84AAHcxYoT0/fdmmNxq1WynAQC4g2PHTMNUlSpmxCmOfwDAu/z4o/Taa2a57DLbaQAAniYz01xrmTrVTM/HlE4A4H5WrJC6dDF/03/7Tbr8ctuJ4OWYJwwoTo4jDRlimqaGDaNpCgDgXoYPl154QRo50kzTBwDAmWRmmpF216yRPvuMUUYAwNusXSvdeacUGSkNGGA7DQDA0yQnm+n5Xn1VGjvW3LABAHAvn30mXXWVFBpqRg6kaQougBGngOLiONKTT5q768aMMV8DAOAuXnzRNP2OGmWm2QAA4EwOH5buu0+aOVOaMIFRRgDA2/z1l3T99VLdutKnn0q+3LMLAChCGzdKXbtKCQlmZPROnWwnAgAURmamNHSouebQs6f0/vtSuXK2UwGSaJwCikdqqvToo9KkSdJbb0n9+9tOBABAwWU1Tb30khQVZTsNAMAd7N5thlhft076/HOpWzfbiQAAJWnnTql9e+n886U5c6SgINuJAACe5JtvpLvukmrUkP74Q6pf33YiAEBhHDok3X239PXX0ujRZsARZmmCC6FxCihqf/xhumT/+UeaMkW65x7biQAAKBjHMU1Tw4dL0dHSM8/YTgQAcAerVkmdO5s6snixdOmlthMBAEpSYqJpmipdWpo3T6pa1XYiAICnyMw056mGDTNT9E2ZIgUE2E4FACiMbdvMzXbbt5tG2Jtusp0IOAXjJQNFJSPDDC3Ypo25q27VKpqmAADuw3HMMLnDh0svv0zTFACgYL76SrrySikkxNxEQtMUAHiXAwfM9HyHDkk//yxdcIHtRAAAT5GcbJqlhg+XRowwI9vSNAUA7mXRIqlVKzNb05IlNE3BZdE4BRSFbduktm3NBeenn5ZiYqSGDW2nAgCgYBxHGjJEGjlSGjPG1DIAAE7HcczQ6rfcIt14o/Trr1JoqO1UAICSdPCgqQG7dpmmqbp1bScCAHiKjRul8HBp4ULp22+l55+XfLmkCQBu5b33zMi0zZpJy5ZJTZrYTgTki08ZwLlwHDM0bIsW0r//mq7ZkSOlMmVsJwMAoGAcx5x8GjVKeuUVM7c4AACnk5Ym3XefGZ3w+eelzz6Type3nQoAUJKOHpW6dpXWr5fmzpUaN7adCADgKb75xoxO4utrRrXt1Ml2IgBAYRw/Lj36qPTww2aZO1c6/3zbqYDTonEKOFsHDki33y7de68ZLnbNGjNFBQAA7sJxpGeflV56SXr1VWnwYNuJAACubu9ec7fgjBnStGlm2gzu/AYA73L8uDkntmSJ9P33UsuWthMBADxBZqY0bJjUpYs55oiNlRo0sJ0KAFAYa9dK114rTZxolrffZsARuIXStgMAbunnn6VevaQjR8zd1bffbjsRAACF4zhSVJSZZum116SBA20nAgC4uj//lDp3llJTpQULpIgI24kAACUtI8OcE5szx4wIctVVthMBADxBSop0991mWr4RI8yNftygAQDuY88eacgQ6YMPpPr1pfnzpauvtp0KKDA+dQCFcfSoubB8/fXSRReZrlmapgAA7sZxzPRKo0dLY8fSNAUAOLM5c6Q2baSKFaVly2iaAgBv5DjSI4+YmwinT5duuMF2IgCAu3Mc6aefzNR8Cxeaptznn6dpCgDcxbFjZjaL+vWlmTPN9Ya4OJqm4Hb45AEUVFyc+fA+frz5o//TT1KNGrZTAQBQOI4jPf20NGaM9Prr0hNP2E4EAHBljiO9+abUqZM56fX771Lt2rZTAQBKmuNITz0lvfee9OGH0q232k4EAHBnjmOme42IkDp2lCpVkv74Q7rpJtvJAAAF4TjS119LTZqYm7TvvlvaskV6/HGm5oNbYqo+4Ez+/ts0Sr3/vplP+48/pObNbacCAKDw0tJM09Qbb5jlscdsJwIAuKqMDHMC7PXXpcWLpcGDpZdflkqVsp0MAMxJ+pQU6d9/pV27pL17pUOHCrf4+krlyklly+Z+zGtd2bJSQIAUFibVrStdeKFUtark42P7N1FyRo0yd5K/8YZ077220wAA3FVmpjnOGDlSWrlSuuIKM7pthw7eVVcBwJ3FxZkbsufPN3+/v/rKNFABbozGKSA/q1aZ0ThmzpQqVzbDwz75pDlZBgCAu/nhB2nAANMQ/NZbUv/+thMBAFzRwYPSRx+ZC+PbtklXXil9+y13fgMoOUeOmGaoXbtONEbl9fzw4dzf5+NjphPNuVSoYB4DA6XQ0NzrMzOlo0fNzzv5MSVFSkzMvS45Wdq378TPCwg40UR18lKzplTag067vvmmNGSINGIEN18AAM5ORob0xRemYSouTmrXTvrlF/NIwxQAuIe9e6WhQ80otPXqSd99J914I3/H4RE86AgeKAKOYz6sjxljpuKrU8ecHLrvPql8edvpAAAovC1bzN0f330nXXutNHs2d38AAE61Y4dprH3/fdOMcPvt5iaSyy6znQyAp3Ecac8eaetW09R/8uPu3bm3r1BBuuAC0/hUo4YUHm6+Dg09sb5aNXPeprhP2B88eCJrzuXzz6WdO81FYck0TdWuLV18sXTNNeZzeKNG7ndB4fhx6aWXpBdfNDcTPvec7UQAAHeTni599plpmNq40YxM8s475gYNAIB7OHZMevttafhwc0zz2mvSI49Ifn62kwFFhsYpQDIntr78Uho9WlqxwpzY+vRT6dZbPesOQQCA90hNNRc5Xn1VCgmRZs2SunVzv4s1AIDitWSJmY7vyy/N6Cl9+5pRCWvUsJ0MgDtLTzcNmZs3n9oY9fff5rNqluDgEyM3XXed+bpmzRPNUYGB9vbjZAEBUosWZjnZ8eOmeSqrmWrLFmnZMjPqa3q6+Uzerp1porrmGrO/rvzZfP16qVcvMyL7Cy+YxZXzAgBcy/Hj0tSp5tzUli1Sp07S5MmmARoA4B727zfXFcaONcc4ffpIw4ZJVarYTgYUOTpC4N2OHJGmTDEXlbduNSfo5s6Vrr+ek0EAAPfkOGaEkMGDzdC5zzwjPf00IycCAE5ITzeNUq+/Li1daoZXf+MNc4G8YkXb6QC4i+PHTzRHbdly4nHLFjPVZ3q62a5MGTOi94UXSlddJd1774lGqbAwz/m7U6bMian6ckpNlX7/XVqwwIxyPnOmmSawZk3TQJU1IlWtWnZynywjQxo3zowuFRYmxcRIrVrZTgUAcAeZmdK6ddLPP5vRbLdvl7p2lWbMkFq2tJ0OAFAQhw9L334rTZsmzZlj/rbfeKM5j9S0qe10QLGhcQre6cABacIEMw3fvn1mBI4ZM5iGAgDg3uLipMcekxYuNCemxo41FzsAANi3T1q92jRKvf++GRWlXTvpm2/M3d++vrYTAnA1jiMlJZmLntu2nXjMapLavv3E1HR+fqZhqF49qXNn81i/vnmsWVMqVcrefthWoYKZlqhDB/M8JUX67TfTRLVggfTJJ+Z3XbeuaaC69VZzY5+NEdC3bpXuu09avNhM9z1ypFSuXMnnAAC4h4wMae1aadEicy7qt9/MtRc/P3Ne6uuvpebNbacEAJxJero5Ppk2zTRIHTpkRgh87TXp9tvNKMGAh/PexqmMDNMxefiwlJZm/iCkp5v1eT2evK5UKXMCo0wZ83jy1yc/9/c3J0rKlLG9597p6FEzBcX8+eYP/7Jl5r/LffdJgwaZE3kAALir//6Thg6V3nnHXKCaO/fEhRkAgHfJzDSNDatXm2XVKvP477/m9fLlzY0jTzwhXXKJxaAAXEJy8ommqKwl5/OUlBPbli9vRo6qV89cDK1X70SDVI0a3t0cVRiBgaZhtVMn8/zAAXPBecEC8zn+gw+kqlXNBYo775QiIop/VHTHkd5914xaW62aydK2bfH+TACA+0lPN8cWixaZ5ddfzWcJf39Trx57zNSP8HAabwFv5jgnFsncqMUsP67HcaTly02z1IwZUmKi1KCB9OST5jiEa+fwMp7VOLVxo5lyLashKjU1/6+PHbOTsUwZMwR5hQqnPp68LihIqlRJOu88s5z8tY07z9xFerq0cqVplJo/3wyJfvSomXP1mmvMFBRdu9IhCwBwbxkZ0qRJUlSUqXOjR5uTVH5+tpMBAIpbWpq5SBEff6JJavVqac0a6eBBs01IiHTxxdLdd5vHSy4xI8LQ3AB4LscxTfV79pgT33k9Zn2dmGjuJM5StqxpjKpTR7riCqlnzxPPw8LMORUueBS9ypWlm282i+OYv+WffmqW8eOl2rWlHj3MxYtmzYr+5//zj/TAA9JPP0kPPyy98ooUEFD0PwcA4D5SU6WEhBOfFzZvNo1Sixebpupy5Uyj1KBBplGqVSvzOQKAPcePm3MBhw6ZJTU192N+644eNecXzrQcO3biMTMzd2PUyY1SeSld2pyzzlrKlMn9/OSlfPn8r6Hn9XXFiubaeaVKppkTecvIkDZtMtOHT59u/r6HhJjjjZ49zbSqHPPBS3lW583hw2aKmqw/puedJ11wgfk6a1358rm/rlDB/AHOGhkqaySp0z2WKmWKwvHjJ0ajyu/rrOdpaaYQnVyUcq777z9zsiKrWCUnmyHRMzPz3t+KFU9tqjr/fLNUqXLi65xL5cqeOeqV40jr159olFq0yPz+KlY0H9xHjTLDnDdrxhQUAOzKzMx9oHHyQUfOdceOmRpS0Mes5XT1KK+vMzIKtzjOiYOjgjxK5sP26Zasu06ylqyRGwu6+PufvtbntS4w0NTPwED3ORjYv1+KjTXTLC1dar5OSTEXxEePlqpXt50QANyX45i6eLoanJlpamFm5okl5/O8vj7dupMf09PNic6UFHM8c/Jjzq9z3gzk4yM1bGiao266yTy2aGFOfgGw74MPpM8/P3FxoCCPZcqYvwlHjpiLGXk9nrzu0CHTFJWenvvnlyljRhEKDjaP9eubxqhq1cxIUVmNUdWquc/nYk/l42OaXC+5RHr5ZXOBevp06b33zPMmTUwDVY8e5z4lt+NIU6dKjz5qjo9+/FG64Yai2Q8AyMzMXaPyOxeW39f5zRCS39d5XUM5uaad/NzX11zryXrMWnI+P/m1glw/OtdHX98zL1nn0rKudeQ8J3imx2PHzPmlxMTczVE5v05Nzf27Kl/efHZ46ilzveXyy2lMAFzNRx9Jffqcfpvy5U8d1KNcOfP/c9bMSVlf51z8/HJ/nfNcvpT7vP7Jz318zN/qrHMrJ59zyWtdWpq55r9rV97X1NPSTr+fZcua8/5ZA5TkXHKuq1z5xJJ1DT0gwHOOifbtM9OpxsWdeFy3ztTmgADpllvMjRrXXssNdoA8rXHq0kvNBURP4jjmxPl//5klKSn/rw8cMH/w9u83S1JS3u8ZFHRqM1XlyqbxKmeRyLmcd57dhqvMTGnvXtNYlrX8+++Jr9evNx/o/fykNm3M0OLXXms+wHtioxiAorNxo/n7kXWC5uQ7LHI+L8jXZ3otI+PcM598V0bWY85pYk+ePjbnurJlzYFRzqbhgi5ZJ4xyNjud6dHH58QdJznvRjndknVCp6BLUpI5kMo5ymTW45kOpHx9Txws5TXCY14NyllLhQrFdyCVnm4OZpYuNdPNLl1q7gCRzNQdrVtLzzwjdexoPgMBgLtLTzd/s09uBsi55LUua31Wzc36Or91OevzyQ3ItpUubU5eBQaa47asx5AQ0xh18vrAQPNa06amJgFwTVmfv48fN59PT27MzK9Zs0wZ873lyp36WL68OV+Tc12FCqb5KWeTVHCw+XvhKSf/vYmvr3T11WZ5801p3jzTRDVqlPTcc+Z44M47zRTdVaqYY5aCXvDYs8dcWJs929xZ/tZb5ngHgOdzHFNnDh82n6OzLkJnnUfJueS3Lut7T7ec6VzM6eS80T1nU9Hpvs55s3TOEU9O93XOmxvyurHh5K9zLllNW/nd9O4OSpUynxVCQsznhQYNpKuuMl9nrctazj+fG9IBV3f99dIXX5wYfenkWY7Kl/ec/4/T008drCTnDWdJSacu+/ZJW7bkXpfXtZrSpfNuqMp5vfzk6wZZX9saee/oUWnDhtwNUmvXmoZYyTS8NW4sNW8ude9uHq+8kilVgZN4VuOUJ/LxMSfDAwPN0NyFkZ5umqmyGqlOXvbtM6/v2mUarg4cMMvhw3m/X0CA+cNf0KkGs9b5+Z3+QOPkdenppokhZ3PUv//mvpBRpowUGmrujKxRwwwLe801pmmqfPmz/30D8D5RUdJXX+X9WtaFiqy7KfL72t//xAfjnOtOfp7fHRr5fZ1Xg1RW0xIKLutO/ZObqrIOovJrTN6+PffreR1I+fmdOHjKa6THChUKfregr6+pdatWmSap5ctN1tKlzR3nN9wgvfiiuUASFsa/A8CW1FRz0VIqWCNo1nZZ8hp1L7/1hWlSPfluv4LKumBQkNGRsr7OajI6ecTD/NYfO3ZqM1Ney8kjpJyJn585yXNyQ0FW/c36OjDw1HU5621+I77kNfrLyX/TC/q8II/8XQc81113mQU4W35+UqdOZklNlb791nweGTQo9/myoKATF3OybpA8+fnx49KwYeYzwOefS9262dsvAPn75htzLqMgI5bnvGEv6/xHVnNTzsesrwva7JM1YnfO0buzRiepWNHc1JX1eTxrKV/+1HVZn79znvfK61yYv7/5zO1On4tzXts4eTSsnKO85zV6Vn6POZu6spa81uW8OTHreCXnCO553WCZ9Zh1LstTmigASHXrmsUblC5tPvcGBZ39eziOabrav//E9fGcX+d8vmXLia//+y//G++yrhPlbKqqWDH3taKTH09eV6aMqddZ0y6e7jHr6717T1y7CAszsy89+KB5bN5cqlfP/M4AnBb/l3iy0qVP3GlYGEePmj/8WYUh59cHDpw63eCePXlPPXjkSMF+Xl7D3uYcLv7KK080SGUtVavyoR5A0XjzTWnMmFM/pGYNOQv3lzV6R0DA2b9H1giQp2tIzlr++efE14cP5z6ZVRA1apjmqBEjzOMll3D3B+BK/vtP6t3bfH2maUhPbow6XWNVfq+5gpMbgk5uJjrT86wm07yamvJa/P1PvdiS18UX6jQAwBtVqCDdcYdZDhyQ1qw5ce4u62aQnM+3bz/xPCnJfMbo2lV6993CnzMEUHK6dzfn6bNkfa4+ueHo5Maj8uXNheTq1U80MmU1M+V8zPl1VkNUziapcuX4vF0QOY+RAADuw8fnxDWDOnUK/n2OY65/n3xD9ukec458ntdsJUePntrUnPOaRsWKJx4rVpRq1cq9LjjYNEg1bXpu10AAL0fjFE5Vtqw5sKpe/dzeJzPTXDA+diz/+cE5+AJgW82athPAHeQcAbIwB1I55ZyuML/Fx+fc7pQBUPxq1CjZpqacfzdyTnma37rCym+0pKyv3elubwAAvE3lymYE9oLKOldXsWLxZQJQNOLjc49Gznl0AADs8/E50YAcGlp075uefmIkyfLlTTM0gBJF4xSKj68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      "text/plain": [
       "<Figure size 3000x3000 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(5, 6, figsize=(30, 30))\n",
    "\n",
    "for i in range(5):\n",
    "    for j in range(6):\n",
    "        ax[i, j].plot(\n",
    "            data[data.columns[i * 6 + j]], label='Difference', color='red', linewidth=1\n",
    "        )\n",
    "        ax[i, j].set_title(f'Error Curve : {data.columns[i*6+j]}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It seems like the critical time for each satellite is around 150 min from TOC which substantiates the previous experiment."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "navigator-96XIUzCO-py3.11",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}