Master-Project/Notebooks/10_wdb_from_experimental_data.ipynb
2021-07-30 16:21:14 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Library to compute solar angles and irradiation components:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pvlib"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Math libraries:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import scipy\n",
"from scipy.io import loadmat"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"# Import Experimental Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The Polydome experiments have been done in the following order, begining and end dates:\n",
"\n",
"| No | Start Date | End Date |\n",
"|----|------------------|------------------|\n",
"| 1 | 01.06.2017 20:00 | 03.06.2017 17:00 |\n",
"| 2 | 10.06.2017 16:00 | 12.06.2017 06:00 |\n",
"| 3 | 16.06.2017 20:00 | 19.06.2017 06:00 |\n",
"| 4 | 19.06.2017 20:00 | 22.06.2017 06:00 |\n",
"| 5 | 30.06.2017 20:00 | 03.07.2017 06:00 |\n",
"| 6 | 07.07.2017 20:00 | 10.07.2017 06:00 |\n",
"| 7 | 13.07.2017 20:00 | 20.07.2017 06:00 |\n",
"| 8 | 21.07.2017 20:00 | 24.07.2017 06:00 |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, manually check one experiment to see the available and the missing data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load the experimental data pertaining to the `seventh` experiment:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"exp_id = 'Exp7'"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Power',\n",
" 'Setpoint',\n",
" 'OutsideTemp',\n",
" 'SupplyTemp',\n",
" 'InsideTemp',\n",
" 'LakeTemp',\n",
" 'SolRad',\n",
" 'SolRad_DA']"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mat_exp1 = loadmat(f'../Data/Luca_experimental_data/{exp_id}.mat')\n",
"measured_vals = [*mat_exp1[exp_id].dtype.fields]\n",
"measured_vals"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The available data has, therefore, the following columns:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"| Power | HVAC Electrical Power consumption |\n",
"|-------------|-----------------------------------|\n",
"| Setpoint | HVAC Setpoint Temperature |\n",
"| OutsideTemp | Outside Temperature measurement |\n",
"| SupplyTemp | HVAC Air Supply Temperature |\n",
"| InsideTemp | Inside Temperature measurement 1 |\n",
"| LakeTemp | Inside Temperature measurement 2 |\n",
"| SolRad | Solar Irradiation measurement |\n",
"| SolRad_DA | Solar Irradiation, daily average |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Transform MATLAB struct to a Dataframe"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Transform one matlab array to a dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def df_from_mb_struct(mb_mat, field):\n",
" df_field = pd.DataFrame({\n",
" 'timestamp': pd.Series(np.array(mb_mat[field][0,0]['time'][0,0]).flatten()),\n",
" 'value': pd.Series(np.array(mb_mat[field][0,0]['values'][0,0]).flatten())\n",
" })\n",
" df_field['timestamp'] = pd.to_datetime(df_field['timestamp'], unit = 's', utc = False) + pd.Timedelta(2, 'hours')\n",
" df_field['timestamp'] = pd.DatetimeIndex(df_field['timestamp'], tz = 'Europe/Zurich')\n",
" df_field.set_index('timestamp', inplace = True, drop = True)\n",
" df_field.columns = [field]\n",
" \n",
" return df_field"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Iterate over the all the experiments and compute the corresponding dataframes:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"dict_dfs = {}\n",
"for var in measured_vals:\n",
" dict_dfs[var] = df_from_mb_struct(mat_exp1[exp_id], var)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Combine all the dataframes together:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
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" <th></th>\n",
" <th>Power</th>\n",
" <th>Setpoint</th>\n",
" <th>OutsideTemp</th>\n",
" <th>SupplyTemp</th>\n",
" <th>InsideTemp</th>\n",
" <th>LakeTemp</th>\n",
" <th>SolRad</th>\n",
" <th>SolRad_DA</th>\n",
" </tr>\n",
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" <tbody>\n",
" <tr>\n",
" <th>2017-07-13 20:00:00+02:00</th>\n",
" <td>1688.827586</td>\n",
" <td>22.5</td>\n",
" <td>24.0</td>\n",
" <td>23.9</td>\n",
" <td>23.2</td>\n",
" <td>22.666667</td>\n",
" <td>91.714933</td>\n",
" <td>157.0</td>\n",
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" <tr>\n",
" <th>2017-07-13 20:05:00+02:00</th>\n",
" <td>5298.965517</td>\n",
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" <td>121.538700</td>\n",
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" <tr>\n",
" <th>2017-07-13 20:10:00+02:00</th>\n",
" <td>6061.344828</td>\n",
" <td>22.5</td>\n",
" <td>24.0</td>\n",
" <td>14.3</td>\n",
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" <td>101.481617</td>\n",
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" <tr>\n",
" <th>2017-07-13 20:15:00+02:00</th>\n",
" <td>6062.466667</td>\n",
" <td>22.5</td>\n",
" <td>24.0</td>\n",
" <td>14.0</td>\n",
" <td>22.9</td>\n",
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" <td>163.710150</td>\n",
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" <th>2017-07-13 20:20:00+02:00</th>\n",
" <td>5447.482759</td>\n",
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" <th>2017-07-20 05:35:00+02:00</th>\n",
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" <td>23.2</td>\n",
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" <tr>\n",
" <th>2017-07-20 05:40:00+02:00</th>\n",
" <td>1675.666667</td>\n",
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" <td>22.0</td>\n",
" <td>23.6</td>\n",
" <td>23.2</td>\n",
" <td>22.266667</td>\n",
" <td>3.250000</td>\n",
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" <th>2017-07-20 05:45:00+02:00</th>\n",
" <td>1679.137931</td>\n",
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" <th>2017-07-20 05:50:00+02:00</th>\n",
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"<p>1848 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" Power Setpoint OutsideTemp SupplyTemp \\\n",
"timestamp \n",
"2017-07-13 20:00:00+02:00 1688.827586 22.5 24.0 23.9 \n",
"2017-07-13 20:05:00+02:00 5298.965517 22.5 24.0 15.5 \n",
"2017-07-13 20:10:00+02:00 6061.344828 22.5 24.0 14.3 \n",
"2017-07-13 20:15:00+02:00 6062.466667 22.5 24.0 14.0 \n",
"2017-07-13 20:20:00+02:00 5447.482759 22.5 24.0 14.0 \n",
"... ... ... ... ... \n",
"2017-07-20 05:35:00+02:00 1679.517241 22.5 22.0 23.6 \n",
"2017-07-20 05:40:00+02:00 1675.666667 22.5 22.0 23.6 \n",
"2017-07-20 05:45:00+02:00 1679.137931 22.5 22.0 23.6 \n",
"2017-07-20 05:50:00+02:00 1674.206897 22.5 22.0 23.6 \n",
"2017-07-20 05:55:00+02:00 1674.233333 22.5 22.0 23.6 \n",
"\n",
" InsideTemp LakeTemp SolRad SolRad_DA \n",
"timestamp \n",
"2017-07-13 20:00:00+02:00 23.2 22.666667 91.714933 157.0 \n",
"2017-07-13 20:05:00+02:00 23.5 22.933333 121.538700 111.5 \n",
"2017-07-13 20:10:00+02:00 23.5 22.733333 101.481617 111.5 \n",
"2017-07-13 20:15:00+02:00 22.9 22.700000 163.710150 111.5 \n",
"2017-07-13 20:20:00+02:00 22.6 22.666667 90.039567 111.5 \n",
"... ... ... ... ... \n",
"2017-07-20 05:35:00+02:00 23.2 22.333333 3.260000 0.0 \n",
"2017-07-20 05:40:00+02:00 23.2 22.266667 3.250000 0.0 \n",
"2017-07-20 05:45:00+02:00 23.2 22.300000 3.240000 0.0 \n",
"2017-07-20 05:50:00+02:00 23.2 22.266667 3.340000 0.0 \n",
"2017-07-20 05:55:00+02:00 23.2 22.400000 3.380000 0.0 \n",
"\n",
"[1848 rows x 8 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = dict_dfs[measured_vals[0]]\n",
"\n",
"for idx in range(1, len(measured_vals)):\n",
" df = pd.concat([df, dict_dfs[measured_vals[idx]]], axis = 1)\n",
"df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Export plots necessary in the report"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the electrical power consumption of the HVAC system (including the fans):"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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PAVjAzKcT0UkANmbmfyOi3WBs1Q+AcWd8HYBdmLlJRFMBfBHAnTD7B85k5isHpeIZGRkZGRkZGRkZGRmjGIOpCdwVwJ3MvKKIO/R3mDhCZXDZ4vd9xfFRAC5iE+z3GZjNzgcQ0VYANmDmO4oYPeeLezIyMjIyMjIyMjIyMjI6wGAygQ8DOJSINiWidQG8Cyamz5bWo1jxu0WRfxv4AVVnFWnbFMc6PSMjIyMjIyMjIyMjI6NDjBusgpl5BhH9N4BrASwD8ACAvopbYvv8uCI9LIDoBAAnAMB6662372tf+9qO6pyRkZGRkZGRkZGRkTFacM8997zMzJvr9EFjAgGAmX8NE2sHRPQdGC3eHCLaiplnF6aec4vss2A0hRbbwsT+mlUc6/TY834FE3cI++23H0+bNm0A3yYjIyMjIyMjIyMjI2PkgIiejaUPtnfQLYrfVwL4BxjHL5cDOK7IchyAy4rjywEcQ0QTiGhHmKCsUwuT0aVEdFDhFfRj4p6MjIyMjIyMjIyMjIyMDjComkAAlxLRpgB6AZzIzAuJ6HQAlxDRJwA8B+BoAGDmR4joEgDTYcxGT2TmZlHOZwGcC2ASgCuLv4yMjIyMjIyMjIyMjIwOMWghIoYb2Rw0IyMjIyMjIyMjI2Msg4juYeb9dPpgawIzMjIyMjIyMjIyMhLo7e3FrFmzsGrVquGuSsYIxsSJE7Htttti/PjxtfJnJjAjIyMjIyMjIyNjmDBr1iysv/762GGHHWDcX2RkdAZmxvz58zFr1izsuOOOte4ZVMcwGRkZGRkZGRkZGRlprFq1CptuumlmADP6DSLCpptu2pE2OTOBGRkZGRkZGRkZGcOIzABmrC067UOZCczIyMjIyMjIyMgYw5g8ebJ3fu655+Lzn/88brrpJrz+9a/3rvX19WHLLbfE7NmzAQBf/OIXsc0226DVann5zj//fOyxxx7Yfffdsdtuu+EHP/hB7frY5/cH3/nOdyqvv+td78KiRYs6Lndt6tSNyExgRkZGRkZGRkZGRkaAQw89FLNmzcLMmTPLtOuuuw577LEHttpqK7RaLfzpT3/Cdttth5tvvrnMc+WVV+KMM87ANddcg0ceeQT33nsvNtxwwyGpc4oJZGa0Wi1cccUV2GijjYakLoOJZrPZPlMFMhOYkZGRkZGRkZGRkRGg0Wjg6KOPxsUXX1ymXXTRRTj22GMBADfeeCP22GMPfPazn8WFF15Y5vnud7+LH/zgB9h6660BGM+Vn/rUp4Ly582bhw984APYf//9sf/+++O2226rnWfZsmX453/+Z7zuda/DnnvuiUsvvRQnnXQSVq5ciSlTpuDDH/4wZs6ciV133RWf+9znsM8+++D555/HDjvsgJdffhmA0Vbuueee2GuvvfDRj34UAPCXv/wFBx54IPbee28cfvjhmDNnTuU3OvXUU/HRj34Ub33rW7Hzzjvj7LPPBmCYzq9+9avYY4898LrXva78hp/73Odw+eWXAwDe//734+Mf/zgA4Ne//jW+8Y1vAAAuuOACHHDAAZgyZQo+/elPlwzf5MmT8c1vfhMHHngg7rjjjsp6tQUzj8q/fffdlzMyMjIyMjIyMjK6GdOnTx/uKnCj0eC99tqr/Ntuu+34xBNPZGbmqVOn8pQpU5iZedWqVbz55pvzggULmJn5E5/4BJ9//vm8ePFi3nrrrXnNmjXMzLzxxhvzokWL2j732GOP5VtuuYWZmZ999ll+7Wtfy8zMv/3tb8vnp/J87Wtf4y9+8YtlWbZO6623Xpn2zDPPMBHxHXfcUaZtv/32PG/ePH744Yd5l1124Xnz5jEz8/z588tyWq0WMzOfffbZ/JWvfCWok8Qpp5zCe+65J69YsYLnzZvH2267Lb/wwgv8hz/8gQ8//HDu6+vjl156ibfbbjt+8cUX+cILL+T/9//+HzMz77///nzggQcyM/Pxxx/PV111FU+fPp3f/e53l9/ys5/9LJ933nnMzAyAL7744uT3jPUlANM4wivlEBEZGRkZGRkZGRkZXYD//MsjmP7ikgEtc7etN8Ap79m9Ms+kSZNw//33l+fnnnsupk2bBgDYf//9sWzZMjz22GOYMWMGDjroIGy88cZYs2YNrrjiCvz4xz/G+uuvjwMPPBDXXHMNjjzyyNp1u+666zB9+vTyfMmSJVi6dGmtPNdddx0uuuiiMn3jjTeOPmP77bfHQQcdFKTfcMMN+OAHP4jNNtsMALDJJpsAMCE7PvShD2H27NlYs2ZNrZALRx11FCZNmoRJkybhLW95C6ZOnYpbb70Vxx57LHp6erDlllviTW96E+6++24ccsghOOOMMzB9+nTstttuWLhwIWbPno077rgDZ555Js477zzcc8892H///QEAK1euxBZbbAEA6OnpwQc+8IG29amDzARmZGRkZGRkZGRkZCRxzDHH4KKLLsKMGTNKU9CrrroKixcvxute9zoAwIoVK7DuuuviyCOPxO6774577rkHb33rWyvLbbVauOOOOzBp0qSO8zBzLY+Y6623XjQ9df+//Mu/4Ctf+Qre+9734qabbsKpp57a9hm6HCKCUcKF2GabbbBw4UJcddVVOPTQQ7FgwQJccsklmDx5MtZff30wM4477jh897vfDe6dOHEienp62tanDjITmJGRkZGRkZGRkdEFaKexGy4ce+yxOOqoo7B48WL8+te/BgBceOGFOOecc0qmcPny5dhxxx2xYsUKnHzyyfja176Gv/71r3jFK16B1atX45e//CW+8IUveOUeccQROOuss/DVr34VAHD//fdjypQptfLY9DPOOAMAsHDhQmy88cYYP348ent7MX78+Mp3Ouyww/D+978fX/7yl7HppptiwYIF2GSTTbB48WJss802AIDzzjuv1ve57LLLcPLJJ2P58uW46aabcPrpp6PZbOKXv/wljjvuOCxYsAA333wzvv/97wMAXv/61+OMM87ADTfcgPnz5+ODH/wgPvjBD5b1Ouqoo/DlL38ZW2yxBRYsWIClS5di++23r1WXusiOYTIyMjIyMjIyMjIykthtt92w7rrr4q1vfSvWW289rFixAldffbVn+rneeuvh4IMPxl/+8he8613vwoknnojDDz8cu+++O/bdd1/09fUF5Z555pmYNm0a9txzT+y22274xS9+UTvPN77xDSxcuBB77LEH9tprL9x4440AgBNOOAF77rknPvzhD1e+0+67746vf/3reNOb3oS99toLX/nKVwAYRy9HH300DjnkkNJUtB0OOOAAHHnkkTjooIPwH//xH9h6663x/ve/v3Q689a3vhXf+9738IpXvAIAcMghh6Cvrw+vfvWrsc8++2DBggU45JBDym/97W9/G0cccQT23HNPvO1tbyvDcQwkKKWqHOnYb7/92NoyZ4wd9DVb6GlQDrqakZGRkZGRMSIwY8YM7LrrrsNdjYx+4tRTT8XkyZPx//7f/xvuqkT7EhHdw8z76bxZE5gxatDXbOHVX78S373y0eGuSkZGRkZGRkZGRkbXIu8JzBg16G0arfZ5t8/Ev78rS9QyMjIyMjIyMjIGF3Ucx3QjsiYwY9TAWoCOUgvnjIyMjIyMjIyMjAFBZgIzRg1KJhCZC8zIyMjIyMjIyMhIITOBGaMOrcwDZmRkZGRkZGRkZCSRmcCMUQNrBtrK9qAZGRkZGRkZGRkZSWQmMGPUIfOAGRkZGRkZGRn10dPTgylTppR/p59+emX+73znO0NSr3PPPRef//zng/TVq1fj8MMPx5QpU3DxxRev1TNuuukmvPvd716rMqog3+EXv/gFzj///EF7VifI3kEzMmDCS/zo2sfxmTe/ChtMHD/c1cnIyMjIyMjIGDJMmjQJ999/f+383/nOd/Dv//7vHT2j2Wyip6enw5rFcd9996G3t7ejOncDPvOZzwx3FUpkTWBGBoC/PTQbP7vpKZyeYwxmZGRkZGRkZGDx4sV4zWteg8ceewwAcOyxx+Lss8/GSSedhJUrV2LKlCn48Ic/DAC44IILcMABB2DKlCn49Kc/jWazCQCYPHkyvvnNb+LAAw/EHXfcgcmTJ+PrX/869tprLxx00EGYM2cOAOAvf/kLDjzwQOy99944/PDDy/QY5s6di4985CO4//77MWXKFDz11FP41re+hf333x977LEHTjjhBHBhFvbmN78Z//Zv/4YDDjgAu+yyC2655ZZomUuWLMH73/9+7LbbbvjMZz6DVqsFAPjsZz+L/fbbD7vvvjtOOeWUMv9JJ52E3XbbDXvuuWcZJH7evHn4wAc+gP333x/7778/brvttuA5p556Kn7wgx9U1q3ZbOKrX/0q9t9/f+y555745S9/WbPFOkNmAjNGDdbGDLSviDG4ck1zgGqTkZGRkZGRkTEyYJk6+3fxxRdjww03xFlnnYXjjz8eF110ERYuXIhPfepTOP3000vN4e9+9zvMmDEDF198MW677Tbcf//96Onpwe9+9zsAwPLly7HHHnvgrrvuwsEHH4zly5fjoIMOwgMPPIBDDz0UZ599NgDg4IMPxp133on77rsPxxxzDL73ve8l67rFFlvgnHPOwSGHHIL7778fr3rVq/D5z38ed999Nx5++GGsXLkSf/3rX8v8fX19mDp1Ks444wz853/+Z7TMqVOn4oc//CEeeughPPXUU/jjH/8IADjttNMwbdo0PPjgg/j73/+OBx98EAsWLMCf/vQnPPLII3jwwQfxjW98AwDwxS9+EV/+8pdx991349JLL8UnP/nJtt89Vrdf//rX2HDDDXH33Xfj7rvvxtlnn41nnnmmRit2hmwOmpEBoKdh4ktkpzIZGRkZGRkZw4rr3hymvfIfgV0+B/StAG56V3h9p+PN36qXgVs/6F87/Ka2j0yZg77tbW/D73//e5x44ol44IEHovdef/31uOeee7D//vsDMAzlFltsAcDsNfzABz5Q5l1nnXXK/Xf77rsvrr32WgDArFmz8KEPfQizZ8/GmjVrsOOOO7ats8SNN96I733ve1ixYgUWLFiA3XffHe95z3sAAP/wD/9QPm/mzJnR+w844ADstNNOAIzG89Zbb8UHP/hBXHLJJfjVr36Fvr4+zJ49G9OnT8duu+2GiRMn4pOf/CSOPPLI8n2uu+46TJ8+vSxzyZIlWLp0aWW9Y3W75ppr8OCDD+IPf/gDAKORfeKJJzr+Ju2QmcCMUYO1iQ9oYww2c3yJjIyMjIyMjAwAQKvVwowZMzBp0iQsWLAA2267bZCHmXHcccfhu9/9bnBt4sSJ3j7A8ePHgwqiq6enB319fQCAf/mXf8FXvvIVvPe978VNN92EU089tXYdV61ahc997nOYNm0atttuO5x66qlYtWpVeX3ChAnB8zRsneT5M888gx/84Ae4++67sfHGG+P444/HqlWrMG7cOEydOhXXX389LrroIpx11lm44YYb0Gq1cMcdd2DSpEm16x6rGzPjJz/5Cd7+9rfXLqc/GFRzUCL6MhE9QkQPE9GFRDSRiDYhomuJ6Inid2OR/2QiepKIHiOit4v0fYnooeLamaRbKiNjLdEoulRWBGZkZGRkZGQMKw6/Kfzb5XPm2rh149d3Ot5cn7hZeG0t8OMf/xi77rorLrzwQnz84x9Hb28vAMPM2ePDDjsMf/jDHzB37lwAwIIFC/Dss8929JzFixdjm222AQCcd955Hd1rGb7NNtsMy5YtKzVonWDq1Kl45pln0Gq1cPHFF+Pggw/GkiVLsN5662HDDTfEnDlzcOWVVwIAli1bhsWLF+Nd73oXzjjjjFKDesQRR+Css84qy+yv05q3v/3t+PnPf15+38cffxzLly/vV1lVGDRNIBFtA+ALAHZj5pVEdAmAYwDsBuB6Zj6diE4CcBKAfyOi3YrruwPYGsB1RLQLMzcB/BzACQDuBHAFgHcAuHKw6p4xMrE2DJxlArM5aEZGRkZGRsZYg90TaPGOd7wDH//4x3HOOedg6tSpWH/99XHooYfi29/+Nv7zP/8TJ5xwAvbcc0/ss88++N3vfodvf/vbOOKII9BqtTB+/Hj89Kc/xfbbb1/7+aeeeiqOPvpobLPNNjjooIM62gO30UYb4VOf+hRe97rXYYcddijNUjvB61//epx00kl46KGHcOihh+L9738/Go0G9t57b+y+++7Yaaed8MY3vhEAsHTpUhx11FFYtWoVmBk//vGPAQBnnnkmTjzxROy5557o6+vDoYceil/84hcd1+WTn/wkZs6ciX322QfMjM033xx//vOfOy6nHYgHiegtmMA7AewFYAmAPwM4E8BPALyZmWcT0VYAbmLm1xDRyQDAzN8t7r8awKkAZgK4kZlfW6QfW9z/6arn77fffjxt2rRBeLOMbsXy1X3Y/ZSrAQAzTz+yo3uveng2PnPBvXj77lvilx/dbzCql5GRkZGRkZERYMaMGdh1112HuxoZowCxvkRE9zBzQNwOmjkoM78A4AcAngMwG8BiZr4GwJbMPLvIMxvAFsUt2wB4XhQxq0jbpjjW6RkZHtZGnGEtjJutgalLRkZGRkZGRkZGRrdi0JjAYq/fUQB2hDHvXI+IPlJ1SySNK9JjzzyBiKYR0bR58+Z1WuWMMYyeck9gNgfNyMjIyMjIyMgY3RhMxzCHA3iGmecxcy+APwJ4A4A5hRkoit+5Rf5ZALYT928L4MUifdtIegBm/hUz78fM+22++eYD+jIZoxuNYiQ0MxOYkZGRkZGRkZExyjGYTOBzAA4ionULb56HAZgB4HIAxxV5jgNwWXF8OYBjiGgCEe0IYGcAUwuT0aVEdFBRzsfEPRkZJdZGi0elY5iBqk1GRkZGRkZGRj1kS6SMtUWnfWjQvIMy811E9AcA9wLoA3AfgF8BmAzgEiL6BAyjeHSR/5HCg+j0Iv+JhWdQAPgsgHMBTILxCpo9g2YMKBrZHDQjIyMjIyNjGDBx4kTMnz8fm266aRCvLiOjDpgZ8+fPx8SJE2vfM6jB4pn5FACnqOTVMFrBWP7TAJwWSZ8GYI8Br2DGqMLasG89OURERkZGRkZGxjBg2223xaxZs5D9WWSsDSZOnIhtt922fcYCg8oEZmSMFDQKwVsz24NmZGRkZGRkDCHGjx+PHXfccbirkTHGMJh7AjMyhhRrFSy+kfcEZmRkZGRkZGRkjA1kJjAjA25PYCtzgRkZGRkZGRkZGaMcmQnMGD1YG01gYQ6a9wRmZGRkZGRkZGSMdmQmMCMDAJVM4PDWIyMjIyMjIyMjI2OwkZnAjFEDXiv/oDlEREZGRkZGRkZGxthAZgIzMgBYW9JmZgIzMjIyMjIyMjJGOTITmJEh0GwNdw0yMjIyMjIyMjIyBheZCcwYNVgbJZ69N5uDZmRkZGRkZGRkjHZkJjAjQyAHi8/IyMjIyMjIyBjtyExgxpCDmXHbky8PuNZtbUqz9+YQERkZGRkZGRkZGaMdmQnMGHJcOPV5fPicu3D5Ay8Od1UCZB4wIyMjIyMjIyNjtCMzgRlDjucXrgAAzFq4suN7n5q3DN+5YkZUi7g2mkV7a9YEZmRkZGRkZGRkjHZkJjBjyFHEZe8X0/bp/70Hv7r5acycv2JgK1Ugh4jIyMjIyMjIyMgY7chMYMaQo0E2MHt/7jW/q/uawbW12hNYVKaVQ0RkZGRkZGRkZGSMcmQmMGPIUfCA6I8jzgnjegAAq3oHh1vL5qAZGRkZGRkZGRmjHZkJzBhykNUE9kN3N3G86bKreyOawLWJE1j8ZiYwIyMjIyMjIyNjtCMzgRlDDrsncG00gav7BksTOCjFZmRkZGRkZGRkZHQNMhOYMeQg5xmm43snjCs0gQPMBNqqDHTswoyMjIyMjIyMjIxuQ2YCM4YcpWOYftw7oTAHXRUzB10r1zAGzawKzMjIyMjIyMjIGOXITGDGkMOZg/ZjT+AgmYNaBjLzgBkZGRkZGRkZGaMdmQnMGHI0Gv0PEWE1gbEQEQOgCEQrc4EZGRkZGRkZGRmjHJkJzBhyDESIiNUDHSKiqEv2DpqRkZGRkZGRkTHakZnAjCFHYy1CRFjHMKvaBIs/7/aZ/XLykhWBGRkZGRkZGRkZox2ZCcwYcqyFc1DHBLbRBJ5y+SN4+uXlHZe/srcZdTqTkZGRkZGRkZGRMVowaEwgEb2GiO4Xf0uI6EtEtAkRXUtETxS/G4t7TiaiJ4noMSJ6u0jfl4geKq6dSVQGGcgYgbCawP7sv5u4jjEHvfWJecE1zVR20knkrbMXr+q4XhkZGRkZGRkZGRkjBYPGBDLzY8w8hZmnANgXwAoAfwJwEoDrmXlnANcX5yCi3QAcA2B3AO8A8DMi6imK+zmAEwDsXPy9Y7DqnTH4WJs9gVSwdk/OXdY2b3/39+UwERkZGRkZGRkZGaMZQ2UOehiAp5j5WQBHATivSD8PwPuK46MAXMTMq5n5GQBPAjiAiLYCsAEz38Fmk9f54p6MEQhaiz2B9p4Yf6fL6+uAmZPlZecwGRkZGRkZGRkZoxlDxQQeA+DC4nhLZp4NAMXvFkX6NgCeF/fMKtK2KY51esYIxdrsCbRoVtw8abxRIPc1syYwIyMjIyMjIyMjQ2PQmUAiWgfAewH8vl3WSBpXpMeedQIRTSOiafPmhXvGMroDRZjAfnnv5IpQDjbpkJ03A9AZMye1iJkJzMjIyMjIyMjIGM0YCk3gOwHcy8xzivM5hYknit+5RfosANuJ+7YF8GKRvm0kPQAz/4qZ92Pm/TbffPMBfIWMgYQ1B10bXqtV4Rx0fI/p1p2Yg0pkJnDkYNbCFVgdCRcCACecPw07nPS3Ia5RRkZGRkZGRkb3YyiYwGPhTEEB4HIAxxXHxwG4TKQfQ0QTiGhHGAcwUwuT0aVEdFDhFfRj4p6MBC69ZxZufGxu+4zDgFIT2I89gRZV+/Z6igd0pAkUWatMTTO6B33NFg7+7xvxxQvvj16/ZvqcaHpGRkZGRkZGxljHuMEsnIjWBfA2AJ8WyacDuISIPgHgOQBHAwAzP0JElwCYDqAPwInMbEX8nwVwLoBJAK4s/jIq8K+/fwAAMPP0I4e5JhEMgCYwxqjZlHH9YAK9srMmcETA9oFrZ2RmLyMjIyMjIyOjEwwqE8jMKwBsqtLmw3gLjeU/DcBpkfRpAPYYjDpmDD3cnsDO77X7CKvu7ZcmUBxnJnBkwPaB3F4ZGRkZGRkZGZ1hqLyDZgwwVvU28Z9/eQTLVvcNd1U6ho311x/HMFWw5Y3rMeX3VW0crEB/gthnDCwuvWcWHnh+UWWebLWbkZGRkZGRkdE/ZCZwhOKCO5/Fb2+biZ/e+ORwV6Vj0FppAt1xilkb1zDdurM9gS5vfx3KZAwc/vX3D+Con95WmSfHc8zIyMjIyMjI6B8yEzhCYenf3r7+abuGEwPhGAYI9wXaU2sO2m/voJm5GBHITGBGRkZGRkZGRv+QmcARCqtNG4kMy9qEiKizd298z9rtCczmoCMDuZkyMjIyMjIyMvqHzASOUFht1wjkAdGg/tfdMwdNFNDTD3NQiexoZGSg7p7Sgd57mpGRkZGRkZEx0pGZwBEKy0iNRIalUGKuNXGeevd+hYiQcQJH4Dcdi6jbTLk9MzIyMjIyMjJ8ZCZwhKLRsCaVI4/ALRR1/doRKPcRauefeU/g2ELdvp8d/WRkZGRkZGRk+MhM4AiFda4yEulbGyJibRnYFLPm9gTWd5ojmcusORoZqNt9RqKgJCMjIyMjYyShr9nC969+FNdNn4Mzrnsc85etHu4qZbTBoAaLzxg8WHPQkejEZKBCRKSYNbsnsN+awBH4Tcci6poT5/bMyMjIyMgYXEx9ZgF+euNT5fmEcT347JtfNYw1ymiHrAkcoeihkWsOSgNUd32/1eb1a0+gQGYaRgbynsCMjIyMjIzhx5wlq/DZ393rpc18efkw1SajLjITOEIxokNEFL/92xPokHQM058QETW8jnaCFxetxFk3PJE9Uw4i6rZTZgIzMjIyMjIGHs/NX4GXl63GNy97GItX9gIA1ulpYJuNJmHm/MwEdjuyOegIhXV+MhLNQS0G2juoLW5tNYED4UjkSxfdj6kzF+Ctr90Su229wVqXlxEiM4EZGRkZIxdzl6xCb4uxzUaThrsqGW3AzKUVl8ULi1bi0O/fiA0njcfilb04YMdNcMaHpmCT9dbBv/7+AcyYvWSYaptRF1kTOEJhmcDmCKZvO/Db4iAI/4HcE+hpAgeAaegrXm75mr61LisjjroyhJGoLc/IyMgYDbjk7ufx1h/ehK9cfD8WLF8DwKzd9z+/CAd853q88fQb8PU/PYSlq3qHuaYZKVx2/wvY57+uxdRnFnjp102fAwBYvLIXPQ3C2R/dD1tvNAkTx/egh2hExrEea8iawBGKxgjeE2hrPNDeQe1ZN+wJXG+CGVor1jTXuqyxhroa4tohIkaypCQjIyNjhODumQvw7b/NwAPPL8K2G0/Cka/bCr+8+WkAwNPzlmOLDSbipHe+FtfNmINP/+895X2/u+s53P7UfFz1pUMwYVwPAODmx+fh1idfxkbrjsdn3/SqQAuVMXQ4+5ansXBFL06/cgb++Lk3otViNBqEawsmEAB233oDbLju+PK8QSOTPh1rqGQCiegfapSxipmvGKD6ZNTESPYOarG2ewJT7273BHZC/MucA2EOOmm8WchWrM6awE5Rlwmv20x5IcrIyMgYXNzz7AJ85Jy7sLrPWMG8uGhlyQD+4iP74r/+Oh03Pz4PJ73ztXi5CB3wsw/vg4njG7hw6vO4dvocnHr5I/j2+16Hngbhyxffj/mF5vBde2yFHTZbb3hebBRjVW8TE8Y1Aga72WJcdv8LOGinTbHlBhPx+JxlmDi+gXufW4SbH5+Hj/1mKv7pwFfi1idfxvumbI2bHp+Hjxy4vVdGg6hce+cuXYUt1p84ZO+VUR/tNIFnA7gMzpdHDIcCyEzgEKOnMOQdiQSu1fSs9Z5ArQkszhtEIOq/GeBAfNN11ymYwKwJ7BgDzdzlPYEZGRkZg4szrnsCAHDj/3szxjUI2248CT+69nHssc2GePvur8BT85bh+1c/hm9e9jBeucm6AIA3vnozbDhpPN60yxaY8q1rcOHU53Hlwy/hL58/GDtvORnznzbmh2/+wU245WtvwXbFfRn9x2X3v4ADd9wUK3ubeMsPbsJZ/7Q33r3n1l6e39z6DE67Ygb2fuVG+PE/TsGavhY+9vrtcf4dz+LRl8w+v/+76zmst04P/ut9e2DyhHGhppbMlp/nF6zAId+7Ece/YQd87R2vQW+TseGk8cjoDrRjAq9k5o9XZSCiCwawPhk1YQdcsz/76roEgxUnkMiYhHYULN7ba9h5vTTWteagvZkJ7BR1mbvaewIzE5iRkZExaLj58Xm45YmX8eXDd8GOQmP3r0e8pjx+715b4/tXP4ZpMxdiyw2MVmjieCPN7mkQ/vS5N+C0v83AjY/NwyMvLsb4ngb2fuVG2HzyBFwzfQ6enb8iM4FriZP/+BAunPocDnvtFnjjqzcDANz46LyACTzrxicBAE/OXVY6d9lly/UBACR0Qkfs/gqsPzHO0DWIwMxYtMLs9Tz39pn43zufxU6brYerv3QoGo1s3tsNqHQMw8wfaVdAnTwZAw8bJ3AkhyDoj8aNheGm5vFkaT0NQm8/94J1wjymsN462Ry0v6jbLWTfrxoH2THM6MCPrn0cF9/9HABg+otLsGjFmmGuUUbG2MaKNX34r79Ox5cuvh/rTxiHz7x5p2Te7TZZF7tsORmv3GRdrOptgsiEErB49Rbr46R37grAWIMwG0bi028yZeZ5fO2wbHUffj/teQDAoy8txYuLVgIA1pvQE8273jo9WLqqD/926YNYZ1wDe2yzIQBHg330oO3xraN2Tz6vQYYms3TeOj0NNFuMJ+Yuw53PzMen/3canl+wYiBfMaMfqGQCiegBIvopEX2YiHYYojpl1IDVvI9Mc9Didy3LqVoUNpg4HktWOm9jrRaXnsmidZLlDoAmcNI6RhO4MmsCO0bdPi0VfGsqGi07hhn56G22cOb1T+DfLn0Id89cgHedeQumfOta/OLvT0XzPzRrcSYwMjIGASvW9OHe5xbi5WWr8e9/fAi/vvUZLFi+Bse/cYfSqUsKDSIwGCvXNDFpfE9gQtgQdE2LGQTfCd4Dzy/CRVOfywKgDrGmr4V/+Nlt6GsxdtpsPfS1WuX6+dLiVQAM4wcYy5lmi3HwzkZTuGRVHw7YYZOSYbf37bP9RkktIOD2BFo67Zcf2xfnfGw/AMADzy/G1Y/MwSHfuxF9zRZWrmli1sI8Xw8H2pmDfhjAGwC8DcApRLQegNvtHzPfNcj1y0jA0skjmb4dLHNQANhkvXU8pu/Se2fhq394EBefcBAO3GnTymcMhMRxvbwnsN+ozwS6fMtXN5MEyEgUlIx1LF3Vi4dfWIK5S1dhs8kTcML508pr9z23sDw+/cpH8c49XoH/veNZ7LXdRli0sheH7rwZ3nPWrQCAa758KJas7MVLS1bhyNdtlT0MjgD0NVtYvLIXm06eMNxVyVDoa7ZwzK/uxIOzFuO9e22NZxeswI6brYevvG0XvHvPrdreT0RoMbCqr4mJ48P5mkqGz6z1RL4TvNP+NgNTZy7AeXc8i798/o0Y15OjnNXB4pW9eHzOMnzmTa/C4pVrcP2MuaVG75rpc/DJ8+7GdTPm4pyP7Vcyf1O22xhfOGxnfPOyR3DiW14dKB6o0lWIa2vrwK+HCC0qjkWz3fLEy/jDPbPwt4dm4/FvvxPrjMttOpSoZAKZ+WEADwP4FQAQ0WYAjgHwJQA/AFAt9skYNFiydiSag9rJZ22Jc32/PN1o3fGlLToAPPTCYgDAVY+8FGUC5b0vLV6Jh19YjD/f9wK+csQuWHedziOp2DiOq7ImsGP0xzHM8tV92GS9daL5BsLba8bQ4cVFK/GG028oz1+9xWQsF8IUa+b98TfuiN/c9gz+9tBsnHPrM+X1Lxy2c3l8wZ3P4o6n5uOJuctw1Z4v4QdH74UlK3uxxQbZU91wo6/ZQpM5EN788NrH8fObnsK5/7w/Dt15c2/vUKvFuHja8zhs1y2yt8EhxtRnFuDH1z6OB2eZtXTe0tUAM165ybp4z15bt7nboEGGZlnV28LECLFvm5qZwWAQqFxLW+wsPmbMXoIbHp2Lw3fdEr2tVlsN5FjFqt4mfnzd43hPsedvm40mYvHK3pLJtrhuxlwAwNf//BCu+fKbAADjewi7b70hLv3sGwCgdAhj72snT7NtbYX1ZouOuSaX5J/f9BReWmK0kY+8uBh7v3Ljfr9vRudoFyKiB8DeMNrANwJ4FYAXAJwD4I5Br11GEpb5G2tOL3yzzZRjGMLG666DJ+YuK9OsqcNDxQJWhUumzcIl02YBAGa8tAS/++RB/a5vZgI7R13BhswW07iaOEUjO4zKWIR1H28xZbuN8KQYy3bc77P9RvjNbcCK1abtt9pwImYvXuXdv2x1X6nZv/Pp+Tj5jw/hT/e9kCXOw4x5S1fjiB//HTttPhmXfPr1uOvp+dhg0njssc2GeLgQ2B3/27vxum02xKreJo7ccytMnjAOZ9/yNOYsWY3NJk/A37/6ZgDA3x6ajTe+ejNss9GkYXyj0YfFK3tx7K/uxFteuzk+86ZX4R9/aUi+Q3beDPOWrsbkieOwfE1fW2ZAgoo5eWVvExPXCRk3afppNYG2fDvuX73FZDw5dxkWrejFt/46HefePhMPnXpEpWniWMTsxSvx9h/fjCWr+rC6t9guUXhOt5TUhHGNMqQHAMxZstow90AwP1rNX931uVFoAu382yif7QS4r95iMp5+eRne+OrN8NyCFbj3uUVRJnDB8jXoa7ay8G4Q0G4VXALgFwCWAjiJmfdj5qOY+XRm/vvgVy+jHUYiE2jnkLUOFh+8uzvfWJmDzikkTdOeXYg7n54fq1X0GbMXrVqrOq7qHcHuW4cJ/dEELos44LEERdYEjizI5powroGNiwDEp75nNwBGgwQAk60H3kIA8Jk3vQoAvP1CfU0ujZaaLca0Z43L+b899OKg1T+jPS69dxYWrujFPc8uxKv+/Qr80zl34d0/uRVv/cFN2Hu7jcp8D72wGE/MXYapzyzARXc/jzlLDIH68rLVmPrMArzvp7fha394EN/+63QAZu9oxsDgrw++iOmzl+CnNz6Fk//4EHYqvH6edew+GF84+WCujh+mYfeJre5tYmJEe+dMP505qNUEGu2g0BaCcc0jLwEA/nDPrH6/52jF1/7wIJasMuviFhsY02qzx9J8W2bGxPE9+OVH98VX3/4avPYVxvvnmoIpHK9MbR0DV+/5Nli89bPX0yDBSBZpRGBG6S122swFQTmtFmOf/7oWh/0osxyDgXZM4Cdh9v99EsB5RPRDIvogEW0z+FXLqIIdhyN5v9OghYgAsNNm62HB8jV4cdFK3Pbky7jtyfmlpPgj59yV1A7911G743+OmYJPHrxjOSnWwfMLVuCqh2cH9VzdlzWBnaI/jmEsky8h95JkjBzY9n/tK9YHw5h/bjBxXLn/p7doT8sEruw1hI4lDhcuN2bgG607Hn2tlpgrgQN3NKbgp14+HUtW9WL56r4RaVI/0pHaK/30y8vLfWE3f/Ut+MJhO+N122wIIqPp3fuVG+H3n3k9AOCJuUvxxNxlaBBw9SMv4Z5nF2D3U67Gv17yQG7TfmLFGjcerIZ9o3XHY8mqPrxiw4nYb/uNseG649HTIPS1CpPNDlSBVBD9q3pbZXgI/7r5bQlzUDuPN5nBzOU5M7D39kZr9KNrH89WNwpyO4w04SRQ8X3N+dt3fwVOfMurcewBrwTgTG41E2hR7gls0+5EhFaLy/wyIoRdk6nwIGr73NWPvIRZC1fgwqnP4QsX3oc5S1aVpqJLC4Z2VW8TNz8+rxQGZqwd2oWIuJCZv8DMbwTwDgB/AfAaADcR0bNDUcGMOJw2bXjr0R8MlCbwh9c+js//372lVylZ3CE7bw7AxC/68DnGf9EH9jGyi74W44XCPbKu0347bIKjpmyDb7x7N+y85folAfnrW5/BT65/IlmX95x1Kz5zwb0B8ZE1gZ2jP45hPve7ewMzwtKMKBOEXY/FK3tx98wFWNXbLMdQT+FjvLfZwjrjGmV7lprAib4m0BIlCwtN4GaTJ3hhYlrMpVZx8cpe3PjoXOx+ytX46K+nDv4LjnE88uJiLF3Vi1uemIf7nluIZquFBhnt7Xv22hpPnPZOHP+GHTBxfKOcc1+56br4ytt2MWnWUQgcMWlpwH894jVoMXDvs4uwpq+FS++dhe9cMWM4XnNEY/6y1djtm1djx5OvwIVTnyvnzS3Xn2i0cOzm1E7j8FpY7dCq3rhjmEbDMXjMQKMhTURd2AjAt91ZuqoPS1b1gplx//OLSo3w3x6cjZsem9txPUcqVvU28bu7nkVfswUGY5ctJwNwTJY1yTSMl6/FtePKaQJ9Js+elQxlm7pQoXEszUEbVN5k6daeBpV9y6bPX7YGv73tGVz+wIu4+O7nA2H/Zfe/gI/9Zip+e9tMAMCf73sBvxZ7wjM6Q1uPF4VH0APh9gXuD+B5ALfVuHcjmP2De8D0u48DeAzAxQB2ADATwD8y88Ii/8kAPgGgCeALzHx1kb4vgHMBTAJwBYAv8pgX9Y38PYH90gSKqf+B5xfhgecX4bBdt8C2G7sgskTALltOxhbrT8BJf3yoTD9op00xd+lqXHT380lGQwq3CG7y/K/C3OhNr9kce267UXCflbqt7G1i3XXGlfWU0skLpz6Hk//4EJ487Z3Zq1kFZNNMfWYBDthxk7b5AGDZqj5sJjwKWjOimfNX4JCdkdHF+MXfn8LPbzLhHv7zvSb2VE/DuJPvbbYwrtEoiT/L2K1XOGxaXmgs7PWlq/owYVwDk8b3GIbREhgt9vrM3MK08NYnX8aC5WuwfHUfNl9/QpQ4zeg/npu/AkeeeWt5vs64Bv75jTtgfE8DJ73ztWX6hHGW2WM1DxvNhdkfRsKDpGnMdYu9ZXJteH7BSjw9bxm+f/VjOP0f9sSG6+b9Yu0gt088OGsxtt3YWM6U5piFZg4wBH1fs3/moJYx6GmEd4YhIsilFZrHRrF0MsPnBBm46O7ncfIfH8KnDtkRXz9yN5z4f/cCAM7/+AE4dJfNMXfpKmw+ecKo9RL89T89jEvvnYWtNpyIVstnoAGUITeYEWpxi2NrvbROwhy0LtlmTX+ld1D7tJZgSmObeuw83ddseXN2q+WCz1sN4Zcuvh8A8OEDX1lr7r7gzmfRYsbHXr9DzTcZ3WgXJ/A+AM8B+BqMJ9AfAtiBmfdm5s/XKP9/AFzFzK8FsBeAGQBOAnA9M+8M4PriHES0G4zn0d1htI4/KxzTAMDPAZwAYOfi7x2dvGS3YOHyNXjj6Tfgu1euvZSyjLXXhpPqRl7Z1mhtqvah/bYrzTVjcQeJCJ86ZCeM7yF84uAdMfXfD8MbXr1ZyVDoZ8eqYiVmALBjsR/i+hnVUkVrsuDMQZ201Eqnl4/CsBHMjMdeWjogZUnBhnVGkHomgHKvim5DuwD+x58fxj3PLkSzxTj9ykc9JyMZ3QFJktkgxkZKbJi+8eMcAdFXaCDWLzWBvjmoNRkb12NN1gxa7PcRKQhqthiHfO9G7Pft6wb4zcYGXly0Eufc8nRUKHnT4/6cuaavhWaTMU4zAQkNhdUoGC1QaOZdmgsKxRSDcc30Objy4Zfw/WseXev3G+k497Zn8Nz8MA5bX7OFx+csxarephdrlQXxPq6Hyu9vG8ZoAn3tYB0QnNOXGDytH/w9gXZ/WQ85ppTVrD9z/nIAwJ1Pm71lr7B7zZ5diLlLVuGA067Hj699vH6FRxBWrOnDpfeavZEEKvZP+gITz9w2oQm0TmRCx1m+Y5ha3kEBzzuoZTqdZrIY2+I+a6pqjn3hzvI1faV1la7fE3PMuv7c/BVYLExhT738ERz/26llf/7Gnx/GNy97JG8TKdBOHXEcgM2Y+R3M/J/MfB0z16KgiGgDAIcC+DUAMPMaZl4E4CgA5xXZzgPwvuL4KAAXMfNqZn4GwJMADiCirQBswMx3FNq/88U9IwovLFqJFxatxC///vRal2W7bztTt27u53oCr3kTJoxr4L8/uCd+9VETeFS/oyUXP3XoTnjsv96J/3j3bqVXqXYTl4x9I7NuUBCc2gHJvKWrMeVb15Tn2sz0wVmL3KRpX6ELGfO1xeUPvIi3n3Ezrp0+Z63L0lravz8+z5vUXT7zu/8Om5T3tVqMr1xyP8664YlyzxgAXDP9Jdz+1Mv4xd+fwmcuuGet65ix9rj1iZexw0l/w8vLVnv7TyYUi3tPISXubbYwvseZg1qiwoZuseag0kyMyOxpWdPXcp6UVb+S84adi+z4vvGxuTjv9pkD9q6jHRfc+Sy+/bcZ+PWtT2NVbxP/+Is78J6f3IqrH3mpJCqv/fKh+MA+2xoNbSvUBFHBBTLcvi/AMYFaM9SMELYSm6xrQsbYYNhjFbMXr8Spf5leasUkfn3rMzjixzfj6F/cEZhOeyZ7xQixrdLTILNHD0AnukCnhYrvKQuYFKIIY+ibjFownGDA1syajIO5ZB7OvOHJ8p5v/Pkh3P7ky7Xr3w1g5tLctbfZKsyr2aNNVqwxZvUyvAZgxhgRinGmLZ+sJrCdYxj28qdQagKF1s+irA/55qDm/RyNJPshYMz4V/XZ+d5/nhUOHvr9G7GXoMnOvX0mbnpsXnmfxXMLnFBkLO8nbccEvrKd2SURvTtxaScA8wD8lojuI6JzCtPSLZl5NgAUv1sU+beBMTO1mFWkbVMc6/QRh4E03SxtqNuY5XejuajtUr39jHRv55LSPKEoL9ZTGxGTE6C+SUO7vZc3PDrH24D9Dz+73Su/xcAFdz1X1Nf3jDWaMGO20QI+PmfttYH2+7z5NWZf53G/mYp3/M/N5V4FC7u49PQ46eLilb34470v4AfXPI7tN3Umwn1Nxk9vNIv/yjVNTH9xCf7hZ7fhRrVf5Mm5y3DKZQ9nhz4DiMUrenH8b6cGGtgL7jTbyj953jQ/9IvYQ2IJnnV6GuX4sfPG+B7CxPENrCz3BJr7bf8ZrzSBAbEB78TDP//2bpxy+SPl+SMvLsZCYS6X4cO22R/vfQHPvLwcU2cuwEMvLMYplz1SXtt243Wx6eR1wDCxw7RJvLG8MESfJk4ZXGqitCYwNsMzO6/Aa/q5zoxkzF+2utwjfc+zCwEYjZ7GFQ8ZZ2YvLlrpeVaVrv3HNcjQGey+vdUEdgoq9gSCOdpuDaEp4iJPyXy0rGMYc261xhZGUOCObTk2b0N0NzsXXXDnc/inwmcAACxd1YvXf/d63Pz4vI7fbahw4v/di52/fiVufHQurnlkDt7/s9tx5Jm3eHPYyt5mqTkHhOCZnAmmSfKFLQCwpmnm04AJLH4dA1ddzzJYvBAmhOagRf2UXa+nCRSNvHhlb8mwaTqqXXfU1y3T+OTcpXjtf1yFy+5/obqAUYp2TOD3iWhvIton9QfgO4l7xwHYB8DPmXlvAMtRmH4mEJ3LK9LDAohOIKJpRDRt3rzuG8QD6areDpPps5dUapa62XuojUfTCeTbpGzUqyanVKwbjkxsRFR+5/JXPWxlxLRTE5sPF7EJO7WpH0kYyC0Wts++d6+tcdBORss3e/GqwK1/SxAp5tzv78zAQTttgg0mjkOLGU/NM6ZCE8Y18Lu7nsW9zy3Cb259BotX9uKH1zyGlWuauGjqczjvjmdx/u3PYvnqPhz4netw+QPmuTc8Ogf3Prdw4F50jOCXNz+Fmx6bhz/dNwutFuOKh2bjqXnL8IoNjXb+/ucXeQPL0qJOE8gY1+MIiN5mqzQtmjS+BytK76DO9IkAjGs0PA9yzZZvPqa1CDHYcBNHnnkrDs8uygNYTavV1L+8bE1pEj9pfA9eWrKqFN40GnafNRKaQKfdkVqGRsOZjEmmwGkCfaYQsGZohbakL5SUzl+2Gj+69nGPkRlNFhr7fvu60rT58/93HwBg640mYVVvEx/7zVQc+6s7sWx1HxavNO02roe872StKowvDyqYc7dXs6fRKPYEckdzv9UEVl03z4+bgzK7c7Aaz3Bap9gWEfncJatCyxIA+OuDszF78apSQNUtOP3KR3HHUya01RUPmbAYn7ngHixbbd7j0ZeWekzOyt6mt+fPae+cSS7gt512DLPOODU+OxRi62DxDQrHbmxPYMtUrXiWzx72NZ1GNySnuXIM62v2/rkFHTpWnUm1YwLnAPgRzF7A1F/KZeIsALOY2YpZ/gDDFM4pTDxR/M4V+bcT928L4MUifdtIegBm/lURy3C/zTffvM2rDT0G0qWt7M+X3Z+OedWNTKCt0QuLVuKIH3dGWDG7zemkuKo65qWd7l/QGlf9jFURAmO2Mj+yrrBHsznoQL6bnZwbRDjz2L3x3x94HbbbZBL+9uBLXj77KI9IkNcLRwaNhtjTAtNd+grtQIsZVz08Gz+54UmcfuUMbFM4Q5i1cAXmLl2NOUtW4wsXGiLq4+dOKzW9GfXxeLFXY6fNJuOe5xbic7+7F//x54dLJhCI79Wze5GcOahp574Wl/uCxvc0SnNDK+k3miTC+B5Cb9P3POdrDuIMIeBMUmeKfVTzR7Em8Kl5y3D+HTMBmO9y+5MvR/fMzF2yqiTqVq5pYpdvXInvX/1Y6ZG1r9XCkoKxeOOrNzNpxbo3ruACLYOm9wSWXgsRdwxjNVF6D6B2fmHewWmM+1qGUT318kdw1cNmDvneVY/hzOufwLXTzfltT76MHU++Ak/OrbZkWLh8DX5y/RMj0j39dhuvi1kLV+Lmx+fhjqfn4/kFK7z9+XJPYKvFznmL2Lflewd1jEVdWE2gLEtCOoZh3d7swkYAcU1gsPwozWBZD8TXqtnFdo5dt9qgg7cafPzi70/h2LPvBAAcuouhbd+0y+ZJy4aVa/rQYoTmoNY7aClscWhnDlo+h+u1uw0WX2r9xHi39W4UGwd1O1q02GfsGMBqqwlUtJie3zX0dGbrZR3gLIpsORkLaBci4s3M/JY2fx9I3PsSgOeJ6DVF0mEApgO4HGavIYrfy4rjywEcQ0QTiGhHGAcwUwuT0aVEdBAZKuBj4p4RhYEyzXx52erSGQLgvCMN5jMlpj6zYMAWwcfnLOt4g25pDlqc68mgzqIUrhWRiY1CiaKeZGK25C8vW+3VaWExuZSStBr1G2kYDE0gEbDF+hPxof1fic0mT/CIFJnPMgQ2wLAFsynD7k2wX56FBJkZmFTsLXv4xSUew9AfF+gZaTCMB1cAeHb+itKxC+C3m5McW/NPwwRaGqKv0AQCvvMmt+ekYCIbjSJOYHzExfYEAoYA3qjwJrk0oTGowsLla3DJ3c+3zzjM+PN9L2CHk/6Gpat68cnzpuGblz2CJat6Me3Zhfinc+7CGdf5DjT6mi0c8J3r8e6fGE+fZ95g5L/XTHcm8b19rVLLssEk0769UhMAwchH9gTqUASAa2OriZJCH3tdnhs4DURvk7FkZR/OvX1muR/YCuZeXGQEdt/6i/H+3M5p1M///hR+eO3j+HOF4HW4ofdP2/i4k8b3BJYSpeYMUHsCUWgCTYsZhssxYCZOYKtjxzDSFDF2GwmG3mr0dYgIbfZdvg/89/F/tSl4gmFIvMxVD8/GcuUPYLhgBVTrjGt4M5unCVzT8kxnpel0g5x5tfe6ShOYMge1j6njGKYlNIHGO6hvidWgkB4KHMMowV25t0+3P1fTVoEmsBTsj20Mtp/6fwHwOyJ6EMAUGNPR0wG8jYieAPC24hzM/AiAS2AYxasAnMjMlsL+LEyoiScBPAXgykGu96BgoMxB9/v2dfi3Sx9qnxHtvVl2inueXYh//OUd+InYXN0x1GeY24FZqBzHqcWg03JSkCZJKQ2XjANopYcy625bbVC63ralzVroO48ZTWj3XW9+fB7unrmgTRk+E2CPU+Yc5Z5AaPMgywSi9GRn0x2zx6VkcXwPlUREi7ntntXbn3x5QBzhjHZIIt3utbThACxku0lvcoAhStbpkXECHQNhGQfzHEcsEowmsa/JUQYTqJY+x9Lr4l9//wC+dumDA+Ytd7Dw5UvuBwAsXN5bfs/nF6woCUdrBv3ZC+7Bj699vFy/ZsxegjlLVuGB5xcBAPbbfuPSrLC3xaU56IaTDCPdbBlPoNJyw6ZJlJpAwWyYdOlMRMYJ9AV3WrNr6xsTBFhHYfOKfXPLC6GqdDEfI/o3Xc84m3n4hcXBteHCS4tXeRrMl5fH46XavZgWkjGyGncLS7wbs2sYbY0oq6dB/XI6V+4JRNwxjNzD5oR4RZ2KwONlyApt+cHSHNTN4/b9UqbgXv3sdZH2wqKV+MwF90Yd6wwWHn5hsdceErF1zKS7kxW9fWAkvIOS87rpmV2TrwnU3jfl3swipfId7Lj1vYOaa1KLH9uak3IMw4AwB9X3VZuD6v6qt/iMVWZwUJlAZr6/MM/ck5nfx8wLmXk+Mx/GzDsXvwtE/tOY+VXM/BpmvlKkT2PmPYprnx+pMQIHQivX6ebVKi1hfzB7sWFgps9estZlfeLgHQEALywKXVdXgcpfX7NWi7Gj2DTv7k1Jt9xi6d8nNYHje1x9bLZxgrGwz37fT9uG2BxxkJ4ZY548LT72m6k4+hd34LzbZya1LNIc1JUfTvpaEyiUfcU5F97QyAsPYCTg7jhm/tJiZzKqYcfxP51zFz51/rTku441zJi9pLQQuPju5/CPv7zDtxhgn8DwCTh3rL3JrWm2ij2BhWZQaJGIZH8R95Npz96WH2dKCuI8Zk/UpRWpSyewZqPSWqMbIec8GxPu+QUrynnq2cJ73pUPv4T/uf4J71s8/MJiz6Taag96m84cdIOJhgn0mHYyxFe7PYHykjXdk+PZPhdImINC7gkMQxJYZs7GitQCxYXL12D3U64unUlZbFkwj88WoQi6AV//00M4/Ec3Y9ZC0156jZLvpoUgLqvzOGlDszTZagIJWpM2zmoCFSPRDo1yLo6PK8m0WBZfm/vLtUYLcjTflBL02Ps1Yuu/TbrpsaHxM7FoxRq8+ye34vNJptNxLSnGdtUa4xjGfjv7Xchq4yMvb9+zXA8bWhPYmSVTKbSzlgBRxzBWM6yEE+Kdgi04FY5hquoWMo32d0SyEwOGtkwgETWI6A1DUZnRjoHQBP7Hnx/2zo/YbctIPJfBw0Kl1eoP7KDed/uNAaCUIte71yGlCax2DFMfxna+kBZZqZHKI71ISgmlhTNFHFiTyW6DfbV7n1uIvb51Tel1LoVTLn8E37zskeg17TkMKDyNacGoZbSTewKdJFlKCaXGkCE2wvc0xELB6E2Yg1pnIRkO9z23EO/8n1twzq3PAAD+7dKHMPWZBZ7bcqMJdAy33uth4STH5ry3j70QEdIcFHDjzZkaFZrAIqC1hOc8hOPHNhSBrpfE4pW9paZMY1xJeI0c4mLL9QvN2NLVSWFa02OgnXc9aYbFbL7NhHGNcl3qawnz3SKPiROo1i2pyVUCICvfsebdgGjLiDkoM5frbW+zFbSj3Z9kBVG2vW0ZVjP4/asf8+5LrQPDiRsKD8fWtDVgdhzPEPRJ6Vnbjs0J4xq+YxhybWzbpadBaDadtq4uqJyL42uxb/ppny/GE+t1P/4+5Xmyvaq1RlDzwVDCrkdXPxK3MnHtGYZWsLAhIgJNYBFiJWYO6rR0Le9cX69Lz9hn23HYE7lBuXUo38O+i44pyeyYwJhmr6qpUkLkbhrLw4G23AMzt2AcwGSsJQZij9Fe220EwA2e8T2NtsSGHTTWjKcTvLxstRf77oVioRkIhrbhTeb1YRcFp9NzC1ldpKWC5B3Z9NTrSu+gVnIms9pgqH7JoxBFmzz8gtEQ31oj9tKChKONVim19NsiqQksvrveP2CJScuIe9JFIQX0GRNXh5hXQVuuRLfsFRlO3F+YBr6gTJ29BRxS60qKIXP5nNdX065rVIgI3xw01ARa4m5cTyMw6ZWxArUjEf38stIRfPni+/GFC+/D0/PCPWS2bv0NgTPUYPad6qRC7sjlS+710W7cV/U1PVPPXqUJBNLeQW3ZPnFKJTFoxrNJL72D2vdQ72Xrt1rEinTv7BOyWqCYWku6UWkwSZiwAhHiWEx8fWrMlRYRcOaglgm0jmHKfbfswjqME+FXOt4TaNfDmNZNMBqWSXHCVfjmoFDzC/vmn/o3YDQS9bNly7xDibD9NGObOpZjsIUWO2GH7O/WeoLh0yRao97OKqpds5fjtOhXDXI3yX3fvkba1/7JOIP2La05qNYQaq1hygO8hQ4nEsPilb044fxp0Xl+tKCuCukaIvoAxYy4M2pjYBgnYfoGMxmb/U5+2etPGFduCH+02Jvyzv+5BQd+5/raz+pttrDft6/D24RrdMtQ6qDpFj+4+jGcenlcw2PhFgH/XerAy5tkItPdNCZ5qsqrTQb0s+SewHE97n3kvjZ7T2MUDx/7Znojen8Q0wTGXIu3xBiw9/mx35xjAU3w+xLwZlmOI4o4OV714vNSh4KV0Qi7z9WaFVpY5w722O2/bCQds1jtnSVg1vS1MF6EiOhrtUqpsmUQ7DGAklkwcQJ9BsAPIxBv3xannI04WGZXOysy7zayNIGeUxxmRQC7M8lAMzsmV4069PZx6YUQCD2Bsk1TcescI+bHkLPaQ+bQUQgQ0QzCMjXmfFVvM80YiWfY969CNzKBFtpqJbgObQItHWRxKfSaMK6ncMxiY7sVDnvg2qhBju7ozBw01O7418UaWpiaSqafvTyhN2g5f9tyyuvs9w9P8KP2lw6nV/UYc+Ofi3dLCrVM2zoTeXfNd8AkBK1thPKhJrC63aU3Z8Cag/qayZ4GBe8r+0fM46edV8PvEgqB9XX/XCeE7/DYS0txzfQ5+NCv7gwvjhLUZQK/AuD3ANYQ0RIiWkpEa78pbIxBEwU/vOYxXPVwtdmchu6nVloemHkA2Gnz9QCYfR4SdbWBNsjsijXN0uNbOXASE8VZNz6Jc2+fGQT21nUD+q8Zo/LXl9rVChGReKqWDOu8qWesipiDQpglWE9cuuzRBukwAKgn8Ejl0Ht9AKOpSGsCBVHgMRaF+VgjJDxs9eR+JhkXstlCcmO+hvV4OZbxYmEtsOnkCV46Q4wddkyT3hMoTyyzYXkEsyew4ZkXeVqkcqyZX6tJGmdjmYnHdKoJTBFEzUgftbCa6b4u8y776EtL8Iu/PxWk63EhmSnJ5PprDCeJMTtuSk+gTS6/iSVAU95BbR184tR3DKMdVDgtpt9u1vLGxkzz3ll9A1KMZVITGE8eVuglWXc76WRDm0fLey3TPGF8wzhhsd5ByTFNpSawQf0Savv7s8OxI4WIzKZtvX2C7AsHtTOgUBPoGOOq2jbLfCGGmh9sx5vI+dQbkRHNV+gYxpqDhrRMEFMwQbDU/R7Ou7Odz0kwkjZPRIOn3imlJQwdxXV6bp/H3q//DuZ3SQdblkYaajGBzLw+MzeYeTwzb1Ccd1cglREAPQH/5IYn8ZkLOvM4pTu+lTrrCZmZMWGcMRPRxOxfEntZNKYJL45PF4G2qxguyfjV2Tjfn5AJ8rnlHMV6MqtRTs2HBh6kEgQP4ByLyDzSccUo5gFLAi4mlU8htSej9PopVvtYUNnS7E/EQvIXEDiX2CwlqMI0FM5EUTKKHCGYXMGVp2MSKdNHvU/LxvQb1wi9wpX3CMmxKbtVeJc019f0+XsCtdDAlmriBNZ1DCPSW9xWIxATVFjY/pjsP8OE9/7kNpx+5aMJ87K4dkW2q3Yq4vYE+oTammbLm+sMw2eOLUOR8g4KWIckfnppHgj3zZ13UJ+Bs+/kvINyMEjlHin39jW0aV2sCnQMXZzhlUySO3fHluGfOK6nNPftaUjHWi74eE/DMIoMdLSwGa1uoUGM3Ce1vHZvrtQOtpihraHi38D/Bfv5NeOhBRq+MHFo2zy1zoX54oJNW4bPBJp0AgBrVcNa6F2Uo7Si5fVyfo1f15AhfQAdJ9Axmrau8lqpCWyFDGJKD6HL0YqRmDfRaEGqzNGOWkwgGXyEiP6jON+OiA4Y3KqNPgyGedC4FBMIF0/GMio29lVdCd5K4fmyKZwAyF8J6zkU8CXuGk5LZs87/C7k/XiLXNtb7TPraA0pJlFMw9urUKRJF8ij2Zpa762pan+LVJbYxnNp9ufymV/JeGovY9E9geIZLRbOfdhv55Qmp+4iPRYRM7GR43S1EBSlvHNavqNHtCuRNAd1DIQUskiNEMHtW5JoaUqprEv8ONWyeg6T6EQbPpSwRH7QRIIg14yCFOxpLap9P8sgWPQ2W4DQ2PW1WqXFijXtrNoTaOpDYboYz7I+MTM2ZhEOQfGAmmmVD3EWAoiiu1rUoJ35oMunGHn5n5130Anjjam28w5qCvU0gXZscUc8oO8oLXLd2xNYZJIhQSRjo7V7+v2Kakeh+4BzEhKu80M9vWsBarjeuF9/vvUnLutYx+Q11xpiHmXoNTb+vPK6rZ9lKNs0fOAYJuIdtKeQCqW+d8wxDItr8O7ze0TKG2h5rn5j4JrvOpJR1xz0ZwBeD+CfivNlAH46KDUaxfA3ZfdvZtG3We1TMyJ1tt7Z1jT9Sbc/9u4pKaOE1Ip1xpB1Xg9zf1wiWDVeE8rD6L3lhnjU20Q83tsTaNL6G09ppMF+Ny2l7w/kgmXRoJAwKx2IREJzAEaKaL3bWc9ysHnKFcCZg/p7EVycwPFq71JqMRnLSI1lbXJpGW691yO2b0/usTVmgFbD5geL1+ZL1pxwXMM4zZLzXUgE23r6xIObW0JCQ+aPCXa6fU+gFtAw1NogLnux49R+yr5yT6Dflr1Nw4SXTHszZPiMJjAVhyx0WGHn1AZJ4aG9z7a7/152vTV7xXwGNgijIN8fFetzdzYpAMHA6PlJzHtNRYNoxzDjGlSsWcYcVDqGseMQKLyDlo5h6lPIjUb1Gmr3knLRDxukQkQwe45i9Byi289n6tIPrmIeh3N/IFDNvKSYJ7s/Un47AJ533WYrHiew1LCrZpV7dmPXNaQQyJQfml2bvqXnIxbzbPr7x/q5327+9UCInDBn98vs4gE/QKjLBB7IzCcCWAUAzLwQwDqDVqtRCqlZ6K/nOD1gLBOotRbMxuU94KS5VWYU0Wd5k4quR/17g2ulOUH/xCukfjsZqKmJK16Ec0bi65Hi6NEuz+EzkqNZmuQcBpjfOgtnlWMOU5avDQj3AJhfn0iQ5Zs7SyIy8myGbw4qmX0ZN6vyPUb/OlEfAcHiM1d2LmKk9+Q5osG1K0ESFT5TYW8t+0uRYJkxHQS7PE4I5ar2BEohgXkmAnTrnkCLmIRc7tWR7eJpAivMQQG33pR7AkV7laafqX2d8Jk57bDCjU0XJ7BdsHgrGNXEYSxkRHmf+g2vd/FgV33TJTuGSAtBpElcb5MxrsfNl0122hs3f5qvbeMEdgrf02s8j3Xk5ca9sPSAL3Dy53QprC5+y/k8XBu0wNDLD/87DSX0nKNN6qVjmCqmxziGsWPFpMl5NPDCK55hzrWmvjP6sdQEWkdf4mGBCb9qC9d+oaOqlFWW1gyH5qCInld5l+/i0T5gqMsE9hJRD4pvQkSbA+jOFa6LIfeI9JdA0B01FZOKwaUmUC/KdT03+oNP/4ZldEwMR8x4at1GTgsAhAO1jmQy9cyYt6zK/GKiHFdKKN105JuDtq3WiIX9btbuv85+qNQ3LfeEie8lzYjc/eZcBovXLqKJpEc6RwzZ4Wc8Vlom0N0vnSjooLkhITgWlop6CD29iWvsGG4ptTf3OViCRZpXA3HNknU0AijHMPD3HEuGJFY377jlp8fmOk00SnTrnkCLsM4+AyzbUDqG6VMMhNxHxeyY7tV9rcJ81zHhjbK9irKarWBPoKtDaKZmGRY7noHQHNQ34+WgvhbNwumJvFd6nLTvFINN78apPMXAsrhQFSLCamftfOniBNpg8ex9L8mo1YUXIiJxZzlfw9c8WusBz4Mo6/fxuUAp1IvRMxaBYxhO5x1sVAkaUlpBIBTSMCdCRIg8sgX0OEppAvV+2hRs/tIxjNjXbd+j0bD9wR+rUtgWMO9l/dVa01LCvLp7AkXZGmNBwFuXCTwTwJ8AbEFEpwG4FcB3Bq1WoxRykPZbE6iZwFITqDu4Mwd18c58VXwnz9LSl+iA8Y7bT2ROMlT/W8iB26lkyt4Vq1+6vj5RUPWscYpoBfw4gZ4krEtNxfqLck9gcV5HE5h2umHLlAx5GCze3p7SBNr6ROMEinaVe6U8TWDxQO3KPqUdyoh9G/aIB8cEpu/TUmIrsXZ7TLQ5qLlPuh+XBEyrxW5/YeQ5Vcfa+YImQGJ9uNuDxcdM39xc6r9vSotqPXwCbixJoaP8/tIJTMmMR0xEZdk+cervI9MMm/aAaFFqKuGvG9pjrKyXKyPedt3ZogaScPbSxa+OueY5yxLzrnUMY/eQaeZXCjo6EW4SQkFDkIdChq9BhlFrsYwTqMsQ5qDB2yt6RumNmnLiR/idhhKBRk8zQYJTrbJgaLHzsOyuUckYNlta4x4fR+V1Xb827e60kIVFDYV7AktPpYrWdMLYiBAuQYtJBjH2Himmr2r97mrN/wBhXJ1MzPw7IroHwGEwTf8+Zp4xqDUbhZCMWl+zn5pA1SnHJzWBhnglckRuuNDVf5YeMLEi/IHcvnwpkeoE5bylNIG1ntlm4iJ17N7XZwZjGBfZE5jaCN/XYqzTxsxwJEF7Bx2YPYEuzUqHJfSeQLHtryjH7SWTe9AYbiGTDi5YNFxfq1VqcrSZb0h6ZFgE30Yl2HnPaGPjBIztO9LrK4E8ybIfLN7vLyWNIqTOPYVL+5TwRQdCd8e6TzEA8vqPRspZV7cgxSSYa/71SnPQYnxYCfw4YQ5qNLEmrzT9LMNGVMQJtA5JyvSikpYp0HNMLBYaq3EtX7mv1QrarRQgVGh4q9KHE+2EUnINC7RF9hhmTBom23xLL1g8u/kUAHp6XDt2pgl0RH/aHBSlpQCVaU6QJ8e1pjlSDFSs2WKCJy7P4/mGAiGzwt61lPli6O2YhYDEpHvCMS1sKdP987B+1dct7LjsteNUaALllo/YNg8p0NBruqy/Xy9/nAd7nxPfq7J5u3C8DzRqMYFE9C0AtwA4l5nb+/7PiKLZipvWdALdkXsi+14sCIR1ehqBV7jae+iiE2H63rpSE02kdQL5BL1RuUyvU06bhdOWrxeFqne0jg6kjNEuoObY1axbtQRrC0vsaUX3pffMwtYb+YHEU92wXCBUiIhUPsukSZNPwLSDcSwQLp5yLEitjr1bxgnUZmuhs5D4e4xFVI0rz/FOSxNaIUMo4z8aZt5c72u6YPHyGb6jKHEd0mNnYn+gPG75c4vfpwxK87FI48ee1U2IEcoeYS2uyXXF30/GQtNm0ss9gX3+A2Kmn4YxVI5hhKWKHO42PIzV8FLD1sfdaeruMzjNhOMaG+Tce7YSkKaGdDdrBtL71t28l3KAUs6Jhca9r9kCl8w4CSbRfChfE1h/IfeEokkm0O0btMO4QeRiByZuZEA4+/Db0fRr9jLLL1HtGKbGiw0ggtZTdZGMbVU9zbj2tXtSONMS3xeIhHfSn7kUstX7IOXe3YjWX1p76PeQX4AZgUMq2aZ+md6tgeVQck9gxVxe0nFdaQA+MKjFBAKYCeBYAGcS0VIYhvBmZr5ssCo2GiEZv7qBqNvBLrwBU8HuuluUzW8d9/0adeyn/fzty9TB3utCKQJFndqX1G4o+xulJSHpFtJU/lKyzfJ6fNEzBFRP2/qOFOi9NU01A//r7x8I7km1VszpRlWweH8vpryO0oxQLp7wzKD8/C50hDN3a+8YpnsJw6FGlZm1JMRiHhstSg2P8AIIOKKiV2qWxKDSseWkiaMLN+Hy1DEHNXUVx5pwQAgrDOrWPYGhC3o/LqLsz6srNIH23GpLJ3jmoM6Biw7pAZhvk4oTGGgoyApoyDML1nuttSbEaQL9ftjbkqaP/reRTFEM3TzUnfYkfr3FmpGX/dgxCZYJs3ECrWZOCgssA98pHWPN+qs+o52v7bF5np3DWewB52B+0Uy8FgzE3h0I4wSGWrWhQ6gZi9elKiSC/RY2PqecQ7XDLYt2e/709pt2zH8ZLL7VEnOzP3ZjweKl9YXWBIKr5l5l4lvxHWUdqlq3m8f7QKFusPjfMPPHAbwFwAUAji5+MzqAnID7SyDou0qJXGxhJ2D8uEY5UbdbJKqeFUhfYlITb5KteIgi8jsZaDJvMkRExdyUuif9PH9xqLrN2xMoJG/ls8XxaNMElmY7pZS+xvsliRVL3LkvRghDbQR7glqqDzIXZoTOnblJF/0Z7LWtPW62uNxL2y5EREbatNt31uHPQf78EhJkPYpYIXFdmoNaSM2xlniX+2ASjKfeKygJoti8FiMWLbp9T2DMO6gkmuVlL1i8+na9yvum5xgGrm20+a5Ja4XeQW3Zeq9S+QwbPNyvjzZ5s3WSgij5Ts1mek+aFFJUoZtalvVvME/a66E5qNoKB8CMFWMO6kz4bB9xwj53Xyc6EioZSg6YDJnHeIN1TIoTBLg1xva78n3AwfvE5vkYHPNo+3SceRwKBO2nrsXWK0BrzMyf3i8rx2XMC69+nkTIJFbDBYt3ZqmlyXdpyh2WIt8xts9fMogSgaavpa+H816sXD+tm0b64KBusPhziOh2AD+H0R5+EMDGg1mx0QjfM10/O5e6bVxCE2gn53V6Gt6+jk6eHZsIq5ghnwCv8YAOzQvK28gnKKpc/CYeGaCUbsGfFN2E4+eLwbaFXDA9b2hiwouZA1/zyEtYtGJN+5foQmhXz3Us4VLtrh2DAI4I8POZX98hj78QGvOm4l5v8RQErFj43V4vLvcytNUEVl4dW9DfIuW4QEp0zTUE+SzjZjS6fmiAWJvoJEns9EQYM448U9dFS6k18xfr56WJfpeag8b2yjgNuP/+vWLtkESVz2CZ9HEiNIak7ZrKkY9JY8+kV17Tjn2MyRiL8ey3pWznsk4IvZmW79RqRQSHPiOZarpuHuspZ0WSOZRt75nIF+dGU1TMhS1GT6FRL72DqhXUtkldlHsCK+5zTL9vYdJqcVlHV2f5/pE1IqENloIPINQEasZrKBHOof6xt61B5AsY/BaLObQYK+QLx3xNoBWmurwSbpwhel0j5sjLwm35iLyj6yGl9tddg8yowvyk53T9DO96RfuOBYFvXe+gm8LYri0CsADAy8zcN1iVGq0YCMlw4Bgm4YTAMiHjx5HTBNprNasRlYBXjJiO9wT2w85aPkPuY5Gos0WhrumoK7t9fseMOOJEMi9VmsCXl63GCf97D07433vaPsfiqXnL8PALi2vnH0zoDd91TI5TWSwBJolEyUyX+YqEnh630Hl52Jk3VTF7sjybp6/JwolJdb3HwkJRGxXSWUm0WEm/uyYZjKJd1UD2zT2Lk1ga/DmAEQZN1s/UzKrcnxZrX2cKGV4sNYFdag4aSsDFXk32zUFTewKlhpCLMjRBV5p+tsLA8E1mT3MLuPWg2VIaAirmBDbpgUbCSQPlS3nWNtrxUOgYxs+XXB+6cbC3mY88z6iKMS5P2RdcWtPRHqUJhBp2cqzUQcpRmpenQeVcbMu25qAtTocEku8umdsYtGYwdAzDXt6hRNDFVD1TwvZAuAMRTsXGCRRCFKNxd/n1GNDtE+4vrG53W3Zv0wl8yqFazhFSgGufL9qRQ8cwcq5qqnaSecM4gfG1qUqJ0IWjfcBR1zvo+wGAiHYF8HYANxJRDzNvO5iVG23oUwtnf6A7ql1c9R4sK7Ub7zmGKQiXmsyoHnyx31Td6jwhxcS1va/89SeQtXkmq+vm2Hmu0hOGzGNROoYRE5Xd+KzL1ky7JbaenV/f79JhP/w7AGDm6UfWvmewYb9XHYFHKkdsD2XcO6j5Te0JNEQNiTiBLl32mXJREeakTebkO1Ttexur0EIAB0fIsW4DSdyI6atkApWI0tPSq19AaY4hY1I5IsSbgyUBldgrqM0jq+Y/C6cR685+UWUOqjWBKaJKMof2G/lmma61vLiOFeb4sr184tQRn1aoA7g+EwsRYUwf5Tv6dddj1vKo7Sw+urNFDco5LcIM2HStOUE5Hrm0HrLzpfXSWlrEsBh3kW9eB9ZTc9WHlI5hbLvYEBHGWY1fZ/k+JTMXIQqCcZwY/0AovBpKhJpcn2701i6l3ZR3WaGJuRYybpqB19pwveevPKv5PaTGvqHGv973H8y54p1S34Phz0laa5hyBCOfY5+Rgt53PBpR1zvouwEcAuBQGDPQG2Ccw2R0gNQehU6gbxtXegcNCyTyzUHlQr+2z227Z6LiBSWDFCu7ulx3nNQEVkio2tm9p58rqNcEyhARMN+HiIwUOzIBay1B/2Iedh9KJqoOE5h42Zi5SZ1g8dKxi71ugx231MLimYN6hJA5aYk9hG07ywhvs4FEzN23uwbYjyW1sSafOyn3esk9fhSae5p0qS1W18SYimoCRcOlvYPG5zrpQEgjZnraTYjVS0rekSAspdTd17IVApfyHi72klnGO2YOlo4vpx1WlI5JlGMYHSxeL4Gp/Z9N6RgG5P22c/LU1fNzYomSS5f28Kq1INbsusVmDlxnXMOYgxbzZ7kVQ4yPTgjkck8gQibDwoaosMIEkxbWQQov7PukzDrjnh/FnKPv89aR+u83ENDPC+ZJUUfW10QZLeZgrIB8RkwLWnU5MbTz7mrhNIHOMYzWNkqtroTnsVuuIYLxZ9YmsP5MnaIX3HVXTgris41a1PUO+k4ANwP4H2Z+cRDrM6rR6y2+/ZtZdEdOeQe1Z+tEHcPUe7YvOWOv3HZF1HmClPx2Aj35xDZzd4rUvZz4jSHwdoeCYIkwNdp9fH+Z026DbYu10QTaK/6ewNAc1J6ngsXbPQ+WqJCuoOVib+sszVCs1DlWz6AeFe841lD1reT3rZLaNiPmwARSpp/hs/V+Xmk2GHNYlGJCNaOoiRB5b6yb21r0xwvzUCA+jlxfb0XeF/C/3RqpCbQHQqhH7tSPEyiZB1Wvcs8nx/YDu3tKYrXcuxRh8IP+5Y57mxzM96TKTDVdN3sCdn0zsZYpohksCGFxv2W6bZxAFEsYC+acRJmdEMjWG6QsQ8NZ4DgmpUFUMu8p4bEU6Lk016/9cewjdAwj8w5tm4cmrqpfJ+oTeH6FXBtNuj9+/PsD75+qfC10b9fuUhOohUBS6GDO42PVCpj0fTZfMxjz7npoDurXr5Z30DGwutf1DnoigJsA7ENE7yaiLQa1VqMUAyFd0rdZZyTBnsBich7f0xBe3DpjlrQZgi1X/upnxo7DfMXiXasWuk4OSXPSioLrSnzL8i2x12r/7WRcMzlRxrxd6gmqv6ax3QL7jlV7pTTShFaYJokH/Uy50OnFm4jQ03BSZJMuNTm+9Lcl2jtZv5rvMZaQ0mQn3Zvra3Lhb/ntChRMXRtz0Nj+FlMHYTafYvYUcSHvjREhVZpAm9Kt0uNQYMglQVjV731GKmYO6s7182KxNlOOJ1hxFs4xDPsOgvQ6ooh8WQttbpySUbk5IsFIxW8bVqT2xblzx+CEToHcuuaYbMNwtVqFOai5udDChc/uRBPoTD3TX7IMGyD6lAwR4faActAgVR4jfdNJv583JTeM9NwwFKgSMvoCzGqaMjYmidwsmvIOmtL0SbPsIqESUgikNcja+VvtvePiPRm+RZXUbHv1LMutZgpjGAtre13voEcDmAoTGuIfAdxFRB8czIqNdvS3b+lOaU0Q9Z5AAAAReohEUF+DulZK3rPKgZe+OdyRlcpnq9c5mWTq5JvwdISExs3VSWZ1+/n0bwzSS6VdMK03NPFoACHTrm33Rxq0cGBtNIHRtqD0Au8x395C74gaj0GUjJ+3aLhzz4FCm8VkLEgL6yLGIMe82VWZMllCVUuPY45htMlwCs5BQj3GT9KZmgiR97YThnUj4nsCLVOriWWXT5qAhnsr2SPoSChu++SeIOFwJ4hDJghEzdyXmkDJFLQ0IZkm8uU1Ewjd/yaOMA7fW6Im/Tss0AKKMh02PdQW+ZrAYs0qHLO0CiaCyAX0Lt+b0u1YhXIuBpLMo2UU5Z41Imei3yi0/KbOfj90ewKL34hmT38XwM05MRppqIdzjJmLHiPByAKFQJODsWHb06bFhGhJxy8J2ikFSdM4oV1YH3lujtX8mhyLvlDDOo/yzgUCTSD8vhJ/RvLSqEFdc9BvANifmecCABFtDuA6AH8YrIqNRgxEh9JFjI8EJvY0bRUalM6eK1aLSD3Mc+PHKfRX+2Xv0+akdYrpZPG2+xfMM9qXN66MzGqv2f0V7NUXiGgCi9/+tE03wJnHmYO1MYVj8f0sKvcEJsxBmVHugQiJn4LoFYGL5f1eXMGa9c2ISVuV6a0YT745pjt2jmF8zZ+OHWd+RR8RIk2pMZJlJbWPCYYhdD7BXp52e426ESEx5DMQKQI4pQksnXh4TBwJRsGP91amJTSBzRYrhp5KzZBtb+soRJfpvZN8R9XXAm2GEsKlWrCbW1ZqSPwL7npKCGK/L0ClN+UgWDyERqe8r/MvYvtLai2OMYo9DcEYFtosV2f7miJOoHrH0Kxbjf+IJZU7HtpWr3I8Jvu1FKoBKvwH7PcrxqD1DgoS49R/rhTQxKDprXbMvw7lIlE6dRKCcyo1wOzNs6FwR6whERNYi3bB4nVfiaGbx/tAoW6IiIZlAAvM7+DejAKdMkltC4EjbmKe6Kw0trxSLvRr/di1mhjtrc62v5OyXF4prZeow+gF1bc0QYTQNPmrmUHAheuQC46d2ABfU5HyHDhSJx3tYrtesPjUN/CJO3McBou30DEK9bWYZ1GOnNgFCNDMi65f9XmGD8lM22O9uHuaQLXXyxyHmmENrQmkyLWW5wVUHMu9gsJ8qaUoC1l/XUaZp8s7REyYwvI4wSjLOasvwkxIk2CpCTTninmI1Et+c1/Da+6QpoBGsGOfi/I+XafYO3v2AooXrDLzNeV2b+PKNoylA9w2VrG1XrHj05qDyj2ZNh8QtlU7pOLm6jo4wQKV9zVFHYjIb0f483eMIdZzvscwqO0eVV4mBxshreWOpSmtZoLDmHlczpueIFpq6IJxJspJCGnKy23avbS+EH0kaXLKkh7051nNvMt31BY7+ltJpITIVUO6m8f7QKGuJvAqIroawIXF+YcAXDE4VRq98CU6/etc+i5nCifyiGMigFv+vbX3BLI/qcSen6pbnSf016TGLURu0gDqEV8kZ50a4MRvDD0iRIStKEEuei5vENLD/o7QOUdrSOowgcl9OZE1yEqjY5AEiV4ECG6Pi1dXdsfSLMRmM5rAFCGoz0doow0CYsS3TavLWBtNkN/+NtSHRoyIsenymhOW+Rqs+LH/QjHzSK35jr1Lt/aKmEBEvleqOzcTDETpeVdrCjzNoAKH87/UNGgnP6VmqEiT84F2LmFNBZFoXxYvrAVO7cxBuxFuTMWJ2pTmpPTCS/a97bmOE2iDxaNsAN0+dSG1iuk8Zs2UbSbD/PiaQElTRSxQRHv6ef18TfXt/DEytJ0hZq4tj/2aJeYtCIZZlGHPAfPOWtAqnx9o6vX1Nu8hg89rraGtT48os4cIzULYIxUW+utLBjFwBiW/R0K76zSOusQQJSnXj61LIwV14wR+lYj+AcDBMG3/K2b+06DWbBQixaj1twxAbPxVJgNAYY4IAkPFCazLBEaOq+2nQ2Kpqtz+mIN6DG7iWVUDNnVPSQx45YSLQtX7l5pAMRl5xIrI29eMT1AjlaFwDlXsb//fQ/cPwBEmXj67kEhzUEWwW8l20hxUlCn3Q3n7ErLurzbiTipC4jRm5iOvyaDgDpQ4LlIqxn0ZwN2LHSfr49dNSr2r6MHoXNrlY1jvlZEEcmwMlfcl5nfDU8n4bdqKIq4JSMUh09qlMkSBSJeCHW3e1igmbtkK2sRVz1daE5ga493YtLpKMXNfwNS9GRlz5R68ltWyme/Q5CLUByQTUWh0vaarTyA3Gm5/duqu0nJDtXerZU1SHaPvDU12Do5KwV75G2EmZN9WgvIqrfJgI1xt/DaT61JyfBZ/DfK3pIB8qwjtfMuUU2aN16/m95D7sFOaQLlnUdKDkt5sqcnGvb+ql/oegQMs8V6SBqikVbtwvA80Kk06iWhnIrqMiB6GcQrzQ2b+cl0GkIhmEtFDRHQ/EU0r0jYhomuJ6Inid2OR/2QiepKIHiOit4v0fYtyniSiM2mEsuX+hNXfMvwbY8F3pURUMjKxCa7yWZEyOXLN1S3MX4X+xsbTE0r93VudSS2tBBRITzyaUSnzsFxQw7JHmzmoZmJ7W1zGp0ze0/Zt3ceNaQLt/S7WkDYd4WBfpq0rizyS0bfN0lcR0zMhbB7TSAl05DfVUl1Pm6S8NxriUxAo8MdaO3NQaY4IuL0n2iwwWhdBoUpTySgq5sFuJSBCxtWfQWM+xgCfgQ4IM2iCzrWftycQYTvE6qfjP1qizTcPtOtcXEMRW7/ssWYS9Dqaql437/eUhHP8OvvaXLsvSxHiVhPHXFwrNSedeQKNQZomprgMuSfQ1k1qb4yVQCRkEELCPsXMSUEtEGoCPVqmg/cbCFStN5KZlesYoIU0XLYnQY4N8hixqDloov+U48qet+kMXr9S10LHMHFPoVoIJz2Ahuaf/veQYZ5i71WPDu7e8T5QaLev7zcA/grgAwDuAfCTfjzjLcw8hZn3K85PAnA9M+8M4PriHES0G4BjAOwO4B0AfkZEPcU9PwdwAoCdi7939KMew47BIApi47AcpOq6JHbrIKZdlFKoIL+arJLlCia1Xd6qZ8QYYKCeXDIggyKVkBLQNgJiAL6XSlO/YrFShAYQM8nyF6GRBq1Zm7d0NXb5xpWV9yQJrciF2J5Am80R+KGgJa4JZK++3qJqx0g1/6oq0kHeUY6QvZACpPR+Fs2QWQ+AJUgxefY3kmaOlWMYsprAOOPpO4nwtVIpxtFe16iaI7sBMXMzL1SAvCbbRZoSRkxDA01CZH6XeYK1SxCBXluWWiBfAMj6OXY+oMKbpden5DuFZp+OceQyTwzdPD/HGB+Zzuy3m3asw0DpOEQy1KWwFmLcifI7EqwKJz/JPOQsBaTwwM7bNmao1vx471qex9dVltwUQsuVlNZ7aKBpA4eW+HgMeJWLab60IFoKx0LmzKenAk29EIzJ8xTs9WZLOhTyGT1Jw0mrNt9qzW+LlKBGzmM6rysr9CZcTatWv+NoQDsmcH1mPpuZH2PmHwDYYQCeeRSA84rj8wC8T6RfxMyrmfkZAE8COICItgKwATPfwaaFzxf3jFj0e0+gui0VOBUIF+G1YTSqpFN18sfQX6liYF/eyTPbaB814emewd5vDNIcyuZqNEKiKPr8cmIbmbOOrXcnXkHbZdWan5RzF7mvQO8RsZJtLRGWC0lswTGBiTnII5/rzkdmmw0GogtzeeLStRdK7R20jE9WgNSoL5kBkRY4hpFS7tIcNGReTDqi6azeSb9ffE+gokS7DGGcQFfVVitNAPsxFtX9LL5/hLGqY7xTEqctVp5eZTsITWBgDuqI0xQBaOunmQXNwCYFVG3fYjjB6teeOWI3ZoItzentfCnnP/M9fXNc31y3Phrk6pPyLmk0keHz7FxSMjLsvylzqAlUI9l7jjwrHcMILZMrd2hbPWTi4+NRv79zqOUzcp6HciiNm7KeMOkur4TW4rdr91jolpQ5qDEnd7RZOR9xWmMXzM1KKCA9fAPym4gCVBmxZ4x2tNsTOJGI9oZr70nynJnvbXM/A7iGiBjAL5n5VwC2ZObZxf2zReD5bQDcKe6dVaT1Fsc6fcQhtdeiozLUfbEAvTKP3U8hUctzY/AsFv9Tg6Ozl+okcLt7gp+XpLpOpqWembiWqkH5vjWq6E1iVmIpzFbko0NGoroe3Q7pUKUukt888r2kVzmdTwaL95k9Q3w2GmGIiJjmg9lph5rs97SqPSIjlG8fFIR7AqU5aLwNoI5LJlAJAXzCk8p0mcfLL+oR0wT67cvesXQ2ErOIiN3n3iWet1sQ0xSxbKNEXw+cK8HdIxm90gxNav0i9aiKE+hrfe3Yd+ZrvnbfJzZ7GsKRiaij/84+s6AJ3KRJZbc2KnzBVird/ybmVzPv5b49uHFkWCgRt0+aanfABUqBXOo+s/+veJ7KZBhDKgUDYPYc26Scquh3180YOIZJeBEeClStL6UTJoRMD4v2lA6PCFJA4iZGrQnUTJtuH61xb4dYfs0EyqhaUtPo2i18R8cg+nOzbqf2ISIsTZt+oW4e7wOFdkzgbAA/EucviXMG8NY297+RmV8sGL1riejRiryxKYEr0sMCiE6AMRvFK1/5yjZVGwYMQIfSRcQCJEvzw3KyhFroO3xWSwzKZH5vkm3/jP6Yg8r7ALdAdVpO0tOktw/JfbzUJuK4JsJNota9uX89fH5qAR8psN+nr1nfjrJq7wrgm6PEwjxY+GYq/qJgJZ8ec8rxPiMXlXAhkoxAvO0yIgQMfIJbzkHaI6cl5qypoGYSqoLBA07bB4SLxrjCaZPvGMNdTzo98btUOG4j9XDzbXd2jHDu8c2jNbNukdKiWsKMxDXf6sFxgTrsh4Rt72aLMW6cn8+OR9vEVlsky/GI4ApCWpKO+luU6xzi6Eatf+odyuvJfHZdcucE4cGTnTmhHbtlm3Wi/hNwXj7T35HKPMp6Rjy6dBYE59iGWb57+Ax5FuwnC7Tj6fl+sJGiDeyxx9h6651rT6clNzRg6QBJCMdaLQ5oKVNOdf1STKJGGSeQw72kpfBFagJFzEDnoI2D+SjF2CNgGPWewOKZBdVYxxNwzGHgaEMlE8jMb1mbwpn5xeJ3LhH9CcABAOYQ0VaFFnArADb+4CwA24nbtwXwYpG+bSQ99rxfAfgVAOy3335dN1ur/tq/MtSNMWlLUhLY4bNjZVYROJw8iZerJZCd1gkwk0jImKWHrLIESJZrynaTQJ1vJ02Y3CRXzxy0jrlpN8PWOubwplNiuPx2Ii0aLF4x13pRcOZNylQGmsFz7yAXhpQGKMboZMThxd+T3zTSVraN+1otTBzf43UAPaJjZmlBCAlPiEBBfVLWE5rZ8dpePSI6D9YgLoYTVeagVY5w0oHGFTMGa77rNPROg+SQai5mqLazY1NooohEiINQg2EZUwvNtNp+UL63EP7o95Po1jYFwnfRF3TVS0ZBWFKYUCxUCsTsuWWcY2bY7YKGeyjWa0aasC4dw8h+o5h+yZia9ueyjwDhWhCcw/9OWsjtDZEhbvOQiff7bsqiTDpKkh4+CWlzUK8drTDArpVJTX2ZUvkeMli86zcuTeZpsdjW0RLO2loh825T9NzcUt+m2UrMAeU81b5hu3m8DxQGLeA7Ea1HROvbYwBHAHgYwOUAjiuyHQfgsuL4cgDHENEEItoRxgHM1MJ0dCkRHVR4Bf2YuGdEoUqb0F9UBVw3kyW5K3Zg1e7ZkfomFhQgnGTboRMzEu8+ddzRXsc2Jg0xyZjMX70nUDAjcBNuuXiJElPlDLXpyUDB9qlVvc3Itfg97drLN++rGyLCodkyRGNDEYxGYuwWe3uPlSYDSuKI6jHTrRqfoYSvjXXwv6NY3DncEyhdlwd7Ailu+ilz+d5B/fvlfl33TEkw+IyfFBZVOYmIORDqdkFOdByJdokxePaahadRLf7J+Q+Az8RH5vpQE+ie47c9lWPbNwd1x/K9SscwES2ArV/JMOn+yvF0jW5sYTe2VLpgcGOCD81E+0yYE2Say2FDdmYOauuY9jTaaFhhBHtMp6fdgmPkpPBAOvvw+biwxXx6RfcD1b+HEFWWJp4AE3o+M79+DE2nWZXnJr/2whsKUxIVrL5ellc8pyWFN/47WXNQzwRfvFc7rXHg9Vdkbbbic5nWeFa1bzeO84FG3WDx/cGWAP5UNOw4AP/HzFcR0d0ALiGiTwB4Dib0BJj5ESK6BMB0AH0ATmRmS1F+FsC5ACYBuLL4G3EYiA6lx0OVJrCUxZYToyV869UkVqZL6Kye/q3+YOyEaNI5rURQp6WQklqm6mAkiGkiUEI76bGEaC1NYE3io1uRIkBMWuLbVnxzDbKrfgRSmqj7bLkICicSMh8LEbFua1lO1VgYmS02OAiYJHbmPPI7aiKdBVHYZOsdVDB1BTMvz4E4Y2iuh0IEWx9XN3c96fREt71q7WjfrkFcDCdiGvWk8xCRL60JNPkaqi1iWr9Ym0Bds+0v77XtYJMbRGUYF723PBZORr+T9gwohRP6vUcKYk5N/OtxIYhk3iXTwIzig7s9mbZdUl5528HXQsXvlOad7nnSnM+3AJICqJTHX32eXH8j14d8Sa5YX/TaJevWEkyy9L4paRBAhIhohaEbIo8v4bzE1vsgto80mTFePSjW95x/C1GXYP6V76/LVIw/q/3ckf4if2Mor/VTYTESMGhMIDM/DWCvSPp8AIcl7jkNwGmR9GkA9hjoOg41BmJi0QMwkL4KlGYT6pn90TaVZQhiIcjjLbTtHxJjYNvWg0PisD+fMlU/rX2Qk465Lw0XIkJOOOHeFZvHr088faQgFRxe7jcKr8XLssm+lidCvBbnMjSH1lxYbaw0leFWy2dMRH4WZcs+X8UIjNQ2Gwxo5g6KaLEIzCxZmw+FJKLHM0QWZW/PIOlr7jmyru75qt8IabnXvBUEmk7r1n4RjEfRRpqQkid9Slsqj9lxDAAcoa5RRUtJz83+3kGn2bPpXhiDiCbQllO+hhI46LXQzQEI7pXQ2oRugO5vaQGjf017V5Xm9Y72tUwDw+7VNekOnYRtltqhFKzVh2/+q7RZcPOyFL7GHH6V7+49JW7mrYUB+ngooJ+mPbqyyOebPxbrIZH/rdS5x4iLpouZzEvocdau1Uuhjgi547RwYWt4mkjRDqE5rLwmy9DzuN/f/T2B1X1QPm+0o5IJJKJ9qq7X8A6akYAmQOpOpLpTxsyckhoW8bxOn9Vur0RQh6p8gkHS93UMoQms817lZ67xULv5vMocLOboQGo6paZSkrVJb3Xtq9V1WL66D+fc+kz0mjbJkEi9a4xpju4JLE69EBHq2WZPi0/wxBZ/W55shxTjF77PSGy1wYEmNOU+DUm0MIeEVsNr71DLF9McyJQgRIRkSiLza8pcMDU2Y4hrju37dme/iDkOcebRoSClPG7Fv5eWsJvjuJavUoMkGO9AGMdqTxpRsLfR84AI//t7GiJxj9YGtGu7biQKQ55eE9juNzaPleb0LcskuH5QMlzF3BjTwHcC7UE2hvL54jnevraiUnaukUy/ZOq1wCdkjjk4dtZS/r1DidQ6Z+vi0WKRecu3fKGy/QB/zEkm295n0v3z8nrwnOpO4K6KOIFKGBeLE2jucPORNrmPORqz6VV0sBYaOXo4/Q5j3jEMgB9WXGO09w6aIRBbfAAz6Hpq9rKwv8aIG3dFTgDRTc+Vz4oROH5ZsWt10Z+BpetEibROn1nWXRGeap6tRI+Y0Dypaux5ieePRHPQWQtXJq9pb4MSVWZLGtE9gcVvo9xXoBcFJ/mUi6JkQOQeKLlPzaRJhiX5ihkCDO3NzQ8RweL7asZLm3tqxZ42ETQHcaaC/EuBqWKMCXXHvrRYE2ESsX7B7P92GwJPiOzPP7Le0kzWM5mNOM/Rjnn89ojMvIn8NkSITLd1tOU0Gq4OoSYwJozwmZ9QE+Hn61Rw1Q0o3yFJNHP0m0gNTLmHulUwYfDXQceE96+Osq1SZXjtLZiHmIdLWScGe6EeUo7E7PVYG8u1wKUNbatXCRn1XkWZtWzPhu8YBuS3tWcar+ZFWU7oGMZpEMuyKyDz61naCgEkYykZQjmHxkeqrWe6TVNzgHumLTHdvt06hw8kBtU7aIaP1GbjvlYLPY2ejssAEnECi19rClBrH0v0WeFxpTko4u8X5rP1c4O+E2gNAcq61UedvFry1e5Oz8VxsYIS5OQsShmBREYK4yokGC1mPLdgRfRa8l3tIhMh4mNac98xjE+0EkycQGvKVhIP3iLD4tg9h0W/qtYGJS+NOehFuyXWaf19A8arSvNHOm5g2OeqHcOQd9xUEmZfs5Wex3Rbx+bSbu8O8T2BxTUVLN5j1CPmoNLMVjNuwTyt0xJEpp07LaSjF3u/t+8JohJlfr3meacBo+6I/+IccXTzWE9Zk7D4DcYmfCEakVnHHBPmLGIUz1CiE4awncmhKU/EubNp8JkTu82CpfCIfYZXQrdbu3FdlXewUVU3nxTRWnvzq+MEyhBJVtNr88fmyFTTlHlrDgKn9QvzW0dgUijQEE5iyvlIvaO3hqiqsOrhXKb51ZZhKdqhm8f7QKH2nkAi2gPAbgAm2jRmPn8wKjVaMRALi86qnZGY8sRkKcp3A6vzZ3W6D6oO0az3InRcKSC+J7BiUUoxniVjqm6OSZdSaKjJheAWVF12Ugs2Aied8Y20k+EWM95xxi3xi0lG2C5YPuFuynNac9ePRJtKopVdiIhgI7p4lpT+et7lvLJE/doQFGMZwcIsGHOPIQS8D8fMQZy/kLgMtX6etkl1wxgTIu/xCQR3LF2ayz6h7zH36TpKxqI7e0aMIZJjwOv3InNsT6A00/baixJMIMI0cUtZts5XmgcWaXKfr83jPACHwgi/LeQ49xmndm3XrSa+EsEeMkE1y9fSITaYXZxAn+FygrBSM+eNxfpcoB3iTc3pCxB8rZ89kIIHWydZJiM9TzNYzTf+M3U/aPk3DyliHpYtYtYuFnLLg/OcS8GWFBe6JR4nMLYdQ56nzEU1PI2bEgLZMe4Yy/jezuB95Ttzu28T13xr4X43CQCGA7WYQCI6BcCbYZjAKwC8E8CtADIT2AlqMhN1ywCqY+2RnSzLhc3+dv5wXUa7utV5gnQE0Ak0cVFnv6K+t9ZiHpnl9F2+JC1SBEJb9Fg5XUov1kK1JjB9X7tXjn3bFjN6bL+B/11jzgAMUeNLQm05tn5e3xYLjCzH79vtGYGxBrcwRzbyl6c+E6E1TlqTJ2GJU3fd/wVCTZR3fyBQ8ENU+CEi/PeqEgLFNYHd3SFicQLlf/lOMq8XFqI4tObVDF9Dbwg8xRUCXoOFbeSeqfuCbQfZ7tIcVDIOjUb9EBGlNricD3xmQGNEjPVEfw3N58xxjyC+AeGdU2jjNFPdb3PQBAPi5aGQQTXrqLte1on9se0J8RRBUrXmavrG30M6tI1eNcdoT77+eue+mez7mgaR4yy+J9BnljRS5qIamuGTZdqxLE1TY3v7tXWPfE8tsNJ9FAiZRL8c/zeGbhXkDSTqxgn8IIxHz5eY+Z9hvH5OGLRajVLE/VF1trAETEiEqfHzhJqytTMHDZ8XfW4l8R8yRXURY8L069QJFh8WHNZJS4xMthgBZeB7By08HJL7/nKxSkkiRxv641ktdktMg2uP3eIRPq/RsMGP3TkgNByKSIoTEXFX0xBXxzrk/KAl8CXD3XLfilVbae0P4I8XSTAAcU1gGKJAM37qJq/txbHYBxg6G/AR66t6ruw2xFzntzh+zWMImyFT1Wg4Ykw75pGoM9dLTUNqHrbP8D3+AtIDoiWCfQLQXx9TDmDauY1n9dtNKBkY9a7yunytmGDMrllWOGa/LRcUdqwdO1nHtTYpmgcytq67LzAHhZ+H2Z/Xg3lazUvxOT3sF7FYoIOJKiFjq+UzL357ml9fO0/e2DDX3f2+QN2to/JcX+fyers3cfl1Wa6vyfPwfauEcP4aXbRpcG9Iu+k+WDWWu3GcDzTqMoErmbkFoI+INgAwF8BOg1et0Yl0Z+5/V2s0/IGpj62mzJOK1pzUYoxllfSkv+/U6dtrr39VjGnymTWySolZeV9QjpxcQw2V1FR6940ibVJV1av2frQjtGLmZDECx9sTqIokVY7e9+BLHWX/TjsxCd8jfW2sQDJ3Eobxc3kcoaqIG0UoWGl/eV7D6CzI4bV7eJwS7gTS9gohUJWQo1v7RVOtB/IdtSClL6EJ9BiuogyvvQSBB3HNz+PXS2qJGqovAMX3tJpApL9v6QHY618+wa/XMTkHyPQAJZOYuD6MiO3XD7RIaswBOnaf2jNm1zDYNi40cxUa3SrIPYHJ+yhuchjVBEIGGVf7uEWRAcOgmQuRLp8lrw0V2jOv8jgcnw2SbRtqUSHGWTuhd7R+Nd8jqgkU2j7Z/gxfiCQFGq3E+8c1gXoe96/rOpj0qsXdv2c0oi4TOI2INgJwNoB7ANwLYOpgVWosINY5a92nMsdCRMiOK6VkFrW1M94AYy8xygRWaEu8fHaCigXvalcllTeqCawYrynr2ZLx8Mr2GQZEnhUtm/3yJGNhkfJ0CQB3z1yQfkgXomoS7Y85aDlZRzQ5HBk4UoIZlEnaKYj5tYy9JICls5KAiEhI16veYyzBEV96D51PcMsrLdWWgSZPjeOYuWgsRAsQMo2xQPNJYlkQiFJIIN8zdW7SbB/qzp6hGXCIdtGElWcmm9gT6NYbd19qCtZtFLumidMyfiTHQxTYtm6p+SDVbrKPhsR/NZPH6reboN8BUAJMTSQX+WScVZAYH2zZPmuO69qlipmvgtwTmDQHRdiWJOorBQzMvmZLEvbtLHhS87s+H2qTwJA20HMTi2ORT3wfadIpBdHS67I2B9VOe2LNkxJqxyCZSt1vSgGDeK+Y06CYOag9DefimCbQnUf3LrdBt87hA4laewKZ+XPF4S+I6CoAGzDzg4NXrdEJ3UHL407KUOexfXXaTELf1wkPaKVKgzEUygmg0/t8Ts0N1FoF9UOiU5OR0ZIsQjy+HQB84cL7sN46PThs1y2Da9fPmIv9d9ik83oOE6r6k95/JJESRsTMhaPaG5GnQXYR8Ms0Ls9dmvYMFjAs9lgsIAwtCEgTDGMVse8GWKbCfmtEj+15ECJC7Vdpp1my+ZhjWiaHWF/Skn//fTrrw5qx6DYEBLLS0Kb6ejPyvUonIrr9KM6gx/YgaWjrgTgxGfYNT9uhvn2KyXdLh+uXIjlATKDXLZDCFp0G+AIZIMI0y+8H971LayKkGIP6a6p8Vkq3T4Qg/IeJC2lMmBqFNsuOU8+hiCinjsCmvKbyDK8mUK8v7Y8B4RhGhE8xgvZ4sHg9T2ozyajpL+ozU36ICF94U3p1FetxzFQ4nI98QQyrvMH3Udcl7Deqat8uHOYDjlqaQCJ6PxFtCADMPBPAc0T0vkGs16iEZ2feT0mTztpO62WJIolmB88rJ/jIAmOxeEVvEBS8ziP6o2HXxUpNm0xrW05ioo0RLp5DhKAcd9yjTHOtxDL1KT5x3rRofWIOZkYq1sYJUUyTo4luEte11gbwFz2Tz/zKeFJSgu4YP2ESqKSRY2Bd6DdihJhbtP05T+8JrNIEBkMiRqCQn0yJAvTeFyCiMbH9A/G5zDNRVJDCg26EjQFn4bWR6uvNln8fRD5AOGFBqNnxZXVhg6WmOakVAPxvbftIlRlbD7VxDAP3vqHmz435aN26tlUdZA018wvvmvntEa75DcvgrttzOw4o8v07QZ37TGB4dwxY5gPlsaVrWMwbOqwPEm3u8oZtyZH2H2pGoIrGkGuczifNe/W38hzDiLIkpDm2yRsZsxQJzZJAeTXy/WTfsudyW0d5q5IqBm2otaRqnY7R3EEojIr27f7Rvvaoaw56CjMvtifMvAjAKYNSo1GMKgld7TKgB26YLss2IRTUnsCas5o3wdrJUVwDgFW9Tez1rWtw6uWP+AO0Rvn98Q7KXEHo1Xmmz9NW5y1+6zqGkaa5TpvlQkTEvvvy1X1BOT2jiAtcq710bQh3eX+58KkySZUTi4VUagFabpxUSdA7kTCPFUgthDal8q7ZdGhiVQlgoMc5VAgJX7Is02QZFjGmAolxHew7ibxnipCy93czYhLzlMc9L1h8KzwuhS+acUuYepJuVO/UEYEUGfuxcmW6rWo7xzDy3K1nRXrB9KZasJvHul6bAS3w9b+JbEPAfvfQWUfJcCEVIqI+KprfS9faJs+kkZxBN0NoF8UbBgyBmpdsfn3i1mpxaYgbPVhftAAyUTd/n66dqApT6dLE029fiSrBVpkHYdsk86p+ZJ/v0lKOYTRj579v0hwWWhERntt3sM+096XQzeN9oFCXCYzlqx1jMMNAd2Z33EEZksGjeLo99CRmoowqwtx7FkJTESkhB4CVa5oAgL88+GJA/KXfwU5W7fPGoLV1uk6V95aViNcptkhVOTeRiMUJdPQmRx3y7H7K1cX1SB1rYrhNk6oeX6V1Tl2KJcfaTRIloPj+gQb5ZoW6jWQ9NJPiL7aROikBydiGW1BZpXoa1ZLY5oDQkuEmA8ciRNGxGZoFUvR+T8tY/GqzI1cXeB1BExoSsZaX/akbYb69T1immPiWx/iJMsQcrhljIK3JrZrbtAZKlqWPA4sNxTjIdzLvpdamxHpWe09gF7ZtVIAlQx3oviyYBkBoZ5TJpvXEKQWwPjPfQSWVoCeVRca8M3nJSystnNgFGZdjVTMExWX/PDKuXfsqxmsIUW0Oyl4dPbpOfJ8yXIr8VoBnGRNzxmXS029MhNofRGsW5TNsLFapCLDH2vJK0196rKI8R5AvRvd6azyqx/JYWNs7cQzzIyJ6FRHtREQ/hnEQk9EBYoxaeFK/DKnliDGY0hwxtSC2e5b0FCafEytCE39t0YFWLlVubE6q0g72x8tTlWOYuHdQly/q0CQKOVF2Vse6TP1goWqi7I93UPuxfOatKE8xbySuayIHiBCjYhGyKE1DZfns93V/wakmFMciym8REJqOIJF7i80YEcwGq5hV4r9FNASBYjQks+EzgaIvRcyOUntDtWDBEVNhGfJ+fdRN0HWWZlVaExgLEG/uMb8uTmCoGdBenKHy6NYsxyb73kFj8R/9e33HMDJ2oau7/6xQE8gqX7ztJJPRbYgRx/o4ZuorhbGyfUpNIISAzMncSnQSLL5OTqnVJfHAlht80TxaAJUKlQHYdgz7cyz/UM/zQV3Fsd5LLesmYyvKcBpeOJXyH6AOk5r4VP3qawJDmsau3TGtsxYOxtsust6ruQvqW2lvoHWUB5J5Hq2oywT+C4A1AC4G8HsAqwCcOFiVGr1IER39m2VIajkiE56VtGjb6drmoJCBZBXh0KbOldIVPcF3CD1x9UfynpLox8yQtNvhFHqEPagliuQkt8UG6dCasu5V8bZiqO3tdZBQ9fj+1C3WFjHCXRKeZT/XTCD8/hI1B2VX15iwRC9EoSCg7SuNelQxd/Iaym8aMoueFTSFC28VA2GuU3Kxjrm0T2kCDTGRqGdFGeJ277fbEJiDQo4B/V3ciWQIfSbQfC89b9UlEsvzUisQd10vb4qV7YLFI9AEBY5hynS/jJg2zbvezQKgSL8LGKHINS2o9AhzACB3b8wMuxPE1tdYnsAcVNYPVttrWsNzMi4ZBFEmq4TU+i/XglTewUa4vvicjayrR9cpE23A0oB+TEiffnLHXmiQRN3Mfk3HYNaFzmnGuBblhI70Yo5hymOEgh5Nq8XWbTf227drzEJstKGud9DlAE4a5LqMKdQNO6AhJwQpSYl1dk9TKCf/unECxUCtRdhw8iSKOjbosTp5ZSCcpKsWKHupk2dqpxF+fcLnuvqQt0+w7l6/TrcEDjdBUvX4tQsR4ZDaEyiJEr3w2wskvIOWC11kf5OJSVQQeVqqLPtAor5jGR7DHDAY7OWxx6FjGJ9R08RKjHhRfGPRH3xTI5kfSJkE++0rmYTYnmA3d8Uav4sZBRRxAuG/k5vflcAwESLCahZ6GlQ6mvFNy+IMoa/tjecxj0m1XZhmhW22LXqsJtBjeNwxQ5giq0aybZ2ct+qsg8MML0REgvk15wXTIARs0iuv1eBQwQXGnP8AnTGEdRmHUnMlmH6p6bJMoRQ+SKaIUc0wxIRQEHlarfDaUCF0oOWuSQFOKOgwv1KbZsxBSeSjqGbdHIfzYoAIg57MSuGx1PavI+Z0ueZrQWy4lzO11mghblogIp9Z9bpdPMwHDJVMIBGdwcxfIqK/IPI9mPm9g1azUYhKCV3dMsQxRQaRB2GeKNGJdkYzmYm1s7hWr1ybq5GoX/tK+fXTE3jlrYmJK/Y+dZhU+UxvMSonZF+DJQO5+uU4NDrkAodfE5h+flXdktJ2RQAAvslSs8VFQGgu+4Ih/eNCgmgsJMWAmF+/blpymKr3WFgo6iJGaMrFNs1chVoC7RAk5iAkIDQEsRFjHvQ9FqF30OJYExaR99XoZD4aFrDej+mPgZR7fC9moCAEnRMsl1cz8d4Fe0jxS3Z8W8QczmjTYelRMtbAgbOJUtjj0rzzRNu1uz6ciNUpJZAB/ODigGX6xOcTjITeExg/ao8YYxDmkaae9ldpt8iFiJAVYNdAobavYt4u8xY/KZPaoUCoIFB9VwiZvPEpmGSnwfLXOz0vxvcEVmhpEX7HFGJCOC9shLDcaBULAFEbgSvi64kt02/TkPGXv26LU+c0ymhCO03g/xa/PxjsiowFcOKkvyEiJGGkvdu5PPrB9Ts2QyzASpofKyImWauCY2A7eP9IKTqtzqKUemRMUl3lZtu712OY2ZtwuVixSHKtifp0amoz3BNV1eMr9wS2IbTkZ5BmnK/69ytw2Gu3wKu3nOyIhIJw0I8LFz3zqyXk5lcsMKpCKSGBJCjHMgTtFRLc5YiQ3zdkrnokQRJ5RlSy7BEaaT1DLNB8Mk4gO21YQDiWxKkRO0T3BCpio9sQtBEkc+539tjeWZPP/Jb77zhktH2m0DJvMs1HPQYhfT3mrKa8lmLyFSHYqtl23di2jriNt1/oMdX8esHi4dpFMg5SyyR/9XE71MlK6tllHVp+Ga7fOWGym4dCjqBKS5QS+A0HgrEpKpVy6CTvs9p5wI1Dafqb8uxaro0tTpuDirHVri1j419WXgpoy/AkRL4zOa4y5fZbKzpXe0UpGrb8Tb/DWFjbK5lAZr6HiHoAfIqZPzJEdRq1SDFqnXQzbxonMSH6mexlJzFLTCRtHuaZM3qXIpNmlcQ8dm+nzI6Fnrg6IbrcJnJVp4p7YuEEynOvOchLI5XGMN+zGXlGTKNYF8OvCUxfW5sQEVqzYMozN13/6Fy8eovJXl72yACDBhFaUigSMSuVHgHl5nHJ2NQNEzJWIQlQn9CUHkF9YlvPSQ1yW9Rj5p+1CMgIcwjEnYuk3MDL+TK2z1QWEtfqd3eP0BJ0SSyFe3DSDAVgCM503LBQE1CNUABn7g3bzu8bfjzWmLlv6DmQ/V/FQKVasBNP1EONcr6qWOstsy418dpbpNTOmHEXapZ8Zr7+elXJGIg8OnyFqbtgZIr5nqHjBMbbPLYHsIoGqyv4HWzE9qP79QnHp7Q2su3pxmjaKsIP3xCvj9bIViFqOmzrysVWIyEkt6eajgyYdZbXfJo6OBfP1s4N2431dtdGC9o6hmHmJoDNiWidIajPqIbXIftpc+4zHfGBZrO4QdVfxzC+vX0nde2EIesIqtwYS1c1OZFYMBKVCvJWLQhee5QMsyMcdZzFFIMny+l0T+BwM4FVU2WzUhOYSI9ciJkOMyTRH1sgi+ZMmJVaOFM4XxOYchMeVG+4P38XQBKgKcmtp/1T+YLYcFAhIhCP9Wd/pSt5mx4zdQJSTIKqs2CKONL6ThsRNn43aRViYGY/dIAkl4K1wuVLmoOWxLnLG2oCbXqaMfTaSFAmUaJVMYYEeC7yQ62XP5ZLj7UqLmBs/6qE7L/dBtlndZo9ZoSOYNzc6jN6xkGI8DAOOe76J8FN7dP18whBqhjnzty3SGfL1Lq1Qc5DKecvUah2r2IgBxvttH0pAZVk/PwwVeqbe989tjam6+YbMlX3gbg5qK2r8zwL+AIcLWxKkRBRBlmfJ8aCd17xwiy+6WhF3Vh/MwHcRkSXA1huE5n5R4NRqdGKlISuk0lG5rRSOl2200SlQkTUr2+aaYoQP95xFfFfTFCNzupjEcYJTNVo7VBqDNrYqOv8gJBsCY2B9noHld+iU03gcNMjtu4/OXZv/MuF93nX+rUnsPiNLSIttUA4oj8MEG3vk18z5h20KUIYSK2gJAwrBQHD3gLDD29+UPNcdM8llGOYVsjkaZMzf1g4Zs/8hmMmpa1wc5qsZ7T68JyIiHtiAiJ9/7DLZhIIvOgppjflHVS3F6A9EUrGzG8PKaxxaSqPd0zx9OIeP82keyEikF7zPHNfkQZUC628/F085lMCX6spaRQclI7F12qFgmWtnYmtTB0tVzXyyrYseX74aYRwG4jsx7H2146gYlOW7g/23qGErnfKf4R+x1ZEE9hohNq+FCPuhYioaKi6fT8qBBL0qnyCMweNMMGIn4dMXsQpmXevTyjWCa3VvaN84FCXCXyx+GsAWL9IGwvfZ0ChB3D8pD7kQI0VISdweb0zxzC+BkabzyQ97FU8IiWBrAOdVy4OMrV9ObpOlpARpQgGLnljrOxywSRP68Cox+B1KnXimt5eBwsl0xapdn8WUHYfsIT2UmuPpYRRL4r2PukdNLYfLNlvEwRFWVbFtbGKQDpb/guZDVb3BZohzUhUaBG0gkgTszFHI5V7p6QwIEGE2esajhDtzo4REMiIa8PNuTuOaQJ90zOXVwtfYnECNZKa20aYHrOWsLWTcQK16aPNp9cvR/z7v8Ez2lwfTsT2sQbOrhAKMOR40B6sCYguiqTz1ESd+wgypIHrN96+NnJEv1tT1RgWZQZaIsSFBLH2HVYmEHo8CpNH9ueYVJxALTDxNOsIj1uaQ1N5YuM9ldd7sIJpR8EUEnnl2/QUo+ePXHuff3O0jcv8uoQQY35PoMB0Zv69TCCiowehPqMaKWKzk26W4neSjmEipk/Nmh3bTLD+c/VA6pA/8tAZqxO/zzdPqHFvRAuQfk5ILGp4l2zZCAlAuwcqaQ4q8o80c1DJ9GpU97XqesckiVoqSOK6JfyCctqYvCRdqnsSx/j4av8WYwshcRWVxSLm+jxw3qIl2A157tJNfj8d5JM/MY+7qb1v9j1sHk1MyudW7gns0o4REsis3jc+q8dC5UiCM4wTGNfmuevqvMa9UvMv0whCEyLiBNr6aUFe0sSs/I1n0BrEbkJMMJsy4ZX5G6VjGKdVtQiYeZHuZaqJKnNgmR5jNGSaFcCZ+vvXLYIxrfqArw3323U4vYOGzCurc5cvxvAHcQKrxmVUOJaumzY1rUJUE5gQFFlNoPRsCthx7K/5so00k6fp6tirdOIYZiygbrD4k2umZdRE/80NJINXrX2RhHOMkGn/JLEnUN0bG0B1GVt9rZP313nlYlBHakPiq8Svh6gy3fV5QH91NVI38jIOhjnozU/M6yj/QKM0741Uu2oBTdv6m98YnaH7m5MUUyA1BZzUWJ6747AeHtHk7ZtC4iQvIoAvJNJEizQH5cixOedAQq3bP9YfHPPnMwe6K/qapaJugRRZvEN5rk2MLMPj6h2gu3lAAHGHIYBhpDzCUoyBuCaQSuZLMwu+JqD4qZjaYkSjvhA3KzUJkjEt55BIO0kHUmW66L+A3rMfrtXdqCGQjHyZpuvObg4MzEGZEWqOKCDc5W+nqHdbxBFNhLGxwrmYZl8zSDGnYVX0Sso8fCgQzCmasRF9UOYsx6HHRIftp81DxUlZbqqdpKauE4ul6LgV6eUrk29loBk7CckQA3E6N2WpZvLH0/UzRjvaxQl8J4B3AdiGiM4UlzYA0DeYFRutsJqr/m48lp1SLrSxCc0zB00wa+2epZ0ohExQvLBaDJnPH9Wukz+pUfA+/V2gNFKMh1+hSH6RTxIhjLrmoJ3V84sX3Y+jpmzT2U0DiBjT5q5VTbDVLe/HCQwXevnMsp8HZfj1koxGT4PQanI0cDzg+rbev8bqN8P/Vlo6nSKcdb5AA1EhwQ6QYg4KxGLNSUI/2DtlmYSWSdF1jllYuPuRvNYNiK0Hrk9rD4tibAjiTAaLj5qHKeKzTEbYDuKWEo02x1UCJ7mFwYby0MyQDgWhR7cmJgdqTRkKyLZtqnlLCnZbog3tdSBkxmNtltqz2Q7S4U8yFh0BWmtJ8D2GWuEvi3JkP2xH8wR0jJqjvOtDPYwTYxOwdITro/4c6trTdwzjQERp76BCKNqTUg9RJ/NadR+RDKrdDiCZzHJvr7yJ/TYK5jHvvNocNBz7IbrVpH8g0c4c9EUA0wC8F8A9In0pgC8PVqVGKyxT1eRqRxOVZYhjGVA5ZtpAIE9C2nF9UaG5ilWo7oBRUr5O66eJh05MdFLmoJq4k/AZg6p6ubIYikkHCqll/F5f+j6yJh7N8Eo0+7FfMWrSmZTou+v2G3v3QS90mrHUDJ4kgIu0DgmKsQgW3yrJUKnPpPdl6rGhu5OvKaR4XsEkaKlzeSwID1eX8F3K+le1faTpu5X5s/C8gRbn9kW0gDIWG9AQmebYBhI3x2miT5vt6mOZx1yLM4sxJsQ+r+XVyWfetGYn3Avo3l+eyzyI3NdViDAwUtBhm9l+Oa3RsR4bPUElpbyzRtJqoA7z6DN87hnesCJH5GuPz5bGChyKVM7h6lfNAUMJPTa9ulasPZJJ9hjmYFz6wjYLKRyghJGgHGftmj3aL1S/0Z5oGw0SDm7MQA7XE4NWS41TDk1HJULBT/t2rRJwjxa0ixP4AIAHiOhPAJYX4SJQxA6cUOcBRd5pAF5g5ncT0SYALgawA4zX0X9k5oVF3pMBfAImlNoXmPnqIn1fAOcCmATgCgBf5G5faSOwG9WbUAtLJ2WI1/aYjFghYpD50qX6T9RMU/Dr1S1+nCq3P9LVwDGMFQnKtDbPRXhLIq8vMQXCb1e1/5KIxH4Lk6Y33scwwnhA8Q3Cd6vcT5lKr5h4e5vs5xPUf+xRWqMUcxAib2u2MQPzykZIXIxVyPkgqQlU17R5YbV30LhXO+1wRNKoaTPgsN21B2BbzyBuXnGXJqQlNEHZbajWBKbncUmcSa1bGcQ70NzGj8u0ioQY0+4da2KSCK3CQ5YzB42bCppz+34+UxdzFsFiookxCd0C9w4uLfQOGgpBesp1KyI0QxiqRaO/cQJTt0mGT8YljGsCwzYuaawEo1eex2gijl1r91YDC/1svT/Ro8HUXAtAmYOGYyllDlpJS5b3dxAnUN0XPE/UxTqjIcArX+/7q6pfbP92jJkPnRum36ELh/mAo+6ewGtgGDCLSQCuq3nvFwHMEOcnAbiemXcGcH1xDiLaDcAxAHYH8A4APysYSAD4OYATAOxc/L2j5rO7CsxuEFTZKleWIU/EIEoxY2QlZkoqVre+2oOnWwT9gRTUoeIpwWTc4VDTREF5d41iUguWJu7kcdX+AO9bizyakXETVPXzTd6RNfVUaQKrtJqpayVLqZgAAOhr+vfYLIa5CxcMTcRIZsAy5P4+QNkOrj5194WOVcQ8E9oEqV1J9XNGaLKpCZQYMUoiP6AZkTjzH7MGSMY25MT8XJQRc3xUh7gYagTOFRKEZhgOxR3bcWJMQMNjPS+30/pUWvcmBDex8spg8Szz+wxPzEumyeXS5LknNBXPigk/uwWsXwZhOzO4FEzG9gSCwhUy5kikH/Lb2vA8fgthT+DsRK+xLXc/EBnTqk1jdIebx8J1YKgQaK3FNb/vqj2BJRNcNW9SoOktD9sIbbxKoT3zH3PulFqLWaTZJd6amqeEsXaLjStD79/221jPyzp4vLmm1vZuHOgDjLpM4ERmXmZPiuN1291ERNsCOBLAOSL5KADnFcfnAXifSL+ImVcz8zMAngRwABFtBWADZr6j0P6dL+4ZUfClcH56J2VYEKoHIiGurajPZITB4qEGTmyQ6eNU3erm9WoUIfIDE8AaKsbOnhl/R8CfQGTbOmcpgonmtOfP/rVPdyH2alULaOqSlgLLsvuEfZPZR2CJf0MEBHsGFTEacwzjaaeU1DVW0Rijk2ER2xPoGER9rTxucchEVJ67dpe/+nrs3Alm4oSeJCZiruaLTCpB3u//dgNizEB5Lq7r14lplRpC+9cgXwNjQeW/4lwQ8y6PaiOE+XW+qlATcs61xLLe027zBeafWjuQWtdiqqIugXS6ZBFzlqK9QFqm0HpolB83Na7qePmMoar9ZXky3IHJ668Lhq5Rmk1VH3/t4aBN62qAhtUclMM9unKsxoQ0vsArtKCIi8mqzbnl/XW/Rmo8x64bBYnT/tnr0ZBD4p5grVHfTiI1U1cx/COVFusEdZnA5US0jz0pzDNX1rjvDABfAyAt07dk5tkAUPxuUaRvA+B5kW9WkbZNcazTRxxipgsdlyHu8zfWyjyR6wivt39WOMGmNlR3Ale/zu/VkJNSncnavU/8PWLSsLqSwFLLK+7X7ZMOEeHQn310wwnZ3zT6088dMefS7HfrU2Z7TjId9w6a8m4HCE1gjPGDlBTGHcOkzsciPMJEEzH2WEuuVcgBLaAONBJtBF6Ar6lItbt2JGHr6b9LQSAgPsdVMXraBXk3wPvuzGq9EIQlQvMzfWytS8yxcAyjmDWf2HTEfArJkBLePBB5VvEniWCGFRKF7yGJx5AZhHdu0kKGsHtaNoS3T8x7b+uczJxrzZFjshz0OJLpseN2aMcY2PTYvjMpbLCaX7MGkLoeMv4aaccw/q8+Hgr4fU8zpOI/h+Ma8LechOaf8blQI5kOfx6oQkyQ47e/jBNox6oj6ErHMIm2CPY264+l8tuT2Bh3WeKNPRC0areiLhP4JQC/J6JbiOgWmD19n6+6gYjeDWAuM99TlU/eEknjivTYM08gomlENG3evOF1m5/CWmsCI2WZdA6O7WUtMar7OLNgJJjW4tST2iSkpzF0GhBdPdaVE3lWJaFhy6nxEWzeKscw3qRBIk0xfZY4TmsC44TXSEDMlNaiyYwp223UWXmR17fdpbfZ8vJJ4l8virZOKcKjpxH2bZ8xifdnSQCn6jvWIBdWHf+vDBGhhBsyLIR1T19CiazbEaOx0BAxJgQIHUnY53vvI+a3uEmRzzx496rfboAmbgINkciXWpt8c1CTlvLiqRFtO5WW0krENBShltjVSXtHBGImdj5BWF7jMF0T5TqtW2CrlBJu2P25IdNk80aYBtLMvf+rj9uhTl5p3SOf55mDwoaIiDmGQfF+rkytNQI0c+WP59T2maEQ7MTCeshrqfGpveMCkTWZ0hq/ep7LqTZ9Egs/kYpBaUtskJtn7JqeFkpBDeBQDRAy0O4gyvDr+7txoA8wagWLZ+a7iei1AF4D026PMnNvm9veCOC9RPQuABMBbEBEFwCYQ0RbMfPswtRzbpF/FoDtxP3bwngnnVUc6/RYPX8F4FcAsN9++3Vd65kJKyQ8OzI3CHmOsmx9XE6W6gmd9Ou2weITE1LVIxzT0F5iF4M/kVBHC3NqnrO3xkyPOPWS8N/TZ8r9Sc5K31PM71AvNAMJ2d/CaxW9u62gQBwXv8GeQGkuhPDbaaIm6iBEErqRb68XovD6yGqvQYEgnlL7z/S1JrMXzNu2lWXu9VjUjmNsOhBhBskfa+0cAmnC2ZtTvHnNZxKivbsLu4OeX3wJuc/8VBJdMI5EYloHz4wQcWK0is5Mam69PBRcD8txa0LMuReYS4FESgOUGtIxJqFbEKt7M4h1ygGT1KPMQbU31rhGJ1wn66BWaAnyncDYRDdGiz2gBTsfmLdGaayQsY8J+Wy7tnTmIYTiayr2K2vLCvOr57pKE+waY87LD9/pTBVi5WkhndTU275WCidU6JLgmBG8vybVqto4uieUU+cdSDpGGGppAoloXQD/BuOV8yEAOxSaviSY+WRm3paZd4Bx+HIDM38EwOUAjiuyHQfgsuL4cgDHENEEItoRxgHM1MJkdCkRHUSmN39M3DOiwIhrojqZY3TWdouqJaq8Mmo+kJkD6ZCcgHR6J4yMnAA6en+VlyLPqrMmdTKt13UMoyE3YVtiuFFjxI04c9DiN/bdmy0AzDhgx02ww6ZttxEnYcuOxfEz1ylYFICQmYg5hpGIxY4L+ra6p/vIwaGHlKQHDEdxrL23tVpqP5IQmsQ1EuJcL8rk/QTXG7G2Vgypq7NmiuBdk79x76AltdE1qFpvpBm1drbgfaNSQk8BwW2O3X26vcr0CuYhpnECdGy5SF7V2nKNje37NeM5Tgg6JiAkHt3dQ84X1EJsbdbMrxGw+EySHyIiElwc/vnaoI4GMcZo+II88+s0gYrpE4yFRCCcktfKPP4vdL4haPc0IxLON7G2Drwsi/zWlLa8jvhxiuchK20dAMj9inZPuPQ8HLVC88aldgSjHSCm5zJz7vKl8nThMB9w1DUH/S2ANQBeX5zPAvDtfj7zdABvI6InALytOAczPwLgEgDTAVwF4EQbkgLAZ2GcyzwJ4CkAV/bz2cMLFoxPwtygbRFqIot6GxX5jcQsPam1qW6gDavynlTX5FTN1R0PND1Z6Qm8zt2p94gtUlUxHb1vLfKwXpACyaYqx5voR9bU40yv4oQ2A1h3nR7ss/3G/n0dlWeOU+agpryQC6zaExhrC9801NWHKwbQCGuuQYGTssaksRAX3bVmiz2CzkiCraYhLTWGONYSZqE4SBKvJdGbMv0V1QzMQcvfNDPQjdoi/Q6hdsG9T4phlOaDMYIz8O4aaYAqbUOsjWxZ+p6AUVHj2s7BjWhbOwJQjnH5vj6DEM7/3TjmY6asMW2YNp/sKYntGuPO/vaTGaxzW0yzSOq61fayqIsWTKRokxjCy3Id6B+t1l8EToy8WrHXzrG21mPSF6JQkgap4xjGaGS5LKsK0flaMfOOHnYMqzY1TzHB5v3Zu5Zce5Bm9Ku6RjeO84FGLXNQAK9i5g8R0bEAwMwrqQMbAGa+CcBNxfF8AIcl8p0G4LRI+jQAe9R9XrdCumfuZILyy5D3xbVpPhFtNSRuAa+vCYyYg0L/Jspq84j+SxT9ginyrEoHEh0812ata7rreQItnuW7QQ41qxBXLUYcE2gPIq9mpXUER2y0La+CIdf7M73FhcP20Y/0TAQjIjAdu07XyTzXf8bIaq3Bgb/AKiKm+HgxLZMXoFgwbtJpAERaeVym6Wu+FNwi6hVW1sWLD+kzrrG5tYrR60ZGoR1xJOuc0iRZYrinQVjTtDH5XDla2dppiIiUViLFHPp5/fa1GuiYEyAAoSDH/gYHcaa4i5o2gGZ45bH0qKy9ScbmXVDCDNvPUhs+Qxm/UaaW3kEVI0pefS1N5b9PlTMvqxV1130GOq0JZMR788Ah3Mvot6dXR5FX7qUrQeE4TApbar6WfWS77DFBjtbg60L9UCB+PwX0t1DrMKu28mobo2F1jnDO7iZB3mChriZwDRFNQvG9iOhVAFYPWq1GKQxTFS5KnXQz3UntMAo7v5SQutFhPS7Vehbi+2dkPVKETtXgcfULGeI60JPYQAzUaBkRc4SgriKBRJKeKN2ewMTzRbkjjgm0E3jkWrNlvm2VBDIoD2F59t7egMBxRIIkZi00MyEJ1RhTGmtrtdZmVEB7aJUmoPobli7p4c9ZQEisxDRJLmcoadb3R/cEJsZcFePq8iAoQ96futYNiO0RTxFCcp2Sbvtjlg0egxYIX6LJKpM7TJUbMv0hGo1ijeMEQ8DO228yVIQozz/27+tGyJrFzOcDzVkpmLaCmDTzXl6rwczF0Z7piGv8feGdpWuMttek6z5Z5RgmySAUv2kB4OBD9z157oWIUCO5GaEvQqYv3b7a10IMRB14B1X3xcqS9JHbE+jfnwrlE2j+xLwNxNpcjd0IDZvyGjuaUVcTeAqMieZ2RPQ7GKcvxw9WpUYrDFNljisZi7rlCaleTFoJhEyiNZWpX75fZuVi2cF7yH0cnTBxMSa4E+msZNTq5i2D0EYmMlmMNG2w2i+rbbLPqxMiYqiD06497KIQZ6rst9CXU4SUlvACri16++SGSfaIhJgTGoK/GHkaoeg+Mb/utj4p6XrVe4wlyIU1JcnWZrXGHNSX4ltIAgEQmj/ziKQWqfwNiJ2Q+KwkLiL1L17PO4i1fZWWcLgQ0wiV54rpTTmGsZbYjUZ8jEoExKdi1m0e/544g0CRPN695OdvWImQKCdl7ut+7fvb/K68kTK+YwxMzKmINpH1tPHKjtoIkiNMeD+1YVXtH0uP95vCMYx+H9Xm4f6uNIMgc7n/CI+HoCtobVeo8XLrku6nZtxJoWcYqqXhJ3iw3zXJoKP+N4gx837fItFWTmnhNLoR2laUr9f7UBOoZmC9bot8soyKW0Yl6noHvZaI7gVwEEwzfpGZXx7Umo1axIieDpgglbdqKpYMYsmENDrTNGkTR0kcmV+fmIC6HoMjINrnDe5FOLmE2p/0/fp9dJ1ikLb2IQMgyoY/aXkbn4sJq1aw+BHGBZbvG7kmNaCaYGz3ljFJYlMxYzaPiw2myggIRHcc0wSmwoEMNSEw0iCJar3Rvtx/pRbpFkvHMHK8OKmwhT22jgPCYPHVRGmM+PQ1XppLcukpAVvsHAjnyG5AuCdQXBPrgyakYuEGjMdpg5iGFYgw8eVJWtuQZPwi/SBgCkR+OxfYa+F7uPZOhT5K7W/vpjbViGmgQ+Y/FifQngOKBwSQ1ha5tPp1rJM1rvn1C7F9MPY+UcE4ImNXHrP/7YZTCFBVb2mZoK9ZoVowdtTAiglnxGUU3SCKqnuDvBEhXDjGHX0EmDlEmymnzUFDhhmR/l6eq98YHRzOB/qu0YdKJlAGiC8wu/h9JRG9kpnvHZxqjU54mjUvvZMyxDGk9ilOspZmcnCDrJP+HGzODaRr6bqlwOB6q0ECenLpxESn3WNjBId0jV71BNkWHKTZBav9i484c9DiN/ZqbtGi2sRCTINi7+1VweYkE2CYDP/ewHOgqETcO6jPwMSOde1GWHMNCqRQKFxHi/EJ/1u1WoxxPXIsww1Q78RBmxUGv+V1n5qNmRemvMIx0kytvRJ1JW9zdGF/CIna1Pv6mkAd0gPwY3nJMRQMpwRTV6ZpLYR3TZYbPqNqKjHCOs3gqPdVxH75G9MExQjJLmxjC61tL9OLvyCkgjAHBRQTpoUx9rdN26ZAsQVW5xHHDTmeyzRX35g1VCwOaOBJMtCuQZ1z9NpQaPcDjaVXLwhBhZ7DYkLPkCms2gcovXPGkNLWR/PGhDdBXYp3gbse7AlMtkUosEp5+zX3xhn9Krp1JIz3tUU7TeAPK64xgLcOYF1GPcwEXBzXZJhSZYSugsNjAkozOQsr6an1LMGraXlIu8FRZ9A4Yqw+YmZj/RmgteqntLbSVKEsJ1J7K6EyQjhZBiOlsfCdMdR4gS6C62/hu5XfIvLa7fpOTOqoA8m66+Y5+tvpRa9KcyE1BECoPXDHlq0tzkexlLAuPKZJMXpurmBoxqtBblu61B6FAmwrSS5mMKUh0GZqWhMVc2CiTUDLd2FJMMQ1gZpp8BEyEsMNTUiySvAIpES/t95cpfOGmNMQwApf0ky8yaOvpcryy43l9QnOWJxA+U7cdj1rNzd145h3dXPQDL2ci3Ub2vU+INTVOSJ56oISx8lMCB9o5wbbVe0l/T7NioVUz1NVdE1dC6eBgn62rwmsEFAwRzV7eixVtUE7y4pOmP921yWDapl5GX6mjF+ZdNbmf4ygTTn8dhLRmTtBV3ffaB84VDKBzPyWoarIWIDUBPV7TyALaQ3HGSm3AIrJskhsJ+nxHyWYlmB0BAf1JWasJogOZ1Y9P+kJvM69qUfGJF1Ntbh4z5aMSDCjCkZBMOYxyOpULV7dCMkkh9fMr158gHQf0QScLLu36dqCIRa9op/rhtVxkVJxAq1wpKkXmQLVweKTl8YOBBMRhFRIENZN9oUikmBpR3yGDAZ5+cyxYP5lW3uCGYTHkIxrfWIRKq2b+oV+v9DVukGL0xpwE8urMNi164k3huJMnDynWGLkNBlPMMaEqPwNISBy873fGEmtQHG9FWt0uL7dLW0bM1ttJ8giRYP0iPOAoQaCMYogrT4XWIdhbKdtsnODFVho53UxxzDyenkeocFiYTaGuq1ZncS0Wfaiphv0vKkMIkpGy537z3bm+HF0wO9HM6eeXYYnIblX1V4L+7i9RwsVtcAuPA+/ZWX4J0TyjDJUegcloq+J46PVte8MVqVGKxgp76D1O5gMM+FfCCe0coeNEJhYprDWs8TA1ERPdP9BvDpRaAl+XehibZDwWNnR53ayYBW/UjKVkhTJsqWkWQeLT9UtpmkaKSj7VuSavyewboHh+9vFo6/wTtFTtLtHXHKkf6gWTzmGiY3LJDGlq1v1LmMMtp9bSEcjepFutYAeFcNKuhKvCgnh0n3mL50vPE61tSQeJINkr5nfCqFA5Gi4od8h7SQjDOPhjotvR+F+MkAz4HGGvGrvpj9OE+VG0vS5m3M5KnQF/PeVvzFhj/dFFLM43NBEbpjmM/9GEG3OrWW91IzH9uLG27F/9dVlt8tThoiASvO0vbb+cUbfHEfOZV6lvR/OPaGa6UlbKfj1aZZMvL+u6XnUG1tac9gJXdYmT0yQk2JInWfaUKNrzVxNPne/1pLq9Z+h5jk1ajVNC1TNE6MX7UJEHCOOT1bX3jHAdRn9YOltM2TaahYRxLnSjJ10BW2YJGfu09OorwksyxB11MyfdOdbO/5gm/O2dQqOQ4a04zpUarPctSqG3ZuoBAMNuL1xSSZQlNscYTNPWd3YtwN8jV2d8pAm4vukOahIt6FCgk8nG0GVGzMN9UxPxPbDKs39CGuuQYEkngLpqzxWRIsOUJzSBFrouGEh8yeYSHFfbI+Zp+mVcQLhxmNLzJ3yHpsSZRqUlqkboIV1mlHwPOEqRt3CEpkNoqh1hLaUaDfi9fUUgxAX4oQEpssTYXhUn3SCCZcW+w2Oy7TuaNwqRgYI91PFGGPnnCkSIoIijkagifn69a2jQYwJbAKLAThhq/YiWXrkFuUEYVEQb2Mp/NHXhgqV2ivxHrq1WzHHMAjbqo7GPoVONMCpMRyrm30LY6nm32TfC5D7BQtNYMAUasYfFeeRuTtx3h2jfXDQjgmMjcfUeUYbxCYsfVynjB5FxEgmLXVPOUFGNGfJ+yyDR9L5ii5bTlCIHscgXX13ygR75VAkraJrxpjwdnlj+1/K+njP1fc7d8zlt4zUTdu217UG3WS9dcrj4TQhFa5fwmssNIHqeqoJmNMEYm8ZpNpqAv1+FOwZRYqI9L2DWsLBI5rUeyB6pVowMFYgiSdtvuQERv53ksHiAZ/xCzUQxS/8X309lRbbuxaLgWffRRKFMS1wjFkI8oSXhg8JJshe8tpPMsceoxwxB00IWAJNbi3mIc7YNSLjVBOYmuGXa5d+Dyks0kw9izxQabH8w414iBLZfiId8ObMYE9gkS9ol4hGvr+owzxWjXuTRt46Xo7nSMgLDxUMQED8K+YidjwU0M+TjI9cW+21OA3iM25V2lhKzrAh2jKMkbwpLbNd8w09F7ajpnljDg5brbhQBF6aOI4y/OEaJfOORrRjAqvo+lH8WQYPMdOFjsxBBeHkJm0/YLpjOGKSnk6CxbNnUirL1sRQpKKV7+DXp8OupIiL+HJdjdSk70s9iklImM2EWqD4RCP8g5oy2N+UH3t2VZkxjBOqLMscDQtKgityqeBvNVHfDoH7+OI7Sq+Est9YYYD+cnoR9LR/EXPQlKTQ0xSp9x3NC0RdlG3B6hsivZ8yTHaMg3Ysoh2ChJrAMF3vEyvLivZTxSQUx6buFXNZjNBQDEY3IMUEAWGfl+d6f6BeU1IhbwImXrWPTEvdHz0WwkP/Wf5Ytq1mU/X7lsRdmeYvcKl5gIOD4UWUqJXtp9zrM4faUbs3OrY+Gc2vSoBun/oTe528MU+gAfMAN98H3k7JXyuAlLAmHAT+uA/vHYoh3VabJXSA/vsXe6z1+EwwXkWK9+zSG2sdBr3Ne0TN+VXb6n5EINGO5rcpGF0W10Ltbrs9gaGmUP6aMhS6cC4faLTzDroXES2BacNJxTGK84mDWrNRCKnhiE3etcoAgj2BejBqIlUSZg1CpKcnnlWsohGhi5OISqawajApxCR8teqkywEFA7RqnemEEUE5CZnyLXGRLtsxEratpSYwda+M/QPU1+rJXMMZVsJnd30YyaUTJsTuC8sLrzhNILtzlv0obg4aEq3upCeySHn1SBDDGSHcPBDuKWORR4/VhrcnUBALmlhJMX0R5k+WVz5HScM1vCGn+L6QsJCMUVBUt/AHHjh5Ak/7p50t+G0ZY679MWSFMRrt2ie4ljBZi5Wj0dNwFY8LXR10XUvzUJknkr9b2jj2ratC20hzUOlp2eS1miJ/rPjCmPCoE0SGdJgnNu5VkjT/d8yC/z4p5sklhs+OO4aJ953BQui0ST5farFRKAWAJqymPhw7+jtXOoYphXBxdCTIjZWrmMjYnsRmRKMbU3w0WxyZi8P+Ls8lHDMdHy/ynm4Z74OBdt5Be4aqImMBVRvVa5fBPmMBhAuv1ELJwL5Ap95BxYSrFj/3609Qsp5V71B13g5aMNmvL5lYD2LSq9IEoREynLF66T2Zpgw/j0QzkL7XqD8QLHLDBdcPw7crmYIol5UuL1y4zG/pGKYREv8xRrvRAKgpyxFMYEQTKNEuTmDmCx00YeKlF6dyX6zNEjDibYgMySTKhCpCR2doROxfYsSyrLO7ltaiubSQkBxuaBPPQEIujyvmIm1O1ggc+8SFQjFNgIa84mtuKTiOaYndvc5KIOqIjaWZl99WUYdniiiX9w03Yp4jk/2TNf0QEtuaaQg0ujFmvoP6VgkBonnKNDFXN6TDO8EgqPcJHIEETKE415VItf8QtLt+nr83Pay3DZsjPWxaSNNZIGQKg3mzTd2SXntjedv0ESL/gqU1dZxAy+gCvkOqPj03s+7voVWDvKz3A5sTv47OQiDyAqME7cxBMwYQzGkpVSfQQa41oyeZQ0NwsVgUO+vPzvTCXzRjde9kspTEXCf1ie354thgTj03sUBUQZonBNIkkSDb1tO8QhCPMUaJlTSq9v6+OJMy1JBMr0arYAI6IRRin8kuPqVjGPhtUQaLD/qHIlo9AjYtETV1l99X1C+1UGQUBLY7lyEHGJYIjTPfviYwFaQ63pPizEF4v36mrKd7By1tly+o54B023dTt9DrQ2x/ps2XChYP2JAr6fZzxxQdUxJVjHuKgIyaqylGpVF4cZZ9Lb0nMPGbFG52F4MfW3+Te13tgWKM3X4r77I5hh5HVKar4mqhnoOwsH/psVwK/dj1G+2xtuk5ewpX/Ni3i7f/0EIL073nq7Epmfomh57jTfv53zM1ZuV5Jwx6Cu0dx6i6lrSmrav5bXqOYUxaT7ney3pFnP/Ic060uchTFX97tCIzgUMIuSjpPSj17vclJLpsDTuBM+RgqdZm+YXae6qZH5U9OK7KZ8w561WnvEetQPr2qkUpdan8Pl45/uLSE/kQ/r40y2DashwhpCV4EoHr/JofJCahHg7Evp28aJg6ShLwsfJSrqulMwMZHNf/8v59KdOyHnkc2dyUapMqCfNYBZe//7+9946z7CjPhJ/33Hs7Tw6a0YxSC0UECCRsgYjGGIwDwcQlLthaY5ZvzRrbYGycFhZjjLw2C8YBC9b+GMDmW7KNJAuThEGIICQBEgIkgaSZUZrpnp7uvvfU90dVnXrrrapzz21Nd9/pruf3m+kT6tSpeyq9+fW3XgWRIgLK1/55RAX3CYxLnSsmAP5fWR+Jm/3Gnu875X4BT3Fhf2fKV5Q/b8sOC+RakSSOVDjupVaujqH2zcki/ezV5bcxxmzwOvn18L28Te43OsGc378pn8CoQDGyzg7znI8xrQDTxLNzIC1wq84jfRazmGkCKSjoXyZ8iV3TpfCxn0+gPwfEGi7OU0K/lej2kBFR/j22viiwPI+lCpn2iDBNrrkQ5WPXY+i7nUfHjWiLeKAowrzMpWIC24AGdrRZEC1USTo7xib6CMdFquTaQWYCVxB8U6rTLCSfFxKSasBSmpGsJGbmvCiaD2gXGIaCTXLQtoftEtTcEqElR/6G3gSNtIbmb5UGoyHzDaZ55SYNmmkJIRf9pQT6VKsfFyapCUz97nR9KhgX9tTb2OFvLoHWRj6MtBYqJh3lVcWTLofl1itSuas8zZn4bkBEE0jhMcCYPkFNBIFieF0prWCkr1OMnpTEB+c1hMQwaYildiHQjJljzfS658oy7vdnwYUnnKgL+0+yhfXMRtHvOMFM8n7XgU4sgey9KmT+Etf5tfBk9RFjUPi1ngxopdKBYYAI01Azj5aCJs/HxkggFGB0jTQV5HsuR6hh8895mVSE3BWZ0kq2k99is9XsrRXTa8a7nEf+GhtP+cHL12GpDH/sSb1GSDaQAuGE9XUEQlqDM/7et4G/rgE1tGtN/zqh0JBN/GOIzASuILzIng9AuhTNxxQlUrVkXZu/OOnKIEyn3cyjmj856RoytsFEG+ALKMEfxBiPRikiZL1CquiVZYtS+FxYvwL7dua6YyTDNgWBYZpqAkUdqwW3QMaYZOcHJn97Xb/LmqKh3tlYsN9dfodw02OMX8IctBV5V52J7hreHwaGoTMrcC23Pe7HfAMRibVk8sR7YxoKed/eiuWHDLQG/FgyTH3WuaEcD95+k46ip0RhmcZDml6SP7n6mpGR7GReJsHZ9U06zcpISxu3/gabDv/jziPCzpgGaZA9azkRY1BiDIyLpshM60QADkB/ryCZeM081NcGYA0aFI1rHv0qCKbLFGf6/VfwPTe2b9cx0ArhvfBkeeC/2+cCvRQR5hpnloqAaY9pAtNMfSyAS+y+rbsOMTotiA4qyvAI7PZdPJ9sZZVV+OdFgYQmkLdIxfuclQgDw8gVce0hM4GrhJTJRv0zGs5O3k3YYOGAL5m192W+lX7vs4yMmzCCWIpskPx9KXjE3IAzTC5ibvNr8KzYMJrAbpatPoFhZHsAvsH6RImsP5aQuh9WOmpZsh3mb1oTGP/dyZ8Zuc79A+y79Ph0c4EHuLCQmx4ncHyzxJAx6RcYxp2v5S2iGfgcTGoizL+kXyYjEZoGHXDrCInzkJi0p7GUIUmfMdG3CV4iWmaYmEFvfwgYW/a/CrXeUnObZOLh90M/ej/FyMt7sfQeMlgMHw+VIA4ucI30c+QmykA/JiDGaNX9spVDrJ2+T65j9OzcTCWLB+z39c9jkXWTgoA+qEtU3rRM1d9K/+YqOTxjCAAnTLVuHHVzV/arit3Eyqz1krEPg1bZe0aoVqX4AOSsktq2QEMfUygEtYT3awtF6nbrumybqI7IE1wAxhy0GrMw9wyDyAQZ/NugOg7nrkUsB2BaExj9iWsCmQlcYUSjlTV8Vi5yFjJNgpOkuPPYtSbvs346qcmQWCtrGRnfj24wBkYuwrE8g3WbUuqelD7xsj228AQMQETzxPWjxBay1CeR/oKDpIhw9a/iKmW/XeKWgk0y3Yxa4L/LouoLz7xJeZuLQviNpbTRSxHBiJ9Y4ngZlY2/12vvGt4gmoLFl0wzz5YI9aKyskoYwcIZCiCuEYheZ0xCyGT4jCK/lsopFkqT/TUoNu+GUSgQEkD+PZcawRdIlUoJc8G0UIVD+gD3Cz0vIbWP8nrQt+y+FcRxhqdO06v/WpKxnjAcNqIwmveM3S+50Ez5a6vzvXLlpfBE3q/ml6dtag6/W+NPxspIoQBPCeSsROx9yxQ5JjdmGhiLyzAMQYDCFBHsXCmvXVyzqzVmIaPFgynF1kUOpwlMcuhe3XXw19nINVCwxhNEDAY4DSfgxnh4Tt63sffq1vKYoC+Z03YI1/RjhcwEriA0AWSP0xKK5PPmr0ygahd4CdKUlCcRkflWmkAL3cIFURPdyjsfqFKkN4IGj7q2RSZzPzQpy31LAN9UwdUTts0uNjxReYzJtCg5VYIBxoNCINVdDUj/R++ekVbGiItUi3nAFwf5Oyn4oz9jKBDwNRnsOMGMxII31X3ftbs9DA4p7ODEt028XmsCyq7HCUbyzgXvF2XwbHlet4UkJsLfEwsMwwpEnlvKerTckMRtaOKqz0vlE6E2QbwF7yMgYs5L8XKxbx+LDhg9jjAcKa2hXGjskSSspQawuhfpO7+7h6dPgfjaE7Na8MPt+3tS1L2EPSe1vfq6V6hxe5s8FmUexHjgTG3KJ9BpicyDdRq9unm8hL35gSCltbbvl8wst5KJrZtScNIkOmgKx5Lhl23VbXPC13ieQL+PuRtPTFjnCUSU9Bk0f2v6dy37AlpkJnAF4dnj96MkYs+bYq2aRVvWRo4LBBAncNPtZYxktSDKBSrRhprqH8hEk0Vjk79W0pVqQ6ys2Fx4/qnUg1yzyQkhuwDF2iYXp+Z5AlnkviFYq2K/rZK+RW6m+l0z0KJuttHZcyUKBAQ6QubTyxOYvG7naH1bq0vrYKPoB74+8LHshaiviE73XBC0oDqtD2AQnodromQqHEHJmX8K2imJ6FotMEIM47DwCB2kNYFQbN2HE2bxb9fEnBcIv78t48r7SN3z3xfe59pJrSXi98L9lmsE0oFhwMrH5v5wdK7sV//AZ4Ss77k0kZVm8dKMr45xHxRNno/Nz0BjRE4IHQhaTTnPVFCFczVGgcW+5yBuLscENXOV+1jbcRwyS+z7FW7+SOUBEDJn/XpnkKiwcUsOf6zJ8n6eQH2dRyiWe0iPMYwx2iw6P+x5ZA4nk8UPx3RfFmQmcAVhNSL2GJHj2ufhTw4LIpkn0JSzEjO4hcNNrGbt1fWk2uP+9x4AwgkpwCWKg04wuYjFTHj6vngA+BGo+lUvuDK2eKWefSBMccy8eKVRy/CDjcWm9SFGIGqUYlV30s34d9MmJiFRAQhNYOE/w9uu38teazdh+H/XM7xvwYkWzwyvT2AY/n9ESmyvu1KOkAjOY8/CMQry/aHG0h7HIociWtYrhMHXteUEb0opNIH2mi6n7/HgSAT3nWS0QWkOGtPcpFDH2Pt+aj6jKa/p67Y98bygNhE64O+H8m9MQxjbq4emayMNjQWLaZHzCbTfkAvULHwWwmewgXBdTl1LIanB7VM+EOiAGJ2jIX3JvN8u6lUKgnSJ9bv9nuG15UQosIgzoTbQjzXX7pahkJlYj8YYaokYo5jCIMniXXv8YznWCvKZd0BrBl2UX19wwQPFlGXI9NWZh/JyFqk8gUMz35cBmQlcQSi4wRyTQvV93i5qkYSgUYkHuXv2mlSrN2kvzy0YXUzlewcADfhcMIkjTGSTBSx4JyMSJFL5lKL1wC02ROH3jtWx5DyBCKNkrQakgIGjShERIepTLbbaB46oRB8uBHw1ziMDJEYU6uN65jAWYMG+V7dzAOHDGkcqpYJM6cHXQKCGiWD/xyCZQcjzQCtFrAxnMPTf0mMC2YOSYVJCMxAlKpT3dxgQ5snz76W0C7YY/66eXy3535Kb7fY146xhAlPXg34HgvfEoonyhNMAJ/BFX1XSjHjf9bm94uhn3lb5/RVUaQK5lheQKSJCRi0emCe81gSS6I+WiTCKUvBbaQIR7g3S2kr+XovoPPbWfPs3zoQtF3xGRAU5TPmxN1eVpddcGctY2WMAoIjAU54n+yZx3A+xegvBBdr1oxK6M4115UZVlfWZQh791kIGiouZh+py8Er5Z2ufC8xM4AqCm+89kNwzMef42IJGADObMM8Wfpk+DfbqMC/y3iPopehxWC0j3gfZQQzkpj/I56uebfABwoUm1AQGTAf5DB9V5XwpLEevdESYNttp9lsQIdZWA45QDH+bHSN6HDXva1kyiA4K+z1NeXKBAmLPVeepYDARwtZPCr70+boewGkovrZJM0ulFFps1wnyBPJjj0Dw1zyZZ7RVrSf8GXYMRAnKaKAuoQn0ecB4mHEOqV0aBgQScrFf8GiZWriC6hzkawhi/QK4/aauXIp5k+d9BTeyn8ndjzEROsIg/73uur0GuP5MJguvyg1H59YJIQChKTGEQBAdlESviH6LBdOSaQiaopGGKcLEIzI2JBMURI5kDHAYNCSVLoAzfDEmYfkRRgdN3IMvCAb8NRTwNfcxulF2R7/uWQK5ZuoNH4wGiyO3/lYaaxXxY60YRFdX3xQRKhSG6cv+es8xbPN9OZCZwBUGicGsj5sNMCUWOVdpXJrBJ5kdxMGzfdvrCG5Xsz1Wyd/R7xfxZgyyyEYjgQ4grKk2kCZlzd9YUl3XnsgzjDnm4ZtTCwlnplsFYRBNYCVUWEV7UJ5HUcJqOQcZdrHv5EyYUL2L12vHaNAfJKMUunupPIEy2pw8lnNhLW8QjVER036y8VhUxtoUA1V/UpRYSY2jWNocSdLYZ2PmjD02hiXTJ/ue93Y8OuhwI9AEwjeDLEtmYVCar8jmWSrCbt0cj9Dy6TIIGRNZJuXLJNvAc+JxgVlKYyCjhIZYHcYgBW8/Fowtv6bNQX1NYCxFBBAy474mMBS2DIb+zGNU8yvGBneBccy9vw9x00HLMKUQZabt91xhAWAosHEo5cRV9ZpcgCqGyWkE03OWxDoq0STFR/R+7N2ijA5iE2pwSxWafwZ5A42molbYJdoX1/76paSQaC0iM4ErCE60LyWqZsXIBSki4rDXudQrxoSm3+eekSZwto4mZqKpem0bByaixcIRPp9enVJ3VOResFmS//uj9RP7bmzJrEw+k4ySW9yaLjhKqWADXw30a64OiBNuK6nfGftOsi94vfY+12hUz4mqfAI2fj2mrY8S++tgg1gKPE2gMAcF0tHpuNBKEzP9x7bMWxZRFLn6RFn7TsAnGL1+L+t9dGKDf7VCy9dBCglT2gYrrPJ8AokYAZnW0gGMGYMk8EJEZJnR45gmMEm8Ujw4DdcmQGiBSkZpO2bQ3Y9Z2QxL30bTHPDfVvn9kRPImXsuqIYrz7Wq7lq4NsYYtSZo8lxsHMg+JaD6oQUTWPB6uZaIFa+OY30cW8vLxFhYLqRorFhbdLBBdy2I9Er+3NBl+P2wPP8rIZm2OvRLIxKkqzBrdDTVR0q4w2kz0TtKcNAx81AJnhbKllrrWDYmkIjGiOjLRPQNIrqeiP7QXN9KRJcT0U3m7xb2zOuJ6GYi+g4RPYVdv4CIrjP3/oIeaIiq1YKKaxmaE/36bxAdlOJ5AvU9IxGpnoV5f/+X2rlHNW1UyeM+zBI7GEgTKMpyyf0DiTIag12inI16wsFcPMNNT6QPaGzg8jyB0ShXCSiEi+FqwAkYwntlObgmEEgz684cVBD/RhggFaJ1RKtvDsrLhERDXV7Ptb9N9AcnnlOpNap0IbwPvOiSPhESI+bleUy7F3vG+hHp62G/+75T/u+SArt+65wKDlYfkpEJmAcx1p1frPIYaJksPkjDkdIU9dEwyGfS7/D/hs/F6ymVWwsUIhEXzQfoGxgmcm01EbVQUCoY163CZ4r0vukEHxaSB5Tn0Xk2QHublI31nxQoFORr74G0liiV2inWx7FrMhjZckMyeinzekC3MVhD2VfmeXL5XsnLc6TycMYwiCYwRrLHhEBF4fv5Ab4/b6Al9IQc4brGv1bMXFSXg/cMx7AJfZYDy6kJnAfwU0qphwE4H8BTiegiAK8DcKVS6gwAV5pzENG5AJ4P4MEAngrgnUTUMnW9C8AlAM4w/566jO1eNii4yRULNNHkeSCU7HDtk65b/20VLnEuxLNN3mgDb/D665ig1HFQL29Pg3b4bQoJAPmqusWJ50uSbUrJFuq0dDHzVGVoKs6ASKd8Dj4WbJSrphiG6KC2B6I+gXDfomlnc59RC7nRc+bfvDzU0phy/QLAyOt2U037BMY3ivUMbkbHx29gDqr85OMyKbgj8mV+Mor+reqxqQPYmijXidjw66cJlOat9ndYxOaqIxyGZ2DUakGU0HqX3HfdEd2Az6gD9f3XPzBMM4bQ78cYU+DeZE0Fq/ZZ3yFDSLr9MCWoiFxj7x+W1BAW0cAw4AHD9DU7rl20Zr6WcoZb9Itg+t048J9piibuKHXmivZ+QeRcA6Sw1jxk155WEZqDxvYKfT0cF0vOhbxE1PkEBlpChAKTkGHWF2IMdWAK3Jexa97ZUpgg30GR+rQmUDLz3E8fwT1Az/NA0xdh/H3NoP0bzv+6MmsNy8YEKo0Zc9ox/xSApwN4r7n+XgDPMMdPB7BPKTWvlPo+gJsB/AQR7QawUSl1tdI98T72zHGFWE4bfdL8eaB/dFBPWlIxfb50pVGeQIWK5HKTwb+/1Bw6D0SZK4mQQbRg9tEmT9j38FxLMUlRp0X4qxc9oqq/YtbBFmi5C3l1+Ck8GvsEqsH6c7lQqwmsflvzJBExZjmm8RQ8oJHwCyZQvJWPO5kfyx2b+iNzyr43Zoa1nlERoIKh6DEmqcpTliDyuCYJJO6J8cAJCbA6PSZEajgiUm7O7NjzOgZJWcqr+t0RQpI9Oyzwtxvh54jQ9NkJQvQ1LnhMpYig6j/7THicIgxTV/Q7wvES+ASS/9fV6NYNy+BE/TzF/uaPgdiaMySdG2mGl1zbEtQFTxGhv0OQTN1A9pGfPifOhDdFEyGA/37y/to6uPWT22LFOWcYVJgWJdaDMbJspQWsYQ7PhMACPk0JhMIurbm3x66Mu++/2wlrlk6fubbU928QxMmcSzPeshSBqhBJEUE28JH/rtQ8Btx4Se3zXpnoL1kbWFafQCJqEdHXAewHcLlS6j8AnKCUugMAzN+dpvgeALexx2831/aYY3n9uINC6M9nrzd9HohMXDHZeDTLiukRE6vpO7UmxT0RRM+qmWQp8DqkKWuDh0X7Qu3cUpYv7V8Wr0cuShK/8LAT8dTzdnvtqb53VYfZoCKt04SyY/Cbfg6eI2hV8wSav7HPY6Xug+4pQV+YC92eL7XziBIVfgeSzAS752ukwI5DhtNPG7A0Ic5aBieeY9HsiJwkNp0s3l3XxGeETRDMhCP++7MU/Blb3L6/a1R6NpR+9bsQRhHslyLCXhymYSH9inwTN1WZSwJAj80rq5VPEY4xgSQQzrsYUoy9fkd8XETNAyOEpLzXE5rAmEaFw9P8s+sxJnE1ETcHdf3CtWE8SBex8r45Yfj9fPPpUJAyCPr5ickbMebeMjaSiZVaImfiHb4iFOZGhDnm2gOJ5L40pNcfR4ug0nxJc1AOTb/pq7E8gdK1qF//egx6v/mdKJu01jD3qn6r1iM/qBOvj/e5XJshzlNrd2x+B2WGZL4vB5aVCVRK9ZRS5wPYC63VO6+meGxIqZrrYQVElxDRNUR0zYEDBwZu73JDa25CAnPQARaq0P3B7ZmDBpOl+Ts97VQZPhfbPN29+hdwYmHQ+eXbvHOzjQbPDvD7XVm3KKUWCdc2s3CbCrjml4de5+B5AqU5Wh34eBoKTWDMHNQSHui/acj6OLhEX58DYIy79aUMNIFEgDde2HEfc9BUaG795vjxeoWTmPoS9y43sxRJgPWxq8MnGih6L2TsLIFjn/P/uvrcw3xEkHnWJ5bdc0GyeCEAiPKAVdnhGRmS0IkRlu0qwEaYLL6aZ0WNv16gkfCZC1lGogmBGQ1MAn8cxFIMVMyPuRX4BFZ7iArux/p7WHqW+4hxv0bXf/qeMwcFINbSUJPk91vUHFRS7w3RZA+ImZrK17UKCpOKC80g/30KEdol1q+RaysdGIabmEuBhZeuytyX+1gwx6o+c8xXdStRNtWn/ryr78yU8JXfj71eqbBfXWoz/57nF6qEwE6cS+FtrM/r9vm1ihWJDqqUug/AZ6B9+e4yJp4wf/ebYrcDOIk9thfAj831vZHrsff8tVLqQqXUhTt27DiWP+GYY0k+gYKR8xipyEDmGyLPF6Tr6v9Ou2HEI3AiWFhjbe13b4D9w7zTrzjGNNUTGr5EibcpfCz8drGf5S2GrC844yMTwnO4zTnURNRBAUES1dWANMPx7xlJDjXva+uLyhEj3nifERmCXagCJfNZNDiWRIR+lz9fZc6p9Y6kJtASLcwvJ5kighEFhDAROYc8lxqikMCIkyzWvNFjVkXf+t0riISoBiHyolWGT/z449dJ3g1hJX0CiRGQ8InMFp838MtxxJjzsAxnPhziWsFE/YhrLaU2Qfp+SYLfX4PDuT4scz5IGWBQiH3e0ghas+vWS17Wlgs0gex9ri/ifTUIUtt0bIxIAUPBNEYy2B5PCwLY9BixN/nCHf8KoCrBd1huOZFKU8DvWYG0gpiDcl0sKFgbU+sv0L8vmwpyddlQGMPfIQW04bjUf730LvIeo814gD3A0R7uXAaKCTuzzv97rWI5o4PuIKLN5ngcwE8D+DaAjwJ4qSn2UgAfMccfBfB8IholotOgA8B82ZiMHiaii0xU0JewZ44rcOJ2KdFBIRa5yC1Tt7848vtRn8TU69iGkVKLc81MPwk5B/8Jg2tC+bELpNKImV7CjsU3l1ATqMSm5a7zttrHoowSk1BVtu1NoOKa5ZUGZ3olrJRdEmf96pNF7XkVHdRIQjnxFwviERAxiWTxMV/BmLZEXo+dr2coSJ9AR4hBReaLRxzwCJ5SmOMTgzI6bDRgRUBguDqkiVs1himMtBxoAvnvjfT9cPqR+ItzjLB0GnDlRQcFalJE9GEgqmPxV96X9/rl8EyNoZSPk/aTs+tEOLcdE6Cq8hbxPh4OxDVXyutLQIxx6O8gze4AK/Ll52nTXHet+abaTzskr8eqtr5k0hy0VPLcryMwDRSCEX2ggmspP/TlQsonUGs/9fXqm6sw0Jb8xoFPIHuXnC/9zUHrx0IKsT4lhOOBx3jgtDLX6PN2+ppRqQmsZ+DlnNfX/EJ199YK2stY924A7zURPgsAH1RKfZyIrgbwQSJ6BYBbATwHAJRS1xPRBwHcAKAL4FVKqZ6p65UALgMwDuBT5t9xB6Xi5pjNaX5/s3Yzi4LBD/gLgpxYTd9pZTWx8nV5V2o1gbx+ap4SIVYvNwet6mxUj5zsaek1ZzwCTUDN+4hcnVWi3khp3n4dfKY5KrOfASKKHmv0ZXAT9+rqS2l+YoFf7H3JgNj7qWhzvhkNu17NEVdX4JAv2rveUX0ewTT1GAETCwwjNbDS1DsFqVmSzEHg2+Td49JoI1U2O02rEOZYkOZgUiucxjDRDHK/kdFAAV9AyI89Bhppn0573x70I+blpRSD4EeJDe/776Hoszq4hG6U1QhYk8IYoZiODur/XW2k8pc6ra6+Jn0CtcUKE9BwiDnZJE9jUzQJIkMN3ldQaF4u0zL1ahgE2YFRTWA1Fvi15e94GXdBmvQCTNiMuFLAgqd0GSQ6aDKoSwMmXpZXCSIptPbxo9lzAbctGWMQbdmyDL8d7y1u9q3vm791tLigq5c67ocZy8YEKqW+CeDhket3A3hS4pk3AXhT5Po1AOr8CY8L8MWZj67GAVUqyVZs4oYEa8E2Yu7XNsg7LQHgNj8pTYszfv0ZO0dUPBBN4MDRQZcgvXKbZbytUiqt2ELtbNlDLYhFr2Shu6l5oBzuY7iaESpde2MMrtPsNY4OqsK65MZOFI5hKeG35XyC0Z35eQLZccwnsAzflREiCGTApPVd0z+pFBFck0SRe3FYAoefITYUfQaFMZGeP6hYT0oVJlaXhIVEjKBcbfjErb9adIVGpRfVJMH8lXkC4R1zZtEnGEMCNEbYx272Ywq895K8R9VvqvZD5fzmelB+GhPzN+0TqMy14ehdzyfQHGtNIKpjwO2TOgCa7o2uJ9w0IH+NlEK0mKZoELo41jdBmYi2SV7jeQJ5Pjl+zqOpy3nbRJDnxsLK9nVMm1UIxp0LabzAMETBt7Lf2c2d+PrrlUm0zev3BsQUIRSwG1bPo09jdVYaXWGeDoT5rotCCzz6aQK9noz0q9znfZ/btYkV8QnMcHAD211rOrhsuZaYOZKR4hKwikkIpCsN3hfb/MT9pUwMXu+gkhX5Ph7Iocla7Ri7SJvkd41Im+QrYkyHYtd5DqNU87g5kpXYNgHfAIaBJolqAmHMQYkG6OuQWbankmDjkkuFiCZQEIVtzoAkmBFpXqSPWeuUkDgOwbdfbThfKWG+JDSBgK9ZCAkYd+yZBPZ5f+EGQrR8HcEpBQB1poAxkyMJpxUdnoEhpd2eT6AZ3G3DOfhEl5XCOy476dMJvy891HHn1TPuOB0wKHwXL1MIIpjvt1Y7bNdn51fk6okLO8PxMCw9GxPCcmFz4DOl3JpYBQRq+fPM6zqK+06nrCv6oU4IEC0TuVaYtUGaRgY+gcq/H93zxbEnwGJrWuyZ5YLUQpdm/0wxvjLKtfx+Ymn0UGdtcSwQXXfdUuKPI8QFPtYcVM9dFdyz56FlWkhnx7R+MnIyx0prgVcDmQlcQVhiGBDEasOxJaVAfIH0Fy9U5cIF0r6y/0srqaEV58QLxQ77LpZ8sg86taSkK0b4p987+KoX87G0sN/ItY0xgJwJr/mVfPEaJFm8wvD7BC5VUJAi4iWBTry8ikQHFWaBfMP0GZCwTIwgACKMwNCQhKsH+wW05kwf67HsiFDLPKcIyBZbrwjSVJS88vI8qqEIiCFbxjEKoebIFzSUSoVaYM/kKISqubdakIwMH8+LPX9f4UFUbGAYrmmVfWZBJOdtuCL4S6h/X6YqcM+ETGdKoxTrT8BpU6zvsIJC23CBsQBQMkJjcDwknRuLCxNjArmPJ5H/fVOCGIuiCPsiNc/6oUmKCL/u+Pt83zF9PRU5MhXVO2QZ4gz/Su+tkvHQ/am/nWRse6VCp+XI+ED2QjxPYPjFA3PuyPwSBdxhg98SY+LdNTHWKD6upBaft5ubACuFYL/xNeV+/1ZMPnun3Mvl2r8WkZnAFYQm2vXxUsIO21KBHTdILF524XdlAkamwSu51JBvMLxBKY1IffX8bvO8ePodfmHuGzBQPaKFTfIE6s1EPKdCgkTBmXdyH1Cl4oykltC68s01gWHUrNUAN2UN7hkuMCQQa+qL/BbZF9WYZJuWQijJqyN4UuagqT5KtW+NCggHgiOYmPaByIs8aedAyqesVbCeorgvmDyPERn6PGIWxctGmH5LaHVZZ2uGSfxOQaRJcK3osECuzZzJ6ZkTbkLIo0j7AXvS5qD8XDKLsbkvn60zM43VH6sr9FF0DEGlTTB9Ks0IAde1knh090PCcTURNUdGmD/Wmc+FgrG2x3xHtDOs7pjmaKnJ4psUimmxtPYeQYoI7ioACIYAUngT1+hH+7pm7V8OhJpAx8zJgHPdsgwDw7C6LMPMn4G4zxELsBW7n6ovVX9q/of9St454NYgAAHjz02AeYqoltFc8DEgZ22tFYfBSgcFWg1kJnCF4VIUxDeZOthy0iRDTkZfE2ivCaakyftM3S1yOXlSC6lcZPv9KJ94G2x68d+rmSZZd3p1sneafHO5mcTMQWV7CIzhY2/kYcgl+ELTKgjfvvMwTn3dJ/q2TwFBqOTVQBNNIIGa7RoIGWsg7AtdzjHu7rsroVHwG5bS/nGBSYzQaRoMZL1DS671F2ozky1NiEWSG0uighEhMcl1jCgEHKGT0lhxgoMTtuQ960cdtL+nNihQA0JiGCC12ryJPD0GYEwnA02g+74pc14Ntyf5xChfDREc67o5MRsvl8o3yMeFpzk087pX6uPqjnLmr7K/gVDz7+775VYbvTJsW6nCVFCej6f48G2RTV0KNf3vmWYomsB7LFFJ3RgB7Bh0wl9bRpqDeoFhVDpFExBnAlF9z/hYWDYIMqrSYpOzEuKa+pCJh3cuA8NwhJpA/29d+WY+geF4ceuwjEUb0naA6Vf7+0Uf+0Fz/HyvXIBnz2MkasriB4jPr7WGzASuIDzidgnSpSA6qIElgC1ivjehGr1Je7UEhvvJSKlYSkpWVz0vN+heIuv12tbg+eS6Vcd4KH9hqWsP15oShQxF7PV+dNDmX0RrVaxQYfVQMYGRplst50CaQGFiC4QmPmGKAJMsvqw3b0qZg8rgIBI9IWnwx/0a3R0GgF2besqZgxaFH8HPbsKpwAQtourbB1LixDxy/W/qSDi5UKDTcO93QjVdQmqGZE7ImLaAo1etR8MzLnwBnYjgavuocMQz1wr6THM8UAhgGQZbLtQoQV4TneozfvF3CH7FIyir93r3HfPD10rvPLJv9dP+DEvPxjVXzKdT+M31BOMECJ9Aybwj4RMotOxNIRmUfmViwUwsQ8AThfPk8W7f9tvMYYWT1XmkR2NjYSUgc1TasUoU+gRKTSAk087nZOQ7hPRJfWfG9sZaxMYLFxSJNT7mb2zzlhJcn8SSx3OBXVuYg7YLCoRfVf/WKGSWYrF3vCEzgSsIBe5r4QZUYy1ORWxL6YmvoeKmnzwwCQCR/6kZuP29nESpWvpJ3fhPGGSRlWVjufuarFONGEbx7YhCgl+f+tsmZ449XzYVjw5asqhWgzCBvPxqMiIV0xvZQKz2J8l7x8yZIgy5Rbfnb/ScGShL/Z294C/kzxfuPyGZRfdM+HKPB1R+8Om1uTUMBtuNvRLeRtwvMIw0B+W+fTGNodQE2fNYGPSUUIffKwrmh2gIKCn9lZYG/aw4lmKevtyQzAKfd3ZO2e/tJVYX65j8rjJ4Tz/CXjIYHLUa4uoZ8q7JOlLRDitmllykSLsUxEw/U/vjEHUpgNBHGrC/zfUlwLW87jtYSMuJOsK8r89YX/R/MB4d1L/PzUEJWnjUNRxv4A8Z2SND4Y67bmGf75cz8lhDvq9UzswzSJFQ+oKsgKmjcI3kkEKzfoFipBCmH/j+DHEcFZB7a4v+Wypnkh74fVYCLH+tLqzlCRv/us9d/TGzfTnvV7rvVwOZCVxBcOI25tDd93nzNyaNiWsCY+ag1Pidlr/h5qDhe1ObZf0bvPxuA04uGUa4MlVtUJGzM/evK/ibj3ePawLDu5EFzoXi9nwCE22yobuBwRdZ6fuxGpB+Cv69eqYuJWWXxan6jqlF2UYHDYlJXlenxceOP47kuzjqfAPW6uYwCCqpqtAEVpEnmV9O+ruTZ24W8w9JM3b6wPY9QcxnNg64GRLXPlppc5e1mc9N/fvqiQaAaQKHdFzI37BobHbtd+C+xoCv4QPS84ZDauCbMA2xACSA1Ar6bYgFCIppm3TEUxucXmsM7O+VgYD0X1eHUMyE11YRsXXfMg36OGTwZd+0g+/ur5+paLD+M82QYu6TZZwqibUh1PzpFAH+PsSD4vD+itEcfP2qrkUEAivR7V5qIuUEGL5lhb5vNYFceObPuzSDaO+LC/HrBi22PjcBF7wF9yKmoLLtgJm7LNUWEJqDWlcdb79RzDy0FbHiijD+skyK7l1LyEzgCkIhzoQ1VgRWA17/9bRprEZnN842QUuoV3U1eKlCtfhY3x4pSfF/R7Mfwp+SQW0aNMnDICkVAMZMNHmn2Ewo1gCIhQvsGzEpXKVNjLzGJvEFmptbhHkfGz22LKh7tY3El0oRkXo2pu0GfAKbR5q0UkLpEwj4701pAvsROkG+IU+Is/Y3in5wmkDpE+gTYkqlv3WrcNoZLkCJQXaRZA5kGYJPkHBNoPcsCfNvhCZB/dZu5z89PPDXbd+6IW4O6n9grmlNaXL5d+XfW5+HxGPYh5zxi5dLaQCJ3ef3uF+R5W/sOGy1HNNbwRL+CeLPWcQMR+9GiVS2BpZB34YaF6kJlGa5vgDAXG/O93kQK3P/MhSWtcGJpBuFDBQTxEEQDIScExL20kqnCeCv0OupG9dhdFA7J9389GRf5Pq+kU9gn7bFojDXgSX9Cd7B14tYeyohjdUEIrQm4coNpVQQDCgmhLSIzeE6TeBaRWYCVxC+JjAiXuz3PPwF3YLIryKmCbS3B2EaFPRi0yp4e32pWDJZfJ/66yRE/SClRXZhfKDTNRCKmb89sXlwyN9ppYxKuXNdzi7m8TqqDaqfPYZ47zCkiID4rRyl+W2a/qpnrty1sJ6qL0pbr6rq5felOSiR/16PCUwyI2E7g7Ddfdq7/qA/Qo9txJwwa7Fx6uVn9ALySJ9AwcUhPLV/KyKoklSHQoTY+GsVTJtk/lnzyE6r8PxMADtX/TVQopIwD9HAkMQPN9ldZIQSYJjAFHNHNRp0pmGFmHdxYt5vozcf2bjwmUCfmQyYQfJ9orgvnIycyIlMC0f4x4nFYdPySn9VwLeGCKODhv7ZQYyBRN8DCU3gAO1tFEwkxvSLpYDIZ4i4tZLbC1ybufBGk0t+B8YjgSrvry63/PDz1mmhmjVbdz7x7n4h5qdMw1H3yeVWVyTmlbsfX19TiGoAWR3SVzAmcJACHN4Oru0tle8D6NFVFAYHcut0eM0im4NmHGMwM5sBGCaJWESnGFFaFG6SSVvqRkygMUNoUf/AMJwPLah+sUyp5RtBFC4oJLaarE9hG8JGyNx0RcQcVEFuUOSus3uV5irSFi86aMPF1X3r1WcCa1NE2LsRqR8QN2eKSeik8MSOPb75KaUZ9jrJNg+C4CeLD9/lt1MQDStMGBwv4Fqmdou8uQNYUzVXXmoFU9EHJdMnzZYs02C7l+ATMnwuciK4RcRSRJDQKIRaX/sb3XHY+8NoQhSu24Y5L6hKEcFNrCQh7vtahkwWLxs7jt6PmIPF7sU0x4FvWqUJibfB+jkShWOyb3RQ9u0qf8/wp60KYm4l3EIiMAeN+QQKDkt2W0y7vuRk8fy4wXOxqLJc8wVogr8oXGqXahyLSJEeA6HEPhPbh8y1lZ7OMmiTNe/ltI79jd2eMAcVH7VgjFaz6KDx9dciFXgrBTE9xbtC142Y/2lZuvEsaQ2uGdTCLfesgvKYQv28Q2wHDzSBXrL5YZn1xxaZCVxh2CG+FDtzt4jJOimQHtlyFfFsTUQLfzL1ba/Z9LmJk+Nj47VY5/vaetnfQaeWlExWktwGFdVtPPKWPeeml2FgGCUIFnhRywq2eKW+Sa9037FpYJggF+Qqrk9cECBRKkCbFcd/V3QEqbCfpCO4fdZFBaRKw8FDnpMQe48wTWCK8YsHhvHn69rcDpYO+3k00WKIL7ZutITGL3bcKogRpHHiBNG77n5FVESEDlw04JhHER2UUAWYaLcKyGTxTQRYvX6L3ypAEj/2vF0UQWAYnicQANfvBdL6VLL4RrnjRJFmgWGij3rEZsyXtIpQTH7gIkASehqc8Of9WeWQHJIujqaIKJ0wxFmkuL71oriSLwyT/SvzQsbMAQfJE5gy+eWIR5X1XugLkgryfARdWhCfYXIMhL4fm6b9ksWvxNT2xl5po4MCAAU0YK9U/hqGmADHPBOh9qXlUT9z34HNQaPjxf2NRbqX7+IRimXEV67tLUvr+2var5g5aKtICv49IY8ok8oXupaQmcAVhNZcUHXMrzeBlOqlpCwylwp/dlBzUPs+vhDy18V+h5XK9KtXt33AZPHiXE9+/2qdqUI6+Ev6naWX6yxSp9iQylJVDSWxWMW1TBGmDnEtg4R0kF4N2FfHflulAaX4xhHfiNMEvIu8aJhqtmlZDYfv6+f3eROfwKg5KCcUGzAC6w32E1gfFsBfN3zTW/ec7Kt+echSkmoZHdSUZs/5z9o7LfKl6IQwmE1dEK9Y1w9ndFDlHZcVceRrPgFrYiaZcFRlfAKclYmUd+dhh8orPkMZMnL6/YzaZfdc+yiIDqx/E2eE/Lo4oecsDdg1NgBi+XJXE75FghPUenkBwb5DqQJCO2TkfSYsprkfRPvHkWLuU3BMR3ydAIwmkJwmMOxnI/hgezA/B5gW1bumvHr8kssH7tJgNYE2wEtP/MaecjkE9fWQQY+vjTDX/PO+KSKsz3bD/k8x8bY9geCHlbNB3Kxlgt7jfRpYxkbomf3f9bErb01rLSrdQU3/rgeLn8wEriAU/I3WXW82vOwCwAlZINSmuTDC/rsBLhVr0F6FyhyUR+CsNmglJGdcVd/nBYNEFAueZcfFgEykRaNIoqKvYgyrrKXNzFL4AuzMUcLfzX3M+KJYZ1Ymyw9HsvjEb1OhhFI+K58J6hJ9ofzL1aJfljJ5ri/ZbqeigyZMQy0CTeAKEwbDDm5Gx4VVlYlWguH2CHamCZRdQOJvdZ0xJ/adupyMEhlfb7jftJUge9FBS+kT6Gv0a6ODDtG44C1RipnsMp9AF0wkJNar9TqhGZLl5HyPEoMCsfL6HWGZWNRIfZ+iY43nGuMMsL1n6+YabYtY9NBhYfDjcWGU97sBkTKC/PkktXN1DHwhv3+k/ANFjFGs005qk25EhRn63LeUspZTXHipxL4CcCYhZByWG9XYNIyL7ZeKsWXazpa3hklNLtfuxZjA+D6bWi/5+toIsfHC2ua7vwgzX7FXE9OEVrQZy4Np/bddWRUkj48y/p45qN/8mKn4WkNmAlcQfHH2A000e94RJ4IJFMyJHxjGl5jI89r2Gt+ConDt5YxsIE2rmIF6sjhkpJpPLvksN79sUk/Fv0aYudDkzGewYhpOy+BYtAptnloxxOa6TFTKYU0m9TsYE1jTR0qUX83lSZrZePdUXLMnn/WvxTSBjIhh9fL7dhOoSxExssTooAGxtYT5u5ZhP4FmAvUxN9FKBeFpe+a5VBE3ISEqzq0GyPwNA8OEz3tKJEs0FW4cBL5ErbgPcL88gU5gFt5bLUiJtseo2xQRjFFI+dVKpqHOfD3mNyajPPYrX71U1iN4QP7XFyy4Z6VPIA9WZO+7ceyeizGEw2LyG80TqMLAMG5sWwGJG/N1aYk4E6HPw/k1CA/YRDATZRi8+6E1Ac8TGOzbhY0M6drAu4/TKzG3mpVPEaHQMZ1SGssK6wfpIpU7Jp8zxfF1z66VIWT5puagTcEZvti9FmP05F7d4m4d5q/rQ58e0HErrDmo0wTaoH46T6Ck3cLelEK93nBM82VFZgJXED5xO/jCYokTnusMCJmukhFejgnRf6UtdW17ldv0uYkTN2n1JGe2PQOsE9SPY4w+414QSxFR93q5mPRtG+LmtRaeZtS0p9djYZ0Fkxb7Nl6eQFaAmyAG763KuzpWC5z5l7AmGJzwiD0rIUtKyV9pBh8nCjVxWx/tLqkJZI+k+pkf92ME1hucBsVnMGSIenvdgq9lnmmmGAF1QUT4ecrniOCPFXtPBlUgIk/YprVmvvg4Jk3mGLbgIYAU1rmTdlEEvlM2kqYFj+LHmWlAzjWKfmNzJ2hT3Tod8+uzbYk965iasE2ujD7rMfN+QGiQzKfxgnN4jIH+qxQCN4TVQCqyqbQQ8fMEsq9CMW2uq1+u2zEricH2+/7co6/JCgvJwDCtQmt/ez25J4o2VwyUPWXMf6Qrq+9Zsw8vB8rS1wRWEUARWnnZ/a7y+2NztTqvYewCs+9KuBaHNMfuh6hPIFtvZSA83p6OJ8wlowlNCHAKTRP1Sv09CNb6yo3/pCaQXZNTOpuDZhxTSAbKXW82vCripOUmUawOzrTYIlJz1HhIk9Nu2ffwjSAaVRNU+5u8PIE02OSS0hwvRUSDilJmqFKjB7hzn6iV7fHRKgovMIz7/s6sQ8KLDsrNQRtoArlp7mqhenXkx1kJbIpQiDU79rOl/46ulwWGIaoW/UATyN6d8gnkzYuniGg2ntc7uN8FD9rEtTP8Y3OrBhvgAaghLAUNIpk/LzqoIDil9tA+J/1pfBMiYQ4qezsqTba3hmdcSGFdFRylRS5ZfEIzzhloSYD7BDtjtBNMuyyfAr/lC2jS9dn2pQPMkGf6JxklG1EQgNG+6Oe6jDLssg2gOwRMYNTHCdxX3CeaXXRQXZYg10ERtp8SPoFeK5pzgU1K+gyDPPCFq4BbNwKfQC7cUG4f0v3s5gTXAHvzJCIQWIkpXSpVWUhwn0Ai8tLXWHBBFiCZ+HrtXSgwrW+bjEfRD7H6+NyVe7AnYIpoCR0dq//yPi4VHMNMIk9gxKpDupYA4ZodC7y01pCZwBUEZ6CWornpMQk14EvzeG3VplaEjExlytng9Zxx5FJPlwZBSEkY89Ov/hSx0ASSQDgWKSLqYH/6SKvwiIDY+6xvgq2+Yrlr3seTxfM1uUmoeSkRWxUIExUOns8v1i+xduvNOk5mcFM7q22196PmoKJVnYJvnu56ahN17WTtExLFIaAFVx2+T6C+1mZCkxSD4WtmkfYJpPi5vVxJwhkT6fV7q4hqGFoFVePA+gR6uaYgTQPjAjeOYTEV5FBi/EZNdj1trf88l+intOYExmgTAmLUXnfX0gt1Kg2F1BRLzQWxMYSgrbpkr9oLHWMEOJMywJjktZxJngVf/ochFYi/Hbk5GJiDCsaYm0CnGHkgZCIG1QRJNFAExseNKMP7uF34eQJlv1bmoEzQqxgXyAUD3LoETCDgrix/nyuwyLXK5gnU7VowApvRNo+AzeYn+bPKBpRJQd5z/Rt/aNDAQG5ehg8QQoGNJ7AV5qBeepeK7nHtslYbRaUJ9F0TtCAgIjQRayOHN8VXf7ovCzITuMKwg/yB+ATGzEFjPkpcys2lnaJ4fXvNROUaGKfdCtXrlcSmrlJxcxCJuSxakJ++oh+qTUDah0OFO031O500ydqdswc9tIx5lTWBdIFhHIMsUZa+VLKqusF3kZv9aqBieGMbQ+3N+NiPaUzDx5U3Fo2w14sCCKDaPC3annSRl+MEcMgQ+mZX/ugZBrOw1Yb9AjxFRMHWDT8vmXuuLb57Mtl78NcnRpwmMD7O2gV5jIItxk1QLUFszcpsnkOuXe6VpdCqhX0/nOagvsDOnvJAVq3EHNAmg+aQxLypoQbjJqDh3Io+GzBvVVOiz7p1gJICB9u/HmEIVJrQTstZsPRKVfkPc42f5x84BMx+VPinOCNk0p0Iar8SJAumOWACxXnls9uwHyXqfEJjZWJMRyEYm2reCkG3ZBjsOyUNIDWBTrDq1wOsjDZIKcWCFlntlomAasbqWKdVlW8RNwf167JasRRSeT5TT0jhUD/URQWWptvS9DjlusHr5VZaNhBMyxChit3XAj1f2O74fi7U8zvYSw80VCv6sUNmAlcQCqGZhr7ebHAlo4MSRQeylWwDoTloM02gMuYgzAySbTBKtN1pfBrkCRTEe1Nw7Q+gCU1Jg9dLmJu/iztfA+67Sz8M/r4W+dHmONOvv0/YAK4JbBwdlEkx9fnqLVBVWyL3nCN7ol/iNExQmXzWmn5yTUAlCST5XHxjSWsMws0nlh/SYhjMwlYdlmAqmfSVeGAYV7QuMEyKiavMQFOEo2UCK3MlERW2KDxtVkWIFH6QDAJjiqx0mUWcXez50UFj026QvKUrBY9xVYoRR6FPICA0ceDEIQmCHN4zfF2XzMQgIO84bJdkBvk6kGYC9X3pJ7fQ1ZvbSLvw/IQ67VATyNf+3hBEjYgxKFoTqI8Xu/riCNccMQ2MNJ+19/lZbD30+naA9jZ5LjZuAhNV1ua2MQe1/SEF7XpvYKI78ukWIlQThAfvWz1zUKcF65WlFmyadi6a38g1gZ5fM+B9QBlJVSJ1L/XIoNFB5Ty1bbLX6vIE8r3BKhdSFm22C0uFShMI5Zv2lyoubI8pUCxWuu9XA5kJXEmo+KRrOrh44ksOSwBX5SISMLvo2UebmA8qU3dBvv00ZzykqYSVtDXOE4ilTK6QeJdt6QdZlpuKWFiGQdrhd3t8YVABsemZgwqGOba4KsWkkk19AuEWN2CVNYERbY9FtREn9oyUJDsoTkERr14rCFFKErMI+sci6QMVIXJlnkDe6piJ8HqD/R6lsoSU/x197ao77ghpb8onMJUyhAcEAaQ5KGP48NEpfAAAR6FJREFUE+/nUnT7XBVxzgYTgNMK9XgoX8QDCQwhDxhZ7+xeQhVhKcPuW3iEJAnGSvr0sLMYedeUeSgSBavLghnkz8V8enmLpE/ggtX8FoVH+FvGP6UJHIZ5H7MoUnDfb6HScvoEdRVXAHLdjqUYiK+TFu1WXU/6GIRhNK2p2sHrkGtLQSwdDRO023VIgQmp4VsxFUKIXlkAVea1Azb6AaIUmkDbnwSnteaaQG7yactx1AlgkuagCdix0rTPo0w8e1edFroj92dyfRb151WKJYvXfSo1hbw+L22I3efFQjkM2v7lRmYCVxB8OC1FwmA3nU7LXxjlvPXMQe37Snet6Tut1o37jUhTPS5tq/42WB94QI9BIJstbcN1nTXvZUxZP7QrIsFIiivzIH/z568rrE+gYH44cSgXXk8TyBpfGx2U9bGtf7VQMWSRe5U5oCAu5LMSclzIb8bzPNl3xzWBfrtSqQpSJm4y3Hiszd0h0AisNiozOuVyNckIfha8f6QfWoxoiIHEX2kOGjD/rdBXxr7fPlMYH2oubNOEhNOkdEupCRREgxdIYHjGhbQU4X6b3YjJYGoOFVTjE0i+lJ+D8ZB+xQmktI3xwCTuAk/5EW+fW1dtv1tNYKft1lLPJ5Br/0pV7b9D4RMYsShSyjHnlmkYET5ktq/t5+HCF58ljPcFLyNTVtVCMJjRIrzPKvNT3gahnbSaQBEYxka5tSW5ANue23b4DLQ5tteWYLX1QKCUS49g11PLjC9UTCATZpIIbiXowlqfQKmJi81TBjtnpDVaGvH1wN4KU9HE9wzbIOnW5DR9mgbsKVVFxddWHE4woAUB9nlHM9pngLhyoDpu+IuPN2QmcAURMzUAmg8uu3kFeQIh8gTykNdMKmYKm3c2H9LctwdgjJQSC2REKhlDYFrXuCX2/axt5lhr3x6AKhAh42EXOkskyOTCQNj2thcdlIL+lpJVwGdg+bpXrwl09cXasZKQDK9/zy26sX0gRijH+lH2jTWvdQUcEyjzjUkfQYsUY+Lti9Xm4xMH/N3ZHNTBmoPKgBMpfzPJiCc1gYI4SQkJUgRPq/AHYMXUFL5PIMgRk+3CRZyrTMGFT6BEjbvw6kKszXb8touiMqPz+iUI2GCZrzBRN0eKyXP9xq+lqVNfG+UTivK+dx3p6KDW3JdregHuE6j7WK8jTtjKhTxlwldwtRBrQsmI2kUhwNSgismQmnTJ9BFJzSB5f4FBNYHxvvHLhMd+GyKBYZgwg/sEOiGs3re5WbinCVSunNyz+SdeCbmOUgoj5puWJr6A1YR1K3NQpwnkVhexuTKIOWgR6V8OO2ekj2kKMaaSC/qkhQYv52mv4QS9up36rx8YxmgCCxsF2M95yi14uPa321OVeW2gCRxSod6xRGYCVxBcyuRrApsNLqkJtCCSkl79l0vBOGGj39mkvdrnqkXkBTvg899bIJEm9hEpB9iJ3XxyybKWWOHfs9/76zSFHHZzsxtpzDzIakstbKhqqR2zyeIlEQXAJJc3v8fTBNYwgZaQkUz+KsD91vDDVtLZPs9611RYXp5bTSAnTgGfWQPCjSUVAbGf1spqt3SbfYHDMBCDqw37BUomuU5qVyn8voAey8nooNWz/nlgFlpV6NfQKQqvjkoDwo6lKZU1IVKKrwW+JjAIJLAEC4+VgCRkuZnUoiWeE8w54GsXUkndyVJqsERbvM9jz4b3QmKWtyuZaFwwCJ5wp7BaH58JrHwCLRMIwfhzTaBSla/gUGgCIyHstSbJjVcg1ARaGoKbETrEGQNePkWs90OTvbcf0ykZU6sZlK4Hem+myjRwoVui03JpQniu3UqLChXsqSu9t5YKfoqI0v3GbkQTyAVZct4BaYYOCIVm8dWTl9d3Bulz3YbwLdKqQJdzF2RgGJv2gbejSkdUuOigOk+gNQd1mlIFn4m0x4u9EqPGvFb2dJ3Af60gM4ErCM4wLEVinAoMY+u24AlF7ftcaOFWUL5fe7VPoLvmScqEhNlGeOrH2HEibtDJFSMKBl2nZXHp2wc4jetCr0RBzERDRIwKksUboop4++BrxeS7wRYzi0YpIobIJzC2c/CNObYXRVNEqLBs8M1MQXu5MBt7WYpE1+LZlH+LZBxlGc4EugZo2I15PcN2o42eG2Oo3LG7Lv32uE8fh2T25fP9zEFbLYrWERBQ7BmuCWwX2u9GWhzI4TsMjEEMXFuvfWcdIxQP3uOOueDK7geuHHnlqmPx/WMsXR0/EFvjATjzQEvowz8viNIRgM2YlCkxKiFfyxGWpVIV4+RFBC2d1mAY+jpmps4tjiSDC+hv6zTu/vyJ9Vu/wDBNtUK2PnecYOQTxxxSaBezLuiVLsm6UrqfO4zRr95BviZQrj3SH3y5wf1RPaEanP8q1wTyZPG8/2KJ2iVSwp4U7DBq7BMYu+a1Na25b4vrXIBTWYCxcwWgp5wVijUHrdYsYc1mzxZ7ZTU/JD2SsnRbS8hM4Aojmty74eCSyeL5FPMlvU4SbxdaHgFNl+//UquxK7hPIGN6pEbEplmgPowdn0zNt484+GLQdJKK9SAJKy1d7JYgRlws9tI+gZqoci9wTL9jlGTggpJpDj2fwEbmoI5wWW1EmTzmp9E8OqgKygbPKqFRJlQEe2hi4hMMsWMZLMS91/wORhxwsxIgawIBfz3pGuJLavksvL70mG/OxNWvDLzfAfeuVJ/yFBH8xS3yTVD9uWwJA5j5X3h9HVvnZCqRYYEXDl85jTmRG791aVLsWSHmU+FbGXpmmR4xL/qrH5LaRvHXXXd9mAryZOuVKSLmu8IcFCYibCJFBPcPXW2kAsNYYn0h4RPYEbmGvai6rP4U089LDaYJTPdNrEyM6dTX3TH367XngO4rYoOy29PaXVvS0wpF3u8EW8ykcAXmtDZFDpPFF0QV7THKNYFszMcCw8S0txZJYVuib+waMbA5aKRC21J//eVrth85GmBWbkL47ZmDslf1SqsZtH3s6DLbv91SVf7AckoP63p+LLFsTCARnUREVxHRjUR0PRH9N3N9KxFdTkQ3mb9b2DOvJ6Kbieg7RPQUdv0CIrrO3PsLGjSayJBAsQG4lBQRlqAOfAJJ+ASqcPGUwU2aagIBYw5qHpCSMlkPoRmT5XXhgHMrptkpB+AsZUoN2wT5mCUCFnp6YWmzzaV6TrRdh8UvnWmsYBwIofSN+7dxQqyWCawImXg7VhIpReCGsbZvptuMB2ysCeRmo9z8IxXeHkgHhklpBbnZSSrq4DBoBFYbfPx1e6oy37HwTQ1dWZ/pYppAUX+/8WCf48/LujnDaI/96yJPFZPGk5n/vbIUvkR+38fM84YBkuBV0H1kI6AC6bkByDUXNeXijGR1P1FWwtfMh+9LjYeCKEo88mOZIkL6BFrtC/fLsugpGSl2dRGjI0rlhGjytwF6rZSaQKmdqcrK8wjFeKyjg1Ki7zmkwIKTRFZLNt/tVePIagLbLWupxC1z3BzQfoM+w6dUOv/ocsDLS2rMreyaVUUH9XwC/dQsFvZQBn/hCOZv9Tf+zKDmoDx1S9AuuwYzwQJvqqfRh6UrnTAL8AO/SCGwgqOFiWzOV/POwq3dC93SaVYD8/5GP/O4xnJqArsAfkMpdQ6AiwC8iojOBfA6AFcqpc4AcKU5h7n3fAAPBvBUAO8kIjvS3wXgEgBnmH9PXcZ2Lxs40arE9SawkseRtli4RY095UtDAJcvqNMOzSHqQOSbDLn3hRoRe9JpFbXhs6XUbRAJi/xWFZFeNv9NTWFDFC90e97G6fkEAt4K12qR5wfnhSU3DIrcT/hGztfWWitDRojq09VbrZxww/2wr/3ek7Fn8zhsTIXUHho1B42UC5hA5b/TSvaUGPucEQfSfk8pc1B76PkECq1zNgcNNaNSg+AxGAltnWZK7A2//oo4qdY8il5PmYNqn0B9YaRdeARSSopeBYLqOYaJ+wTaPIIcdQKi1YRtCpHmAi1xlPKFDbTp1XclyLQQ/Jj3h9Q+SdTR1X5I+XA+Sm2NRUG+dtJnWH0BrIwOygWkSjlhq13v7bwfMQTjUKSIEKatgG57Uejfu9iNawLbIsK40wTKPg3976qCBoNEB23CS8WK1Pm52cAwFtZc9+hi6WmuF01QH4Lesxa8nHuOIbDpF+xUlgFmlhtKOSukXk95jEwVGIZHB+Um7RGGsC4iepCnz3GBUdg5M2iKCGnxwQ/S5qCe3wB8n0D91+UN1HRkFRGWnI8gNwlWrrrquMuCPUmmz5qTAjj2BOaQYNmYQKXUHUqpa83xYQA3AtgD4OkA3muKvRfAM8zx0wHsU0rNK6W+D+BmAD9BRLsBbFRKXa005fc+9sxxBcswEOpDzqfQS2oC/cWJE6x2/C70egDcAtnMfNBMsMKZ0ChIPze/tN385xfrN0i+Ngy6sHrmSGIxkPdT7469U0qmrSZwsae593bEJ1BbwDLiichLEcElkW4B89+jJVQquFebLB5++dWkR2KawC2TI+C+oak+SfW97Av5vNVmuPK+5I8/l3p3KhpizKSwLOERAjkwjIBy36fbK833jH/fOq0rlwpzpDQ/XAMk6+NotZywiRPEgTmoR4QYQswQEp1W4fkE2jHHMaxDgfvSVPmzSPRFoo885g5SUyOZRVduRGifgvI17U1pg1KRDt1lXxPo7xX+WhkE/mKELQ8AYxktux6PDFWKCP23xQZjaQgNImJ5Av3vbse21MYAYq7JMUJhGRmorg79ggXJylOaX6m15m20DNLRbs+b04vd0osAO9/VNNFYp1XtQwvdsnrezhmpXVpuaJ9AP0WEZWRkbAfA//16fvofq85yU96riyQKcHPQpppA+zes117h6y9/vwwMA/jmn4Bv4WA1gU6Yp1ygGEMjW4HPaLtV9W+3V1Z7QizQV5U+otEvPv6wIj6BRHQqgIcD+A8AJyil7gA0owhgpym2B8Bt7LHbzbU95lheP/6grGTNlyAPqgmUUhhJjCgVLp5u8MclHtHmajrBTDDHBTrGRgZJ0GYoI+0C8zXakViSzqaQGq+CEWpNP2SMeIs9ar+zCwzjEw28vuqZgky0T+VJ0KsAKQgX3jLBIDYxB42aw64SZF8WxKKDUnzTj7U6zqD759a0g5M2XPLHn0uNMS9AiUdohtd7yg8MI80f1zOUUuiWZbW2dEubJ9CV4d86JfnVm3Wc6EvBBYbR576WihEUhZOij7QLTwPiCFvpP+qEPlYT2PUEPBFzUOWvh8MC25JKe2nWca9fIsS3POf+R4Bg1lh560Mpb/pl0u3tx/gFQgE2DlLz2q4FXHsAuAiafooIZw5q913rH2QJ8OFgAq2glq+lzie3ig7qJYtnKSIEcy7ngNyvpHAZGDBSZGK8JIoIayfeDnfMNWEAMwddLJnGWDFzUF0uFjRnvudMA+335OagKzGnOdNpU+5oDbwrI6ODOqFYuP7Vp2IJaUn9TBz2O6RcI1L1x+Z6IeoaaRfei73AMLDCe0tPMLoPZt1XmpbiTJ9duwGtRbSM//hIq+rfhZ5iTKDfRutTqO+t/nxfDiw7E0hEUwD+GcCvK6UO1RWNXFM112PvuoSIriGiaw4cODB4Y5cZmjHwB7O93gRWIikXXTnJuXNsEBimerb/O61mz2q33G+IE8PKaANG263qfUmwJg+sCYxsSv18z/xXxwvIqx1GBBIomiQ4xpTavFt8A7UR+aS0y7ZdMnXyPSm4+lcPqXdzgivVJfE0GCooL88tz+9rhCI+gTVMYNInMKIR4X4assXDYBa2mlg0JksTI20ALjCMLxyJmwZKrT43S/PhE6sSMjpor/Tf0yqoCgAy2m4xpsExnkJ56fkAE1HlE8jrjBENFkNFMrD1xfq81ZmDpgQpJJj70Keofm0dlLnnz/L31fkstQqf4eHHBArW2sBfHsqY5PnagUoTOETRQXmqIKe5Mn3GvhHXfgMRTWCScfbHSIzZGMQnsAnvEBMshAJGf9xGzUGNTyBBD//F0qb9sAyBThlhGWillDEH9eMmlEpVe8JK9HhFd1mBcqUJDBldwBfMeN+X4F2LffqUT28/wWlDHlA2BYAbi5LhHPPW5fg+HlpYOSFzqaw5qBP0277Tz6rKQo1rf7u9Mmkhp5RmGAH0p2mPUywrE0hEHWgG8B+VUh82l+8yJp4wf/eb67cDOIk9vhfAj831vZHrAZRSf62UulApdeGOHTuO3Q85RrCaCz1g/etN0BVMIF8g+eD1TOLMHxklrMk7rWavKFieQEZ4G4FydWxfN9IuKoIrWi87tgE9miL0AaHq+iALtKwn1gbfHMERSUGeQP5MtXDrc64JrL6RWGF52z2fwDpNYFXeMSmrBWcO6v+ugqgyvbLCj6b1BZJ++c1gv4FjGjRjKDWBDc1BE4StMzeOm/YCw0EMriYq6arxpen2yoB4TB17Ap2if7J4d+6Xqxg5Nh/kvFxka6BdB1sF0yKSSGthA4OYulpGm+jmdrhucM33MEGasFY+gQkzaKmt9czNEgxancDF9o+nHaxZEWLaeH7d7UH+97ZCy1g9ljiUyeIXur7JZJUWxEYH7cWZwGEwA+fpLpzmyvpF6XMi+d25T6AluhPzDvL7u3Fg0RnIJzA+9/13hmtFnXl4qAm0PoE97zssGqYPcKaB2kdQM9ALIugKZ6ptnYsrwAhYSy4tfLc+ib7whWsCW+S0hLK/gHoTT8nM9Vu2uMa4CWLF7Pe1t6pgN52CCSVivqiOVrS/yaW3IZ/pg40War6PqcvSpWOdohLu8BQRkozqKYVJI9ycW+w1+s3HG5YzOigB+DsANyql3s5ufRTAS83xSwF8hF1/PhGNEtFp0AFgvmxMRg8T0UWmzpewZ44rWAmPZHyabiVWCi3D85Kogzsy25ILNjBMJE9OHeymyhmSagNW8GaNPRptFVjo1k8Yn4Ft2Bi4b2gR9wnsgwjxZtvC4eepoahPYNCewvkEevUxjVhgDloyn0B2s46xk+VXkx6RhJgFgWsCw4A4QLzv5TcFIpJHw/BxQqfaBDihEanL1RlnTPxIcIwRsAIHKE+DubjOzUGPGunqhJGYLvZCTaAkxi1IfPck0SfeKc858QCEpjtELLx6q6gYVsl48jZzTWBR2IBXyiNE5Pi1720X4b3VRCVBL5zZtF6L4gyTNCvj8yzGFNhy7nn//fZ0otNKlvHKe8xCeJx6tCCqmHfZPsvkp6KDtltOG8Bztdm9zwq0his6qP471mlVv6NU/rpnc1xaEIU0BJ93JMrGmDKOpUYHTWqNKTyuY2x0YBh3zyb+nu+WHq3SLbVPoL023+1htNOq9o7KZabj00ilUpga1YzAkRVgBKxLQ1E4K6FCbGRedNDCCTp5IBxOY6WQ1AT2EZw2jZYa6z/7fYtq/ukvPWb6wr4nJiy0czCZIkIpkxxe95/157YWAJUfaLtVdfCiZw4aCvUmR/W3PtonzsXxivYy1n0xgBcDuI6Ivm6u/Q6AtwD4IBG9AsCtAJ4DAEqp64nogwBugI4s+iqllJ1xrwRwGYBxAJ8y/45LuGiR7GJDaqFb+puXq1SmiHDmC3ZSL/ZKL4pWk1cu9rSDsjZ70qp2HknJmt/p32U1OITRToHZ+W664ge4d8Y2JR6Mpf/zYRtizxJpE9DFntMEAL4PmNWWWrSN3xB7E4y5evV9QnNQd8wX17qgk/YRrp1aLfB3v/9XLsL3DswA0L/VElCamNC44JQtKJXC1269L8qMy29q6/LKeHpAvgmEmqbUduUTG3FiWGoCR1oFji6WOLKgl6YNo+2hIAZXE3ZjtUxgryw9M0sAHmEey8MIWFM+cz3RaZKwkf5dtu5SIej4ReYTOGba2mLtDH0CzXxnPoF8nWlFGD1fMzM844KbQLq1SCSI9zSB7rpm/Nw3SvoE8nIJzY01rdJl0kgLbuL3uWa4bnwREUu1pO9KTaCCJjZdn+v7di0bJk2gHf9To23Mzut5qCrNkf497aIImHVrMms1SF4gRlE2th7y7z9YnsAGZbzy9cwI4AtyAB78zs1pGw10YsRGBlZY6LJooQrMXNzXCikFTFhGYGFlmEArdNZ5Ak18Abae+HkCWR9RmmGOjdbQ99dUk+gnO7eaKn9jfonclBVw7hRaE+jWcTkOiPh6r6/zgFelcj6Atk/L0pmDlkpVjNxYp6i+B/dnl99Im4NqNunoGtUELhsTqJT6PNLr/JMSz7wJwJsi168BcN6xa93qoNLskDAHbfh8T2xeXt3smEc0slgwkbGIlalDWSrMzHcxNdrCQk+r1WcXNGM3NdYxv8fXVinjyzXSKnBPH7MJz6+wtqQPqR0rIkxtU1OFJmgXBRZ7OspYpwoUkA4MUxGK3n2Towb+AmbBtayNo4Myog4YDqdlIuBRp2/Do07fVp3HfsJ5J27E+SdvxtduvS+pwezXhdwkD7BaR18Lrq/HNZBAWvvnpzDQf0uzuUyOtnBkoVvNhY3jnYoJWq+wxJMl8Lslj9Cm4UcfjDMRRcFzRvlIRYt188DW4eaDZER4cCyrkeISZ6m9rPIEMp/ArskBasuHgWHc7x2CKVnBExop42ckpO18X6mLDlrnD9Rv5R1lvml163TqHdJ8UX5jIgoYBN44u07wezKXntWUtgq7nuvydt0fEVFDVxP290+NtXHErEmWwbe/nAdDAeDtZXaO8NQq8tsXkbkrBZ9NUactrrueCmAC+BYEgD/GKv8w5cxB7XkVCdQIRnjkSICbg6rK3/nISjCBpesHmyy+EP3CGalWEc4LIK1F5ZDMXDXPU3tmEb6nDrE2jAqfQE8TaMpIc1C+BvH3OyGzXavNbyJnHloFioEIDFOZg9ZoApXC5IjVBK7NfX5FooNmaFgzN70Pc21Ss+ctU+C0fPq6rI8Hx7ATZ6Fn7OErCUr9u6zZw9RYG61CTwar3ZsadQtQoNAkvUnWOdH6of2XQCxxwtES6QNU0mkVlf2/a5Oo2ID7TiTzBDK4FBGOGSmI+81FtFqKBYZhK31tdFBhG7+6PoH260lCnd0TTL8j4iOawMR7+Gez2gx3j6rvGJq4xTcsSRi5dofEsDWfmxhpY2a+iyNG6r5pvDMUGoHVhN0cre/EYq/0tEKA9L/kDIZ/PZXYWBIn9m+lc2eMHBD3K+V+0danhkvRuf+QbjOPdsp9At2Ylj3PTQ2HaVTINluTQU/7l2DUAV9DUCSYLP5EoKmzGoGEli5EMyJTWkTYfoq1QwrMLPMy3/WZQChnVq7Xc2Nmac1Bh0gTaIngqdF2xaDY9bXyw5SmdXDfSApPCCGjFmfK3HHTSJHyudRTdekELOoCw4y0fS2ZLWrNQQGn+XOaQFXRLGOrbA5q2+0sD1zuO4uxhCaQM0vcRBSIf++UOWgK1nKgsU+g+As4JlC+e7TdqgZIu1VEx6EU+lmGmfdxq6CqT3vKmcgqpZhPYKsSBi2yFBEx8/6JNa4JzEzgCkIpywQsLZR4ZQ4qpHFyPvLgGPbeQrc0SZIN8d2HRJk5qhm+ydF2xdhYJnDLxAgAvYgGkljoSV4XGMaWc3+bb6aypG8O2qyezRMd3HdksVFZu2kUxPIEeuag/gInk8XrvzqKoGWS5aaZ0hLWmhkKTeBqkiNSK2dRkP8tXLjukIiX9cW2GH7NfjO+UVjJn/d5E0SMbZ87RvTYHlrBytRoG0fme0wT2F73KSICTWAvTBGR9j1zx1wrJ4d+Sqotxx73CUyRKSPtopKktwrytI98PHVYYJiCdMqDLtPyc+GORWWt0SqGVhNoNV2WybGQDF11ixGgnLmw5fgJF0x6t5rzCY3KS6Z/g7FOIUhzUDHuKMw1JjWBpXJRhttME1iZg1Y+gavvI8TNQSsmUPk+ue2WMAclxwDHAsMEGpg+nXEsLW+qlwbv8M8DJpCd+/kpNRSMewtjLiqayBTiDALgvq2OfLyy5qBWmNFjLg583Rzr8OiglOw/ey2FiGeR/ptYPaXwoB+qscEaMSoCw1jwwDDSKkMKcIid83XbJYvXz1WR8sloAnl0UFhNYImRVqsqb2GFymvdJ3A5A8O8h4j2E9G3xPVXE9F3iOh6InqrufZCIvo6+1cS0fnm3gVEdB0R3UxEf0HHfMVZYVRSCXepKa1gB6hkIrTUg5fzF3VAL3jaN6DZS2cqrV+7Ig5mjPbj5K0TAIC7Zxe8ao4sdDHaafXXBHoanPp2xMAfiQVG6Vfl1skR3DO7ELQp1ha+WcY0geZmdcjTafDbNuy49LGwbXeaQnezLjpo9T4zg1fTNKnSxojrxAguvjnxNCNJTWCkMzxtovL7jAieBL96JrmdSc1Fghhm7STSviGzC93K9GrjWGfdp4iwEtIqOqgN083KpEz0JKNYsDFSh2oZE1poGTUuhpEWjw7KU0RITSAnLEzkX+4TSBQNJMDbMSzg5uNW5ETk5x6TeQIrHhBcYxT2GUeKWY99jXritA/jYf5uNQLJbZMj1XPc/1QSkgQ08gm0jJQW6llNoH5udIg0gTFzUJciQqNTyMAwLodjJTyp6AWxXh5r/o7ix4O+shDzVJrwuzQEmgOw5p+VOSi0Vmi07XwCZS5luwQprglcMSZQM3Zl5RPo0wZjnjkoN2lngWEqhir9RYP5m1AsVPfNjcaBYcRfwGkxZRXaHNSNQ1mPFqb7NLDUDHJXBC7sKnSnV3vVWJuniHDmoHxG2+mdNYFLx2UAnsovENETATwdwEOVUg8G8DYAUEr9o1LqfKXU+dDBZH6glPq6eexdAC6BjhZ6hqzzeIEjVsy5d69ZHanAMER+EAKuDamkXr0SnbYjePrtXx4TaJ45fFRrzyomcGbeI+L3H57HCRtHNRNYF9UE/gIwkMRclOUOwk2riTGBKfB0HEmfQHZsU0QAPkHEf2MYGMa1/d4jrl11jF3FeDXsz+WE08aE49L+BiOMc/fEs359cS2OZJ41IWvroyqgg/Q5S8qNEsSsd2yZbLOZ6AAM3SoIw6bxTg4MY4inyVGbJ7D0pNNA2hyUd0JB6fGcCjSixDknDlL9zlNEeKZUoriXJxA2Wbyb+3XmoPrZYRoXjjktS8fk+GM9Pm/0H3MsxCq+1igUubTcRhQgLZ7pzwjY927fMArAMYGLpRLMrP+M9c8GuE+gPnemgqrSKLTIBfoaxjyBdn3dYCwUAM3gcNPqVivU3lbCTXstPiWTfbRUGQdFdwFZd3hdXpGpTfy9gTBqLXgK19Zu6acCcJpAGzhGfz+ZLL5U2i1kpF2sSJoAy8TzQFQ2MIqFHxgmLnyJ9q1ASoiTgoukPNgA8Npuvq9891inVfVjS/xe+/ulwLkKmmMu2OTutk+rc1ifwBIFAZ02VcKebhn3CbTze637BC5nYJjPEtGp4vIrAbxFKTVvyuwPHgReAOD9AEA6j+BGpdTV5vx9AJ6B4zA6KDdbIgJu3j9T3btp/2H8+3cPYLFb4o5DR7Fn8xiItP/J5GgLvVLbq3/nzsNRNby85PkEmptVYJiKeKrfwKzp5+Rou5r4h+b0NcsESkZq/6F57No0htF2C/M1E0ZqAnlL5hZ6WCxL3Du7gDvvP4pDR7tY7OlojKVSuOXgLB68Z1NV3i4kn7/5IP71+ju935zC1okRXP/jQ/j8TQex0Ovh3tlFfPvOQ9EtKeYTePfMAr5x2324/d65oLwNwc4JBBu50rZNto8ze3cdOuqu13RRpY2wRG+66LJDRuq0IAjzjUqrFhLxErE+dEu5eVY5c1DNaKsqoANvQ2o4+EwKose2frsxT4y0sP/QvNMEjnew2LM+oEukjI5z2LnOzUFJfPjBzUFDbTrAiUg7lvyx12LPp3pjtN2qpP02+Idto+/H6AgDS5RpbYGbyylz0FZBGCaawfkcgwlLQrM6C67JJbA+o3T/8bXNfseOMY+P+nnVTJd+U8ne3j6lmcCtU5oJvO/IQq3/KV+TZJ7ANo8OqpyvmS1vmUHLSAyDGXjlEzjWxuxCFzZCMlj/dbgFEPQ9rvkDGHEPn1FLy8+WttYtVRMY+qiycUu+TyAR0GkXwLymJwDg4Mw8ABMkB7qPv7v/MB66dzO6vS4WuiVuvecIAMSTxRNhvNPC3IKmR2bnu2i3ikoouNgr0SsVekphy8QIOq0Cc4ZmmRhpBe1f6JaYW+xhtF3g4Mw8Nox1sHGsjcPzXRyZ78JGd/WSxXuMlPQJdP0pv+sgmsB+Zp5VdNCG3X93RNjOGViOsU7B1o/4OLzz/qPm/frCTftdJHIA+NF9c9i7ZQIE4AcHj+CO++dw5gkbQKSFAPsPH8Vou1VpBmfN+BhhOUIt42iVHtYUeG6xrOaXjgztmExL0xyPNMBypoiI4UwAjyWiNwE4CuC1SqmviDLPg9YWAsAe6GTxFreba/1x6DvAFU/wr538XODMXwO6R4DPPC18Zvpl+t/Rg8Dnnx3eP+OVwCnPA2ZvA65+cXj/7N8A9v6CfveX/4t3ixRw8dSTQTgTF278IX5t4zvczYMAPgP8rztfimuPnINHTNyI39r13up2AaAD4NYfX4INY2dh4p6rsG/6dZgaawNXbMIfTh7CzHwXv/KO38Z+nILt938af7n7I8AVW3DxzDz2TeuJcunM74EA/Pymz2LL1b+H73+15fwfAPwt3oq75qdwcfFx/CQ+hn3TXTzkxk04aW4RF0wfwVuu0ukezzz0f/CB0/8enZs0UbRvWrfzl3/0Njx07yY8ZvEyPHnvp3DjP7wBMFqueTWKN83+GY4s9PCk3rvxyq3fAq7YjP+58X7Mznfx2b/bglfd+gYcnu/it3ZdhkdMfBsAsMF8g/nF7Xjtba8FAPznsT8HrvghAODiuUXsmz6EW67dgy/96NUY77Qw9Y1XAbM3+X2z5Xzggj/X7Wy9Ec/d8X3gKj0BJgA8eeFsfHrzr+uyn/slYP5uAMBf7rgfRzZ1cX35SHRajwYAnPLNZ2PuW/PYBmDfNHDqoUngxmcD57wW7YKwb/p1AICtrVHgiin8/Un34GM3PAb3HvlFjKg5vH3br2Nug6MQO3cV+NhNPwPgCThy+M7q+c3XjuDgd0fQLRVu3vRi3DT2NEz17sBFd+p27puew8kHJnD+9BHc+ONfweduegF6930bj7jr9bpi8+1bBeG+6d/CPRseh01Hr8eO774OrUL7uxRGSjZ7zh+hfcLF6O3/Aka+9XtQyuQ6gx4fh879U9wzcg7mb/80dvzwbShIE5IlFB5z7xw+OvpreqG+/WPAt/8MAPD7E4dwiBaBKeD23rvx84/8SRQ//ACeO/FWHPr+IvZNH8boZ8ZxKwHvbb0N9/Y24szZf8arev8Xk5N6bFd4wiex0Cvxom2fwM9v+lx1eSvpb0x4J2YXevhPGz+EFyx+E8+a1pvFxi9sxQSNAvhv+oHr/hj7pj8IANj0hS3YN30v7u1txO34PwCA39p1GX7hwG146PQsAJ1z6geTW/Ca216LU7dN4IXtSzEy+U3g27rv985N4PQ9W/DBax6Cuw7N4/H3vQEn4NZKu9suCPvb5+Cqyd9Bt1fi6XO/jc1qvzZZU3ozPbr5J3D3g/4QrYKw57oXgRbuqaI3tohwZOsTsHDO72DDaAejn/85oHdUE2tkNq3dT0PnvN/S2osrn+gRgAAe8LqnHvSrUCfrdW/h8y+qAix0ezpS5g/ufzaAM3Ai/bAau+MjLUz12nju9Dz+cv/z0SrOxrljt+CNJ/41Tj4wiYeZ73vmzRvwiIln4doj52Dy0Jfx9IO/h4dPH8HuQ+PAFRPYN303/ujHlwB4DHDnFXjzxt/E7GgXZ35vA3DnCF44cwRXjr4CBZ0D3P4xPPH2N2Pf9Ay20gg2fH4K+6bvwWtu+w0Aet170bZP4rSvb8avLMzjF6bncMqBSfwt3goAeHznE3h855P4tWlNuJx8cBIPn57Fy77/B9h0ym78bOfDOFv9CyY/N4J90wsY7Whh19s//U8gIjzk8N9g18wV2Dfdre4d+NgOfHLbe3D46CIeOfu/sffo1VX/KADd9lZ8cvM7sNgr8ejDb8Pe8huVFqrTIqjxvbj17Hdjsaew95bXY/LItwAQWqQFTnNjp+OHp1+KdqvA9C2vAR2+qRJIlErh/rEH419Gfxvvu/qHuPSkt+HUiXuhlMLokRaet6uH2cVH4v/gmQCAp9zzKpw//SMAwEn3TOCRp83h84cfii/glQCAy079fewBsOlHnWpPmfjeCwE8BABw7vW/iD+YmMHCdIndh3X//ecdD8W7fvwUtMojwBW/BAD4wOl6fJ/29U3A/C97Y++fzrgX3V6J07+xCfh2u9pzd3cO4NKT/gy44k8BAE89dBRnT8/ipqlLADwSp3Vux77p12Hr2Ag6V23Avmm9fs92XwdgM84duwWv6v0BZrYaU+4NwCkHJ/HpiWfj2rvOwQWTN+KZd/8xHjE9i+/vI7x7t8KuuXF8p/1yvP/L8zjyw3/FCybfh33TwMn3TuCR00eArwIv/uxr8aPeKXj0+NV4zuQH9bxj8+9th9+A245ux1M2fAa/OPHRKgolkfYx/x/3/yFa4zvxmNbH8YTOJ6GUQqdVVPvyn86/HePjG/AE+ic8pPxXLHTLKvq0Ugp//t03AwAuXrwMjz3tE/ja378B7zu5hxMPj+NxJyq88OY/QKdVYNdtb8O+6Y8CAE48PK7H6ylt/K/5/wkAeNnku3HS9Ddw4sw4tnxxHPum78Edi9sx0v4wAOCNu/8a547fUn3/jgLevGcMv/OjV+sf+h+XAIe/6y8cbM/FF18EHLkdbcX6/+6fBnCpvs/23Ccd0Xv6NxYvAPBzAICnHXw5zpo+oAVNV/wpHj3fw69sPxP7Zp6LkXaBX+v+Mp4+PQciwsnXbsZ79h7CPx18NP6t+0vY0F6o1qXd8+P4pV0LmL+3B4z+NObGXoyx7j14OX4T+IrZz++bxIXTs/iHf3oaXj7zBGwr7sLLj/4unnHSPBbuKvHVv9NN/psDz8Tn5h6Fva1b8eY9jJ6D9sP88zuei8/PnI/zJm7BG0/8m4qBUgC6vRJvFfSeDW72d3uBE+bHsH/sEnz42jlcPPV1vH7zh9FtKRye1ozJxi+8FdOj/wm3zO/F7pnL8btjl+Lw9CJ2zY9hdH8L503P4o/v1r/5pMMfxb7pd2Dr5Ahwhaao/umMe/Ert/y2ZnhvuUz/A/Br3Vk8a/ooto6NAN3PAe0J4LvvBG7Ve+aTZhawb/owThgZA2BI9xvfBvzo437ft8aBJ34Kp26bwOMW/govPPw94AotsHll9ygedUoLRyY+AAB454M/hK1zX8Xp39iCLbMLuHB6FvMjJ2Lr5Ecw0irwup1/hZ85eieeuXuhEr7unn0Y3oQXAADefuo78ah77sYFZk/Z3hnFLZMPwiU/1DT67219M3apu3Fg81HgHuB5pxXozv0k3tV7Os77/X/Fu055Mx52TxePPH0O+AHwlb9V+PLcw/H2O54HAHj24Uvw6Ol7gO8CX7lZM3xXzfwE/ubAs9ArFT5wuqa3lNIaxZO3TmD7uS9eNV4DAHDe7wK7fhq49+vAV389vM+w0kxgG8AWABcBeCR0vsBpZcS5RPSTAI4opawfYYytTorfiOgSaNNRPPTU0WPZ7gcOAt72nIdhbO8pePFZ56P99Y2VCtqao7zl4oegc8JjcPg2wmk/2gQiY4pkFodLH3s+Otsfjs29L+FBO6ewaVw7w5+0ZRwHZxewozOKo70OLtyyFSeOjQPQmryxTgtHF3s4a9cG7No0hrFOCzNHFzG30K2YAAC48d5D6HY6ODzWBUaBzRMjGOu0MG4kpd++8xC2T23EhrE2tkx0Ak3g7EIXD9m7CTtnxnD4gNYQaMmbfsNIu8DEaBu71Th2bhgDAOzeNIYDh+cxgxZ+9iG7cMq2SVx0eBt2L05irNOqTDAfPL4Tn33+E7FjwyjGr7scuFczgRvHO3jInk04ubMDn/ilx2D3pnG0v/Xh2q44c9cUZkc3Gmmblio9fOdpuOThjwrKTu+YxNxiD+ecuBcbt4zjjT9/Lh60fwoTrREtUSr8cM1PPW83cOco2i2qfuOGsTZGWwW2TIzgwlO34oTbxvCDu2erZxa7JWbmu9g6OYKfe8g2nSkTWqp9nzEP3fedW/Hx+28wxJDTQI6Yd3/+poP4w2u/jOnR2/HmPfcHv+Mvv3YdvjDTMoT4fcH9t37xy7j2yGGzId0T3P+jL/4Hbjh6ABdPfRuv3jkT3Lfaaw4eOvzETeMY67TwwotOAW5ykss77te/5eM/+jGKsUWcsr3E5omRKvgQx66N+ntOjLYBpaWhJxhzsIeetBk7N4zitO2TeoyM6FQOmtEt8NC9m/CEs3YCuBYnbh7XktyiwMRIG4eOEh552lactHUcWydHsWWigx/eraV62ydH8IMjOpjQ08/fgy1zI5g9rDf58U6r+o2//c/XAQB27j2EuZFZr903zN2Dt9+hCaTTTrofuzuHvfvXfu92vPUTmrF91ykHsaV1yLv/hRtuwV9++EoAwGWnHsRYMe/dv/Ib38F7933KCGTuRlEQOoXNg6Tw6RtuxEf++Uq01RwuPeFeHRwEJo0BgI9863p8cvYKbGsfwpt33gdAazmsRvR9134dH7tvI3a29uPSk+4N+uUrB+5BqyCctHUC0NMSnVZRadImRgo8aOcUAP1Np0a13/BiT2Gs08KTzt6Br30N2DY1AhptY7TdwuYJvbadsm0SF45swWnbJ4F79Ti649Bc5adhfXUumtZpSabG2tg43sGODWNoFYQtkyN45RNOBwA89bxd2HBvByPtAlsmOpid72LLxAgesnUTTvzuIs7ZvQET97cw29L3ue/Kw/ZuxsaZDrCg52XHaAHmF3v4i3+7GQDwX3bcgydvLjEx0sbEiGYCr//RIfz+F64HALx650FcPHXE+3b39tr4ky9pgVd71z3oTvhj547Fg3jNVVcDAN64+y6cO+6PnVvm78LvXK7vv3nPHZge9ef+DXN34c136PpHN+sxe9+RBSx0S2wa70CZ77h5ooPN4x3sN3vNeKeFTeMdtGYJP3HaNmyd7KD9Hd13450WOq1Cr2vtAqdtnwQRMDbSwuaJEdw/t6gJTgBPefAJuH5qBx60c0M1Ns46YQPuPbLg5Qy0OH37JA7Pd6vcXBa/+ZSzcNr+qep868QIFjaXOPXcEwAAF566Fff/cAobxzsgAs48YQO6pcLmM7bjTzeci+K+Enu64ziy0MP9RxYw0i6wc8MonnbeLjxmwxm4eFOJzXd3cPjoCJTSmqSdG0bx+DN3AAe24eyNG7Clp/fD7RtGcd/cIpQCzt6wEZvURuxR4xiHmXPK+BUC2DIxinJ8HCOqMFodp1mY7+qxcnC+i+5oiYWiRAFgbnERBEK7Rbh/bhHfuONu7J48hJM3LKLTKjDSKiot5U+dvRMXnLIFp419Dffe29FjfqKDHRtG0eq08IKtJ+HxZ+7A9t5VmDP70fapURABJ5djeOMF5wIAfvK0bWjdPYEdG/TedfrOKezpbMGJezcDAH72IbsxdeTu6vsTAU86eyf+5TmPDfqwDkTAw0/arAMtmfVcYvNEBxecsgUX7jqturZjwyg2jW6p1tvJ0RZe+5Sz8JqznoRWQdi7ZQLbN4yiXRTotAhnnbABzzl5L15wzoXYM6WweKUeO1smRrDBaNx+bu9unPnoc3Dovs2Y+soERlo6f+LWyRH0SoVHb96GPVOnYmdrErvKMUyOtDC70DPCUeBZJ+/Bad1TcEqnwMmHJ2BzcHZLhcVuiWc9Yg8eO3k2xmYWsHNmrPLvA/T6+MJTTsbjWmfg7PY8Tj44YQLXaCZj29QILjlzGqfdsRunLN6JE9vj6PZK3D/SwtRYBwUR3vJLD8XNc3tw1q5rMXvXGGaOtnGC+abdUuEtT3woAODsXRtx//4pbBp3e+qDT9yId1z0COzcOKaVEAZ7t05gw3gHG02gJYktkyM4Z7emAZvgb15yIca+M42N9ztdzgkbx/DYjZsw+Qitz/nZ83ZBHdyKgjTNtGm8g86G7WhtGsMXX/9T6H3lI9jZvR8nbBzD0cUeioIwuXUCH/rVR2GhW+KCuz6MzuyM8dsusHmigz0bd+CvHnEBdm0aw3k//EeUs0ewYbSNblli0/gIels34v950hlQSuHMw1PYPjmH0U4Lh+YWtYBk6ya87vyz0SLCCfNjQG8ciz0beZRw/ubN+OWzTkNREHYfGjPWFVozOEjezGEALWdoeWMO+nGl1Hnm/F+gzUE/Y86/B+AipdQBc34pgANKqTeb890ArlJKnW3OXwDgCUqpCOvr48ILL1TXXHPNsf9Rxym4uVrlHNsJN+EU7p6Zx5GFHnZtGqsG+VFjzmDrtapxQEu62sfZZFgNHD66iAOH57F1cgTjIy2MtrX57x33z6FXKhxZ6GHjeAf3HVnAjqlRdEuFnRtGMbfYw9HFEjs2jOLfv3sAh+YWsW1yBFsmR3BwZh4EqvKu3Te3WDnFL/YU5hZ6ODg7j7LUCXSVUpWp2+Rou0p4b0Mnj7QKjLYLjHZa2LVxDNunRjHS1slstZBBM1PSV3V2vos77j+KLRMdbJvyhTKLvRJf/N7dOGnLOE7eOuEF6Ejh3tkFFAVVwo9jAZ0DLjTjsPNFKYW7ZxewdWKk8kPhY/voYg/fufMwtkyMYOfGUbQLwsGZBUyMasfzw0cX0SoIO6ZG0SoIN+2fwR33H8VYWxNyBw7Po1u6dCL3z2lCb7Rd4NDRbhWQ5PDRLhZ7mogoTe4oawo22i5waG6xIqoPzXVx75EFo23QREWXaZesafiRRU3Q2JxJ3Z6qkhNvGOvg6GIPCtrfioiw2CtxyrYJ7No4hrtnF7B5vAMiwsRIC2ecMIVdG8dw0/4ZzMx3cc6ujWgVhO/edRin75jC+EgLB2fmsWVipDKlAdx3t0l9hwF8rZyd7zpfx16JI4s9dAqdYqJXavP0B+2YCswgDx1dxI0/PoRWoQmbbVO+UMMGaJk52sVIu6jW1Jn5LjaO6dyTB2fmceDwAuYWuyZKXbsSis0tlFjo9aqIxYu9EvsPz1c+qhMjLRQFYfN4B6dum8Sm8Q6KgnDo6CJ+ePAI9mwZxxbDaB+cWcDWSdcv891yoL0hY/lhgxMdj+ZmGRkZqw8i+qpS6sLg+gozgb8K4ESl1BuJ6EwAVwI4WSmliKgAcCuAxymlbmF1fAXAqwH8B4BPAvhLpdQn+707M4EZGRkZGRkZGRkZGesZKSZwOVNEvB/A1QDOIqLbiegVAN4DYNqkjdgH4KXKcaGPA3A7ZwANXgngbwHcDOB7OA6DwmRkZGRkZGRkZGRkZAwLljM66AsSt16UKP8ZaF9Bef0aAOcdu5ZlZGRkZGRkZGRkZGSsX2SnrYyMjIyMjIyMjIyMjHWEzARmZGRkZGRkZGRkZGSsI2QmMCMjIyMjIyMjIyMjYx0hM4EZGRkZGRkZGRkZGRnrCJkJzMjIyMjIyMjIyMjIWEfITGBGRkZGRkZGRkZGRsY6QmYCMzIyMjIyMjIyMjIy1hEyE5iRkZGRkZGRkZGRkbGOkJnAjIyMjIyMjIyMjIyMdYTMBGZkZGRkZGRkZGRkZKwjZCYwIyMjIyMjIyMjIyNjHSEzgRkZGRkZGRkZGRkZGesImQnMyMjIyMjIyMjIyMhYR8hMYEZGRkZGRkZGRkZGxjrCsjGBRPQeItpPRN9i17YS0eVEdJP5u4Xdez0R3UxE3yGip7DrFxDRdebeXxARLVebMzIyMjIyMjIyMjIy1jqWUxN4GYCnimuvA3ClUuoMAFeacxDRuQCeD+DB5pl3ElHLPPMuAJcAOMP8k3VmZGRkZGRkZGRkZGRkNMSyMYFKqc8CuEdcfjqA95rj9wJ4Bru+Tyk1r5T6PoCbAfwEEe0GsFEpdbVSSgF4H3smIyMjIyMjIyMjIyMjY0CstE/gCUqpOwDA/N1pru8BcBsrd7u5tsccy+sZGRkZGRkZGRkZGRkZS0B7tRtgEPPzUzXX45UQXQJtOgoAM0T0nWPQtmHHdgAHV7sRGcccuV/XLnLfrk3kfl27yH27dpH7dm0i96uPU2IXV5oJvIuIdiul7jCmnvvN9dsBnMTK7QXwY3N9b+R6FEqpvwbw18e2ycMNIrpGKXXharcj49gi9+vaRe7btYncr2sXuW/XLnLfrk3kfm2GlTYH/SiAl5rjlwL4CLv+fCIaJaLToAPAfNmYjB4mootMVNCXsGcyMjIyMjIyMjIyMjIyBsSyaQKJ6P0AngBgOxHdDuD3AbwFwAeJ6BUAbgXwHABQSl1PRB8EcAOALoBXKaV6pqpXQkcaHQfwKfMvIyMjIyMjIyMjIyMjYwlYNiZQKfWCxK0nJcq/CcCbItevAXDeMWzaWsO6Mn9dR8j9unaR+3ZtIvfr2kXu27WL3LdrE7lfG4B05oWMjIyMjIyMjIyMjIyM9YCV9gnMyMjIyMjIyMjIyMjIWEVkJvAYgohOIqKriOhGIrqeiP6bub6ViC4nopvM3y3m+jZTfoaI3sHq2UBEX2f/DhLRnyfeeQERXUdENxPRX5gAOiCiS9nz3yWi+xLPP46IriWiLhE9O3J/IxH9iLdvPWKt9S0R9VgdHz02X+n4wxrs15OJ6NPm99xARKcekw91HGIt9S0RPVG04SgRPeOYfazjDGupb829t5rfcSOve71hDfbrnxDRt8y/5x2br3R84jjt2/9Oeh/9JhFdSUSnsHsvNW2+iYheGnv+uIBSKv87Rv8A7AbwCHO8AcB3AZwL4K0AXmeuvw7An5jjSQCPAfCrAN5RU+9XATwuce/LAB4FnVPxUwB+NlLm1QDek3j+VAAPBfA+AM+O3P9fAP7fuvath39rrW8BzKz2Nx2Gf2uwXz8D4MnmeArAxGp/49y3x6ZvWZmtAO7Jfbs2+hbAowF8AUDL/LsawBNW+xvnfn3A/fpzAC6Hjr0xCeAaABtX+xvnvh2ob59o11noIJUfMMdbAdxi/m4xx1tW+xsv5V/WBB5DKKXuUEpda44PA7gRwB4ATwfwXlPsvQCeYcrMKqU+D+Boqk4iOgPATgCfi9zbDb2oXK30yHyfrVvgBQDen2jzD5RS3wRQRuq/AMAJAD6dat96wVrr2wyNtdSvRHQugLZS6nJTbkYpdSTVzrWOtdS3As8G8Knct2umbxWAMQAjAEYBdADclWrnWsYa69dzAfy7UqqrlJoF8A0AT021c63jOO3bq9g6+yW4vOVPAXC5UuoepdS90Mz+cdm3mQlcJpA2w3o4gP8AcILSOQ9h/u4coKoXQEsfYhF89gC4nZ3fbq7xdpwC4DQA/zbAO0FEBYA/A/Cbgzy3HnC8963BGBFdQ0RfonVsVsaxBvr1TAD3EdGHiehrRPSnRNQasI41iTXQtxzPR4JoWY843vtWKXU1gKsA3GH+/atS6sZB6liLON77FZrp+1kimiCi7dBapZMGrGNN4jjt21fApajbA+C2urqPFyxbioj1DCKaAvDPAH5dKXXoAZr3Px/Ai1OvilyTk+H5AP5JubyLTfFrAD6plLptnbonRLFG+hYATlZK/ZiIpgH8GxFdp5T63hLqWRNYI/3aBvBY6M31VgAfAPAyAH83YD1rCmukb/ULtHT7IQD+dSnPrzWshb4logcBOAdOy3A5ET1OKfXZQepZS1gL/aqU+jQRPRLAFwEcgDbz7Q5Sx1rE8di3RPQiABcCePwAdR8XyJrAYwwi6kAP8H9USn3YXL7LbN52E9/fsK6HQZt3fdWct5gz6x9BSx/2skf2AvixqMaTGhPRm2wdfV7/KAD/lYh+AOBtAF5CRG9p0u61ijXUt1BK/dj8vQXaj+zhTdq9FrGG+vV2AF9TSt2ilOoC+L8AHtGk3WsVa6hvLZ4L4P9TSi02LL9msYb69pkAvmTMt2egtQ0XNWn3WsQa6lcopd6klDpfKfVkaMbhpibtXqs4HvuWiH4awBsA/KJSat5cvh2+VjdW93GBzAQeQ5AWafwdgBuVUm9ntz4KwEYPeimAjzSs0rNVVkr1zIJyvlLqjUZ1fpiILjLvfgmvm4jOgnZavZrV8QZbR92LlVIvVEqdrJQ6FcBrAbxPKfW6hu1ec1hLfUtEW4ho1BxvB3AxgBsatntNYS31K4CvANhCRDvM+U9hnfYrsOb6NtqG9Yo11re3Ang8EbUNkfx4aH+pdYe11K+GKdlmjh8KHTxm3cZXOB77logeDuDd0AwgZ07/FcDPGFpqC4CfwfFqnaGGIDrNWvkHHclIAfgmgK+bf08DsA3AldBSoCsBbGXP/AA60tsMtHThXHbvFgBn93nnhQC+BeB7AN4BgNi9PwDwlj7PP9K8dxbA3QCuj5R5GXJ00DXTt9DR6K6D9lm4DsArVvv75n594P1q7j3Z/JbrAFwGYGS1v3Hu22PWt6cC+BGAYrW/7Wr/W0t9Cx0R9N3QjN8NAN6+2t839+sx6dcx0583QAcVOX+1v2/u24H79groIE22vR9l914O4Gbz7z+v9vdd6j8yPyYjIyMjIyMjIyMjIyNjHSCbg2ZkZGRkZGRkZGRkZKwjZCYwIyMjIyMjIyMjIyNjHSEzgRkZGRkZGRkZGRkZGesImQnMyMjIyMjIyMjIyMhYR8hMYEZGRkZGRkZGRkZGxjpCZgIzMjIyMlYURNRjiX2/TkTLmoOUiH5xBd7xBCJ6dJN7RPSrRPSSZWjDD4joOiK6MNGGjx/Dd51u+m7mWNWZkZGRkbFyaK92AzIyMjIy1h3mVPME6Q8IRNRWSn0UOinxcuIJ0PmsvtjvnlLqr5axHU9USh1cxvoBAEqp7wE4PzOBGRkZGccnsiYwIyMjI2PVQUSbiOg7RHSWOX8/Ef2KOZ4hoj8jomuJ6Eoi2mGun05E/0JEXyWizxHR2eb6ZUT0diK6CsCfENHLiOgd7N67iOgqIrqFiB5PRO8hohuJ6DLWnp8hoqvNOz9ERFPm+g+I6A/N9euI6GwiOhXArwJ4jdGOPZbVE9wjoj8gotea+58hokuJ6LOmDY8kog8T0U1E9D9YPS8ioi+bOt5NRK0G3/SpRPRtIvo8gGex6z9BRF8koq+Zv/abf46IzmflvkBEDzXfyGptv0ZEGwbp24yMjIyM4UNmAjMyMjIyVhrjwhz0eUqp+wH8VwCXEdHzAWxRSv2NKT8J4Fql1CMA/DuA3zfX/xrAq5VSFwB4LYB3snecCeCnlVK/EXn/FgA/BeA1AD4G4FIADwbwECI6n4i2A/hd8/wjAFwD4L+z5w+a6+8C8Fql1A8A/BWAS5VS5yulPmcL1t1jWFBKPc6U+wiAVwE4D8DLiGgbEZ0D4HkALjYa1B6AF6Y+LgAQ0RiAvwHwCwAeC2AXu/1tAI9TSj0cwBsBvNlc/1sALzPPnwlgVCn1Tehv+yrz7scCmKt7d0ZGRkbG8CObg2ZkZGRkrDSi5qBKqcuJ6DkA/jeAh7FbJYAPmON/APBho5l7NIAPEZEtN8qe+ZBSqpd4/8eUUoqIrgNwl1LqOgAgousBnApgL4BzAXzB1D0C4Gr2/IfN36+CadgeAKyp6nUArldK3WHacwuAkwA8BsAFAL5i2jMOYH+fOs8G8H2l1E2mrn8AcIm5twnAe4noDAAKQMdc/xCA3yOi3wTwcgCXmetfAPB2IvpHAB9WSt2+9J+akZGRkTEMyExgRkZGRsZQgIgKAOdAa5q2AkgxGwrakuW+Gt/C2ZpXzZu/JTu2521oTdvlSqkX9Hm+h2Ozj/ZrDwF4r1Lq9QPWqxLX/xjAVUqpZxpz1c8AgFLqCBFdDuDpAJ4L4EJz/S1E9AkATwPwJSL6aaXUtwdsS0ZGRkbGECGbg2ZkZGRkDAteA+BGAC8A8B4ishqqAsCzzfF/AvB5pdQhAN83mkOQxsNkhUvElwBcTEQPMnVPGPPIOhwGkPKVq7vXBFcCeDYR7TTt2UpEp/R55tsATiOi0805Z2g3AfiROX6ZeO5vAfwFgK8ope4x7ztdKXWdUupPoE1jz17yL8nIyMjIGApkJjAjIyMjY6UhfQLfYpisXwbwG8Zv7rPQfnmA1uo9mIi+Cu3L90fm+gsBvIKIvgHgemgN1gOGUuoANHP0fiL6JjRT2I/x+RiAZ8rAMA3uNWnPDdDf4tOmPZcD2N3nmaPQ5p+fMIFhfshuvxXA/ySiLwBoiee+CuAQgL9nl3+diL5lvvMcgE8N+hsyMjIyMoYLpFTKWiQjIyMjI2P1QUQzSqmp1W7HsIOIfgDgwgeSIoKIToQ2Dz1bKVU2KJ/7JiMjI+M4RNYEZmRkZGRkrA0cAHAlRZLFNwHpBPb/AeAN/RhAMsniAdy1lHdlZGRkZKwusiYwIyMjIyMjIyMjIyNjHSFrAjMyMjIyMjIyMjIyMtYRMhOYkZGRkZGRkZGRkZGxjpCZwIyMjIyMjIyMjIyMjHWEzARmZGRkZGRkZGRkZGSsI2QmMCMjIyMjIyMjIyMjYx0hM4EZGRkZGRkZGRkZGRnrCP8/r38MPicW1voAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (15, 5))\n",
"\n",
"ax.plot(df.index, df['Power'], label = 'HVAC electrical power')\n",
"\n",
"ax.set_xlabel(\"Experiment time [days]\")\n",
"ax.set_ylabel(\"Electrical Power [W]\")\n",
"\n",
"fan_baseline = 1.67 * 1000\n",
"plt.yticks(list(plt.yticks()[0]) + [fan_baseline])\n",
"ax.axhline(y = fan_baseline, color = 'orange', ls = '--', label = 'External fan baseline')\n",
"\n",
"ax.set_title(\"Electrical Power Consumption of the HVAC for Experiment 7\")\n",
"ax.legend()\n",
"\n",
"\n",
"plt.savefig(\"../Thesis/Plots/Fan_baseline.pdf\", bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the setpoint and measured temperatures:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (15, 5))\n",
"\n",
"ax.plot(df.index, df['Setpoint'], label = 'HVAC setpoint temperature')\n",
"ax.plot(df.index, df['InsideTemp'], label = 'Measured Polydome internal temperature')\n",
"\n",
"\n",
"ax.set_xlabel(\"Experiment time [days]\")\n",
"ax.set_ylabel(\"Temperature [°C]\")\n",
"\n",
"ax.set_title(\"Set Temperature and Measured Temperature for Experiment 7\")\n",
"ax.legend()\n",
"\n",
"plt.savefig(\"../Thesis/Plots/Exp_settemp.pdf\", bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fix some experimental values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Adjust power from kW to W and remove fan baseline"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"df['Power'] = df['Power'] - fan_baseline # remove the fan power consumption\n",
"df['Power'] = np.where(df['Power'] > 6300, 6300, df['Power']) # cap to 1 compressor to remove non-linear effects"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Average the Inside Temperature"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Take the inside temperature to be the average of the two sensors (`InsideTemp` and `LakeTemp`):"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"df['InsideTemp'] = df[['LakeTemp', 'InsideTemp']].mean(axis = 1) # Averaged Inside Temperature"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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>Power</th>\n",
" <th>Setpoint</th>\n",
" <th>OutsideTemp</th>\n",
" <th>SupplyTemp</th>\n",
" <th>InsideTemp</th>\n",
" <th>SolRad</th>\n",
" </tr>\n",
" <tr>\n",
" <th>timestamp</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>2017-07-13 20:00:00+02:00</th>\n",
" <td>18.827586</td>\n",
" <td>22.5</td>\n",
" <td>24.0</td>\n",
" <td>23.9</td>\n",
" <td>22.933333</td>\n",
" <td>91.714933</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:05:00+02:00</th>\n",
" <td>3628.965517</td>\n",
" <td>22.5</td>\n",
" <td>24.0</td>\n",
" <td>15.5</td>\n",
" <td>23.216667</td>\n",
" <td>121.538700</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:10:00+02:00</th>\n",
" <td>4391.344828</td>\n",
" <td>22.5</td>\n",
" <td>24.0</td>\n",
" <td>14.3</td>\n",
" <td>23.116667</td>\n",
" <td>101.481617</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:15:00+02:00</th>\n",
" <td>4392.466667</td>\n",
" <td>22.5</td>\n",
" <td>24.0</td>\n",
" <td>14.0</td>\n",
" <td>22.800000</td>\n",
" <td>163.710150</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:20:00+02:00</th>\n",
" <td>3777.482759</td>\n",
" <td>22.5</td>\n",
" <td>24.0</td>\n",
" <td>14.0</td>\n",
" <td>22.633333</td>\n",
" <td>90.039567</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:35:00+02:00</th>\n",
" <td>9.517241</td>\n",
" <td>22.5</td>\n",
" <td>22.0</td>\n",
" <td>23.6</td>\n",
" <td>22.766667</td>\n",
" <td>3.260000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:40:00+02:00</th>\n",
" <td>5.666667</td>\n",
" <td>22.5</td>\n",
" <td>22.0</td>\n",
" <td>23.6</td>\n",
" <td>22.733333</td>\n",
" <td>3.250000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:45:00+02:00</th>\n",
" <td>9.137931</td>\n",
" <td>22.5</td>\n",
" <td>22.0</td>\n",
" <td>23.6</td>\n",
" <td>22.750000</td>\n",
" <td>3.240000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:50:00+02:00</th>\n",
" <td>4.206897</td>\n",
" <td>22.5</td>\n",
" <td>22.0</td>\n",
" <td>23.6</td>\n",
" <td>22.733333</td>\n",
" <td>3.340000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:55:00+02:00</th>\n",
" <td>4.233333</td>\n",
" <td>22.5</td>\n",
" <td>22.0</td>\n",
" <td>23.6</td>\n",
" <td>22.800000</td>\n",
" <td>3.380000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1848 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" Power Setpoint OutsideTemp SupplyTemp \\\n",
"timestamp \n",
"2017-07-13 20:00:00+02:00 18.827586 22.5 24.0 23.9 \n",
"2017-07-13 20:05:00+02:00 3628.965517 22.5 24.0 15.5 \n",
"2017-07-13 20:10:00+02:00 4391.344828 22.5 24.0 14.3 \n",
"2017-07-13 20:15:00+02:00 4392.466667 22.5 24.0 14.0 \n",
"2017-07-13 20:20:00+02:00 3777.482759 22.5 24.0 14.0 \n",
"... ... ... ... ... \n",
"2017-07-20 05:35:00+02:00 9.517241 22.5 22.0 23.6 \n",
"2017-07-20 05:40:00+02:00 5.666667 22.5 22.0 23.6 \n",
"2017-07-20 05:45:00+02:00 9.137931 22.5 22.0 23.6 \n",
"2017-07-20 05:50:00+02:00 4.206897 22.5 22.0 23.6 \n",
"2017-07-20 05:55:00+02:00 4.233333 22.5 22.0 23.6 \n",
"\n",
" InsideTemp SolRad \n",
"timestamp \n",
"2017-07-13 20:00:00+02:00 22.933333 91.714933 \n",
"2017-07-13 20:05:00+02:00 23.216667 121.538700 \n",
"2017-07-13 20:10:00+02:00 23.116667 101.481617 \n",
"2017-07-13 20:15:00+02:00 22.800000 163.710150 \n",
"2017-07-13 20:20:00+02:00 22.633333 90.039567 \n",
"... ... ... \n",
"2017-07-20 05:35:00+02:00 22.766667 3.260000 \n",
"2017-07-20 05:40:00+02:00 22.733333 3.250000 \n",
"2017-07-20 05:45:00+02:00 22.750000 3.240000 \n",
"2017-07-20 05:50:00+02:00 22.733333 3.340000 \n",
"2017-07-20 05:55:00+02:00 22.800000 3.380000 \n",
"\n",
"[1848 rows x 6 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.drop(columns = ['LakeTemp', 'SolRad_DA'], inplace = True) # Drop GHI prediction and the non-averaged inside temp measure\n",
"df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute the Solar angles"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Get altitude information for Polydome GPS coordinates:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"Images/polydome_altitude.png\" alt=\"Polydome Altitude Source\" width=\"500\"/>"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"latitude = 46.521476\n",
"longitude = 6.569009\n",
"altitude = 395"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute the solar position from GPS/altitude data:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"Images/solar_angles.png\" alt=\"Diagram of the zenith/azimuth angles definition\" width=\"500\"/>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute the solar position angles for all the experimental times of day:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"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>apparent_zenith</th>\n",
" <th>zenith</th>\n",
" <th>apparent_elevation</th>\n",
" <th>elevation</th>\n",
" <th>azimuth</th>\n",
" <th>equation_of_time</th>\n",
" </tr>\n",
" <tr>\n",
" <th>timestamp</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>2017-07-13 20:00:00+02:00</th>\n",
" <td>77.726968</td>\n",
" <td>77.795211</td>\n",
" <td>12.273032</td>\n",
" <td>12.204789</td>\n",
" <td>288.783339</td>\n",
" <td>-5.802162</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:05:00+02:00</th>\n",
" <td>78.534908</td>\n",
" <td>78.607746</td>\n",
" <td>11.465092</td>\n",
" <td>11.392254</td>\n",
" <td>289.630841</td>\n",
" <td>-5.802550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:10:00+02:00</th>\n",
" <td>79.337991</td>\n",
" <td>79.416004</td>\n",
" <td>10.662009</td>\n",
" <td>10.583996</td>\n",
" <td>290.480180</td>\n",
" <td>-5.802939</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:15:00+02:00</th>\n",
" <td>80.135916</td>\n",
" <td>80.219798</td>\n",
" <td>9.864084</td>\n",
" <td>9.780202</td>\n",
" <td>291.331669</td>\n",
" <td>-5.803327</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:20:00+02:00</th>\n",
" <td>80.928349</td>\n",
" <td>81.018937</td>\n",
" <td>9.071651</td>\n",
" <td>8.981063</td>\n",
" <td>292.185610</td>\n",
" <td>-5.803715</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:35:00+02:00</th>\n",
" <td>94.508501</td>\n",
" <td>94.508501</td>\n",
" <td>-4.508501</td>\n",
" <td>-4.508501</td>\n",
" <td>53.359623</td>\n",
" <td>-6.350089</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:40:00+02:00</th>\n",
" <td>93.814709</td>\n",
" <td>93.814709</td>\n",
" <td>-3.814709</td>\n",
" <td>-3.814709</td>\n",
" <td>54.303944</td>\n",
" <td>-6.350290</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:45:00+02:00</th>\n",
" <td>93.112672</td>\n",
" <td>93.112672</td>\n",
" <td>-3.112672</td>\n",
" <td>-3.112672</td>\n",
" <td>55.241364</td>\n",
" <td>-6.350492</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:50:00+02:00</th>\n",
" <td>92.402637</td>\n",
" <td>92.402637</td>\n",
" <td>-2.402637</td>\n",
" <td>-2.402637</td>\n",
" <td>56.172104</td>\n",
" <td>-6.350693</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:55:00+02:00</th>\n",
" <td>91.684848</td>\n",
" <td>91.684848</td>\n",
" <td>-1.684848</td>\n",
" <td>-1.684848</td>\n",
" <td>57.096386</td>\n",
" <td>-6.350894</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1848 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" apparent_zenith zenith apparent_elevation \\\n",
"timestamp \n",
"2017-07-13 20:00:00+02:00 77.726968 77.795211 12.273032 \n",
"2017-07-13 20:05:00+02:00 78.534908 78.607746 11.465092 \n",
"2017-07-13 20:10:00+02:00 79.337991 79.416004 10.662009 \n",
"2017-07-13 20:15:00+02:00 80.135916 80.219798 9.864084 \n",
"2017-07-13 20:20:00+02:00 80.928349 81.018937 9.071651 \n",
"... ... ... ... \n",
"2017-07-20 05:35:00+02:00 94.508501 94.508501 -4.508501 \n",
"2017-07-20 05:40:00+02:00 93.814709 93.814709 -3.814709 \n",
"2017-07-20 05:45:00+02:00 93.112672 93.112672 -3.112672 \n",
"2017-07-20 05:50:00+02:00 92.402637 92.402637 -2.402637 \n",
"2017-07-20 05:55:00+02:00 91.684848 91.684848 -1.684848 \n",
"\n",
" elevation azimuth equation_of_time \n",
"timestamp \n",
"2017-07-13 20:00:00+02:00 12.204789 288.783339 -5.802162 \n",
"2017-07-13 20:05:00+02:00 11.392254 289.630841 -5.802550 \n",
"2017-07-13 20:10:00+02:00 10.583996 290.480180 -5.802939 \n",
"2017-07-13 20:15:00+02:00 9.780202 291.331669 -5.803327 \n",
"2017-07-13 20:20:00+02:00 8.981063 292.185610 -5.803715 \n",
"... ... ... ... \n",
"2017-07-20 05:35:00+02:00 -4.508501 53.359623 -6.350089 \n",
"2017-07-20 05:40:00+02:00 -3.814709 54.303944 -6.350290 \n",
"2017-07-20 05:45:00+02:00 -3.112672 55.241364 -6.350492 \n",
"2017-07-20 05:50:00+02:00 -2.402637 56.172104 -6.350693 \n",
"2017-07-20 05:55:00+02:00 -1.684848 57.096386 -6.350894 \n",
"\n",
"[1848 rows x 6 columns]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_solarposition = pvlib.solarposition.get_solarposition(\n",
" time = df.index,\n",
" latitude = latitude, \n",
" longitude = longitude,\n",
" temperature = df['OutsideTemp'],\n",
" altitude = altitude\n",
")\n",
"df_solarposition"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Check the difference between the real/geometrical zenith and the apparent zenith:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_solarposition[['apparent_zenith', 'zenith']].plot(figsize = (15, 5))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute the angle of incidence of the sun on the surface: "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"Images/angle_of_incidence.jpg\" alt=\"Angle of incidence\" width=\"500\"/>"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"surface_tilt = 0\n",
"surface_azimuth = 0"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"timestamp\n",
"2017-07-13 20:00:00+02:00 77.726968\n",
"2017-07-13 20:05:00+02:00 78.534908\n",
"2017-07-13 20:10:00+02:00 79.337991\n",
"2017-07-13 20:15:00+02:00 80.135916\n",
"2017-07-13 20:20:00+02:00 80.928349\n",
" ... \n",
"2017-07-20 05:35:00+02:00 94.508501\n",
"2017-07-20 05:40:00+02:00 93.814709\n",
"2017-07-20 05:45:00+02:00 93.112672\n",
"2017-07-20 05:50:00+02:00 92.402637\n",
"2017-07-20 05:55:00+02:00 91.684848\n",
"Name: aoi, Length: 1848, dtype: float64"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_aoi = pvlib.irradiance.aoi(\n",
" surface_tilt = surface_tilt,\n",
" surface_azimuth = surface_azimuth,\n",
" solar_zenith = df_solarposition['apparent_zenith'],\n",
" solar_azimuth = df_solarposition['azimuth']\n",
")\n",
"df_aoi"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute the Solar radiation components"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute `DNI`, `DHI` and `KT` from `GHI`, `zenith` and `datetime` info:"
]
},
{
"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>dni</th>\n",
" <th>dhi</th>\n",
" <th>kt</th>\n",
" </tr>\n",
" <tr>\n",
" <th>timestamp</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2017-07-13 20:00:00+02:00</th>\n",
" <td>32.174594</td>\n",
" <td>84.913015</td>\n",
" <td>0.328436</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:05:00+02:00</th>\n",
" <td>167.597825</td>\n",
" <td>88.433972</td>\n",
" <td>0.465824</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:10:00+02:00</th>\n",
" <td>104.009389</td>\n",
" <td>82.377507</td>\n",
" <td>0.418275</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:15:00+02:00</th>\n",
" <td>767.555215</td>\n",
" <td>33.326318</td>\n",
" <td>0.729609</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:20:00+02:00</th>\n",
" <td>126.334677</td>\n",
" <td>70.317711</td>\n",
" <td>0.436653</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" dni dhi kt\n",
"timestamp \n",
"2017-07-13 20:00:00+02:00 32.174594 84.913015 0.328436\n",
"2017-07-13 20:05:00+02:00 167.597825 88.433972 0.465824\n",
"2017-07-13 20:10:00+02:00 104.009389 82.377507 0.418275\n",
"2017-07-13 20:15:00+02:00 767.555215 33.326318 0.729609\n",
"2017-07-13 20:20:00+02:00 126.334677 70.317711 0.436653"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_erbs = pvlib.irradiance.erbs(\n",
" ghi = df['SolRad'],\n",
" zenith = df_solarposition['zenith'],\n",
" datetime_or_doy = df.index\n",
")\n",
"df_erbs.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute the `GHI` from the Erbs DNI and DHI and compare it with the initially measured values as a sanity check:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"erbs_ghi = df_erbs['dhi'] + df_erbs['dni']*np.cos(np.radians(df_solarposition['zenith']))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
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DSosqBizbKQktbTPO/Ol2IcqUS8/+GL2r5wEAquxsPxGd16J2jSxSUrsIgihfwr89gidvSdXPMSZ6aA1BEJ6SzOBKOXCUZlkayJmrIeSlCct7JaZNzH3yKqJCfZa9jQhd6sLkJmcOANR4VDsPOXMVxakffxXbvvxK9ECLvnHF6szJiTjuOPknXphGEEQZ09DUih3Pe13az6fGLmN1ZbF0BhEE4R0UhfMMcuZqCBa21szJcS0y51dWERM1Z86hZqlfnEknjpudOWuaJdcjc+TMVRb7HvlFy3vV5szNT1tlyI3+hARBVC+n/uqFuPGnO7JuFwilFgKVRNTyWfe/3IobH7m74LYRBFGGkJqlZ0heG0CUDt+aVdhCjWvOV1AJY83fDgBgQu7+fTpnThHImatkuJzA4599P4KjP0LC14im1WvoMn2+ODuB7oGtntlHEETx2Rc7ntN2gWBd8rUSd6Zhb1cuFcokgiDKGO7yipEoSkkgZ66GCMbnLO95XIuw1KlhTPsaXfcxrsNUeqXpwrTVzCERAwDI5MxVNmoCh89/yDH8ePd9ODz1EFbmyJkjCELDvAComiJzRz/31zjkhUEEQRQdORF3OhAuaZZUM1caKM2yhvAr1lVTnohAkWW08UUo9d36aDYBlPQXJpe145tbFhDlzxn/fst7riQwImxybOfbfBgAsDY/6fjMYGlhFuNXzhbWQIIgPEWR5Zy2Mztzh878RbHMIQjCY+IxNzE0ZzkOOXOlgZy5GsLHY9YBVcXC9DgkpkJo7gMAsCzS0paQOVeSLy899j9gsnZ8ungrC0ckVUlA5DJOBQ5YhlsGdmrbR1fSHmv174+g/1OHC20iQRAeEllLf82bUW01cwRBVCeJWK7XOs0HSwE5czWEn1v7h3EAC1PXtM9aNGfO0SfILoBiRk05c7c98ZtgMsnWVyKial11P3z5oxjkN7DauAWn/TcDAJ594b8g2NAKAFD0lhZu9HFnw3GCICqbaI7OHCdnrmaYnRzF4594J0796Ctem0J4gJszx5LTRIrMlRqqmash/PbIHFewOqv1D2vodKbVuWO6SG1OAFP041PBa0UhcGdfOQBQQ+1YlaNA/FkEG9sRqGvQxuOkZllrKLKMp//vL6BhbRSRQDv6wmcx8ZwHcMtL3uy1aUSRURUF8zeuoCOHbbkcy74RUdEszEzg0k+/jJ7j/xeH+Q08s3IdeP69XptFlJh43OnMcUO5ktIsSw5F5moIP6yROcaB2ILmzLV0a86cPc3SqJlzvSBtxa6CQmmWlYjI3ethhPp27H3HJ3Dstg9h58G7ENSdOU7OXE2hKgqe/Odfx+1LD2N34jRuDf8QPZjBLT+9H0/+3RtyrqciKoPoWhh4oDn5/onPfRA7vpp5sn7q7k9pLxKUnVHtXHnwXbj9mT9Ei7qAOJcQSCx7bRLhAbKLcq1rawJa3C8J5MzVEEFHmqUKdXkCCmdo7dTTLO195uyYL0xbZM5w5ojKIp0zF+gcRn1jCw7+zDsBAEG9nxSnCVvNoCoKnvjcB3B46rN4svlluPTab2Dx189j6Tcu4FjTi3H70rfw9P/9BXCVeglVC+Hlecv7O86llG3PSbtd99n3/HsR5xJAkbmqJh6LYvfKY4hzCStv+z5ONRxBnbLktVlEiTn1o69g+sITzg9cFv9pcb80UJpljaDIMvzMNmnnHGJ4EnOsFV2+dO0E0l+IzCSAAgCiYoTd6eKtJNI5c6391obBks+vTdgoMlczPPmJX8bh2S/hVOAADr73sxYZ+oO//UUc/fg7cGjmC7h28QQ27zzgnaFEwRAE0fo+VQgDWQwAaQKxMfjAFGfqlcwFmmhUCWd+/N84wGI4/rx/xIHhXRjzN6NhNbd6SqJ62PfoW9J84jb3o/lgKaDIXI0QizpFK1h0EcHoNJak9tRYljRLyyqLLc1SUuPGToUwmSgR6Zy57s07HWMRFsCRiU/h+Hf+M+MxVUXJ+DlR/oxefBaHZr+EKPeh/ec/aXHkDLpe9C4AwObPvhCJOEVlqgFVTX/tymIo7WcxFoCQcD5nZIguWxOVSPuP/xQzaMWu5/wMAEAJtqCJhykyT2gYcz/THFAA/TZKATlzNUIs4oymHJ56CDdFj2GhYXtqkLn/JNyahtsFUABD+ZKoJESXpfbHt/9OMq3STAxao/gDP/k1AMAz3/4MIi4rs7LsLqpCVA43vvk3iHEfwr/2DHpdHHsA2LTjluTr49/4l1KZRhSRTAsxSgZnbkVogS+2UAyTiDJgevwqBvkNXN7xjmT9NEJt8DMZF4//CFdPH3X9H/UdrR64quLE976QaQvbX0Cgxf2SQNkPNYJbZM6g/e73Jl87+szZL0SePjJHTlxlIrlE5g7/wh+7bhtjweR9+uIzP8QtP70fT5x7GHe85zOW7RQ5AQSCBbeVKA2zk9dxYO6bON7xChzqGUy7nShJWPmtq1j5yGEEz34BeM39JbSSKAaqkl7Qhu94GfDUd10/W/W1IBR3OnMSKEpfDcw8+FZ0AWjZfiQ5JjX1AAB2fPXVGfc9/6ovY+fBu4ppHlECTnz/c7j5h+9M+7mb2AmjyFxJIGeuRkikceaO3fYhHNyfvcmzm6PG7E4Ad67KEOWPZIvMnfXthbvMAcAZS369q3PjAIBAZMqxHUXmKpuL//O3OAQZfS//vazbNja34VTvy3D7+KcxPz2Otq7+ElhIFItM6qQ7X/B6xO75RQQ+0Ov4LOZvQ0vYGYWRGE3mKh05EcfW2BnMsFZsv+XO5PhNL/slHG9og5pG+Ca+MI7D5z+E8NQVAOTMVTprV5/M+Dl3mftRmmVpIGeuRohH0ygQ2iJxzsCc9eK0qBQ5InPkzFUi9pXzze/9ZtptfWpKEdVoHu6WeqWSM1exhJcXsHf88zje8Hzcum1/Tvv0PO8XIX3uQZz/8l/iyDs/XmQLiWKiOtLnU9TVN0GU3KcNiWA7mpcXHeNXhCFsKZRxhCdcO/c0trIETt32h+g0ff+BYB0OvPhNafebnbwOnP8Q5NX5tNsQlcG1c0/jyGiWVHrXyBzNB0sB1czVCIlo2HWc2WvkHDVzdgfN7My5p89QX5HKwp5mKfkCabeNC6nPFF3V0s2ZW5qbKJB1RKk59T//F01YRcPdv5PzPsN7bsdTDXdi98R/U9+5CifdQsxlcTitIwcAvL4DjSyC6JpVEENlJIBS6Uw/+UWonGHwlhfntV9ji9ZqXl0jZ67SWRg7n30j7ozCUWSuNJAzVyPEwlotg8JtoTd7KC4NydUVk5/GHKpn5MRVIvY0S8FFtdBgMZBKoeN6ZE6VnLVxm/7zhQWyjig1vZf/C2d9e7Hj1jvz2o/veiVaEMb5Y48UxzCiJKRTs9z6f45n3M/XocXfJq6ehmpy5oQ0i35EZcBVFYOjX8WZ4M3oHtia176BYB3WeAAsslgc44iSIUdzaEGRVLM0Xf/kzJUEcuZqhERYWxlbZo2WcXtkztGaIIPksD0yl9qTnLpKgasq/Mz2PaZRNAWAllf/FQBgnHVD1SNz3OdUvQSAC0//ACc+cDdJ1lcQ184fx2Z1DMvbMgsauLH7hW/AMuoQ+ck/FcEyotjIiTie/d7nXSNzV1//bcfYRXGb5X3rpn0AgPlrpyDLqXRsgQRQKprLJx/DAJ/E2q7XrWv/ZdYIMbZYWKOIkqNEsjtzbtlaAs0HSwI5czWCouesh1mD9QN7zVwaTUrX1gT2C9fWk44of9yESjJF5jbvvg3H644gKtQDCcOZq9OOlYhbtvV/7X7cFD2GsUsnCmgxUUxuHP0iAGDzc34u733rG1twtuNl2LP8Y6yuLBbYMqLYPPn/fhc3/+CXMXPyO5bxKPdheO8hy9jSey5h8Hd/aBnr33YTACA+fdHS3kCkyFxFM3dW+543HXzFuvZfFRvhiy8W0CLCC3h0Kfn6mpBG4dglzdKurUAUB3LmagRVT3NYE5ss445WBPbIXLJZuP5xBmfOzYkbu3QKz37wJQgvU/+hciQRjzrG3JpDm1GZBJHLYHFdIdWn1cytrixZtvNzzbkjMZTKoXnse7gkbkXP4LbsG7vQePCNCLE4zn7/vwpsGVFsmmaf0V4krJF0xaXpd3Nbp6MPZbCuATHuA2IrUEztDSgyV9mI409iCu3rviesBHrQEh0rsFVEyVmdTb6MC2naDrk4bmIOaZZP/vfHcenZn6zbNIKcuZqBRRawxgNQBJ/tgyzF6Rn6zDn7hziduchDb8PNkaO4dvKneVhLlIpEwupoqfaaShe4oDtzsq6Qqt/AR579vmW7Bq6J7mTqW0WUD6sri9gWO4OZrueu+xi7br8HU2iHePa/C2cYURIaZF2kwm8VNFLyEDCJsACExJpFBEeklfmKpn/lBMYaclO1dSPatgeDyhgiqznUXBFliz88mnyd3ZkzzxOzZ2rdfvyPsO3L64v8EhrkzNUIYmwJy6wx+2WVtl7KpX9ImsicWc1yu3wRAOCvt0YEifLAHjXLJUGWMwkiFAhJZ077HayNHLNs1wS9dYFCkblK4NKx78DPFDTszk+xzowgirjaeRd2rz5JqZYVRouqZ0/I1nRpt8hcOqIIQpAjlgUcisxVLtfOH0cvZpDou33dxwhsuhUi47h6kiIvlUzb2kjyteyiYA2YUipNc8BcInPExiFnrkaQEstYExpgb//NBOuD2iFu6WgzkL01gatLQO0KyhJDuS7Btd+BmsMtQRV8ELkMUTGcOf271Wvo7HCKzFUEkTPfQoz7sP3g3Rs6TuMtP4sgS+Dcj75cIMuIUtCsL75wxerMyXk4czEhCFFesyzgkJpd5TL5nY8iziVsu+ut6z7GltvugcoZls48WkDLiFIiJ+LoU24k3yvpInMucz/SUCgNG3LmGGO/xRg7zRg7xRj7LGMsyBhrY4x9hzF2Uf/batr+Dxljlxhj5xljL924+USuBBNLiEiNsDtzObcmcHHG0kXm3C5oe/Nxojwwvheu/y5yiswJWmRONCJzukPIbJNAA5X6jpU9iixj68wjONNwCMG6huw7ZGDXHS/BAhqhnk/ffJ4oY2StZu7phhcAAGIs3cTNSZwFISqRpABKnIsQKTJXkSTiMeyb+QaebbkbHT1pBC9yoLm9G+f9uzEw+jWLMA5ROcxNjcLPUs9xLqRZ4NEjc2YHLp/FHLuIGpE763bmGGP9AN4D4CDnfB8AEcB9AN4H4FHO+XYAj+rvwRjbo3++F8DLAPwDY9RNtFSElBXEfc3gdvXKLK0JUgqV+ufmi9ReC5HRYSNnrjzRvhdFvxXwXG4JggQJMvyKFonzL1zE2KVTaZ05rpIzV+6cffwb6MQC+L78VSztiJKEK423Y3jpKE3eKhDjOo41az3FVsXmnPdNiCFISirNMg5/0pmbnRzFsQ+/DmvhpUyHIMqE6+eeQj2Lgu24Z8PHWj3wdgzyGzj5gy8WwDKi1CxOXrO85+mm7m4CKIxnbHFlhtoYrZ+NpllKAEKMMQlAHYAbAO4F8KD++YMAXqO/vhfAQ5zzGOf8KoBLAO7Y4PmJHKlTw0j4XOrWHGqW1p8Ez+CE2QVQmE350nKcHC9movg89k+/gekHhjFx7TwuffkvAaTSK3OLzPnQgjB2J04DAG4Lfx8Dn3kumOJ+IyY1y/Jn9dmvIML92PPC1xfkeMqWu9CBRVw9fbQgxyNKSHJRRrsbRPyt6be1kRCC8KvRpABKgvkg6RkcVz/7Ozi4/AhOP/LpgppLFIfZ85poWc/OIxs+1s33vAWLaEDsBKVeVyJrc6OW9+mcObeaOe1tbov5nMSS1s26nTnO+TiAvwFwHcAEgCXO+bcBdHPOJ/RtJgB06bv0AzD/Isb0MQeMsV9ljB1jjB2bmZlZr4mEiSa+AjXQnEynM7D3lcvaZ46bI3Np0iwppbKsOTLxKXRhHnOj53F46rMAAFX/3nOpmYMguQ4z1d1pUykyV/Z0zx3FxdD+DadYGgwf+hkAwPRxSrWsNJiqOXNCdBEAEM/DmVOkEPxqNHnNJyAlBRAkWavJE4OF+Y0RxaXu0tcwzrrRv2XPho/l8wcwEtqH7mXqOVqJxObHLe+zR+asc0CjNt99l5QDR+U462cjaZat0KJtwwD6ANQzxt6caReXMddvjnP+Sc75Qc75wc7OzvWaSOhEI6sIsgQQaoNTACXzT4DbGoFb0yxtzpxLvnTyOJRmWXZwNfWdqGlVTF32E32u40K6NEsSQClrZm9cw5A6irW+9bcksNPZN4SrwhCaxn5QsGMSpcG4jlW/lsmhdu7OeV9FrENAjaZq5lgqzVKStbRsKdhYSHOJIrE5dgFj7c/NOkfIlWj3bdisjmFpbqogxyNKB1+bsw6kqZlLJ4qnZJgDqOTMFYSNXKUvBnCVcz7DOU8A+BKA5wCYYoz1AoD+d1rffgyAuYp2AFpaJlFkVha06Cara3HUzNnTLJmQTRAlfWFrRtUiukjLAnMNk7mWTUXuapaw9yo0htV0zhylWZYzI8e06Fn7TS8p6HGnOg5ha+wM1UFUGEbNXM/z3oxnjvw97rjvf+W+L1fQgxlMPqP9pmTmg8RUcFWFT1e/lQJ1hTeaKCiqoqCBr4EHc4/KZqNhu5auOXLihwU7JlF8IqsrEKKLWOMBPNb7ZhyvO5I+MpcmOytTmY1saoWiUjnOutmIM3cdwGHGWB3TVDPuBnAWwFcBGDq2bwXwFf31VwHcxxgLMMaGAWwH8MQGzk/kyNTVkwCAUOcWOCJzjoiM7X0eoiapGjpqTVCuzM+k0iW4KS1SyaNmDqJ7mqVIaZYViXrlB1hCPbbs23htjBlp8+0IsgSunT2WfWOibBD061iQArjlpW+FIOauUyb33goAYJNaOp3CtIWf6RtXEVA1Z47qp8uflaV5CIwDoZaCHXP4pudD4Qxrl39asGMSxWfyb5+LQzNfQIQFceSdH8eB3384falFmnlepjRLywIzzRPXzUZq5o4C+AKApwGc1I/1SQAfAHAPY+wigHv09+CcnwbwOQBnADwM4H7O0zYqIwpI+Ko2mRrYewT5tiawp1lmcsqY7a/tQNkNJYrOwsRI8jVXTOkNRmuCHNItmeh3HRfTROZAaZZlC1dVbFp8Epfrb4UouT+g18vATS8CAMye/E5Bj0sUFyPCLqZZtMnEvlf+mnYMXQxpsW4zAODqI/+KANfSLOmxX/6EF2cBAEJd4SJz9Y0tGJGG0TjzdMGOSRQXrqoYVjUly2a+khrPFpmzsTgzkTZDw5KCSfPEdbOhZGjO+Z9wzndxzvdxzn9RV6qc45zfzTnfrv+dN23/fs75Vs75Ts45VcaXCN/UCUyiA21d/S6tCexNwzM7dyzNa+29u5IRQDVz5cLyxOXka9VU45aPmiVMNXMLSCmkijxNZI6cubJl/MoZ9GAGiU3PL/ixewa34aowhIbR7xX82ETxEPTrWFiHM+cPhAAAgfgCAEA8cB8ALQsgxI3InILJ0UuUflvGrC1rzpyvvnDOHADMttyE4ei5pNopUd7MTacyeSRmiqjri75rPGDdIY0z1vfgIVz+6ztdP1PM7WtIzXLdFKaylShrusLnMFG3U3+XJTKXts+cW0NwW5olraqUPYm5q8nXZmGSlDOXvYk8MzlziukWIvIErgsuArWUZlm23Dj5XQBAz80b7yXlxnTbrRiOnqN+c2XO0c//bfK1EWEX1hGp9fm0qP3+mBZ9EUQfFM4AVUYdjwIA5Ogqev71Njz7sV/YqNlEkRj88msBAIHG9oIeV9h0CPUsimvnnirocYniMDd20f0D3emKsKBl2E0o7+je/4Pz0i60JtyFbyzzEErBXjfkzFU5a+ElDPIbiHbsA+CcrNsjcVkCc9Zt09TMuapZkqNXFrClVHcQ8000l/TKJCYBFLNgiqQmMBccwuKvn8dZ397UseU06ZeE91w/iiXUY3D7zUU5POu/FfUsitFLJ4tyfKIwHDr9Z8nXkl4zt540S7vyIRMkKBABVUaAacdVZS0id3CZ0m/LlaD+XQXqc28Ynwu9e18AAJg5+6OCHpcoDuGpK67jRk/ZqM2ZcxNAOfT638VS47a0AnnmNEvqM7d+yJmrcqaunQMA+Lq3awMO9cosrQmSDlpqJLkvtztzbtE7Y4icuXIgGB5FlGvOmFXNMvdbQbr0K4nHoYp+tHT0WBYNDp39S5z84Vdc9yFKy42R83jyI/clU9y6lp7FSGhvXiIX+dC58zAAYOb840U5PlF4xA2kWdphogAZIphJAIFalZQ3RuuAKPdhaM8dBT12/5Y9WEAThLEnC3pcojjE5665jhuKt3EWso6nccY4Exzq5waqxZmjeeJ6IWeuylkc18LkTb07ALhE5rKpW9r7zOUkgEKRuXLj+KMPYf6BQXTGrmFS7AVgS2/Ip8+caVvzDVriCaiCLo5iWzRYHSFFw3Jg7rPvxO2L38S5x7+BpfkZrb9c921FO9/g9puxxgOQx0j0oFKQ+PoFUOwIok9LxTYtHJEzV96c+8/f1/4+7+8LLorEBAHX6vaia+V0QY9LFAdh6bqzLg4pkaSEYBdDSzPPy+DMKTZn7pkPvQLHP/jSddlby5AzV+XEZrQweffmXe4b2CNzWfMsTZE5cK0ewnifKUROzpyntP/4T9GGZfTxaSwGtbq29UbmzA6/0RAYAHxIgOtKl/Zvm6dpKE6UFvNCy8iz3wcANG57TtHOJ/n8uObfiuaFU0U7B1FYJD0yxwrhzAkiFCaCmduWUA1tWdOxqLWV2Hbo5UU5frRtDwaUMUQjq0U5PlE4QqvjGJcGHeOGWm1CsAugOF5oMCFtmqWlnlpVccvaT3AgQpkc+ULOXBWyMDOBiWvnAQB8dQZxLqKptVP/NL/WBCknzO1C5BYnIFPTcJ5mVYYoPdGmLdoL82p5Ps6ckMGZS67U2X5XMinXlRcC1i7/FDIXMHzzC4p6pqXWfdgcv0QKdmWKve+bxLXvSSpAVIYJIhSIEOMpWXNVcVe9JbyHqyp65XE83vl6NDQVVsnSwN+/HyLjGLvwTFGOTxSOlvgNrAT78ORNf4bLr/tWctwQSVJszlzaXsMZInPcMg+hRf/1Qs5cFdL68V3o/X9arrsQW8IKa0hNwG3OmyDk1prALYWSgVvSNoUMAihE+RDaoU3e3dIsc/ruTJE5ydQzysdl8KTSpS19V46u01qiWDTOPI0RaRj1jS1FPY/YfwvqWAyjF48X9TzE+rBHSHxYvwCKHUHyQYUAX3wxNWhy5sjBLy/mJkdRx2Jg7VuLdo7ObVpj+fkr5MyVM1xV0aVMI944iNt/9r3Yuv9w8jMh6czZ0iyNshxblhZnIoQ0mVtUM1cYyJmrcqTYElaFhuR7p/R85pq5TNcWsx0voyNAF2nZ0L1Nr5FaZ2QOlshc6gYtQAX0voWOfoaUZllWcCWBLdGzmGs9UPRzde04BACYOX+06Oci8ie8NGd5n3TmJJ/b5nkh6JG5oLycHDOvxC/OTW74HEThGD2lqUw2bj5QtHP0De9FhPuhTlLqdTkzNz2GIEuAtW5yfCbpzpwq2uvpnGqWAPTIXJo0S5nULAsBOXNVxvJi6sF84S9uR0vkOiImZ87pvGWrkbNG26wCKByqmzPn5riRM1c2GJM0blaYS0bmssNYasXenGYpQAUX3FURmUrOXDlgXL+Rk19BHYtBHDqcZY+NM6CLoKhj1FuqHFm2OVQ+Pc2yMAIoIlQmok5JpVmaF5GWZ8dd9iK8In7hu1jjAWy79UVFO4coSbjm34bumccdKb5E+TCr95gLdg45PjMUb1VHmqWzz5w2kKFmznQ/uH7s4fWaW/OQM1dlrK0sJF/vkC9gq3IFMakptYG9ZM7eFyiPRnOMc9fInLuaZc6HJYpM8js3iRLkJYAipL5ziaUexqI5MmdfNKDIXFlxaP6rAID+/S8s+rlEScKl0H70zT1W9HMR+ROeHbW8D7E4ZC4UpF2FpmYpIsTXkmPm9O4wRebKip75o7gUugn+gL1/WGFZ3vUGDKsjOP/094p6HmJ9rCzNY9fXfhYA0Ny7zfH50v5fAgDIbbZ0XGOi55JmKaZtTZBaEL79+B+t1+Sah5y5asPFa+qPXjC9y5Jmaf+c2x00c82c1QlIF0YHtNSa44981hI5JErD9PhVy/tknaQlMpfHxC3NtiLjQDIyl/odTaAzqX5FlA9nfPvQM7i9JOda23wXBvkNjF8hSfJyI75wwzG2yJpctsyfZGSOR1KDppX42BI5c+XC/PQ4NqtjWOs7UvRz7XzRm5HgIhae/u+in4vIn4uPfTX5unPA6czdfu+7gQeWINS1WcbTR+aYSRzFimqahxDrh5y5KsMt5zgsNKY+tztv9rQ4IbMAilWlyKo9lO5iBQD52L/jwI/fhdNf+mDabYjCc/IHX0LXPx/AIE9N2JLpU5aauTwispmit3q6prlmLiLUJwumCW+pk5eSr7f97qOOyHyxGLj9XgDA2JP/U5LzEbkjLzmduRWhuSDHFkQ/VIioY6bFHHNLFFK5LRsmL2stCeo2HSj6uZrbOjEiDaNhjurmypH41VQWRWaBLPvivz4HdKmZSxeZ42mcOUrBzQ9y5qoMt3RG31u+lHpjF6bIklZpVxdiltfc0kA6U5plfXQKACCujGU8H1FYwm7NupOROZMzl0fTcMcCgPVD44V2Cs4gC36IKsmRe80z3/4MhtWR5HuhRI4cAAxs24dl1AMz50t2TiI3hNVpx9iaVChnToBij+SbWxMoMsavnMXCzERBzkesn5WxMwCAzuF9JTnfYsMWbI6do0l7GdK4oGVQPDZ8f8bt7PPHlOq57TsVRC1zxwWzmqWZWCziOk64Q85cteHizfUN7TS9s0fm7D8B9zRLweVCZA4BlOROjm0FXcI+tOZcBSZKi6jXwjBzmuU6a+Yc2NIsOQCZ+SGqtALvNfHz37G8L4TART7MCp0IrNGkvdzwR5zOXMy//h5j429JNfwVRAmqzZlj5kUkVUH/pw7D/7ED6z4fURj47AVEuB/dLml1xUBp34UmrOHoQ39ZkvMRucFVFYPxyzja/hoceWuW78YRDEivZmkc205aZy6y5jpOuEPOXJWRrU+HI80yz0id/SI1OwFGbxHmYoOgqx62xKcyH58oGPFYFEeuftwxnozIqM4+c+7N4a2Y1SydnxkCKMbRGBTBR5G5MkCQrSudpUqxNFgJdKMxRjVS5UZdbMYxlgis35lr7xlMvhYlH1TYInOm3pTG63pGfSi9JrR0GTekgYII3+TC7le9BwDAV2iBp5y4MXIWTVgDem7KYWvb/JGnbxoOAIqL48YV9zTLRJScuXwgZ67qyJKy4AiLZ0mzhD3N0t40PEUmARRRf2i3qfOZ7SMKxolv/bvruKBHZNi60ywzbGtE5pgRmWNQBT8kTjVzXiPK3j4co3W92KpcxYnvf9FTOwgrzbLznqw29Kz7eIIp4isIouPeYo/MEeVBZ+waFuqGS3a+5rZOrPKgJUOE8J7Js1q9XPuO7G1rnIv/7qU2xiKv6hKZM/edNBOnNMu8IGeuyrBfLM++4J9sW9guPlv9k1tkzhoatzpzZjXLVM2cEyMyV8+iiEZW3Y0nCkpi6qzreDK9jq8vzTKdmiUA1zRLRQiQM1cGSIq3D8eeF2sr8atXHs+yJVEqrp0/jh44I3O+zq0uW+eGOX1XdEmzNGcEgCbyZcHK0jx61Bkk2kqjbmugMNH6eyA8JzH6NGLch027bst731Q/YntrAr2G3uV6T7egk4itQZFlHP3YL2HiGtVaZ4OcuWrDdhE19VgfytyRVgnbe9tPIo+0TQFpQuxI1cwBwPK8s0aDKDyBpSuu40ZrAmtkLvfUmow1c0ZuvOl3oYp+SJzSLL3Gp3gbmdu8+zbMoBXiMokglQs3vv+vAIDTfmtKVVPfjnUf0yysI0i+jDVzlpRLwjOunfwxBMZRP3xHSc+rQASj30BZ0Th/Ctd8wzn1GnTMJ9P0mTPmlW71celaEyRiazh/7BEcmv0SFv7jHbmYXtOQM1dlONQnHZG2zK0JnNurlmM61CxdBFDc1Cwl0w17ZZ7q5kqBL7HiOm5MttzSLN3qHe2wDI4fs6VZQk+z9JEz5zl+1fu6pHmpC6EI1ciUC9LaNKbQjpWhl1jGuzfvXvcxzWnYoiiC6zW2Ue7TPjdnBKQRPyBKS3jkKQDA4N7nlPS8CgSKzJURmvjJRSw078lxj9zSLI2MHdc0yzT3ADkWSWWF5TAvqXXImasyHCJC+TYJdz0mN78x7Wt35tLX6xlplgCwtkDOXGlI0zNQEKBwBsZl82DuR81UM5cUQEnVzHFBgghaffWagOp9DcJqsAetcRJBKRcCsVksSe048JrfwuOdr0+ON7d3F+T4oikyF2EhAAAziyHRRL4sEOYvYwGNaO3sLel5FYjWSC3hKTMT1zTxk67cFnPS1szZ+x3r84vRs084jpEuzVKOR7By4mvaNtmE+Qhy5qoOx0XkyKO0vs0SmXM6h9YonbnWKiWA4qZmmbIrtkzOnNeoECw33HwEUIQMfebsvyeuDaZtGEqUjhD3Xh0s1roDveokIqvuUWOitNQn5rDmb0ewrgGH7/+Xgh9fFKVkCncUAQDWyBxk76PFBFAfvoZpqb/k51UYpVmWE1OXjwMAGgb257iHe5qlW585ANj9zTc4jpBOACW6OInDk//heh7CCTlz1Uaa/h7Jj7O0JnCL0HC7g2g6msrMkbn0AigSZKxwbWVWXqI0K69RIay7Zg4ZInPMIYDCACZaIrOEN7RjyWsTEBzYD5FxjF14xmtTCADNygLiwY6iHV8UJXD9npAQ/FA5s9x3GDlznsNVFd3x61iu31zyc2uLivRsKBdWx7Rm4T3bbs5tB4c6uhGZs5f7pJ8zpI3MmeaJ+Sw21yr0X6jKcLQSyLagkUNfOWsdXvo0S5Glj8yJXMGK0IhVHgSWxrMYRRQbFdY0y7yahpturE/d8WHMoiX1oUtrAi6IENIuCBClwK1Zqxd0btUU0havkjNXDtTxCFR/U/L9tfu+h9l3nSzY8ZkgJGvmVIhQbJN3cua8Z/zKGXRgEepAacVPAEBllGZZTgiz57CARrR19uW0fbo0S0eLrHU4c1ihDK58IGeuysgqgGJ7L9ijLPbt7cfL4MxlQoQKFSJmxQ741ygyVxrSFw2rECwKo/nVzKWieLe94h24tOOXHcex/C6YSGmWHnD083+Dp76hqRUuL855bI1G3/BurPEAlMlTXptCQLsvc9P1vHnXrejo2VTQc/BkHa2g33dSk3eBnDnPmTjxKACgZ/9dJT+3CtFZX0V4RuPKZUz4Nmeui7eQJs3SniGWoTQjXXsSaTVVW51X66Qahf4LVRtpCk9NA7a3WdIu4XQQzUdyu8hc1SyhQGUCln1dqI/SiovXKMy6Qm5MuHJxzR03elOKpluaJRdSztzSA3144u/fvG67idw5dPrPcdsTvw080Izpa+49B0uNIIoY9Q2hcfGc16YQgCZMJEjZN9wAXD++ygQ9IyB13xEUcuY859pPsYAmbNpxoOSn1mrmKDJXDnBVRV/iGlaatuW+U7o0S7i3JnBDibn3Ha6LpVpYkQBKdsiZqzJU1R5JyxaZyyaAomasmXO7yNzk7UUoUCEi7m9BnULiB17DbZOqfHLS7Tdms3NnF0DRBsWkAE4zVnHH/P/kaS2xURZGjnttQpKlph3oj18pm9TPWoWrKiSmFt+ZM3pM6ZE50ZRWJ6qxop6byE7HyllcC+3JIxpTOFSI1gwRwjPmJkfRjFXwjp0bOEqayFyG+YW6OGp5f3Tv/wEANCVmzQfYgE21ATlzVcb8ox+xvLc3eM4qgJIFS5ol5zmHv0XGoUKA4qtHkHsvkV7raA/R9bYmsDlsbpE5/WfFwQCB0ixLjd1RUspIQZZ37UULwpiZuOa1KTWNYvR3ypQCVQCMyBxngiMjQKTInOd0KNOINQx4cm6V1CzLhsmkkuXe3HfKMTKX6R7jWxmzburThPLa1PnkWK7lPLUMOXNVxMrSPG5f/KZtNHNNnH01Lmuapa2BeD6tHFUmQvXVo46cOc9RbDVzPI8JnSDaornmfZOr/EaaJbTIHOMUiSkha6vLlvfCyg2PLHHSOHQLAGDiwjGPLaldLj37E8T/Qp/AC77insxWMyeaFpEkisx5yvLiHBpZBLyp9G0JAG1OIFCaZVkQNpQst9+S+05pnbnc1SzrI9ZnE/P5IXMBdcx0b6A0y6yQM1dFLM85V9+dzlmWJuKONMtsAii51cwB2sos9zegnkWhKrQa5yUczCaAYtTMZXfPBUeaZcqZM9J2k03DGUuuyiUjAUTRWVmYsbwPro4hwv0eWWOlf+dBAMDa6AmPLalNuKpi+TsfSE6WXFOjC3k+w5ljugCKqU2Jj5w5T5m7cQUA4GsrrOhNrlBkrnxgs+exhHq0d+UepXWU8SQFUGw1cxlSeEPKiuXZxJiAOKwLTCSAkh36L1RFrC66pFJlWdHIKc0yrQBKOjVL9+1ViGD+egBAZI3q5opP+u/WoWaZTxqDvTG42bkzbtrJ31XKmZPlRO7nIDbE6qLVmeuNXMKob8gbY2w0t3ZgEp3wzZ7x2pSaY/L6RbA/a8Wt4R+mBotcM2dc/2pSzdLkzPF4cc9NZGTq6a8DANq3HPDk/JxRzVy50Lh8CTfyUrJEzpG5TGmWAlTIEC0jlqicy3kIJ+TMVRGRxUnHmDMwZ/3KswmgMKhp1SwBd+GMdNEdlQlggUbN1hXvGxhXMyNnj2F/7Om0n3PbCnleaZaCPVU3k5olwPSVeTlBE7dSEV1ZsLzvwjwWWvZ5ZI2TydBWtIcvem1GzTHyk885xphYojRLxlycOW3SluAiwssLlLFRYpqvfRsXpB0Y2n3Qk/OrTCJnrgzQlCxHsNyYh5IlALsLsR41S4GrUJlZRM2l1Idq5rJCzlwVEVuacYw5U2gyp1Vmuui0vdfXZw7QVuHEYAMAILK6mPN+RP4MPHRPxs9VJkB0SbPMBcbS18w50ixNkblEjMQOSoXqktLK27Z6YIk7kbZdGFDGEIuueW1KTcFmLzgHi65mKSb/qhAgIvXb9OuROR9T0PDhITzx/36vqLYQKVRFwWD8iqeLPBSZKw/mZ26gBeG8lSwdbYz19ErBoWaZfn7BoEIxRebcs8XImcsGOXNVhBp2ceayNA23O3tuNXPW1gTZnbl0l53KRIhBLTIXozTLoiKxzGIj9tqVjahZukbmzL8jfSwWde8nQxQBlwkSk8qjZg4A/H374WMKxi4c99qUmkKKLTrGBLHYaZbavYWD6YtIKWcuwK3pVAPjXy+uLUSSiWsX0MAiYD37PbNBZaL1OUR4wvjZowCAhk035bejI5PL+Gudfwhi5sicDNM9iIk4FTiQ8TyEE3LmqomVCceQPdLmcL6yXSScZ24a7uoEpBFAgQBfSHfmbGp7RGmxC6DwPCJzjhuzpTWBdWLIwZJjCXLmSoarcmgeDnux6dh6KwBg/sozHltSW/gTLuntRY7MMVNkDmDo56na7iCsqdcxIVRUW4gUk2d/AgBo236HZzZwJlkzRAhPWL36BFTOsGnfc/PazxlF43jm25/BkHrdtmHmmjkVts+f/zu2o5Izl43yeboTG8a/6ubMZWsanrl1geN4PIfIXBrnjzMRwaZ2AEBsZS7jeYjiojLR+hDVfwe5qFnaI3Nm546J1po5pEmzPPfkI4isUnS2WHDudOaypVCXkv6t+xDjPigTJ702pSbgqoqluSmEZOciGityZI6b6miXpXbLZz5mncjHyZkrGYnrxxDjPmzefbtnNnCBInPlQHDmBEbFfjS1tGffOAMMKm756f3O8Uw1c7DXzImQAnX2A2zIrlpgQ093xlgLY+wLjLFzjLGzjLEjjLE2xth3GGMX9b+tpu3/kDF2iTF2njH20o2bT5hpiLm0JsizFYEzzdLansDegjyfXGbOBDR3arK3iSWnWAtROrTaFbMzp4kg5NLc2yGaY+pTZbQt4MzaZw4A5Hiqv+Cur78OZ/7xLesxncgBN2eunB6Iks+PUWkT6hfPe21KTXD0Px5A8//dgSH5quOzYjtzqYgwx6b3Ppxx04RIzlypaJo/iRHfVvj8Ac9soJq58qB37SJm6vOrlwOcLQPSPWFYhjRLBm6pmQNjkPz2+0D5PLvKlY0u1X4UwMOc810AbgZwFsD7ADzKOd8O4FH9PRhjewDcB2AvgJcB+AdmV1IgNkSbPO0ctCsDZXHesmNrGu6qZumOykS0dPRqr1dc2igQJYODQTA5bqyuDQAQYNnbB9j7zAnmWixbZE5Ls9SduZi1WXxv+FS+ZhO54pJmWU6ROQBYaNyB3tgVr82oCTpGvgbAvZa2+DVzqcd8XUNzxk1FldqXlAJFljEUv4iFVu/q5QBKsywHluam0IMZyJ17897XLc3SfcP0U30RKhRzqQYT4AvW245Kzlw21v10Z4w1AXgBgH8FAM55nHO+COBeAA/qmz0I4DX663sBPMQ5j3HOrwK4BMC7ZO0qY3F2Eh1YdPkkc2TO2ZrA/pNI35og3z5znInw+QNYQBOENadYC1EYXOulbKhMtETmpKbO3E8g2J05U2QuWX9jcub0yaIcsyoX0kO8eLhF5ngZReYAQOnYhQ4sYmmOFnaKTaZ+bubIejFIrdlmT+EOKFRXWwpuXD2NOhaD0Hezp3ZwwfocIkrP6LknAAD1m2/Z8LEEt4wQZEuzVCw1c4wJ8AVskbkyW4gsRzbyX2gLgBkA/48x9gxj7F8YY/UAujnnEwCg/+3St+8HMGraf0wfc8AY+1XG2DHG2LGZGZr058KYfkHayRZ5y5ZmaRdAcbQmyOci07ddFFrhj9D3WizmpseybsOZNc0y0NiVYWsr9jpLwZdK0xFEp5qlEZlT4tbIHD3Ei4juKD/R8orkULlF5vydWquE6VEXuXyioPhsqpFmip5mmUcPy5AaLqIhhMHMlRMAgJbNeaoXFhguSJYMEaL0hEc0EarenfnXTub6TMk0D2XgUJk1zdIftNbMUWQuOxt5uksAbgXwCc75LQBWoadUpiHnEA7n/JOc84Oc84OdnXlEDGqY1fEzruNOARRbjrNtYp497dKWZul2zrRNw7VJw5rUhICbqhpREGaunc26DQeDZG7ea18Jy4Bom/yJpjRLQ7nSrc+ckrA6c/QQLx5GdFa19A0qrwdic992AMDyjUseW1L9+E2RuTVurZEyR9aLQh7OXLc6g/np8SIaQwBA7IaW4t6/3dvIHBhF5rxGnD6NWbSgo2cw/50drQnSZGWlye4CAJGrFmeOCYLDmSuneu9yZSPO3BiAMc75Uf39F6A5d1OMsV4A0P9Om7Y3/1oGANzYwPkJE3z+KiLc2UcqaxPwLJ9z2CNzKQTG4fYTSquIqJ8rLjUiqNAKbLFYuZE90qFCtIqd5HOztE3ORJ/f9JFz4mZE5tS4tWm4RA/xopFMsxRTE3X7wo3XdG3aAQCIz5AzV2z8SNWirTHrwk0xInOnX/JZnHrxp40TaH9sEzqFO+85ElNx/uF/LLg9hBXf/EVMoBP1jS2e2sHJmfOctvB53AhuX9/ODmcuzQKt6dq3l4E4WxMICARJACVf1v1055xPAhhljBlLv3cDOAPgqwDeqo+9FcBX9NdfBXAfYyzAGBsGsB2Ae24gkTeBleuYEnsc4w51yiytCVyduwyrKvnU4Ri9zGRfI0Iq1UYUC2U2++SYM2Z9iDKGabTh2VD2Mlb7b0Y0p1namoabBVC4LTJHNXPFw3DmmMmZK7e6g8bmNkyiE/5Z96wConAETJG5OLMu+gli4SNze5/zCux73qsBOFuZGFgaBQOYRQvO+Peje+SrBbeHsNK2ehnToWGvzQAEyZIhQpSWeCyKQfk6Vtt2r2t/R+JXmu04l5OvVZszJ8IemWPw+4PW/cvs2VWObHRJ7jcA/AdjzA/gCoBfguYgfo4x9g4A1wG8HgA456cZY5+D5vDJAO7nnK7iQtEcvYHFQB8QsTZrdKZNZnbe3GrmbAPa/6uqnmaZ+0VmXJCqvxH1IGeuWPiXRrJuw5loVbZjDF0PXEUulXN2Z07ymdMsjc/MNXN66qXdmaMV2eKhujlz5be6OVG3A13hc16bUfWYVWoV22O/dGqWtsic7dmhQkC4fhM6F35aXHtqnFh0DQPKGJ5uzq9BdDHggogg4jj1Vy9Mu03U346bfv0/4Q8E025DrI/R809jK1Pg7y9Uum2aNEs1Na4oMkQpdc/RtBesNXPOLJLye3aVGxu6i3POjwM46PLR3Wm2fz+A92/knIQ7reo8ZupuBiK2D+wrGo5OBVkuEs4Bk0KRkULJOddbE7g0DU93QeuTejXQhAYegaoorml5xMZojoxm3cbZHyb3m6VdAVWUzJE5/ZZijswZk8WEVYSB0iyLiEtkrtwEUAAg2rkfg9d+gpWleTQ2t3ltTk2gMNEy5ypGZM5M2sgckwCk7gkKRCjBdjTzFW2xsMzSgquFqyd+gl1Mhn/4iNemoGnfK3Bu9jhE1V1ttUFexL7YcYyOXsTgNm/bKFQjc5efwlYAndvdpvG5YBNDS5fFZRpXFdnykSMy59LGgCJz2SnykhxRChLxGFqxDLW+G5izfehwtvJrGg7YmoZzbhvLv2aOBZsgMI6V8BJN4IpAl5K9IbvdCc9n4mTfVvKb1SydAijJyZxsq5ljKhLxmKdNa6sVXiGRubrNtwHXgNEzR7HnyMu9NqcmUJg3kTn7c0GGddKmMAmsrhV+JiMcXkJDU2tx7apRFi/8GACw6eY7vTUEwN7nvhJ47ivTfn7sa5/E4LHfg6rQwl8xUKYvIM5F9G/Zt74D5NhnztwqRzE5c1xVITDuEEABADywBDyQuS8lkYLc3SpgXpeiFxq7HZ851SwzT+Idk/o0Ky3GxZlX7yr9ghWC2gW6ujyf+75ETiwtzKIJq5hFS8btVMfqV+7fo13NUnITQEn+Llgqkmdz5gDgxtXsyptE/qRq5kwpsGW4utm/6xAAYHnkaY8tqV7sE2GFWSNx5pSnYuC20g4AbVi2vFeYCKGhAwCwPD/ttgtRAHyTxzGBzvWpF5YYoweiqlAz+WIQWB7BpNiz7nuAPaMn7UK+qaJKMd2PjPo5LpjSLstw0bESKL+nO5E3yzOalLO/ObsAynpEENxkZVNjeQig6JN6sU5z5iLL9jAisVFmxzTxk1mpN+N2jjTLPG6gjjRLnzMyl2oanlLL2znpFDaYv3Yq5/MSucN0Z84sO88EAbO/esIrk1xp7xnEEurBZqnXXLEIryxa3quOyJw3aZYGl0St36AKEX7dmVtdoEbyxaJn9SwmGtYneFFqjGeHKpMzVwyao2NYCAys/wDraE1gVrM0onTckmaZR7YXkYScuSogPKOJnjR0bnJ85kijzLuQ1HoR2S8qt2aO6dMstQs20Kg9sNcWZ/O0hcjG8oTmzIXr+jNv6KilzMeZs+7rN6VJii49qwwBlFasOD5T4ms5n5fInVRkLjVx5xDQ0bfZK5NcYYKAG77NaFy57LUpVcvqkvU+q9giZUXvM5emLtpopbMc1O5VKhMRaGoHAESX6dlQDBZnJ9HPpxDrOuC1KTlhLA7a66yIjcNVFT3yDUQanPPGXHHOL7MLoJi/S9XFmXOdi3DqSZsNcuaqgNjkeQBA19Aex2fZWhO4odr6/3DLhWStmXMrTM22ilLXqkUQo0uUSlNoYrMjAIBEY+YUGmeaZe44auZMaZbJvkX674IzllHkhsvuhe/ExjBWPwWLAEp5pq+sNG5Fb3zE0X+IKAxrywuW9+HGrZb3ouTsT1pImB4JtPeZG733C1j+zSvJyZvKRATqWwAAiYg1BZMoDOe++Q8AgMbh9QpelBZjMUqhNMuCMzc9jnoWBdq2bPhYJwO34mjbq9PO/QQxNWcw18zlHJkjZy4r5MxVAcLCZcyhGc2tHY7PnBO47BM68+XIOU+TZmlcXG6RuTToF2ljm1bbJ4dnstpC5MnidazxAFi987dgJbvwTa5IppX9QLDOcZ5MaVacHtLFwS3Nsgxr5gBA7diJVqxgfuaG16ZUJdEVa21ycO/LcfHe/0m+L3rNnOB+b/GH6tHU0p7M7lAhIlDXBACQI84oPrFxuq9+BWOsF7sOV4bYUFJQiyJzBWf2utYSJtSzzobhdhhL68ztv+tNWEY9AICrLjVzbgIoFijNMhvl+XQn8qIhfA3TPve8Z8cELt9JO3dPs8wUmUt7KP3cze1aZE4NUypNoQmExzAtdmf9nvkGBFDsmG++9hsxh3tNzhrXUjPJmSsSSWfOFHUpU6n3+gFNSW3y0rMeW1KdxFesi2ZM8GH7LS/AEzf/Oc5Lu5L342LBBHdnMZnyb4rMhRo0Z06NkjNXDFrUeYy33WHJpihnUjVz5MwVmpUbWkZX28COdR/DutCf3pmTfH6c2/97AADV7MzpYiiq4L7oOAUt7Zoic9kpz6c7kRddiTGs1LvXwqwvMmdPszS1JkgNZjheulUU7efmDwSxjDoIERJAKTSt0VEsBvuR7Xu2O+GFT8FLtSZwS7NcZVoEj5y5IlFBkbnurQcAAOExEsMpBvElq5iI4Vzd8dr3YOf/PopgqL6o508bmdfHDTEmlYmoM9K0Y+Gi2lSLxGPRVAujCsFYCKSaucIjT51HnEvoHdq4GA5nDGBCxlmH8fxxq5mD4F4z53v3j/QTkDOXjfJ8uhM5s7I0jw4sQmnb5r5BltYEblidOQ5b4qX2/4Yzl0fTcPO2K6wRYmwxqy1E7sRjUfQr44i07MjunDkitgW+FZhaE7itzK8J+gSSnLmiYKRBW+qhyrRmrrN3M1Z4CJg557UpVYm6Mm2pgy56XzkbKWfOluXBrC9UJiIQCCHBRfA4OXOFxmhhJDZlVjouJ1JplvScKDShxQsYFwcKGqVlyOB06fcBVUltY0Tp0tXMtXX1Y0QYzHxcAgA5cxXP+MVnAADBnp2unxdL9CDVZy6fpuEpW6JCHUSZlAwLyfjlk/AxBb7evTmkWRY3MsezROaiujNHD+ki4eLMGQ/JYwf/Gpdf9y1PzHLDULRsWCZFy2IgrM1giTWm3he5Rs5Oushcaly/VzAJTBCwxoIQyJkrOEtTmuq1v7XPY0tyJxmZUykyV2g6o1cxXz9cwCOmT7MEUte7+bvkRs85S82c9X7BIaTtd0ykIGeuwlk8/2MAwOC+57t+vp6aObsACkyysoYiWbJmLp+fkMmWuBCCX17NfV8iK/NXtZqj1qGbkT3N0nrDLHyWpSkS4DKZi0kN2gt6SBeHpDPnVLM8+Kpfxdb9hz0xKx1LDVvQHb/mtRlVx+zkKPyRGSwJLckxVvLIXOaaOW6KzAFABHUQEvRsKDQrExcBAK19BRK8KAEkgFIcIqsr6FWnEW9df72cHZ4lzTKZVm2qmVP05z/PoLrMwahmLgfImatgrp19Cocvfhg3WFfa/lHOPiC5fOX2NEvnJ5nTLNMdNfVJQqyHT43kYAuRK/GJ05C5gP5t+7N7ZwVIsxxlmVZ4Tc6cSx8rWdRq5hhF5oqDa5rl+ttRFBu1Yyc6sIjF2UmvTakaluam0PGP+3DL2k+w7O9MjotFbhJuhyVlyW3PkuQij9HGRHsfFUIQaaGv4CSmL0LlDD3DldEwHEgprVIGR2EZv3QCAuMI9Bbmt8A419QsTU7XGd8+TP3y06ltjHZFilkARXfSM6hZallEFJnLBjlzFUz9f/0sAGDRl76g2dlnLvtxHQIomWrm8hBAMfe4k6UQAuTMFZTAwkVMCD26oEFx0yyv//wP0PSeHyXfn3vFFzD65h+bD6ifh0FwWZlXxSDiXARX6SFdFHTJZ9FnWvFMIxFfDoT6tB6ZE5dJ0bJQhE3NwiMNQ8nXJa+ZSzPNSE7ajHuF7tzFhDr4yJkrOL6lq5gUOl3ax5QvRpqlOZpDbJzFaycBAO1DN23oONZ5A7PMOlbr+tE9kOpp6ZpmqWd9ccFcM0eRufVAzlwF04FFAICkxtJu40xxy29Cx9L2mcvQNDxdfrNpW1lqQFClmrlC0hwdx3xQb1GRZ2SO5fm72LTjgKWv4a477sHgtv2WIwJGzZzzN6JIIciQKDJXBBRZBpejAADJF0h9UKYCKADQMbQXABAeJxGUQpGIpRbLVH9KsdItUl4KHLrK+kCyzxzT7IqLdfAr9GwoNHWRyYwLv+WI8VulNMvCkpg6iwQX0btlb+EOygRbzZxtHqgv6qpukTnTgq+9NEhL3yRnLhvkzFUwM2gFAPCXfTDtNo6ISw7pdJkC2vY+c/ml56Vs4b46hBDNY18iG53KJKL1Rr/BPPvMFW2iz1wjAVwKQWYiGEXmCs65D70IR65/EoC9Zq580yx7Nu1EnIuQZy55bUrVkIimHKKe570l+dqt72NRSXNvSaZZ2iJzCakeAVroKzhN8hwigc7sG5YRYjIyR85cIQkuXMQNsQ/+QLCgxzU7c/ZFfSOwwLlZzdLpzNnnlFpkjtIss0HOXIXCVRUtfBmP9b4FOw/elXY7e/5xLlN2c5ol59xy8SUv1qQASu41c+aHuupvQB2PgKu04lIIluZn0IQ18BatdtL71gR6fjysDkWc6zd0KQgFEgmgFIG98RPJ15I/9bAulrJtIRAlCRNiH4JLpGhZKOS4Fpk7ede/Y3jP7clxscRplklsE7Lk79G4VzDNLkWqR5BS8AsKV1W0qfNI1HV5bUpeCBIJoBSDjshVzIU2rmRpydrKGpkz+sylInPJ+jlTBpkg2NMsBYAic1khZ65CUVUVPqYA/jzz3/Oe0LmnWSabOK6zzxz89ZCYiliMHtqFwKg1Cnbr6lT5plkWbZ7PXNUsEWhAAhJF5oqMz9RDyL6wU27MBzehNXrdazOqBjmmRbekgPUZUfKauTQ3l+RKvbH8Z9TU+OoRAkXmCkl4ZRF1LAY0VFaapUSRuYITi66hT51AvLVwqqacMXBma01gX7xxqZlTjXmkkD6DhDMBAqeayWyU99OdSIssxwGsI3VKf7BGuB9H9/xv103com0ALI1nM6VZpnPmzIXwQkDre7S6vJDdZiIrSyPHAQBd22/TR/JtTVDgPnNG6hSYJRLgZ9pNWQg2QYEIRg/pomLu8ZdvXWSpiTYPo0+ZgCLTb6IQKHG9btIfsoyXus+cgf25kPw9JiNz+mTP34A6HqWsjQIyfU2rRZXaBj22JD+Sv1V6ThSMG5dPQmQcUoGULFMIEOCSxWV8aizqWmrmtNfm3nJ2oS5Ks8wNcuYqFNUlPJ0T+oPzSmAXDr3h97Jvz7kppdJZM+cmgJL2UCaHwdfcAwBYnB7LeX8iA1OnEeYh9G7SVts8T7M03Vrc+loJgQYoTCJnrogo3OpIo8wjc2LHdviZjMnrF702pSpIOnMBqzMnlUnNnOP3qNfNMH8DfEyhrI0CMnv+MQBA7+7neGxJfhitVSjNsnDMj2hKlm2bN6Zk6YABUoZ0SGMeoChmNUs3ARTrnFZllGaZC+X9dCfSIst6elq+zlyqU1zaLdJF5jiYyZkzLq48VvtNDkNd5yYAQHiG0qoKQePyRYz5hpKpdLzIapZZYakXouj8jYqBeihMgsApzbJYqBAszpxdJazcaBzQVopnr53y2JLqQI1rqYp+mxS9V5E5R585e82cMaELNAAA1lYWS2VY9TNxHItoQN9Q5fSYA1J95igyVzjik2ehcIa+rfsKe2AmQGDpa+aMDAE1kRK+M6LvlgVfx9xFoMhcDpT3051Ii5p05vJ8MOeZTmcWQFGx0TTLFC3dmlBHdG40L3sIJ1xVMRC/gqUmcw58ljRL2yJA4XuQGWmWVgEUAzHYQGmWRYaDWerkyr1mrktvTxCZOO+xJdWBMWny2WrmLI3kS0C2mrnkvUpfkReCWgp+JLxcbNNqhrrVMUxLfWV/D7AjSdRnrtAEFi7ghtCr96MtJLbr3OaAGRkCRsYA4N6aQHA0DWfUmiAHKuvKJpIYoWq3FLbMZJ+0WyNz3HRNujhztuMpnKV15sxpNR09m7Q0sNHHsptMZGRuehxNWAXv2JkcyzvNstC3AlPTcDf1PCkZmSNnrliotmuz3CNzbZ19WEY92DwpWhYCntDSFI0m0TLXvn/Rs5o52/tkZM5oTaDZJeqRuXg0XCrTqp6W+CRWgn1em5E3yYVAEsoqGG1rVzEbGiroMRnnjkCBfR7o0yNzSiKVPm046UxIH5njFJnLifJ+uhNpUQ2RgHUKoGQi3WVjTrM0trLXzFnaGjgK2FOfST4/jjfdiVuWHkE0sprVJiI9s9e14vZQzzbTaObv2Z6XXnjZepb86+bM+UMNUJkEgSJzBeHC09/H2p90YexSKkVRtd/ey7g1AaBFDielftSvXPHalKqAyzEAqTRL4/dQ6tYE6VK4DdED4xliTOgE0SlhTqwfVVHQrU4j3jiQfeMyI/lbpchcQUjEY+hXbiDaUhglS8u8wbFYaI/MaW1yVHNkznDmRHNkzqlmSZG57JAzV2EosoxjX/0EEnoKTTEicxZMAiiq2ZlTjTRLF+Wh5K42t9B2satbXwyRccyOX83PJsLCyoQmGNHSvys1mGXibk+zLPhE36RmKbjUzPlDDRSZKyDzj30GdSyGsW9/NDlmr30t98gcACzVD6EjRqJIBUHWnhFGZO6ZjlcB0BbSSknvjlsBANHD77V+YNxzDDEtY3VeX2giOfrCMDc1Cj+TIbRu9tqUvBFEEQpnVDNXICavnYOPKZC6dmbfOG/saZbWt0a6t2vNnEUAxW1OSZG5bJT/052w8OTn/goHn34fRr79CW0gz5o540LJNHW3i2dwU4PwlHyKe82cVSTF7sxZjxvq0ERQFidpJX4jyLNXoHKGns07kmP5plkW3JdL8wt7vPtNuMG60DO0C6ogQSRnriAIsiZ24YvMJscczlzeYkmlR27Zgh7MIrK64rUpFc3Swiy2Xv8CVJ5aTDn4a/+Kld+6Cp8/UFJbmls7gAeWcODu+yzjRm0M49ZUK2OBkiJzhWFuTFvsC3ZuvEm0FygQyZkrEPOjWj1yY39hnDlr03D7M986//PrNXNcNjtzznIhR10nE8A4ReayQc5chcFXpgEA4pr2N+8JWk6zdmvNXOpV9po5rU7HrnjpdlygpWcLACAyS4qWG8G3NIJp1p5cgdfIN82ysLcCc585M00H7kXfn1xEIFinpVmSM1cQGla1a0iSU3VG9rXMwqfSFh5/l5b+M3H1jMeWVDZnv/4xdGEek0JXckyUJDQ2t3lolZWk0EGycbB2T3JrLkysn/C0lvnS0rvVY0vWhwwRjNIsC0Jk8gIAoGtzYVVNOWNZ2xv5g3qLFD39GzDVzGVQXdbSLCkylw1y5ioU5nIR5Lhn1i0slw3nMHp8cDdHLUPNnPPU1m07+rWVQnmBFC03QsPaGOb8tuJ2r9Ms0/wOBFOKlyr4KDJXIHyKVlTuNzlzDsGJClCya9bbEyyOkjO3EXhMi2y2/u5THluSnuTigvEs0fvfuTUXJtaPPDsCAOgcqExnToEAcPotFAI2fwUrPITWjt7inyttZM7kzClOART3NEuKzGWj/J/uhCtMnwQXJzJnhauZmobnXjNnv0iDoXrMogXiMtXIbIQueRyr9YPWwSzfs/27KHjUJs3xzLLoKqM0y0IhQHsoBpW15Jj9YVoJkbme4T0AgNg0NQ5fL0/+98dxZPRfAACh+kaPrUmP4bQZaZbJpuHJyBxN4AuBuHARU2hHXUOz16asC4VRC5tCEQpfx1SxWlTYny/21gQ+PxJcTNbyAoCi18+JutIl4BRAARMgkJplVsiZq1CMHGIh38icoRyWIQfZ3pog+coc7k7TZ06FkKFmzvlzm5e6EIxM5Gg8YWd2chRtWIbaYcuBzzZxt/eZK7g4RnZnjlPNXMEQ9QlxUE0pwzqdufK/3Tc0tWIGrZAWqI52vbSe/FevTcgNmwCKkWVirNJTmmVhaAlfwVRwyGsz1k0cfghxalNRCNpio1iq21Scg2dRswSAOHxgpsicIYYiBVM975yROVKzzIXyf7oTrqSKxp0NmTPuZ6yGZshBtqdKGmIn5j3Sp1m6bJM8uXOCHw70oDk+ldloIi0T558EADRsvsUynk6AJLWBXQClRJE5X0p8gTMJImj1vRAYD7s6rKXfpgLSLAFgxj+AhtVrXptRsTQqi16bkBGVa/cGe2QuJYCiq1kq5MxtlEQ8hgH5OtaatmXfuEyZ8Q+iaZUUrzdKLLqGHnUa8aahIp0h+xwiznxgSsqZU+JaeYDP5MzZF5phaxr+5Jc+imc/eM/GTK1CKuPpTpjQpVyNB6CY51eYfIDmuNLBrQIozD6coVjVEZlzudjjDX3oVGZcetIRubB24iuIcwmDe45YP8iqZmmLzOXbsmKdSL7U4gPVzBUOIzJXz1MNWSsxzRIAwvWb0J2g1Ov10syXvTYhI8lHh6GsnKyZM/rMaX851cxtmCsnfoIQi8M3dCT7xmVKuGkb+hPXaY6wQUbPPw2JqfD37y/OCWxzwWiH8zwJ+MDMapZ6ZM4fSIm3OSJzTIRgmq/efuKPcXPkCSTiMRApyJmrVLjRnyPPyBwzInOZbow21UpuCKAIgC3N0u4EqOaRHNIs0TyAOhbD8sJMjv8Cwszw3A9xsun5aG7rtH2S+dJ21FoKpZnoO9IsKTJXEAT9epZY6rp2OnPl35oAAJSWYbRhGasri16bUpEEWcJrEzIyzTqsA9zaayrpzNFCz4ZZuPgYAGDTgRd5bMkG6NyBBhbB7CSpXm+E+StPAwA6t91W8GMzzi1O2JMH3o873vKXju3izA9BjSff84QemQs1JMcEwRkgEKCAqypWluaT48c+878LZn81QM5chSLoK/H51szllmZpe29uGs6tUTfuomYpMPdju0UGAu1a/vbs+OXsxhMWwssL6MI84h17HJ9lDcI4HOvSpFlK5h5XggQJNGErBIKL2ptTzbIyInP+Dk3ldvr6eY8tIYoBe8fDOHbrB5P97lJZJlYBFK6oiKyu4Om//hncuHrOG2MrHDZzDotoQEdPkeqkSkCwS1PhnBu94LEllY06NwKVM/QOFa4tgWVOZ3rdtft5ECXn3FRmfghKHOeOPYrHPvV/kj3nAqEMNXN6ZO7oZ/4EjX+X6pV45PonKTpngpy5CsVeZ5AzYvY0y7QCKJZx95o5R1TP8pFzMlnfOQQAWJkaSWsP4c7k1dMAgED3DueH2dQsHQIohZ3oszS3FskSmfNBIsnpgiBAxRq3NoOu1MhcY6/Wa25xnBQt82VpYTb7Rh7TM7gNB1/9ruR7I0vEuCcJJjXLsz/6Im5d/SGmPv9bpTe0CmhauYwJ3+aKqZd1o6VPux+Ep2jBdyMI4QnMs+bkIkohsM7xUnMIyed+Dpn5IKhx7Praz+LIlb8H09MsfYH0apaciRCgovX6tx3Hu/zsjzZgfXVRuVd4jWM4c4LL6kfG/Zi++pmHOpD5ek3WzKmGmqVb03Dg6Of/xiGA4qam19anNQ6PzZHgQb4sT1wCADT3OZ25bM5ZsZ05nuZwoqnPnDkyNzc1BjkRd9+JyIoIBWFWbxu1OXMVEpnrHt4LAIhNUmQuX+YqMMOBcZszpy84wqRmSU2D10d7YgIr9Zu9NmNDdG/SnLnELImgbIRgdAYLYkf2DdeBvWm4LxB03U5lIgRz+rQcRZT7LKmVjoUHJkCACsWlpCgWXtiY4VXEhp05xpjIGHuGMfY1/X0bY+w7jLGL+t9W07Z/yBi7xBg7zxh76UbPXYsYaY4CX1/TcEEXTMnUt8MSgTPVzFnaDsDdmTP2PXT6zx2ROXtPOgBo6+xDjPvAF6lxeL4kljQV0OauAcdnPMulbU+PLVVrAvOqIBd98EEGV1W0f2IvTn34ZwpsQ+0gQMWq0JRxm0poTQAAza0dmEI7pNmzXptScSxPVmBLB3vNnP6XqwqUqC5JT32m8kaRZbTzBSgNPV6bsiGCoXpMow3SMtXMbYTG+AzCga7incA0v/P53Z05hUkWZ47FVxBjfstisiPNUtAicwpzOnNcLu/64FJSiKf7ewGYn7rvA/Ao53w7gEf192CM7QFwH4C9AF4G4B9YpeT9lCHJPnN5plkagiksZ+EJ2+p+UgDFPc1SNf2knE3DnT83QRQxI3TAt3ojR3sIAzU8DZUztLQ7H9ZeR+ZcxW4A+MzpF6IfIuNI6BG5A5HHC2tDDSFCQUSyNoh21sxVhjMHAJPBLWhdveS1GRVHbHbEaxPyJhmZM3qgGq0JVAVKWBPGoshc/ixMj0NkHEJTr9embJg5Xy/q10jhdiM0q/OIB4sTmdMwpVmmSeVUmQTJ1JpAii9rfQRN8xFn03DdmRP8sMNVcuYMNvR0Z4wNAHglgH8xDd8L4EH99YMAXmMaf4hzHuOcXwVwCcAdGzl/LWOo1+UtgGJE5vJpwmiInbjVw+Xlj7s7DIv+btRHqddcvghrM1hijZB8zptcNpTlScv7wtfMuWMuijYWFqKR1TRbE7kicQUxyRqZq8Sm4QaRpmH0yjdIjjxP+MI1RHl+CsdeY2+zYyxQJibPwjd1AgAgqiR0kC8L01oky9/S57ElGydc14+2+ITXZlQsqqKgiYehhtqKdxLT88WfNs1SQlBNPe998griWSJzWgW+CtUlzVKlXpRJNvp0/wiA3wcsnkE353wCAPS/Rly3H4A5l25MH3PAGPtVxtgxxtixmRmSrHfDCFXn7cwZNXP5pFm6jCd9OUfNXPrIXDpRjkioF60JcubyxR+ZxZLQ4vpZtol778F7cc5nUsEs9EQ/F+dQ/+3G18LJIUWmm/N6EKAi4W+2jNmdOaGCnDnWtgV1LIa56XGvTako/OFxTIndXpuRF0kBFGZtTXBk/P/htpXvAgAaE+Uv7FJurM5qkaz6jkGPLdk4ctNmdPE5xGPR7BsTDlaW5iExFayueM6cOdvHl0YARRUkBNW15PuAHEaC+S3zBYcAiqCpWapukTlKs0yy7qc7Y+xVAKY550/luovLmKtHwTn/JOf8IOf8YGenvX8WAaRq5sS8I3PZ+8xx2OvgUpE5Z5qle80ckFuaJQDIjf3o4PMkM5sn9fEZrPja3T/M4kxt3n0bdv2vx3LePm9ycua0lbZYNHVzj0UpSrceRKhQA3ZnzkYFpVkGu7cBAGavUd1cPjRGb2DJ34sTwdtwdNf7vDYnJ5JplqJNAAXA452vx7HGu9GlTFOUNk9iC9pCSEt35bYlMJDahyAwjqlRUrhdDyvz2mK5WF+8NEsxlMoMMV/DZlQmoQ6p531IDSPBApkjc0yECBVcTDlzqq6wxlVa/DXYyNP9uQBezRgbAfAQgLsYY58BMMUY6wUA/e+0vv0YAPMS0QAAKpRaJ4YzlreapaEYlnMNArf0lEs5c0ZoztngMfk6x8ic2DIIkXHMTozkaBMBAN3yONYa0iiVFdo5yxum/3/63xnTnblELOXAxSJr6TYnMiBCBXx1iJlS7Oz9HgteF1lE2gZ3AQBWJmjylg8dyjQi9X246X3fxaH7/tBrc3JCsNXMmbNNxIFbIfcdRIjFsTBLaXb5oC5PQOUMbV2uCVAVRX2PtrhD7UrWx9wXfxsA4G9Ks/hbAKT61qzbcEFCA48k39epq5AFa81cOjVL1eTMKbrrwhWKzBms25njnP8h53yAcz4ETdjku5zzNwP4KoC36pu9FcBX9NdfBXAfYyzAGBsGsB3AE+u2vMYxHoD5Nw030ixzXOW0pFmahuHuzFm2sjtzaSIDoQ5t5XBhgqSHc2VxdhLNWAVv2+L6eb7z9sILoORwPD0HPm6qmaPIXP6oigKBcXBBRIylr590FJaXMd2D26FwBmW28qT2vWJ1ZRGtWIbaVGlpdTY1S9OqfqCpC8FOrVHw7BhN5PNBDE9injWvq6a63Ggf0NoTrFGvubzhqoqbI0cBAP4cHK71EmzInsKpMp9lkbGRr0IWAhnnH4aaJUw1c2rSmaPInEEx8m4+AOAexthFAPfo78E5Pw3gcwDOAHgYwP2cU8fgvDGcuHUKoBgPykwCKPY0S+OcWpqlPpQmMpep5QFLI4sRatFqPGLLVBeRK+PntezmUO/ONFvkd2kXPmqT/XhM0m7OciwVjUuQM5c3ivFAE0TEkH7iVkmROX8giCmhC9Iy9Z/MlZkxTf3T1zHkrSF5kozM6Yt9opiatIVau9HQqS32rc7QbyEfAtFpLIrFi8SUks7eIcS5BHVhxGtTKo4bI6lU9e7hfQU99q4jr8Sxphej/Q0fR7ApuzPHbSImAZaAIgQyLzgk0yxTdXhGZA6UZpkkP08gDZzz7wP4vv56DsDdabZ7P4D3F+KctU6yZk7Kb9XN6EuXuzPHkwE2DsFZM+eYtJsjc7ZzpJlM1jVredxyeC6D5YSZ5dPfQoKLGL71HvcN8py4exGZE/RJm2xy4OLRSLrNiTQocgI+AGAi4syfphLZ2Y6i3Jnz96N5dcRrMyqGpQnNmWvodo/WlyvGM0VINg1PTUsa23rgC4QAALF5EsPJh4b4LFb8RewrVkIEUcSU0IXACvWay5eZy8+iH8D5V30ZOwuccusPBHHwt78IAJgez55ZxV1aaamiu1hKEkGEyLilZs6Yo1KaZYrKqYgnLIh6n7h0habpMGSf19+3R6+fSwbmbM2nTcfNVQClsVUTuVHWFtZpU+3ROPcsRnxb0NTivvKaLgqaDk8ic7ozp8RTzpy5fo7IDSMyx0QJcZaShI5z24OzgiJzALDavA398ihUhRI4ciE6MwIA6NBT0ioFozWBkYZvfqaFGlvR2tGLOBfBV6hmLh9alDnEQtXhzAHAQqAPjRGSWciX6IyWmtq5KV0WT2FobMkuruLmzCnZnDmX9lcKo8icHXLmKhQjNcWckpLTfjmkWcLWmiAlgOLWZy53Zy7dZLKhsQUyF8Aji5mNJ5J0xkaxVDeUfoNKiMzpaZaKKc3SnHJJ5IZstHNgIhJC6sEYg/XeIFSQmiUAsM6dqGMxTI9f8dqUioAvXEeU+9DeNeC1KXlhLxkQTc5cMFQHQRQxx9ogrU667k84ScRjaMcS1IYer00pGJH6AXQq9BvIm4VrWOVBtHYUt3l8MFQPALgopV9MsqdZAoAquvekS6I/t5gST+1juC5UM5eksp7uRBIhGZlbnwBK5jRL8xvuWjOXak2QyZmzniOdw8AEASusAUKUInO5sLqyiG7MIdG2Le02+TpnhW8onUvNnOZ4qPFUaqUSozTLfFGNXjuCBNnkzCVYZTtzjYNafcf05Wc9tqQy8IfHMCN0OtXgypxkawKXNEu/X5voLUkdCEWnnTsTrsxNaS19xabiTuBLCW/ZjBaEsbxI5Rj5EFgdx7TYXfT7AhMEXH3DI+j+9W+l38glMsdzjcyZonAKtDFqTZCisu76RBLDGRPzbE2Qiszln2Zp7jOXirpZJ+0Z0zddwuUGYdYAKb6ct021yLVTWn+40MDN6TfyODJnP974W36KkTc+ahkzaubUeCoap8QpMpcv5jRLizNni8xVkgAKAPRu1X7fazfOeGxJZdAQncBCoPIm76mm4YYASuqZZkxA14KdaErMlN64CmV5Rqsv9LdU3u8hHf5OrRZ05vp5jy2pLOri81j1FU/F0szwntvTln4AAHfJJONSKOMxjUUeZnLcOBhUzixjtQ45cxWKH9pqfCBYl9d+RpF5ptYElnRKpBw3iwCK/jfTao8jzTIDq1ILgjFaccuF5fM/AgAMHXhRhq3yvLSLnGbZv2UvhnYftIwZaZY8kYrGmaN0RG6oSirNUrFE5qziSJXUmgAAWjt7sYAmCHMXvDalIuiQJxGpq7yeYmGfVmvj19O0RJdsk3hdD9oVej7kiqEKLIUaPLakcDT37QAALI6dzbIlYaZOWUbMXxpnLhvMJc0SUrbInD6X4SnHTYAKGQK4SgIoBuTMVSgBHofCGSQpz5o5fXsx15q5NOOGo2ZPz8sogJJhMrlSN4D2OKmV5YI0fx6T6ERLR/p6CM/7zOWSZmmkXMix5Bg5c/ljOHOCKEExrXLKtjTLShNAAbSIvZCgaG021sJLaMMy1OZK6zEHDP3Kf+DJW/4Km3YcAJBG1KuxF/UsipWl+dIaV6Eo+n1U8meOelQS/dtvRoKLiI+f8NqUiqKJL0EOlIcz5xaZg0/7jc4gjY1GAEJJIM611xe2vA0yJDCVxLEMyJmrUAIsgRj8eedBC3nXzKnJEQ7TFD0pimLrM2drLW4hw2RSbh5GD2YRXQun3YbQqI9MYN6fpbDd65q5HM6fXIE3O3MJcubyRZFTfebMMs92Z67SInMAoDIRAqdUmmxMXDkNAPB3bvXYkvxpbu/G7fe+O+M2UosWcZy7QWI4uVCNzlwwVI8xcRB185R2nStyIo5GvgY1lL0HXElwqZkzaufFd/8EF+/9H+c+enmOoGpzXjywhMNv+XOt1xxF5pKQM1fBxFh+PeYAQBB1+eeca+bMapYCBGatmXNGdEzHVe2tCdKfxd+zGwBw4ejDOdpVu7QmprAaylIL4bWaZS6tEURjxS2aHOJUM5c3ql43wAQJ3KQMJjvSLCvvdq9CcParJBwsXD8FAGjbXNimwOVC84D2fJi/Til2uaAmtHuq0aOvWlgMDaA5RoqWuXLi0f+EwDhYqDwic8l2RDw1P2A+7ZnV1tWP7be8wLlPsjRItgQPFCZSzZyJynu61zwpB8kucJALhlJYJqESnmYibm8mDv1IluObIn7cEZlLHxnYd9cbsYBGRJ/9YtptCE1yupPPQW7MLD/O8ry0vWhNYLTVYEoqMgc5mmZrIh1JNUtRBJdSzpwiWJ25wiuWFh+VCak+ZERa5MlzUDhD39b9XptSFHq2aE5qbPKcx5ZUBkZkzhfIr6a+3ImHutCqUu1krjQ/+VEAQKC9TNKv9Wd+3DR3FXxZFhxMAiiqab4pQwLo2ZCk8p7uRJL4OiJzYg5plmYHjWkKKOm3dDQNz3TU9J8GgnVYElohJVYyHIEYv3wSIuPwdWVpAOp1mmVONXN6+oQpzZJRmmXeqIrmzAmCBB5oTI7bnbnKjMyJEOiBnRX/4kVMCD15C2JVCo3NbZhDM4Sl616bUhFwPTLnD1XX74E39KIZq1SOkSNRsQGrPIj9d73Ja1MApCJz5rY5gj9zn7nkPEFNpPrLQcvaYAqlWRpU3tOdSGJPo8oFpqe2iSx3pUluq4/jqgquuveZwzqahhvEhDr45NWc7apF5q4cBwC0Dt2Ucbv8+8wVtzWBG0ZbDUE1OXMUmcsbVdGdHUECC6TU69aarfVTldZ/DNDuOZmUdwmNtrURzIaGvDajqMRYEII5ik+khctGmmV1OXNCs1YrPj815rEllUGDvIDzDXdA8uU/VywGzCUyJwUb022uYThzXLY4czKTKGvDROU93YkkdunxXHCTfbZjTqfklrRJbZxznkqhtE3aGTc7c7am4Vkmk3ExBJ9CkZlMJEafRpyL6N+eoccc4H3NnH68TOm8Rp858wTNXD9H5IZZzVLQI3MLaMStb/+ol2YVBBUiPbCzICfi6FPGEWmuPPGTfJCZBEGNe21GRWBE5gLB6qqZq+saBgDMXCVFy1xoUeeRCHV4bUYSw5mTTc5coCl9XzoAYCzlzJnnpvRssELOXAVjbhCcK0KerQy0FEtDzTLlzCFtawLzrvaJfOafmyzVI6CSAEYmOmd+iouBfQjqPZnSkXdkzoOojSFBLpomaLTynj+qqWm4GNKcuasNt8AfyJy+Ugloapb0wM7ExMhZ+JkCsWuX16YUFQU+CKRelxt6O49AlQmgbLv1LkS4H5Gz3/balLInFl1DM1ah1nd5bUoSf5PmWIaQmufVN2d2NlNpllZnTmEi3Q9MkDNXaZgcJFlYT2Quuzw5T+sImMYNO2yiJpZIjKPPXGYHQ5bqEOAUmUuHIsvYJF/HckeWqBwy1yeWhuznF0Tt9yvqaZZhHoJIkbm84UZkThAhhZoAAJJcHYsinAlgGet7idmrJwEAzYN7PbakuGiROZq8ZWN28jqOjP0bgMpMrc5EMFSPa/5taFoiIZxsrK0sAQCEUIu3hpjo3HILAKAZqXKabM6coXot8gRUpOabKijN0kx1Xek1hrKOyFwuaZZ2jPq4VGROTUXmbA6a2ZlTVdskLEu0SPU1IETOXFpmJkbgYwqE1s3ZN/a4QbQRGUynjAqk2mRIemRujYUgUmQub1S9cSoTJfjrNGfOr1SHM0eRuexEJzS5/t5t2Rd5KhlF8FOaZQ7M37jqtQlFZaVuEzri416bUfbEoprDxLKpRZaQnsFtAIBlpGo5G1uyROb07C+BK1CZNTJHrQlSkDNXwajievrM5Vczp703BFCcNXP2dD6zM6fIcdtnmX9uqq8B9eTMpWXhxmUAQKhjKPvGHjtz6aO7KURJ+/1KXPudRIR6iCpF5vLFULNkggR/XTMAIFAlzhxnVBeRDWn+IqbRhqaWzLUnlcSTt/wVzr3S2qZGYRJEaiCfFbXKFf7k1mF0YR5r4SWvTSlrEjFtLiX4yifdXhBFnHrxp7HylkeSYz5/5qCEkWYp2mvmaKHPQv5hGsJjTJGvokXmXNIpTeOcpxqJ29Mszc3I5bh1Yp415cNfBz+TEY9Fq6Lep9CsTl0BADT3bsm+scfOXG5pltpvx6c7czEhBJ9Kkbl84XpkThQltPcOAQAmu5+HYf3zp+74CIRTn8Mt3pi3ITgTsrRRIZpXr2I6sAnlUxmzcW6/992OMUXwIUBqx1lJrC17bUJREZv7AACLMxOoa2j22JryRY5pC3rZpP9Lzb7nvTqv7ZneTkuEbE2zZBIYLe4kIWeuglF8+csO599rKiV2wl2cPKcASmriJcdsUbYsDoYhqx5ZXYEk+XDiu/+Fm+++r+ry/tdLYuIU4lxE7/CerNt6XTOXU2sCXdnKr6dOxcU61CcWi2lWVWIIoEAU0dLRg7lfO4072nuSn9/2il8CXvFLHlm3MVQm0eprBriqoi8xitMtr/DalKKjMh9EXt1Rp0KQWKvuiJWhgpy87xGuJGLaYrpYZs6cweTbjyG8MIVtWbYzR+ZUZnbmRAjkzCWhWXKZ89iD/wtHP/+3rp/V3fzavI+Xi2PkEJPn9jRLNRWZsx3Pz1ITL8UWmROyNKY2VmBURcaTX/xbHPjJr+HYV/8hq721QsP8GVyXhnKKWnrvAOfQmkBXVg1A+53Efc3wcYrM5YshgGI4x+3dA8kefhUPEyBQn7m0TN+4igYWAapcyRIAVMEPiZy5rCgRLTL3xP4HvDWkWOjZRQo5cxkxInOivzx7DfZs2o5tNz8v63aGMydxBdzcNJzSLC14PeMjsnDk6sdw6PSfuX7WPri7SGfNnmaZisylP4qcsNU/ZYvW6M6eosjg8yPaMZancjG4JuiOjWChIds6loY9YlpycorMaTfpOh6FzAXIUj385MzljZFmmUs9bKWhqVnSAzsd01e0flsN/dWtZAkAquDDkHodRz/3Ia9NKWuUqObM7XzRmz22pDgIyUVfcuwzocS1zCjJXz4CKOshGZmDvWaOamjNkDNXwQhFWn13KBAmI3NC8n2ymbitZk7mqZ+UkrBNzHN05qCqAE8p9BFAdC2MLsxDbhnOvjGQc83cJIrTUDSXNEvJiMyxBOLwgUtB+EFqdfnC9UmNkEPbkUqDMwkirb6mZXXsNACge+tNHltSfLig3S8OnXk/lhZmPbamfOHRFQBAfWN11pMZjaeVBD0rMmFkRkkV3mvQyNiSIEO1ROYoBd8MOXOVhilStp42AwCwiAY8tvlduZ4wox32CNCp+kPJ1/Y0y2zRImMFRuUqmLHqJpAzBwBT184DAHwdOYifIPem4dK7vofT9/znuu3KYEHWLcyRpBjzg0shBDg9oPMlFZnzeWxJ4aE+c5lhcxewhHq0d/V7bUrRMas3j57+qYeWlC+qouDI9X8CAEi+/NWuKwFjgZdq5jKjJLTInK/SI3NGCyMupwIK0JSOyZlLQc5chWGuQTKcn3xpeWAcR37pgxnPknxlakNgROyCH+o39ZmzCaCY6ltUOU81S/1CVRU5FZkjZw4AsDCmOXNN/Ttz3CM3Z66jZxP2PveV67Qq0+lzj8wBQAI+QAoixOLJvoZEbiRGnwZQrZE5kdQsM9C4cgUTvs1lUCNbAoTU/SJ87RkPDSlfFmYntL9o9NiS4kFplrmh6ovpvmC9x5ZsDCEZmVMsWWNckCBSCn6SGngCVBmmyJx5MlxI7CIU3J5maTHD9hMyO3Nxe8+wLBN8IzKnqslmkD3nP4VTP/pKTnZXM9HpSwCArk25CR3kGpkrGjmc3+x8xJkfXO+HE7OroBJpufTsj3F48j8AAMI6+k6WO5yJlGaZBlVRMBi7hKWmHV6bUhK46ffN5i55aEn5sbI0j+XFOSzPas20r9zxpx5bVDwM4SyKzGVG1SNz/gpPsxQMARQoljkopVlaIWeu4jBF5lzSLCfQueEzBE2NuzmcAigamtPGhNRYnIuWyCGXrU5httVjIw2Tq3KyUfBmdQz7Hn1LPuZXJWzhKpZRj+a2HLtJVYAACgAkuHajlpkfzKc9dJ796seKZla1sXzjYvK1IFbh7VygyFw6Ri+dRCOLgA3c5rUpJYGb0ogbwiPeGVKGNP7dMJo+sgXhuUkAQKi1z2OLiodRM1f37d/Dhae/760xZQxPGJG58lSzzBmjHy1TLDVzXBAhghx6gyp8+lc5psiX6JJWFbz/Rzi6539t6BR13BYZSYbhTEpCuqPGTAIoMfgtaZYOZy5bnznd2dMic5RCYSYYHsW02JNzOpXXkblc+9wp+i0oYXLmDp39y6LZVW2oJsVYUarSyByl0rgyN3ISANA6XInt4NeBGEi+7IqPemhI+RJb1NIsG9p7PbakeBhaAUPqdez46r0eW1O+GPOvQLCyI3N92w4kX5tbE5A4lhVy5soY99qhzGmWrZ29aB6+dUPnrWMmJ4xzU5plaoKu6KlwzORQxljAKlbgcOay/Nz0cDpXlWRkjtAIyiuISLmrk3mdZZkyIH2fOQDJlTZZ8EPwVfZDxwvMzlw11syBaubSEp8bAQB0Dmz31pASwUxplp1YQHh5wUNryhN5RWvl09w54LElxYMUrrPz+H/+BdqvPwyg8tMsm1ra8XT9CwBY56BUM2eFnLkyxq0ppjnylbavVEFn8hzhUa2XETdF4RLhOQBAoK4pNQYfGE+fZpkt9S+ZZqkoYCpdpGYC6hoSUh6FzF6nWeZ4a5H135QsBCCYmpsqMqVP5AI3R+aqUc2S0izTsziKNR7IPfW60rEtXk5cOeWRIeUL13vMNTW3eWxJ8RCKpBVQDRx/9CFEI6s4fOGvsUO+gBj3VcUin+xrAGCNzIGcOQtez/iIDMTdhCBMzlw6AZRcU9xy4dDYgzh09q8AALFQatKgrs0DAIINqWhRXMgWmcuWZmlqTWBrBhmP2cVUaouAGoEi5Z777nWapVG/JfDME3EjMqcIAYimFcRTP/xS8YyrIrhJMbYqJzlMhERRelcCq+OYFrtqQ8kScLSpWRo945Eh5QtLRBDlvqr+TdhbsMSiax5ZUl6c/uk3cOBH78Qzn35fcixzXkzloAa0eaZFhI+cOQvVe8VXAQk3B8YU+Uq34lLIG7nAUudTm1KpG0x35uqb2pNjYanNEjlkebYmSNbMKQoEmzO3MDOep+XVRQgRqL7cI3OFdOjXQ33nZgBAhzKdcTsFugMv+rVm8To3//BXcO3sU8UzsEqwRuYqfwXWjjkyF15ewJN/9wYszEx4bFV50BidwJK/x2szSgczFvsYVM6QmL6YZYfag8lRxFj11c6aESWrUz85cs4jS8qL8PVnAQC+8I3kWJBVh/YAD2rOnHl+SQt9VsiZK2MSiZhjjOW01lKYibxdGdPXuin5WowtAgAamtsQ/YMbeHzbb6HnHZ/FYs9zUlYo1gbQWaNFLH3N3HKNO3N1PApVTzXICY8jc91DewEAjSxzm4GkMycEkk1ODVYXNUfwsX+6H8c+/HNFsLIKMEW/i9WqxFNMNXNnH/kUbl/6Fi7+5+96bFR50K5MI1pf/c3CDYzMjRh8mBQ64V+87LFF5YcYX0YMgewbVjD28pL56xShBQDMVK9Ty4JaOY9fNSmtiz5IFJlLQpWkZUwiS5plOiR/cEPnfbz7TQBX0DP7GMxZk8H21MTBF19ElPsQ9Pkh+fw4/OYHAACH3vZBXD79s9j6pZeDqXZnLltkTnfmuOroH7I6f8Ntl5ogHovCz2TAn4fEsMc1c81t2kJAhPuRqfzaSLNUxQCaOjZZPlMS2u/nyMRnAADRyCqCocpugFpo2qYeS75OW0NbyQgiJP0mFGjTMgMaVq95aVFZsLqyiFasWLIlqh79nsbAMRvYhOY1+h3Y8ccXEa/6yJx10Sp6g2onAUCQtXTT+kj1zZXEUAsAIKiaUmopzdICRebKGNnRdNsWZk7D0O6DAIAxtj554sO/9o84/O5/RlywTsMFQcKx2z4EAAgmlrDGnNN0QRTRM7xHs9UWmcsqgKL3rOOq4nDm4ou1m1r19L/9JgCABRpz3sdzNUsA5171JSy87UcZt1GNaKwYwK477sGZl/1X8rN4eN6y7eg5Srs0E15ewE45tRpblZE5QYLAOLiqJp3VjnhtR+kBYPr6eQCAr2PIW0NKiLHYxwBEGofQK4+nUXyuXUKJBSRYdUfm7C1YArMUmQMAUdHmi0Fl1WNLCo+vvhWAtQcyBB9ExqEq5NABFJkra+RE3GU0e5qlIIpY+o0LyH3q705CsEb4/HVNiAe1o9YpS4i4OHNASgrXuLkYZM2yZNrPUXVx5pTlyZztrjYOT30WQGoykwteC6AAwK6Dd2fdxojMcUn7re2+4yWApqgMedXqzMXXVgprYIUTXpqDOfG2GlTLHOgLQIoig+sKt12Yz7RHTTA3cgLDANo23+S1KSXDcv/r2I76mShmJq+js2/IM5vKjUZlCctSq9dmFBV7ZK5zlWonAUBUtJR7iVdHnZwZX30LAKCepyJzTBdEkuUE/NX47MuTdUfmGGODjLHvMcbOMsZOM8beq4+3Mca+wxi7qP9tNe3zh4yxS4yx84yxlxbiH1DN2CNz0bUw/PHFnPZtbu9Gc3v3xs4vWp21Tbtug6CvijWoK4gK7ilvkuSDzAUIik3NMoszkhRIcRFAEVYzC2nUAupKHg6t560JckM12lFI2mqyWSSHRxYt28qx6ltx3Aix8JLXJhQf0wNbNbUrqfXV2MSNU5C5gP5t+702pWSYlezqencDAKaunvTKnLKkiS9DFqo7MmdOJx9n3ehXJ7BWC/fCLIiqNt/yVaEzF2zUWm2EmCnAoc8nFbn6/r3rYSMzPhnA73DOdwM4DOB+xtgeAO8D8CjnfDuAR/X30D+7D8BeAC8D8A+MMXKnM6DYBFAm/ua5uCl6rHTnF22RuUAQgk9z5tqwjKjo7swxQUAMfkiqLTKXTZiFpVoTmJlGG3zR2XxMryrOSzsBANtf+ds57+O1mmWuJPsSSqkJiJHKy6OLlm0VcuYsxCLVH6lMtitRZMAUrZ8au+SVSWVBcOECxsR+BIJ51NFWOKk0S47OIS2Vf/XGeS9NKjvqWKzqnTlzOvlU/U4IjOP6udLNi8oVSdco8MMpnFfphBpdos16i4qEawZb7bFuZ45zPsE5f1p/vQLgLIB+APcCeFDf7EEAr9Ff3wvgIc55jHN+FcAlAHes9/y1gBK3XpTD6khpz6/3NTva9mqs/o5WbC6Y8tWjgY60+8aYH5IjMpelz5zem4yrqqU2cEHqQig2l5/xVQRnIk4FDqCjb3PO+2T7b10uCHoBM/OlosAHf+admEMzxOiCZVslRv2EzMRXa2A12lh9VRRwJXVPmB057ZVFZUF35DLm6rd5bUZJMWd2dPVvQYT7wWcpxc6OUuXOnLmfZqxTi0wvXXnaK3PKBkmPzAV59Tlz9c3tzkE9a0OlyByAAgmgMMaGANwC4CiAbs75BKA5fACMTtP9AEZNu43pY0QalIS3jbJVSZtgq6E21De2ALAWHydCnW67AQDiCFhkZAEgWyCWJVsTyJYWDKvBLjTKtVsnI6mxdTygKyTNUm9NwCRrFHhRbIM/MmNJp1Pj5MyZSdRAZM78wDanWa7eqF4Z7mysriyij08h3rbTa1NKiykFWxBFTIh9CC1f8dCg8sSeUVNtmCNzvo5hLKMOmCJFS5/uxNWx6nPmGpuckTmmR+ZkmSJzQAFmfIyxBgBfBPCbnPPlTJu6jLmqeTDGfpUxdowxdmxmZmajJlYsqulHeu7JR0p+fi4aDkTqqxN9KaeC13chHXHBD799hSiLKIch4MBVbnHm4nW9aFPna7ZOxsfjUMT8nLlyEEDJBUPNUvBZJyBhfyca4jOIRsLJMR6nNEszciTT7bY6YMnInAyoqTpaNle7EZmx81oUIthfO/VyQEogy5g2LNZtRnt0NP0ONcLpn3zd8l7N81lRaZgFUARBwph/K5qXKN3Wr1afE2fgJu7F9NpJqpnT2JAzxxjzQXPk/oNz/iV9eIoxTRNf/2soV4wBGDTtPgDAtSEG5/yTnPODnPODnZ3poz/VjmqKzG372utLfv76vZpGjbnFgORPPSjEpp60+8ZZ0OHMCUKW1gSGGIYqW9Ishe7dqGMxjF+tTQliH49DzTcyVynOnBGZszlzsWAXWpQ5RNdMzlwicwPyWkON1kBkzqijlVNqlsuoQ8Ny7dbMLV17FgDQte02jy0pLYJofX7EWraiR51CPOZtBouXcFXF3u/8vHVMqp3IHAQJy827sClxpWYXewFgdvI6elFbgQ8jMqfIcpYta4ONqFkyAP8K4Czn/MOmj74K4K3667cC+Ipp/D7GWIAxNgxgO4An1nv+WsAcmZNY6fvp7HvevTj+vH/E7jf8aXLMvCoWakufJcuZ4JQQz+Zg6M4e5yoEU7fy9h1HtN3/4/VYmq+tG9a5o99GH5+CmucDukJ8uaSapWhrdK809KCNLyESXkwNJijN0owaC2ffqMJJrr6qMri+wDPm24Le+IiHVnmLOnUGazyA3s07vDaltLBUnzkAkDq3Q2IqJkZqN+V2ZsLZOJ1XeWTOHKURBBFi7/6aXuwFgLl/+TmvTSg6zxz5e5x/1ZeT743WBAqlWQLYWGTuuQB+EcBdjLHj+v9eAeADAO5hjF0EcI/+Hpzz0wA+B+AMtE5S93POa3cpJQdU2duwORMEHHjxm9DcloqOiqYISmt/+snE5sTVvM8n6BcnuALR1Jpg085bAAADfAJnPv9A3setZHZ9U4vIcsGfZUsrrGJaExhplrYG9U29EBjH9MWUShmjyJwFYXEEa7y6J24wq1nqkbmV5p1owzLmpsa8tMwzGpYuYMy3uTr7CmbA3tqmeVBTtJy/Vrv1UgmXqCQXfS5bVidMFNC0SUs3nhup3d9BuzzlOn509x+V2JLicctL34qdB+9KvjcW+kgARWMjapY/5pwzzvlNnPMD+v++wTmf45zfzTnfrv+dN+3zfs75Vs75Ts75NwvzT6heeKL8cqB9pjTLrsH0amqqS4mkvdWCHaPHGFfUpMqh/Zy1xNJCqh0Dk/N0ZCokNKdAuyHbI3OBVi3q2/dYKios5PvfoMrZMv8jnGs87LUZRcUQRVJNTcNZzz4AwMSlZzyzy0t6Y1ex2LjdazNKjt2Z6x7WfgexqQtemFMWKC4LvkyoIWeOSegZ3gsAiE7Wbt1cWGh0jD15y1/h0Bv/wANrSoMYbAAArMyNU6olKkXyrkbhSvmFj5vbtTq5CPfDH0if+hdkqdWSY7d+AE/s/1P0b9mb8diC/rDmXIVoC9o+se9PAABipHZULadHUmkjkpyf+EelCaDYlU7rOwYAAN2YQ5T7MMZ6yJkzsbw4h04sIN5zi9emFJXk6qspMtey5VYAQPh67TWMXgsvoR1LUFqGvTal5BjZBoY4VnNrB+bQDGG+dusn3cQfaisyJ6K5vRsLaAKbv+y1OZ6xJjY7xpipuXo10jl8MwBg33fejKc+9oseW+M9Ze/McVXFWrgG+im54XGapRv+QBCz7zqJ6Td9K+d9fA3tuON1v5l1O2PllasyJFhXWu74ud/GeWkn6iKumjlVydJ4qhYkf2eu7C9tAFoPPUD7zs20dm1Kvh7xb0dUqIdPrv4asVyZ1Ztm+9uHvDWkyKSahivJyFxz1yAW0QA2W3u1UnOT1wEAUkvtdfVhYqppuMGUbxCN4RGPLPIexa1hsphfSn4lYzznpnwDaKjR38HopZPYk9BSTB/f9lvJcaHKnXpzzfAdi9/w0JLyoOxnfMrkadT9zabsG1Yh3OTMXRK3YvQXfohnQ4c8tEijo2cTNu+6Nefte3fentN2yTRLlUOEU/Blzd+O+sRizuetdOTRp5Kv/Up+4h+VFplTFbsz1w+Va/+GhBBAVGqEX64B9cYcWZ7QVqEburd4bElxSTlziaQAiihIuOEbQtNy7bUnWJ7WpPgziU9VK/Y0SwAIN2xGV6I2aycB7bqww6p8Em/GEMFYqduEznht/g5W/utdAIA1HoDY0JEcr/bfgSCKiPLq/jfmQ9k7c/YITS3BTDfq2cGXYXD7zbj5D77toUW5c/bln8MTra/E2Zd/Dl39uaUEGWmW4ApEl+894W9BvVr9vbUMBqZ/gAuStvq0vOdNHltTHFp+7iM4HjqMHXe81DIuShLCTBNFkcUQ4lITQgo5cwbRWU1gqGMgfd1qNWBMSFRFSaZZMlHEStM29CeugaulV/n1ksic5sw1dg5m2bL6sKdiA4Datg3tWLLUF9cSqktkrton8WaMaK3SuhVdmMfqyqK3BnmAooujSZDBpFRUttrTLAEgzOqTr2u5NQVQAc5cLcMVU5qlr7J6x+w+9FLc8d7/xO5DL82+sU4qMqdAchE6VYOtaOK1MaFfWpjFAJ/A3OBLgAeWcMdr3+O1SUVhcPvNOPAH30KwrsHxWZhpY6oYhOxvRJ1KTcOTLF7HGg+gtaMXJ+78Nzx1+996bVFRSEbm1FSapShKQNduNGHVVZq9mklMnIbMBXT0V3dE1o1UmmWKQLe22DV1tTaVDF0bJtdQmqWxAOzv1gSBJq6c9tIcT4j7mgAAfqZYotfVnmYJAJd2vjP5enmhttpW2SFnrowxR+aYTbq9Gkm1JlAhwenM8VALgixhaSRdrYyf1yT56wZv9tgS74gImjOniEGogRY08ur/3nMlEB7DjNgFJgi46c7X4bZX/rLXJhWFpDMnJwBuROYkNAzeBACYqjFFy57JH+B8YD/qG1u8NqXkCC51wG2bNUXLpdHa7DEmx53p90yq/km8gXF/aNHbVCyNnfXSHE+QAynxEzWealUh1EBk7tAb34djt34AALA0M+6xNd5CzlwZw0yROcFf/c5cSgBFcXXmhLp2ALWxArNy7TgAoGfHbd4a4iFRUZNb5lIICLYgxOKIRalxOAA0Riew6O/x2oyiY0xIuJpKsxRFEX3bNRXP1bHaUbSMRlaxSbmGla6DXpviDS599XqHdkHmAuTp2pOlv3zycdz8A+cijlBLkTn9/tA7rDlz8enaq6M1YtWPDbwdqsm5r4V0WyYICOr1wyvztSOO5wY5c2UMM7UmEPz1GbasDlJ95mQIjDs+9zW0AQDCC9MltcsTpk5jCfXo6lufBDlz6fNXacT09BHVFwILaauPK4tzXppUNnQoU4jWV78IBjM3DdcFUARBQGtnL2bRAmGmdhQtxy+dhMg4fL17vDbFE5KZGyb8gSDGxH6EFmrPmZs++l+u47UYmQvVN2ISHZAWr3hsUekR5DXcYF048st/B56ovcXOhvY+AEB0cdJjS7yFnLkyRlATiHIfjra/Bvvvrk4BDDOCvvLK07RkqGvXeo8tT10tmU1e0bJ8HmP+LUkHtxZRfHodnRSCWN8KAOj4x32Q3eS4a4iVpXm0IAy1ufpVfg21OlVNNQ03VuMnA0NoCddOj7GFq8cBAG1D+701xCOMe6F9oW+ufhu6IrXXY0xcdV/UFKRAiS3xDnMq4WxgAE2rtVVDCwCiHEWcad/54JGfS46riWi6XaqK5g5tUVNeImeuIqhFpRpBjWNK7Mah33gwY4PuaiHZNDyNMzewS0svio6eKJlNXhCLrmEocQUrrfu8NsVTFH9T8rVPd+YAYHbyOqJr4ZpNuZwd01KJ/O2bPbak+AiSnmapqMmaOVGfwIWbtmMgca1mng3y+HFEuQ+DO6q7UXw6BJfWBAAQb9+FPj6N8PJCiS3ylkA0VW5w7b7vJV8LUi2lWaZ+E6sNQ+iVx2pO4VZUIogLWhlO/5a9OB46DABQEuXXp7gYtLR3I8L9wFJttqYwqBhnLh6vjVUGM0xNQIEzteTZF/wzzr388x5YVFyyReYamloxzrrhm6vuYvdrZ55AgCXgHz5c8GNfFCtHyl7o1SIQgfnzCDS2JccXJ65C/eAWTH7oDq9M84yluSkIX3wHAKCxd7vH1hSfZB2tkgD0SZrhzAnde1DHYpgcrY3oXOPCKVz3DUPy1c5k3YzgUjMHAKF+TQxn7PxTrp9XK3XxVMq5aHLghJpKs0zNj3jHDjRhFXOTox5aVHp8ahQJIRWNlfWMFnvv1mqFCQKmxW4EwuTMVQTxWO05c8HEIiJSo2P85rvegF2HXuKBRcWFGWplSvo0urnAIJoi1X3Rzp//CQBgYP8LC37snvd8p+DHLBY7X/AGTKMNweffj1Bje3J8+fpJ1LEYNqu19dAGgCvHHsZmdRRP1z8f2w8832tzio4hr825nFKzZFo9aNMmzdmfvlz9ipaqomBz7BIWmmuzXg5wbxoOAF3bNZGopZHjJbTGe5qV+eRr0Zdy4GoqzVJI1YY3bNKc+omLteXU+9QoZCGVubX1Fz+Gx7veiP0veoOHVpWWxUAvbln9MSau1V7trEHlOHM1mFLVnpjEWt2A12aUjGQaTZrIHABE6vvRIVd3brR04ylMoT3nZuu5ssYDaGxuy75hmdDc3o2uB65iz+GXob455cx1nfk3D63yluiEJr29812fqYl6ymS0XlEBrkLhLPnv7ttxKwAgMl79vaXGr5xCA4uA9dVmiiVgjcKY6d20HWEeAqaq/3dgMHn9IrqQcuYkX8qBE2soMmeumevbrt0PVq9V/+KOGZ8ahSKl1M5bO3tx+N2fhM9fO059pP85AID5//gVjy3xjoqZDcg1lmYZi66hgy9Abhr02pSSYdyYDRXPS+JWHDv415Zt1ObNaMVKVddHdK6ex426nQU95uibf4zo/ZX7kGtsSTlzQ3pELsZrZ9ICAIoso3Xs+5hER830GTMm8FxNAKoCxfTIamppxxTa4Zut/t5SU+ePAgDat9dearFBujRLJggY8w2hcbl2ZOl7/s3ansLswIm+2pnEmx38tq5+XBf6EbrxmIcWlZ56NQxZavDaDE85/OY/xbGme9Aer932BBXjzCVqzJmbHrsMgXFIbUNem1IyjBV3o7/ewv534OCrftWyjb9jCAAwff1CSW0rFdHIKvqVG4i27SrocQe37UdbV+VK2QeCdcnXE+gEAPgg14z4BQAc+9KHsUs+i2u7a2f1UdQFUFRdAEW1PbKmglvQslr9cuTy2HHEuYTBnbd6bYpnCBki0UtN29Efv1IT4hdr4SXHmNmBq1UBFACYaDuE7ZETNVOWIyfiaOOLUBt6vTbFc+RQB5r4stdmeEbFOHO1FplbHNdWGeu7t3hsSekQ9RvzodkvaQPM2SutsUcT8Fi6UZ2rsGMXjkNiKvx9N23sQHotQYz7MPn2YwWwzHue2PcnuPTar6P3gUt4fPvvQGAcK0vz2XesElovfB4XxW244/W/77UpJSMZmeMymOp05taat2FAvg5Fru5i/4aF07gmDdWEqnE60qVZAgC69qAZq5iZqH5p+uvnnPdzn6lmrpYEckTR+pvw77gbdSyGi0991yOLSsvc1ChExsGaK3ehtlDwunbUsRgiqytem+IJFePMzV09jsf+6f6aWYlfm9Z6qbUNVL9inYFdetpNra9jQHPmYrMjpTCp5Cxc1VIhO7ZurDamvWsAjw28HVO/8Ah6NlXHb+iOn/ttbLv5eQAAoa4FABBenPXQotIxc2MEO+QLmBt8aU3UyhkkV971puF2Z07o2YsgS+DGSPWmWnJVxUDsEhaaChutrzTSpVkCQMOmmwEAkxeqX/xi6crTjjFrzVztOHN2UZwtB18KAFi58GMvzCk5i5Pa4kWwnZw5saEDALA0V92aCuko+1lBlGkrkQef/F0cmfgMxi6f9Nii0qAujCDBRXT2DnltSskwT1JPBG/DrjvucWzT2tGLNR4AFq+X0rSSoUycQpT70L9lY6p1TBBw5Jf/Dpt2HCiMYWWGX79xry5OeWxJabjyY60VSfcdr/XYktIiGmqWqqI5c8z6yGodPgAAmLlYHdFnN6bGr6AFYfCeDUbrK5x0feYAYGCnpmi5NvpsqczxjqlTWOVBXHzN15JDPp8fJwNaCi4TnBkt1Yo9Mtfc1olR1ofAdOXWh+fD0ugpAEBTz1aPLfEeX6NWfrEyT85cWaIy68UaW62NnNjg4iVMiD3JmpFawHxjjoZ6XLdhgoBl1ggxXp2/g7qlCxiTNtVUqsx6aOzR0o9XJq96bElpCF75FsZZN4Z23ea1KSUlpWYpg3GrAAoAbNp1G+JcRGzUGa2oFibPPwkAaB6u3Xo5IHNkrrm9G9Nog1QDYjjNS+cxEthuaU3CBAGbf+0LeOLmP0f/lr0eWlcaFK45rILonB9NNu3D4NqZmqifrDv3RUygs+aeC27UtfUBAMLT1Z9q7UbZO3Nis7Wwc60GVuK5qmJw7QymGqv/pmzGvPKq1rs7cwAQE4IQ5epsVdEXvYyFxh1em1H2dG3S/hvFZ2tA/CIRx87IcYx1PL+mUiyB1GQtGZmzPbICwTpcl4bQMHfKC/NKQmT0OFTOMLDrYPaNq5hMkTkAmApsRtNadU/kVEXBpsQVrDQ7U26bWtpxx2vf44FVpce4D7g5+GrvrejAIqbGLpfarJJy7dzT2Bc7jpHhN9Tcc8GN3m1aqvUtP70fj//nn3tsTekp+1+AP1ifXIUBgPhS9Ttzk6MX0YFFqH21tdpiVivLVNAbZ0GISqQUJpWUuakxdGARSudur00pexqb27CARghL1T15A4CxSycQZAmIg7U3mU+uvHMFzEXNEgDmm3ZjMHahalfigzMnMS70oqGp1WtTPCWbMxcN9aBFru4a2vGrZ1DHYhB79wMAllDvsUXekHTmXJyY1h1az7HxU9VdNzd54lEAwOYXvMVjS8qDJlP7ooZrj3hoiTeUvTPHGMM060i+V1amPbSmNNw4rd2E2vSbUq1gXl2q70sfnUqIIUhV6MxN6MX79YMHvDWkQpiRelEXHvXajKIze1FLs2vfWntpdkbqNVdkQFXA4awH4r03owVhTFyvToXb3rXzmGqgBR7mklJnRq7vQRtfrGpl06mzPwUAtO84DACI/cpPcOalD3lpkifY063NbN5zO+JcQuL6kyW0qPQIN57CHJrRu5kyeQwe2/wuAIBPqS31e6ACnDkAmDA9yPjanIeWlIb46NOIcwmb99Rug9jOzekFQGQhCL9afRdrePQEAKB3R+1N2tfDSrAPrfEJr80oOvzKD7CEemzaWVuResAWmQOHCmd0pnWbdp+cPFd9zYLnpsbQg1nI3bUtfgKkWtekQ2jug8RULEyPl8ii0iOPHsMaD2DTTk3tuKt/GHuOvNxjq0rPlRf/M56pew5CdY2OzwLBOoz4tqBh4bQHlpWOpvBVTASGKcXSxJFf+iCONd2DRqV2WhYZVMSvoPXl/xun/VpagRCv/h4SoaXLGBf7a7Kn0LOhQ1hAY0YVT1kMVaUz57/xBKbQjo6eQa9NqQjiTZvQpU5X9Uq8qigYXnwMlxrvqCkxJIPkv1lVtKbhzPnI2rT7diS4iNj16hNBGTujOaiNW2p3Yc8gU9NwAPC3aAIIC1PVm3rdMn8SI/7tNS+Qte/59+KW3/9mWlGccLAXzfHqzuLqlG9grW7AazPKDrmuC23qQtWm3aejIpy54b2HsPePfowx1gsxHvbanKLTHrmGhbrNXpvhCTf93sMI/f65jMplihRCoMqcOVVRsDX8FK61HPLalIpB6tgGP1MwdrF65civnj6q1VFuudtrUzxBNAmgMBcBFAAIhuoxJXTBv1J97UrWRo5B5Qyb9h722hTPcVMuNNPQuQkAsDo7VgpzSk4iHsNw4hKW2/Z7bUrZE6/vQ4c6W7UT+vDyAtqwDKVlyGtTyo+GLgRZAstLtRWdqwhnziAi1MMnV3dkTk7E0atOIta8xWtTPIEJAoJ1DRm3UaUQAqguZ25y9BKasQreX3siF+tl4LaXAQAmnv66x5YUj9kzPwAAbNL/rbWGsajDVF0AxSUyBwArUiuCsep7eDdMHsVVaQiNzW1em+I52QRQWro1Zy62UJ3O3LWzTyLAEvBtvt1rU8qfpj6EWBzLCzNeW1IUJq5o6r2B7u0eW1J++Nq0zKa58epWM7VTUc5cXKyHX1712oyiMjt5HRJTIbRs8tqUsoX76hHi1eXMzVzRmpw2b6bamFzp3bwTs2iBMHvOa1OKhnjjKcygFd0DtdkUVpK0dDKuq1nyNI+sqL8N9fJCKU0rOvFYFNuipzHTTpN3wNkg2k5b1wBkLkBdrs462rnzWspt757neWxJ+eM3JvQTI94aUiQWR7RslI4tB7w1pAxp1BuoL0+QM1e2xKUGBJXqdebisSiufvOjAIBQR22mWeYC99UhyBJVVSu1NqYVa/duv8VjSyqLeakLwUj1tivpXjmNsbrdNVvknqyTUmWAc9c0SwCIBzvQrC6WzrAScOXZHyHE4vBvfYHXppQF2WrmREnCPGuBGJ4skUWlRRr9CWbQit5NFI3JRp2ecrsyfdVjSwpPdC0M6cLXEecS+obTC8XVKu392wAA0dnq++4zUVEzBNnXiKBanc5cZHUFpz/6szhy41MAgOaeYY8tKl9YqAUAsDBbPSuwvtmzmEI7mls7sm9MJFkNdKGpSgvdl+ZnMMhvINpduw4+EwStz6iqIJBYhMx8rtupdR1o5iuQE/ESW1g8Fs98DwCw5bZ7PLakPDAWNKaRPuV0SWxDIFZ9veYS8Ri2rxzF1dbn1OzCTj609gwBAKJz1Zdye+Kf34lb1n6KOdZa80I4brR19iHMQzh8/kOYr2JlWzsVdVdQ/Q2ox5rXZhSFM//4i7hl7SfJ952D2zy0prxp2KSlIk5cOOaxJYWjZfUKpoLkwOdLrK4XQ+p1XL9w3GtTCs71kz8CADRuqW1RHAUifCuj2B07hbneF7puIzR0QmAci3PVE5Wpn3gMV4QhtHT0eG1K2XD8uZ8A/+X0DYEjvhaEEoulM6hEXHjyETRhDdKu2mtDsB46ejZrKbdL1TWZT8RjuHn+WwCA0dbafi6kgwkCTndq18mVz7zXY2tKR2U5c6F2NPA1RNeqS9GSqyq2rBzDKk+1IqhraPbQovJmcLd2EwtfOeqxJYVBkWUMytex1kzpM/kS2v1iAMD4jz7tsSWFJ3zlqKZkuL+2a2RkiDi4/AgExjF416+4buNr6gYALFdRtL4vdhmzzfu8NqOsOHDPz2esH437W9GgLJXQotKwfObbkLmAHUde5bUpFYEoSZhlbZBWqisy9/SXPowAS+Dxrjdi/y//o9fmlC373/YRnAzcgpuXvouJa+e9NqckVJQzF+jdDYFxjF54xmtTCsr188+gFSs4vf8P8MTNf4EzL33Ia5PKmub2bpyTdqP3+te8NqUg3Lh6GgGWgNCz12tTKo6b77oP02iDuHLDa1MKTvPET3BdHERTS7vXpnjKqZv+CE83vACPbXon+rfsdt0m2KJFr1bnqyMyF4uuoR1LUJqoj1Q+yME2NKnLXptRcJpmnsGINIyGplavTakYpoOb0RquLhGMxstfw1VhMw6/+5MI1TsbphMadQ3N6PrFfwUHcP1/Pui1OSWhopy5zm23AgAWrlaXM3fjiS8CADYfvhd3vPY3sOcIpVJkY2nbvRhSRzF66aTXpmyY2SvHAQAtpGS5LhalDgSj1SWCMn7lLPbET2Ji0yu9NsVz7njdb+LW3/0fHHn7h9JuU9/WCwCILVZHZG5uchQAIDX3eWxJZcHr2tDAIohFq6ccQ07EMRw7h7nWm702paJYa96BQfl61dTRXjv3NPYkTmFy8894bUpF0D2wFc+23I09M99ANFKdWhtmKsqZ69+yD0uox/9v787D5KjrPI6/v1U9R5JJJiEJSYQEAoQICZJICIe6oqiw6MPhGhQVwSsLGlbziC6yiLKu4rFerHggIKyySFRUcPOsy7pA3IQAEwgkIZchGXIBOSeTY47u+u4fVT1XZkIymelKd39ezzNT1VXVVd/u/vWv61u/X1VR/0TaofSp4esfYVXm5LK9/HhvHDv9UgA2LJiTbiB9oKm+jhYPGXeK7jHXG7urRlFbQhdB8Shi40P/TOTG+PM/kXY4RWHoyGMAyDaWRjloeGUdANXDx6YbSJEJa44GYMWC0ui1AVC/vI6B1kw4TudIHYqK486iylpZ8dSf0g6lT2xacD+RGxMuuCbtUIpG9RkfZLDtY/m836QdSr8rqmQuCENeHDSV8TufKJlMe9Uzj3FydhXbxpXnTYF765gTTmFZ5Wmc+OIvaWwo3psFN+zYyuiXH6e+4gSqBwxKO5yi1DxiEsdF61ny+INph3JY9jTuZMmt57Hpq69n+s65PDXmg4zWhZAOypChw9nOEE5Y/XNWPN3zBTKKRcOapwE4auzElCMpLhPf9iHWBsdzyuPX8MS9N5bE7Wu2LPglkRvHTjk/7VCKyqTzZrCLgbQs+GnaoRy2KJfjmA3/yYrKSYwYrQM8B+uUc97NVoZS89Rt7Nq5Le1w+lXBkzkzu9DMVprZX83shkN9fsXZMxnJDp67a1Z/hFdQUS6Hz/0CWxnK5Etmpx1O0QnfdQsjfAcv/OJzaYfSK5vWrmDPbecyPqpnx6Sr0g6naE25/Cbqg7GMeXR2UV+K+Pn7v8Rpzc+SswwLT5rNWTN/mHZIRcOCgO2X/YpWq+CEP17OwvtuKdod+cV//hWvX/VjVocnccwJOo/2UNQOH8VRs/6HpYPfzDlrb2fVN/+GTeuK9wIIT//+ds7c/B/UDftbRuv+coekemANy8Z9mDfu+QtP/OwzRd0AsHTe7xgXbWTvaVemHUpRyVRUsv7cr3Fcdi1b/u18Fs39Obt37Ug7rH5h7l64jZmFwCrgncAG4GngCnd/oafnTJs2zevqOl+CfuGPZnL2qw/w5Ij3Unny+VTXjqSiuoYgzBCEYTwMMgRhBgsseRxiQYBZQBCE8Q1ILcgH1jHGtj+A/Pvj7m3jtA2jTvPjYbT/8iTDyHGcvbu20/DyWpqfncOZDf/FU6f/C9Mvu+6Q30+BhT/6JGe/Oocnh19C9aT3MGT0eKoGDmFgTS0DBw8ll22lpaWZTCZDGGYIMxWESTmB+FK/ZkYYZjrdv8ejiGy2tdOy+elAr+7141FELpeltaWZ+mULOWruTCppYeM772DSm3Ru1OFYs2QhY3/zbtZUnkzLObMZMHQUVQNqqBo0hAGDhmBhptNnZ2YEbcMQkqF1GJpZrz/nKIpwj4dRlItveB3lkulOFEWQPN7+cj1b5v87Z798H0/XXsCZs4u/63BaGrZv4cU7P8LUvQtYnZnAthPfy8AxE6mqGUZF9SAqqqoxC7HAgCApC2AWtP0+tH/utl95IBl3d6qqB1A9YFBbXdHa0hT/toQZ3CNy2VaiKCJTUUllZXWneqSjXDZL077d7Gts4K+/+ypnb/k1a8LxVF7xC8aedFpB379S4VHEoj/+lImLbiFrFaw49n0MGH8WVTXDCCuqCDOVZCqrCTIVkPxmA2ABhrWXj/y+gVlbOaHD/kFbecEgMPJlJp5n7fPN4v2NTvO6/sV1TUvTXta/sJBo/m28oamOpVVTOOG6h3SF615obWlm8e0f5syG/2ajjeKlsZeQOeo4qmpHUzl4WFz3Y22/CXE9EMafdRAmn2tIEFiHspHUB4F1qjcCC9rKAHjb/h7xFiAICIKAMMwk6wwIw5AgCHF3crksmUwFFgRt+wr7GhtY98yfGFd3K4ZT+8UVVFZVH+glSzee+985HDvveobTwGZGsn7yp6g66nVUDR5BEFYQhCEWZNrq/iD/XU2+k/F3P18XxOUgHo3riXiZznVFPNr1O9++bH4dcZmB7uqO9vH2bQ8dfvQid9/vnJxCJ3PnAF9x9wuSx18EcPdbe3pOd8ncvj2NLLnrWqZum0uF5foz5H7V4hmeHXkxZ157Z48/9HJg+/Y08vzds5i69WEqD6EsRG5kCam09qP3OTccIyIgJEdo8Xcj6wGtZAiJ2pbPebyc4QRJlR0R4IAT0GwVVHsLRvv3KyQisPbHWxlK44w5jJ+kcyH6Qt3DP+XUui8x0Jr7bRv5z72rfDno+PkeqrrB53Pap39JVfXAwwmx7HkUsWjunRxb901G0783kM56QMai114wWTbCCIkwSP6z3/MXjpzBlI/9QN2u+0D98kXsefAfmNiyrK0+LxY7GMLKEz/KGy+/UTvwh2npX/5AxeNfZ2J2Rdqh9Ep9MJami25j4rS3px1K0dq3p5GVCx5mzPybGEXxdrm0W3YdEcnc+4AL3f0TyeMrgbPcfVaX5WYCMwHGjRt3Rn19fbfr27u7gQ2rFtO8ezvZpj14lMWjHJ5LhlEO8/gIuUdRfATOc+3jAB12tuMWN28f0p5pJyOdx7vM65iZH2j5cMAQqmtHMX7KWxk0eOjBvHXyGvbubmDt8/Np2vkKUdMuck2NeMtusBDLVMWfey4LnoMoh0U5yDbhFQMgyECUgyhJ7KIcBCFkquKykGvBci24hVhYgZvFy3guOdqa7Nx7voxBkN1LlKmO151nAYSVEFaSqRnBKe/4iC413cf2NO6kfukTtO5rILtvN7mm3UTNu+PPJf9ddE++/w5RFNcAnsMc3JMDAh61t8C38fhzp4c6M18WLG7ViY/QhbgRl0Oz9qN9bcsEhANqGT/9PYx43XF9/4aUMY8itr28nldfWk7r3p3kWpqIWpoAT1pp494T1tbDon16pzLiHve46PT7AN6yB7LNmAV4WIGFlclycb1gQQbM4non1wq5lmRe3BLcto1MFVYxAKsYQO1J03n9NJ0b1dcadmxl85rnaN27i1xrM1G2Fc8247lW2n6n82XAO+4D0FY2rK23TXsPHe+6z9CxN05385Pndfscjw8KWpihevREJky/UPsHfWxP4052btlI49ZNNO/ZGe8XOPF7H+Xr/ngfMZ6eiw/V5uJ635PvbNvnmq9H2uqNpJ6wpIUuP8zPi3JJHREl+xDtvbssCPBcNi5n+da/qhoqasdw6lsuo3pgTcHfr1LU2tLMlo1rady2iebG7URRtm3fMP/d9yRvAJJ6ust3FzrUE3Selm+N7do7z/dfpmt98drLOud86OYjIpmbAVzQJZmb7u499jHsrmVORERERESkXJhZt8lcoS+AsgHoeCmeY4HSu9uviIiIiIhIPyt0Mvc0MMHMxptZJfAB4KECxyAiIiIiIlL0Mq+9SN9x96yZzQL+BITA3e6+rJAxiIiIiIiIlIKCJnMA7j4XmFvo7YqIiIiIiJSSgt80XERERERERA6fkjkREREREZEipGRORERERESkCCmZExERERERKUJK5kRERERERIqQkjkREREREZEiZO6edgwHZGaNwMo+Xm0t0NDH65TipLIgoHIg7VQWJE9lQUDlQNqlXRYmuvvgrhMLfp+5Xljp7tP6coVmdoe7z+zLdUpxUlkQUDmQdioLkqeyIKByIO3SLgtmVtfd9HLtZvlw2gHIEUNlQUDlQNqpLEieyoKAyoG0OyLLQjF0s6zr65Y5ERERERGRYtFTTlQMLXN3pB2AiIiIiIhIirrNiY74ljkRERERERHZXzG0zB0WM7vbzF41s6XdzLvezNzMRqQRmxRWd2XBzL5iZhvNbHHyd1GaMUr/66lOMLPrzGylmS0zs2+lFZ8UTg91wgMd6oN1ZrY4xRClAHooB1PMbGFSDurMbHqaMUph9FAWTjezJ8xsiZk9bGZD0oxR+p+ZjTWzR81sebJP8Jlk+lFm9oiZrU6Gw9KOFcogmQPuAS7sOtHMxgLvBF4qdECSmnvopiwA33P3Kcnf3ALHJIV3D13KgZm9DbgEeIO7TwL+NYW4pPDuoUtZcPf35+sD4LfAgynEJYV1D/v/NnwLuCUpBzcnj6X03cP+ZeFO4AZ3Pw34HfD5QgclBZcFPufupwBnA582s1OBG4A/u/sE4M/J49SVfDLn7vOA7d3M+h7wBUD9TMvEAcqClJEeysG1wDfcvTlZ5tWCByYFd6A6wcwMuBy4v6BBScH1UA4cyLfA1AKbChqUpKKHsjARmJeMPwL8XUGDkoJz983u/kwy3ggsB44hPuh7b7LYvcClqQTYRcknc90xs4uBje7+XNqxyBFhlpk9n3SvOCKazKXgTgbeYmZPmtnjZnZm2gFJ6t4CvOLuq9MORFLxWeDbZraeuKX+i+mGIylaClycjM8AxqYYixSYmR0PTAWeBEa5+2aIEz7g6BRDa1N2yZyZDQT+ibjbhMiPgROBKcBm4DupRiNpyQDDiLtTfB6Yk7TMSPm6ArXKlbNrgdnuPhaYDdyVcjySno8Rd7NbBAwGWlKORwrEzGqIu9t/1t13pR1PT8oumSPecR8PPGdm64BjgWfMbHSqUUkq3P0Vd8+5ewT8DNBJ7uVpA/Cgx54CIkAXRipTZpYB3gs8kHYskpqraD9f8tfot6FsufsKd3+Xu59BfIBnTdoxSf8zswriRO4+d8/XBa+Y2Zhk/hjgiDglo+ySOXdf4u5Hu/vx7n488U7cG9395ZRDkxTkv5SJy4i7U0j5+T3wdgAzOxmoBLamGZCk6h3ACnffkHYgkppNwFuT8bcD6m5bpszs6GQYADcBP0k3IulvSc+cu4Dl7v7dDrMeIj7QQzL8Q6Fj604m7QD6m5ndD5wHjDCzDcCX3V3dJcpQd2UBOM/MphCf7L4O+Pu04pPC6KEc3A3cnVyOugW4ynUTzpJ3gN+HD6AulmWjhzrhk8APklbaJmBmehFKofRQFmrM7NPJIg8CP08pPCmcNwFXAks63J7mRuAbxKdhfJz4avgz0gmvM900XEREREREpAiVXTdLERERERGRUqBkTkREREREpAgpmRMRERERESlCZZHMmdnu15j/mJlNK1Q8IiIiIiIih6sskjkREREREZFSUzbJnJmdZ2Z/7PD4h2Z2dYohiYiIiIiI9FrZJHMiIiIiIiKlRMmciIiIiIhIESqnZC5L59dbnVYgIiIiIiIih6uckrl64FQzqzKzWuD8tAMSERERERHprUzaAfQ3M8sAze6+3szmAM8Dq4Fn041MRERERESk98zd046hX5nZ6cDP3H162rGIiIiIiIj0lZLuZmlm1wD3AzelHYuIiIiIiEhfKvmWORERERERkVJU0i1zIiIiIiIipaokkjkzG2tmj5rZcjNbZmafSaYfZWaPmNnqZDgsmT48WX63mf2ww3oGm9niDn9bzez7Kb0sERERERGRHpVEN0szGwOMcfdnzGwwsAi4FLga2O7u3zCzG4Bh7v6PZjYImApMBia7+6we1rsImO3u8wrxOkRERERERA5WSbTMuftmd38mGW8ElgPHAJcA9yaL3Uuc4OHue9z9/4CmntZpZhOAo4G/9F/kIiIiIiIivVMSyVxHZnY8cavbk8Aod98MccJHnJwdrCuAB7wUmi5FRERERKTklFQyZ2Y1wG+Bz7r7rsNc3QeIb2sgIiIiIiJyxCmZZM7MKogTufvc/cFk8ivJ+XT58+pePch1nQ5k3H1RvwQrIiIiIiJymEoimTMzA+4Clrv7dzvMegi4Khm/CvjDQa7yCtQqJyIiIiIiR7BSuZrlm4kvVLIEiJLJNxKfNzcHGAe8BMxw9+3Jc9YBQ4BKYCfwLnd/IZn3InCRu68o3KsQERERERE5eCWRzImIiIiIiJSbkuhmKSIiIiIiUm6UzImIiIiIiBQhJXMiIiIiIiJFSMmciIiIiIhIEVIyJyIiIiIiUoSUzImISFEys6Fm9qlk/HVm9pt+3NYUM7uov9YvIiLSG0rmRESkWA0FPgXg7pvc/X39uK0pgJI5ERE5oug+cyIiUpTM7FfAJcBKYDVwirtPNrOrgUuBEJgMfAeoBK4EmoGL3H27mZ0I3A6MBPYCn3T3FWY2A/gykAMagHcAfwUGABuBW4G1wPeTafuAj7r7ykPY9mPAYmA6MAT4mLs/1ffvkoiIlDK1zImISLG6AVjj7lOAz3eZNxn4IHGy9DVgr7tPBZ4APpIscwdwnbufAVwP/CiZfjNwgbufDlzs7i3JtAfcfYq7PwCsAP4mWefNwNcPcdsAg9z9XOLWxbsP650QEZGylEk7ABERkX7wqLs3Ao1m1gA8nExfArzBzGqAc4Ffm1n+OVXJcD5wj5nNAR7sYf21wL1mNgFwoOJgt91hufsB3H2emQ0xs6HuvrN3L1dERMqRkjkRESlFzR3Gow6PI+LfvgDYmbTqdeLu15jZWcC7gcVmtt8ywFeJk7bLzOx44LFD2HbbprpuuueXIyIisj91sxQRkWLVCAzuzRPdfRewNjk/Doudnoyf6O5PuvvNwFZgbDfbqiU+fw7g6t6Fz/uT7b0ZaHD3hl6uR0REypSSORERKUruvg2Yb2ZLgW/3YhUfAj5uZs8By4gvpgLwbTNbkqx3HvAc8ChwqpktNrP3A98CbjWz+cQXO+mNHWa2APgJ8PFerkNERMqYrmYpIiJSYMnVLK9397q0YxERkeKlljkREREREZEipJY5ERERERGRIqSWORERERERkSKkZE5ERERERKQIKZkTEREREREpQkrmREREREREipCSORERERERkSL0/8tRMxiXoWq+AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pd.concat([df['SolRad'], erbs_ghi], axis = 1).plot(figsize = (15, 5))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute the in-plane irradiance components:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"timestamp\n",
"2017-07-13 20:00:00+02:00 84.913015\n",
"2017-07-13 20:05:00+02:00 88.433972\n",
"2017-07-13 20:10:00+02:00 82.377507\n",
"2017-07-13 20:15:00+02:00 33.326318\n",
"2017-07-13 20:20:00+02:00 70.317711\n",
" ... \n",
"2017-07-20 05:35:00+02:00 3.260000\n",
"2017-07-20 05:40:00+02:00 3.250000\n",
"2017-07-20 05:45:00+02:00 3.240000\n",
"2017-07-20 05:50:00+02:00 3.340000\n",
"2017-07-20 05:55:00+02:00 3.380000\n",
"Name: dhi, Length: 1848, dtype: float64"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#poa_sky_diffuse\n",
"df_sky_diffuse = pvlib.irradiance.get_sky_diffuse(\n",
" surface_tilt = surface_tilt,\n",
" surface_azimuth = surface_azimuth,\n",
" solar_zenith = df_solarposition['apparent_zenith'],\n",
" solar_azimuth = df_solarposition['azimuth'],\n",
" dni = df_erbs['dni'],\n",
" ghi = df['SolRad'],\n",
" dhi = df_erbs['dhi'],\n",
")\n",
"df_sky_diffuse"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"timestamp\n",
"2017-07-13 20:00:00+02:00 0.0\n",
"2017-07-13 20:05:00+02:00 0.0\n",
"2017-07-13 20:10:00+02:00 0.0\n",
"2017-07-13 20:15:00+02:00 0.0\n",
"2017-07-13 20:20:00+02:00 0.0\n",
" ... \n",
"2017-07-20 05:35:00+02:00 0.0\n",
"2017-07-20 05:40:00+02:00 0.0\n",
"2017-07-20 05:45:00+02:00 0.0\n",
"2017-07-20 05:50:00+02:00 0.0\n",
"2017-07-20 05:55:00+02:00 0.0\n",
"Name: diffuse_ground, Length: 1848, dtype: float64"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#poa_ground_diffuse\n",
"df_ground_diffuse = pvlib.irradiance.get_ground_diffuse(\n",
" surface_tilt = surface_tilt,\n",
" ghi = df['SolRad'],\n",
" surface_type = 'urban' # used for gound_diffuse calculation\n",
")\n",
"df_ground_diffuse"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"tags": []
},
"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>poa_global</th>\n",
" <th>poa_direct</th>\n",
" <th>poa_diffuse</th>\n",
" <th>poa_sky_diffuse</th>\n",
" <th>poa_ground_diffuse</th>\n",
" </tr>\n",
" <tr>\n",
" <th>timestamp</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>2017-07-13 20:00:00+02:00</th>\n",
" <td>91.752384</td>\n",
" <td>6.839369</td>\n",
" <td>84.913015</td>\n",
" <td>84.913015</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:05:00+02:00</th>\n",
" <td>121.747537</td>\n",
" <td>33.313565</td>\n",
" <td>88.433972</td>\n",
" <td>88.433972</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:10:00+02:00</th>\n",
" <td>101.620807</td>\n",
" <td>19.243300</td>\n",
" <td>82.377507</td>\n",
" <td>82.377507</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:15:00+02:00</th>\n",
" <td>164.817387</td>\n",
" <td>131.491069</td>\n",
" <td>33.326318</td>\n",
" <td>33.326318</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 20:20:00+02:00</th>\n",
" <td>90.236835</td>\n",
" <td>19.919124</td>\n",
" <td>70.317711</td>\n",
" <td>70.317711</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:35:00+02:00</th>\n",
" <td>3.260000</td>\n",
" <td>-0.000000</td>\n",
" <td>3.260000</td>\n",
" <td>3.260000</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:40:00+02:00</th>\n",
" <td>3.250000</td>\n",
" <td>-0.000000</td>\n",
" <td>3.250000</td>\n",
" <td>3.250000</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:45:00+02:00</th>\n",
" <td>3.240000</td>\n",
" <td>-0.000000</td>\n",
" <td>3.240000</td>\n",
" <td>3.240000</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:50:00+02:00</th>\n",
" <td>3.340000</td>\n",
" <td>-0.000000</td>\n",
" <td>3.340000</td>\n",
" <td>3.340000</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 05:55:00+02:00</th>\n",
" <td>3.380000</td>\n",
" <td>-0.000000</td>\n",
" <td>3.380000</td>\n",
" <td>3.380000</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1848 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" poa_global poa_direct poa_diffuse \\\n",
"timestamp \n",
"2017-07-13 20:00:00+02:00 91.752384 6.839369 84.913015 \n",
"2017-07-13 20:05:00+02:00 121.747537 33.313565 88.433972 \n",
"2017-07-13 20:10:00+02:00 101.620807 19.243300 82.377507 \n",
"2017-07-13 20:15:00+02:00 164.817387 131.491069 33.326318 \n",
"2017-07-13 20:20:00+02:00 90.236835 19.919124 70.317711 \n",
"... ... ... ... \n",
"2017-07-20 05:35:00+02:00 3.260000 -0.000000 3.260000 \n",
"2017-07-20 05:40:00+02:00 3.250000 -0.000000 3.250000 \n",
"2017-07-20 05:45:00+02:00 3.240000 -0.000000 3.240000 \n",
"2017-07-20 05:50:00+02:00 3.340000 -0.000000 3.340000 \n",
"2017-07-20 05:55:00+02:00 3.380000 -0.000000 3.380000 \n",
"\n",
" poa_sky_diffuse poa_ground_diffuse \n",
"timestamp \n",
"2017-07-13 20:00:00+02:00 84.913015 0.0 \n",
"2017-07-13 20:05:00+02:00 88.433972 0.0 \n",
"2017-07-13 20:10:00+02:00 82.377507 0.0 \n",
"2017-07-13 20:15:00+02:00 33.326318 0.0 \n",
"2017-07-13 20:20:00+02:00 70.317711 0.0 \n",
"... ... ... \n",
"2017-07-20 05:35:00+02:00 3.260000 0.0 \n",
"2017-07-20 05:40:00+02:00 3.250000 0.0 \n",
"2017-07-20 05:45:00+02:00 3.240000 0.0 \n",
"2017-07-20 05:50:00+02:00 3.340000 0.0 \n",
"2017-07-20 05:55:00+02:00 3.380000 0.0 \n",
"\n",
"[1848 rows x 5 columns]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_poa_components = pvlib.irradiance.poa_components(\n",
" aoi = df_aoi,\n",
" dni = df_erbs['dni'],\n",
" poa_sky_diffuse = df_sky_diffuse,\n",
" poa_ground_diffuse = df_ground_diffuse\n",
")\n",
"df_poa_components"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"timestamp\n",
"2017-07-13 20:00:00+02:00 91.714933\n",
"2017-07-13 20:05:00+02:00 121.538700\n",
"2017-07-13 20:10:00+02:00 101.481617\n",
"2017-07-13 20:15:00+02:00 163.710150\n",
"2017-07-13 20:20:00+02:00 90.039567\n",
" ... \n",
"2017-07-20 05:35:00+02:00 3.260000\n",
"2017-07-20 05:40:00+02:00 3.250000\n",
"2017-07-20 05:45:00+02:00 3.240000\n",
"2017-07-20 05:50:00+02:00 3.340000\n",
"2017-07-20 05:55:00+02:00 3.380000\n",
"Name: SolRad, Length: 1848, dtype: float64"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['SolRad']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Confirm that `poa_components` computes the same values as `get_ground_diffuse` and `get_sky_diffuse`:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"True\n",
"True\n"
]
}
],
"source": [
"print(df_sky_diffuse.equals(df_poa_components['poa_sky_diffuse']))\n",
"print(df_ground_diffuse.equals(df_poa_components['poa_ground_diffuse']))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot all the computed irradiance values, compare them to the glocal irradiation, as a sanity check:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_poa_components.plot(figsize = (15, 5))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Compile the WDB vector"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section compiles the WDB vector as defined in the CARNOT documentation from all the measurements/calculations."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Start by adding the timevalue required by CARNOT -- the number of seconds since the start of the simulation:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"df_wdb = df.copy()\n",
"df_wdb['time'] = (df_wdb.index - df_wdb.index[0]).total_seconds()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Add the solar angles:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"df_wdb['zenith'] = df_solarposition['apparent_zenith'] # apparent_zenith takes into account refraction due to atmosphere\n",
"df_wdb['azimuth'] = df_solarposition['azimuth']\n",
"df_wdb['aoi'] = df_aoi"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Add the estimated radiation values:"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"df_wdb['dni'] = df_erbs['dni']\n",
"df_wdb['dhi'] = df_erbs['dhi']"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"df_wdb['poa_direct'] = df_poa_components['poa_direct']\n",
"df_wdb['poa_diffuse'] = df_poa_components['poa_diffuse']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Set the unknown values to their respective default values:"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"# Radiative temperature of the sky\n",
"df_wdb['Tsky_rad'] = df_wdb['OutsideTemp'] - 6 # from email with Manuel\n",
"\n",
"df_wdb['relative_humidity'] = 50 # relative humidity. placeholder\n",
"df_wdb['precipitation'] = -9999 # placeholder\n",
"df_wdb['cloud_index'] = 0.5 # from email with Manuel, for the moment assumed to not be used by the model\n",
"df_wdb['pressure'] = 96300 # placeholder, taken as mean of PUY station over the last year\n",
"\n",
"df_wdb['wind_speed'] = 0 # placeholder value\n",
"df_wdb['wind_direction'] = -9999 # placeholder value\n",
"\n",
"df_wdb['incidence_main'] = -9999 # also missing in sample dataset\n",
"df_wdb['incidence_second'] = -9999 # also missing in sample dataset"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Change the timestamp from being an index, to being a regular column:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"df_wdb.reset_index(inplace = True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Transform it to the YYYYmmddHHMM format expected by Carnot WDB:"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"df_wdb['timestamp'] = df_wdb['timestamp'].dt.strftime(\"%Y%m%d%H%M\").astype('int')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"df_wdb['time'] = df_wdb['time'].astype('int')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make sure all the required columns are present and are in the correct order:"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"df_wdb = df_wdb[['time', 'timestamp', 'zenith', 'azimuth', 'dni', 'dhi', 'OutsideTemp', 'Tsky_rad', 'relative_humidity', 'precipitation', 'cloud_index', 'pressure', 'wind_speed', 'wind_direction', 'aoi', 'incidence_main', 'incidence_second', 'poa_direct', 'poa_diffuse']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Export the WDB dataframe to pickle"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"df_wdb.to_pickle(f\"../Data/Experimental_python/{exp_id}_WDB.pkl\")"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"df.to_pickle(f\"../Data/Experimental_python/{exp_id}_data.pkl\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Export the WDB matrix to MATLAB"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"scipy.io.savemat(f\"../Data/Experimental_data_WDB/{exp_id}_WDB.mat\", {'Exp_WDB': df_wdb.to_numpy()})"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df[['InsideTemp', 'Setpoint', 'OutsideTemp']].plot(figsize = (15, 5))\n",
"plt.title(f\"{exp_id} interpreted data\")\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.9.6"
},
"toc-autonumbering": true,
"toc-showcode": false,
"toc-showmarkdowntxt": false
},
"nbformat": 4,
"nbformat_minor": 4
}