{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Regression Model to correlate image statistics to soil parameters using Linear Regression with RFE"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"IPython.OutputArea.auto_scroll_threshold = 9999;\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%javascript\n",
"IPython.OutputArea.auto_scroll_threshold = 9999;"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"\n",
"import os\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import warnings\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.feature_selection import RFE\n",
"from sklearn.feature_selection import RFECV\n",
"from sklearn.feature_selection import SelectKBest, chi2\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.metrics import mean_squared_error\n",
"from sklearn.model_selection import train_test_split\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.model_selection import cross_val_score\n",
"plt.style.use('ggplot')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"from sklearn import feature_selection"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"np.set_printoptions(precision=3)\n",
"pd.set_option('display.float_format', lambda x: '%.3f' % x)\n",
"warnings.filterwarnings('ignore')\n",
"np.random.seed(8)\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# see the plots interactively\n",
"%matplotlib notebook"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"os.chdir('C:\\\\Users\\\\bda227\\\\Documents\\\\ENVI\\\\Paper2\\\\python_codes') # to change your directory to the location you want. "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'C:\\\\Users\\\\bda227\\\\Documents\\\\ENVI\\\\Paper2\\\\python_codes'"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"os.getcwd() # to see the working directory"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# My data \n",
"df =pd.read_excel('All_satellite_droneData.xlsx') "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(20, 52)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 20 entries, 0 to 19\n",
"Data columns (total 52 columns):\n",
"Date 20 non-null datetime64[ns]\n",
"Date_Time 20 non-null datetime64[ns]\n",
"band1_mean 20 non-null float64\n",
"band1_std 20 non-null float64\n",
"band1_Eigenvalue 20 non-null float64\n",
"band1_band2_covariance 20 non-null float64\n",
"band1_band3_covariance 20 non-null float64\n",
"band2_mean 20 non-null float64\n",
"band2_std 20 non-null float64\n",
"band2_Eigenvalue 20 non-null float64\n",
"band2_band3_covariance 20 non-null float64\n",
"band3_mean 20 non-null float64\n",
"band3_std 20 non-null float64\n",
"band3_Eigenvalue 20 non-null float64\n",
"SPL4SMGP_005_Geophysical_Data_sm_rootzone 20 non-null float64\n",
" GLDAS_CLSM025_DA1_D_2_2_AvgSurfT_tavg 20 non-null float64\n",
" GLDAS_CLSM025_DA1_D_2_2_CanopInt_tavg 20 non-null float64\n",
" GLDAS_CLSM025_DA1_D_2_2_Evap_tavg 20 non-null float64\n",
" GLDAS_CLSM025_DA1_D_2_2_GWS_tavg 20 non-null float64\n",
" GLDAS_CLSM025_DA1_D_2_2_Qg_tavg 20 non-null float64\n",
" GLDAS_CLSM025_DA1_D_2_2_Qh_tavg 20 non-null float64\n",
" GLDAS_CLSM025_DA1_D_2_2_Qle_tavg 20 non-null float64\n",
" GLDAS_CLSM025_DA1_D_2_2_SoilMoist_P_tavg 20 non-null float64\n",
" GLDAS_CLSM025_DA1_D_2_2_SoilMoist_RZ_tavg 20 non-null float64\n",
" GLDAS_CLSM025_DA1_D_2_2_SoilMoist_S_tavg 20 non-null float64\n",
" GLDAS_CLSM025_DA1_D_2_2_TVeg_tavg 20 non-null float64\n",
" GLDAS_CLSM025_DA1_D_2_2_TWS_tavg 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_AvgSurfT_inst 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_Evap_tavg 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_Qg_tavg 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_Qh_tavg 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_Qle_tavg 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_RootMoist_inst 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_SoilMoi0_10cm_inst 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_SoilMoi10_40cm_inst 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_SoilMoi40_100cm_inst 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_SoilMoi100_200cm_inst 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_SoilTMP0_10cm_inst 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_SoilTMP10_40cm_inst 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_SoilTMP40_100cm_inst 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_SoilTMP100_200cm_inst 20 non-null float64\n",
" GLDAS_NOAH025_3H_2_1_Tveg_tavg 20 non-null float64\n",
"SPL4SMGP_005_Geophysical_Data_heat_flux_ground_5 20 non-null float64\n",
"SPL4SMGP_005_Geophysical_Data_heat_flux_sensible_5 20 non-null float64\n",
"SPL4SMGP_005_Geophysical_Data_land_evapotranspiration_flux_5 20 non-null float64\n",
"SPL4SMGP_005_Geophysical_Data_sm_rootzone_pctl_5 20 non-null float64\n",
"SPL4SMGP_005_Geophysical_Data_sm_surface_5 20 non-null float64\n",
"SPL4SMGP_005_Geophysical_Data_sm_surface_wetness_5 20 non-null float64\n",
"SPL4SMGP_005_Geophysical_Data_soil_temp_layer4_5 20 non-null float64\n",
"SPL4SMGP_005_Geophysical_Data_soil_water_infiltration_flux_5 20 non-null float64\n",
"SPL4SMGP_005_Geophysical_Data_surface_temp_5 20 non-null float64\n",
"SPL4SMGP_005_Geophysical_Data_vegetation_greenness_fraction_5 20 non-null float64\n",
"dtypes: datetime64[ns](2), float64(50)\n",
"memory usage: 8.2 KB\n"
]
}
],
"source": [
"df.info()\n",
"# everything looks good! no missing data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualization of the variables that look to be correlated using graphs. "
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAWEAAAFpCAYAAABNrJm6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deZgcVbnH8W9PN1GWiUwYAwk7yi4SFHEBN1RwF73kdWETlIjiVbyYS8CAW7xGNgFBMBARMMh9ZfEqqMgVBHGBK4siRAQhGMhADBPIgEqcnr5/nNNJZzIzXTVTPT1d/fs8zzxTXVVd/Z5heHPm1Kn3FCqVCiIi0hwdzQ5ARKSdKQmLiDSRkrCISBMpCYuINJGSsIhIEykJi4g0kZKwiEgTKQmLiDSRkrCISBOV6p1gZoe5+2VxeyPgDOBgoAD8APi0uz/b0ChFRHIqSU/4vJrtecBuwDuBdwA7AF9pQFwiIm2hbk+Y0OOteg+wv7s/AmBmRwC3Asc1IDYRkdxL0hOurfCzUTUBA7j7UmCzzKMSEWkTSZLwxmb2VzP7K9BlZrtUD5jZ1sBTDYtORCTnkgxH7D/odW/N9g6EG3UiIjIKhSzrCZvZN939E5ldUEQk57KeJ3xoxtcTEcm1rJNwof4pIiJSlXUS1lpJIiIpJLkx1yoqy5YtW2/nlClT6O3tHeL0fFD7Wpva1/pGauP06dPrjg7kfjiioyPf5THUvtam9rW+sbYx65/QdzO+nohIro06CZvZ78xsSu0+d//42EMSEWkfSaqoXTrMod2AC8zsn+5+eLZhiYi0hyQ35mYCtwM/Z90x3zLwCPBMA+ISEWkLSZLwS4FzCT3f4939MQAzOwY4zd2XNzA+EZFcq5uE3f0B4EAz+wBwo5ldCJyF5gSLiIxZ4htz7n4F8ApgK+BuoLNRQYmItIvED2uYWYe7rwKOM7MZwOuBVQ2LTESkDSRKwmZWBJ4xs03d/Tl3v5vQGxYRkTFINBzh7mXgz2gVDZnASqUSXcUCmzFAV7FAqZSnp/Ilr9L8li4CrjWzs4FHqbkx5+43Zh2YSBqlUonJfb30zptNeXkPxanTmDL3NFZ1TqG/v7/Z4YkMK00Srj4N94VB+yuEFTZEmqazUl6TgAHKy3vonTebrvkLWDno3FKpRGelTEe5zECxSF+hqEQtTZM4Cbv79o0MRGQsOsrlNQm4qry8h46BMrWjbuoxy0STqnaEmW1gZq81s/fH1xub2caNCU0kuYFikeLUaevsK06dxkBHcZ19w/WYOyvlhsWmsWoZSeIkbGZ7EG7OXQgsjLtfD3y7AXGJpNJXKDJl7mlrEnG1h9tXWDcJj9xjHp2Rkmy1571yziyWH30QK+fMYnJfrxKxrJGmJ3w+cIq77wL8K+67Gdgv86hEUurv72dV5xS65i9g6kU/oGv+giGHGJL2mJP2Xusl2Wb0vKW1pEnCu7O2XnAFwN2fBTbMOiiR0ejv72dlucKTlQ5WlitDjvEm6TGn6b3WS7KN6HlLvqT5m2gJ8HLgd9UdZrYP8GDGMYk0TG2PuWOgzEBHkVWDZkekmWlR74Zgtedde86anndZ5VckXU/4ZOA6M/siMMnMTgS+D8xtSGQiDVKvx5ym91pveCPpWLW0rzQFfK4F3ga8kDAWvC3wPnf/WYNiE2mKpOPGUD/JJh2rlvaVpoDPZu5+J/CJBsYj0nTVxLreXOJCEVg3eSYZ3ujv74/DGB1xCEIJWNZKMya81MxuAC4FfuTuqxsUk0hTJUmsg89XkpXRSjMmvC1hiaM5wONmtsDMND1NcinJTAuRLKR5bPlvwDnAOWa2M3AYcJmZVQhT1xa6+yONCVNEJJ9Gu+T9FvFrMvAXYEvgLjObk1VgIiITQaMfO09zY2534FDgEMIKy5cAL61Z+PPLwB+A+ZlGKCLSJONR8ClNSr8F+B5wsLvfPviguy8xs7MyiUpEmkalPtdK8+DOaKVJwtPqzYhw91PGGI+INJFKfa4raYnUsUhzY261mW0O7AN0A4WaY6qkJm0pb73G8ej5tZLxeOw8TSnLgwg34b4EfAv49/j9sEwiEWkxeSxTqYJD6xqPx87T9KfnAUe6+17As/H7LOCOzKIRaSF5LFOZ5pHtdjAej52nScLbuPv3B+27BDg8s2hEWkgee40qOLS+Rj+4k+bvpuVmtrm7PwEsMbNXAyuA9v2vI20tj2Uq0z6yLWOXpid8IWtX0fg6cBPwe+CbWQcl0gry2mvUI9vjq1CpjO5fbDPbBtjY3RdnG9KoVZYtW7bezu7ublasWNGEcMaH2tdca2ZHxF5j2tkRE719Y5X39sHIbZw+fXphyAM1Rn0b193/Otr3iuSFKqjJWI2YhM1sKXE9uZG4+zaZRSQi0kbq9YQPHZcoRETa1IhJ2N1vTnMxM7vO3d8xtpBERNpHNg8/r/XajK8nIpJrrft8pUgKeavxIPmhJCy5p8pgMpFlPRwhMuHkscaD5EfWSbjuxGSR8ZbHGg+SH1kn4f/K+HoiY6bKYDKRpVljbhIwF/ggMB1YBlwBfMXd/wng7l9tRJAiY1Gt8bDemHChiJ5wk2ZLc2PufGBn4FPAI8C2wImElZaPyj40kWyoMphMZGmS8EHAi9z9qfj6PjO7DXgQJWGZ4FTjQSaqNGPCjwMbDdq3IdAzxLkiIpJAmp7wZcBPzewbwKPA1sCxwKVmtn/1JHe/MdsQRUTyK00S/lj8ftKg/cfELwgV13YYa1AiIu0izZL324/2Q8xsa+BSYAtgAFjg7meb2Z7ABcAmwBLgEHdfZWZvAeYDk4DVwGz1sEUkj8bribl+4Hh33xV4FXCsme0GXATMcfc9gGuA2fH8FcC74v4jCEMhIiK5k2ae8J6EteVmEHquEJ6Qq7j7pJHe6+49xBt47t5nZosJU9t2Bm6Jp90AXA+c7O531bz9XuD5ZvY8d38uabwiIq0gzZjw94CrCPOE/zHaDzSz7YC9gNuAPwLvBv4HmEm42TfYvwF3KQGLSB6lScJbAKe4+6jX8jazTQiJ/Lg49nsUcI6ZnQL8kDD+W3v+7sDXgAOGud4sYBaAu9Pd3b3eOaVSacj9eaH2tTa1r/WNtY1pkvAlwIeARaP5IDPbgJCAF7n71QDu/idigjWznYB31Jy/FWGc+HB3/8tQ13T3BcCC+LIy1IqneV/tVe1rbWpf66uz2nLd96dJwvOB35jZScATtQfcff+h3xKYWQFYCCx29zNr9k919+Vm1kGoS3FB3L8pcB1worv/KkWMIiItJU0SvhJ4mNA7TTsmvC9wGHCPmd0d950E7Ghmx8bXVwMXx+1PAi8GTjazk+O+A9x9ecrPFRGZ0NIk4RnAZu6+uu6Zg7j7rQxfa/jsIc6fB8xL+zkiIq0mzTzhXwK7NSoQEZF2lKYn/DDwMzO7hvXHhE/JNCoRkTaRJglvRLhZNomh5/OKiEhKaWpHHNnIQERE2lGqJe/NbFfgYGBzd/+kme0MPM/d/9CQ6EREci7xjTkzm0mo87AlcHjc3QmcOeybRERkRGlmR3wJeIu7HwNU1wr/PbBn5lGJSEsplUp0FQtsxgBdxQKlUqo/sttamp/UVELShVC8vfp91LUkRKT1lUolJvf1rr+adeeUZofWEtL0hO8gPPVW6wPA7dmFIyKtprNSXpOAAcrLe+idN5vOSrnOOwXS9YQ/RZgn/BFgYzO7HtiJYSqciUh76CiX1yTgqvLyHjoGlISTSNwTjhXPdgHOIxTbuRjYw90faFBsItICBopFilOnrbOvOHUaAx3FJkXUWtKsrHGOu38K8EH7z3L34zKPTERaQl+hyJS5p60/Jlwosmmzg2sBaYYjPkwYkhjsMEBJWKRN9ff3s6pzCl3zF9AxUGago8iqQpH+/v5mh9YS6ibhuPoFQKlmu2oHwqKcItLG+vv7WQlAB5QrhLV9JYkkPeHqjIhJrDs7okIo5HNE1kGJiLSLuknY3d8IYGbz3H3uSOea2b5aCUNEJLk0syNGTMDRT8YQi4hI20nzsEYSw62eISIiQ8g6CesRZhGRFLJOwiIikoKSsIhIE2lMWESkiUacomZmiZK0uw/E751ZBCUi0i7qzRPuZ+SbbYV4XJU6RERGoV4S3n5cohARaVMjJmF3f2S8AhERaUf1xoQXuPusuH0ZwwxNuPvhQ+0XEZGR1RuOeLhm+8FGBiIi0o7qDUd8tWb7i40PR0QknVKpRGelTEe5zECxSF+L1TJOtS61mb2RUM5yS+Ax4LvufmMjAhMRqWeklZ5bJREnfljDzD4K/DfwOHA10ANcbmZHNyg2EZER5WGl5zQ94f8E3uLuv6/uMLP/Bq4CLsw6MBGRekZe6bk1qjKkiXIz4L5B++4HpmQXjohIcnlY6TlNEr4VONPMNgIws42B04BfNyIwEZF6qis9VxNxdUy4r9A6STjNcMQxwBXA02bWS+gB/xr4YCMCExGpJw8rPSdOwu7eA7zezLYCpgPL3P3RhkUmIpJAq6/0nDgJm9kLgX+4+6Nm1gMcbmb9wKJqFTUREUknzZjwtcCOcfsrwGeB44Ezsg5KRKRdpBkT3gm4O24fCrwGeAa4F/hMxnGJjJtWf+JKWluannAZmGRmewBPu/tfgaeATRoSmcg4qD5xtXLOLJYffRAr58xicl8vpVKqh0lFRi1NEv4J4MD5hFkSALsRHl8WaUl5eOJKWluaf+4/ChwB/Au4NO7rBr6QcUwi4yYPT1xJa0szRe05YMGgfb+ofW1m97j7HtmEJtJ41SeuahPxmieuyiOt7CWSjaz/qd8u4+uJNFQenriS1pb13Qd1HaSl5OGJK2ltugUsba/Vn7iS1qY7DyIiTZR1Ei5kfD0RkVzLOgl/LOPriYjkWto15t4NvJ4wP3hNr7e65L27X55pdCIiOZemitrnWVtTeCbwLeBDhHXn6r13a8IDHlsAA8ACdz/bzPYELiA8+rwEOMTdV5nZZsCVwCuA77j7J9M0SkSkVaQZjjiKsMbcZ4DV8fu7SDY3uB843t13BV4FHGtmuwEXAXPiAx7XALPj+f8ETiZUahMRya00SXhTd/9j3F5tZhu4++2E4YkRuXuPu98Zt/uAxcCWwM7ALfG0G4B/i+c86+63EpKxiEhupUnCfzGz3eP2H4GPm9lhEKdYJmRm2wF7AbfF67w7HpoJbJ3mWiIirS7Njbm5hBWXAeYAlxPGco9NegEz2wS4Cjgujv0eBZxjZqcAPwRWp4gHM5sFzAJwd7q7u9c7p1QqDbk/L9S+1qb2tb6xtrFQqYzPk8ZmtgFhdY7r3f3MIY7vBHzX3fep2fdhYO+EN+Yqy5YtW29nd3c3K1asGHXcE53a19rUvtY3UhunT59e99mJxMMRcYXlofYvT/DeArAQWFybgM1savzeQehpX5A0HhGRPEgzHLHB4B2xd5uk3NS+wGHAPWZWXSLpJGBHM6sOZ1wNXFxz7SXAZMJqHgcBB7j7fSniFRGZ8OomYTP7JaE62vPN7JZBh7cCfl3vGnGmw3Dd8rOHec929a4rItLqkvSELyIk0FcQhhSqKsATwI0NiEtEpC3UTcLufgmAmf3W3f/U+JBERNpHmuWN/mRmmwP7sH7tiG83IDYRkdxLUzviIOC7wAPA7sC9wEuAWwElYRGRUUjzxNw84Eh33wt4Nn6fBdzRkMhERNpAmiS8jbt/f9C+S4DDM4xHRKStpEnCy+OYMMASM3s18CKSzROWFlQqlegqFtiMAbqKBUolLUkokrU0/1ddCOxHqP3wdeAmQm3gMxoQlzRZqVRicl8vvfNmU17es2Yp+FWdU7QSsUiGRl07wsy2ATZ298XZhjRqqh2Roa5igZVzZlFe3rNmX3HqNLrmL2BleXzqjYD++7W6vLcPxl47Iu3yRjsDU4Bed78/zXultXSUy+skYIDy8h46BspokW6R7CRKwmZ2OPA1YCpxfrCZPUFYFeOSxoUnzTJQLFKcOm29nvBARxHGsScsknd1uzRm9mbgPOB04MXAhvH7GYRawG9paITSFH2FIlPmnkZx6jSANWPCfQXdhxXJUpKe8KeAz7n7OTX7HgJON7N/Ap8mLE0kOdLf38+qzil0zV9Ax0CZgY4iqwpF3ZQTyViSwb1XEFZYHooDe2cXjkwk/f39rCxXeLLSwcpyRQlYpAGSJOGN3X3Iwu1x/8bZhiQi0j6S3pgrMHQ94AKhpKWIiIxCkiS8CTDc36FKwiIiY5AkCW/f8ChERNpUkqLujyS9mJnd4+57jC0kEZH2kfWjT9tlfD0RkVzLOglrfFhEJAUVARARaSIlYRGRJso6Cdct2yYiImtlnYQ/lvH1RERybcQpamZ2GQlutrn74fH75RnFJSLSFurNE35wXKIQEWlTIyZhd//ieAUiE1epVKKzUqajXGagWKRPJS1FMpN2eaNJwM5ANzU34dz9xozjkglCC36KNFbiG3Nmth/wCHAzoYj7lcD1wEWNCU0mgs5KeU0ChrDOXO+82XRWyk2OTCQf0syO+DpwqrtPAfri9y8D32xIZDIhjLzgp4iMVZokvBNw9qB984HPZBeOTDTVBT9rrVnwU0TGLE0SfhqYHLd7zGw3oItQb1hySgt+ijRWmhtzVwNvBy4HFgI3Af8Cvt+AuGSC0IKfIo2VOAm7+3E122eY2W1AJ+HmnORYf38/KwHogHKF4RdaEZG00syO2NLMuqqv3f1W4DZgi0YEJiLSDtKMCf8A2GrQvi2Ba7ILR0SkvaSaHeHu99TuiK93yTak9lIqlegqFtiMAbqKBUqlVM/PiEiLS5OE/2ZmL67dEV8/mW1I7aP6NNrKObNYfvRBrJwzi8l9vUrEIm0kzf/t3wauMrPPAQ8BLyI8rKEn5kZpuKfRuuYviDfCRCTv0iTh+YQpaacDWwNLCQn4zAbE1RZGfhpNi56ItIM0U9QGgNPil2Sg+jRabSJe8zRaWWumirSDekXdX+fut8Tt/Yc7T1XURqf6NNp6FcoKRTQXV6Q91OsJfxN4SdxeOMw5FWCHzCJqI3oaTUTqFXV/Sc329o0Pp/3oaTSR9jbquz9m9kYze22WwYiItJs0jy3fbGb7xu0TgCuAK8zspEYFJyKSd2l6wi8Bfhu3jwbeALwKOCbjmERE2kaaecIdQMXMXgQU3H0xQG1RHxERSSdNEr4VOBeYRizaExPyigbEJSLSFtIk4Q8DxwN/A06N+3Zh/SWP1mNmWwOXEspeDgAL3P1sM9sTuICwOscS4BB3XxXfcyLwEaAMfMrdVbdYRHInVaUYdz9p0OvrEr61Hzje3e80s07gDjO7gfDY82fd/WYzOwqYDZwcl076ALA7MB34XzPbyd21uqSI5EqaJLw0Js5LgR+5++qkb3T3HqAnbveZ2WJCLeKdgVviaTcQVuk4GXgPcIW7Pwc8bGYPAvsAv0kRr4jIhJdmdsS2wM+BOcDjZrbAzPZL+4Fmth2wF2FVjj8C746HZhIKA0FI0Etr3vZo3CcikitpCvj8DTgHOMfMdgYOAy4zswrwXWChuz8y0jXMbBPgKuA4d18VhyDOMbNTgB8C1d51YYi3r1fRxsxmAbNifHR3d6/3plKpNOT+vFD7Wpva1/rG2sbRVg/fIn5NBu4k9FLvMrNT3X3+UG8wsw0ICXiRu18N4O5/Ag6Ix3cC3hFPf5S1vWIIyyotG3xNd18ALIgvKytWrD9Ro7u7m6H254Xa19rUvtY3UhunT59e9/2Jk7CZ7Q4cChwCPANcArzU3R+Lx78M/IFQd3jwewuEAkCL3f3Mmv1T3X25mXUAcwkzJSD0ii83szMJN+Z2BG5PGquISKtI0xO+BfgecLC7r5cQ3X2JmZ01zHv3JQxf3GNmd8d9JwE7mtmx8fXVwMXxWveamQP3EWZWHKuZESKSR4VKJVnxcDOblGZGRBNUli1bb8Qi938OqX2tTe1rfXWGI4a6v7WONDfmVpvZAcAMwsMVtcdOSXodERFZK82Y8LmAATcBf685pHV4RERGKc2Y8AeBGe6+tO6ZIiKSSJqHNZ4EnmpUICIi7ajeQp+1a8edASwys68CT9Se5+4PNSA2EZHcqzcc8SBhzLf2Dt87B51TAYpZBiUi0i7qLfQ56jXoRESkvtSPLZvZloSn2B5z9/Un5oqISGJppqhtAywCXg30AlPM7LeEQuwjFu7Jo1KpRGelTEe5zECxSF+hSH+/lqsXkXTSDDdcAtwBvMDdpwKbAv8X97eVUqnE5L5eVs6ZxfKjD2LlnFlM7uulVBptPSQRaVdpkvDLgdnu/iyAuz8DnBD3t5XOSpneebMpL+8BoLy8h955s+msqLyFiKSTJgn/lrC6Ra29acPVLjrK5TUJuKq8vIeOASVhEUknzd/PfwF+bGbXEVa92Bp4O6Hk5JeqJ7VDHYmBYpHi1GnrJOLi1GkMdBShrKe4RSS5ND3h5xPKTT4HTI3frwE2JCTkrQnF11tCqVSiq1hgMwboKhZSjef2FYpMmXsaxanTgJCAp8w9jb6CpkuLSDppqqgd2chAxlP1xlp1XLeaRFd1Tkk0w6G/v59VnVPomr+AjoEyAx1FVml2hIiMQqrb+Wa2I6GQz5bAY8D33P2BRgTWSMPdWOuav4CVCa/R398fz+2IQxBKwCKSXuLhCDN7F2GK2i6EecI7A78zs3eP+MYJSDfWRGSiSNMT/i/gPe5+U3WHmb0BOJewJlzL0I01EZko0tyY2wr45aB9t9JCN+OqdGNNRCaKND3hu4Hjga/V7PuPuL+l6MaaiEwUaZLwx4EfmdmnWTtP+Fmg5caEQTfWRGRiSDwc4e5/AnYlrDN3Rvy+m7svblBsIiK5l7ZecKH65e63ApPMbOPswxIRaQ9ppqjtAfwZuBBYGHe/Hvh2A+ISEWkLaXrC5wOnuPsuwL/ivpuB/TKPSkSkTaRJwrsD343bFYBY1nLDrIMSEWkXaZLwEgbVDjazfQiLgYqIyCikmaJ2MnCdmV1AuCF3InAMcHRDIhMRaQNppqhdC7wNeCFhLHhb4H3u/rMGxSYiknupqqi5+53AJxoUi4hI26mbhM1sOrCfu3t8/S1gg5pTTnb3xxoUn4hIriUZjjgB2KLm9YcItYQfAyYD/9mAuERE2kKS4Yi3AvvWvO5395MBzKyb9SuriYhIQkl6wpu7+4qa13OrG3H/9MyjEhFpE0mS8Oo4LgyAu59X3Y77VzciMBGRdpAkCf8c+Mwwx/4DuDG7cERE2kuSMeGTgdvMbCfgKuBxYBrwPuC1wKsaF56ISL7V7Qm7+4PAK4FVhFU1rovfnwFe6e5/bmiEIiI5luhhjZiID6t3npnNcff5Y45KRKRNpC3qXs9JGV9PRCTXsk7ChYyvJyKSa1kn4UrG1xMRybWsk7CIiKSg4QgRkSbKOgmrjoSISAqp6gkDmNlkwkMaBeBX7r6yeszd355hbCIiuVe3J2xmP63ZfilwP3A6cCrwJzPbq3HhiYjkW5LhiNfUbJ8KnO3uu7r7bqxNxiIiMgppx4T3As6qeX0OMCO7cERE2kuSMeGSmb2RMAY8wLpzgQeA5zciMBGRdpAkCS8Hvh23/wm8DPhNfP0K4KF6FzCzrYFLCcskDQAL3P1sM5sBXEBI5P3AJ9z9djPrip/5oviZR7n7HxO3SkSkRdRNwu6+3QiHlwIfTPA5/cDx7n6nmXUCd5jZDYTx5C+6+0/M7O3x9RsINSjudvf3mtkuwHnAmxJ8johIS0k1JmxmXWa2Teyp4u5L3f2+eu9z9x53vzNu9wGLgS0JQxuT42kvAJbF7d0IxeRx9z8B25nZ5mliFRFpBUmWvN8A+CJwJFBNhBUzewK4GPiCu/8r6Qea2XaEG3y3AccB15vZ6YR/EKozMX5PKBp/q5ntA2wLbAU8Mehas4BZAO5Od3f3+g0slYbcnxdqX2tT+1rfWNuYZEz4fMLY7CGE5Pg0ofc6A/hcPP7RJB9mZpsQVuc4zt1Xmdk84DPufpWZGbAQeDMwHzjbzO4G7gHuIgxprMPdFwAL4svKihUrBp9Cd3c3Q+3PC7Wvtal9rW+kNk6fXn8d5CRJ+N+A7dz96Zp9vcCNZnYX8DAJknDsUV8FLHL3q+PuI4BPx+3vAxcBuPsqQs8bMyvEz3g4QawiIi0lyZjwPwlryg1li3h8RDGRLgQWu/uZNYeWAa+P2/sDD8TzNzWzSXH/R4FbYmIWEcmVJD3hU4GbzGwh6w5H7Al8hDB0UM++hOWR7olDDBBmQBxNGHYoEZL5rHhsV+BSMysD98XPERHJnUKlUr8Ou5kdCBwO7A5sQljk817gUne/vqERJldZtmzZejvzPial9rU2ta/11RkTrlveN+lCn9cDEyXZiojkRqIkbGabEW7Q7Q50An2EnvBV7v5k48ITEcm3JKUs3wQ8CBwaz19GqCNxCPBArCshIiKjkKQn/A3gIzXTytYws/cC3yTcSBMRkZSSTFHbFrhumGM/jsdFRGQUkiTh24B5ZrZx7c74+svxuIiIjEKS4Ygjge8BK8zsIdbOE94BuBv4QOPCGx+lUonOSpmOcpmBYpG+QpH+/vWekhYRyVySUpaPAK8xsx0ZNE/Y3R9ocHwNVyqVmNzXS++82ZSX91CcOo0pc09jVecUJWIRabjEqy3HhDti0jWzVe4+eaRzJprOSnlNAgYoL++hd95suuYvYGWd94qIjFXaNebqqft0yETTUS6vScBV5eU9dAyUmxSRiLSTrJNw/WegJ5iBYpHi1HXrExWnTmOgo9ikiESknWSdhFtOX6HIlLmnrUnE1THhvoKSsIg0XuIx4bzq7+9nVecUuuYvoGOgzEBHkVWaHSEi4yTrJNxyY8IQEnG4CdcB5QpDLOIhItIQSQv4HAC8BLjL3W8a4dS3ZRKViEibSFLA5wTgGsJDGT8ys2OHO9fdb80wNhGR3EtyY+5jwJvcfR/gQOATjQ1JRKR9JEnC3e7+WwB3/xVhXTkREclA0jHhAuGmWwEo1LwGwN0HGhOeiEi+JUnCm7DudIFCzesC4QENTaoVERmFJEl4+4ZHISLSppJWURMRkQaom4TNbCfgLe5+Xnz9U2BSzSkfd/f7GxSfiEiuJZkdMYdQP7jqNcCi+HVvPCOtqR8AAA6ISURBVC4iIqOQZEz4dcBxNa/L7r4QwMw6gTsbEZiISDtI0hOe6u6ral4fXt1w9z5g88yjmgBKpRJdxQKbMUBXsUCp1Pa1jkSkAZIk4T4z2676wt1/VN02sx1Yd6giF6pLHq2cM4vlRx/EyjmzmNzXq0QsIplLkoSvI6yqPJQvxuO5MtySR50VrbYhItlK0rU7Bfi1md1FKOTzODANOAjoAl7VuPCaY+Qlj9q+Dr6IZKhuRnH3x4G9CT3etwGz4/cfAy+Px3NFSx6JyHhJNMjp7r3A3PiVe9Ulj6pDEtUlj1YViqjgu4hkKcnDGofXO8fdL80mnIlBSx6JyHhJ0hP+DvAgYSx4qOWLKkCukjBoySMRGR9JkvA5wMFAHyHZ/sDdn2toVCIibSLJjbnjgG2BbwLvA5aY2YVmtl+jgxMRybtE863cvezu17n7+4GdgZXAL8zsjQ2NTkQk5xI/AmZmLyAs9nkE8ELCAxx3NyguEZG2kGR2xDsJiXdf4IfA7LjWnIiIjFGSnvAPgfsJpSv/ARxoZgfWnuDupzQgNhGR3EuShC8lTEPrHuZ4JbtwRETaS5LljT48DnGIiLSlJGPCGwO4+7PxdQH4KPAS4DfufkVDIxQRybEkU9SuIMwPrjodmA9MB84xs+MbEZiISDtIkoT3Bn4EYGaTgKOBg919JvDO+FpEREYhSRLeyN2fitt7A/3ufhOAu99OqC3csrSMkYg0U5IkvMzMXhq3DwB+WT1gZpsCLVtHQssYiUizJUnCpwM/M7OrCQXdv1lz7EDgD40IbDxoGSMRabYkBXwWAu8HfgUc6O7X1xz+B2GduZY08jJGIiKNl3RljZuBm2v3mdk2wLXuPtCIwMZDdRmj2kS8Zhmjsp5BEZHGG8uqlb8FNssqkGaoLmNUXU+uuoxRX0FryYnI+EjysMZfhzk0FbjLzAbcfZs619ia8PjzFsAAsMDdzzazGcAFwPMJS1d8wt1vjxXbvgtsE2M83d0vTtqopLSMkYg0W5Ke8N+BhwjzgQ+LX4cDTwP/Hl/X0w8c7+67Aq8CjjWz3YBTgS+6+wzglPga4FjgPnffE3gDcEaco5y5/v5+VpYrPFnpYGW5ogQsIuMqSRLeA7gBOBN4gbvf7O6/AFYDv4rjxSNy9x53vzNu9wGLgS0JxX8mx9NeACyL2xWgMz4ivQnQixZ5E5EcKlQqyW5Amdn2hPXmioQe8C+BGe6+PM0Hmtl2wC2E2hNbAtcTFhDtAF7j7o+YWSehhOYuQCfwfne/bohrzQJmAbj7y1evXr3e55VKpVz3btW+1qb2tb6R2jhp0qShFkdeR+IkXGVm7wW+Rlh3bus0SdjMNiHMsviKu19tZucAN7v7VWZmwCx3f7OZHUwoIv8fwIsIPfE93X3VCJevLFu2bL2d3d3drFixImmILUfta21qX+sbqY3Tp0+vm4RTz45w92uAGcA+QK+Z7ZDkfWa2AXAVsMjdr467jwCq29+P1wQ4Erja3Svu/iDwMKFXLCKSK6Oaoubuf3f33xOGJh6od34c210ILHb3M2sOLQNeH7f3r7nWX4E3xfduTlhc9KHRxCoiMpFlUSShbnebMLRwGHCPmVUXBz2JMOPibDMrAf8kju8SFhH9jpndE69/grvn+28aEWlLWSThuoPK7n4rwyfrlw9x/jJCsSARkVwbyxNzIiIyRkmemFvK8L3dJEMRIiIyjCTDEYc2PIqMTJ8+PdX+vFD7Wpva1/pGaGOFep3VSqVS92vmzJmbzpw582UzZ87sTHL+RPqaOXPm75odg9qn9ql9+f0aaxvrjgmb2TuAx4DfAY+a2RtT/iMhIiLDSHJj7svACYQaDqcAX2loRCIibSRJEt7B3c91978D5wEvbnBMWVvQ7AAaTO1rbWpf6xtTG+vWjjCzVe4+ueZ1r7tPGcuHiohIkCQJ9wO/rtn1auA3tee4++uyD01EJP+STFH7yKDXCxsRiIhIO0qShP8IPOfufwQws6nAWcDuhHXmjm9ceCMzs28D7wSWu/tL4r4pwH8D2wFLAHP3lbGI0NnA2wmrhXy4Wmh+ohphWahctNHMnk+oLf08wu/ile7++Vi7+gpgCnAncJi7rzaz5xF+Hi8HniTUmV7SlOBTMLMiYXbRY+7+zhy2bwnQB5SBfnffOy+/owBmtilwEaEGegU4CrifjNqX5MbcWYQkULUA2DF+3521SxI1w3eAtw7aNwf4ubvvCPw8vgZ4GyHuHQmFgs4fpxjHYrhlofLSxueA/eMyVjOAt5rZqwj1qr8e27eStX+NfQRY6e4vBr4ez2sFnyasJlOVt/YBvNHdZ7j73vF1Xn5HISTVn7r7LsCehP+WmbUvSRLelbCKRvVfhHcAh7j7ecAHgXelaU2W3P0WwtJHtd4DXBK3LwEOqtl/aaxR/FtgUzObNj6Rjs4Iy0Lloo0xzmfiyw3iV4VQ1vTKuH9w+6rtvhJ4U+x5TFhmthXh/5mL4usCOWrfCHLxO2pmk4HXEYdh3X21uz9Fhu1LkoRLhPXkIPTGetz9zzGgpcCmyZs0LjZ39x4ISYywKjSE5LW05rxH476WEJeF2gu4jRy10cyKsbzpcsIKKn8BnnL36noxtW1Y0754/Glgs/GNOLWzgP8kDCdBiDdP7YPwD+fPzOyOuOQY5Od3dAfgb8DFZnaXmV1kZhuTYfuSJOF7gZlx+wPA/1YPmNmWhF+UVjBUjyLd2k5NEpeFugo4rs4STy3XRncvx9W2tyKsrLLrEKdV29BS7TOz6v2KO2p2j9SGlmpfjX3d/WWEP8WPNbORZku1WhtLwMuA8919L+BZ1g49DCV1+5Ik4ROAb5lZL+HPqtpxqvcDv0pwjfH0RLX7H79X18B7FNi65rytWLu684Q1zLJQuWojQPwT7xeEv7Y2jYX+Yd02rGlfPP4C1h+Omkj2Bd4db1xdQRiGOIv8tA9YU/+buN7kNYR/TPPyO/oo8Ki73xZfX0lIypm1r24SjgXZtwHeQnh67v6aw9cBn6nfjnH1Q8LadcTv/1Oz/3AzK8SbP09X/5yYqEZYFioXbTSzF8b7DJjZhsCbCePeNwEHx9MGt6/a7oOBG919wvai3P1Ed9/K3bcj/BV5o7sfQk7aB2BmG8fV0Yl/ph9AmFGVi99Rd38cWGpmO8ddbwLuI8P2JVpZI94UumOI/fcPcfq4MbPvAW8Aus3sUeDzwHzAzewjhLXqqkMpPyZMG3mQMHXkyHEPOL3hloXKSxunAZfEKVwdgLv7tWZ2H3CFmc0D7mLt3PSFwGVm9iChh/iBZgSdgRPIT/s2B64Ji6VTAi5395+a2f+Rj99RgH8HFpnZJMJal0cSf1+zaF/qJe9FRCQ7Wt5IRKSJlIRFRJpISVhEpImUhEVEmkhJWEbNzJaY2Ztb/XPM7BAz+1mjrp8FM/uFmX202XFI9hJNUROZKMzsCOBThAIpq4DLgZNqHgMe7n1LCNOpyjW7v+Pun3T3RcCixkQsMjIlYWk1GwHHEWpovJAwOf6zhLnT9bzL3f+3/mki40dJWMbqFWZ2DuHBix8AHwc2BC4DXkn4HfsVcIy7PwrhT2tCZb79gZcSVmr5kLuviMcPA+YRFpetfVIQd68tDfiYmS0CxrQCuJl9GPiou+8XXx8AfINQwnURoWTrZe5erYR2FDA7Hr8dmOXuj8RjlfgzOB7oJvTUPwlMAp4A9qupzf1CwkT/bYF/jfQzGxTvF4AXu/uh8fV2wMPABu7eb2YvIPzc3k4oHHQx8Hl3Lw++ljSfxoRlrA4BDgReBOwEzCX8Xl1MSC7bAP8Azh30vg8RniaaSkhQnwWI9ZLPJzwpOJ1QRWyrET7/dYQiU5kws25CfYAT42ffD7ym5vhBhKcW30foif8S+N6gy7wTeAWh9qwBB7r7c8DVhPKvay4H3BxrLiT5mSV1CaEW9YsJlfcOADSePEGpJyxjdW4saYqZfQX4hrvPJRQdomb/TYPed3G1JKqZOfDuuP9g4NpYKxozO5nQk1yPmR0J7E3yBPODuGZi1Wx3v3DQOW8H7q0WS4q9/M/WHP8Y8FV3XxyP/xdwkpltW+0NA/NjQaKnzOwmQsH6nxJ6xQuAz8XzPgR8C8Ddn6T+z6wuM9ucUM1sU3f/B/CsmX2dUGD8W2mvJ42nJCxjVVs79RFgupltRFgZ4q1AVzzWaWbFmj+JH695398JQw8Qer9rrunuz5rZk4M/NPZI5wNvrg5jJHBQgjHhwZ9fiXVJqrYFzjazM2r2FQg1Y6tJeLi23QhsaGavjOfMIFQdI+HPLIltCcXxe2I9Bwi97KXDvkOaSklYxqq2bN82hLJ9xwM7A69098fNbAahUE2SVSJ6qKkpHJPTOoXNzeytwIXAO9z9nrGFP+Tnrxn+iJXsaodDlgJfiTMqUnH3gdjr/yBhfPjaWBwL0v3MniXcoKyqXX5sKWHZqO56M0ZkYlASlrE61syuJfT4TiIsfthJGNN8ysKCj59Pcb0rgdvMbD/CTa8vUXPvwsz2J9wse6+7355NE9ZxHXBu7GlfCxzDuknuAuDLZna3u98bb4Id4O7fT3j9ywk3MJ9k7bAEpPuZ3Q2cYGbbEBZVOLF6wN174pznM+JQzjPA9sBW7n5zwhhlHOnGnIzV5cDPCCX+HiLMajiLMENiBWFF7p8mvZi73wscG6/bQ1gIs3Y44GRCsfMfm9kz8esnCS//o5r3PGNm1wzx+SsIZQlPJSTK3QgrJT8Xj19DWNjgCjNbRaid+7YU7buN0JOdDtTGnfhn5u43EP6x+wOhxOy1g045nHCz8z7Cz+9KwuwVmYBUylJkBGbWQfhH4BB3T32jTKQeDUeIDGJmBxIeBvkHYT5wgdA7FcmckrDkQhwfvW+Yw7u5+19TXO7VhOGQ6p/0B8XpXiKZ03CEiEgT6caciEgTKQmLiDSRkrCISBMpCYuINJGSsIhIEykJi4g00f8DkeOv4UBpSk0AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAFgCAYAAACFYaNMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deZhcZZn38W91VRK2Dkmnk7GbVQUcHUUU3AZlgEEBBxERbhZlcyTihgtmCBjEgfAaDco7iPAa2ZXFe1AUWVxQkUURBGVxR2VNICTdIR3AkKqu949zKlY6VXVOd5/T53TV73NdudJ1TnXVL0W48/RznnM/hWq1ioiITLyurAOIiHQqFWARkYyoAIuIZEQFWEQkIyrAIiIZKWUdIEHVpUuXZp0BgJ6eHgYGBrKOsZE85spjJlCu0chjJshXrv7+/kKj4xoBp6CrK58fax5z5TETKNdo5DET5DdXvfwnFBFpUyrAIiIZUQEWEcmICrCISEZUgEVEMqICLCKSkVjrgM3sjCan1gKPA99396cSSyUi0gHijoB3Ak4G9gJ2CH8/GXgN8EHgr2a2XyoJRUTaVNwC3AUc7u5vcfcj3f0tgAEVd38j8CFgUVohRUTaUdwCvC9w3Yhj1wP7h19/A3hpUqFERPKkVCoxs1hgFsPMLBYolZLp4hC3AP+FYKqh3gnhcYBe4NlEEomI5EipVGL60ACD8+ey/PiDGJw/l+lDA4kU4biv8H7g22Z2MvAEsBVQAQ4Oz78MOG3caUREcqa7WmFg4Twqy5cBUFm+jIGF85i5aAmD43ztWAXY3e81sx2BNwF9wDLgF+6+Ljx/K3DrOLOIiOROV6WyvvjWVJYvo2u4wnhX8sZdhvZx4Kqw0IqIdIzhYpHinL4NinBxTh/DXUWojG9T47jle0/gb2Z2s5kdZ2bTx/WuIiKTxFChSM+CxRTn9AFB8e1ZsJihQnHcrx13CuIgM5sBHAIcBZxnZt8HrnD3b487hYhITpXLZVZ39zBz0RK6hisMdxVZXShSLpfH/dqxL+O5+yrgQuBCM9s2/Pp/gfH/MyAikmPlcjm84NYVTjuMv/jCKLckMrM3A0cQjIRXAKcnkkJEpAPFvQi3mODOtyrwTWBfd/9NmsFERNpd3BHwFsB73f22NMOIiHSSuBfhRt4FJyIi4xR3CqJE0HDn3whuO16/xbK775FONBGR9hZ3HfA5wAcI7nbbFfgWMAf4SUq5RETaXtwCfDCwv7v/D1AOfz+IoC+wiIiMQdwCvBnwWPj182a2mbv/gaAhu4iIjEHcVRC/B14H3AX8Cvisma0m6IwmIiJjELcAf4yg/STAJ4ELgG5gbhqhREQ6QdwC/Ji7Pwng7n8G9gEwsxelFUxEpN3FnQP+U5Pjv0sqiIhIp4lbgAsjD4QtKYeTjSMi0jlaTkGY2WME/R82NbNHR5yeBVyVVjARkXYXNQf8XoLR740EfYBrqsBT7v7HtIKJiLS7lgXY3X8GYGa97v5cq+ea2Q3u/h9JhhMRaWex5oCjim/oLePMIiLSUca3paeIiIyZCrCISEZUgEVEMjKqPeEibLRWuMbMNiFoZTktfM9r3P10M7uUoMfwM+FTj3X335jZnsB3gb+Fx7/t7mckmFVEJHPjKsBmtrW7Px4+/D8tnroW2Nvd15jZFOB2M7spPDfP3a9p8D23ufsB48knIpJnUTdilIEzWow+fwdMB3D3zzV7HXevAmvCh1PCX9VRpxURaSNRI+AycLiZ/StwhLsPjjjfdNphJDMrAvcAOwBfcfdfmtkHgbPM7DPAj4H57r42/JY3mdl9wFLgU+7+27jvJSIyGUQV4BcI+gBfBPzGzA5x97vrzscexbp7BdjFzGYA15rZK4FTgCeBqcAS4GTgDOBeYLtwyuLtwHeAHUe+ppnNJWyJ6e709vbGjZOqUqmUmyz18pgrj5lAuUYjj5kgv7nqFarV5jXUzFa7+/Tw6xOBhQSj1PNHnh8NMzsdeNbdz647tifBSHejeV8zexjYzd1XtHjZ6tKlS0cbJRW9vb2sWNEqajbymCuPmUC5RiOPmSBfufr7+xvOFsRehubu5wJvA+ab2RVmthkxpyDMbHY48sXMNiXoJ/wHM+sLjxUI9ph7MHz8ovAYZvb6MOfKuFlFRCaDUa0Ddvc7gdcSbE1/N/FXUfQBPzWz+8Pv+5G7Xw9cYWYPAA+Er7kwfP4hwIPhHPC5wOHhhTwRkbYRVUBHtqDE3VeY2X7AfwOfjvMm7n4/DTbwdPe9mzz/POC8OK8tIjJZtRwBu/srmxyvuvtngE1TSSUi0gHGdCOGmU0DPgDMA7ZJNJGISIeIuhHjZcCFwC7An4GjgZcRzMs+AZyUdkARkXYVNQI+F3iI4DbjIwn6MzwPHOPuN6ecTUSkrUWtgtgVOMHdbwJOALYH9lPxFREZv6gCPLV2a7C7Pws8U9d8R0RExiFqCmKamdU34tl0xGPC1RAiIjJKUQX4SjZc5XD1iMe6OUJEZIyidkU+Lu4LmdkR7n7V+COJiHSGJLck+mqCryUi0vaSLMCxewOLiEiyBVjzwSIio6BdkUVEMqICLCKSkSQL8EatK0VEpLlYBdjMBpocX177ulnrShERaSzuCHjKyANmNgUoJhtHRKRzRLWjvI1gdcMmZnbriNNbAz9PK5iISLuLuhX5QoL1vbWt6WuqwFPAT1LKJSLS9qJuRb4MwMzudPc/TEwkEel0pVKJ7mqFrkqF4WKRoUKRcrmcdazExd2S6DVmVnD334e7ZCwBKsCHVJhFJEmlUonpQwMMLJxHZfkyinP66FmwmNXdPW1XhONehFsI1FZCnE2wtfytwPlphBKRztVdrawvvgCV5csYWDiP7mol42TJizsCnu3uT5nZJsCbgUOAdcCK1JKJSEfqqlTWF9+ayvJldA1XaLd7x+L+aZ42sx2A/YG7w10yNkENeEQkYcPFIsU5fRscK87pY7ir/Va9xi3AZwL3EKyEWBwe+3fgvjRCiUjnGioU6VmweH0Rrs0BDxXarwDHmoJw90vNzMOvnwsP/xI4PK1gItKZyuUyq7t7mLloCV3DFYa7iqzutFUQ4aqHavh1F/D3uq9B878ikpJyucwgAF1QqQLtV3yh9Qj4GWB6+HWZjfv9FsJj7fdzgYjIBGhVgP+l7usXpx1ERKTTNC3A7v5Y3dePwPrph38CnnL34fTjiYi0r1gX4cxsOnAewUW3ErDOzK4GTnT3Z1LMJyLStuIuQzsX2Bx4JbAp8Cpgs/C4iEhmSqUSM4sFZjHMzGKBUinu/WXZi5t0P+AldUvQ/mRmxwF/SSeWiEi0Vn0jJoO4I+C/A7NHHOsF1iYbR0QkvsneNyLuCPhC4Edm9iXgEWA74BMEXdFERDLRum9E/sUtwGcBS4Ejgf7w6y8AF6eUS0QkUq1vRH0RrvWNmAw3KMS9FblKUGxVcEUkN2p9IzaaAy4UmZF1uBii9oQ7OuoF3P3y5OKIiMQ32ftGRI2ALwUeAp6kcevJKqACLCKZmcx9I6IK8LkEzdeHCArtd8JewCIiMk4tl6G5+8cJVjycDxwMPGxmXzOzN09EOBGRdha5DtjdK+5+g7sfBrwMGARuMbO9Uk8nItLG4vaC2JKgD8QxBDdknAn8JsVcIiJtL2oVxAEERXd34DpgnrvfMRHBRETaXdQI+Drgj8AVwPPAvma2b/0T3P0zKWUTEWlrUQX4coKlZr0TkEVEpKO0LMDufuwE5RAR6TitNuV8SZwXcPe/JhdHRKRztBoBP0Qw/dDoDrgabcopIjJGrfaEi9srWERExmBC9u4ws02AW4Fp4Xte4+6nm9mlwL8BtX3ljnX335hZAfgf4O3Ac+Hxeyciq4jIRGk1B/x9d98v/Po2gumGjbj7HjHeZy2wt7uvMbMpwO1mdlN4bp67XzPi+fsDO4a/3gBcEP4uItI2Wo2A67ucXTieNwn7Ca8JH04JfzUs6KF3ApeH33enmc0wsz53X9bie0REJpVCtdqqDibHzIrAPcAOwFfc/eRwCuJNBCPkHwPz3X2tmV0PLHL328Pv/TFwsrv/asRrzgXmArj7ri+88MKE/FmilEqlXPYjzWOuPGYC5RqNPGaCfOWaOnVqw8UMseeAw12QjwK2Ap4Avu7ul8T9fnevALuY2QzgWjN7JXAKQa/hqQT7y50MnEHz3sMjX3MJ/9iXrrpixYq4cVLV29tLXrLUy2OuPGYC5RqNPGaCfOXq7+9veDzWSgcz+zQwH7gaODH8/b/C46Pi7quAW4D93H2Zu1fDHsOXAK8Pn/Y4sE3dt21NsA+diEjbiDsCfj+wp7s/UjtgZj8gWNlwVtQ3m9lsYJ27rzKzTYF9gM/X5nXDVQ8HAQ+G33Id8BEzu5rg4tszmv8VkXYTd63v5sDTI46tBDaN+f19wE/N7H7gbuBH7n49cIWZPQA8QNBvYmH4/BuBvxLcDPI14EMx30dEZNKIOwL+PkGxnA88SrBLxlnAD+J8s7vfD7ymwfG9mzy/Cnw4ZjYRkUkp7gj4IwT7wt1HsJzsPoIbJD6aUi4RkbYXawTs7quBo83sWIKpghXuPpxmMBGRdtdyBGxmm5vZ5nWHqgQ3SZxjZoenmkxEpM1FTUFcTbAbcs3ZwCKgHzjXzE5KK5h0jlKpxMxigVkMM7NYoFSakBYlIpmLKsC7Ad8DMLOpwPHAIe5+KHBA+Fhk7KpVpg8NMDh/LsuPP4jB+XOZPjSgIiwdIaoAbxbeOAFBMS67+08B3P0uguVlImNWeHY1AwvnUVkeLPOuLF/GwMJ5dFcrGScTSV9UAV5qZjuHX78NuK12IryleG1awaRDrFu3vvjWVJYvo2tYBVjaX9TPeWcDPzSznwP7suF88L7A/WkFkw4xZQrFOX0bFOHinD6Gu4pQmZhGUSJZaTkCdveLgMOAO4B93b3+xovngf9OMZt0gOrm0+lZsJjinGA2qzinj54FixkqaKcraX+JtaM0swfc/VWJvNjYVJcuzUe/njx1YaqXx1y9vb2sWrWK7mqFruEKw11FhgrFzNsI5vGzgnzmymMmyFeu/v7+8bWjjGH7BF9LOki5XGYQgK5w2iEfPVxF0pbkxpuasBMRGQXtfCwikhGtdhdpolQqBXPTlQrDxXzMTUt7SbIAN5xkFpmUwjv0ajeJ1FZnrO7uURGWxCQ5BfGBBF9LJFO6Q08mQmQBNrM3mtknzOxtDc7Nr33t7lcmHU4kM7pDTyZAVDvKowi2B9oTuNTMbjCzLeqecmqK2USyE96hV2/9HXoiCYkaAZ9CsHvxO4GXAisI9nabEZ7XvK+0Jd2hJxMh6iLcVmHXM9z9eeAYM1sM3Gpmb0Vrf3Nt5FV8ErrrsSMUCqzu7mHmoiXr79BbrVUQkrCoEfBTZrZj/QF3nwdcS9AZbUpawWR8SqXSRn12eeIR9dkdhXK5zGClyspqF4OVqoqvJC6qAH8XOHLkQXc/HbgEmJZGKBm/7mplo6v4K848SVfxRXKk5XAoHO02O/c54HO1x2a2u7vfkWA2GYeuSqXFVXzdACmSB0n+n3hTgq8l4zRcLOoqvkjOJVmAtSIiR4YKxY2u4vee9kVdxRfJkSSvyOgSe46Uy+WNruIzo4fyypVZRxORkC6Jt7GRfXZ7C/ohRSRPdDVGRCQjmgMWEclIYgXY3buTei0RkU7Qcg44bLzzBWB34LfAae7+l7rzWW/EKSIyaUWNgL9IsNnmZ4HlwF1mtmfd+e3TCCUi0gmiCvA7gCPc/Vp3/zhwOOBm9vb0o4mItLeoArwpsLb2wN1/BBwIXGxmh6K1vyIiYxZVgB8E9qg/4O53AvsDXwY2SymXiEjbiyrAnwN6Rh50918D+wCXpxFKRKQTRHVDu7HFuQeB99Uem9n57v6hBLOJiLS1JG/EeG+CryUi0vZ0J5yISEaSLMBaESEiMgpqxiMikhFNQYiIZCTJAvyNBF9LRKTtRTZkN7NNgeOAtxCsCR4AbgUudffna89z9w+mFVJEpB21HAGb2XTgLmAB8AJwL7AOOI2gMc/01BOKiLSpqBHwfOBp4E3uvqZ2MGxTeW14/tT04omItK+oOeADgHn1xRcgfDyfoFuaSGpKpRIziwVmMczMYoFSSdsYSvuI+tu8HfBAk3MPoH7AkqJSqcT0oQEGFs6jsnwZxTl99CxYzOruHsrlctbxRMYtchWEu7/Q4vhw4olEQt3VyvriC1BZvoyBhfPorlYyTiZ5M1l/UopKuYmZndHi/LQ4b2JmmxCsnJgWvuc17n563fkvA8e5+xbh42OBxcAT4VPOc/cL47yXtI+uSmV98a2pLF9G13AF3UMkNc1+UmLLLbOOFimqAF8JbNPi/FUx32ctsLe7rzGzKcDtZnaTu99pZrsBMxp8zzfd/SMxX1/a0HCxSHFO3wZFuDinj+GuIlSSvfO9VCrRXa3QVakwXCxCVXfWTxbNflKa/cWLM04WLaod5XFxX8jMjnD3hgXZ3atA7ULelPBX1cyKBCPdI4F3xX0v6QxDhSI9CxZvPAdcKALJzQE3GkH1nvZFSlvM0FzzJNDsJyXWrcsoUXxJTpR8lRYj4rDY3gPsAHzF3X9pZh8DrnP3ZWY28lvebWZ7AH8CPuHujzV4zbnAXAB3p7e3N5k/yTiVSqXcZKmXx1yRmbbcMhjJrFsHU6ZQ3Xw6MwrJ3vVeWPMMT48YQa048yRmf/FiqjMm2eeVgawzFdY80/AnpcKUqfTOzPetCkkW4Jb/V7h7BdjFzGYA14bF9VBgzwZP/x5wlbuvNbMTgMuAvRu85hJgSfiwumLFinHET05vby95yVIvj7lGlamyDv6+MvEMsxhuOIIaXruWlX+fxJ/XBMk6U6lUWv+TUnHmLKYf8X5K/dtSrVZZtWpVLn6K6e/vb3h8wttRuvsq4BZgL4LR8ENm9jCwmZk9FD5npbvXNgP9GrBrgjlFNlCba663fq5Zcq9cLrO6u4eexRcx48PzGTz/8zw592Ce/tT7mD40kOsVERNyKdnMZocj31pviX2Ae9z9Re6+vbtvDzzn7juEz6n/v+FA4PcTkVM6U22uuVaEa3PAQwUV4MmiXC5TrVRYOcmWLU7UPw19wGXhPHAX4O5+fYvnn2hmBxJcaRkAjk0/onSq2ghq5qIldA1XgpHvjB7KK5Of7pD0TMZli0kW4EebnXD3+4HXtPrm2hrg8OtTgFOSiybSWrlcZhCALqhU6U34Qp+kbyKXLSZlXP8smNm2ta/d/ZXjjyMiMjaNppJ6FizO9VTSmEfAZjYN+BuQ3z+diHSMkVNJXdOmMViu5mIVRDMtC3C4VKyZWLchi4hMlPqppN4ttqScsyV7I0WNgG8BlqGmOyIiiYsqwI8A73H3n488ETbYeTaVVCIiHSDqItyvgN2anBumxcoHERFpLWoEfGSzE2E/4BcnG0ekuZEdy4YKxVxfYBGJEtUNrWk7ITPrAvZz9xsTTyUygnbHkHY06mVoZrYzcDTwXoIpjDlJhxIZqVnP15mLloRXvUdPI2rJWqwCbGazgfcAxwA7EzTeORG4KL1oIv+Q9G2mGlFLHrT8m2tmh5jZ9wi2Bnof8E3gJQRb1V9T17FMJFVJdyzTfnOSB1EjYAdWAoe5+7W1gw2ap4ukKundMSZj4xZpP1EF+H0E873/a2a/Aq4gGAXns7OFtK1GHctWj2POdjI2bpH20/Kfene/1N33Bl4K3AB8lGA6Yjbw9rC9pMiEKJfLDFaqrKx2MVgZ3z3+k7Fxi7SfWBfh3P0R4EzgTDPbneBi3DnAWcBW6cUTSUfSI2qRsRj1MjR3vwO4w8xOBN6ZfCSRiTGyB3CSOy2LxBF3GdrbgbcAPQQ7VNzq7jcRzAeLiMgYRLWjnArcCLyJoC/EUuDlBFsG3QnsH96SLCIioxQ1Av4EMAv4Z3d/rHbQzLYBvgN8EliUXjwRkfYVteDxEOBj9cUXIHz8SeDQtIKJiLS7qAK8I3B3k3N3ATskG0dEpHNEFeCCuz/f6ESz4yIiEk/UHPBUMzsOaLZH95SE84iIdIyoAvxLgluRW50XEZExiGrIvmfcFzKz3cObNEREJIYk2z7dlOBriYi0vSQLcLN5YhERaSDJAqwefiIio6DO0yIiGVEBFhHJyKjbUbYwqeaAtSOuiGRtLNvSb0Fwh9xQ/XF3704sVcq0I66I5EHUrsifrvt6lpl9H1gNrDKzm81sTtoB06AdcUUkD6LmgE+u+3oxMAT0Af3ACuALKeVKVesdcUVEJkbUFET9vO4+wK7u/jSAmX0YuD+tYGnSjrgikgdRI+CqmRXC3Y8LwMq6cwPA9NSSpUg74opIHkSNgLcg2KmwQHCjxS7AveG5HYGn04uWHu2IKyJ5EFWAXzzi8Yq6r2cApyYbZ+JoR1yZKFryOH7t+hlGdUN7pMW5uwh2xRCRJrTkcfza+TOMvBPOzLY1s3eZ2U4Nzh2RTiyR9qAlj+PXzp9h1Drg/YAHgc8C95nZ+eEFuZqvpphNJBWlUomZxQKzGGZmsUCplOQNoRvSksfxa+fPMGoEfBZwhLu/Gtie4MLbd81sanh+Ut1+LFL7cXZw/lyWH38Qg/PnMn1oILUiXFvyWG/9kkeJpZ0/w6gCvIO73wDg7k8B+wNrgBvNbLO0w4kkbaJ/nNWSx/Fr588w6p/9QTPbxt0fA3D3cjjvexFwMzD5PwHpKK1/nE2+OaCWPI5fO3+GUX/jbgaOqz/g7lV3fx/BXXCbpBVMJA1Z/DhbLpcZrFRZWe1isFJti8Ix0dr1M4wqwB8Czm50wt1PIJgXFpk02vnHWZl8otYBvwC8YGabAzsB3QQNef7k7s+6+6MTkFEkMe3846xMPi0LsJnNAC4ADgZeAJ4h6P8w1cy+BXzY3VelnlIkQboLUvIi6iLcxcDzwMvd/a+1g2b2EuC/w/MHpxdPRKR9RRXgtwL/5O7P1R9097+a2QnAk3HexMw2AW4FpoXveY27n153/svAce6+Rfh4GnA5sCtBB7bD3P3hWH8iEZFJIuoi3ErgNU3O7ULQkjKOtcDe4Q0duwD7mdkbAcxsN4LGPvX+Exh09x2Ac4DPx3wfEZFJI2oEfCpwk5ldB9zHP+aAXw28Azghzpu4e5XgBg6AKeGvanhb82LgSOBddd/yToLbnwGuAc4zs0L4OiIibSFqFcSVZnYfQYHcnaA/8Brgt8C/uvvv4r5RWGzvAXYAvuLuvzSzjwHXufsyM6t/+lZA/c0fzwCz2LAdJmY2F5gbPo/e3t64cVJVKpVyk6VeHnPlMRMo12jkMRPkN1e9yBvg3f23wKejnhfjdSrALuHKimvNbA/gUGDPBk9v1GNio9Gvuy8BltTOr1ixYuRTMtHb20testTLY648ZgLlGo08ZoJ85erv7294PGoZ2tFRL+zul48miLuvMrNbgL0IRsMPhaPfzczsoXDe93FgG+BxMysBWxJ/vllEZFKIGgFfCjxEsNqh2ag0sgCb2WxgXVh8NyXY4PPz7v6iuuesCYsvwHXAMcAvgEOAn2j+V0TaTVQBPpegAA4RFNrvuPvaMbxPH3BZOA/cBbi7X9/i+RcBXzezhwhGvoeP4T1FRHKtUK22HliGRXM/4GhgD+B64DJ3vz39eKNSXbp0adYZgHzNPdXLY648ZgLlGo08ZoJ85erv72/YOz2y/567V9z9Bnc/DHgZMAjcYmZ7JZxRRKSjxNoGwMy2JJgGOAaYDZwJ/CbFXCIibS9qFcQBBEV3d4ILY/Pc/Y6JCCYi0u6iRsDXAX8EriBoyrOvme1b/wR3/0xK2URE2lpUAb6cYKlZs9tJtDRMRGSMom5FPnaCcojICKVSie5qha5KheFiUbt2tKGoOeDNAdz92fBxAXg/8ErgF+5+deoJRTpQqVRi+tDA+h2ca1snseWWWUeTBEUtQ7uaDRuunw0sAvqBc83spLSCiXSy7mplffGFYOfmgYXzKDy7OuNk0UqlEjOLBWYxzMxigVIp1mKrjhRVgHcDvgdgZlOB44FD3P1Q4IDwsYgkrKtSWV98ayrLl8G6dRkliqc2ch+cP5flxx/E4Py5TB8aUBFuIqoAb1a359tuQNndfwrg7ncR3GIsIgkbLhbX79xcU5zTB1OmZJQonmYj9+5qJeNk+RRVgJea2c7h128DbqudCNtKjqUvhIhEGCoU6VmweH0Rrs0BVzefnnGy1pqN3LuGVYAbifq54Gzgh2b2c2BfNpwP3he4P61gIp2sXC6zuruHmYuW0DVcYbiryOpCkRmFhi0FcqM2cq8vwsU5fQx3FcMdqKVeyxGwu18EHAbcAezr7j+oO/08/9g2SEQSVi6XGaxUWVntYrBSpVwuZx0pUrORu5bQNRZnR4yfAT9rcOpGgm3p89YVTUQy0mzkPhn+8chCZDe0ForAe5IKIiLtYTKO3LMyngIsIiLjoAIsIpKRqFuR39fidL4XJIqI5FzURbijIs7fmlQQEZFOE9UNTdsOiYikpOUcsJlta2bHNTl3rJltnU4skfagxjTSStRFuM8AmzQ5Ny08LyINqDGNRIkqwHsD32hy7grgrcnGEWkfakwjUaIK8Gzg2Sbnnqf5VkUiHU+NaSRKVAFeBuzS5NyrgSeTjSPSPpq1lBzuUl8ECUQV4CuBJWbWX38wfHwBzacnRDqeGtNIlKirAWcBrwX+bGZ3EYyI+4DXAz8Kz4tIA2pMI1Gi1gGvAw40s32AfwdmAXcCC939xxOQT2RSK5fLDALQFfbDVfGVf4i1HsbdbwZubvUcM3vA3V+VSCoRkQ6QZDOe7RN8LRGRtpdkAdZ+IyIio6B2lCIiGVEBFhHJSJIFON/btYqI5MyYCrCZzWxw+APjzCIi0lGidsQ4Gniqth29me0GXAv0m9lDwIHu/kcAd78y7bAiIu0kagR8Ehv2e1hCsB545/D3xSnlEhFpe1EFeFvgAQAz2wZ4FXCSu/8WmA+8Id14IiLtK6oAl4Gp4df/CvzB3QfCx88Bm6YVTESk3UUV4J8BZ5nZzsBHge/Vnftn1I5SRGTMogrwx4DXAHcQjHg/X3fuKOD7KeUSEWl7Ud3QniDYlqjRuflmphs5RETGaEy7A5rZq4CjgfcA/RFPF5bMceEAAAxDSURBVBGRBmIXYDObDRwJHEOwHdHtBFMUIiIyBlE3YkwBDgSOBfYFHgKuArYDDnX35WkHFBFpV1FzuE8BXwX+CLzR3V/h7mcCL6SeTESkzUUV4PuBGQQ3XLyuSQ8IEREZg5YF2N33BF4K/BD4FPCkmX0P2ByYkno6EZE2FrmMzN0fcfcz3X1Hgo05lwHDwH1m9oW0A4qItKtRLUNz99uB283sROBdBEvRIpnZJsCtwLTwPa9x99PN7CJgN4Jewn8CjnX3NWZ2LEGjnyfClzjP3S8cTVYRkbwbzTK0lwE9wEDYgvKq8Fcca4G9w+I6haCI3wR8wt1Xh6//JeAjwKLwe77p7h+Jm09EZLKJLMBhT+DPA3MId70ws6eA+e5+WZw3cfcqsCZ8OCX8Va0rvgWCxj7a2FNEOkahWm1e88xsH4IG7J8Fvg0sBbYCDgZOAw5x9x/FeSMzKwL3ADsAX3H3k8PjlwBvB34H/Ie7PxdOQXwOeJpgauIT7v5Yg9ecC8wFcPddX3ghH6vjSqUS5XI56xgbyWOuPGYC5RqNPGaCfOWaOnVqwy3bogrwdcDN7n5ug3MfAfZz9wNGE8TMZhAU9Y+6+4PhsSLwZeBud7/EzGYBa9x9rZmdAJi7N+xJUae6dOnS0URJTW9vLytWrMg6xkbymCuPmUC5RiOPmSBfufr7+xsW4KhVEK8Drm5yzgkuoI2Ku68CbgH2qztWAb4JvDt8vNLd14anvwbsOtr3ERHJu6gCvHmz243D45vHeRMzmx2OfDGzTYF9gD+a2Q7hsQLwDuAP4eO+um8/EPh9nPcREZlM4lyEK9B4y/kC8S+a9QGXhVMNXQSj5xuA28xsevha9wEfDJ9/opkdSLAjxwBBLwoRkbYSVYC3ICiCjcQuwO5+P0Fj95F2b/L8U4BT4ry2iMhkFVWAXzwhKUREOlDUjhiPNDtnZiXgYmLeDSciIhsaz5ZCRYIdMUREZAy0p5uISEZUgEVEMhK1JdH7WpxWP2ARkXGIWgVxVMT5W5MKIiLSaaJWQew1UUFEOl2pVKK7WqGrUmG4WGSoUMxNMxlJx6gaspvZNtTdFefujyaeSKQDlUolpg8NMLBwHpXlyyjO6aNnwWJWd/eoCLexlhfhzOwwM7u47tCfgL8BDwN/M7N3p5hNpGN0Vyvriy9AZfkyBhbOo7tayTiZpClqFcQHgPqtgP4OTCW4ALcXwQ4WIjJOXZXK+uJbU1m+jK5hFeB2FlWA/xn4Rd3jNe5eCdtH3g7slFoykQ4yXCxSnNO3wbHinD6Gu4oZJZKJEFWAtyQY8QLg7tvUnZsKzEgjlEinGSoU6VmweH0Rrs0BDxVUgNtZ1EW4hwg6lv2kwbk3A39JPJFIByqXy6zu7mHmoiV0DVcY7iqyWqsg2l7UCPhrwP8zsw1aSZrZa4HzgSVpBRPpNOVymcFKlZXVLgYrVRXfDhC1Dvi8cDv6u83sUeBJgubqWwNfdffzJiCjiEhbiuwF4e4fBV5OsDX9DeHv/+LuWgEhIjIOsW7EcPc/A39OOYuISEdRNzQRkYyoAIuIZEQFWEQkIyrAIiIZUQEWEcmICrCISEYK1Wo16wxJaZs/iIi0pcLIA+00Ai7k5ZeZ3ZN1hsmSK4+ZlGvyZ8ppro20UwEWEZlUVIBFRDKiApyOvHaJy2OuPGYC5RqNPGaC/OZar50uwomITCoaAYuIZEQFWEQkI7HaUcqGzOxi4ABgubu/csS5TwGLgdnuvsLMCsD/AG8HngOOdfd7M860J/Bd4G/hU77t7mcknalZLjP7LHA88HT4tFPd/cbw3CnAfwIV4ER3/0HWucxse+D3wB/D43e6+wkTkSk8/lGCHcjLwA3u/l/h8cw+q2a5JuqzapbLzL4JvCx8ygxglbvvEp6bkM9rNFSAx+ZS4Dzg8vqDZrYN8Fbg0brD+wM7hr/eAFwQ/p5lJoDb3P2AFHLEygWc4+5n1x8ws1cAhwP/AvQDN5vZTuEu3JnlCv2l9j9yijbKZGZ7Ae8Ednb3tWY2Jzye6WfVLFdoIj6rhrnc/bC6jF8Engm/nsjPKzZNQYyBu98KDDQ4dQ7wX2x4V947gcvdverudwIzzKyvwfdOZKYJ0yJXI+8Ernb3te7+N4JNYV+fg1wTokmmDwKL3H1t+Jzl4fGsP6tmuSZMq/+G4U+eBlwVHpqwz2s0NAJOiJkdCDzh7veZWf2prYDH6h4/Hh5blmEmgDeZ2X3AUuBT7v7btPOM8BEzOxr4FXCSuw8SfC531j2n9lllnQvgxWb2a2A1sMDdb5ugPDsBbzGzs4C/E/y3upvsP6tmuSC7z6reW4Cnwt18IPvPqyGNgBNgZpsBnwY+0+B0o1sQUx+NRmS6F9jO3V8NfBn4Ttp5RrgAeCmwC8E/RF8Mj2fyWdVplmsZsK27vwb4JHClmU2foEwlYCbwRmAe4OHoLuvPqlmuLD+rekfwj9EvZP95NaQRcDJeCrwYqI00twbuNbPXE/xLu03dc7cmGHVmlsndn6w9KbzIdL6Z9br7ignIhbs/VfvazL4GXB8+zOqzapkr/DG79qP2PWb2F4IR4K8mINbjBBdJq8BdZjYM9JLxZ9Usl7s/TXafFQBmVgIOBnYdkTfLz6shFeAEuPsDwPqLEGb2MLBbuOLgOoIfa68muPj2jLunPv0QkelFBD+eVcN/JLqAlWlnqsvSV/cZvAt4MPz6OoIR05cILpTsCNyVdS4zmw0MuHvFzF4S5vrrBMX6DrA3cIuZ7QRMBVaQ8WfVLFfGn1XNPsAf3P3xumNZf14NqQCPgZldBewJ9JrZ48Dp7n5Rk6ffSLAE7SGCZWjH5SDTIcAHzawMPA8cHo5kJiQXsKeZ7ULwI+DDwAcA3P23ZubA7wiWNn04ravUo8kF7AGcEX5eFeAEd0/8Al6TTBcDF5vZg8ALwDHhf6usP6uGucxsQj6rZrnCv/OHs+H0w4T+3RoN3YosIpIRXYQTEcmICrCISEZUgEVEMqICLCKSERVgEZGMqACLiGREBVgyZWYPm9k+7fI+IqOhGzGk45jZMcCJBHdDrQauJOj9W840mHQcjYClE20GfJygp8IbgH8HPpVpIulIGgFLHrzOzM4F+gh6DHwQ2BT4OkGBLAF3ENzW+jiAmd0C3EbQj2Bn4BfAkbWGQmZ2FLAQ2AL4Uv2bufsFdQ+fMLMrgL2iQob9NL4CHEXQ7Ohq4FSCxuBvBn4JHFprYWlmbwzf+xXAI8DH3P2W8NxxBH2atybYgePz7v7V8NyewDcIejmfTHBL76nufklURplcNAKWPHgPsC9BUdsJWEDwd/MSYDtgW4KeFeeN+L4jCXprzCFoBvMpWL/7wQUEhbIfmEVQ6JrZA4jbD/ndBDuM7AS8A7iJoAj3hplPDDNsBdxA8I9AT5jtW2GzGoDlBNvpTA//DOeY2Wvr3udFwJYEPWv/E/iKmc2MmVEmCY2AJQ/Oc/fHAMIG31929wXAt2pPCI//dMT3XeLufwrPO3BgePwQ4PpwxwTM7DSCvcs2Eo5EdwPeHzPrl2ttK83sNoL9yH4dPr6WYDoD4L3AjbW97oAfmdmvCBozXebuN9S95s/M7IcETcRr+wWuA84I56VvNLM1BHud1TcVl0lOBVjyoH7HkEeA/rCh/DnAfgSNvwG6zaxY18Xqybrve45gugGCUe/613T3Z81so3abZnYQsAjYZxS9kJ+q+/r5Bo9rGbYDDjWzd9Sdn0L4j4iZ7U/QVWwngpHzZsADdc9dOeKiYP2fT9qECrDkQX2j7G0JGmWfRDDie4O7Pxm2ifw1jXc2GGkZ8PLag7CYz6p/gpntB3wN+I+wd3LSHgO+7u7HjzxhZtMIRvdHA99193Vm9h3i/dmkjagASx582MyuJxjlnQp8E+gmGFGuMrMegtFiXNcAvzSzNxM03T6DuusdZrY3cAXwLndPqyn3N4C7zWxf4GaC0e8bCfpCPwNMI7j4Vg5Hw2/jH43ppUPoIpzkwZXADwl2TvgrwYWr/0uwEmIFwbzn9+O+WLjB6IfD110GDBJsSVNzGsEFrhvNbE3466YE/hz1GR4j2In3VIJC+xjB3mld7j5EcLHOw2xHEuzYIB1GDdlFRDKiEbCISEY0BywSMrNtCfYMa+QV7v7oROaR9qcpCBGRjGgKQkQkIyrAIiIZUQEWEcmICrCISEb+P1sDtqkLzsP/AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# x-axis variable list:\n",
"x_list =['band2_Eigenvalue','band2_Eigenvalue','band2_Eigenvalue','band2_Eigenvalue','band2_Eigenvalue',\n",
" 'band2_band3_covariance','band2_std','band2_std','band1_mean','band1_mean','band2_mean','band1_band2_covariance',\n",
" 'band1_mean','band3_Eigenvalue','band2_std']\n",
"# y-axis variable list:\n",
"y_list = ['SPL4SMGP_005_Geophysical_Data_soil_temp_layer4_5','SPL4SMGP_005_Geophysical_Data_vegetation_greenness_fraction_5',\n",
" ' GLDAS_NOAH025_3H_2_1_SoilTMP40_100cm_inst',' GLDAS_NOAH025_3H_2_1_SoilTMP100_200cm_inst',\n",
" ' GLDAS_NOAH025_3H_2_1_SoilTMP10_40cm_inst',' GLDAS_NOAH025_3H_2_1_SoilMoi40_100cm_inst',' GLDAS_NOAH025_3H_2_1_SoilMoi40_100cm_inst',\n",
" ' GLDAS_NOAH025_3H_2_1_RootMoist_inst',' GLDAS_CLSM025_DA1_D_2_2_SoilMoist_P_tavg',' GLDAS_CLSM025_DA1_D_2_2_GWS_tavg',\n",
" ' GLDAS_CLSM025_DA1_D_2_2_SoilMoist_RZ_tavg',' GLDAS_NOAH025_3H_2_1_SoilTMP40_100cm_inst',\n",
" 'SPL4SMGP_005_Geophysical_Data_vegetation_greenness_fraction_5','SPL4SMGP_005_Geophysical_Data_sm_rootzone',\n",
" ' GLDAS_CLSM025_DA1_D_2_2_TWS_tavg']\n",
"\n",
"for x,y in zip(x_list,y_list):\n",
" sns.relplot(x= x , y= y, data= df);\n",
"plt.tight_layout(pad=0.4, w_pad=0.5, h_pad=1.0)\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Finding the best fit line and the equation. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Function to create a graph"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"# without scaling the data. Original \n",
"from sklearn.metrics import r2_score\n",
"from sklearn.metrics import mean_squared_error\n",
"def PlotPolly(model, independent_variable, dependent_variabble, Name,power):\n",
" x_new = np.linspace(independent_variable.min(), independent_variable.max(), 20)\n",
" y_new = model(x_new)\n",
" y_hat = np.asanyarray(model(independent_variable))\n",
" y_test = np.asanyarray(dependent_variabble)\n",
" R2_score = r2_score(y_test, y_hat) \n",
"# print(\"R2-score: %.3f\" % r2_score(y_hat , y_test) )\n",
" MSE = mean_squared_error(y_test, y_hat)\n",
" plt.figure()\n",
" plt.plot(independent_variable, dependent_variabble, '.', x_new, y_new, '-')\n",
"# plt.title('Polynomial Fit with Matplotlib for q0 x e_eoc VS e_ini')\n",
" plt.title('Polymomial Regression(Power={})\\n\\\n",
" R^2 = {:.3f}, MeanSqrd Error:{:.3f} '.format(power, R2_score, MSE))\n",
" ax = plt.gca()\n",
" ax.set_facecolor((0.898, 0.898, 0.898))\n",
" fig = plt.gcf()\n",
" plt.xlabel(Name)\n",
" plt.ylabel(y)\n",
"\n",
" plt.show()\n",
" plt.close()"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 2\n",
"-3.514e-05 x + 0.03112 x + 285.6\n",
" Polynomial Power: 2\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 3 2\n",
"2.433e-08 x - 6.03e-05 x + 0.03874 x + 285\n",
" Polynomial Power: 3\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAFVCAYAAAAaIRPpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOydd5xU1fXAv2cbLCxLW9pSpUgTBY0dFGuMLTHKjYldo6aqiSXGFms0sURT1GCv0WvsJT9jLCg27KAUBQHpsCywLGyf+/vjvpVhmN2dBzPM7sz5fj7zmTf33ffeuW9m7nn33HPPEecciqIoihKPnHQLoCiKorReVEkoiqIoTaJKQlEURWkSVRKKoihKk6iSUBRFUZpElYSiKIrSJKokFEVRlCZRJaEoiqI0iSoJRVEUpUnyWqpgjDnJWvtQsN0BuBk4DhDgGeBca+2GlEqpKIqipIVERhL/iNq+FhgFHAkcAQwGrkuBXIqiKEoroMWRBH7E0Mj3gQOttQsBjDGnAFOB81Igm6IoipJmEhlJREcA7NCoIACstYuA7kmXSlEURWkVJKIkOhpjvjHGfAN0NcaMaNxhjOkPrE2ZdIqiKEpaScTcdGDM5/Ko7cH4iWxFURQlA5Fk5pMwxtxurf1F0k6oKIqipJVkr5M4McnnUxRFUdJIspWEtFxFURRFaSskW0loLlRFUZQMQsNyKIqiKE2i5iZFURSlSZKtJB5O8vkURVGUNLLVLrDGmA+BQ6215S1WVhRFUdokLSoJY8yDTew6DngBqLbWnpxswRRFUZT0k8iK60nANOBVNp9zaAAWApUpkEtRFEVpBSSiJHYG/o4PEX6+tXYJgDHmZ8CN1tqVKZRPURRFSSMJz0kYY44HrgLuAm4FvgHGqpJQFEXJXBL2brLWPgbsDvQDPgU6pUooRVEUpXWQsJIwxuRYayustefhYzRdBlSkTDIlFCIyUUSciPRLtyxbi4gMCtowPsQxbb7dyUJErhSRuSk6d46IfCIix6Xi/G0REckVkZkicmS6ZUklCZmbjDG5+AnqLtbampRLlWWIyP3AKcHHBmAJ8B/gUufc6gTPMRF4HejvnFucAjFTjojkAj2A1c65ugSPmUgL7RaRK4E/BB8dsAJ4D7jEOTdrG8VuNYhIEdDeOVeWgnOfAfwaGOeCTkNEFgADgyo1wALgXuAm51wk2TJsb0TkYWBvoBTYCHwMXOGcezeqjgGuAUZmQpvjkdBIwlrbAHyJZqFLJW8BfYBBwDnAsUBT7scZiXOuwTm3PFEFEZIF+PvbF5+GtyvwkogUpOBamyEi+SKS8mgEzrnKVCiIgN8Ak92WT5V/wt/XkcCdwA3A+SmSYavYhu/4PeBUfNsOABYDr4hI36g6T+P7xcO3RcbWTJgV148ALxhjTjHGHGSMObDxlSrhsozaoINc7Jx7Fu8ccJiIFAKIyHAReVFEKoPX8yIyNN6JAtPA1yJySUx5RxGpEJFTg89viMg9InKtiKwUkbUicl1w/BUiskJEVonIdTHn6SQi/wz2VYvIhyJyaNT+RrPRT0TkZRHZKCKzRWR/EekrIi+JyIZgqD4hznHjo8quE5FZwTkWicidItJ5K+5vowJa5pybhk+WNQgYHtO240Xk06BdC0TkFhHpGLW/UEQmi8g6EVkjIreLyPXRZh4RuV9E/icivw6etmuAjsG+Xwf3olpEvhKRS0UkL+rY7wdmnY3B9zFNRMYF+/IDeRaLSI2ILBORx6KO3cLcJCKnBPe5Jjju2pjrvSEid4vI5SKyXETKA/mj2zwWGA08E+e+Vgb3db5z7la8q/wPo449XEQ+Cq6/MrhfjfdiaPB9D42qv1BEFkd9bvxNjAo+5wXtnB/cwy9E5OyYNjsROUdEHhWRdfi+KzTOub87595yzi1wzk0HzsN/j9+JqlMHvEgGp0kIoyR+jn/6uhK4G7gneN2dfLEUoAr//eQFiuK/QHtg/+BVBPyfxHlKCoa9dwFniGz2BHs8EAFsVNlxQD4wHvgtcAl+kWQRMAG4ALhERL4Xdcy9wHfxf4xxwNvACyIygs25BrgDGAvMAv4FPBDINi4oe1RE8lu4D2fhXbBPBSYCf22mfouISDc2/alro8pPDeS9ObjeycDB+CfkRv6EH4mcBOwFrAPiJdraA5/V8QfALkC1eLPXBcDv8U+n5wJnE5jCRKQ38AT+Po3GmzpuBeqDc/4aMIHsw4Cj8U+7TbXzCPx39RAwBv+E/0s2md4aOQ7ohr+3Pwlkvihq//7AEufc0qauFUUV/veEiOwMPAe8if8NnAIcSXA/nXNz8V6SBwX1hwA9gc4i0qi8DwKWO+dmBp/vxiuhs/H38GrgT+LNYdH8AXgX2BW4NDj/F7LpIaup14B4jRKR9vjvuRL4IGb3+/iRRmbinNNXml/A/cD/oj6PAuYB7wWfz8DbREui6vTC/yFPDj5PxNvb+0XtrwUOjjrmXeAfUZ/fAD6NkeULYEZM2Wd4OzPA0OA6h8fU+Ri4N9geFNQ5L2r/7kHZ+VFl44KynWKOG9/MvToG/2SeE6/dTRxzJV45VgIbgvoO+HdMvQXAz2LK9gvqdsU/RdYAZ8TUeQ+YG/N9rgWKoso6BN/hYTHHngysjbkfg5pox23AawRziU20M1qOtwAbU+fc4HdTEPUbmB5T507g3ajPtwLvx7neAuCyYDsHOCK4PzcEZQ8B02KO+X7wXQyMulc22D4TPxJ5CfhFUPYI8GiwvUNw7IiYc15B1O84uIf3xJF3IP7329wrL+aYRsUQwZub9oxz3qODa3ZMdt/QGl6JLKb7FmNMPv7pqdRa+7gxpiOAtXZDmPMocZkoIpVALtAO/2dpHEaPBma6KHuzc26FiMwJ9m1BsP9Z/B/vfyIyGv/d/Tym6mcxn5cHr9iynsH2qOD9zZg6b+KffJs6d+M5p8cp60kTiMgP8cP8oUAxvjMqAHoDiTzZNrII/1Sajx8d/IKoeyEiPfCdyC0iclO0CMH7ULzSLWDLp/d3gaNiymY556KjEYwGCoEnRSTarp8LtA+uPx14GfhcRF7Bd+BPOecWBXXvA14B5gb7XwGed87VEp/RwOMxZVPwI9Ih+JEceJf2aJYAh0Z9LgSqm7jG5SJyMf6+OPxI8cqo678W5/qC/x0tDPbfHIx4D8T/7uuC7dvxT+hXBMd+Jzj2w80HyOThHT6imRYrqHNuYRNtaI5H8KP4nvgR7RMiMt45901UncZ7U4h/CMkoElYSxpgx+KFjDX6txOP4YegpwI9SIl128T7+XtYDy5xzsV5k8dzQpInyRu7ET872wCuLD5xzsR1C7CSxa6KsJdNkPFmiz+OaKYt7bhHZE29+uR64EFiDV3QP4DulMNQ5b94AmCV+8vFxfGcULcO5eG+pWBazaf4ikRWosZ1F4/kn4Z1AYil3zjUEZr3d8YrsWOAGEZnknHvBOfepiOwAHILvPG8DrhGRvZxzTbmjx8oqccpjlUzs970K2KeJ8/8D35lXA0vdlh4+Td2rxvJXgRJ8ZIfGNtUBFwcPNn3YpGgaZdoHPypr7jpbdNYi8gWbvLGaYlS0AnDOrcObFOcC74jIbPwDxsVRx3TDK6mMDHYaZk7iDuAKa+0INv3Rp+Bt2cq2U+Wcm+v8JFmsgvgCGC0iJY0FItIL2DHY1xSv4W2+Z+Ft6HclQc7G6+0XUz6hBVm2hvFAmXPuMufc+865L/EPKMngz8AeInIs+JEXfrQxPPgeYl/V+I6ili1HTHslcL0v8B3p4CbO3xDI4Zxz05xzf3TO7Yf/j53WeBLnPZieds6dg3+yHol/WGvqmrH79sObm75OQOZGPgaGxZv/wiu3uc47XMQqiHjX3x/foc8EcM4tAb7Cz7cUAh8Cn+CV2W+Ahc65Rlk/Ct4HxLl/8xJox+H4uZHmXi2NTnPwI/1oxgCfxGl/RhDG3DSaTfkiHHgzkzGmMOlSKbE8ih9yPy4iF+L/QDfhzQKx5oRvcc45EZkMXIvv3P61rYI45+aJyBPA7YFXyUK82WYn/KRnMpkD9AgmJV/HK414k8Shcc6Vi8g9wLUi8kzQSV8K3CMia/GePHX4Tvh7zrmznXMbROSfwTEr8COCU4I6q1q4XqWI/BH4Y2AqeQX//xuDX3vwOxHZB28S+y+wDD85vTPeQYTgu1+KNw9tBH6Mf4KNNzIBPwJ7PjAHPYXvBK8Ebm7GRBWP1/H/+T3x8xyJciPwsYjcAkzGzzn9DXgkxlzzGn7e7f+cc/UAIjIFf28faqzknJsrIvcCd4nIRXgzX0dgN6CHc+5PzQkTxtwkIjsB3wtkW4Wf4/s5fl7k0ZjqE/EeThlJmJHEAvyX8S3GmD3wT1dKCnHOVeFtxDV42/8U/HD6sAT+7PfhlcqjMTbybeGneNv5w/h5h32BI51zs5N0fgCccy8A1wF/BGbgvbMuTOIlbsHPNZwaXO8hvPfQEXib9gf4TnVJ1DG/A57HdxTT8BPa99O0zf5bnHPX4J+Of4q/b1ODzwuCKuvwo5Rn8U/X9+Jt4tcE+yvwHmjv4u/HMcCxzrk5TVzvJeB0fGf7OfAXvGnoqpZkjTnPGuAx/Gg0zHHT8ZO6++Pb+xC+M/1ZTNVX8Qozev7itThl4EfFf8Er9JnBsacQbmSUCNV4k99L+D7uGbxZaYJz7lvvJhEZjPdkuyfJ1281hAnwdyT+RtyJd6W7Dv9ln2mt/W/KJFS2icC//AvgO865j1qqr4RHRF4D1jjnjk23LKkicE/9EBjtEnOFzQpE5HZ8PxrrEJIxhMpMZ4zZFf8UNBBvv73LWqsdTytERNrhVxf/BejsnJuYXokyAxEZg/e9fxc/eX4Sfk3B4c65/6RTtlQjPgTFEufc2+mWpTUgIjn4CezJLnUr3dNOmJFEd2ttQnGElPQTLAy7Fz+KOK4pk4QSjsBWfTd+HiIHmA1c55yLtxpZUdo8YZTERvxk24PA89baMBNfiqIoShskzMT1QPwk0cXAcmPMZGOMur8qiqJkMKHmJBoxxgzH22JPwLvGPQzcY63dmhWNShoIVrjeh/cMeQowjb76ipIqRGQQMB/vJTQ1vdIoiRBmJBFN7+BVjI8x1Bf4xBhzcbNHKSkhKlJm46tCRD4WkeZcFv+Od0/8Kd6F9f6YYICIyBgReUh8NNTqIPLmrSLSJYXNib7+qSIyR3wE0dkickICxwwWkX+Ljzi6QXxE1ePj1BsjIs+Jj7S6UUSmi8jeUftdE69Q/vDiI5Y6EdnCwUNEdok6b1qSJonIaeKjtFaIyHrxEXeTsehyW2S6spn7X9LyGVKPiOwomyIcl4mPTtyxhWNOCu71GhGpCu71+XH+d3uKyDvBf26Z+CjDuXHOd6aIfBbUKxeRl5LdTggXlmM0PvrkCfiAVw8AO1trlwT7r8HHnrkhBXIqifF9vO9+EX5NwYMissI5t5mLsoj8GR/pcz/n3OfBwqX/4lfVR/uw74r/rn+K90MfhvezH45faJQyROQHeJfrC/AJmI4I2lPeghfR8/jFT9/Dh/E4AR9p9hvn3DvBuXfBLwq7F79moBzftmjHjD4x5x2E92h6jPCsAkaKyK7OuY+jyhsXI7YUKiIlBM4NjS7tjb+Rkfjf0baeuyDkgr1YFrDlynbY/DuKvl4+UO9iTCPbIkdTx4pP7vQqvr/bB79+4l6gC/5/1xQr8Wte5uDXPE3A/5/q8eFIEJH++LnfJ/GhdIYF5xaiQoGIyDX4NSMXAe/gY5LtsjXtbJFEIwFOmjRp9aRJk/4+adKkPZqpc3Wi59NX8l40ET0V/4e6OabsCvwK3UEx5X3wP/qbW7jWsfiImMUpbtM7BNE/o8qeAN5o5pguwX04Ks59ODfq8xTgXyHluS44T/uQx12JX4z1IHBHVHkHfKTYy4mJYotf4PdksH8NvgMfE7W/K97E+w0+xMYcfEcvUXXuB/6H70gW4hfiPYtfmdxY5xliIuE20QYTtKE6+F4ao56OD/ZPDD4fgV8gWA38KpFjm7tnLcjU2L5f4xVKBP9w9Ab+4eIa/Kr1VUH9TsA/8Qq7Gr/m49A4/6ET8AvoNhBEPo5z7bOC+945quyI4PgdQv4+ngaejvr8R3ycsJyosl8G8nQMPg/Br7T/bir/g99eP9GKkyZNKtgeAulrK77EGCWBjyx6fFB2fZKvdXrwg81rps4E/Aikudd/mjm+AB8S4+SY8jOCP3huM8fOwD/td8abU48P/tCN4chLgvtyadAZrMLHBDqrmXPmBx3OLVtxv64MOsnx+BXVjX/00/FRWCeyZYj35fhR3Rj8qO1veAXVI6jTG7/ye1d8mIgTg3t6WtR17w+u9y98yJR98Mrigag6d+A72B2bkX8cvgO+PpDlh/g5hXhKYjZeCeyAj7HV4rHN3bMW7uv9eMX3ND7cyBi8ZeQNYD1+hDSKQLniHzAW4POgjMQ/udcShB1n039ocXA/BxN0+MFx90dd+wHgtTi/kQbgxAR/F4Jfqb0SOCeqfApByP2osiEx9/sC/P/gBLyL+1L8Svadkvlfb3wlbG6y1tYaY3oFDSthUzRJrLX3JnoeJaX8V0Qi+FDQufgOMGn2ZfFJca7CPxHXN1P1Q/wftzmqmtlXgv/DxwtZ3g4/vG8qVtIh+KRKa/HD+I340BWfB/uHBO+X4hPTXILvQP8qIs45F+9+fR/fMU9urkHN4ZybKj7jmsE7DJxF/O/m58ACF7WCV0TOwQenOwG41Tm3HJ/8qJH5IrI7PnbWfVHltcCpLggYKSJ34KPcNnIVvnOdIyIL8ZGIXwUeds41Rlk9H5/X5PfB5zkiUopXXLFc55x7LkruG0IcG8tg8aHzo5nnnIs2qUSAk1xUuJnAvL8Mn48iEpQNxSdWOsI593JQ9VzxWREvwivsRv7pnHuYzZkXnLORPsT8Np1zdSJSzpZmys0Qn1VxCf5BKBe4yjkXnUSrDz6JVzTLo/aB/w3n4H+/5+H/CxcCb4rICOfcyuZkCEuYOYkf4Ie4X+GD/X2Bf0KZireZKennNPxT8Q74uERXuU0RNLcJEemJN3tMx2dWaxLnY02lMqZXXJe8YALw73jlMBH/JP1D4DEROcD5sCSNE4AvOOduDLY/FR++5NfE77jPBqa4bY9NdRdwZjCJPRafpW2nmDq7A7vF6SAL8fbpxpW+F+FHSf3wDwX5+JFCNLPc5hGFl+BHKgAEyma8iIzER4fdEx8d9/cismfQ2YzCK45omvJKis3hEObYWBrzf0QTOz8Qm7OjkY/c5hFZw+RAiZeHIlaO5mjJXXQ9/rvvgH84uV5Eljrnmsvw6WLec/Hf93nOx+dCRE5m0yjolhDytkgY76ZrgdOsteOADcH7WWwK36uknyXOh01+Bd+B3CdbphQNTeB5MwXfCf3Q+by+zdWfIC2niWxu8rkM39H3jinvhZ/wW9PEcQfg50x+4pyb4pz71Dl3BT5Q32+COo1xh2bGHBs310DwFHoQm6cw3VoewJtg/oK3Q8cL5ZCD71hjQ1gPZ1Myn/Pxivpv+JHTWPwq8NhQ3vHyRAixhc7Ncs790zl3eiBfPzYlZGopZ0k0sTkcwhwbS53bMhz4NzF1mkrwk2jin3jyJXLsMmJ+m8HEeTe2HP1uhnMuErRlunPuTrxSvra5c0d9bjz3Fr9h50PZzyMFThBhQoUPsNY+EVP2AF7wC5InkpIMnHNfiMjz+HDNsVnTEkZ8YLf/4XMKHN+SggjYJnOTc65WRD7A248fjNp1GN580dR6jkYXxNj9DWzqHBcS5I2IqTOcTdFYozkLPx/wVFPyJopzbo2I/Bv/tNfU0+mH+Ki0S4IRWTz2w4fV/jbyqIgM21b5AhbgTXSN2QK/wLtIRxP7uSm25dhkEp0DJdpNdAI+d0VY3gZuE5FitynZ0yF4BR82rlVsfoq3gZNEJCdqNHQY/jtplLUxXPu3v1nxuT52YOu871oUMFFWBnMSAAuMMXvjbWNb+O8qrYYbgSNFZKv+mIEJ5i2898w5QHcR6R28mvzenXNVcZ4CY19Lmjo+4M/Aj0TkXBEZLiK/xZuOvrXFi8gx4tdP9A2K3sHbZ+8XkV1FZKj4vAMH4yc4cX7m73pgkoj8XESGBEP1s/C5nKPbX4DvsO9z2+bOGc2Z+Ano2BDYjfwd/596JhiRDRKR8SJynfh8E+C/j4kickDgr38t3lQUChG5Q0T+EFxnoIjshn/wK8Z7PoEf9ewdXH9HETkGP5JJhG05Njfqtxb9CpVyGXwOFPzE9e0i8l0RGSEit+FNfTc2fzSIyKsicn1U0aP40e6j4te6HIDP0Pe4c25+1HGzReRXUZ+vEpGDxa/lGS4iZ+IdEKIfhO7AO13cJSKjReRovKfW35xzjaOc1/ApdP8iIvsF1oLJ+P48dj5lmwmjJO5iUxa6v+ATkXyG9/NVWiHOuU/wo4CtXbti8JNl38XbO5dFvfonQ8amcD5g3k/x7n8z8PMCp7rN10h0xj9N5QfHrGZTbuaX8cl5TgDOcM79O+rcd+DNTxfgnzIvwnuYRE/6gldKJTQxYS1+sZ8Tv4o40XZVN2Fmaty/Am8nL8OPXubgc0oMZNPk6TV489+z+LUbXYG/bnGylnkFnyPmX3i36Jfw3/fhgcmSYB7nJ3jz5Qy8r/5v4p5ty7Zs9bF4b6NlcV4tjVCbYltyoAwhakI6mAc5GG/eexf4N36+7oyY44bjfz+NFOPNll/gO/mf4c2Gv4069yL8b3gk3pQ/OXhdGlXH4b3IPmLTb6A3sL9zrtnkV1vDVoXlADDGDAA6WmtntVhZUTIQEbkaPweySwveXhmFaGiNrGKrlYSiZDsi8jFwvnPu9XTLsj1RJZFdNGvfM8YsIgHvBGvtgKRJpChtBOfcrumWQVFSTUuTQCduFykURWkzOOcWEMeVVslMkmpuMsa8aK09ImknVBRFUdLK1oYKb4oJST6foiiKkkZC+xy3YnQGXlEUZeto0nyYSUqCpUuXxi0vKSmhrKxJ1/SMR9uv7c/W9mdz2yGx9peWlja7P9nmJkVRFCWDSLaSUI8HRVGUDCLZSuKPST6foiiKkkbC5JMoAC4DfgyU4sPVPgZcZ62tBrDWXt/0GRRFUZS2RpiJ6zvwAavOYVPy9t8Dfdk8s5OiKIqSIYRREj8Ahlhr1wafZxpj3sdnIFMloWQUbt5s3JwZyPAxyJBtztukKG2WMEpiOT7l3tqoskI2z/2qKG0eN282kZsvg/p6XF4eOedfq4pCyVrCKImHgP8zxvwNn1ugPz7W/4PGmAMbK1lrm0qmoihtAjdnBtTXg4tAQ70fUbSgJHTkoWQqYZTE2cH7JTHlPwte4Fc9D95WoRQlncjwMbi8PGioh9w8ZPiYZuune+ShCkpJJQkrCWvtDqkURFFaCzJkBDnnX5twx7s1I48wNKcE0q2glMwno8JyKEqykCEjEu5sw4w8wj71t6QEUq2gFCXMOold8LmtxwJFQbEAzlpbkALZFKVNkOjIY2ue+ltSAmFNY4oSljAjiX8BT+LXSVSlRhxFaZskMvLYmqf+lpRAWNOYooQljJLoDVxhrdWQ3IqyFWzNU38iSiCMaUxRwhJGSTwA/AR4JEWyKEpGs7VP/aoElHQSRkncALxrjLkEWBG9w1p7YPxDFEWJRjt8pa0RRkn8G5gPPI3OSSiKorQKUr1OJoySGAt0t9bWJl0KRVEUJTTbY51MmHwSbwGjknp1RVGUKNy82UReegI3b3a6RWkTxPOYSzZhRhLzgf8aY55myzmJK5IqlaIorSbchnOOuoijpt5R2xChpt5R0xChtsFRU+/f83OFDvk5dMjPpWN+Dh0KcsjPEUQST1apq8fDsz3WyYRREh2AF4ECfHA/RVFSRKo6zIaIY/XGepZV1rJ8fR3LK2tZtr6ODXUN1Aad/7fKoMFRGyiBrfF7z8uBDvm5dMjPoWNBDoWNCuTbVy4dCnLomJ9L9w559Jk5hx71EXJ19XjCbI91MmFiN52W9KsrihKXbQm3UdcQYUVlHcsr61i2vpa19euYv6qC5ZV1rKisoz6yqcvPyxF6dsynuF0uBXlCp3b5FOQK7fJyaBe8F+QK7XJzaJe3+efGevm5Qn3EsbE2woa6BjbWRdhYG2FjsL2hLsLGWr+9orKOjXUNbKiLUFUXIbKZ9hlO7oRr6FVdTp/q1fRtN4LSL9dQWlxAaacCunfIIyfEyCRbSLXHXKjYTcaYkcBxQC9r7a+MMcOBdtba6SmRTlGylETMCA0Rx9drqpm5sorFFTUsX++VQtnG+s2e/Avzc+ldlMeAzu3Ys18RfToV0Lsonz6dCuhWmEduTno6XuccVfURNtRGKNtQx5L1tSz9ZjlLVxWwrGQEM1YJtcs3WbYLcoU+RQWUFnvZ+xYX+PdOBXRunxvKtKUkTpjYTZOA2/GhOX4C/ArohF8/cXBKpFOULCWeGaE+4pi7uprPV27kixUbmbWqiqr6CACd2+XSu1M+o3p2oE+nfHoX+Q60d6d8hvTtxerVq9Pcoi0RkcAclUuPjvmM7NkBhnT5dn/EOcqr6llaUcvS9bXBex3frKvlgyWVBE0HoGthHiNKChnZw7926Nqe/FxVGskgzEjiauAQa+2nxpgfBWWfAbskXyxFUeoH7ciXRQO8Unj1G2avqqKmwY8R+ncuYP8dihndswOjexbSvUN+k+dpq0/YOSKUdMinpEM+O/fuuNm+hohj5QY/clpSUctXq6uZtaqKdxetB/yoY1j39owbUMmgjjCiRyGd2uWmoxltnjBKoideKQDfjmZd1LaiKNtATX2EOWVV344U5pRVUxcY7Qd1acfBQ7uwU89CRvXsQJf22R3lPzdH6NPJj5Z2Ld1UvnpjHbPLqpi1qorZq6r418dLaAjuYb/iAkYEI40RPQrp26mgzSrQ7UmYX9pHwEnAg1FlxwPTkiqRomQRi9bV8NbCCqYv38hXq6uoj0COwA5d2/G9HbuwU88OjOrZQZ+CE6R7h3z2HZDPvgOKASjq3JX3vlzC7FVVzFq1kfcWred/89YBUNwulxE9ChlRUsguvTsypFs7VRpxCKMkzsGvkzgD6GiMeRnYETg0JZIpSoZSXlXPW7iiFosAACAASURBVAsqmLJgHfPKa8gRGNKtPUcN78ZOvTowskchHQtUKSSD9vm57NSrAzv16gB0J+IcSypqvx1pzFpVxbTFlcAquhfmsUe/IvboV8SYXh3Izw2z1jhzCeMCO9sYMwI4EngBWAS8YK2tTJVwitJaCbvQraouwnuL1vPGggqmL99AxHnFcMZuPZkwsJiuhdltPtpe5IjQv3M7+ndux6FD/ST52up6Pl66gWmL1/P6/HX856u1tM/LYVyfjuzZr4jd+hZRnMUjuTDeTX+11p4D2JjyW6215yVdMkVppSS60K0h4vh02QbeWFDB+4vWU9Pg6Nkxn+NGd2f/QcX069wuDdIrsXRpn8eBgztz4ODO1DZEmL58I9MWVzJtSSXvLlpPjsDIHoXs0a+IPft1ok+n7ErEGebx5VS8ySmWkwBVEkrW0NxCN+ccX62u5o0FFUxdUMG6mgaKCnI4YHBnJg4qZkSPQrV7t2IKcnP4Tt8ivtO3iJ85x7zyaq8wFldy38eruO/jVfQrLvjWLLVj98K0rTPZXrSoJIwxpzfWjdpuZDBQlnSpFKUVE2+h27L1tUxZUMGU+etYur6O/Bxh935FTBxUzK6lReqz3wbJEWFY90KGdS/khF16sKLSr8+YtriSZ2eV89TMcjq3z2X3vkXsO6ATu/TumJEKI5GRxEnBe0HUNnjX1xXAKckWSlFaM40L3Rpmz+CjnmN4Zl4hM9/7GgF26tWBY0d3Z+/+nXTyOcPoVVTAkcO7ceTwbmyobeCjpRv4YHEl737jPaa6FeYxcYdiDhrcOaNMiS0qCWvtAQDGmGuttZc1V9cYs6+19u1kCacorZGGiOPt3FL+TTsWfllDr6J6Th7bg/0GFdOjY9OL2pTMoWNBLvsNKma/QcXUNUT4cMkGXv16Hc8EI4zhJe05cHBnxg8spqiNPyyE8W5qVkEE/Aco3npxFKX1UtfgeH3+Op6auZpl6+vo37mA3+zThwkDizPSzKAkRn5uDnsP6MTeAzqxtqqeNxas49V567hj2gru+Wgle/XrxIFDOrNzrw5t8neSbL+7uHfAGNMfvwivNxABJltrbzPG7ALcCRQBC4ATrLUVxphD8DGhCoBa4EJr7WtJllVREqK6PsIrc9fy9KxyVm+sZ0i39ly8X0/27FekUUmVzehSmMcPRnbn+yO6Ma+8hte+XsubCyp4c2EF3QvzOGBwZw4YXEy/4rZjjkq2kmgqREc9cL619mNjTCfgI2PMK8DdwAXW2inBpPiFwOX4yfCjrLVLjTE7AS8DfZMsq6I0S2VtA//5cg3PzV5DRU0DO/Us5Nd79WFs7w7qoaQ0i4gwtHt7hnbvzWm79mTakkpem+dHof/+YjXDSwo5eEhn9h3Q+ueutssKHmvtMmBZsL3eGDML3+kPB94Mqr2CVwaXW2s/iTr8C6C9MaadtbZme8irZDfrqut5bvYaXvpyDRvrIuxW2pFJo7v7KKWKEpL83Bz2HVDMvgOKKa+q543563jt63X84/3l3PXhCvbq34nvDu3C6J6t0z16uy/zNMYMAsYB7wOfA0cDzwKTiJ/x7ljgk3gKwhhzFnAWgLWWkpKSuNfMy8trcl82oO1PrP0r19fw6MdLeO7z5dTWR5g4tDsn796fHXsWbQcpU0c2f/+tre0lwI79e3PmBMfsFZW8NGslr8xZyZsLKhjWoyM/GlfKQcN6UJCXnJAgyWi/OJe8IK7GmPXW2k7N7C8CpgDXWWufCsJ8/BXoDjwHnGOt7R5Vf3RQfqi1dl4Ll3dLly6Nu6OkpISysuxdzqHtb779y9bX8uQXq3l9/joiDibuUMyxo7pnjBtjNn//baHtNfURpiyo4LnZ5SxaV0vX9rl8b8euHDasC523MdpvIu0vLS2FJuaToYWRhDEmIXVmrY0E780piHx8wqJHrLVPBfVnEwQINMbsCBwRVb8f8DRwcgIKQlFCs7GugcdnrOb52eXkiHDIkC4cM6obvYqyK+yCkl7a5eVw6NAuHDKkM58u38hzs8p5dHoZT3y+mv13KOboEd0Y2CV9Dywtqal6ms8XIcH+ZmdejDEC3APMstbeElXe01q7MlBGl+E9nTDGdAFeBH6v6y6UZOOc4+1v1nPvRytZXVXPwUM6c8IuPeimQfaUNCIijOvTkXF9OrJoXQ3Pz17D6/PX8b956xjbuwNHjejGrqUdt7tHXUv/ih2SdJ198au1ZxhjPg3KLgGGGWN+GXx+Crgv2P4VMBS43BhzeVB2qLV2ZZLkUbKUxRU1TP5gBZ8t38jgru343X59GV5SmG6xFGUz+nduxy/27M2JY3vw8ldrePHLtVzzxmL6Fhdw1PCuHDC4M+2TNG/REkmdk0gzOifRBNr+EhYvX8kTn6/mmVmraZebwwm79OCwYV3a5OKmsGTz958pba9rcLz9TQXPzV7DvPJqigpy+O7QLhwxvGuzqWu3x5zEZGvtWcH2QzRherLWntysFIqSJpxzvDlvNbe89jWrNtZz4OBiThnbky5qWlLaEPm5wsQdOrP/oGJmrariudnlPD2rnGdmlbPvgGKOHtmVYd1TMyJu6Z8yP2p7bkokUJQUsWx9LXd9uIKPlm5gYJd2/HHfUkbrWgelDSMijApS2q6orOWFOWt4Ze46GpzjogmpWW+s5qYsINvaX1Mf4cmZq3nqi3LycoQz9xnIxL4FWWFaikc2fP9NZQrMhrZvrGtgY12Ekjhmp5Sbm2IxxhyAn4DuCywBHtaYSkpr4oPFldz10QpWVNax38BiTt21B8MH9Mn4jiKbSTRTYKbSIT+XDvmpC+2R8PS4MeanwOPAcrwn0jLgUWPMmSmSTVESZkVlLddNWcy1UxaTnyNcc1B/zh9f2uyknpIZxMsUqCSPMCOJi4BDrLWfNRYYYx7HL5C7K9mCKUoiNEQcT81cjf18NTkCp4ztwVEjumkmuCwiXqZAJXmEURLdgZkxZXOAbskTR1ESZ9WGOm55eykzV1Wxz4BOnL5rT036k4U0ZgqMNyehbDthVmNMBW4xxnQAMMZ0BG4E3kmFYIrSHO8vWs95L83n6zU1/HafPvxuQl9VEFmMDBlBzuGTVEGkgDAjiZ8BjwHrjDHl+BHEO8CPUyGYosSjriHCfZ+s4sU5axjSrR0Xju9Ln04aa0lRUkWY9KXLgP2DwHulwFJr7eKUSaYoMSypqOWmqUv4ek0NR4/oyslje5Cfu31CEyhKtpKwkjDG9ACqrLWLjTHLgJONMfX4qK6RlEmoKMDrX6/jzg+Wk5+bw2X792P3fm07x4OitBXCmJtewJucPgGuA44C6oBdgd8kXzRFgaq6CJM/XM5rX1cwumchv923NO6iIUVRUkMYJbEj0BjB9URgH6ASn15UlYSSdOavqebGqUtZWlHL8WO6Y3YqydpV04qSLsIYdBuAAmPMGGCdtfYbYC2g434lqTjneHHOGi78v4VU1UW45uD+/HjnHqogFCUNhBlJ/Aew+PUSjwVlo/DhORQlKVTWNPC395fx3qJKdivtyLl799nmFI6Komw9Yf59PwVOwc9DPBiUlQBXJlkmJUuZtWojN09dyprqek7ftSdHjei63bNwKYqyOWFcYGuAyTFlb0R/NsbMsNbqmnglFBHneOqLch6ZvoqeHfO54dCBKYuNryhKOJI9jh+U5PMpGc76mgZumrqET5dvZMLATvxiz94pjWipKEo4kq0kMiY5hZJ6VlTWcvXri1leWccv9+zNIUM6I2peUpRWhc4IKmnhq9VVXPPGYhoijqsP7M/oXpoxTskcmkqC1BZRJaFsd6YtXs9NU5fSuX0efzi4H/06t0u3SIqSNDItCVKyA9+orUBplpe+XMP1by6hf+d23PjdgaoglIwj05IgJXskcXaSz6dkCBHnePCTVTw9q5zd+xZxwfhS2udpcD4l88i0JEhhc1wfDeyPXx/x7ajBWnty8P5oUqVTMoLahgi3vbuMqQvX871hXTjzO7109bSSsWRaEqQwOa7/APwzOGYSsBr4Lj40h6LEZX1NA394dRFTF67n1HE9OHt3VRBK5pNJSZDCjPdPx+e4/g1QG7wfha6NUJpg+fpafvffhXy1upoLx5dyzKju6uKqKG2MMEqii7X282C71hiTb62dhjc/KcpmfLW6iov+u5CK6nquPqg/4wcWp1uk7YqbN5vIS0/g5s1OtyiKsk2EURLzjDGjg+3PgZ8bY04C1iRfLKUt8/7i9Vzyyje0z8vhhu8OZFTP7FoD0egC6Z55xL+rolDaMGEmri/DR4AFuBh4FB8m/JfJFkppu7w4Zw13f7SCId3ac9nEfnTJwgiu8VwgM8E2rWQnYQL8vRS1PQ0YmhKJlDZJxDke+GQVz8wqZ89+RZy/byntstTFNdNcIJXsJox3U3kT5SuTJ47SFqltiHDT1KU8M6ucI3bswu8m9M1aBQGbXCDl+ye0+dW2ihLGFrBFYmFjTD6gITuzmA21DVzzxmJmrari9F17cvSIrurBhFcUqhyUTKBFJWGMeQsf3bW9MebNmN39gHdSIZjS+tlY18BVry9iXnk1F40vZd8s82BSlGwgkZHE3fjV1bsD90SVO2AF8FoK5FJaOVV1Ea5+fTFzV1dz0YS+7NW/U7pFUhQlBbSoJKy1DwAYY96z1m6VL58xpj8+5WlvIAJMttbeZozZBbgT7yW1ADjBWlthjOkO/BuvmO631v5qa66rpIbq+gjXvLGIOWVVXDC+VBWEomQwYbybZhtjegF7sGXspntbOLweON9a+7ExphPwkTHmFfwo5QJr7RRjzOnAhcDlQHXwvlPwUloJNfURrg3mIH67Tyn7DlATk6JkMgkrCWPMD4CHga+A0cAX+A58KtCskrDWLgOWBdvrjTGzgL7AcKBxnuMV4GXgcmvtBmCqMUbdbFsRtQ0R/jhlMZ+v2Mh5+/RhwiBVEIqS6YTxbroWOM1a+4QxZo21dpwx5jS8wkgYY8wgYBzwPn7l9tHAs/iggf1Dnuss4CwAay0lJSVx6+Xl5TW5LxtIRvtr6yP8/oVZfLZ8I5ccMozDR/VKknSpR7//7G1/NrcdktP+MEpigLX2iZiyB4DlwAWJnMAYUwQ8CZwXzD2cDvzVGHMF8BxQG0IerLWTgcnBR1dWVha3XklJCU3tywa2tf11DY4b3lzMh0s38Ks9e7NHz9w2dT/1+8/e9mdz2yGx9peWlja7P4ySWGmM6WWtXQEsMMbsDZSR4DqJYE3Fk8Aj1tqnwM9zAIcG+3cEjgghj7IdqI84bpy6hA+XbuDne/TikKFd0i2SoijbkTDLYu8CxgfbfwFeBz4Dbm/pQGOM4N1nZ1lrb4kq7xm85+BjQ90ZQh4lxdRHHDdNXcr7iys56zu9OGxY13SLpCjKdkacc1t1oDFmANDRWjsrgbrjgbeAGXgXWIBLgGFsChD4FPB7a60LjlkAFAMF+MRGh1prZzZzGbd06dK4O3TIGb79DRHHLe8sZerC9ZyxW0+OHtEtRdKlHv3+s7f92dx2CGVuajJMQtj0pcOBbkC5tXZOosdZa6c2I8RtTRwzKIxsSvJoiDhuDdKNnjquR5tWEIqibBsJKQljzMnAn4CeBJ29MWYFcHHjYjslM2iIOP723jLeXFDBSWN7cMyo7i0fpChKxtLinIQx5mDgH8BN+PDghcH7zXjPpENSKqGy3Yg4x+3TlvP6/Ap+snMJx41WBaEo2U4iI4lzgEuttX+NKvsauMkYUw2ci18Ip7RhIs5x57QV/G/eOn40pjs/GpO9vuWKomwiEe+m3YHHmthnge8kTxwlHTjnmPzBCl6eu5bjRnfnx9ugIDS3s6JkFokoiY7W2riJhYLyjskVSdmeOOe456OV/OertRwzshsn7lKy1fkgNLezomQeiU5cC/G9kwQfMlxpozw5s5zn56zhqBFdOWVcj21KGKS5nRUl80hESRTho7jGQ5VEG+bthRU89Okq9htYzBm79tzmjHKa21lRMo9ElMQOKZdC2e7MKavi1neXMbJHIb/eu3dSUo425nZ2c2Ygw8foKEJRMoBEkg4tTPRkxpgZ1lp9fGzlrKis5bopi+lWmMfv9+tLQW6Y6CzNo7mdFSWzSF7v4BmU5PMpSaaytoFr3lhMfcRx+cR+dG4fatG9oihZRrKVhM5PtGLqI44/vbWEpRW1XDyhL/06t0u3SIqitHKSrSSUVopzjjunLWf68o38cs/e7NxbPZcVRWkZVRJZwtMzy3ll3jqOG92dg4ZoTghFURIj2Upi211klKTz+ldlPPDpKsYP7MQJu2i4DUVREifZs5ZnJ/l8yjbyZVkVV/9vEcNLCjl37z7kJMHVVVGU7KFZJWGMeYgEJqOttScH748mSS4lCaysrOO6KYsp6ZjPpfsn19VVUZTsoKWRxNztIoWSdDbUNnDNG4uoa3Dc+P3RFEU2plskRVHaIM0qCWvtVdtLECV51Eccf566lCUVtVx5YH8GdetAWZkqCUVRwhM2fWkBMBwoIWqS2lr7WpLlUraSxrDfny7bwK/3Sp+rq5s3W8NzKEoGkLCSMMaMB54A2gHFQAXQCVgEDE6JdEponp1dzstz13LsqG4cnCZX18aQ4dTX4/LyyDn/WlUUitJGCTOT+Rfgz9babsD64P0a4PaUSKaE5t1F67n/41XsO6ATJ47tkTY54oUMVxSlbRJGSewI3BZTdgPwm+SJo2wtX62u4pa3lzKse/u0u7rK8DGQlwc5ORoyXFHaOGHmJNbhzUxrgWXGmFHAany+CSWNrNpQx3VvLKZL+zwu3b8f7fLS6+qqIcMVJXMIoySeAg4HHgXuAV4H6vDzFEqaqKqLcM0bi6ltcFx9cD+6FLaOqK4aMlxRMoOEexRr7XlR2zcbY97HT1y/nArBlJZxznH7tOUsWlfDHw7ozwCN6qooSpJJ2C5hjOlrjOna+NlaOxV4H+idCsGUwEvopSdw82bH3f/fuet4c0EFPx5Twtg+GtVVUZTkE8Z4/QzQL6asL/B08sRRGml0I3XPPOLfYxTF1+XV3PXhCsb26chxO3VPk5SKomQ6obybrLWb+TIGn9XwnAKacyPdWNfAn6cuobhdLr/dR4P2KYqSOsIoiVXGmKHRBcHn1ckVSYGm3Uidc/z9veWsqKzjgvGlmn5UUZSUEqaHuRd40hhzKfA1MAS/mO7uVAiW7TTlRvrSl2t5+5v1nDy2B6N6dkizlIqiZDphlMQNeJfXm4D++HAcdwO3pEAuhS3dSOeurubej1eyW2lHjhnVLY2SKYqSLYRxgY0ANwYvZTtTWevnIbq0z+W8fUp1HkJRlO1CS0mH9rPWvhlsH9hUPY0Cm1qcc/ztvWWUbajj+kMHUtwuN90iKYqSJbQ0krgd2CnYvqeJOg6NAptSnp+zhvcWVXL6rj0ZXlKYbnEURckiWko6tFPU9g5bexFjTH/gQfzCuwgw2Vp7mzFmF+BOfPynBcAJ1tqK4JjfA2cADcA51tqsXNk9p6yK+z9eyZ79ijh6RNeWD1AURUkiWx0JzhhzgDFmQoLV64HzrbUjgb2AXwYBAu8GLrbWjsEvyrswOPco4HhgNHAYcLsxJutsLOtrGrjxrSV075DPOXv1QXQeQlGU7UyYsBxTjDH7Btu/Ax4DHjPGXNLSsdbaZdbaj4Pt9cAs/Grt4cCbQbVXgGOD7e8Dj1lra6y18/G5tvdIVNZMIOIct727lDXV9Vw0oZQinYdQFCUNhHGB3Ql4L9g+E5gIVAJvA39M9CTGmEHAOHzcp8+Bo4FngUl411rwCuS9qMMWB2Wx5zoLOAvAWktJSUnca+bl5TW5r7XyyEeL+WDJBs7bfzB7Dy/dpnO1xfYnE21/9rY/m9sOyWl/GCWRAzhjzBBArLWzAKKD/rWEMaYIeBI4z1pbYYw5HfirMeYK4DmgNqgaz67iYgustZOByY37y8rK4l63pKSEpva1Rmat3Midb3/DPgM6MbFv/jbL3tban2y0/dnb/mxuOyTW/tLS5h9CwyiJqcDfgT4EQf0ChZHQN2CMyccriEestU8BWGtnA4cG+3cEjgiqL2bTqAJ8YMGlIWRts6yrrufGqUvp2TGfX+3ZW+chFEVJK2Emrk/FZ6WbDvwhKBvBlilNt8AYI3gX2lnW2luiynsG7znAZXhPJ/CjiuONMe2MMTsAw4BpIWRtk0Sc4y/vLKOipoHfTehLxwKdh1AUJb2Eig5nrb0k5vOLCR66L3ASMMMY82lQdgkwzBjzy+DzU8B9wXm/MMZYYCbeM+qX1tqGMLK2RZ78YjWfLNvAz3bvxeBu7dMtjqIoSiglscgY8wp+vcPz1tralg5oJEhQ1JTdJO5IxFp7HXBdCPnaNDNWbODR6WXsN7CYw4Z1Sbc4iqIoQDhz00DgVeBiYLkxZrIxZnxqxMou1lbVc/PUpfQuKuDne/bSeQhFUVoNYQL8rQL+ivdGGo43Hz1kjHHAw8A91tqFqREzc2mIOG5+Zykb6iJceWB/OuTrPISiKK2HrV1x3Tt4FQPz8GsYPjHGXJwswbKFF+asYfryjZz5nV4M6qrzEIqitC4SHkkYY0YDJwIn4BfRPQDsbK1dEuy/Bu/5dEMK5MxIFq+r4eHPVrFHvyIOGdI53eIoiqJsQZiJ6zeBfwHHWWu3cEe11i4wxtyaNMnaKG7e7C2yycWjIeK47d1ltMsVfrGHrodQFKV1EkZJ9GnJo8lae8U2ytOmcfNmE7n5Mqivx+XlkXP+tU0qimdnlfPl6mrO37eUroWap1pRlNZJmInrWmPMocBYfGjv6H1ZrRwacXNmQH09uAg01PsRRRwl8c3aGh6ZXsbe/TsxYWCnNEiqKIqSGGHmJP4OGOB1YGPUri1iKmUrMnwMLi8PGuohNw8ZPmaLOvURx63vLqNDfg4/20PdXRVFad2EsXP8GBhrrV2UKmHSRaLzCC0hQ0aQc/61zZ7rqZmrmVdezUXjS+nSXs1MiqK0bsL0UqvxsZsyijDzCIkgQ0Y0efyCNdU8PqOM8QM7se/A4q2+hqIoyvaiWSVhjInOXX0z8Igx5npgRXQ9a+3XKZBtu5DoPMK20mhm6liQy9nf6ZX08yuKoqSClkYSc/FzDtGG8yNj6jigzS4TTmQeIRn8+/PVzF9Tw8X79aVYzUyKorQRmu2trLVbnQO7rZDIPMK28nV5NfbzMvYfVMze/dWbSVGUtkPoR1pjTF+gFFhirc2IREDNzSNsK3UN3sxU3C6XM9XMpChKGyOMC+wA4BFgb6Ac6GaMeQ84QQP7Nc3jM8pYuLaGS/fvS6d2bdYqpyhKlhLGnPQA8BHQ2VrbE+gCfBCUK3H4anUVT85czYGDi9mjn5qZFEVpe4RRErsBF1prNwBYayuB3wXlSgy1DRFue3cZXdvnccZuamZSFKVtEkZJvAfsEVP2HeDd5ImTOfxrehmL1tXyq716U6S5qhVFaaOEmbieB7xkjHkRWAT0Bw4HHjXGXN1YSeM4wZyyKp6ZVc4hQzqza2lRywcoiqK0UsIoifbAU8F2T6AGeBooxCsM0DhO1NR7M1O3wjxO361nusVRFEXZJsJEgT0tlYJkCo9OL2NJRS1XaSpSRVEygFDrJIwxw/CB/voCS4B/WWu/SoVgbZFZKzfy7KxyDhvWhbF9OqZbHEVRlG0m4YlrY8xReBfYEfh1EsOBD40xR6dItjZFdX2E295bRo+O+Zwyrke6xVEURUkKYUYSfwS+b619vbHAGDMR+DvwXJLlanM89Okqlq2v45qD1MykKErmEMYFth/wVkzZ1KA8q/l8xUZemLOGI3bsws691cykKErmEEZJfAqcH1P226A8a6muj/DX95bRuyifk8epN5OiKJlFGHPTz4HnjTHnsmmdxAYgq+ckHp9RxorKOv548ADa52V80FxFUbKMhHs1a+1sYCQ+z/XNwfsoa+2sFMnW6lm0roZnZ5Vz4ODOjO7VId3iKIqiJJ2wj77S+LLWTgUKjDFZaYR3zjH5gxW0z89RbyZFUTKWMC6wY4AvgbuAe4Li/YF7UyBXq+etheuZvmIjJ+7Sgy6aaU5RlAwlzEjiDuAKa+0IoC4omwKMT7pUrZyNdQ3c+/FKhnRrx3eHdkm3OIqiKCkjjJIYDTwcbDuAIGx4YbKFau08Nr2MtVX1nL17b3JzpOUDFEVR2ihhlMQCYnJHGGP2AOYmU6DWzoI11Tw/Zw2HDO3M8JKs04+KomQZYYzplwMvGmPuxE9Y/x74GXBmSiRrhTjn+OcHK+iYn8NJY3VNhKIomU+YKLAvGGO+B/wUPxcxEPihtfajlo41xvQHHgR6AxFgsrX2NmPMWOBOfBjyeuAX1tppxpiu+AnxIUA1cLq19vNwTUs+b8yvYOaqKn65Z2+KNV+1oihZQCi3HGvtx8AvtuI69cD51tqPjTGdgI+MMa8Afwaustb+xxhzePB5InAJ8Km19hhjzAjgH8BBW3HdpFFZ28B9n6xkWPf2HDykczpFURRF2W60qCSMMaXAeGutDT7/E8iPqnK5tXZJc+ew1i4DlgXb640xs/Dhxh1QHFTrDCwNtkcB1wf1ZxtjBhljellrVyTcsiTz6PQyKqobuGJif3JEJ6sVRckOEhlJ/A6furSRnwC3BtsjgYuAcxO9oDFmEDAOeB84D3jZGHMTfhJ9n6DaZ8APganB5PhAfCDBFTHnOgs4C8BaS0lJSdxr5uXlNbkvEb5cWcl/vlzDMTv3Ya/hbS+e4ba2v62j7c/e9mdz2yE57U9ESRwG7Bv1ud5aezmAMaaELSPDNokxpgh4EjjPWlthjLkW+I219kljjMEv0jsYuAG4zRjzKTAD+ARvstoMa+1kYHLw0ZWVlcW9bklJCU3ta4mIc9zwyjd0Ksjl2B2Ltvo86WRb2p8JaPuzt/3Z3HZIrP2lpaXN7k9ESfSy1kZf5bLGDWttWWCOahFjTD5eQTxiDcTpeAAAE5JJREFUrW3MlX0Km0YhTwB3B+etAE4LjhNgfvDa7rz29TrmlFVxzl69KdLJakVRsoxE1knURisCa+0/GreD8tqWThB09PcAs6y1t0TtWooP7QFwIPBVUL+LMaYgKP8p8GagOLYr62saeOCTVYzsUcgBg3WyWlGU7CORkcSrwG+AC+Ps+y3wWgLn2Bc4CZgRmJDAezCdiTcr5eFdXc8K9o0EHjTGNAAzgTMSuEbSefizVVTWNnD27r10slpRlKwkESVxOfC+MWZHvLloOdAHP7E8AdirpRMEEWOb6mV3iy2w1r4LDEtAtpTx1eoqXv5qLUcO78oOXdunUxRFUZS00aK5yVo7F9gTqAD+BLwYvFcCe1prv0yphGmgIeK4c9oKurTP5cc7Z69nhKIoSkKL6QJFcVJL9YwxF1trb9hmqdLMK/PWMre8mt/s04eOBTpZrShK9pLsfJuXJPl825111fU89OkqdurVgf0HFbd8gKIoSgaT7Gw5bX5298E351JV6zir10ZEJ6sVRclykj2ScEk+33Zl1qez+d8qOHLRm/S74zLcvNnpFklRFCWtJFtJtFkaIo5/zq6iW806zIL/QUM9bs6MdIulKIqSVpKtJNqsfeb/vlrL/IZCTpv/HwpdHeTmIcPHpFssRVGUtJLsOYmE4zi1JtZW1fPIZ6vYpXcHxu95PHw5Ghk+BhkyIt2iKYqipJXQSsIYU4xfRCfA29baNY37rLWHJ1G27cb9n6ykpiHCWbv3Iqe4HQxV5aAoigIJmJuMMf8Xtb0zMAe4CZ8gaLYxZlzqxEs9s1Zu5PX5FfxgZHf6FbdLtziKoiitikTmJPaJ2v4zcJu1dqS1dhSblEWbZYdu7TlxlxIm7dQ93aIoiqK0OsJOXI9jU8IhgL8CY5MnzvanfV4Ok3YqoX2eOnopiqLEksicRJ4x5gD8HESEzddCRACNfqcoipKhJKIkVgL3BtvVwK7Au8Hn3YGvUyCXoiiK0gpoUUlYawc1s3sR8OOkSaMoiqK0KkK5wBpjugKdgPXW2jXW2kWpEUtRFEVpDbSoJILc1Ffhc073CoqdMWYFcB9wpbW2LnUiKoqiKOkiEZeeO4C9gROAHkBB8H4iPivdHSmTrhXh5s0m8tITGvRPUZSsIhFz07HAIGvtuqiycuA1Y8wnwHzgp6kQrrXg5s0mcvNlUF+Py8sj5/xrNWSHoihZQSIjiWp8Tut49A72ZzRuzgyorwcX0eiwiqJkFYmMJP4MvG6MuQf4DFgHFAO7AGcAbT5daUvI8DG4vDxoqNfosIqiZBWJuMD+xRgzEzgZOBIoAiqBL4DTrLUvp1bE9CNDRpBz/rW4OTM0OqyiKFlFQi6wgSLIeGXQHDJkhCoHRVGyjoSUhDGmO34CezTBOgn8SOJJa+3q1ImnKIqipJNEQoUfBMzFu7zmAEvxcZxOAL4K4jopiqIoGUgiI4m/AWdYa5+K3WGMOQa4HRiZbMEURVGU9JOIC+xA4MX/b+/Oo+QqyzyOfzuEIJtkMIAmkGAAWUTJDAhKGAZBE1ZFj/nJIoQIIg444oBGGBYVGNEDsghHiGYgwYT4IwoDgeGAEhARwuAkRwiLIoIJRDFsYYmEQM8f71vhptPVfTupSnVVPZ9z6nTVvber3vem0u99l/s8VfbdkveHEEJoQWUaiTnAuZI2LG7Mr8/J+0MIIbSgMsNNE4BrgcWSnuDt+yRGAvOAw+pXvBBCCI1U5j6Jp4A9JW1HWt204j4J23+oc/lCCCE0UOlQ4blB6LFRkLTE9jvXuFQN0vnHR+OGuRBCKOhTPokSOmr8fmtNBPELIYRVlZm47ovO3g/pnyKIXwghrKrWjUTT6tj+AzBwIAwYEEH8Qgghq/VwU7ckbQVMJYUWfwuYZPsSSaOAK4B3AMuBf7V9v6RNgJ8Aw3MZL7B9VT3LGEH8QghhVbXuSVSbk1gOnGJ7R1I2uxMl7UQKQ/4t26OAs/JrgBOBh23vAuwDXChpUI3LuoqObXZgwIHjooEIIYSsbIC/McDOwFzbs3s49IDuNtpeBCzKz1+W9AgwjDSHUVkNtQkpLhR5+8aSOkhLbp8nNTQhhBDWoo7Ozp7nmiVNJF3lzwd2Aibavnx1P1DS1sCvSI3OMFII8g5Sr2ZP209J2hi4EdiBFHX2s7ZXCQ0i6XjgeADbuy5btqzbzxw4cCDLl7dvGxP1j/q3a/3bue5Qrv6DBg2CHlamlulJfBHYz/Z9kkYDk4DVaiQkbQT8DDjZ9hJJ5wJftf0zSQImAx8DxpLu5t4X2Aa4XdLdtpcU38/2pFwegM7Fixd3+7lDhgyh2r52EPWP+rdr/du57lCu/kOHDu1xf5k5iSG27wOwfQ9p8rnPJK1LaiCmFSLKjgcqz68Dds/PJwA/t91p+3HgT6ReRQghhLWo7JxEB6k70gF0FF4DYPutEr8/GXjE9vcLu54B/gW4k9RrqNzR/WdgP+BuSVsA2wNPlClrCCGE2inTSGzEypPGHYXXHaRJ5nV6eY/RwFHAg5Lm5W2nA18ALpE0EPg7eX6BFF32akkP5s+YaLt9+4whhNAgZSaue80XkYMANlrT3u0dQggNVj2kUmdnZ8s/xo0b90CjyxD1j/pH/aPuzVj/XoebJL0P+Hhl2aukW4HijW1fsv3YmjZjIYQQ+p8yq5u+QcofUbEnMC0/5uf9IYQQWlCZieu9gZMLr9+0PRkg3/T2f/UoWI1N6v2Qlhb1b2/tXP92rjvUoP5lJq5XSiQk6RDbN1XbH0IIoXWUGW56OYfSAKBLAzGSlYeiQgghtJAyw003k+5bOKqbfd/K+xtG0n8BBwPP2t45b9sU+CmwNfAkINsv5Jv6LgEOBF4DjrHdDMNlVfUQhr0tzoGkd5Biga1H+j7PtH22pPcCM4BNSUOiR9leJmk90vnaFXiOFBfsyYYUvoYkrQM8ADxt++B2qr+kJ4GXgTeB5bZ3a5fvP4CkwcCPSfHwOoHPA49Ro/qX6UmcBYyWNFfSWZKOl3S2pLnAPwNnrlbNaudqYP8u274B/NL2dsAveXty/QBgu/w4HvjhWipjPVULw94u5+B1YN8cVn4UsL+kDwPfBS7K9X8BODYffyzwgu1tgYvyca3gK8AjhdftVv+P2h5le7f8ul2+/5D+6N9qewdgF9L3oGb177WRsP0XYDdSj+EA4Gv55y3Arnl/w9j+FSmUeNEngSn5+RTg0ML2qTkm1H3AYEnvWTslrQ/biypXArZfJn1BhtEm5yDXozLkuW5+dJLCvMzM27vWv3JeZgL75aurpiVpS+Ag0tVkJQxO29S/irb4/kt6J2lx0WQA28tsv0gN618qdpPt54Ez8qMZbJFzWGB7kaTN8/ZhwILCcQvztkVruXx1keeO/hGYQxudgzzU8ltgW1KE4j8CL9quhI+p1BEK9be9XNJLwLuAZg77cjHwdVJYfUj1aaf6dwK3SeoErszRodvl+z8S+BtwlaRdSP8PvkIN61/mZrqjezvG9tTejuknurtiaolwHt2EYa92aMudA9tvAqPy2Oz1wI7dHFapY0vVX1JlPu63kvbJm3uqY0vVPxtt+5n8h/B2SY/2cGyr1X8g8E/Al23PkXQJPd+71uf6l5mTuJrUgziOFJCv6+O4Eu+xtv210oXKP5/N2xcCWxWO25K3s+E1rSph2NvqHADkbvadpLmZwTlwJKxcxxX1z/s3YdXhymYyGvhEnrydQRpmupj2qT+2n8k/nyVdJOxO+3z/FwILbc/Jr2eSGo2a1b/McNOlwGdIqwemAjfYfr1sDRrkRlKuivPzz/8ubD9J0gxgD+ClSpesWfUQhr0tzoGkzYA3bL8oaX1S0qrvArNJ39sZrFr/8cC9ef8dtpv2StL2acBpALkncartIyVdRxvUX9KGwICcFnlDYAzwbdrk+2/7L5IWSNo+h0faD3g4P2pS/14bCdsnSzqFtILoaOBiSbOAKbZ/vZp1qxlJ1wL7AEMkLQTOJp0YSzqWlJtiXD78FtLSr8dJy78mrPUC1161MOztcg7eA0zJ8xIDANueJelhYEbOfjiXPLGXf14j6XHSFfRhjSj0WjCR9qj/FsD1eXh1IDDd9q2S/pf2+P4DfBmYJmkQKe/OBPL/hVrUv9c7rrvKs+lnAP9OCvw3u09vEEIIoWmUWt0EIGkT0lXHeGAz0g1283r8pRBCCE2tTOymg0kNw2jSeNY1Odd1CCGEFlemkXiLdIv3LGBpd8fYPqv2RQshhNBoZYabppLW0Q6psr9pV0aEEELoWZ8nrkMIIbSPMndcbwhg+9X8uoN0A93OwL22Z9S1hKGt5JvCjrP9i2b+HElHAuNtj6nH+9eCpDuBn9j+caPLEvqvMsNNMwAD1+TXFwDHAHcAl0oaZvvC+hQvhPqTNB74N1JkzCXAdOD0Quyjar/3JGmd/puFzVfbPsl2JcVvCE2tTCOxGzmXRL5Z4wvAJ23PlrQ7ac4iGonQzDYgpeidQ1refSNwKumGxN4cUu9eTwiNVKaR2CDHxIHUYCyv3EBn+/5mDrMb+q0PSbqUdDf1DcCXgPVJvdk9SN/be4ATbC+EFUMnd5NiF32QFHbiCNuL8/6jgHOBjYBi+BJsF2PqPy1pGvDRNamApGNIw1l75ddjgB+QkkNNA95PWk5eCe/9eVIY/ncD9wPH234q7+vM5+AU0gKS6cBJwCDgr8Beth/Kx25GusN2BPBGT+esS3m/CWxr+3P59dbAn4B1c7TYTUjn7UBScqurgLNzcMXQwsoE+HtG0gfz8zGk/4jAioxI/T2OU2g+RwJjgW2A95Hu8B9A+sM0AhhOWo59WZffO4IUZmBz0h/QUwFyEqYfknrEQ0mhsbfs4fP3BubXpiogaQgp8Npp+bMfA/Ys7D+UFErl06SezN3AtV3e5mDgQ6SkMgLG5hhqPwcOL34ccFcOdlfmnJU1hZTgaltSOPox9M/gnqHGyvQkLiDFav8N6T/upwv7xgK/q0fBQlu7zPYCAEnnAT+wfQYp0i2F7V1Dwlxl+/d5v4FP5O2fAWblBFVIOpN0Jb4KSRNIPeayfwBvkFScu/ia7R91OeZAYH4lQm/uJZ1a2P9F4Du2H8n7/xM4XdKISm8COD/36F+UNJuUhe9WUq9iEvAf+bgjgCsBbD9H7+esV5K2ICUaG2x7KfCqpItImc2u7Ov7heZSJsDf5BwMbDfg+12C+i0l5bkOoZaKSVGeAoZK2oCUbnN/4B/yvo0lrVMY8ihmSXyNNLQEqfew4j1tvyrpua4fmq/ozwc+VhmmKuHQEnMSXT+/MwejrBgBXCKpOLfXQUoGU2kkqtXtDmB9SXvkY0aRwmVT8pyVMYKU8W9RIU/JAFb+dwotqmxmuruAu4rbJA0nXZ29VY+ChbZWjHc/nBTv/hRge2CPHB55FCm6aZnUm4soJCLKfzzfVTxA0v7Aj4CDbD+4ZsXv9vNXDG/lZeTF4a4FwHl5RVSf2H4r95oOJ81PzMppbKFv5+xV0gR+xbu7lO91YEhvK75C6ykd4K8b95HGR/9Wo7KEUHFiDkf/Gmms/qek1JxLScMtm5JCwpc1E5gjaS/SpPC3KczHSdqXNJn8Kdv316YKK7kZuCz3VGYBJ7DyH+ErgHMkzbM9P08Sj7F9Xcn3n06a4H+Ot4edoG/nbB4wMV/8vUTOUQEr0l/eBlyYh+peAd4LbJkvIEML63XiWtKfu3uQJgfn5uch1NJ04DZSbPwnSKuSLiatcFpMukC5teyb2Z4PnJjfdxHwAilDV8WZpAxtt0h6JT/+p+Tb31T4nVckXd/N5y8mxfP/HukP+U7AA+RFH7avJyVKmiFpCfAQaQ6gbP3mkHoCQ4FiuUufM9u3kxrj35HyJM/qcsjRpMUAD5PO30zS6rPQ4soE+HuUNNb5HeDvld8jTYgdBzwfVxMhlCdpAKmROjLysYT+rsxw0weAr5PWSJ9m+0YAScuAe/JSuxBCDySNJd2st5R0P0QH6eo+hH6tzOqmN4DzJE0nheE4gZQuLyIDhpaWx+cfrrJ7J9t9GWr9CGm4qzJkc2heThpCv7Y66Us/RRo/HQFsFT2JEEJoXasVKjwvIdyOdFfqcNtP1LpgIYQQGm+N8klIWg94zfY6tStSCCGE/qJM7KbelLmZKYQQQhOqRSMRE9ghhNCiatFIhBBCaFFl0pcuoHpvIYaaQgihhZW5me5zdS9FCCGEfqnU6qacXGgk8IdChMkQQggtrkyAv4OAp0kByRZKWqO0jiGEEJpHmYnrc4CJpCQnZwHn1bVEIYQQ+o0yjcRI25fZfg24nJTjNoQQQhso00isOCZnpVqTREUhhBCaSJl8EsuB3xQ2fQS4t3iM7b1rX7QQQgiNVqZXcGyX15PrUZAQQgj9T5lG4iHgddsPAUjanJQW8f2kpCmn1K94IYQQGqnMnMTFrJy0fRIpTPgkUkPxvTqUK4QQQj9QppHYEbgbVtxUdxApN+/lwOHAIfUrXgghhEYq00gMBJbl5x8GFtn+PYDtBcDgOpUthBBCg5VpJOYD4/Lzw4BfVHZIGga8VIdyhRBC6AfKTFxPBG6SdAXwJrBXYd9ngXvqUbAQQgiN12tPwvavgeHAx0l3Xz9W2H0z8NU6lS2EEEKDrVGO6xBCCK0tMtOFEEKoKhqJEEIIVUUjEUIIoapoJEIIIVQVjUQIIYSq/h+hSqcMsaJUhQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 4 3 2\n",
"8.649e-10 x - 1.183e-06 x + 0.0005253 x - 0.076 x + 292.3\n",
" Polynomial Power: 4\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 5 4 3 2\n",
"6.176e-12 x - 9.982e-09 x + 5.997e-06 x - 0.001688 x + 0.2375 x + 276.2\n",
" Polynomial Power: 5\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 6 5 4 3 2\n",
"7.403e-15 x - 9.214e-12 x + 2.74e-09 x + 6.783e-07 x - 0.0005101 x + 0.1075 x + 281.8\n",
" Polynomial Power: 6\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 7 6 5 4 3\n",
"-1.105e-16 x + 2.793e-13 x - 2.847e-10 x + 1.51e-07 x - 4.483e-05 x\n",
" 2\n",
" + 0.007411 x - 0.6128 x + 308.1\n",
" Polynomial Power: 7\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 8 7 6 5 4\n",
"4.289e-18 x - 1.205e-14 x + 1.434e-11 x - 9.412e-09 x + 3.709e-06 x\n",
" 3 2\n",
" - 0.0008945 x + 0.1284 x - 9.972 x + 608.7\n",
" Polynomial Power: 8\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 9 8 7 6 5\n",
"-6.462e-20 x + 2.006e-16 x - 2.69e-13 x + 2.041e-10 x - 9.627e-08 x\n",
" 4 3 2\n",
" + 2.921e-05 x - 0.005687 x + 0.6831 x - 45.82 x + 1594\n",
" Polynomial Power: 9\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 10 9 8 7 6\n",
"6.842e-22 x - 2.42e-18 x + 3.756e-15 x - 3.363e-12 x + 1.918e-09 x\n",
" 5 4 3 2\n",
" - 7.27e-07 x + 0.0001848 x - 0.03105 x + 3.292 x - 198.6 x + 5456\n",
" Polynomial Power: 10\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 2\n",
"-7.505e-07 x + 0.0006691 x + 0.7864\n",
" Polynomial Power: 2\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 3 2\n",
"1.043e-09 x - 1.829e-06 x + 0.0009957 x + 0.7594\n",
" Polynomial Power: 3\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 4 3 2\n",
"1.951e-11 x - 2.618e-08 x + 1.138e-05 x - 0.001592 x + 0.9256\n",
" Polynomial Power: 4\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAGpCAYAAACeWAHPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdeXhU1fnA8e9JwpoQCAlb2GTRsAVxRUVFUKlWrWtOcdfWWttqrbX1p6113ysurVr3XWuPrVoX6i4iiKK4gCjIIksIW0ggIQSyzPn9ce7oMMwkc5OZZDJ5P88zT2buNufOTO65Z3uPstYihBBCNCattRMghBCibZAMQwghREwkwxBCCBETyTCEEELERDIMIYQQMZEMQwghREwkwxBCCBETyTCEEELERDIMIYQQMclobAOt9ZnGmKe8512BacApgAJeAi42xlQlNJVCCCFaXSwljHtDnt8AjAKOBY4BhgI3JiBdQgghkkyjJQxcSSLoeGCyMWYlgNb6bGAW8LsEpE0IIUQSiaWEERqdsGswswAwxqwGcuOeKiGEEEknlgwjU2u9Smu9CsjRWo8IrtBaDwQ2Jyx1QgghkkYsVVKTw16XhTwfimsEF0IIkeJUPOfD0FrfZ4z5ddwOKIQQImnEexzGGXE+nhBCiCQR7wxDNb6JEEKItijeGYbM9yqEEClKQoMIIYSIiVRJCSGEiEm8M4yn43w8IYQQScJXt1qt9RRgHJAVutwYc1Wc0yWEECLJxDJwDwCt9T2ABt4DtoWskoZuIYRoB2LOMIBTgXFe/CghhBDtjJ82jE1I3CghhGi3Ym7D0Fr/EjcHxs3A+tB1xpjl8U+aEEKIZOKnSuof3t9jw5ZbID0+yRFCCJGs4hp8UAghROryU8IAQGs9COgPFEsDuBBCtB9+2jD6Ac8BB+IawHOBj4CpxpiShKVQCCFEUvDTS+ofwJdAjjGmH5ADfA7cn4iECSGESC5+MoyDgUuNMVUA3t/LgIMSkTAhhBDJxU+GUQ6MCltWgIzNEEKIdsFPo/dtwNta60eAlcBg4FzgL4lImBBCiOTiN/jgZOA0IB8oAZ41xryboLQJIYRIIjIOQwghREwarJLSWv/ZGHOj9/y6aNtJeHMhhEh9jbVhDAh5PjCRCRFCCJHcpEpKCCFETGLuVqu1LouyfEP8kiOEECJZ+RmH0SF8gda6AxKpVggh2oVGx2ForT/AhTDvrLWeGbZ6APBhIhImhBAiucQycO9hQAH7AY+ELLe4iZRkHIYQQrQDfqLVjjDGLEpweoQQQiQpP20Yv9Za7xRoUGt9kNb6rjinSQghRBLyk2GcCnwatmweLlSIEEKIFOcnw7ARtk/3eQwhhBBtlJ+L/QfADVrrNADv7zXeciGEECnOT3jzi4FXgbVa65XAIGAtcFwiEiaEECK5+A1vngaMx42/WA3MNcYEEpQ2IYQQSURiSQkhhIhJzFVSWutsXJvFRCAPN5gPAGPMoLinTAghRFLx0+h9H7A3cB3QE7gIWAXcmYB0CSGESDJ+MowpwMnGmP8C9d7fnwJnJiRlQgghkoqfDCMN2OI936q17oHrJTU87qkSQgiRdPx0q/0S137xDm7sxb3AVuDbBKRLCCFEkvFTwvgFsMJ7/lugGugBnBXnNAkhhEhCMXWr1VqnA1cDNxpjdiQ8VUIIIZJOTCUMY0w98BugNrHJEUIIkaz8VEk9AVyQqIQIIYRIbn4mUJqFCwuyBhcW5PsdjTGHJiR1QgghkoafXlIPeQ8hhBDtUIMZhtb6X8aYn3ov04wxj7VAmoQQQiShxtowfqS1DsaMujvRiRFCCJG8GmzD0Fq/AvTCDc6bCjwXaTtjjIzFEEKIFNdYG0YRcAowGNfIvSzhKRJCCJGU/PSSusYYc00j25xqjPlnPBImhBAiucQ8DqOxzMLzQNOTIoQQIpn5GbgXC9X4JkIIIdqieGcYMt9rElBKHaaUskqpAa2dlqZSSu3mncPBPvZp8+cdL0qpa5RSSxN07DSl1OdKqVMScfy2SCmVrpT6Wil1bGunJZHinWGIZlJKPe5d9KxSqk4ptVIpdb9SKre109bCVgP9gI/jeVDvQhr8fANKqbVKqReVUiPj+T5J4HbggAQd+1xcbcJ/gguUUitCPtftSqlFSqnLlFIpd40J+R+9MrjMWluPm8J6Wiqec1DKnlgb9wHuYrkbLpT8ycCTrZmglmatrbfWrrPWJiLg5Qrc59sfOB7IAaYrpTom4L12opTqoJRKeNWttXartbY0QYe/BHjQ7tpj5lbc5zoSuB+4Bbg0QWlokuZ+x0qps4FCoCTC6heBXODHzXmPZBbvDGNVnI/XXtV4F8tia+1/gbuAo5RSXQCUUgVKqdeUUlu9xytKqYgzH3rVB8uVUn8KW56plKpQSp3jvZ6hlHpEKXWDUmqDUmqzUupGb/+rlFLrlVIblVI3hh2nm1LqAW/ddqXUp0qpKSHrg1VLpyml3lBKbfPuPicqpforpaYrpaq84vwhEfY7OGTZjUqpb7xjrPZKXt2b8PkGM6O11tq5wDRc5lwQdm5TlVJfeOe1Qil1h1IqM2R9F6XUg0qpLUqpcqXUfUqpm0Orgry70beVUhcppVYAO4BMb91F3mexXSm1RCn1Z6VURsi+x3tVP9u872OuUmovb10HLz3FSqkdXknpuZB9d6mSUkqd7X3OO7z9bgh7vxlKqYeVUn9RSq1TSpV56Q8953HAaOClCJ/rVu9z/c5aexdusrWTQvb9sVJqnvf+G7zPK/hZDPe+7+Eh269UShWHvA7+JkZ5rzO88/zO+wwXKqV+GXbOVin1W6XUs0qpLcAzEdIdE+VKobfixqTtciPj3dy8BpzR1PdIetbamB5FRUWjioqK+njPs4qKiq4tKiq6qqioqGusx5BH4w/gceDtsGW/x7UPdQO6ACtx/4z7eI/3gKVAR2/7w7ztB3ivr8CNoVEhx/w5sBno6r2egZuC91ZgD+Bn3jGmA7d5y872lh0dcpzncXfsP8LdWd4N1AAjvPW78cMYnhO847yIu0N7GzjRW/YfXDVUh7D9Dg55ryuBQ7x1hwOLgCdC1u903lE+32uApSGvewL/8vYrCFl+DlCOm7N+KHAoMB94KmSbvwHrgZ/gMpubvc9wadj3WeGd8zjc3WmGl46V3vkPwd2VrgKu9/br632Ol3nrRwKnAYUhv4li75wHAfsBv2vgPI8B6r3fwh7AT73zuz5kmxm438SdwAjgKO/1tSHbXAwUR/hcVwBXhi17GfjUez4WqPOOPRI42jvf0M9zJfBL7/kw3CRtlcHvBfebXRv22c4Hpnif0U+99P48ZBsLbAIu8o65h7d8IW7G0IYeg0KO0xX4Cjgz2vl6y38NrG/t60jCrk+xblhUVPRFUVFRgff8/qKioveKior+V1RU9FQiEtZeH4RlGMAo3MX2I+/1z4FtQF7INn28f66zvNeHsXOG0ce7+BwRss8c4N6Q1zOAL8LSshBYELbsS+B27/lw731+HLbNZ8Cj3vPdvG1CL2b7ecsuDVm2l7dsTNh+B0f6nLxtTsTdsadFOu8o+1wDBLwLQpW3vQX+HbbdCuCCsGWHetvm4EoJO0IvTt42H7FrhrEZyApZ1tX7Do8K2/csYHPY57FblPO4G3iXkJuACOcZmo4PABO2zcXe7yZ4ozEDmB+2zf3AnJDXdwEfR3i/FXgXUFzNxTHe53OLt+wpYG7YPsd738XgkM/KeM9/gbspmg782lv2DPCs93yIt++IsGNeRcjv2PsMH4mQ3sG4329Dj4yQ7R9j58zt+/MNO+5PvPfMjOd1IVkefqLV7maMWezFljoRVyytBr7zcQwRm8OUUluBdKAT7h8nWNQeDXxtQ+qnrbXrlVKLvXW78Nb/F/dP+LZSajSuQfRXYZt+GfZ6nfcIX9bbez7K+zszbJuZwIENHDt4zPkRlvUmCqXUScDvcP/M2bgLU0fc3XikOuVoVuNKKB2AI3B3hd9/FkqpXrgLyh1KqdtDk+D9HY7LgDviMohQc4DjwpZ9Y63dGvJ6NK6k+B+lVGg7QDrQ2Xv/+cAbwFdKqbdwF/MXrLWrvW0fA94Clnrr3wJesdbWRDnn0biSVKj3gc64O+9vvGVfhG2zBncHH9QF2B7lPf6ilLoc97lY3Bw614S8/7sR3l/hfkcrvfXTlFIKmIz73dd6z+8DJuEyBIB9vX0/VTs3CWXgSlKh5oYn1Fq7Mso57EIpdTpwMC4Tb0zws+mCuyFJKX7aMHZorbsB+wOrjTGluDuIzglJWfv2Ma76YiTQxVp7pLV2ecj6SN2XVZTlQfcDJ3gXo18An1hrwy8O4fWyNsqyxn43kdISehzbwLKIx1ZKjcdVf83E3bDszQ8TevltyKy11i611n5jrf078F92vpgG03Ax7nsIPvYEdgcWREh3Q8IvHMHjF4Udv9A7fpl1vW6Oxl0sP8F1fPhWed02ve9uCPAHXOZ1N/CFUiq7gXSEp1VFWB6e4YR/3xtx1XiR3Oudx1Dc7/Z8a21o5hLtswoufwfIw1VfTcJlIO8Ck7ybnH78kOkE03QQO3+GY7z9Q+1y4fbaO7Y28hjkbX4kLlPdrFzPxTrcDcW1SqnwzLMnLsMqi3KubZqfEsazuC+rG3CPt2xvpISRCNXW2mh96BcCFyil8oKlDKVUH1y99O1R9gH33a0CzsfVy18eh3Qu9P4eiqs6CDoE+DwOxw91MFBqrf2+K6OK3ziA24BVSqmTrbX/8Upkq3F15xHngPEalGtwJamvQ1bF0pV1Ie5OdKi1dnq0jayr45jrPW5SSr2O69L6qrd+K65t5EWl1E3AWmAi8EqU95yIu6gHHYqrJVgeYftoPgP+oJTqGKE0U9bI73Zi2LKJuMziawBr7Rql1BJce0MX4FNctZPC9cxaGXLjNM/7O8ha+6qP9Af9GFfCbEiw1Ppndv3fegPX7hYe3aIQ+NxaG2hCmpJezBmGMeYSrfUUoNYY8563OID7IkXLeRZXLP+XUuqPuH+m23FVB+FVDt+z1lql1IPADbgLXbNjfllrlymlngfu83qnrMRV7YzBNdDG02Kgl1Lq57hG/oNxVUnNZq0tU0o9AtyglHrJu7v/M/CIUmozrkdQLV5jrbX2l9baKqXUA94+63ERnc/2ttnYyPtt9S7wN3nVKW/h/hcLgb2stf+nlDoIV232Ji4j2B135/wIgPfdl+CqkLYBp+LubL+N8rY3A694VUYv4O7GrwGmNVCNFcl7uIv8eFy7SKz+CnymlLoDeBDXRvV34BlrbWjvyndx7XSvW2vrAJRS7+M+26eCG1lrlyqlHgUeUkpdhqsKzMR1Aullrb21ocT4qZKy1q7B/X99TylVC2yw1i4M2/wwXE+plOSrW60x5s1gZqG1HgpsNMaE10uKBLLWVuPqlHfgqmfexxW5j4rhH/8xXAbzbFidenOch7vbehrXTjEBONZauyhOxwfAu4u8EbgJVyU0FfhjHN/iDlzbxDne+z0FaFzj7VxctdA17Hzh+D/c3fyz3jY5uIbbaHX837PWXo+72ToP97nN8l6v8DbZgiu9/BdYAjyKa/S93ltfgespNQf3eZwInGytXRzl/abjer6djevtcyeuXeDaxtIadpxy3DQHZ/rcbz6uQXgi7nyfwl1YLwjb9B1c5hl6XXk3wjJwpeU7cZn7196+Z+OvxBQ3SqmhuCr7R1rj/VuCn2i1/wT+boz5UGt9Lu7HFgB+a4xJ2Q8olXj91xcC+1pr5zW2vfBPKfUuUG6tPbm105IoSqlhuOqi0dZaP50NUppS6j7cNTW8M0nK8NOGcTgu9wZ3Z3MErrvgS6RwjpoKlFKdcKOabwbel8wiPpRShbh2vDm4hvczcY21KTvSF76vivwlrtFdMgzcAFncuJgHWzstieQnw+hojKnRWvcHehpjZgNorfskJmkijk7FVWksxE2IJeLD4tps/oar3l0EnGit/V+rpqoFWGtNa6chmXiN3De1djoSzU+G8YXW+gpcd7LXALzMoyIRCRPxY619HFe3LuLIWvsViQvwJ0TS8dPo/XNcL44uuBAN4BrlmhybRQghRNsRc6O3SF3eyNrHcG1ULwDa61oqRMIopXbDjeM6xFo7q3VTI2IRcwlDa6201r/QWr+jtZ7vLTtUa60TlzzhV0hEz+CjQin1mVKqoW6Q9+C6PJ6H6xb7uAqLt6CUKlRKPaVc1NbtXoTQu5RSPRJ4OqHvf45SarEX6XSRF66hsX2GKqX+7UVGrVIu8uvUsG0GK6X+qVx01m1KqXeUUnuGbXOiUup/3jZWKdWkaKTqh7k4dul0oJTaM+Q7a5UJoJRS5yoXTbZCKVWpXGTgiAMXWzBNofOXhD/yWjNtQUqpPdQPkZhLlYuinBnDfj9WLhryDu//6vdNObZyEaMfUkpt8n7n//N6ssWdnyqp63DVUg/homOC6xXwf/FOlIiL43GhFPbGlRqeVCFhx4OUUrfhosgeaq19BDcgbgLwj7BN98YF7DsPF/vnAlzMpGYPAGyMUuoEXE+8+3HhOR7Cnc/Rjez6Ci7UxNG46tQXgGe9QXEopbriBs3l4Ho27YMbB/GucqPng7Jw4yzi0V1yIzBSKbV32PLgwMdWoVyY+/txJc19cZ/F5bj4Vs09dnPnGVmB+y2HPzZFeb+Ic440Jx3R9lVKZeHGf9ThwpRoXJTfBnuOKqX2xY2xeZ0fBlHepJS6IGSbWI/9FK4X6ym4/18FvKW86RDiKtYohUVFRauLioryvOfl3l8VfC6P5HgQJcor7p9rWtiyq3Ajg3cLW94PF/xuWiPvdTJuLE52gs/pQ7wopSHLngdmNLBPD+9zOC7C53Cx9/wIb5u+IevTvW2ujXJcC5zRxPO4BheG/kngHyHLu+K6qP+FsGi7uMGE//HWl+NGfheGrM/BDZpchQvzsRg3aVFoKPvHcaHkz8dlShW4i1WvkG1eIixib5Rz0N45bPe+l2B01oO99Yd5r4/BDUbcDlwYy74NfWaNpCl4fhfhMpcALpOfgbu4Xo8bLb/R274bLqTHRi8tnwJTIvwPnY4LeVOFF6E5wnuf733u3UOWHePtP6SBND8LfBi27K/Ad36OjQsJZMPSn4Mb2HtOvP8X/ZQw0nF3mPBDsLCskGUiCSk31/BUXFC0nUaCW2uvs9buYa1dEbZ8rbV2rLW2sdnSuuN+0NsaeP9DVONB3qJ2Q/Xu7PbD3YmFeh04QCkV8Q7YWrsZN6L5dKVUd+UmgpqKuzi/420WDJy5PWS/etzndGhDJ95MDwKnhVQtTMVd0HYKteGVcmYBG3DxuQ7AZQgzlAsiCS6a8QJcKXEU7uJ4Ld6I9RD74caIHIO7Sx3HzvGR1gL7KqX2iJZo5SZveg6XWe/p7X93lM2n4WJ0jQRe8rlvU+yPC9R4gnf84HeqgV64O/DJ3rJHcfO3nIGLQDsbeFUpNSLsmLfiLuyFeDG4vKqjx0O2mYAL/74lZNmbuExrQgPpnUDk3/RuIVWSsRx7Ai5sTfA3jXWj8efiShtx5adb7XTgDq31JeDaNHA/zkiBzkTre1MpFcBdFNNxd1Nxq49WSvXFXZj+Yb2YP1F8irs4NaS6gXV5uN9ppDDrnXAZYbTYTUcCBnd3XofL2E62rjssuNDkm3EhtS/B3ZX9ERcuPWHdxa21s5SbSU7jqoDOJ/J38ytghQ0ZOayU+i2u+ux04C5r7TrchS3oO6XUfrhYXo+FLK/B3XHu8I7zD1w03qBrcRfGxUqplbiIye8AT1trgzcEl+LmZbnCe71YKZWPiwkV7kZr7csh6b7Fx77hhioX7j/UMmttaFtTADe50ffbebVSa3HzaQS8ZcNxVTfHWGvf8Da9WLnZHi/DhU8JesBa+3T4+3rHDOpH2G/TWlurlCrz1kWzy34hr/vhqvtjOXY/XFDO8E4q6xp5/ybxk2H8HleU3oKL8rgVl9udFe9Eibg4FxfRcwguTtK1ducQ6U2mlOqN++7n42Zwi8q62FfRIpjGQ8Rufl4d9j24jOIw3O/2JOA5pdQka+08a22pcnNs3I/LOAK4u7zpuM8tkR4CfuE1gI8DjsUFbQy1H7BPhItlF1wwwuAI48twpZQBuBuEDuzaHvJNMLPwrMFNrAWAl/EcrNw0pIfiggveBlyhlBpvrd2AK8G8w86i9W4Kn4PCz77hgvOXhAqPmxY+50jQPLtz5Fg/c7hEmkcjPB0NaWoX1Fj2i9c2vviJVlsBnKC17o0bvLfaGBOeQ4rksca6UNNLvaqYj5RSX9lmBgX0istv4TKBU6ybx7ih7Q8BGhv5/IG1NloDdinuot83bHkfXImgPMp+k3BtLP28iyG4+SIm4IL8nQFgrX0PKFBK5eBm7tuklJqLu5NMpCdwoVruBF70Mq/wbdJwF9kLI+wfrKa4FJdp/x4XerwSd37HhG0faZ6LXd7QWvsNbjKlB5RS1+PauH6FK4E0NudKqPA5KPzsG67WRg+bHu39GlseLlL6Ytl3LTBwpwMp1QFX8m3o+riWyL9pQvaL5dhrgTylVHpYKaMP0SMXN5mvaLUhNgFdtdZDvai1IolZF4L5FVyjWpN5XfU+wEUGPSnsjjWaYJVUQ4/zGkh7DS5S7I/CVh2Fq+KINl4k2D4Qvr6eyBfKci+zKMD1EHqhgXNqNq+e+d+4evVoVYWf4maqW2PdhE+hj2A13KG4UOCPWGs/9y6su8cpmStw1XjBWRAXsmu9fEP19KGas288hc7hEuqQkHV+zAYOVDtPXHUk7to6u5H9Iv2mV1pri30cezauRBlsn0G5ru7jib0EF7OYSxha62B3rvB6MUscut6JhAvORzDBWtvQDzki5SLdvo2rhvotkBtyR7wx2oU7TlVStwH/9u78X8fdPZ9EyFSoSqkTcXfsh1s3f8GHuLaNx5VSf8G1SZyE6xmlQ/Y7Bxc+fC2uAfQuXPXEkyHb9OSHruQAg5RS43ATBoXO5eDXL4BLbMh0u2HuwXVlf0kpdQOuamYArpvwa9baD3GN4GcqpSbhqpnOwl0sopW8IvLaNNbxw0Rbebg2jmxcDypwpaFPlFI34kpIo3ElnFg0Z990r80sXGkj7We7sM2cw0Up9Q5ubvJgVeyzuN5tzyql/oy7+78X+Je19ruQ/RYB91hrg5PP3Ql86H0eT+Ea7S9i5/mFGj22tfZb5aZf/odyc8VswcW0anB+nCaLtTtVUVHRsqKioguKioq6xLurljzi9yBKt1pv3Vu46p+mHPca77iRHru1wHmdgyti1+AukmdEWL9TWnCll9dwGcdW3DwM54btdwMu4moN7uJxK9A1yrHDH4839P5RPsOoXUT5oUtqaLfawbjwOxtxVXArcd1og90qu+Ma9itwJf97cZ1RVoQc43Hg7bD3OgNvUj/v9UnAy7jG1h3Aeu/3cnTYflNx1XU7cA3jx4f+3iKdQ6z7NuF3t2+08/OWzwAejrA8mx+61e4gerfaSP9DK0K/d29ZAa5Nb5v3HTwAZIZtY4FrwpYdg/tNBr/X30d4v1iO3Q14GDct7DbcTdXwRPwf+pkPowzINcZILBEhwiilrsO1mexpfd71tmVKwnu0K37aMB7B9bwRQuzqWNwAtXaTWYj2x0+32gOA32qtLyes9d8Yk8hBTkIkPWtteKgPIVKOnwzjYe8hhBAAWBclYJdeZyI1SXhzIYQQMfFTwkBrPQXX8yQrdLkx5qp4JkoIIUTy8TMO4x5c//X3aCDYXJKQYpMQQjRN1CpGPyWMU4FxxpjVzU9P4pWUlERcnpeXR2lptHFSqU/OX85fzl/OP5r8/PwG9/fTrXYTLkCbEEKIdshPCWMa8IzW+mbcKNDvGWPiEgVVCCFE8vKTYQSn7Dw2bLnEkhJCiHbAT3jzpka2FUIIkQJ8ZwJa64Fa6wMSkRghhBDJy0+32kHAP3HjMCyQpbU+BTjKGBN1PgMhUp1dtgi7eAGqoBA1LHxaaCFSh582jAdwoaIPwfWYAhf+eFq8EyVEW2GXLSIw7Uqoq8NmZJB26Q2SaYiU5SfD2B84xhgT0FpbAGPMFq1191h29iZguhvXQP6wMeaWsPWDgUeBXri47mcYY4pD1mfjpo580RgTacpKIVqcXbwA6urABqC+zpU0EpBhSClGJAM/bRjrgeGhC7TWo3CzczVIa52Om9jlaNwk7Kd6+4a6HXjSGDMWuA43e1qo64H3faRXiIRTBYWQkQFpaZCe4V7HWbAUY196xv1d1qxp2YVoMj8Zxu3Aq1rrc4EMrfWpuCkAb41h3/2BpcaY5caYGuA53GxboUbhJrwHF37k+/Va631wk5q/6SO9QiScGjbCVUMdf3rCqqMilWKEiMQuW0Rg+vMJu6nw0632UW/WvfNxcwufBfzFGPNSw3sC0N/bJ6gYN+9wqC9xM5bdDZwIdNNa5+LmJp4GnAkcHmt6hWgpatiIhFYTqYJCbEYG1NclrBQj2r6WaE/zFa3WyxxiySDCRQpmFR4g8A/APVrrc4CZuEnM64BfA9ONMau11lHfQGt9Pi4zwxhDXl5exO0yMjKirmsP5Pzb4PnnHUzNdX+nduHndBi9Fx1HND3DaEvnX7NoQVzOOVRbOn+/qt5fztb6H0qiXYuXkzn+4J22ae75++lWq4DzcBO59zLGjNVaHwr0NcaYRnYvBgaGvB4A7BQd0BhTgpuIHq11FnCy16h+IHCI1vrXuLDqHbXWW40xl4ft/yDwoPfSRguwJcHH5Pzb5Pnn9YOJ/agGaEb628r5h94tE8e75bZy/k1hBwyF9AzAlUS3DRhKddi5Njf4oJ8SxnXAkcBdwP3esmLgTqCxDOMTYHet9RBcyWEqcFroBlrrPKDMGBMArsD1mMIYc3rINucA+4ZnFkKI1NJSvc9SSbA9LZG96fw0ep8DHGuMeY4fqpO+A4Y2tqMxpg64EHgD1zXWGGMWaq2v01r/xNvsMGCx1vpbXAP3jT7SJoRIIS3R+ywVqWEjSPtxUcIyVz8ljHRgq/c8mGFkhSxrkDFmOjA9bNlVIc//Dfy7kWM8DjweU2qFEG1WS9wtC//8ZBj/A+7QWl8C37dpXA+8koiECdFWySC7+HT4ngQAACAASURBVEh07zPhn58M4xLgSWAL0AFXsngT171WiJTlJwOQUCEilcWUYXiliTzgFKAnMBhYbYxZl8C0CdHq/GYA0lgrUllMGYYxxmqtFwDdjDEbgA2JTZYQycFvBiCD7EQq81Ml9TmwByCBbES74TcDSHRjrbSPiNbkJ8OYAbyutX4cF+bj+5HaxphH45ssIZJDUzKAWBtr/V78pX1EtDY/GcYE3LiLiWHLLd4gOyFSUSJ660S7+G+sqqW8uo76gKXeQl3Aes8ttQtWUpczinoU9ekZ1M8vxtb3cdtYS30A6gOWnl0z2D23CwOyO5KeFikqj0hVry8pZ0ed5ScjclAq/t+9n+CDk+L+7kK0U8G2kR0qjYXZQ/ni81I+/3o5aypqGthrMIwa/MPLbcAn66Nu3TlDMaxnZ3bP7cLwnp3ZI68zubnhIdxEqvhibRUPfLKevfplctyInIgB/JrLTyypiKPCvVAeQogYWGspqaxlXnYhn439GQuzh1CT3oGONTCmZweO3r0H/bq5kkG6gow05T1XZKRBWvEK0lYsJmNoARlDhpGhvPVpkLZiCdx1NeszslnaYzDLDj2FJbWW1xaXUxtwGUX3zqsYltOJ4bmd2SO3C7vndqZHF18xSEUSWlNRw22z1jAguyN/ODiftASULsBflVQdu0aYRWtdhwsk+AJwtTEmppHfQrQX1bUB5q+v4vOSKj5bW8X6rbUA9O+3B1NsKfsMyWP0nnvQKSOGSD05I6AwcvVYYMkCbO0OBtSsZ8D2jUzaUUDaj4uorbes2rKDb0urKa6CBSWb+WLhJrw8hLyuGeye60oiu+d2piCvS2xpEUlh6456bphRTLpSXHnYALp2SE/Ye/nJMC4CTgBuwTV6DwIuw83zvRi4GheY8Lw4p1GINsVay6otNcwr2crnJVV8vXEbdQFXRTS2byYnjuzJ3vmZ9MnqGNf3jdajq0O6q5oa1rPz99FKt9cFWFa2naWbtrNkUzVLNm1nzmp3r9clI40Jg7sxeWh3RvXqkpC6cBEfdQHLbbPWsKGqhusPHxT331Q4PxnG74G9jTFbvNffaq0/BeYZY4Z54zTmxT2FQrQRm6vreH7hJuasqmRTdR0Ag3t04rgCl0GM7NWVDumJu/j66dHVOSON0b27Mrp31++XVeyoZ0lpNbNXVTJrZQVvL9tC36wOTB7anUlDutM7q0PC0i6a5pF56/ly3TZ+e0BfRoV8l4niJ8PIBrriQoMEdQW6e8/XAV3ilC4h2owddQFeWVTO8ws3UVsfYP8B3dgnP5O98zPJ7dqyF9nm9OjK7pTOPv2z2Kd/Fr/Ytw9zVlfy3vItPDu/lGfnl1LYpyuTh3bnwIHd6NJBqqxa22uLy5n+7WZOGNmTw4f1aJH39JNhPAm8pbW+G1clNQC4GHjCWz8FVzUlRLtgreWDlZU8+fkGNm6rY/yALM7eqzf9sxNbLdASunRIY/LQ7kwe2p0NW2uZ8d0W3lm+hbvnrOWBT9Zx0KBsJg/NZnTvrglrYBXRfbG2iofnrWe//pmcNa5Xi72vnwzjj8AS3ORH+cBa4F7gIW/9e7jBfUKkvG82bOORzzawZNN2huZ04uKD+lHYJ7O1k5UQvbM6oAvzKBqTyzcbq3l3+RZmrazk3eVb6J3ZgclDs5k0pDt9u7X9jLItKK7YwW2z1jAwuxO/n5DfomNtlLXx65ettb7PGPPruB2w6WxJSUnEFak8RWMs5Pybd/7rKmt48ouNzF5VSc8uGZw5rheHDcluM3fZ8fr+d9QF+Gi1yzS+XLcNC4zu3YXJQ7szYVB20lZZtfXff+WOei57YwVVNQH+etRg343cMU7RGvXHHO8O2GcAyZBhCBFXW2vq+fdXm3hlcTnpCk4tzOOEUT3p3E67n3bKSGPikO5MHNKdjVW1vP9dBe8s38LfP1rHo59t4KjhPTimIKfF23BSWV3ActsHa9hQVcf1hw9MeI+oSOKdYbSN2ywhYlQXsLyxZDPPLSilckc9k4Z254w98+RCGKJXZgdOGZPLyaN7sqi0mlcWlfPiN2X8d1EZE3frzgkjezKoR6fWTmabZq3loU/XM3/9Ni4+sF+L9IiKJN4ZhsQdECnBWsu8kioe+2wDxRU1jOnTlZ/v3ZuhPTu3dtKSllKKkb26MrJXV9ZW1vDKojLeWuYay/fJz+SEkT0p7NNVxnU0wfRvN/P6ks2cNKonk4d2b3yHBJGYAEKEWVG+nUc/28CX67aR360Df5rYn/37Z8mFzod+3Tpy/n59mTq2F69/W86r35bzl3dWM6xnJ04YmcuEQd0kMGKMPvd6RO0/IIsz9my5HlGRSJWUEJ6a+gCPztvA60s2k9UxjfP26c1Ru+ckdLBdqsvulI722ntmfFfBS9+UMW12CU99kcFxI3pyxLDuCQ1l0dYVb9nBXz9Yw8DunbjkoH6tnsnGO8N4Os7HE6JFlFfXcfPMYhaXbue4ghymFuaR1UkuZPHSMT2NKcN7cMSw7nyyZisvfV3GI/M28NyCUo4a3oNjR/SkpwRB3EnljnpueL+YjHTFlRMTGyMqVr6+Ia31FGAckBW63Bhzlff3V/FLmhAtY3nZdm58v5jKHfX83yH5HDQou7WTlLLSlGL8gG6MH9CNxaXVvPh1GS98LQ3k4eoClls/WMPGqjpuOGJg0oRl8RPe/B5A4wbobQtZJQ3dos36aHUld8wuIatjOjdPGcwwadRuMQV5Xbj80P6srazh5UVlvO01kO/dL5NjC3LYKz+zzYxviSdrLQ9+sp4F67fxuwP7MbJX6/SIisRPCeNUYJwxZnWiEiNES7HW8p+FZTz15UZ2z+3MnyYOkCqRVtKvW0d+uV9fTi3M439LNvO/b8u5bkYx+d06cExBDpOHtq92jte+LeeNpZs5eVRPJrVij6hI/PyHbAI2JyohQrSUmvoA93y0jvdXVHDo4GwuPKCvzP+QBLI7Z/DTwjxOGpXLh6sqeHVxOQ99uoGnvyjliGHdOaYgh34pHn7ko9WVPDJvA+MHZHFGC8aIipWfDGMa8IzW+mZgp3khjTHL45oqIRJkU1UNV769isWl2zl9zzyKRudKd9kk0yFdfT+KfHFpNa8tLud/S8p5dXE5++RnckxBDuP6pVZ11bel1Twzv5Qv1lYxJKcTlxyUuFnzmsNPhvEP7++xYcst0H7Ki6LNWl62nVs++I7N1TXSuN1GFOR1oSCvC+fs3Zs3lpTz+pLNXPteMf2zO3LMHjlMGprdpqurVpRv55n5pcwt3kp2p3TO3bsXR++ek7Ql3rgGH0wiEnwwivZ6/nNWVXLnhyV079KBKw7Jb7cjttv6919bH2D2qkpeXVzOkk3b6dohjcOHdeeYPWKrrkqW8y/esoN/Lihl1spKMjukccKonhxbkJPwzK/Fgw9qrQcB/YFiaQAXyc5ay/MLN/HMl6XskduZv544FqorWjtZook6pKdx2JDuHOZVV726uJzpi8t5dVE5+/bP5NiCnuzZN3nDj6yrrOFfX5Uy47sKOqYrikbncsLInm1mzI+fbrX9gOeAA3EN4Lla64+AqcaYyLfzQrSinRq3d8vmwvF9ycvsSGl1a6dMxMP31VV79eKNpS7W0tXvria3awZ79ctkr36ZjO2bSXYSXIxLt9Xy/FebeGvpZtLTFD8Z0ZOTRvWke+e21TPPbxvGl8CPjTFVWutM4CbgfuAnje2stT4KuBvX3vGwMeaWsPWDgUeBXkAZcIYxplhrPc5772ygHrjRGPMvH+kW7VB5dR03vV/Mt5u2c8aeeZwijdspK7drB04b24ui0bnMXlXJR6u3MmdVJW8v24IChud2Zq9+mYzrl8mEnECLpm1zdR3//noTr3+7GYtlyvAeFI3JbbPRjv1kGAcD/YwxtQBepnEZsKaxHbXW6bjZ+Y4EioFPtNYvG2O+DtnsduBJY8wTWuvJwM3AmbhBgmcZY5ZorfOBeVrrN4wx0sVXRLS8bDs3vF/M1h31XH5Ifw4c1K21kyRaQGh1VX3AsmTTdr5YW8Xna6v498JNmK820fX9NRT27sI4rwSSqG66lTvqefHrTby6uJzagGXy0O7oMbmtModFPPnJMMqBUbhSRlABsY3N2B9YGux+q7V+DjgeCM0wRgGXeM/fA14CMMZ8G9zAGFOitd6AK4VIhiF2MWd1JXfOLiGrUzq3TBncbhu327v0NMWIXl0Y0asLU8fmsbWmngXrtvFNeT1zvtvEx8VbAeib1YFxXuljbJ+uZHb0V31lraUuALWBADV1lu11AWasqOC/35RRXRvgkN2ymVqYlxLzvIO/DOM24G2t9SPASmAwcC7wlxj27Q+ENpAXA+PDtvkSOBlXbXUi0E1rnWuM2RTcQGu9P9ARWOYj3aKdmLO6kts+WMPwnm7kdo6M3BaerI7pHDioG8ftncfGjd1Zt7WWz0qq+GJdFTO+q+D1JZtJU65dpF+3Duyos9QGLDV1AWrqLTX1ltp6y476ALX1lhpvXW3AEojQ0fSAgVmcNrYXg1MsLlbM/1HGmIe01suA04CxQAlwqjHm3Rh2j1R5HP4x/wG4R2t9DjATV9VVF1zpNbo/BZxtjNmlIlJrfT5wvpdW8vLyIiYkIyMj6rr2IFXP/5NVm5k2u4RRfbtx14lj6BKle2Kqnn+s5Pwz6NWrF716QeEQOBuoqw/w1bpK5q7czNxV5SzcuINOGWl0TE+jU0Y6nTqlkZ2eRseMNDqlp7l1GWkh26TRMUN9/3yP3lns0Sur0bS0huZ+/y0yDkNrfSBwjTHmR97rKwCMMTdH2T4LWGSMGeC9zgZmADcbY56P4S1lHEYUqXj+i0urueqdVfTJ6shNRwxqsItiKp6/H3L+cv4JG4ehtf6zMeZG7/l10bYLhjdvwCfA7lrrIbiSw1RcSSX0vfKAMq/0cAWuxxRa647Ai7gG8VgyC9GOrNy8g+veW02PzhlcM3lgm+nPLkRb1FiV1ICQ5wOb+ibGmDqt9YXAG7hutY8aYxZ6mdCnxpiXgcOAm7XWFlcl9Rtvdw0cihv3cY637BxjzBdNTY9IDesqa7j63dV0TE/jusMHSrRZIRJMQoO0M6ly/mXVdVzx5kqqauq56cjBMU+6kyrn31Ry/nL+zamSijnClda6LMryDbEeQ4h4qNxRzzXvrGbz9nqumjRQZmgTu7DLFhGY/jx22aLWTkpK8VOG32Voota6AxKpVrSg6toA1723mpLKGq6aNIA98rq0dpJEkrHLFhGYdiXU1WEzMki79AbUsBGtnayU0GiGobX+ANcFtrPWembY6gHAh4lImBDhausD3DyzmKVl27n8kP6M7ZvZ2kkSScguXgB1dWADUF+HXbxAMow4iaWE8TCuTms/4JGQ5RY3kVIs4zCEaJb6gGXa7BK+XLeNiw/sx/iBEu5DRKYKCrEZGVBfB+kZqILC1k5Symg0wzDGPAGgtf7IGCMVgqLFBazl3o/XMWf1Vs7bpzeTk2yeY5Fc1LARpF16gytZFBRK6SKO/Iz0XqS17oOLC5VHSEu6MebRBKRNCKy1PPbZBt5ZvoWphbkcN6JnaydJtAFq2AjJKBLAz3wYJwBPA0uA0cBCYAwwC2+QnRDx9vxXm3h5UTnHFuQwtbD9hrQQIhn4mTj2BuBcY8xeQJX393xgXkJSJtq91xaX88z8UiYNyebn+/SW+SyEaGV+MoxBEUJzPAGcFcf0CAHAjO+28OCn6xk/IIuLDuhHmmQWQrQ6PxnGBq8NA2CFF1BwGDIOQ8TZ3OJK7p6zlsI+XfnDwfmkp0lmIUQy8JNhPISbdQ/gTtwkR1/ipk8VIi6+Wr+Nv84qYVjPzvxpYn86pvv5iQohEslPL6lbQ54/qbWeAWQaY75JRMJE+7OmooYb3y+mT1YHrpo0kK5R5rQQQrQOP7Gk/hv62hizyhjzjdb6hfgnS7Q322rruen9YjLSFFdPGki2hCkXIun4Ke9PirL8sDikQ7Rj1lr+NmctJZU1/PHgfHpl7hK2TAiRBGKJJRWcOKljhEmUhuLm9xaiyf6zsIw5q7fys717S3woIZJYLG0YwYmT0th5EiULrAauiXOaRDvyWclWnv5yI4cM7sZPRuS0dnKEEA2IJZbUuQBa6w+NMQ8lPkmivVhXWcO02SUM7tGJCw/oJwPzREqyyxalTFwrP72kHtJajwROAfoYYy7UWhcAnYwx8xOWQpGSdtQFuOWDNQBccWh/OmdI91mRelJtbg4/vaSKcHNt9+eH0d3dgDsSkC6Rwqy13PPxOlaU7+DSCfn07daxtZMkREJEmpujLfNzW3cdcKQx5gKg3lv2JbBn3FMlUtrLi8qZuaKC0/fMY+/8rNZOjhAJowoKISMD0tJSYm4OP1O09sZlEOAavIN/beTNhdjV/HVVPP75Bg4YmMUpo3NbOzlCJFSqzc3hJ8OYB5wJPBmybCowN64pEilrY1Utt88qIb9bRy4+UBq5RfuQSnNz+Mkwfgu8qbX+OZCptX4D2AOYkpCUiZRSUx/glplrqA1YrpjYv12F/UilXjKiffM7494I4FjgVdwYjFeNMVsTlTiRGqy13D93PUvLtvOnif0ZkN2ptZPUYlKtl4xo3/yUMDDGbANMgtIiUtTrSzbzzvIt6DG5jB/QrbWT06Ii9ZKRDEO0VX6maP2AyA3cO4Bi4AVjzCvxSphIDd9s3MbD89azT34mp45tf1OsqoJCbEYG1NelRC8Z0b756VY7A9gNeB83t/f7wGDgU2A98KjW+rI4p0+0YWXVddw6cw29Mjvw+wn57XLWvGAvGXX86VIdJdo8P1VSU4Afhc5/obV+BnjCGDPeC3P+HHBbnNMo2qDaesutM9dQXRfg2sMHkdWx/TRyh0ulXjKiffNTwhgBLA9bthIoADDGzMWN1RCCR+atZ1FpNRcd0I/BPdpPI7cQqcxPCWMm8JjW+ipcm8UAXKTaWQBa60JgbbwTKNqet5dt5n9LNnPiyJ4cPDi7tZMjhIgTPyWMs73tvwa2AQuBdOAcb30NcGo8EyfaniWbqrl/7nrG9u3KmeN6tXZyhBBx5GccRhkwVWudBvQCNhpjAiHrFze0v9b6KOBuXCbzsDHmlrD1g4FHvWOXAWcYY4q9dWcDV3qb3mCMeSLWdIuWU7mjnltmriGnSzp/nJBPelr7a+QWIpX5iinthTf/M/AXY0xAa12gtR4bw37pwL3A0cAo4FSt9aiwzW4HnjTGjMUFOrzZ27cncDUwHtgfuFprLTPtJBlrLX//aC2bt9dx2SH9ye7sa4iPEKINaKnw5vsDS40xy40xNbjeVMeHbTMKeMd7/l7I+h8Bbxljyowx5cBbwFGxplu0jOnfbubj4q2cNa43u+d2ae3kCCESoKXCm/fHhRIJKvaWhfoSONl7fiLQTWudG+O+ohV9V76dxz7bwD75mRwn06wKkbJaKrx5pMrs8P3+ANyjtT4HV5JZA9TFuC9a6/OB8wGMMeTlRR5VnJGREXVdexDv86+urefO6V+Q3TmDa48ZTU7X5J4MSb5/OX85/6aff0uFNy8GBoa8HgCUhG5gjCkBTgLQWmcBJxtjtmiti4HDwvadEf4GxpgHgQe9l7a0tDRiQvLy8oi2rj2I9/n//aO1rCqv5trDB1K/rYLSbT+sS8YorfL9y/nL+Uc///z8/Ab3b6nw5p8Au2uth+BKDlOB00I30FrnAWVez6srcD2mAN4Abgpp6J7irRet7IMVFby9bAunjM5lz76ZO62TKK1CpJ6Y2zCMMYtwo73vxXVxfQwoNMYsiWHfOuBC3MX/G7fILNRaX6e1/om32WHAYq31t0Af4EZv3zLgelym8wlwnbdMtKL1W2u4b+46CvI6RwwqmGpzGQshQFkb2wyrWusTcPNf1CU2SXFhS0pKIq6QImnzz78uYLnizZWsqajhzh/vRp+sXdstvi9heFFak6WEId+/nL+cf6NVUlEHUPmpkroGF5H2BeBpY8wMH/uKFPLslxv5dtN2Ljs4P2JmAak3l7EQwt9I73HeYLvTgIe11p2BfwHPGmPmJSqBIrl8sbaKF74uY8rw7kxoJE6URGkVIrX4nXHva1z7xZVa6wNwYzPm4sJ9iBS3eXsdd31YwoDuHTlvnz6tnRwhRAvzHb9Baz2QH3o5DcY1fosUF7CWuz9cS1VtgGsmD6RThq+oMkKIFOBnitZf4zKJPYHpwLXAdC/Uh0hxLy8q47O1VVywXx92y+nc2skRQrQCPyWM44AHgBeNMVsTlB6RhJZsquapLzZywMAsjtq9R2snRwjRSvw0eh/d2DZa6wXGGJnlPoVsq63n9lkl9OicwYXj+6GaMC93Mo74FkL4F+8Y1LvF+XiiFVlruX/uejZU1XLjEYPo1sl/3wYZ8S1E6oh3y2VsowBFm/DedxW8v6KCnxbmMap31yYdQ0Z8C5E6pKuLiGhNRQ0PfLKOMb27UDQ6t8nHUQWFkJEBaWmQnuFeCyHaJJkWTeyitj7A7bPW0CFNcUkzp1qVEd9CpI54ZxgyiXMKeOLzjSwv38GfJvYnr2uHZh9PRnwLkRriXSX1yzgfT7SwT4q38srico4pyGH8gG6tnRwhRBLxVcLwQpFPBPIIKU0YY87y/j4b19SJFrVpWy13f7SWITmdOGevXq2dHCFEkom5hKG1vho3cC8NKAI2AT8CNicmaaIl1Qcsd364lpq6AH+YkE/HdOkPIYTYmZ+rws+AI40xlwA13t/jkLEXKeHFr8tYsH4bv9i3DwO6d2rt5AghkpCfDKOHMeYr73mN1rqDMWYuropKtGGLS6t5Zv5GJgzqxhHDurd2coQQScpPhrFMaz3ae/4V8Cut9ZlAefyTJVpKVU0902aXkNc1g1+P79uk0B9CiPbBT6P3lUBwBNflwLNAFvCbeCdKtIxg6I+NVbXcdOQgsjrKtCZCiOj8BB+cHvJ8LjA8ISkSESUigN9731Uwc2UFp4/NY2SvpoX+EEK0H356SZVFWb4hfskRkQQD+NmXnnF/ly1q9jFDQ3+c3IzQH0KI9sNPG8YuQ3611h2Q6VkTLt4B/GrrLdNmxyf0hxCi/Wi0Skpr/QEuCm1nrfXMsNUDgA8TkTDxA1VQiM3IgPq6uATwe/rLjSwr28EVh8Yn9IcQon2IpQ3jYdyo7v2AR0KWW2A98G4C0iVCxDOA38cry3npmzKO3r0HBwyU0B9CiNg1mmEYY54A0Fp/ZIxpfuW5aJJ4BPDbXF3H9W8sY1D3jpy7d+84pUwI0V746SW1SGvdB9ifXWNJPZqAtIk4CljL3XPWUlVTz7WTB9MpQ0J/CCH8iTnD0FqfADwNLAFGAwuBMcAsQDKMJPfKonI+W1vFHyYNY3APabcQQvjn5zbzBuBcY8xeQJX393xgXkJSJuJmWdl2nvxiA+MHZHFCYd/WTo4Qoo3yk2EMMsY8H7bsCeCsOKZHxFl1rZs9r3unDC48oJ+E/hBCNJmfDGOD14YBsEJrfSAwDBmHkdQe+nQ9aytr+f2EfLI7yVclhGg6PxnGQ8DB3vM7gfeAL4H74p0oER8zV1TwzvItFI3JZUwfCf0hhGgeP72kbg15/qTWegaQaYz5Jpb9tdZHAXfjSiQPG2NuCVs/CFfF1cPb5nJjzHRvNPnDwN5eep80xtwca7rbq/Vba/jH3HUU5HVhamFeaydHCJECfPWt1FoXaK0P1FoXGGNW+cgs0oF7gaOBUcCpWutRYZtdCRivMX0qP5RcioBOxphCYB/gl1rr3fyku72pC1imzS5BAZdO6CehP4QQcRFTCUNrfRZwK9Abb/yF1no9rhTwRAyH2B9YaoxZ7u37HHA88HXINhbI9p53B0pClmdqrTOALkANUBFLuturf84vZXHpdv4wIZ8+WR1bOzlCiBTRaAlDa30ErnRwOy6keRfv7zTgb1rrI2N4n/7A6pDXxd6yUNcAZ2iti4HpwEXe8n8DVcBaYBVwuzEmYuRcAfPXVfGfhZs4Ylh3Dtktu/EdhBAiRrGUMH4L/NkY87eQZcuB27XW24GLgbcaOUakOhEb9vpU4HFjzDSvB9ZTWusxuNJJPZAP5AAfaK3fDpZWgrTW5+PGhWCMIS8vcr19RkZG1HVtXVlVDXd/tJyBOV24/Eej6NJh115RqXz+sZDzl/OX82/6+ceSYewHnBdlncG1PTSmGBgY8noAP1Q5Bf0cOArAGDNHa90ZF4LkNOB1Y0wtrmvvbGBfXKb1Q0KMeRB40HtpS0tLIyYkLy+PaOvasrqA5ep3VlGxvZYrJ+ZTtaWcqgjbper5x0rOX85fzj/6+efn5ze4fyyN3pnGmIiTJHnLM2M4xifA7lrrIVrrjrhG7ZfDtlkFHA6gtR4JdAY2essna62V1joTOACQIIhhnvh8A19tqOY34/syJKdzaydHCJGCYm30VkSuVlLsWrW0C2NMndb6QuANXJfZR40xC7XW1wGfGmNeBi4FHtJaX+Id8xxjjNVa3ws8Bnzlvd9jxpj5saS7vZi5ooKXF5VzbEEOhw3p3trJEUKkKGVtw9d7rXWA6JmCAqwxJtmGENuSkvAaLyfViqQryrfzxzdWMrxnZ64/YhAZjXShTbXz90vOX85fzr/RKqmoF5FYShhD/CdLtIStO+q5eeYaMjumc9kh/RvNLIQQojlimUBpZawH01ov8AbYiQQLWMsdH5ZQuq2WG48YTE6XmAftCyFEk8R7Fp3d4nw8EcW/FpQyr6SK8/bpw4heXVo7OUKIdiDeGUajDeCi+eYWV/Lcgk1MHtqdo3bv0drJEUK0EzJPZxtTUlHDnR+uZVjPTlywXx+Z30II0WIkw0ggu2wRgenPY5fFZ9hIdW2Am2cWk56muPyQATIvtxCiRcW7pVRudz122SIC066EujpsRgZpl96AGjai6cezlr9/tJbiihqunjSQ3lkyL7cQomXF+xb1l3E+XptlFy+AABVYPAAAHJlJREFUujqwAaivc6+b4b+Lypi9qpIz9uzFuH6xDK4XQoj4arCEobV+ithGcp/l/X02Tulq81RBITYjA+rrID0DVdD03sbz11XxxOcbOXBgN04a1TOOqRRCiNg1ViW1tEVSkYLUsBGkXXoDdvECVEFhk6ujNlbV8tdZJeR368hvD+wrjdxCiFbTYIZhjLm2pRKSitSwEc1qt6ipD3DrB2uorbdcMbE/XSOEKxdCiJbiq9HbizRbgAs7/v2trjHm3Tinq9XYZYuaXSqIlwc/Wc+STdu54tD+DMju1KppEUKImDMMrfXBwPNAJ9xUqhVAN9xMekMTkroWFu+eTc3xxpLNvLVsC0WjczlgYLdWSYMQQoTy00vqTuA2Y0xPoNL7ez1wX0JS1gri3bOpqRaXVvPgp+vYq18mp45tv7ODCSGSi58MYw/g7rBltwCXxC85rUsVFEJGBqSlNbtnU1Ntrq7j1plryO3agUsn5JMuEWiFEEnCTxvGFlxV1GZgrdZ6FLAJyEpEwlpDvHo2NVVNfYDbZq2hsqaeW6cMplsnaeQWQiQPPxnGC8CPgWeBR4D3gFpcu0bKaG7PpqaqrQ9wy8w1LNxQze8P6sfQnjLNqhAiucScYRhjfhfyfJrW+mNco/cbiUhYexLMLOaVVPGb8X2ZKNOsCiGSUMxtGFrr/lrrnOBrY8ws4GOgbyIS1l7U1ltu/aCET0uq+PX+fZkyXMKVCyGSk59G75eAAWHL+gMvxi857UttveWvs9bwyZqtXLBfH34kc1sIIZKYr15Sxpid+pl6r1t3dFsbVRdwmcXHxVs5f98+HL1HTuM7CSFEK/KTYWzUWg8PXeC93hTfJKW+uoDldi+z+MW+vTmmQDILIUTy89NL6lHgP1rrPwPLgWG4gXsPJyJhqcplFiXMWb2V8/bpzbEFEn1WCNE2+MkwbsF1o70dGIgLCfIwcEcC0pWS6gOWO2aXMGd1JT/buzfHjZDMQgjRdvjpVhsA/uo9hE/1AcsdH5Ywe5XLLI4fKZmFEKJtaWwCpUONMTO955OjbZdK0WoToT5gufPDEmatrOScvXpJZiGEaJMaK2HcB4zxnj8SZRtLikSrTYT6gOWuOWv5YGUlZ4/rxYmjcls7SUII0SSNTaA0JuT5kMQnJ7XUByx/+2gtM1dUcOa4Xpw0WjILIUTb5adb7U601pO01ofEMzGppD5g+ftHa5nxXQWn75nHKZJZCCHaOD+hQd7XWk/wnv8f8BzwnNb6T4lKXFsVsJZ7Pl7He99VcNrYPPQYmdNCCNH2+SlhjAE+8p7/AjgMOAC4IM5patMC1nLvx+t4d/kWTi3M46eFklkIIVKDn3EYaYDVWg8DlDHmG4DQgIQN0VofhZuAKR142BhzS9j6QcATQA9vm8uNMdO9dWOBB3DzcQSA/Ywx232kvUXsqAvwwCfreWf5Fn5amMtUmS1PCJFC/JQwZgH34AbuvQjgZR6lje2otU4H7gWOBkYBp3oTMIW6EjDGmL2AqXhTv2qtM4CngQuMMaNxJZtaH+lOOGsts1dW8JtXlvPO8i3oMbmcKiULIUSK8VPCOAe4FNgI3OYtG8Gu07ZGsj+w1BizHEBr/RxwPPB1yDYWV4IA6A6UeM+nAPONMV8CGGOSKnbVivLtPPTper7aUM2QnE787qB8xvTp2trJEkKIuPOTYWCM+VPY69di3LU/LpRIUDEwPmyba4A3tdYXAZnAEd7yPXBVYW8AvYDnjDG30coqttfxzPxS3ly6mcyO6VywXx+mDO8hc3ALIVKWnwxjtdb6Lf6/vTsPl3O8/zj+PhJqjZRjizRCqbVFq0WpFhWKtqrybYlSpbrRLVX0Z6+26qpayk8bYg/6qVZ/tqoWVVVRQVpiqaVIIpbYIpGKyPz+uO9hcpyT80wyk/Ocmc/rus6VeZZ55nvPNZl77uX53nARcLWkOXU8t7tv0UqX7b2BC/JqflsDF0fEJjnGbYEPAq8CN0bEXZJurH1yRBwMHAwgic7O7ruEBg4c2OOxIubOq3Dlv6YxdvwTvDrnDfZ83xocuNUwBi295EJfc3Fa1PL3dy6/y+/yL3z566kw1iJ9qR8BnBMRVwAX5ZX3ejOFlLCwaihvdTlVHQjsAiDp9ohYGujMz71F0nSAiLgOeD8wX4UhaQwwJm9Wpk/vfmils7OTno715p9Pz+LcCc/w5Mtz2HT1ZTnoA6sxbPA7mDPzZabPXKhLLnaLUv5W4PK7/C5/z+UfMmTIAp9fT/LB54AzgDMiYn3gC6RWQIU0KD1W0hM9PP1OYL2IWBuYShrU3qfLOU8COwIXRMSGwNKk8ZI/At+PiGWBOcBHgVOLxt0IT78yh/PveZbxk2ey2vJLcuR2a7Ll0OXp6HD3k5m1j4W903v1/DcIeJQ0RnFPRBzR3cmS5gKHkL78H0i7NCkiToiIT+XTRgNfjoh/ApcBX5RUkfQiKYX6ncBE4O46xk4WyezX53HxxOc45Jr/MHHaLPbdtJMzd1+brd61gisLM2s7HZVK16GE7kXExsC+wChgJumeiUskTc3Hh5NmMw3q8SKLT+Wpp7r2eCVFmqSVSoVbHp/Bhfc8xwuz5/Kx4YPYb/NVWHnZ/jFOsSBukrv8Lr/L35PcJdXjr+F6xjD+Svrlv5ekf3Q9KOnxiDitjuuV0sPPz+bcCc/y4PTZrLvS0nz/I0PYcBVPkzUzq6fCWKO3mVGSjlnEePrU1BlzOOz6Jxi09AAO3Wp1dlhnRZZw15OZGVDfoPeciBgBbAYs3+VYv64oqtYctBTf3HoNthy6PMstNaCvwzEzK5XCFUZEnAkEcDPpfoiqYoMg/cQO66zY1yGYmZVSPV1SewObSZrc65lmZtZy6plW+zzwUrMCMTOzcltgCyMiatfqPgUYFxE/AZ6pPa+aVNDMzFpXb11Sj5DGKGqnCu3e5ZwKaf0KMzNrYQusMCQt9JrfraDy6INUHrqXjvXfS8e7N+jrcMzM+lRd6c0BImJNYAgwVVL3t1O3gMqjDzLvlKNg7lwqAweyxOgTXWmYWVurZ1rtMGAcsDXwArBSRIwHRi0g6WC/VXnoXpg7Fyrz4I25qaXhCsPM2lg9XU4XAncBK0palbT29p15f8vpWP+9MHAgLLEEDBiYts3M2lg9XVIfAEZIeh1A0syIOJw03bbldLx7A5YYfaLHMMzMsnoqjPGktblvq9m3BXB7QyMqkY53b+CKwswsq6fCeBS4LiKuJa3P/S5gV+DSiDihelKr5JUyM7P51VNhLA38Lj9eFXgNuBJYhreWX22pvFI98XRbM2tH9WSrPaCZgfQXnm5rZu2qrvswImI9UhLCNUlrc18m6eFmBFZWnm5rZu2q8LTaiPgkaVrtBqT7MNYHJtSsyd0WPN3WzNpVPS2MHwOflnRzdUdEfAw4E7iqwXGVlqfbmlm7qqfCGArc2mXf3/L+tuLptmbWjuq503siMLrLvu/m/WZm1uLqaWF8Dbg6Ir7FW/dhzALaagzDzKxdFW5hSHoQ2JC0rvcp+d+NJD3QpNjMzKxE6l3voqP6J+lvwFIRsVzjwzIzs7KpZ1rte4F/A+cAY/PujwLnNSEuMzMrmXpaGGcDx0jaAHg977sF2LbhUZmZWenUU2FsDFySH1cAJM0i5ZJqOZVHH2Tedb+h8uiDfR2KmVkp1DNL6nHSmhgTqjsi4kPAIw2Oqc85X5SZ2dvV08I4Grg2Io4nDXYfCfwGOKopkfWh7vJFmZm1u3qm1V4DfAJYhTR2sRawp6QbmhRbn3G+KDOzt6srW62ku4GvL8wLRcQuwOnAAOBcSSd1OT6MtD744HzOEZKu63L8fuA4ST9bmBiKcr4oM7O367XCiIghwLaSlLd/BSxZc8rRkqb2co0BwFnATsAU4M6IuErS/TWnHQVI0tkRsRFwHTC85vipwB96L1JjOF+Umdn8inRJHQ6sXrO9D2ktjKnAIOD7Ba7xIeARSY9JmgNcDny6yzmVfD2AFYGnqgciYg/gMWBSgdcyM7MmKNIltQuwTc32XElHA0REJ2/PYNudNUn5p6qmAFt2Oec44IaIOBRYDvh4fo3lSJXWTsD3CryWmZk1QZEKYzVJ02u235wVJWl67rLqTUc3+7qu/703cIGkUyJia+DiiNgEOB44VdLMiOjxBSLiYODgHBednZ3dnjdw4MAej7UDl9/ld/ld/oV+foFz5kTEEElPAUg6q3ogVxZzClxjCim7bdVQarqcsgNJrRkk3R4RSwOdpJbIXhFxMmlAfF5E/FfSmbVPljQGGJM3K9On19Zxb+ns7KSnY+3A5Xf5XX6XvydDhiz493+RCuNG4DvAYd0c+y5wU4Fr3AmsFxFrk8Y+Pk8aC6n1JLAjcEFEbAgsDTwn6SPVEyLiOGBm18rCzMyar0iFcTRwR0S8B/gt8DSwBrAn8BFgq94uIGluRBwC/JE0ZfY8SZMi4gRggqSrSIsznRMR3yF1V31RUtduKzMz6yMdlUrv38kRsS5wLGkguhN4ntTyOE7Sw02NcOG4ojEzWzjdjTknlUqlYX8jR448opHXa8bfyJEjJ/R1DC6/y+/yu/z9sfz1LqDUmx80+HpmZlYSja4wem7KmJlZv9boCqM/jB2M6f2UlubytzeXv70tUvkLDXoXFREzJA3q/UwzM+tv3CVlZmaF1JXevIAieaWaJiLOA3YHnpW0Sd63EvBrUubbx4GQ9GJEdJDSre8KvEq67+Puvoi7USLiXcBFpGSR84Axkk5vl/cgZwf4K/AO0mf7CknH5htGLwdWAu4GviBpTkS8g/R+fYA0Vfxzkh7vk+AbKGeHngBMlbR7O5U/Ih4HXgHeIOW926JdPv8AETEYOBfYhDRE8CXgIRpU/rpbGBExKCJ2i4jdI+Kdtcck7Vrv9RrsAnJ6kRpHADdKWo9078gRef8ngPXy38HA2YspxmaaC4yWtCHphspv5FTx7fIevAbsIGlTYDNgl4jYCvgpKR/ZesCLpDQ05H9flLQuKX3+T/sg5mb4FvBAzXa7lX97SZtJ2iJvt8vnH1IFcL2kDYBNSZ+DhpW/1wojIq6vefw+Um31M+Bk4MGI2Lye0jSTpL8CL3TZ/WnSwkzkf/eo2X+RpIqk8cDgiFhj8UTaHJKmVX8hSHqF9GFZkzZ5D3I5ZubNJfNfBdgBuCLv71r+6vtyBbBj/tXVb0XEUGA30q9Mcnnapvw9aIvPf0QMArYDxgJImiPpJRpY/iItjA/XPD4ZOF3ShpI24q2Ko8xWkzQN0hcqsGre313K9TUXc2xNExHDgc2BO2ij9yAiBkTEROBZ4E/Ao8BLkubmU2rL+Gb58/GXgZUXb8QNdxppjZp5eXtl2qv8FdIyCXflDNbQPp//dYDngPMj4p6IODcvD9Gw8tfbJbU56QNZdQap6d8fFUm53i9FxPKkvF/fljRjAae23Hsg6Q1Jm5EyIn8I2LCb06plbKnyR0R1/O6umt0LKmNLlT/bRtL7Sd0t34iI7RZwbquVfyDwfuBsSZsDs3ir+6k7dZe/SIUxMCK2j4gdSL9aai84j5RVtsyeqTaz8r/P5v1FUq73OxGxJKmyGCfpd3l3W70HALkp/hfSWM7giKhO8Kgt45vlz8dX5O1dmv3JNsCn8sDv5aSuqNNon/JTswzDs8CVpB8N7fL5nwJMkXRH3r6CVIE0rPxFKoxngfNI/WL/zQFUfZC0dGqZXQXsnx/vD/xfzf79IqIjD4y+XG229Ve5/3ks8ICkn9ccaov3ICJWybNEiIhlSMkyHwBuBvbKp3Utf/V92Qu4qT9nSJZ0pKShkoaTlhC4SdIo2qT8EbFcRKxQfQyMAO6jTT7/kp4GJkfE+nnXjsD9NLD8vU6rzR++nkwmrZRXChFxGfAxoDMippAy7J4EKCIOJK25MTKffh1pOtkjpCllByz2gBtvG+ALwL25Hx9Sfq92eQ/WAC7M00qXACTpmoi4H7g8Ik4E7iEPCuZ/L46IR0i/rD/fF0EvBofTHuVfDbgyr8w5ELhU0vURcSft8fkHOBQYFxFLkX7MH0D+v9CI8td1p3eeRrsC8IqkF+sohJmZ9XO9Vhi5T/x4Uu2zWt5dAZ4BzietifF6M4M0M7O+V2QM42xga2AUsAqwVP53X9KAYivc7GJmZr0okhrks8BwSS/X7HsBuCki7gH+AxzUjODMzKw8irQw/ksaTOzO6vm4mZm1uCItjJOBmyNiLPBP0t2gg0h5Sg4kzcAxM7MWV2iWVETsDOwHbAwsD8wEJpHykPyxqRFa28o3oB0k6c/9+XUiYhSwv6QRzbh+I0TEX4BLJJ3b17FYeRVKb54rBVcM1vIiYn/gm6QMnjOAS4Ef1ORi6ul5j5NmEb5Rs/sCSYdIGgeMa07EZotPoQojIlYmDX5vTL4Pg9TC+K2k55sXntlityzwbVLSxlVId8N+j2Jdr59sdmvIrC/1WmFExI6knCT3ksYwniKNYYwCToqIz0q6ualRWjv7YEScQZp48Xvga8AywMXAlqTP8G3AVyVNgTe7V24l5VJ6H3A7sI+k6fn4F4ATSd2rtSlUkFQ7TXxqRIwDtl+UAkTEF0ldXtvm7RHAL0iTRsaRfohdXO0OiogvAYfl4/8ADpb0RD5Wye/BaKCT1AI6hDTd/RlgW0n35XNXId3Zuxbw+oLesy7xHgesK2nfvD2cNBtySUlzI2JF0vu2Kymf3PnAsZLe6Hotay1FZkn9AjhQ0naSDpV0lKRvSvooadD7f5sborW5UcDOwLuB9wBHkT6355O+CIcBs4EzuzxvH9LNpquSvky/B5AXlDqblEJlCCmd99AFvP52pNZ0Q0REJ+kH2JH5tR+iZgmBiNiDlM5lT1IL51bgsi6X2Z2Ux21TIICdJb0G/I75U/UEcEtOxFfkPSvqQtJiXeuSMliPwFPr20KRLqm1gGt7OHYd7pu15jpT0mSAiPgR8AtJR5Ey8lKzv2sr93xJ/87HBXwq798LuCYvtkVEHE36hf42EXEAsAXFvwx/HxG1Yx2HSTqnyzm7ApOqmYRz6+l7Nce/AvxE0gP5+I+BH0TEWtVWBnBSzsb7UkTcTFpi4HpSa2MM8D/5vH2AXwHkruPe3rNeRcRqpNThgyXNBmZFxKmkFdt+Ve/1rH8pUmHcAZwYEcdJmlXdmbNBHpuPmzVL7QIvTwBDImJZ0pKiuwDVZYJXiIgBNd0iT9c871VS9xOkVsWb15Q0KyLeNg6Xf+mfBHy82pVVwB4FxjC6vn4lJ8qsWgs4PSJOqdnXQVrYplph9FS2m4BlImLLfM5mpBTfFHzPiliLtJLhtJzkD1LrZXKPz7CWUaTCOIDUJJ4eEY/x1n0Y6wAT6f8ZLq3cavP1DyONoY0G1ge2lPR0RGxGysJaZHnRadQsqpS/SOdbZS4idgHOAXaTdO+ihd/t67/ZBZZT0td2iU0GfpRnVtVF0rzcmtqbNJ5xTV6qF+p7z2aRBv+rVu8S32tAZ28zx6z1FElv/gTw4YhYjy73YUh6uMnxmX0jIq4h/ZL+AfBr0ky92aQumZVILd2irgDuiIhtSQPKJ1AzlpcXChsHfEbSPxpThPlcC5yZWzDXAF9l/i/kXwI/jIiJkiblAeYRkn5T8PqXkiYHPM9bXVNQ33s2ETg8IoaRfiAeWT0gaVpE3ACckrvzZgJrA0Ml3VIwRuunCi/RKulhSb+XdEn+922VRUQsaDlQs4VxKXADKbf/Y6TZTaeRZkpNB8aT+u8LkTQJ+Ea+7jTgRdLKY1VHk1aeuy4iZua/PxS8/NU1z5kZEVd28/rTSesRnEz6Ut8ImED61Y6kK4GfktavmEFaAOgTdZTvDlILYQhQG3fh90zSn0gV87+Au0gVW639SBMJ7ie9f1fQc/ogayF1rYfRm4h4RdIKDbugWYuLiCVIFdYoT0+3sit0414d+u3yjmaLS061cwepi+gw0jjC+D4NyqyARlcYZi0p9+ff38PhjSQ9WcfltiZ1iVW7dfbIU1TNSq3RXVIzJA1q2AXNzKw0Cg96F1RkWqOZmfVDRZMPjgA2Ae7pZWCu8GwOMzPrX3rtkoqIw4FjSPl0NgIOl3TWYojNzMxKpEiX1FeAHSV9iJQE7uvNDcnMzMqoSIXRKWk8gKTbmP+uVDMzaxNFuqRmkO587ch/z5Fy77w5wC1pXhNjNDOzEigy6L08Kfd9VUfNdgfpZr0BDY7LzMxKpkiFsXbTozAzs9Jr6I17ZmbWuoqs6f0eYKfqVNqIuJ6U0qDqa5IealJ8ZmZWEkVmSR1Bynlf9WHSegHjSPdmHNGEuMzMrGSKjGFsB3y7ZvsNSWMBImIF4O5mBGZmZuVSpIWxqqTahZH2qz7Iyz+u1vCozMysdIpUGK9ExPDqhqSrq48jYh3m764yM7MWVaTCuBb4YQ/Hjs/HzcysxRUZwzgG+HtE3ANcCTxNWr93D+CdwFbNC8/MzMqi0H0YEbES8F1gR6CTtHj9jcDPJT3f1AjNzKwUfOOemZkVUuTGvf16O0fSRY0Jx8zMyqrIGMYFwCOksYvulmCtAK4wzMxaXJEK4wxgL+AVUsXwe0mvNTUqMzMrnaKD3gOAXUg37W0HXANcKOlvzQ3PzMzKou5B74gYBBxFmjW1k6SbmxGYmZmVS5EuKQAiYkXg88D+wCqkm/kmNikuMzMrmSJLtO5OqiS2Aa4CLs5re5uZWRspUmHMAx4ijVvM7u4cScc0PjQzMyuTIl1SF5Gmznb2cNx3/pmZtQHf6W1mZoUUudN7OQBJs/J2B3AQsAlwu6TLmxqhmZmVQpH05pcDe9Zs/ww4CRgCnBERo5sRmJmZlUuRCmML4GqAiFgK+DKwl6SRwO5528zMWlyRCmNZSS/lx1sAc6s360n6B2ltDDMza3FFKoynIuJ9+fEI4NbqgYgYDDivlJlZGygyrfZnwA0R8XdgZ+Yfz9gZ+FczAjMzs3LptYUhaSzwOeA2YGdJf6w5PJu0rreZmbW4hb4PIyKGAVMkzWtsSGZmVkZFxjB6Mh5YuVGBmJlZuRXJJfVkD4eGkFbhmydpWKMDMzOzciky6P0qqWL4CfDfvK8D+C1wKPBCc0IzM7MyKdIl9V7gT8DPgRUl3SLpL8Ac4DZJtzQxPjMzK4nCg94RsTZpfe8BpJbFrcBmkp5tXnhmZlYWhVfck/Qf4JMR8RngD3jA28ysrSzUtNqIWBZYD5gEDJP0WKMDMzOzclmk9TAi4h3Aq5IGNC4kMzMro0W5D6OqowHXMDOzkmtEheEl+8zM2kAjKgwzM2sDRZZonUzPrQh3R5mZtYki02r3bXoUZmZWeoVmSeWFktYBHpb0StOjMjOz0ul1DCMidgOmAhOAKRGxfdOjMjOz0iky6P1D4HBgeeAY4EdNjcjMzEqpSIWxjqQzJb0KnAWs2+SYzMyshIpUGG+eI2kudeSfMjOz1lFkAaW5wN9rdm0N3F57jqTtGh+amZmVSZHWwoFdtsc2IxAzMyu3IhXGfcBrku4DiIhVgdOAjUnreo9uXnhmZlYWRcYwTgNWr9keQ0ptPoZUaZzchLjMzKxkilQYG5JW16vewLcbMErSWcDewCebF56ZmZVFkQpjIGn9boCtgGmS/g0gaTIwuEmxmZlZiRSpMCYBI/PjzwN/rh6IiDWBl5sQl5mZlUyRQe/Dgasj4pfAG8C2Ncc+B9zWjMDMzKxcem1hSPobMAzYiXTX90M1h68FvtOk2MzMrEQWaU1vMzNrH15xz8zMCnGFYWZmhbjCMDOzQlxhmJlZIa4wzMyskP8H+cAaldtoNCkAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 5 4 3 2\n",
"1.445e-13 x - 2.343e-10 x + 1.418e-07 x - 4.042e-05 x + 0.005745 x + 0.5484\n",
" Polynomial Power: 5\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAGpCAYAAACeWAHPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOydeXyUxf3435OD+wgQBEII9yEI3uIBiFwePWyrmaqtrbZWq9a21tZWRUUOUSsetd5H1apfO7Zqf7VUBeQStagVBRSUIJCDKwESkpBz5/fHPKvLskn2CbvJJvm8X6997e48M/N85tln5/PMZz7zGWWtRRAEQRAaIqm5BRAEQRBaBqIwBEEQhKgQhSEIgiBEhSgMQRAEISpEYQiCIAhRIQpDEARBiApRGIIgCEJUiMIQBEEQokIUhiAIghAVKQ1l0FpfbIz5q/e5E7AAOB9QwKvAr4wxZXGVUhAEQWh2ohlhPBjyeS4wGvgm8A1gCDAvDnIJgiAICUaDIwzcSCLIucAUY8xWAK31j4G3gV/HQTZBEAQhgYhmhBEanbBTUFkAGGNygV4xl0oQBEFIOKJRGJ211tu01tuAHlrrUcEDWusBwL64SScIgiAkDNGYpKaEfd8T8nkIbhJcEARBaOWoWO6HobV+yBhzVcwqFARBEBKGWK/D+GGM6xMEQRAShFgrDNVwFkEQBKElEmuFIfu9CoIgtFIkNIggCIIQFWKSEgRBEKIi1grjuRjXJwiCICQIvtxqtdYzgGOALqHpxphbYiyXIAiCkGBEs3APAK31nwENLAXKQw7JRLcgCEIbIGqFAVwIHOPFjxIEQRDaGH7mMIqQuFGCIAhtlqjnMLTWV+D2wJgP7Aw9ZozZHHvRBEEQhETCj0nqYe/9m2HpFkiOjTiCIAhCohLT4IOCIAhC68XPCAMArXUW0B/IkwlwQRCEtoOfOYx+wIvAKbgJ8F7Ae8AFxpiCuEkoCIIgJAR+vKQeBj4Gehhj+gE9gI+AR+IhmCAIgpBY+FEYE4DrjDFlAN779cCp8RBMEARBSCz8KIy9wOiwtJHI2gxBEIQ2gZ9J77uAxVrrJ4GtwEDgUuDmeAgmCIIgJBZ+gw9OAS4CMoAC4AVjzFtxkk0QBEFIIGQdhiAIghAV9ZqktNY3GWPmeZ9n15VPwpsLgiC0fhqaw8gM+TwgnoIIgiAIiY2YpARBEISoiNqtVmu9p470XbETRxAEQUhU/KzDSA1P0FqnIpFqBUEQ2gQNrsPQWq/EhTDvoLVeEXY4E3gnHoIJgiAIiUU0C/eeABRwIvBkSLrFbaQk6zAEQRDaAH6i1Y4yxmyIszyCIAhCguJnDuMqrfVBgQa11qdqre+LsUyCIAhCAuJHYVwIfBCW9iEuVIggCILQyvGjMGyE/Mk+6xAEQRBaKH46+5XAXK11EoD3PstLFwRBEFo5fsKb/wp4Ddiutd4KZAHbgW/FQzBBEAQhsfAb3jwJGI9bf5ELrDbGBOIkmyAIgpBASCwpQRAEISqiNklprbvh5ixOB9Jxi/kAMMZkxVwyQRAEIaHwM+n9EHAcMBvoCVwDbAPujYNcgiAIQoLhR2HMAM4zxvwTqPXevw9cHBfJBEEQhITCj8JIAoq9z6Va6zScl9SwmEslCIIgJBx+3Go/xs1fLMGtvXgQKAU+j4NcgiAIQoLhZ4TxM2CL9/mXwAEgDfhRjGUSBEEQEpCo3Gq11snArcA8Y0xl3KUSBEEQEo6oRhjGmFrgaqA6vuIIgiAIiYofk9QzwM/jJYggCIKQ2PjZQOltXFiQfFxYkK8KGmMmxUU6QRAEIWHw4yX1uPcSBEEQ2iD1Kgyt9d+MMd/3viYZY/7SBDIJgiAICUhDcxhnaq2DMaPuj7cwgiAIQuJS7xyG1vpfQG/c4rwLgBcj5TPGyFoMQRCEVk5DcxjZwPnAQNwkd07cJRIEQRASEj9eUrOMMbMayHOhMeb/YiGYIAiCkFhEvQ6jIWXh8WjjRREEQRASGT8L96JBNZxFEARBaInEWmHIfq8JgFJqslLKKqUym1uWxqKUGuS1YYKPMi2+3bFCKTVLKbUpTnUnKaU+UkqdH4/6WyJKqWSl1KdKqW82tyzxJNYKQzhMlFJPe52eVUrVKKW2KqUeUUr1am7ZmphcoB/w31hW6nWkwesbUEptV0q9opQ6MpbnSQDuBk6OU92X4qwJ/wgmKKW2hFzXCqXUBqXU9UqpVtHHhLUv+Ho7eNxaW4vbwnpBa2lzJFptw1o4K3Gd5SBcKPnzgGebU6Cmxlpba63dYa2NR8DLLbjr2x84F+gBLFRKtYvDuQ5CKZWqlIq76dZaW2qtLYxT9dcCj9lDPWbuxF3XI4FHgDuA6+IkQ6M4zN842L7g69thx18BegHnHMY5EppYK4xtMa6vrVLldZZ51tp/AvcBZymlOgIopUYqpf6tlCr1Xv9SSkXc+dAzH2xWSt0Ylt5ZKVWilLrE+75MKfWkUmquUmqXUmqfUmqeV/4WpdROpdRupdS8sHq6KqUe9Y5VKKU+UErNCDkeNC1dpJR6QylV7j19nq6U6q+UWqiUKvOG8xMjlJsQkjZPKfWZV0euN/Lq3ojrG1RG2621q4EFOOU8MqxtFyil1njt2qKUukcp1TnkeEel1GNKqWKl1F6l1ENKqfmhpiBvxLhYKXWNUmoLUAl09o5d412LCqXUF0qpm5RSKSFlz/VMP+Xe77FaKXWsdyzVkydPKVXpjZReDCl7iElKKfVj7zpXeuXmhp1vmVLqCaXUzUqpHUqpPZ78oW0+BhgDvBrhupZ61/VLa+19uM3WvhdS9hyl1Ife+Xd51yt4LYZ5v/ewkPxblVJ5Id+D98Ro73uK184vvWu4Xil1RVibrVLql0qpF5RSxcDzEeSOlmD7gq89oQe9h5t/Az88jHMkNtbaqF7Z2dmjs7Oz+3ifu2RnZ9+WnZ19S3Z2dqdo65BXwy/gaWBxWNpvcPNDXYGOwFbcn/F477UU2AS08/JP9vJnet9vwK2hUSF1/hTYB3Tyvi/DbcF7JzAC+IlXx0LgLi/tx17a2SH1vIR7Yj8T92R5P1AFjPKOD+LrNTzf8ep5BSgAFgPf9dL+gTNDpYaVmxByrpnARO/YVGAD8EzI8YPaXcf1nQVsCvneE/ibV25kSPolwF7cnvVDgEnAJ8BfQ/L8CdiJe9IcCcz3ruGmsN+zxGvzMcBY3PqnWd7v+F1gMO6pdBswxyvX17uO13vHjwQuAsaG3BN5XpuzgBOBX9fTzm8Atd69MAL4vte+OSF5luHuiXuBUcBZ3vfbQvL8CsiLcF23ADPD0v4f8IH3eRxQ49V9JHC2197Q67kVuML7PBS3Sdv+4O+Cu2e3h13bT4AZ3jX6vifvT0PyWKAIuMarc4SXvh63Y2h9r6yw9u3w6lrv/fa9IlyHq4Cdzd2PxK1/ijZjdnb2muzs7JHe50eys7OXZmdn/yc7O/uv8RCsrb4IUxjAaFxn+573/adAOZAekqeP9+f6kfd9MgcrjD5e5zMtpMy7wIMh35cBa8JkWQ+sDUv7GLjb+zzMO885YXn+BzzlfR7k5QntzE700q4LSTvWSzsqrNyESNfJy/Nd3BN7UqR211FmFhDwOoQyL78F/h6Wbwvw87C0SV7eHrhRQmVo5+TleY9DFcY+oEtIWifvNzwrrOyPgH1h12NQHe24H3iLkIeACO0MlWMlYMLy/Mq7b4IPGsuAT8LyPAK8G/L9PuC/Ec63BU9h4CwX3/Cuzx1e2l+B1WFlzvV+i4Eh18p4n3+GeyhaCFzlpT0PvOB9HuyVHRVW5y2E3MfeNXwygrwDcfdvfa+UkPy/Ac4AjgI0LvrFRqBjWL3f9s7ZOV59RHO+/ESrHWSM2ejFlvoublh6APjSRx1CdExWSpUCyUB73B8nONQeA3xqQ+zT1tqdSqmN3rFD8I7/E/cnXKyUGoObEL0yLOvHYd93eK/wtCO8z6O99xVheVYAp9RTd7DOTyKkHUEdKKW+B/wa92fuhuuY2uGexgvqKheBXNwIJRWYhnsq/OpaKKV64zqUe5RSd4eK4L0PwyngdjgFEcq7wLfC0j6z1paGfB+DGyn+QykVOg+QDHTwzv8J8AawTim1CNeZv2ytzfXy/gVYBGzyji8C/mWtraqjzWNwI6lQlgMdcE/en3lpa8Ly5OOe4IN0BCrqOMfNSqk/4K6Lxe2hMyvk/G9FOL/C3UdbveMLlFIKmIK776u9zw/hOuxbvLIneGU/UAdPCaXgRlKhrA4X1Fq7tY42RMRae0/I13VKqQ+BL3B94Qshx4LXpiPugaRV4UdhVGqtu+J+3FxjTKHWOgV3wwmx5b84808Nbggevi1uJPdlVUd6kEdwE7u9cYrjfWtteOcQPsFs60hraO4rkiyh9dh60iLWrZQajzN/zQd+hzOnnIzrlPxOZFZba4P2/c+UUv1xnemUMBl+hTP3hZPH1/Md0biSh3ccwfqzcU+q4eyx1tYqpc7Gjcam4Rwf7lBKZVtrX7PWrlFKDQam4zrS+4E5SqmTrbUldcgRLquKkB6ucMJ/793AqXXU/yCuY68ACqy1gQbOH56+BEjHma+CbaoG/uA95PTja6UTlOlU3GitvvMc0nErpdbjHgrqY7S1NuK8rLU2Rym1CzcSDqUnTmHtOaRQK8CPwngB92N1Bf7spR2HjDDiwYGQDi2c9cDPlVLpwVGGUqoPzi59dx1lwP1224DLcXb5P8RAzvXe+ySc6SDIROCjGNQfygSg0Fo7M5igYrcO4C5gm1LqPGvtP7wRWS7Odh5xDxhvQrkKN5L6NORQNK6s63Gd6hBr7cK6Mlln41jtvW5XSr2Oc2l9zTteipsbeUUpdTuwHTgd+Fcd5zwd16kHmYSzEmyOQuYg/wN+q5RqF2E0s6eB+/b0sLTTcZ37pwDW2nyl1Be4+YaOwAc4s5PCeWZttdYGZf3Qe8+y1r7mQ/4g5+BGmPVR56jVe8jojRuthjIW+CiCsmwVRK0wjDHXaq1nANXGmOBTVwD3QwpNxwu4YfnflFK/w/2Z7saZDsJNDl9hrbVKqceAubiO7rBjfnlPWS8BD3neKVtxpp2jcBO0sWQj0Fsp9VPcU/8EnCnpsLHW7lFKPQnMVUq9ap1P/U3Ak0qpfTiPoGq8yVpr7RXW2jKl1KNemZ24kcKPvTy7GzhfqdfB3+6ZUxbh/otjgWOttb9XSp2KM5u9iVMEw3FP3k8CeL99Ac6EVA5ciHuyjTRiATcy+5dnMnoZNwE/C1hQjxkrEktxnfx43LxItPwR+J9S6h7gMdyT+QPA82FP8W/h5ulet9bWACilluOu7V+Dmay1m5RSTwGPK6Wux5kCO+OcQHpba++sTxg/Jiml1CnAaZ5sRTiHgDtwD2CvhGWfjPOUap00dvIjOzt7SHZ29sDmnoRpbS8ieElFyDMS90Qf9OZ4DRgWcnwyESZ/ccP9KuDRCHUuA54IS1sMPB2W9jrwXMj3brgYYrtxk5wfADNCjg/iUG+nTC9tckhaXy9tWj3l5uC8ksq89l9IyMRwXe0Ok38WIZPBIekDcUoh1MPmO7iOqBzn6bQGuCXkeEdc51eCm9h+CDcpvDYkT52/J65jXIMbbezFmSKv9I6N8dq4w7uuW3GdbnCC+grcU3aJdw+8D5xbXztxne5n3j2QD8zj4IndSPfATGBLWNpfcOswQtO2EOYlFaG953gyV3r3y8OETQ7jzHQWuDYk7Rov7YdheZNxXmQbvDYV4uZFskPyHFKuEf/J44B3cGamSpwTysNA37B8Q7x7aECs+4VEefmJVvt/wAPGmHe01pd6f44A8EtjzJNRVSI0K57/+nrgBGvthw3lF/yjlHoL2GutPa+5ZYkXSqmhuAeDMdZaP84GrRql1EM4r7VwZ5JWg585jKm4JxRwLmbTcE9Vr+INk4XERCnVHreqeT6wXJRFbFBKjcU9fb6Lm3i/GDdZ22pX+sJXpsgrcK6tojBwC2RxzhCPNbcs8cSPwmhnjKnSWvcHehpjVgForfvERzQhhlwIPIUbXUjAuNhhcXM2f8J57WwAvmut/U+zStUEWGtNc8uQSFg3yX17c8sRb/wojDVa6xtwtt5/A3jKoy4XPiFBsNY+jbOlCzHEWruO+AX4E4SEw08sqZ/ivDg64ibCwLkUHk5sFkEQBKGFEPWkt9B68VbW/gU3R/UyoK1zLRWEuOKtdL/YWvtcc8siNEzUIwyttdJa/0xrvURr/YmXNklrreMnnuCXkIiewVeJUup/SqmL6yn2Z1wMnMtw/uZPq7B4C0qpsUqpvyoXtbXCixB6n1IqLY7NCT3/JUqpjV6k0w1KqR9EUWasclF9C5VS+5VSryqlBkXId70XGbVCueiwM8KOR9oLwXqrhf22wSoXCTY17Fhvr22+No2KJUqpbyul3lYuSm2ZUmqTUup5pVS35pDHk+mSOq69VUqd0FxyhaKU6qeUMt5/rUQp9aJSqs4QNyHlxiul3vHuu+3KRTpO9lu3cpGL7/LqOOD9hsfHup3gzyQ1G2eWehwXHROcV8DvYy2UEBPOxYVSOA43ang2vCMEUErdhVtvMMla+yRuQdxpOD/zUI7D+ftfhgsP83NczKTDXgDYEEqp7+A88R4Bjsbdg88qFzqjrjJ9cYvM9uBWNE/A+e0vVl6YeC/fr4HbgJtxAf8W4Ra4jQup7kQO3gdhGG6F9Iv4pxYX8iU83tSluAV6zYJSagruPlmEu1bjgKtxc5TtD7Puw91npJaDr3/wFR7aJni+pPCO10tv9F4kdbXB8456DecxNh0Xd2sE8Gp951JKDcBd6424xYZX4tbWzAvJE23df8T1zVfg7tXNuPu8b2PaWi/RLtjIzs7Ozc7OTvc+7/XeVfCzvBLjRR1RXnErVBeEpd2CWxk8KCy9Hy743YIGznUebi1Otzi36R28KKUhaS8By+opcxkuNHZqSFpP79pc6n1XuAVst4eVfZ+wBYthx3+GW6CV4bMdl+CUxWzgPyHpyvsdbg7/7XCRhp/GLXTbD6zCKffQso/jFpMFw3zcDrQPyTMLF/7+XJwnVxlOmQ4NyXMfXijyBtpwhndvVHjvZxCyOC7k/vsBbuFhGV9HN663bH3XrAGZgu37vte+Gly0gadxi0+vwS0sDABdcCFB7vB++ypcaJKLwuq0uM3LXsCFrH+pjnPP4NDQ+GMIW5gaodztuAfupJC0q73r1TnaunGhmiqAy0PyJOMWfM6K9X/RzwgjGfeEGbyYeBe/NHJ2IRFQbq/hC3Cd5UEhIKy1s621I6y1W8LSt1trx1lrG9otrTuukwoP/hZ6/onq642e6nrV6YbqPdmdiFthHsrrwMmRniQ9OuA69ZqQtApcpzHJ+z4IyKij7vrMQlfgIsM2dg3CE8A0pVQw+N0ZuLhEfw/N5I2EluI6hbNxI6CFwCL19ZayCrf6/SJcWJJf40YrB22YhXsIuBLXkZ8KpOFcrYNsB4YppU6qS2ilVAbuifdD3IjzOlyAwEjcietsxwIP+izbGDJwoWIu4evotwAn4YJKfgc3Oq3AddY/w12ro4DngOeUUlPD6rwVt8bmOFyomOAmU8tC8pwGfGmt3RhMsNauxymD+u6h04A37cExp17Hhb4/1kfdJ+BGgK+H5Knl65FiTPHjVrsQuEdrfS24OQ1cqIZIgc6E5udNpVQA13Em455QIwbSawzecPc24GHrxfypgw9wcYvq40A9x9Jx92mkMOvtcYowUuymxcA9wGzldglMwQ3dk3CdC7hONFhXeN39iIBnNz8erwNpDNbabcqFJP8JrlO6HBcnKfw6fB8XeuX7Idd4ntexXYHbYyTA116LAFuUW4l9lVd3kPa4yeXdXjvuBF5QSnWw1lbg4jqdBvxXKbUDF6ZkKS4MTJFXx1W48Bs/8+T5VLmdHCP1AY/akIlspdRcH2XDSVYu3H8oNdba0PmzDl77vopL5VltAl56qZfWCTdyuNZa+5KX9Xal1Im433RJSJ2vWmsfCDtvePTafhx6/0A991BIuVURygSPRVt3fffwcfWcv1H4URi/we0rXYwb0pXiAqP9KNZCCTHhUtzT3GBcx3mb/TrS52HhTbq9iTMr3FBfXmvtAZy5IF5EdPOz1gYnxu/FPW0HcE+SH3LofglR14vrqL/Etf9weAx4QCn1MG5PhUgTuCfiYmztCzOHtydEuSilfoYzwQ3CBeBL4dD5yYKgsvDIx41OjgC2WWvLgW8r5xQwGfdkfgNuj4uJ1trPcE/uq8MeEN6uo33he1D4KRtOLYc+dIT/Pjtt5FDk4XuRDMOtyg/fw2U5h97LkfbR8NPf+XVBtWHvh1t3zF1g/USrLQG+o7U+Ard4L9cYE0n7CYlBvnWhpjd5Jqn3lFLrrLUbDqdSpVQm3sY9wPnW7WNcX/6JQEMrn1daa+uawC7EmZXCJ/D64ALB7a2rUu8J8iVPwVVaa4uViyz7rpclOMncl4OjvPYhwpOd5y10ITDXesbiw+A1XKjx54D/WWvXqkM9uJJwwQK/G6F8uSdTtlfPH3CdXgkugN+8sPyR9rkInuPrRGeefBrnKXcT7rpcj3sAibTPSV3XIXwPCj9lD8HWHTa9rvM1lB5+7kjyRbMB0nZcmKRwIt5DYeXC7+ng9x0heRqqO/Qe3lZHnpjhZw4jlCKgk9Z6iNZ6SCwFEmKPZ/f8F84k02g8U8dK3CTh9+yhGztFImiSqu91WT2yV+Emoc8MO3QWbtvaBkcL1tpdnrKYhnuiftk7tAUXCylS3ZGefn+Iezr9S0PnjEKmGtwcwlTqNhV+gIuAWmKt3RT2Cs6fTMLtv3CPtfZDa+0XHLqpT2Nl3MvBOyyuB8aHzRtFayc/nLKxZBPuQeP0sPRJfL2/ix9WAYOVUsODCd780gDqH0GtAqZ7nlBBzsI9CHwUkqehuoPRf88MyZOEUzTRjuCiJuoRhtb6LJxrY7hdzuJs5EJiE9yP4DRrbbjttEGUi3S7GGeG+iXQK8RMsruujjtGJqm7gL8rpVbjJve+AXyPENdUpdR3ccEVp1pr8720q3G2+H24zulenE1+qSebVUr9EWfD/gzXQV+Cmxz9WQQ5rsDZtXceZnuCzMZN/NY1Snoet9/Mv0Oe9vvgJnE/s9a+inPL/KlS6lxgHfBN3LXxhVJqFs6J5d84RdoFt5DzKL6enH4YZ5p+TLmtazM4dCRTF4dTNjhnFs7eKB9avsJaW66U+hNud8LdONfcbJwH2fQo5HjWqydomlqM21TqOaXUNbiRyoO4rXuXh5RbgjPJBc1eDwO/wO3ncQ9um9w5wAPW2rJo67bWliilHsHdw9tx5tLf4SJyPOrn2kRFtO5U2dnZOdnZ2T/Pzs7uGG0ZeTX9izrcar1ji3Dmn8bUO8urN9JrUBO06xJch1mF6yTD90a4JFwW3BP8bq/M5zizTXKEuq/HDecrcR3ImRHynOzVP7UO+SbTsCvlJdTjIhrptwN64TqXoAtoPm7TnmO946m4jmEPzhz1Aq4jsmG/XfjeGBNCrxfOU+tvOGVRgTMFrgJ+EFZuKrDWu1brcMorklttpPuv3rL1XLO67rvz62qfl/40EfYiIXq32kPkwu0ZsiwsrR/OzXu/9xv8DTgiLM8WDt1b5mScy3gFbiQ3P/z+jLLuVNxD1Q6vrlW4LQxi/j/0sx/GHqCXMSbmEymC0NJRSv0E94cfaa3d19zyNCVKwnu0GfzMYTyJm/gSBOFQvgn8vq0pC6Ft4WeEsRLnareVsNl3Y8ykiIUEQWj1yAij7eBnHcYT3ksQBOErrLWNis8ktDwkvLkgCIIQFX5GGGitZ+D85ruEphtjbomlUIIgCELi4Wcdxp8BjYsvU2ewuQRBhk2CIAiNo04To58RxoXAMcaY3MOXJ/4UFEQOJJqenk5hYWETS5M4SPul/dJ+aX9dZGRk1HkM/LnVFuFWzAqCIAhtED8jjAXA81rr+bj4+19hjIlJFFRBEAQhcfGjMIJbdn4zLF1iSQmCILQB/IQ3b2xkW0EQBKEV4FsJaK0HaK1PjocwgiAIQuLix602C/g/3DoMC3TRWp8PnGWMqXM/A0Fo7dicDdiNa1Ejx6KGjmpucQQhbviZw3gUFyt/Is5jCly47AWxFkoQWgo2ZwOBBTOhpgabkkLSdXNFaQitFj8K4yTgG8aYgNbaAhhjirXW3aMp7G3AdD9ugvwJY8wdYccH4vYv6I2L7f9DY0xeyPFuuO0qXzHG/MKH3IIQN+zGtVBTAzYAtTVupBEHhSGjGCER8DOHsRO3gfpXaK1Hc/A+shHRWifjdoo6G7cZ/IVe2VDuBp41xozD7UQ2P+z4HEJ2sBKERECNHAspKZCUBMkp7nuMCY5i7KvPu/ecw9qWXRAajR+FcTfwmtb6UiBFa30hbvenO6MoexKwyRiz2RhTBbyI2xIxlNHAEu/z0tDjWuvjcVtTvulDXkGIO2roKGeGOvcHcTNHRRrFCEIkbM4GAgtfittDhR+32qe8XfcuB3KBHwE3G2NejaJ4f69MkDxgfFiej4HzcGar7wJdtda9cPsdLwAuxm3xKAgJhRo6Kq5mIjVyLDYlBWpr4jaKEVo+TTGf5itaraccolEQ4UQKZhUeIPC3wJ+11pcAK3D77dYAVwELjTG5Wus6T6C1vhynzDDGkJ6eHjFfSkpKncfaAtL+Ftj+9AlUzX6A6vUfkTrmWNqNarzCaEntr9qwNiZtDqUltd8vZcs3U1r79Ui0U95mOo+fcFCew22/H7daBVwGXAD0NsaM01pPAvoaY0wDxfOAASHfM4GDogMaYwqA73nn6gKc502qnwJM1FpfhQur3k5rXWqM+UNY+ceAx7yvtq4AWxJ8TNrfItuf3g9O78cBgHrkr661VNQEUAqSFCgUScHPStE7PZ09RYUoldh7HoU+LRPDp+UW+/tHgc0cQnm7znSsKkMlp1CeOYQDYW093OCDfkYYs4HpwH3AI15aHnAv0JDCeB8YrrUejBs5XABcFJpBa50O7DHGBIAbcB5TGGN+EJLnEuCEcGUhCG0Zay1fFFWwOKeYFVtKOFATqCf3RsAN+YNKJUkp77tTLkN7duCcEWmMz+xKcvJoyZEAACAASURBVFLzKJam8j5rTaiho3jonJvZW1LG/BM6x+V6+VEYlwDHGmMKtdbBuFJfAkMaKmiMqdFa/wJ4A+dW+5QxZr3WejbwgTHm/wGTgfmey+4K4GofsglCm6OkspblXxazKKeYrfsqaZesmDCwK0N6dMAC1kKttVjrPgewdOjYibKyMgIWAtYpGwved0tNwPJBfil3riygV8cUzhyexoxhafTo6Mt6fdjIvI1/SipqWL0Pzh6RiRraJy7n8HMXJAOl3ufg/EOXkLR6McYsBBaGpd0S8vnvwN8bqONp4OmopBWEVkjAWj7ZUc6inH28l1tKTcAyvFcHrjypDxMHdqNzu/rjgEZjkrnseMsHBaUs/HwfL3xSiFlXyKlZ3ThnRBqj0js2iTkr6H0ma0+iZ/mWEmoCMH1oWtzO4Udh/Ae4R2t9LXw1pzEH+Fc8BBOElko8FtntLqvmrc3FLM4pZldZNV3aJXHW8DSmD+3OoB4dYnKOIMlJivGZXRmf2ZW8kkr+8/k+3trszF1DerTnnBE9mDSoG+1T4huPNN7eZ60Jay2LcooZ3qsDA9Pax+08fhTGtcCzQDGQihtZvIlzrxWEVosfBRBL18bqWsv7+ftZnFPMR9udGenovp24+JjenDygC+2S4x9AOrNbe352Qh9+eHRvln1ZzH8+38ef/7uDpz/axbShaZw1PI1+XdvFXQ6hfnL2VLJ1XyU/PzE+pqggUSkMbzSRDpwP9AQGArnGmB1xlE0Qmh2/CiAWk7W5xZUszilm6eZiiitr6dUxhfPH9GLa0O706dI8nXPH1CTOHtGDs4ansX7XARZ+vpf/t2EP//xsD8dldOYbI3pwbEZnkhLc+6q1sjhnH+2SFRMHdYvreaJSGMYYq7VeC3Q1xuwCdsVVKkFIEPwqgMOZrN1VWs2D/93Omh3lJCs4KbML04emcUy/zs3mrRSOUoqj+nTiqD6dKCqv5o1N+3jzi33MXpZH3y6pnD0ijelD0xqcSxFiR2VNgBVbSzhlQFe6xPm6+zFJfQSMACSQjdBm8KsAGjtZu3JLCQ+v3kHAwo+P6c2Uod1J63Do3zORghD26pTKReN6kz0mnXdz97Pw87385X+7+deGvVw/sT8j0zs2q3xthf/mlVJWFWDa0KjiwB4WfhTGMuB1rfXTuDAfX63UNsY8FVuxBCExaIwCiHay1uZsoHzDep5IHcNbu2Fkegd+c2oGfeuYE0jUUOqpyYpJg7oxaVA3Pttdzj2rCrhx0VZ+clwfzhmRlvCLBFs6i3P2cUTnVI7q0ynu5/KjME7Drbs4PSzd4i2yE4TWSDy8dWzOBjY++jD3jshmV4cAOjOJ708aSEo9pqeWsJjtyN6duOfswdz3TgGPfbCTz3aXc/X4fnRMlR2e48HO0io+2VHOBePSm2T+yE/wwTPiKYggtBVqA5aX1+zg/8ZeTo+qEmZ//Bhjep5GUlL9nX805rFEMFl1bZ/MTZMz+cf6Il74pJAv91by+0n9yeoeP3fPtsrSzSUATBkcf3MU+IslFfERwQvlIQhCFOwuq+a+dwpYV9GXU/es5cqN/6AzNVFNjjdkHkskk1WSUmQflc6I9I4seLuA372+havH92NSnL142hIBa1myeR9H9+3EEV1Sm+ScfkxSNRwaYRatdQ0ukODLwK3GmKhWfgtCW+OdbSU8+N8d1AQsvzy5L2dYYDi+RgP1mccS0WR1dN/O3HvOIP74dgELVhXw6a5yfnr8EaQ2wRqS1s4nO8rZVVbDj445osnO6UdhXAN8B7gDN+mdBVyP2+d7I3ArLjDhZTGWURBaNBU1AR7/YCeLc4oZ1rMD152WQUa3dkAaDItdh56o8Zd6dUpl7rQsnv1oF//csJdNeyq4fkL/Jnsqbq0sySmmS7skxg/o0mTn9KMwfgMcZ4wp9r5/rrX+APjQGDPUW6fxYcwlFIQWzKaiChasKmD7/irOH9OLC8el1zuxfTgkcvyllCTFT47vw5G9O3H/u9v5zX++5DenZXBcRtN1dq2J0spa3s3dz4xh3ZtkxX8QPwqjG9AJFxokSCcgONuyAxDHa0HA2Zdf/XQPz3+ym+7tU5gzbQBj+3SO+3kTPf7SKVldGZjWnjtX5jN7aR7ZR/XigrHpCbMwsaWwYmsJ1QHLtDgGGoyEH4XxLLBIa30/ziSVCfwKeMY7PoNgsH1BaMMUlVdz37vb+WRHOacM6MLV4/vRtb2sfA6S0a0dd505kEfe34lZV8TnhQf4zWkZdI+wUFGIzOKcYgb3aM+QnrENPNkQfn6h3wFf4DY/ygC2Aw8Cj3vHl+IW9wlCm2V13n7+9N4OqmoCXD2+L9OHdpeFaxFon5LEL0/uy5G9O/LY+zu5duEWfjcxgyN7x3/xWUvny70V5Oyp4GcnNN1kdxA/6zACuJ32HqnjeIXW+iHcHtyC0OZ444t9PLx6B4N7tOe6CRlkdpN1B/WhlGLGsDSG9ezAnSvzuWnRNi457gi+NbKHKNl6WJJTTEqSYtKgpll7EUqsZ0t+GOP6BKFF8MqnRTy0egfHZ3TmjhkDRVn4YEjPDiw4exDH9+/Ckx/u4r53t1MbOMSDXwCqawMs21LC+MwudGsGM2esFYY8FghtCmstz3+8m6c/2s2EgV35w6TMuG8s1Brp0i6ZGyf158Jx6Sz7soS73s6nulbWBIezOq+U/ZW1TRJoMBKxvrPlsUBoMwSs5fEPd2HWFTF9aHd+c2oGqcnyzNRYlFJcMDady44/gvdyS7l9eT6VNaI0QlmcU0yvTikc3Tf+HneRkEchQWgEtQHLA+/t4N8b9/KdI3ty9fi+4hoaI741yl3Pj7aXMXtZHuXVtc0tUkKwu6yaj7aXMXVI92a718QkJQg+qa4N8Me3C3hrczEXjUvnkmN7yyRtjJkxLI1rT+3Hp7vKmfVWLqWVojSWflmMBaYOaR5zFMReYTwX4/oEIaGoqAkwd3k+7+bu57Ljj+D7Y9NFWcSJ0wd35/cT+5Ozp5KZS7ZRXFHT3CI1GwFrWZJTzNg+nercL6Up8LVSRms9AzgGOGg9vzHmFu/9ytiJJgiJRVlVLXOW5bGx8ADXnNy3yVfZtkVOHtCVm07vz/wV+dy4aBuzpw6gV6e2F4Pq010H2FFazYXj0ptVjqhHGFrrP+NGEMcDA0JemfERTRASh+KKGmYu3sYXRQf47WkZoiyakOMyunDrGQMoLK/hxkXb2Fla1dwiNTmLc/bRKTWJUwZ0bVY5/IwwLgSOMcbkxksYQUhECsuruXVJLrvKqrnp9EwJmNcMHNWnE7OnDuC2pbneSCOL/t2azzTTlJRX17Jq237OGNy92V22/Zy9CNgXL0EEIRHZvr+KG97cSlF5DbOmDBBl0YyMTO/IvGlZVNdably0la37KptbpCbh7a37qaq1zbb2IhQ/I4wFwPNa6/nAztADxpjNMZVKEBKArfsquXXJNmoszJ2WxbBeTRvoTTiUwT06MG96FrcsyeWmRVuZNaX1/y6Lc/aR1b0dwxOgnX5GGA8D3wRWAZtCXl/EQS5BaFY+LzzATYu2opTi9umtv1NqSQzo3p7bp2fRMTWJm5ds47Nd5c0tUtzYVlzJxsIKpg1NSwhvPD/BB2WRn9AmWLuzjLnL8knrkMzsqQPo06Vt2MpbEv26tuP26QO5Zck2bn0rl5smZzbb6ud4siSnmGQFpw9OjL3QfSsBrXWW1voUrfWAeAgkCM3JB/mlzF6aR+/OKdw+PUuURQLTu3Mqt08fSN8u7ZizNI/380qbW6SYUhOwLN1czImZXUhLkL1C/LjV9tNaL8eZoV4GcrTWK7TWGXGTThCakA/zS5m/Is+ZPKZltUl//5ZGj44pzJ2eRVZae+avyGPV1pLmFilmfJBfSnFlLdMTyIXbj9p6GPgYOMcYU6a17gzcjtsf49sNFdZanwXcDyQDTxhj7gg7PhB4CugN7AF+aIzJ01of4527G1ALzDPG/M2H3ILQIOt2lnPHynyyurdn9tQBdGknO+S1FLq1T2bO1AHMWZbH3asKOFATaBXrZBbnFNOjYwrH9kscU5sfk9QE4DpjTBmA9349cGpDBbXWybjd+c4GRgMXaq1Hh2W7G3jWGDMOmA3M99LLgR8ZY8YAZwH3aa1b/t0gJAwbCw8wZ1kefbqkctsUURYtkc7tkpk1ZQDj+nTigfd28PzHu7G25QbP3nOghg8LSpkyuFtCBbX0ozD24jr7UEYS3dqMk4BNxpjNxpgq4EXg3LA8o4El3uelwePGmM+NMV94nwuAXbhRiCAcNl/ureC2pbmkdUjmtikD6JYgtmLBPx1Skpg5eQBThnTHrCvi3ne2t9g9NZZtLiZgYWqCjZT8/DvuAhZrrZ8EtgIDgUuBm6Mo2x8IXSGeB4wPy/MxcB7ObPVdoKvWupcxpiiYQWt9EtAOyPEhtyBEJK+4kluX5NIxJYk5U2XOojWQmqz45cl96dc1lec/LqSwvJobJmXStRl2p2ss1loWby5mdO+OCbea3Y9b7eNa6xzgImAcUABcaIx5K4rikcZU4ePF3wJ/1lpfAqwA8oGvwlNqrfsBfwV+7O0vfhBa68uByz1ZSU+PHKQrJSWlzmNtAWm/a39+cQW3Lt1McnISD5w/jqweHZtbtCahrfz+V03uzfB+u5m36HNuWJzH3eeOJjOtY4to/9qCEvJLqvjxtOExl/Vw26+aws6ntT4FmGWMOdP7fgOAMWZ+Hfm7ABuMMZne927AMmC+MealKE5pCwoKIh5IT0+nsLDQdxtaC9L+dDZs286Ni7ZRXlXL3GlZDOrRdhbltbXf/9Nd5dy+PA+lFDee3p+JR2YlfPsfeG87b28t4envDadjamyXvzX0+2dkZEA9+xrVO8LQWt9kjJnnfZ5dV75gePN6eB8YrrUejBs5XIAbqYSeKx3Y440ebsB5TKG1bge8gpsQj0ZZCEKd7C2v4pYluZRU1DJn2oA2pSzaIqOP6MRdZw5i9rJcbl6cy8zkjhzTM3EmkcM5UB3g7a0lTBjYLebKIhY0JFFo6PIB9bzqxRhTA/wCeAP4zCWZ9Vrr2VrroEvuZGCj1vpzoA8wz0vXwCTgEq31Gu91TDSNE4RQ9lfW8utX1rG7rJqbz8hkeK+2YYZq62R0a8ddMwYyrFcHbv3PRv6+vihhPahWbSuhosYyrRl31auPJjFJNQNikqqDttr+8upablmSy5Z9ldx0emZC+bY3JW319weoqg3w6P/2sPjzQqYP7c7PT+pLSgK5rK7fWc4f386nU7tkHvzm4LjEjjpck5Sfld576kjfFW0dgtAcVNYEmLcsj5w9Fcw5e1SbVRZtCZuzgcDCl7A5G75Ka5ecxK1njeT8Mb1YlFPMnKW5lFU1/17hAWsx6wqZuWQbHVOTuH5CRkIEGoyEH7faQ3wOtdapuJXbgpCQVNcGuGNFPut3HeA3p2UwcWivNvuE3VawORsILJgJNTXYlBSSrpuLGjoKgCSluPiY3vTrmspD/93BDW9u4+YzMunduXlcqvcdqOHedwpYs6OcSYO6ceVJfeiUmrhdaoMKQ2u9EucC20FrvSLscCbwTjwEE4TDpTZgWbCqgP9tL+MX4/syaVBiRPwU4ovduBZqasAGoLYGu3HtVwojyLShaaR3SuXOlfn87vUtzJw8oMlD2H+yo4x7VhVQVh3g6vF9mT60e8KOLIJEM8J4AmfTOhF4MiTd4jZSimYdhiA0KQFr+dO723k3t5TLjj+C6cMSa8WsED/UyLHYlBSorYHkFNTIsRHzHdOvM3fOGMicZbncuGgr103IYHxm/PfMrg1YXlpfxN/WFtKvaztmTWk53npRT3prrUcZYzY0nDMhkEnvOmgL7bfW8vDqnbyxaR8/ODodfdTXC5XaQvvro6203+ZscCOLkWMPGl1Eav/eAzXMW57HpqIKfnr8EXxrVM+4ybX3QA33rCrgk53lTB7UjZ+f1LdJ3Wfjug4jFGPMBq11H1xcqPTQSo0xT0VbjyDEE2stf/nfLt7YtI/zRvcke0yv5hZJaAbU0FGHmKHqokfHFOZNy2LBqgKe+HAX63eVM3VIGsf060xqcuxMRB97Jqjy6gDXnNyXqUMS3wQVTtQKQ2v9HeA53JasY4D1wFHA23iL7AShuXlxbSH/3LCXb4xI4+Jjere4P6TQPLRPSeL3E/vz4tpC/vP5Xt7NLaVruyROzerGxEFdGXNEJ5IaeS/VBix/W1eIWVtE/27tmD01i4Fp7WPcgqbBj5fUXOBSY8xLWuu9xphjtdaX4pSHIDQ7r3xaxItri5g6pDuXndBHlIXgi+QkxQ+O7o0+Kp0128tYsbWE5VuKeWPTPnp2TGHiwK5MHNSNYT07RH1v7TlQw4JVBazbWc6UId244sS+dEhJvBXc0eJHYWRFCM3xDLADFzhQEJqN/3y+l6c/2s2EgV25enzfRj8NCkJqsuLEzC6cmNmFipoA7+eVsmJrCf/+fC//3LCXfl1TmTiwG5MGdWNA97pHCmu2l3HPOwVUVAf45cl9Ey5UeWPwozB2aa37GGN2Alu8gIKFyDoMoZlZurmYR97fyYn9O3PtqRkJteGM0LLpkJLExEHdmDioG6WVtbybu58VW0p4aV0RZl0Rg3u0Z9JAdzy4lqM2YPm/Twr5+/oiMru3Y+60LLLqUSwtCT8K43Hcrnv/AO7FbXIUAO6Jg1yCEBXvbCvhT+9tZ1yfTlw/sX9ChXoQWhdd2iczfVga04elsedADau2lrB8SwnPrNnNM2t2c2TvjkwY2JV3tu1n/a4DTBvanctP6EP7FmyCCqfRsaS01llAZ2PMZ7EVKSaIW20dtKb2f5hfyu0r8hjWsyOzpgyIyj2xNbW/MUj7Y9/+7furWLm1hBVbSsgtrqJ9suLKk/pyRgIGEGwyt1qt9T+NMV9tq2qM2ealv2yM+V609QhCLFi7s4w7VuaT1b09N5+RmZChoIW2Qb+u7dBHpZM9phe5JVV0Tk1qtbs3+jFJnVFH+uQYyCEIUbOx8ABzl+XTp0sqt00ZQJd2Mo0mND9KqVYzV1EX0cSSCm6c1C7CJkpDcPt7C0KT8OXeCm5bmktah2RumzKAbh38PPMIgnA4RPNvC26QlMTBmyVZIBeYFWOZBCEiecWV3Loklw4pScyeOqDVDvsFIVFpUGEYYy4F0Fq/Y4x5PP4iCcKh7Cx1W6sqBXOmZtGnS7vmFkkQoqKuuFYtET+xpB7XWh8JnA/0Mcb8Qms9EmhvjPkkbhIKbZ6i8mpuXpJLZW2AedOy6N9NlIXQMqhvb46WiJ8d97KBFUB/4EdecldkHYYQR4orarhlSS4lFbUtKgy0IEDkvTlaMn58EWcD040xPweC+xp+DBwdc6kEASitrOXWt3LZVVbNzZMzGd6rY3OLJAi+UCPHQkoKJCXVuzdHS8GPi8kROAUBbsI7+N64lX+CUA/l1bXMXpZLbnEVN53enzF9OjW3SILgGzV0FEnXzW17cxjAh8DFwLMhaRcAq2MqkdDmqawJcPvyfL4oquD6if05LqNLc4skCI3Gz94ciY4fhfFL4E2t9U+BzlrrN4ARwIy4SCa0SaprLXeuzGfdznJ+fWo/ThkQ/y0z401r8pIR2jZ+d9wbBXwTeA23BuM1Y0xpvIQT2hY1Acs97xTwYUEZV53Ul8mDEy8Wj19am5eM0LbxtUzWGFMOmDjJIrRhqmstd6/K573cUn5y3BGcObzl7x0Akb1kRGEILRU/wQdXEnmCuxLIA142xvwrVoIJbYeq2gB3rczn/fwyLjv+CL41qmdzixQz1Mix2JQUqK1pFV4yQtvGj1vtMmAQsBy3t/dyYCDwAbATeEprfX2M5RNaOZU1AeYtd8riypP6tCplAV97yahzfyDmKKHF48ckNQM4M3T/C63188AzxpjxWuuXgReBu2Iso9BKqagJMHdZHut2lnPNyX2Z1gq2sIxEa/KSEdo2fkYYo4DNYWlbgZEAxpjVuLUagtAg5dW13PZWLut3OW+o1qosBKE14WeEsQL4i9b6FtycRSYuUu3bAFrrscD2WAsotD5Kq2qZvTSXL4oquO60DCYM7NbcIgmCEAV+Rhg/9vJ/CpQD64Fk4BLveBVwYSyFE1of+ytruWVJLjl7Kvj9xP6iLAShBeFnHcYe4AKtdRLQG9htjAmEHN9YX3mt9VnA/Tgl84Qx5o6w4wOBp7y69wA/NMbkecd+DMz0ss41xjwTrdxC4lBcUcOtb7lwHzdMyuSE/rKCWxBaEr42QvbCm98E3GyMCWitR2qtx0VRLhl4EDgbGA1cqLUeHZbtbuBZY8w4XKDD+V7ZnsCtwHjgJOBWrXUPP3ILzc/eAzXMXLyN/JIqZk4WZSEILZGmCm9+ErDJGLPZGFOF86Y6NyzPaGCJ93lpyPEzgUXGmD3GmL3AIuCsaOUWmp+i8mpuWryNnaUu6uyx/To3t0iCIDSCpgpv3h8XSiRInpcWysfAed7n7wJdtda9oiwrJCi7y6q5cdE2ispruHXKAMb1FWUhCC2VpgpvriKkhZf7LfBnrfUluJFMPlATZVm01pcDlwMYY0hPT48oSEpKSp3H2gJN2f6C4gpufmstpVUB7v/eURzVr/knuOX3l/ZL+xvf/qYKb54HDAj5ngkUhGYwxhQA3wPQWncBzjPGFGut84DJYWWXhZ/AGPMY8Jj31RYWFkYUJD09nbqOtQWaqv0FJVXMfGMzldU1zBqTQt/UqoS47vL7S/ul/XW3PyMjo97yTRXe/H1guNZ6MG7kcAFwUWgGrXU6sMfzvLoB5zEF8AZwe8hE9wzvuJCg5BZXcvMbX1JbXsZtHz/B4Ld3YyUshiC0eKKewzDGbMCt9n4Q5+L6F2CsMeaLKMrWAL/Adf6fuSSzXms9W2v9bS/bZGCj1vpzoA8wzyu7B5iDUzrvA7O9NCEB2bqvkpsWb8PWVDN7zaMMLs1vFXsZC4IAytrodljVWn8Ht/9FTXxFigm2oKAg4gEZksav/Z/tKmfeinxSkxRzRtTQ76GZX0VpTZTAe/L7S/ul/Q2apCLNGwP+TFKzcBFpXwaeM8Ys81FWaOW8vbWE+97ZTu/OKdxyxgD6dW2HbUV7GQuC4G+l9zHeYruLgCe01h2AvwEvGGM+jJeAQmJjreWVT/fwzJrdHNm7Izeenkm39smARGkVhNaG3x33PsXNX8zUWp+MW5uxGhfuQ2hj1AYsj32wk9e/2MdpWV359an9aJfsK3iAIAgtCF8KA0BrPYCvvZwG4ia/hTbGgeoAf3w7nw8Lyvje6J5cfExvklSdpk9BEFoBfrZovQqnJI4GFgK3AQu9UB9CG6KovJq5y/LYsq+SK0/qw1nDJbSXILQF/IwwvgU8CrxijCmNkzxCgrNlbwWzl+VRVlXLzNMzOV6CCApCm8HPpPfZDeXRWq81xsgu962UNdvLuHNlPh1Skpg/fSBDenaIqpzN2SDeUoLQCvA9h9EAg2Jcn5AgLM7Zx0P/3UFmt/bcfEYmvTunRlXO5mwgsGAm1NRgUxJnPYYgCP6JtUtLdKsAhRaDtZbnP97NA+/tYGyfTsyfkRW1sgDcCu+aGrABWfEtCC2cWI8whFZEdW2AP7+3g2VbSpg6pDtXje9LSpI/Tyg1ciw2JeWrFd9qpFgsBaGlIgpDiEhpZS3zV+azbmc5PxiXTvZRvVCNcJtVQ0eRJCu+BaFVEGuFIY74rYCdpVXMXprHjtIqrj21H5MHdz+s+mTFtyC0DmKtMK6IcX1CE/NF0QHmLMujJmCZNWUAY/vIDnmCIDh8KQwvFPnpQDohowljzI+89xdiKp3QpKzYUsID720nrUMK86ZlMqB7++YWSRCEBCJqLymt9a24hXtJQDZQBJwJ7IuPaEJTURuwPPPRLhasKmBozw788cyBoiwEQTgEP261PwGmG2OuBaq8928hay9aNKVVtcxbnsfLn+7hzGFpzJmaRVpH8YUQBOFQ/CiMNGPMOu9zldY61RizGmeiElogucWV/O71LazZXsbPT+zDVeP7kposfguCIETGj8LI0VqP8T6vA67UWl8M7I29WEK8WZ23n9+9vpWyqgBzpmVx9ggJICgIQv34sT3MBHp5n/8AvAB0Aa6OtVBC/LDWYtYV8sLHhQzp2Z4bJkUf5kMQhLaNn+CDC0M+rwaGxUUiISKxCOB3oDrAzQs3sHRTEZMGdeMX4/vSPkU2PBIEITr8eEntqSN9V+zEESIRDOBnX33eveds8F3HztIq/vDmVpbnFHHJsb35zan9RFkIguALPyapQ+wWWutUZHvWuBMpgJ+fUcYnO8q46+0CAtZy97ljGNq5No7SCoLQWmlQYWitV+Ki0HbQWq8IO5wJvBMPwYSvaWwAP2str23cy1P/20VG13bcdHom4wb2oLCwMM4SC4LQGolmhPEEblX3icCTIekW2Am8FQe5hBAaE8CvqjbAw6t38tbmYk7K7MK1p/ajU6oMBgVBaDwNKgxjzDMAWuv3jDH+jedCTPATwK+ovJo7VuTzeVEF3x/biwvGppPUiEizgiAIofjxktqgte4DnMShsaSeioNsQiPYWHiA+SvyOVBdyx8m9ueUrK7NLZIgCK2EqBWG1vo7wHPAF8AYYD1wFPA2IAojAVi1rYR7V22nZ6cUZp0xkEE9ottzWxAEIRr8+FXOBS41xhwLlHnvlwMfxkUywRf/2rCHP650wQPvPmuQKAtBEGKOH7faLGPMS2FpzwA7gN/GTiTBDwFrefaj3bzy2R7GZ3bhutMyZH2FIAhxwU/PssubwwDYorU+BRiKrMNoNqprA9y7ajuvfLaHs4en8fuJ/UVZCIIQN/yMMB4HJgD/AO4FlgIBYEEc5BIaoKyqljtW5PPJznIuPro3543p2ag9twVBEKLFj5fUnSGfn9VaLwM6G2M+i6a81vos4H7ciOQJY8wdYcezcCau7zh0GgAAIABJREFUNC/PH4wxC73V5E8Ax3nyPmuMmR+t3K2RovJqZi/NI7e4kl+d0o8pQw5vz21BEIRo8GW/0FqP1FqforUeaYzZ5kNZJAMPAmcDo4ELtdajw7LNBIw3mX4B8JCXng20N8aMBY4HrtBaD/Ijd2tiW3Elv39jKztKq7n5jAGiLARBaDKiGmForX8E3Akcgbf+Qmu9EzcKeCaKKk4CNhljNntlXwTOBT4NyWOBbt7n7kBBSHpnrXUK0BGoAkqikbu1sX5XOfOW55GapJg/PYshPcUTShCEpqPBEYbWehpudHA3LqR5R+99AfAnrfX0KM7TH8gN+Z7npYUyC/ih1joPWAhc46X/HSgDtgPbgLuNMREj57Zm3tlWwq1LcunePoW7zhwoykIQhCYnmhHGL4GbjDF/CknbDNytta4AfgUsaqCOSLOxNuz7hcDTxpgFngfWX7XWR+FGJ7VABtADWKm1XhwcrQTRWl+OWxeCMYb09PSIgqSkpNR5LFF5aU0B968sYEy/rtz5rdGkdWz8hkctsf2xRNov7Zf2N7790SiME4HL6jhmcHMPDZEHDAj5nsnXJqcgPwXOAjDGvKu17oALQXIR8Loxphrn2rsKOAGntL4WxJjHgMe8r7auiKzp6ektJlprwFr+umY3L38aXGPRj5qyYgrLGl9nS2p/PJD2S/ul/XW3PyMjo97y0SiMzsaYiJskGWN2aa07R1HH+8BwrfVgIB83qX1RWJ5twFTgaa31kUAHYLeXPkVr/RzQCTgZuC+Kc7ZoqmstD7y3neVbSjhreBqXn9CH5CRxmxUEofmIdtJbEdmspDjUtHQIxpgarfUvgDdwLrNPGWPWa61nAx8YY/4fcB3wuNb6Wq/OS4wxVmv9IPAXYJ13vr8YYz6JRu6WSnl1LfNX5PPJjnJ+eHQ654/pJWssBEFodpS19ff3WusAdSsFBVhjTKKt9rYFBeEWL0eiD0mLyquZsyyPbfsquXp8X6YOTYtp/Yne/ngj7Zf2S/sbNEnV+XQazQhjsH+xhMaw90ANf3hzGyWVNcycnMlxGV2aWyRBEISviGYDpa3RVqa1XustsBN8Ul0bYP6KfIorapg7LYsR6R2bWyRBEISDiHWkukExrq9NYK3l4dU72Vh4gF+d0k+UhSAICUmsFUaDE+DCoby2cS9LNhejj+rFaQO7NVxAEAShGZBY2M3Mmu1lPPW/XYzP7MKF49rugiJBEBIfURhxxOZsILDwJWzOhojHt++v4o9v5zOgW3t+fWo/ksR1VhCEBMbPfhjRID2eh83ZQGDBTKipwaakkHTdXNTQUV8dL6+uZe6yPBRw4+n96ZSaaJ7JgiAIBxPrEcYVMa6vxWI3roWaGrABqK1x3z1qA5Z7VhVQsL+K6yf2p2/Xds0oqSAIQnTUO8LQWv+V6FZy/8h7fyFGcrV41Mix2JQUqK2B5BTUyK+9jV/4pJD388u4/IQ+jOsbTWQVQRCE5qchk9SmJpGiFaKGjiLpurnYjWtRI8d+ZY5asaWEv68vYsaw7pwzIraruAVBEOJJvQrDGHNbUwnSGlFDRx00b7GpqIIH3tvO6N4dufyEvhIfShCEFoWvSW+tdTtgJC7s+Fe9nTHmrRjL1WzYnA2HjApiwd4DNdy+Io/u7ZP5/aT+pCaLshAEoWURtcLQWk8AXgLa47ZSLQG64nbSGxIX6ZqYhjybGkt1bYA7VuSzv7KWO2cMJK1DrJ3TBEEQ4o8fL6l7gbuMMT2B/d77HOChuEjWDNTn2dToOq3lkfd3sqHwAL8+pZ9srSoIQovFj8IYAdwflnYHcG3sxGle1MixkJICSUmHeDY1ltc27mVxjoT9EASh5ePHNlKMM0XtA7ZrrUcDRUCricFdl2dTY/l4h4T9EASh9eBHYbwMnAO8wP9v786j5KzKPI5/O2nWQBKgEyAJCVtkCxCQVTbZQlhUxoGHJQIiijjKjBodEAFRcUQGEBGGEQh7MPMThWEJiwOIgIDsS9hXkxAgCQGyka1r/rhvQaXpTr+VVKWrq36fc/qk3qWqn1un0rfu9lwYA9wDLCCNa9SNtjObltaUmfM5+77JDOq9otN+mFldyF1hSPpuyeNzI+Jh0qD3HdUIrDubs2ARv7g3pf348R6DnPbDzOpC7jGMiBgYEWsUjyXdDzwMrFONwLqr1kKB8x6YwuQPnfbDzOpLOYPeNwKD2pwbCNxQuXC6v7FPTeORybP4+med9sPM6ktZs6QkLTbPNDuu3Oq2bu7V9z7i+gnT2Wcjp/0ws/pTToUxNSI2Lj2RHU+vbEjd13VPTWX1FXvwtW37O+2HmdWdcmZJXQ78MSJ+DLwGbERauHdZNQLrbl6YOpdH35rNUcP70WtFD3KbWf0pp8I4izSN9hxgPVJKkMuA86oQV7dz3dNT6bNyTw7aZI3ObzYz64bKmVbbCvxn9mMlnn1nDk+9PYevbduflZu9662Z1afONlDaXdJfs8d7dXRfPWWrLVehUGDsU1NZc5VmRg71QLeZ1a/OWhj/BQzLHo/p4J4CdZKtdmk8+fYcnps6l29uvzYruXVhZnWssw2UhpU83qD64XQvxdZF/17N7LtRn64Ox8ysqpb6K3FE7BkRu1UymO7mkcmzeHn6R8SwFlbo6daFmdW3clKD3BsRu2SPTwLGAeMi4pRqBVfLWgsFrnt6GuuuvgJ7bujWhZnVv3K+Fg8DHsoefwP4PLATcEKFY+oWHpw4k9dnzOPwLVto7uFFemZW/8pZh9EDKETERkCTpOcBShMSLklEjCRtwNQTuEzSWW2uDwauAvpm95wsaXx2bSvgd6T9OFqB7SV9VEbsFbWotcB1T01jUO8V2c2bIplZgyinhXE/cCFp4d4NAFnlMa2zJ0ZET+AiYH9gc+CIbAOmUqcCkrQNcDjZ1q8R0QxcC5wgaQtSy2ZBGXFX3H1vfsikD+dz5NYt9HTrwswaRDktjK8Co4GpwNnZuU359Lat7dkBeEXSawARMQ74EvBcyT0FUgsCoA/wVvZ4BPC0pKcAJHVp7qpFrQXGPTONDdZYiZ3XW70rQzEzW67KqTCQdEqb41tzPnUgKZVI0SRgxzb3nAHcGREnAr2AfbLznyF1hd0B9APGSTqbLnLP6x8wZeYCfrzHQO+iZ2YNpZwKY2JE/Bm4GrhZ0vwyntveX9ZCm+MjgCuz3fx2Bq6JiGFZjLsC2wNzgLsi4jFJd5U+OSKOB44HkERLS/t7aDc3N3d4rTMLFrXyhwmvs/naq7H/1ut3y4y0y1L+euDyu/wu/9KXv5wKYwjpj/rJwKURcT1wdbbzXmcmkRIWFg3iky6nouOAkQCSHoyIlYGW7Ln3SpoGEBHjgW2BxSoMSZcAl2SHhWnT2h9aaWlpoaNrnbntpRm8PXMeJ2zfn+nTu2dW92Upfz1w+V1+l7/j8g8YMGCJzy8n+eBU4ALggojYBDiK1AookAalx0h6s4OnPwIMjYgNgMmkQe0j29zzD2Bv4MqI2AxYmTRecgfw7xGxKjAf2AP4dd64K2Xewlb07HQ277cKw9dZdXn/ejOzLre0y5PXyX56A6+SxiieiIiT27tZ0kLgO6Q//s+nU5oQET+LiC9mt40GvhERTwG/B74qqSBpBimF+iPAk8DjZYydVMztL7/Pe3MXMmrrft2yK8rMbFk1FQpthxLaFxFbAF8BRgGzSGsmrpU0Obu+Pmk2Uy0sTCi89VbbHq9kaZqkcxe08s2bXmVI35X4+d6DKxFfl3GT3OV3+V3+jmRdUh1+Iy5nDOOvpG/+h0j6e9uLkt6IiPPLeL1u49aXZvDBR4sYtVW/rg7FzKzLlFNhrNvZzChJpy9jPDVn9vxF3PDcdD47oBeb9lulq8MxM+sy5Qx6z4+IEcBwYLU21+quoii6+YUZzJrfypFuXZhZg8tdYUTEhUAA95DWQxTlGwTphmbOW8T/vvAeO623GhuvtXJXh2Nm1qXK6ZI6AhguaWKnd9aJG59/j7kLWjliy8Zd6GNmVlTOtNrpwPvVCqTWvP/RQm558T12G9Kb9ddw68LMbIktjIgo3av7XGBsRPwSeKf0vmJSwXrypwnTmb+owGFbrdXVoZiZ1YTOuqReIY1RlM7LPajNPQXS/hV1Y/qcBdz28vt8foM+DOq9UleHY2ZWE5ZYYUhqyI2qr58wnUWtBQ7r/QGt4++naZMtadpo064Oy8ysS5WV3hwgIgYCA4DJktpfTt2NvTtrAXe+8j779IN+F51KYeFCCs3N9Bh9pisNM2to5UyrHQyMBXYG3gPWjIiHgFFLSDrY7ejZaUATh8x7HhYuhEIrLFpI4cVnXGGYWUMrp8vpKuAxoI+k/qS9tx/JzteFt2fO567XPmDk0L7022xTaG6GHj2gZzNNm2zZ1eGZmXWpcrqkPguMkLQAQNKsiDiJNN22LvTrtQIn7rQu26zbi6ZV1qbH6DNTy8JjGGZmZVUYD5H25n6g5Nx2wIMVjagL9ezRxF4b9vn4uGmjTV1RmJllyqkwXgXGR8StpP251wMOAK6LiJ8Vb6rnvFJmZo2snApjZeBP2eP+wDzgBmAVPtl+tW7zSpUqvPqCu6rMrOGUk6322GoG0l0UXn2B1nNPBU+3NbMGU9Y6jIgYSkpCOJC0N/fvJb1cjcBqVeHFZzzd1swaUu5ptRHxBdK02k1J6zA2AR4t2ZO7ITRtsqWn25pZQyqnhfEfwJck3VM8ERGfBy4EbqpwXDWraaNNPd3WzBpSORXGIOC+Nufuz843FE+3NbNGVM5K7yeB0W3OfT87b2Zmda6cFsa3gJsj4t/4ZB3GbKChxjDMzBpV7haGpBeAzUj7ep+b/bu5pOerFJuZmdWQcve7aCr+SLofWDEielU+LDMzqzXlTKvdEngJuBQYk53eA7i8CnGZmVmNKaeFcTFwuqRNgQXZuXuBXSselZmZ1ZxyKowtgGuzxwUASbNJuaTqTuHVF2gd/wcKr77Q1aGYmdWEcmZJvUHaE+PR4omI2AF4pcIxdTnnizIz+7RyWhinAbdGxE9Jg90/Av4AnFqVyLpQe/mizMwaXTnTam8B9gf6kcYuhgBflnRnlWLrMs4XZWb2aWVlq5X0OPAvS/OLImIk8BugJ3CZpLPaXB9M2h+8b3bPyZLGt7n+HHCGpHOWJoa8nC/KzOzTOq0wImIAsKskZce/A1YoueU0SZM7eY2ewEXAvsAk4JGIuEnScyW3nQpI0sURsTkwHli/5Pqvgds6L1JlOF+Umdni8nRJnQSsU3J8JGkvjMlAb+Dfc7zGDsArkl6TNB8YB3ypzT2F7PUA+gBvFS9ExMHAa8CEHL/LzMyqIE+X1Ehgl5LjhZJOA4iIFj6dwbY9A0n5p4omATu2uecM4M6IOBHoBeyT/Y5epEprX+AHOX6XmZlVQZ4KY21J00qOP54VJWla1mXVmaZ2zrXd//sI4EpJ50bEzsA1ETEM+Cnwa0mzIqLDXxARxwPHZ3HR0tLS7n3Nzc0dXmsELr/L7/K7/Ev9/Bz3zI+IAZLeApB0UfFCVlnMz/Eak0jZbYsGUdLllDmO1JpB0oMRsTLQQmqJHBIRZ5MGxFsj4iNJF5Y+WdIlwCXZYWHatNI67hMtLS10dK0RuPwuv8vv8ndkwIAlf//PU2HcBXwP+GE7174P3J3jNR4BhkbEBqSxj8NJYyGl/gHsDVwZEZsBKwNTJe1WvCEizgBmta0szMys+vJUGKcBD0fEZ4A/Am8D6wJfBnYDdursBSQtjIjvAHeQpsxeLmlCRPwMeFTSTaTNmS6NiO+Ruqu+Kqltt5WZmXWRpkKh87/JEbEx8BPSQHQLMJ3U8jhD0stVjXDpuKIxM1s67Y05J4VCoWI/hx566MmVfL1q/Bx66KGPdnUMLr/L7/K7/N2x/OVuoNSZUyr8emZmViMqXWF03JQxM7NurdIVRncYO7ik81vqmsvf2Fz+xrZM5c816J1XRHwoqXfnd5qZWXfjLikzM8ulrPTmOeTJK1U1EXE5cBDwrqRh2bk1gf8hZb59AwhJMyKiiZRu/QBgDmndx+NdEXelRMR6wNWkZJGtwCWSftMo70GWHeCvwEqkz/b1kn6SLRgdB6wJPA4cJWl+RKxEer8+S5oqfpikN7ok+ArKskM/CkyWdFAjlT8i3gBmAotIee+2a5TPP0BE9AUuA4aRhgi+BrxIhcpfdgsjInpHxIERcVBErFF6TdIB5b5ehV1Jll6kxMnAXZKGktaOnJyd3x8Ymv0cD1y8nGKspoXAaEmbkRZUfjtLFd8o78E8YC9JWwPDgZERsRPwK1I+sqHADFIaGrJ/Z0jamJQ+/1ddEHM1/BvwfMlxo5V/T0nDJW2XHTfK5x9SBXC7pE2BrUmfg4qVv9MKIyJuL3m8Fam2Ogc4G3ghIrYppzTVJOmvwHttTn+JtDET2b8Hl5y/WlJB0kNA34hYd/lEWh2SphS/IUiaSfqwDKRB3oOsHLOywxWynwKwF3B9dr5t+Yvvy/XA3tm3rm4rIgYBB5K+ZZKVp2HK34GG+PxHRG9gd2AMgKT5kt6nguXP08L4XMnjs4HfSNpM0uZ8UnHUsrUlTYH0BxXon51vL+X6wOUcW9VExPrANsDDNNB7EBE9I+JJ4F3gz8CrwPuSFma3lJbx4/Jn1z8A1lq+EVfc+aQ9alqz47VorPIXSNskPJZlsIbG+fxvCEwFroiIJyLismx7iIqVv9wuqW1IH8iiC0hN/+4oT8r1bikiViPl/fqupA+XcGvdvQeSFkkaTsqIvAOwWTu3FctYV+WPiOL43WMlp5dUxroqf2YXSduSulu+HRG7L+Heeit/M7AtcLGkbYDZfNL91J6yy5+nwmiOiD0jYi/St5bSF2wlZZWtZe8Um1nZv+9m5/OkXO92ImIFUmUxVtKfstMN9R4AZE3xv5DGcvpGRHGCR2kZPy5/dr0Pn+7S7E52Ab6YDfyOI3VFnU/jlJ+SbRjeBW4gfWlolM//JGCSpIez4+tJFUjFyp+nwngXuJzUL/ZRFkDR9qStU2vZTcAx2eNjgP8tOX90RDRlA6MfFJtt3VXW/zwGeF7SeSWXGuI9iIh+2SwRImIVUrLM54F7gEOy29qWv/i+HALc3Z0zJEv6kaRBktYnbSFwt6RRNEj5I6JXRKxefAyMAJ6lQT7/kt4GJkbEJtmpvYHnqGD5O51Wm334OjKRtFNeTYiI3wOfB1oiYhIpw+5ZgCLiONKeG4dmt48nTSd7hTSl7NjlHnDl7QIcBTyT9eNDyu/VKO/BusBV2bTSHoAk3RIRzwHjIuJM4AmyQcHs32si4hXSN+vDuyLo5eAkGqP8awM3ZDtzNgPXSbo9Ih6hMT7/ACcCYyNiRdKX+WPJ/i9UovxlrfTOptGuDsyUNKOMQpiZWTfXaYWR9Yn/lFT7rJ2dLgDvAFeQ9sRYUM0gzcys6+UZw7gY2BkYBfQDVsz+/QppQLEeFruYmVkn8qQG+WdgfUkflJx7D7g7Ip4AXge+Xo3gzMysduRpYXxEGkxszzrZdTMzq3N5WhhnA/dExBjgKdJq0N6kPCXHkWbgmJlZncs1Syoi9gOOBrYAVgNmARNIeUjuqGqE1rCyBWhfl/R/3fn3RMQo4BhJI6rx+pUQEX8BrpV0WVfHYrUrV3rzrFJwxWB1LyKOAf6VlMHzQ+A64JSSXEwdPe8N0izCRSWnr5T0HUljgbHVidhs+clVYUTEWqTB7y3I1mGQWhh/lDS9euGZLXerAt8lJW3sR1oN+wPydb1+odqtIbOu1GmFERF7k3KSPEMaw3iLNIYxCjgrIv5Z0j1VjdIa2fYRcQFp4sWNwLeAVYBrgB1Jn+EHgBMkTYKPu1fuI+VS2gp4EDhS0rTs+lHAmaTu1dIUKkgqnSY+OSLGAnsuSwEi4qukLq9ds+MRwG9Jk0bGkr6IXVPsDoqIrwE/zK7/HThe0pvZtUL2HowGWkgtoO+Qpru/A+wq6dns3n6klb1DgAVLes/axHsGsLGkr2TH65NmQ64gaWFE9CG9bweQ8sldAfxE0qK2r2X1Jc8sqd8Cx0naXdKJkk6V9K+S9iANev9XdUO0BjcK2A/YCPgMcCrpc3sF6Q/hYGAucGGb5x1JWmzan/TH9AcA2YZSF5NSqAwgpfMetITfvzupNV0REdFC+gL2o+x3v0jJFgIRcTApncuXSS2c+4Dft3mZg0h53LYGAthP0jzgTyyeqieAe7NEfHnes7yuIm3WtTEpg/UIPLW+IeTpkhoC3NrBtfG4b9aq60JJEwEi4hfAbyWdSsrIS8n5tq3cKyS9lF0X8MXs/CHALdlmW0TEaaRv6J8SEccC25H/j+GNEVE61vFDSZe2uecAYEIxk3DWevpByfVvAr+U9Hx2/T+AUyJiSLGVAZyVZeN9PyLuIW0xcDuptXEJ8OPsviOB3wFkXcedvWedioi1SanD+0qaC8yOiF+Tdmz7XbmvZ91LngrjYeDMiDhD0uziySwb5E+y62bVUrrBy5vAgIhYlbSl6EiguE3w6hHRs6Rb5O2S580hdT9BalV8/JqSZkfEp8bhsm/6ZwH7FLuycjg4xxhG299fyBJlFg0BfhMR55acayJtbFOsMDoq293AKhGxY3bPcFKKb3K+Z3kMIe1kOCVL8gep9TKxw2dY3chTYRxLahJPi4jX+GQdxobAk3T/DJdW20rz9Q8mjaGNBjYBdpT0dkQMJ2VhzbO96BRKNlXK/pAutstcRIwELgUOlPTMsoXf7u//uAssS0lf2iU2EfhFNrOqLJJas9bUEaTxjFuyrXqhvPdsNmnwv2idNvHNA1o6mzlm9SdPevM3gc9FxFDarMOQ9HKV4zP7dkTcQvomfQrwP6SZenNJXTJrklq6eV0PPBwRu5IGlH9GyVhetlHYWOCfJP29MkVYzK3AhVkL5hbgBBb/g/zfwM8j4klJE7IB5hGS/pDz9a8jTQ6YziddU1Dee/YkcFJEDCZ9QfxR8YKkKRFxJ3Bu1p03C9gAGCTp3pwxWjeVe4tWSS9LulHStdm/n6osImJJ24GaLY3rgDtJuf1fI81uOp80U2oa8BCp/z4XSROAb2evOwWYQdp5rOg00s5z4yNiVvZzW86Xv7nkObMi4oZ2fv800n4EZ5P+qG8OPEr61o6kG4Bfkfav+JC0AdD+ZZTvYVILYQBQGnfu90zSn0kV89PAY6SKrdTRpIkEz5Hev+vpOH2Q1ZGy9sPoTETMlLR6xV7QrM5FRA9ShTXK09Ot1uVauFeGbru9o9nykqXaeZjURfRD0jjCQ10alFkOla4wzOpS1p//XAeXN5f0jzJebmdSl1ixW+fgbIqqWU2rdJfUh5J6V+wFzcysZuQe9M4pz7RGMzPrhvImHxwBDAOe6GRgLvdsDjMz61467ZKKiJOA00n5dDYHTpJ00XKIzczMakieLqlvAntL2oGUBO5fqhuSmZnVojwVRoukhwAkPcDiq1LNzKxB5OmS+pC08rUp+5lKyr3z8QC3pNYqxmhmZjUgz6D3aqTc90VNJcdNpMV6PSscl5mZ1Zg8FcYGVY/CzMxqXkUX7pmZWf3Ks6f3Z4B9i1NpI+J2UkqDom9JerFK8ZmZWY3IM0vqZFLO+6LPkfYLGEtam3FyFeIyM7Mak2cMY3fguyXHiySNAYiI1YHHqxGYmZnVljwtjP6SSjdGOrr4INv+ce2KR2VmZjUnT4UxMyLWLx5Iurn4OCI2ZPHuKjMzq1N5KoxbgZ93cO2n2XUzM6tzecYwTgf+FhFPADcAb5P27z0YWAPYqXrhmZlZrci1DiMi1gS+D+wNtJA2r78LOE/S9KpGaGZmNcEL98zMLJc8C/eO7uweSVdXJhwzM6tVecYwrgReIY1dtLcFawFwhWFmVufyVBgXAIcAM0kVw42S5lU1KjMzqzl5B717AiNJi/Z2B24BrpJ0f3XDMzOzWlH2oHdE9AZOJc2a2lfSPdUIzMzMakueLikAIqIPcDhwDNCPtJjvySrFZWZmNSbPFq0HkSqJXYCbgGuyvb3NzKyB5KkwWoEXSeMWc9u7R9LplQ/NzMxqSZ4uqatJU2dbOrjulX9mZg3AK73NzCyXPCu9ewFImp0dNwFfB4YBD0oaV9UIzcysJuRJbz4O+HLJ8TnAWcAA4IKIGF2NwMzMrLbkqTC2A24GiIgVgW8Ah0g6FDgoOzYzszqXp8JYVdL72ePtgIXFxXqS/k7aG8PMzOpcngrjrYjYKns8AriveCEi+gLOK2Vm1gDyTKs9B7gzIv4G7Mfi4xn7AU9XIzAzM6stnbYwJI0BDgMeAPaTdEfJ5bmkfb3NzKzOLfU6jIgYDEyS1FrZkMzMrBblGcPoyEPAWpUKxMzMalueXFL/6ODSANIufK2SBlc6MDMzqy15Br3nkCqGXwIfZeeagD8CJwLvVSc0MzOrJXm6pLYE/gycB/SRdK+kvwDzgQck3VvF+MzMrEbkHvSOiA1I+3v3JLUs7gOGS3q3euGZmVmtyL3jnqTXgS9ExD8Bt+EBbzOzhrJU02ojYlVgKDABGCzptUoHZmZmtWWZ9sOIiJWAOZJ6Vi4kMzOrRcuyDqOoqQKvYWZmNa4SFYa37DMzawCVqDDMzKwB5NmidSIdtyLcHWVm1iDyTKv9StWjMDOzmpdrllS2UdKGwMuSZlY9KjMzqzmdjmFExIHAZOBRYFJE7Fn1qMzMrObkGfT+OXASsBpwOvCLqkZkZmY1KU+FsaGkCyXNAS4CNq5yTGZmVoPyVBgf3yNpIWXknzIzs/qRZwOlhcDfSk7tDDxYeo+k3SsfmpmZ1ZI8rYXj2hyPqUYgZmZW2/JUGM8C8yQ9CxAR/YHzgS1I+3qPrl54ZmZWK/KMYZwPrFNyfAkptfklpErj7CrEZWZmNSZPhbEZaXe94gK+A4FRki4CjgC+UL3wzMysVuSpMJpJ+3cD7ARMkfQSgKSJQN8qxWZmZjXoLcIwAAAAeElEQVQkT4UxATg0e3w48H/FCxExEPigCnGZmVmNyTPofRJwc0T8N7AI2LXk2mHAA9UIzMzMakunLQxJ9wODgX1Jq75fLLl8K/C9KsVmZmY1ZJn29DYzs8bhHffMzCwXVxhmZpaLKwwzM8vFFYaZmeXiCsPMzHL5fy8lUFSOKL+HAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 6 5 4 3 2\n",
"3.99e-16 x - 6.849e-13 x + 4.513e-10 x - 1.448e-07 x + 2.307e-05 x - 0.001262 x + 0.8478\n",
" Polynomial Power: 6\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 7 6 5 4 3\n",
"-2.652e-19 x + 1.051e-15 x - 1.346e-12 x + 8.071e-10 x - 2.54e-07 x\n",
" 2\n",
" + 4.207e-05 x - 0.002991 x + 0.911\n",
" Polynomial Power: 7\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 8 7 6 5 4\n",
"8.546e-20 x - 2.381e-16 x + 2.813e-13 x - 1.832e-10 x + 7.169e-08 x\n",
" 3 2\n",
" - 1.718e-05 x + 0.002453 x - 0.1895 x + 6.9\n",
" Polynomial Power: 8\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 9 8 7 6 5\n",
"-1.604e-21 x + 4.958e-18 x - 6.616e-15 x + 4.99e-12 x - 2.339e-09 x\n",
" 4 3 2\n",
" + 7.047e-07 x - 0.0001361 x + 0.01622 x - 1.079 x + 31.36\n",
" Polynomial Power: 9\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 10 9 8 7 6\n",
"1.064e-23 x - 3.823e-20 x + 6.024e-17 x - 5.472e-14 x + 3.165e-11 x\n",
" 5 4 3 2\n",
" - 1.215e-08 x + 3.125e-06 x - 0.0005306 x + 0.0568 x - 3.454 x + 91.41\n",
" Polynomial Power: 10\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 2\n",
"-3.757e-05 x + 0.033 x + 284.2\n",
" Polynomial Power: 2\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 3 2\n",
"3.593e-08 x - 7.472e-05 x + 0.04425 x + 283.2\n",
" Polynomial Power: 3\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 4 3 2\n",
"7.86e-10 x - 1.061e-06 x + 0.0004575 x - 0.06003 x + 289.9\n",
" Polynomial Power: 4\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 5 4 3 2\n",
"6.081e-12 x - 9.894e-09 x + 6.009e-06 x - 0.001722 x + 0.2487 x + 274.1\n",
" Polynomial Power: 5\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 6 5 4 3 2\n",
"-4.973e-16 x + 7.115e-12 x - 1.075e-08 x + 6.366e-06 x - 0.001801 x + 0.2574 x + 273.7\n",
" Polynomial Power: 6\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 7 6 5 4 3\n",
"-3.317e-16 x + 8.154e-13 x - 8.195e-10 x + 4.341e-07 x - 0.0001302 x\n",
" 2\n",
" + 0.02196 x - 1.904 x + 352.7\n",
" Polynomial Power: 7\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 8 7 6 5 4\n",
"6.595e-18 x - 1.869e-14 x + 2.244e-11 x - 1.485e-08 x + 5.904e-06 x\n",
" 3 2\n",
" - 0.001437 x + 0.208 x - 16.29 x + 814.9\n",
" Polynomial Power: 8\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAE7CAYAAAAo333DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOydd3hcxfWw31GXZblKtiw32cYNXDEdAsYmtASSAJ6QhN5CIAVCIIQAAVNCDyQkAdPrl98ADqGbbiABG1fccW+SXCTb6mW18/0xd+31aiXtWruq530ePdo7d2bumbt359yZOXOOstYiCIIgCOFIaG0BBEEQhLaLKAlBEAShQURJCIIgCA0iSkIQBEFoEFESgiAIQoOIkhAEQRAaRJSEIAiC0CARKwmt9X8aSJ8ZO3EEQRCEtkQ0I4kTG0ifHAM5BEEQhDZIUlMZtNbTvY8pQZ8DDAU2xlwqQRAEoU3QpJIABnr/E4I+A1hgM3BbjGUSBEEQ2ggqUt9NWuvLjTFPxFkeQRAEoQ0RjZI4GCgyxmzTWncFrgfqgAeMMRVxlFEQBEFoJaJZuH4Z6OF9fgA4HjgaeDzWQgmCIAhtg0jWJALkGWNWaa0V8CPgEKASWB8XyQRBEIRWJ5qRRLXWOhM4AthsjNkJVANpcZFMiAql1GSllFVKDWhtWQ4UpVSe14bjoijT7tsdK5RStyml1sSp7gSl1EKl1DnxqL89opRKVEotV0p9v7VliSfRTjd9DDwHPOulHYqMJJqNUupZr6OzSimfUmqjUuoxpVTv1pathdkM9APmxLJSr/MM3F+/UqpAKfVvpdToWF6nDfAAcFSc6r4YUMBrgQSl1Iag+1qllFqplLpBKdUhPDkopYYqpV5VSm1XSpV7SvLcwHlrbR3OuvPBjtLmcETcMGPMtcAfgV8YYx71kv3AtfEQrBPyOa6DzAN+DZwNPN+aArU01to6a22htbY2DtVvwN3f/sAPgJ7AO0qplDhcaz+UUslKKRXv61hry6y1O+NU/bXADFvf0uVe3H0dDTwG3ANcFycZDohmfMdvAlnAacBYYCbwslLqmKA8/wZ6A6c3S8i2jLVW/lr5Dzcy+zAk7Y8467F073gk8DZQ5v29CRwUlH8ybu/KAJzyXwfcFFJnBlACXOQdfwo8BdwJbAd2A3d55W8FtgE7gLtC6snEGSzsAKqAecDJQefzPFl+CswCKoCVwAm4TvodoBxYDnwnTLnjgtLuAlZ4dWzGdUTdw7W7kft7G7AmJO0Mr9zYkPRzgUVeuzYADwEZQefTgRnAHmAX8A/gz8H1B75P4FdeHX6gq3fuV969qAJWe99zUlDZHwALvfbuBuYCE71zyZ48W3BTvQXAv5po54Xefa72yt0Zcr1PgSeBW4BCoNiTP7jNE7x7lRtS9wbg5pC0D4Avg45PB+Z719/u3a8M79xBXr3Bz/FGYEuYZ+Jg7zjJa+d67x4uA34eIoPFvWi97H1PrxzAb7KHV88ZIelFwG9C0p4L/h462l/EC9da6yG4H+wEoGvwOWPMoEjrESKmEtdZJyml0oH3gTW4jhbc1MJ7SqmDrbU1wQWttX6l1BPAZUqpP1vvScZ1gH7ABGU/B9fxHuf9PQVMBJYC38FZsD2rlPrCWvuuV+Zp4HDgPGATcCXwllJqnLV2ZVDdd+DeKn+Fe+P8f7gO6+/ANbjO9WWl1FDb8OihErgCpyCGeWX/iuv8DgilVC9PdoCaoPSLgL/gOpj/4hTuo0A2cL6X7V5cR34+sAq4CLgKpzCDOQIoBX6IU/ZVSqnbcNM21+AUUeDtOw24RSmVA7wC3Oz9T8N9Fz6vzl8B2pN9HdAXOLaRdn4P913djJsmmuhdz+KUQoBzgGdwCjcP+Beus/6Td/4EYKu1Nr+hawVRiRuloZQaB7wB/M2TOQ/3cpEJnG+tXaOU2gRMBdYopYYBfQCfUmqktXaVd67QWrvcq/9J3DT3z3FK9gjgcaWUz1r7VJAcf8Ipk1uARE+eZcDgJuQ/2Fq7yVq7Wym1FPiZUuoz3HepgS7ARyFl5rDvXnU8ItUm06ZN+3LatGkvTps27bRp06adEPzX2pquvf8RMpIADgbWAl95x5fi3iyzgvL0xf0gL/COJxP0Ru2drwFOCirzJfD3oONPgUUhsiwDloSkLQYe8D4H3v5OD8mzAHja+5zn5bkm6PzhXtp1QWkTvbQxIeWOC3efvDw/wr2VJoRrdwNlbsMpxzLcCMZ6f6+G5NsAXBmSdryXtyduJFYNXBqS5yvqjyR2440evLQu3nd4akjZC4DdIfcjr4F2PIJbF1SNtDNYjs8BE5LnN95zkxL0DHwTkucx9h8NPAzMCXO9DXgjCdwLzfe8+3OPl/YCMDekzA+872Jw0L0y3ufLcR3wO8BVXtpLwMve5yFe2VEhdd5K0HPs3cOnwsg7GPf8NvYXPMrKAT7z6qvFjUpOD1PvmV6ejNBzHeEvGhPYQ4BjjTH+KMoIkTNZKVWGe+tJxf1Yfu6dOwRYboPmm62125RSq7xz9fDO/wf3w/tQKXUIblHzFyFZF4ccF3p/oWl9vM8He/8/C8nzGW7U0VDdgTq/CZPWhwZQSp2Fe/M+COiG64xScD/gSN5sA2zGvZUmAyfh3v733gulVDauE3lIKfVAsAje/4NwSjcFpxSC+RI3fRXMCmttWdDxIbipqteUUsHz+olAmnf9b3DTc0uVUh/gOvCZ1trNXt5ncNM5a7zzHwBv2pCRZMg1/y8kbTZuhDIMN40HblQTzFbg5KDjdNzUTjhuUUrdiLsvFjf1clvQ9T8Oc32Fe442eucf9NZspuCe+1rv8z9wjkVv9coe5pWdF7LEk4QbrQUzN1RQa23EfuY8eR7FjeIm4xTEWcC/lFInWmvnB2UP3Jt03EtIhyIaJfEZ7k1nflMZhQNiDm4KxQcUWGurQ86H2xqvGkgP8BhucTYbpyy+ttaGdgih0zy2gbSmjBzCyRJcj20kLWzdSqkjcdMuf8bt8N+FU3TP4TqlaKi11gbMQ1copfrjOtApITL8BvgkTPktuHWhYLkbI7SzCNQ/Dfg2TP5ia22dUuo03KjrJJzxwj1KqWnW2restYuUUkOA7+I6z0eAO5RSR1lrSxqQI1RWFSY9VMmEft87gGMIz99xnXkVkG+tDX2JbOheBdI/wi0Oj2Nfm2qBG70Xm37sUzQBmY7Bjcoau069zjqa6SZPlrOBftbawMvMIqXUsbhF/POCyvTCKaniJupul0SjJDYAs7z4Efu9aRpjbg1bQoiGyqBOLJRlwJVKqazAaEIp1RcYgVubaIiPcWsGV+Dm0G+MgZzLvP/H46YFAnwHt+AaS44Ddlprbw4kxNBO/z5gk1LqbGvta97IazMw0lob1keZtwehBjdiWh50KhKz02W4jnSotfadhjJZN38x1/u7Wyn1Hm4d4y3vfBnOoubfSqm7cYvXJ+AMGcJd8wRcRx7geNx007oIZA6wAPidUiolzKiluInn9oSQtBNwHfpyAGvtVqXUatx6SzrOCMKPU2bXAhuttQFZAy+og6y1b0Uhf4DTcSPJxgiMTjO8/6EjlDr2KdoAY4GFYRRkhyAaJZGBexCT2d8brBB/XsYNuf9PKXU97iF9ADctEDqdsBdrrVVKzcBZtNTgFo6bhbV2rVLqFeAfSqmf46YMfgGMwVkzxZJVQLZS6lLc2/1xuGmiZmOtLVZKPQXcqZR63Tqb9z8CTymldgOv495oRwOnWWt/bq0tV0o97pXZhhsRXOjlCV24Dr1emdep3+1NlXyA+/2NxVkv/d4zrZyKM1IoAIbj3rCfAvC++3zc9FAF8BNcpxVuZAJuBPamNx00E2d0chvwYCNTVOH4BNexH4lb54iU+4EFSqmHcBZhebhF7Je8t/UAH+PW3d6z1voAlFKzcff2hUAm6xa6nwaeUErdgJvmywAmAdnW2nsbEyaa6Sbgf7jv9Fml1C04q8CzcCM8HZJ3Ms7ysGPS2osi8ld/4bqBPCNxb+4BE9i3aMAENqRcFk5BPB6mzk+BJ0PSPgSeDUl7D3gx6Lgb+0xgq2nYBDbYlHWAlzY5KC3HSzupkXJ34Exxy732/4Sgxd2G2h0i/22EmIZ66YNxiuDSoLQf4jqfClzHsAi4Neh8wAS2BLc4/Q/cwu6SoDwNfp+4zjBgYrsLN834C+/cIV4bC737uhHX0QYWmX+Oe5su8Z6Br4EfNNZOXEe7wnsGtuIsFOuZwIaUuRnYEJL2DG6fRHDaBkJMYMO0N9gEdgfwT0IWeHFTcBa4NijtV17aeSF5E4EbcGbENcBO3DrHtKA89cod4O9yAq7z3+Hd78XAxSF5hnrP0MBY9glt6a9RL7Ba6zxjzAbv89CG8hljohm6Ci2IUupg3LD/MLv/YpsQI5RSHwO7rLVnt7Ys8cIzT50HHGIjM4XtFCil/oGzNgs1COkwNDXdtARn0wzORt9Sfz7O4tkhC20HpVQqbuPan4HZoiBig1JqLM5O/0vc4vn5uEXOjrvjlr3TjD/HmaGKksD5s8IZNMxobVniScTxJIT2hbcx7GncKOIc6zYmCc1EKTUGt6FrNM7aZiVuR/rrrSqYIMSJmCoJrXWJMaZbzCoUBEEQWpVYey6MuxMzQRAEoeWItZKQuat2gnIEXJS/ppSSdSWhRfCeufOazim0BTqsD/TOhNoXrCfwV6KUWqCUOr+RYo/ifM5chnMS92yoO2ul1Fil1AvKxQ2oUkqtV0o9rJTqEa7CWKOUukgptUopVa1crIKfRVBmrFLqbaXUTqVUqVLqdaVUXph8NygXt6NKuTgBJ9evbW/eKUqpOnUAAX28NlilVKFSKjnkXLbXtqgCLcUSpdSZSqkvlFLFysVMWKOUekkp1WrTxkH3LNzfYa0lVzBKqX5KKeP91kqUUv9SSjXoXsYrc7FS6hOl1A7v2Zzf2DOtlOrrPTf1gmp5z+TnSqk93nf3QbzujSiJjsUPcG4MDsVtnno+XOenlLoPtx/geOs8Zx6HUxT/DMl6KM4+/DKcr50rcT6Kmr0prymUUj/EbSJ7DBgPPIFrz2mNlMnBbfwqxu0sPg5nefehcp50A/muAW7HeQidiOcDSTmvpaF19sW5AfmgGc2pw7lbCfXvdDFu01yroJSagntOPsDdq3HA1bh9GKnNrLu5cTrqcM9y6F+oW5nA9RLCjYZVM2J5NNQGz6rpLZyl13dxfq5GAK83ca2pOK+4p+Oeu38BLyilftzANV4ijA8qpdQg7/qLcC5cjsf5lpqllMoIzd9sYrnpYtq0aaWtvfGjM/7RgPdUnO/7B0PSbsXt0M0LSe+HczD3YBPXOhvnNqFbnNv0Pzzvn0FprwCfNlLmMpxL5+SgtF7evbnYO1a4TWV3h5T9mvqbCBNwmwtvpIENeRG04yKcgpgOvBuUrrzv4ZbQ7w7nwfdZ3CauUpzb8uNDyj6B8xQccLFxN5AalOc2nNn6D3AWWOU4BTosKM/DwLwI2nCi92xUef9PJGjDWtDz9zP2xQp5IJKyjd2zJmQKtO/HXvt8uF3/zxImlgfOU8Q93ndfg3ML8tOQOi0RxKHAKQWLc+ESSDuEkM2iET4fbwKvhUn/E/Bu0P0aEHTuh15aZlDaWC9tfKx/i7EeSTT4lie0HMrF3j0X10GGxpqYbq0dYa3dEJJeYK0dZ61tKqpYd1zHFOpgLfj631FKlTXx924j5VNwb0jvhZx6DziqkfWTNNzuV19QWhWuozjeO84DchuoO3TKJ9CB39eQrFHwJHCSUirgYO5EXJyKV4MzeSOeT3D7k07DvXG+A3yg9oVbVbhd6D/FmeJegxuV3BRyzX44lyk/wznF64Eziw5QAByklDqiIaGVUrm4t9b5uJHldTgnfOG4F9fBjgX+HmXZAyEX56blIvZ5lQUXY2IKrjMdj3sG7sY5ubwGp0xeBF5USk0NqfNPuD0wh+LctKCU+lQp9WlQnmOB9TbIrNxauwy3ZyLaacPuuF3je1FKnejJeiHh13nn48VZ8UZK6bid/GtxCjOmRBN0aBDuBk6kftChEd7/L2IqnRAt7yul/LjOMhH3JhrWWd2B4E3n3A7803o+dhpgHs6lQWNUNnIuC/dshnNZnopTfuF8JX2Ii9w2XSl1l1fH/bgRQa6Xp19QXaF1B84FfqhX4vwq+Q9wxmIv1tpNyrn3vgT3O7oC55co9D78GOf25MdB9/gurzP7OS5Ghx/nOiPABuV2RF/F/sFvUnHBfXZ4bboXF+QpzVpbhfOjdCwwRylViHMR8gnOBUuRV8dVuE7sck+e5UqpmwjvUPBxa+2LgQOl1J1RlA0lUTnX+cH4rLXB62FpXvv2+oHyvie/l17mpXXBjRCutda+4mW9Wyl1OE4RBAcRet1a+7eQ624KOe5H/ecHQp6hplBu8f4onOIKpPXFKbCLrLXblfOYsB/W2s3eVKHBKeYE3Kj0ZFvfe3SzicbB3ys4LXUrjf/AhdbjYtxbxhBcZ3m73edBs1l4i3Lv46YM/tBYXmttJW4qIF6EtaKz1gYWt/+Ce6v2435w86nvzbPBepVSWV65S+w+N9GxYAbwN6XUP3HBk8ItNB6O82m1O0QxpRL0u1NKXY6bXsvDOblLov4aY35AQXhsxY1C+gCbrLUVwJnKLexPxr2B/wEXI+I71toVuDf0uSEvBQ29DIbOn0dTNpQ66r9ohH7v2+z+jgIDhMbyOAi3Oz40Bsps6j/L4eJQXNC0uA3KGBal1A9wL3CXWmsXBJ16CXjeWtvgGpj3W3wGt77xDK5tN+DCAhxurS2NQt4miUZJjAKOlqBDbZqt1rltXuNNN32llFpq9w8pGjWeZcUHuI7/HNtwqNFA/u/g5lMb43NrbUPTkztxU0Y5Iel9cY7idjVUqfem+Ir3Q6q21u5RzmPrl16WwEJxDvt7T+3LvrfDMbiRx5tBHXWCa5ry4aIBvtxE+8LxFs5t94vAAmvtElXf8ioB55DvR2HKV+CEmObVcyOuoyvBOcm7KyR/uDgRgWvsS3RTj8/iLNz+iLsvN+BeOsLFCWmoIwyN4RBN2XrYhl2QN3S9ptJDrx1OvkiCBhXgvMGGEvwMNYj323wWN8J6IeT0VFwAsuuDZAQ3WnzKWvtz4JcA1tpfhtS5CzcSfTKCNkRMNEriTZwv+E9iKYAQH6y1y5RSb+KmW0KtaiLGm8b4EBdT4NymFIRHs6abrLU1SqmvgVOA54NOnYoL6drkqMBaux1AKXUS7s15pndqA8730Cns/2Z5Kvvecr/GzasHcxXwfZxlymYOAGutTzlX1zfj5pDDMQ8X0rQk0IYwHI+LX/BQICGMsjkgrLW7vKmngDnnMuB8pVRi0H2PdN69OWVjyRrcy8UJ7IuHAu4+LgtbonH+C9yqlBpurV0N4K0XDaSJkZI3AvwbcKG1Npyb/9Dn7nDcOtIp7IskmIEbJQfjZ18cjpgSjZL4NfA/rfVa3KLZXowxl8RUKiFWBPz5H2ut/W+0hb350A9xU0y/BnoHvVnvaKizjtF0033Aq0qpubhF5e/h/PnvVXhKqR/hHBhOtdZu9dKuxs2t78Z1SH/BzbF/4slmlVL34+akV+A65YtwC5yXe3nKgaXBwiiltgM11tr90g+A6bjF24ZGQy/hgu28HfRW3xe3ELvCOh9Rq4BLvSmLpTjldVa0giilbsOtL76NU55dcYulY9i3wPxP4LfADOXCuuZSf8TSEM0pG1gDC2VXtPPu1toKpdRfcVH8duBMR6fhLL++G4Ecz3v1BKadAi9NLyqlfoXrmP+OC2s7O6jcR7jptj94x9fifpNXA7OD2ldjrS32rhH63GV5H1fZfd533wCuVUrdw77pphtxo6LmmGqHJRol8QxunnAFsibRLrDWLlRKfYgz/fvOAVSh2WefviXk3BBcxxIXrLWvK6Uuw60t3A+sxy3mBU9jdcfF2QjepDYJZx7Z3ZPvXq98cN0PexZUd+M64BXAmdba0HjfjaKUmowbWZ9orf00wnbVEmLNEnK+Sil1Ai5Q1DM4C6gduLnygEXW47g3zmdwv+G3cG0OXXBtitm4xflncNNvZTgFdJ619iVPnq1KqTNw5rKLgNW4F4aPwta4f1sOuCzO8CLcHpJphFiERcgfcW/aD+Pu6RpcOyORZVDwgWfI8H3gr7i2WNz06q+sZ4/qMYz9R52/wbXrMe8vwGzcmlBEWGtne1OOv8eNcH24+3taqNViLIjYwZ/WuhTINcbEdFFEENorSqlLcCOZkdba3a0tT0uilLI4C6IXm8wstGui2SfxDdA7XoIIQjvk+8DvO5uCEDoX0Uw3fQy8r7V+hvprEk+HLyIIHRdrbdTrAILQ3ohGSRyHs7MO9QVk2X8XZz201gNxVio5uHnBGcaYR7TW43Fzc11x88c/M8aUaK2/i5tHT8GZ8V1vjPk4ClkFQYgj1loJC9BJiFhJGGNObMZ1fMB1xpgFWutMYL7W+gOcPe/vjDGztdaXANfjXCHsBM4wxuRrrccAs3ChOAVBEIQWJOI1Ca31yVrrESFpI7y3/kYxxhQYYxZ4n0tx1iT9cZYpAVv1D3DO4zDGLDTGBMy9lgFpWutmeaUUBEEQoiea6aa/s89JWoAyL31E/ezh0Vrn4fw/zcHZeJ8J/Adn2jYwTJGzgYXGmHq20VrrK3A+cDDGTIpUBkEQBGE/Gpw+jEZJ9DHGhNotF1DfdUKDaK27Aq8B13hrD5cAf9Va34rbIFITkv8QnJ172IAwxpgZOH84ADY/Pz9cNrKysti5s0HT9A6PtF/a31nb35nbDpG1Pzc3t9Hz0ZjArtNaTwlJm4zb5NQkWutknIJ4yRgzE8AYs9IYc7I3Cvh/OFe3gfwDgH8DFxhj1oarUxAEQYgv0YwkbgNmaq2fwnXmw3AOwC5uqqDWWuGijK0wxjwUlN7HGLNda52A82fzmJfeA+cq4A/GmKjdSQiCIAixIRrrpv9orU/G+cP/Hm67+SnGmK8jKH4scD6wRGsdCD94EzBca321dzwT5x4AnJfDg4BbtNa3eGknG2MacngmCIIgxIGI3XK0A2RNogGk/dL+ztr+ztx2iGpNonkL194I4iJcHNdMXNzdZcAzxpiYex0UBEEQ2gZNLlxrra8FnsN5TZyOMzm9HefR8Tmt9W/iKqEgtAJ27Ur877yCXRvzkMGC0K6IZCRxPXCiMSb01zJTa/3/cK6SYxncXBBaFbt2Jf4HbwafD5uURMJ1d6KGjWptsQShVYjEBDYDF8krHIVAl9iJIwitj121BHw+sH6o87ljQeikRDKSeA14U2s9HecufA/QDRfJ62YOLACIILRZ1Mix2KQkqPNBYhJqZGhESUHoPESiJK7ErUE8hws/aHEr4QU4z65/ipt0gtAKqGGjSLjuTuyqJaiRYyOaarJrV0aVXxDaC00qCWNMDfAH4A/eJreuQJkxRgKtCB0WNWxUxJ29rGEIHZlovMCOAE7EBWQ/UWs9PG5SCUI7It5rGE1ZWokllhBPmhxJaK0HAf+HW4NYy741iWFa68XAucaYTXGVUhDaMPFcw2hqlCKjGCHeRLIm8QzwOTDVGFMRSNRaZwC3As/iRheC0CmJZg0j2rWLcKOU/ZREE+cFoblEoiSOBE7z1ib2Yowp91x8F8dFMkFoR0SyhnEgb/1NjVLEEkuIN5Eoic3A93EO+EI5HZCpJkGIgAN5629qlHIglliCEA2RKIlfAq9prX8LLGbfmsQEnC+ns+MnniB0HBp667fWolSD/tWaHKVEY4klCNESiQnsR1rrYcBZOKXQBxe29Dng38aYzutiURCiINxb/5zNpfx9biEKGNYrjSE90xjWK5WhPdPo2zW5UeUhCC1BRF5gjTFFwBNxlkUQOjyBt/7aOj/PzdvGm6t2MbRnKoN7pLJuVzULC4rwe977M1ISnNLomcrQXmkM7ZVG/8wUEhNEcQgtRzSR6eqhtU4E/miMmR4jeQShw1NQWsP9X+SztriK743sycUTs0lOdFuWqn1+Nu2pZm1xFeuKq1m3q4p3vt1Nrac5UhIVQ3q6kcbQXmkM7ZnG4B4pe8sLQqxplpLwyv8J50JcEIQm+O/GEh6dU4hScOPx/Tl6YOZ+51OTEhjeO53hvdP3pvn8li17qlm3q5p1xVWs21XF7A0lvLvaOT1ISoDTRvTkwgl9SE6UUYYQWyLZTPd0c8oLggA1dX6enr+dd1fvZkTvNH53XC59u6ZEVDYpQZHXM428nmlMGdodAL+1bCurZV1xFfPyy3lz5S6+3VnJ9cf1JzsjOZ5NEToZkXTyPwWeIvx+iMTYiiMIHY+tJTXc/8VW1u+q5oeje3H+hGySmrmukKAU/TJT6JeZwrGDuzEpN4O/fVXIte9u4LfH9OPQ3K4xkl7o7ESiJJYAs4wxb4Se0FqnATfGXCpB6CB8un4P/5xbSHJiArdMHsBh/ePTeR83uBt5PVO597OtTP9kCz8e2xs9JksWuYVmE4mSeJaGHQHW4tyIC4IQRLXPz4x52/hw7R4Ozk7nuuNyyeoS32mgAd1Suf/UPP45t5B/LSli5c4qfntMP7LielWho6OstTGrTGs9wBizJWYVRofNzw8fQC8rK4udOzvvdg5pf8u2f9Oeau7/fCub99Rw9iG9+em4ln2jt9bywdo9zPh6G93SErn7+weTk1zTdMEOiDz7Tbc/NzcXXIygsMTabm55jOsThHaDtZYP1+7munc3sKeqjj9NGcj5E7JbfMpHKcXJB/Xg3lMGk5SguOrVJby5sphYvhAKbYcXP13Je//+MG6u4mOtJGQCVOiUVNb6efjLAv72VSEjs9J5+HtDmNgvo1l1NjdOxLBeaTx0ah5H5/Xkyfnbue+LfCpq65olU7yR2BjRUbN6JW9uqmb96s34H7w5Lvct1ias8qoidDo27Krivi/yKSit4Sfjsph2SO9mjx5iFSeia2oi93x/NE989i0vLN7Bhl3V/P47ueT1TGuWfPFAYmNEz7Ll66hKHMqhxSvj5ipetmkKQjMoKK3h9+9vpKLWz/SpAzl3bGzWH2IZ7U4pxVmH9OaOqYOorK3j+lkb+XjdnmbLGGviHeGvI7Kg61CS/VUgG8MAACAASURBVLWM2bMubq7iRUkIwgHit5ZHvyogUSnuP2UwY/s2b3opGDVyLCQlQUJCzH78Y/p24S+nD2FEVjqPfFnA3+cUUFPnj4G0sSEebe7ozK9IYUzPZNLP0HEbecV6uknWJIROw6zVu1m6vZJfHZUT813O8YoT0TM9ielTBvLS4h28tryYNUVV/P47/cnJjGz3dzyR2BjRUVhaw9aSGk6b1IeEUdPidp2IlYQXrnQEkAmUAt8aY8pDsh0cQ9kEoc2yvayWZxfuYEJOF6Z6rjJiTbziRCQmKC6Y2IdR2ek8/GUBv313A1cflcOxg7rF/FrRIrExImd+vut+J8V5d30kvpt6AP/ExZOoYV/QoRSt9WvA1caY3QDGmM1xlFUQ2gTWWv4+pwCAq4/s125jPhwxIJO/nJbKfZ/nc9/n+UzOK+Pyw/vSNUW87bQH5ueX0S8zmdxu8R0FRrIm8TTgB0YbYzKNMQOMMd1wowa/d14QOg0frdvDosIKLpqYTZ+u7duZXt+uKdx7ymDOHdubzzaW8Ou317OoIHSCQGhrVPv8LNlWEfdRBEQ23fRdoK8xpiI40RizTmt9JVDYVAVa64HA80AOTrHMMMY8orUeDzwGdAU2AD8zxpRorXsDrwKHA88aY34ZRZsEIW4UVdTy9PztjOmTzinDe7S2ODEhKUHxk3HZHNa/Kw//r4A/fbyZ743owYUT+5CaJLYtbZFl2yuoqbNMyo2dsURDRPIEFAETGzg3gfDeYUPxAdcZY0YDRwFXa60PBp4EbjTGjAX+DVzv5a8CbgF+F0HdgtAiWGv559xCav2WXx7Vj4R2Os3UEMN7p/PQaXmcMaonb3+7m2ve2cCqnZWtLVbMsdZSVl3HuuIq5mwu5Z1vd1FQ2r7clszLLyclUXFIny5xv1YkI4mbgHe11m8Ai9m3JjEeOAO4sqkKjDEFQIH3uVRrvQLoD4wEPvOyfQDMAm7xFsS/0FofFF1zBCF+zN5Qwtdby7l0Uh/6tQFroHiQmpTAZZP6ckT/rvz1ywJufH8j5xziPMq2l4BG1lp2V9WxvbyWxcU7WFtYzI7yWnaU17K9zMf28loqffub/nZPTeTeUwa3m+91/tYyxvXt0iIjvSaVhDHmZa31YlxciWNxU0NlwDLgGGNMVP6atNZ5uJHJHGApcCbwH2AaMDDKuq4ArvDkJCsrvL/LpKSkBs91BqT9zW9/UXkNT85fw5h+mVx4zPB25YL7QNo/JSuLI4b355HZ6zBLt7NoWxW3nDKCob3jP70RDXsqa3l/1Q7W7CynsKSabaVVbCutpqZuf+cPmamJ9M1MY2DvDA7PSyWnWyo5mWnkZKZigev+s4w7ZufzuB5Hzy5tW1Fs3lVJYVktPz1sYJPfayye/Zh6gW0KrXVXYDZwlzFmptZ6FPBXoDfwBvBrY0zvoPwXAYdFuCYhXmAbQNrfvPZba7n3863M21rOw6fnMaB7agyliz/Nbf9Xm0v5x5xCKmr9nDchizNG9mpVJWmtZeXOSt5bvZv/biyl1m/pkZZIdkYyfTKS9/7vk5HMiAHZJNeW0SW5cYutlTsqueWjTQzqnsqdJw0iPbntrsW8ubKYJ+dv5/Ezhza5vyUWXmAPeDOd1noecLIxJpI1CbTWycBrwEvGmJkAxpiVwMne+RHA9w5UHkGIF//bVMqXm8u4YEJ2u1MQseCogZmMyk7nH3MKeWbBDuZuKeM3R/eLOPxqrKiorWP2+hLeW72bDburSU9K4KRh3Tl1eI8GfVFlZWWwM4J1lVHZ6fzuuFzu+Wwr93+xlZtOGNDs6IHxYl5+OQO6pbTYBshI9kk838Cpg4HHtNZVxpgLmqhD4UKgrjDGPBSU3scYs11rnQDcjLN0EoQ2Q0mVj8e/3sZBvdL44ehee9Pt2pWdamdwj7Qk/nB8fz5ZX8KMr7fx67c3cNmkPpw0rHvc94msK67ivdW7mb1hD1U+y9CeqVx9ZA7fGdwtpm/8Rw7I5MrDc/jH3EL+PqeQXx+V0+b2wFT5/CzbVsHpI1rOsi6SkcQ0YC7wEfsPSeqAjbj1iaY4FjgfWKK1XuSl3QQM11pf7R3PBJ4JFNBab2Dfpr0f4kYtEq9CaFGemLed8to6ph81cO8US2f1VqqUYsrQ7ozp04W/flXAo3MKmbOllKuP7EfP9Nh6+Kn2+fl8oxs1rC6qIiVRcXxeN04d3oODeqXFrfM+ZXgPiipr+b8lRfROT+K8Cdlxuc6BsqSwglq/bdEY5pF8s+OAR3Ejh+uMMVsBvD0S9xtjtjdVgTHmCxqe83qkgTJ5EcgmCHFjzuZSPttYwk/GZe03nRHOW2lnUBIB+nRNZvrUgby1ahcvLNrBr95ez3GDMunVJYne6Un06pJMr/QkeqUn0TUlIaoOfdOeamat3s0n6/ZQXutnYPcULj+sD5OHdG+xneA/GZtFcYWPV5YV0btLEqeN6Nki142E+fllpCUpDumT3mLXjMS6aTVwitb6XOBjrfUTwMNI7AihA1NWXcc/v97GkJ6pnHNI7/3OqZFjsUlJUOfrtN5KE5TizFG9mNgvgxlfb+OLjSWU1tT3KJuSqPYqjJ7pSfTukrT32CmVZLqlJrKgoJz3Vu9i2fZKkhLgmIHdOHVEDw7OTm/xKR+lFL84IofdVT5mzNtGz/QkjhqY2aIyhMNay/z8MsbnZJCc2HIL6xGPEY0x/9JavwNMBxbhHP0JQofkqQXb2VPl45bJ9RcwxVvpPgZ2T+WOkwYBbopoV6WPYu+vqGLf5+KKWtbvqmLeVh/VdeHfL3O6JnPhhGymDOtOj7RYO6iOjsQExe+O688tH27iwf/mM33KQEa3wMa1xthSUsP2ch9nH9KyZshRfRPGmBLgGq31BOAEoCQuUglCK7Igv4yP1+3hnEN6M6xXeKsZ8VZan9SkBHIyG7e6sdZS6fPvUyAVPnZV+sjrmcqEfhltahd7WlICN08ewI3vb+TO2Vu45+TBDGxF67b5+W75tyX8NQUTiXWTAi4HxgALjDHPGmMW4UYTgtChqKit49E5hQzolsK5Y3s3XUCICqUUXZIT6dI9sVU73EjpnpbEbVMGcsOsjdz+8WbuPWUwvbu0jlPH+VvLGdw9NeaxS5oikomtB4Dbcc75/qy1vj2+IglC6/Hsgh3sqvTx66P7tei8r9B26ds1hVtPHEhpjZ/pn2yhvKauxWWoqK1j+Y4KDm0Bh36hRPIr0MAJxhgNTMW55xCEDsc3heXMWrObM0f1YmRWy1mPCG2fYb3S+MPx/dm8p5o/f7aV2hYO+/pNYQU+P0zq3zaVRHdjzLcA3j6FXk3kF4R2R2Wtn0fnFJKbmcxPx3VeP1dCw0zol8Gvj+7Hkm0VPPxlAf4WdGk0P7+M9KQERme3/OJ5JAvXSms9hH37HBJDjjHGrIuHcILQUry4eAfby2q567uDJIaC0CCTh3SnuMLHc4t20Ct9O5dO6hv3a1prmb+1nAn9MlrFVUgkSiIDWMP+m+HWBn22gMQ7FNoty7dX8PaqXZw+smeL+OcX2jc/OrgXOyt9vLFyF1ldkvnB6PhOrmzcXU1Rpa9FAgyFI5LNdPJaJXRYaur8/O2rArIzkjl/fNtywSBETkv60lJKcemhfdhV6ePpBdvpmZ7E8Xnd4na9+fkunGxrLFpDM7zACkJHYObyYvJLa7l9ysA27R5aaJjW8KWVmKC49ph+lFT5eOTLfHqkJTIuJz6d+Pz8Mob0TG0109tI9kl83FQeY8yU2IgjCC1HYWkNry0r4thBmUzo17aC6QiR01q+tFISE/jDCQO4YdZGHp1TyKPfH0JKjM2my2vqWLGjkrMObr09O5GMJCYDq4CX8EKQCkJH4Mn520lQcMmkPq0titAMWtOXVteURK48vC+3fLSZ11cUo8fE1jJuUWE5fkurrUdAZEpiAnAh8HNcuNHngX8bY6riKZggxJO5W0r5emsZF07MJquVhvFCbGhtX1rjcjI4emBXXl1axJSh3WP6PM3fWk5GSkKr7ttpcmxkjPnGGHMdMBgXavRMYL3W+kmtdU68BRSEWFPt8/Pk/O0M7J7CmaNk209HQA0bRcLp01rNn9bFh/bBb+G5hTtiVqffWhbklzGxX0arhouNeALNGOM3xrwL/Al4BbgIGBonuQQhbsxcXsS2slquOKxvmw1RKbQv+nZN4Yeje/HZhhJWbK9wi+nvvIJdu/KA69ywq5pdVXUt7tAvlIism7TWPYGfABcAPYEXgIOMMRviJ5ogxJ6C0hpeW1bM8YO7xc0aReicnDOmNx+v28MT/9vEve/fQoKvtlnWVvM8r6+HtrJRRSTWTa8CxwCvA9cYY76Ku1SCEAestTwxbxuJCYqLDpU9EUJsSUtK4MKJ2Tz0vwI+zhrPSQVzm2VtNX9rOQf1SqNHjEPDRkskVz8L2AGcAXxfa10vgzFmUIzlEoSYM3dLGfPzy7nk0D6tZnMudGyOz+vGu0sKeGnIqRy9cwkZ1B2QtVVpdR3fFlXWi4rYGkSiJE6MuxSCEGfcYvU2BnVP4Xsj207MYqFjoZTismPz+N17G3h1yi+5eGL2AY0iFhY409fD+rfuegREpiR+bIy5Ku6SCEIceXVZEdvLfdx90iBZrBbiykG905g6rDtvrYOTs4cw4ADqmJ9fRmZqIgc1EBmxJYnEuum8uEshCHFk865KZi4vZnJeNw7pKw78hPhz/oRsUpMSeHr+9qjL+q1lYX45h7ay6WuASJRE60spCAeItZaHPl1LSqLiokNlZ7XQMvRIS+LcsVnMzy9n3tayqMquLa5iT3Vdqzn0CyWS6aYUrfX0xjIYY26NkTyCEFO+2lzG3E27uWxSH3q2oJVIS3olFdomp4/oyaw1u3lq/jbG52SQnBjZ+/b8reUoWt/0NUBEQYeAgY2cb7nwTIIQBVXeYvVBWV04fUTLLVa3hldSoe2RnOhcik//dAtvrSrmRxE66ZuXX8aIrDS6pbUNJ92RSFFljLk47pIIQox5ZWkROyt8TD99NIkJtS123dbySiq0PSb178phuRn835IiJg/p3uRodk+VjzVFVZzbhkLoypqE0CHZsqea11cUMWVoN8b3796i11Yjx0JSEiQktLhXUqHtcemkvtT6/bywqGm/TgsLyrG0rtfXUCIZSXwedykEIYZYa5kxbxupiQlcOKHlF6tb2yup0LbI7ZbCGSN78e8VxZw2ogfDezfs0XX+1nK6pyUyrA2YvgZoVElorYcCv/T+N4gxZl1MpRKEZvC/TaUsLqzgisP6tppLAzVslCgHYS96bG8+Wb+HJ+Zt456TB5Og6k/Q1PktCwvKOHxA17DnW4umfkFrcAvTjUlsgcSYSSQIzaCy1s9T87czpGcqpw7v0driCAIAXZITOX9CNn/7qpDPNpQweUj9KdDVRVWU1vg5tF/r77IOplElYYyRoL9Cu8Is3UlRpY8bvtO/TWxEEoQAU4Z2573Vu3lu4Q6OHJBZL6b6/PwyEhRMbCOmrwFaZCyutR6Ii2iXA/iBGcaYR7TW44HHgK7ABuBnxpgSr8wfgEuBOuDXxphZLSGr0H7ZvKea/6wo5qRh3RmV3XqRvAQhHAlKcflhfblh1kZeXVbE+RP290Q8P7+MUVnpdE1tWxMzTa1JvGeMOdX7/DkN7IkwxhzfxHV8wHXGmAVa60xgvtb6A+BJ4HfGmNla60uA64FbtNYHA+cChwC5wIda6xHGmLpoGid0Hqy1PP71NtKSE7hggrgBF9omI7PSmTykG697LzP9MlMA2FXpY21xNeeNbzumrwGaGkk8H/T5yQO9iDGmACjwPpdqrVcA/YGRwGdetg+AWcAtwA+AfxljqnGhUtcARwBfHqgMQsfm842lLNlWwZWH96V7G9mEJAjhuGBCNl9tLuWZBdu56QTn/m+BF2CotaPQhaOpNYmXgz4/F4sLaq3zgInAHGApLmb2f4Bp7NvZ3R8IDm60xUsLresK4ApPPrKywmvhpKSkBs91Bjp6+8trfDy7aB0j+2Tw06MOqrcW0dHb3xSduf1tse1ZwIVH+Hj8fxtZV57IEYN7snTuTnpnpHD48P6oGFo2xaL9Ub1yaa0vBs7HddhbgReMMc9EUb4r8Bouwl2JN8X0V631rcAbQI2XNdxdqjfVZYyZAcwInN+5c2fY62ZlZdHQuc5AR2//Mwu2U1xew++P68eu4qJ65zt6+5uiM7e/rbb9pEGp/OebZB76ZDUPnprHnA3FHD0ok6Ki+s9vc4ik/bm5uY2ej1hJaK3/iItx/SCwERgM3KC1zjXG3BVB+WScgnjJGDMTwBizEjjZOz8C+J6XfQv7+4saAORHKqvQefhqcylvrHTzuyOzZLFaaB+kJCZwyaF9uPuzrTzyZQHltf42tcs6mGhGEpcBk40xGwMJWutZuDWFRpWE1loBTwErjDEPBaX3McZs11onADfjLJ3AjSpe1lo/hFu4Hg7MjULWTkOd3/Le6t2kJCpyM1PIyUymV3pSTIesbZWvt5Rx/xdbOahXGpdMEjfgQvviiAFdmZDThf9uKiVRwfic9q8kMnCxroMpAiJ5fTsWN021RGu9yEu7CRiutb7aO54JPANgjFmmtTbAcpxl1NVi2RSeT9bvYca8bfulpSYq+mWmeH/JDO/no5uqoV8HUiAL8su45/Ot5PVI409TBtIluW2ZDQpCUyiluPSwvvzm7fWMzk4nI6VtPsPK2sg8fWutnwcygRuBTbjppruACmPM+XGTMHJsfn74Gam2Oi/ZXGrr/PzijXX0SE/id8fmUlBWS0FpDfmlNRSW1pBfWsu2shp8/n1lUhMVOZkp5GYm71Uk/bulMCorvd1sPltUUM6dn25hQPcU7pg6iMwm7Mo76vcfKZ25/e2h7XO2lJLdJZmhcfDXFMWaRIM//mhGEr8EHgUWA8m4N3wD/CqKOoQYMmvNbnZU+PjlUf3IyUwhJzOl3m7NOr/Fn5bJso3b9iqQgtJaNu+p4eut5fj87iVhTJ90rj02l6wuya3RlIhZsq2cu2ZvIbdbCtOnDGxSQQhCW+fIAZmtLUKjRKwkvJ3QF2itL8JZce00xvgbLyXEiyqfn1eWFjGmTzrjcxqO25yYoOjbLY3kfhlMCKNAdlbUsrCgnGcWbOeat9fzq6P7tdmHdtn2Cu74ZAt9uyYzferANhOURRA6Mk36ZtJaZ2itg3sXi9vs9het9blxk0xolLdX7WJ3VR3njc8+4DWGxARF364pnDq8Jw+dNoTsjGTunr2VGfO2UVPXtvT/ih0VTP9kC1kZydwxdRA9REEIQosQiQO/fwFnBR0/ANyDszr6q9b6ungIJjRMeU0dM5cXMSk3g9F9Gh5FREP/bincd8pgzhjVk7dX7eKGWRvZUlIdk7qby7c7K5n+yRZ6pidyx9SBLRqrWhA6O5EoicOANwG01inA5cA5xphpwPe9Y6EFeX1FMWU1fs4bH1sfRcmJCVw2qS83nzCAogofv31nAx+u3U2kxg3xYG1xFbd9spnM1ETumDqI3m18zUQQOhqRKIkuxpjd3ufDAJ8x5hMAY8xcoF+8hBPqs6fKxxsrd3HMoMy4WEMAHD6gKw+fnseIrHT+9lUhD/23gIralrdAXr+rils/2kSXpATunDqI7AxREILQ0kSiJPK11uO8zycTFM5Ua90DaBtzEp2EmcuLqanz89M4B0rv3SWZ26cM5Gfjs/hiUwnXvrOB1UWVcb1mMBt3V3PrR5tJTUrgzpMG0aerKAhBaA0iURIPAO9rrWfiXHn/I+jcKcA38RBMqE9RRS1vr9rF5CHdGNg9Ne7XS0xQ6DFZ3H3SIOr8lt/P2sjM5UX44zz9tHlPNbd8tInEBMWdUweR47lTFgSh5WlSSRhjngJ+DPwXOCUk+E8lcHucZBNCMEuLsFjOHduyXi1H9+nCw6cP4YgBmTy3cAfTP9nC7kpfXK61taSGWz7chALuPGkgud1EQQhCaxLxjutI0FovMcaMjVmF0dGhd1wXltZw1ZvrOPmgHlx5RE5UZWPVfmsts9bs5qn52+mSnMA1x+TW27xn167ErlqCGjkWNWxUVPUXlNbwxw824fNb7vzuIAbFaLTUEb7/5tCZ29+Z2w6x2XEd6xjWeTGuT/D415KdJCYopo3p3WoyKKU4dXhPHjg1j8zURG77eDPPLdy+d9e2XbsS/4M3Y19/yf1fuzLiureV1XDzh5uo8VumTx0YMwUhCELziLXBeevZSnZgNu2p5tP1JfxgdK82YQI6uEcqD56ax1PztzNzeTFLtlVweP+upKwuIC37UFJ91aTbWtKWriO922DSkhRpSQmkJSeQlpRASqIiIWgD4I7yWm7+cDOVPj93Th1EXs/4WG0JghA9siupHfDy4p2kJSVw9sG9WluUvaQmJXDVkTmM79eFx7/exsvf7AT6wYigfZdlwPsbw5ZPS1KkJjmlUV5Th7Vw+9SBcTPrFQThwBAl0cZZU1TFl5tLOXds7zbpq+jYQd04dlA36vyWKp+fyrWrqVyziurBI6nOGURVrZ+qOj/VPktlrZ9qn59Kn/tf5XNl6qzlh6N7Mby3BA0ShLZGrHud9uFruh3x0uIdZKYk8IPRbWcUEY7EBEVGSiIZo0fB6OgWrAVBaLvEeuH65zGur1OzfHsFCwrKOevg3hJURxCEVqFZSkJrnaS1fjpwbIx5ufkiCeDMTV/8ahM9VS2nJ4cGBBQEQWgZmjuSSAQujIUgwv4sXLCKZaVwzrdvk/xwdOakgiAIsaLJNQmt9ceNnJY5kDhgreWl1RVkV1VzUv4cUNZtUItyc5ogCEJziWTh+kjgz0BBmHPJwHExlUjgqy1lrKnrwtWb3yNZWUhMQo1srY3sgiB0ZiJREouAlcaYV0NPaK1T2d/hn9BM6vyWlxfvoH+3FKacdxbq2+EH5OJCEAQhFkSiJB4Gihs4VwtcHDtxhM83lrBpTw3XH5dL0uBucJAoB0EQWo8mlYQx5pVGzvmB5wLHWutjjTH/jZFsnQ6f3/L/vtnJkJ6pHDMos7XFEQRBiPk+iXdjXF+n4qO1eygsq+W88dn7+TZqj9i1K/G/84pYZQlCO0d2XLcRaur8/N+SnYzMSmdSbkbTBdowAW+w+HzYpCQSrrtT1lQEoZ0S65GEeIE9QN79djdFlT7OG5+Fau+jiFVLwOcD64c6nzsWBKFdEmslIRwAlbV+XltWxLicLozLad+jCMCZ6yYlQUKCmO8KQjun7bkV7YS8uaqYPdV1nDc+u7VFiQlq2CgSrrvzgCPUCYLQdpA1iVamvKaO15cXc8SArozM6jiustWwUaIcBKEDENPpJmOM2G1GyaKCcspr/fyojbsCFwShcxKJ76auwH3AscAy4BZjzNqg80uMMTLpfIAsLCgnIzmhQ40iBEHoOEQy3fQgMBC4DTgBmKu1PtsY86l3Pq+pCrTWA4HngRzAD8wwxjyitZ4APAakAT7gKmPMXK11T+BpYBhQBVxijFkaRbvaBdZaFhWUMy6nC4kJMlMnCELbI5LppjOAnxhj/m2MuQY4FzBa69OjuI4PuM4YMxo4Crhaa30wboRyuzFmAnCrdwxwE7DIGDMOuAB4JIprtRu2ltawo8LH+A5g0SQIQsckEiWRDlQHDowxHwBnAk9rracRwd4IY0yBMWaB97kUWAH098p287J1B/K9zwcDH3n5VwJ5Wuu+kTSoPbG4oAKAif1ESQiC0DaJZLppKXA88H4gwRjzldb6NJwbji7RXFBrnQdMBOYA1wCztNYP4BTWMV62xcBZwBda6yOAwcAAYFtIXVcAV3gykZWVFfaaSUlJDZ5rTZb9bzv9u6cxZkhuXK/TVtvfUkj7O2/7O3PbITbtj0RJ/BmoZ3pjjFmotT4J+G2kF/MWwV8DrjHGlGit7wSuNca8prXWwFPAScA9wCNa60XAEmAhbsoqVIYZwAzv0O7cuTPsdbOysmjoXGtRW2eZv3k3Jw7pFnfZ2mL7WxJpf+dtf2duO0TW/tzcxl9SI/EC+04j55YClwSOtdb/MMZcFS6v1joZpyBeMsbM9JIvBH7jfX4FeNKrtwTPBbnWWgHrvb8Ow7c7K6ny+ZkgU02CILRhYu2W47xwiV5H/xSwwhjzUNCpfJzFFMAUYLWXv4fWOsVLvwz4zFMcHYaFBeUkKBjbN6rZOkEQhBalpXZcHwucDyzxppDAWTBdjptWSsKZul7hnRsNPK+1rgOWA5fGWM5WZ1FhOSOz0slIkTDhgiC0XWKtJMJaOhljvqBhBTIpTP4vgeExlKtNUVJdx5qiKs4d13kX1ARBaB+IF9hW4JvCcixi+ioIQtsn1kpCtg1HwMKCcjJSEjioV1priyIIgtAosVYSL8a4vg7HXlccfcUVhyAIbZ9IHPxNaSqPMeZj7/8vYiFUS2PXrmyx2AdbS2vYWeFj2hiZahIEoe0TycL1UyHHA4HNQccWGBoziVqYlo7HvKigHJD1CEEQ2geRbKYbEnystd4VmtaeCRePuTlKoqlRyaKCcvplJtO3a0qY0oIgCG2LAzGBbdKhX3tCjRyLTUqCOl+z4zE3NSqprbMs2VbBiUO6x0J0QRCEuNPpY1zHMh5zU6OSVTsrqfJZmWoSBKHd0OmVBMQuHnNTo5K9rjhyxBWHIAjtg0ismz5n/ymmTK31Z8F5jDHHx1qw9khTo5JFBeWMykqnS7K44hAEoX0QyUjiyZDjUGsnIYiGRiUlVT7WFlfxE3HFIQhCOyIS66bnWkKQjs7iwgosiGtwQRDaFRGtSXihQwcaY+Z5x98HhgGfGmMWx1G+DsOiQnHFIQhC+yOSNYkzce42krTWnwKzgFO9svdqrbUx5o24StnO2eeKI0NccQiC0K6IxHfT7biQopNxymGlMeY0Y8x3cQGB/hg/8ToGW0ucKw4xfRUEob0RiZIYYoyZa4yZC1QDHwad+xcdrJQXaAAAF2RJREFUOO5DrFjoueKY0E9MXwVBaF9EoiRqtNaBfB8aY+qCziUBYs/ZBIsKyskVVxyCILRDIlESS4GDAYwxZ4ScmwysiLFMHYraOj9LtlWIVZMgCO2SSExgG3MVvh64KGbSdEBW7qykus6KkhAEoV3SLLccxphVwcda6xJjTLfmidSxWFRQQaKCsX1lPUIQhPaHhC+NMwsLyhkprjgEQWinxFpJdCg34s2lpMrHuuIqMX0VBKHdEmslIQQRcMUxXpSEIAjtFFEScURccQiC0N6RNYk4Ya1lYUE543PEFYcgCO2XWCuJ02JcX7tlS0kNReKKQxCEdk4kDv6ON8Z85n1OAK4HzsGNGl4H/hzYhW2M+SKOsrYrFnmuOMZLFDpBENoxkeyTeAsI7H24CfgJMN07vhnnluP22IvWvllYUE5uZoq44hAEoV0TiZIInlA/DzjbGLMMQGu9GKdEREkEUVvnZ+m2Ck4a1r21RREEQWgWkaxJBO996BVQEADGmJVA35hL1c5ZsUNccQiC0DGIZCTRRWv9mfc5XWs92BizEUBr3Qcoj5t07ZRFBeUkKhgjrjgEQWjnRKIkLg05Dp5+OhR4oakKtNYDgeeBHMAPzDDGPKK1ngA8BqQBPuAqY8xcrXV3XDS8QZ6MDxhjnolA1jbBosJyRmWLKw5BENo/kXiBfa6Rc+8B70VwHR9wnTFmgdY6E5ivtf4AuA+43Rjzrtb6dO94MnA1sNwYc4bWOhtYpbV+yRhTE8G1WpU9VT7WFVfz03FZrS2KIAhCs4l4n4TWumcD6QOaKmuMKTDGLPA+l+JiUPTHrXcELKe6A/neZwtkaq0V0BUoximaNk/AFYesRwiC0BGIZJ/ECOA/wEitdQFwrTHGBGVZzr6Ovkm01nnARGAOcA0wS2v9AE5hHeNlexR4A6c0MoEfG2P8Yeq6ArgCwBhDVlb4t/ekpKQGz8WalQuLyUxN4sgRA9rMTuuWbH9bRNrfedvfmdsOsWl/JGsSjwCvAH8BTgAe1VoPNcbc452PuCfUWncFXgOuMcaUaK3vxCmd17TWGngKOAk4BVgETAGGAR9orT83xpQE12eMmQHM8A7tzp07w143KyuLhs7FEmstX60vZlzfdHYVF8X9epHSUu1vq0j7O2/7O3PbIbL25+bmNno+kummw3HrBruMMa8DRwHna63vilRQAK11Mk5BvGSMmeklXwgEPr8CHOF9vhiYaYyxxpg1uAh4o6K5XjQs3VaBtc33cr65pIaiSp9MNQmC0GGIREn4cVM+ABhjtuAWl0/TWv81kot4awtPASuMMQ8FncrHjU7AjRpWe583AVO9sn2BkcC6SK4VLYsLy/njh5u4/ZMtbCtr3rp4wBXHhBxREoIgdAwimW76H/AjYK8JqjFmh9Z6CvA+EMlmgGOB84ElWutFXtpNwOXAI1rrJKAKb30BuAN4Vmu9BDed9XtjTFzGjGP6dOGySX14cfFOfvnWen46LoszR/U6oPWERQXl9O+WQp+uyXGQVBAEoeWJRElcD/QITTTG7NZaT8UpkEbxHP811OtOCpM/Hzg5AtmaTWKC4oxRvThqYCYz5m3j2YU7mL2hhKuPzGF47/SI66mt87NkWwXfPajerRIEQWi3RLJPYnUj50pxm+TaPdkZydx0fH++2lzG4/O2ccOsjXxvZE9+Ni6b9OSmZ+VW7Kikps4yUaaaBEHoQEQykgiYml4EHILbt1AGLAOeMcY8ETfpWhilFEcPymRcThdeWLSDt1bu4stNpVx5eA6HD+jaaNmFBeUkJYgrDkEQOhZNviJrre8FfgM8iVtcHgmc6B3/Rmv957hK2ApkpCRy5RE5/PnkQXRJTuDO2Vu47/+3d+dhclV1Gse/HToxIYQETARCWEKCAYYlyL48DgLDDqIDr0oEZBlccAEBZVFRgRlAQcEFCbtOAH+AOAMDCIqK8RlhDAIRAjMECQQSIoEEEoHYSc8f5xQUna6u26Squ6vq/TxPPZ177q1b59ynUufes/zO757jpdcqz+d7eP5SJo0eVuipw8ysURR5kjgW2Doi5nVJf1DSXcAjwBk1z9kAsPmY1bl4//HcOmshMXMhD81bylHbjmGfiaMY1PZWF8vi1zuY/dIbTNmmdSftmFlzKnLbW22Yz8CYVlwng1drQ1uO5tIDx7PJ2kO57IEXOPOeZ3hm8RtvHvPw/L8BeKlSM2s6RZ4krgLulXQR8DCwmBSGYxvgi0DT9En0ZOyaQzhnrw2496nFXPPgAk6+4y98eIt3c/iW7+ZP85YyYsggNllraH9n08yspoqMbvqypKdIs6C7dlxfGhGX1zeLA0dbWxt7TRjF9uuvwdUzFhB/Xsj0Oa+yZNlytl53+ICJ1WRmViuFRjfliqBlKoNqRg5t5+TdxvKBTUZy2QPzeeWN5W5qMrOmVCQKbNV+i+4itLaCyesN59IDxzPj+SXsOG5E9TeYmTWYIk8SHbx9netybXlfyy7B9q72Qey6YeFI6WZmDaVIJTG+7N9tpM7rreuTHTMzG0iKdFzPKd+WtLxrmpmZNSdPDzYzs4pcSZiZWUVFRjd9s0vSsK5pEfG1mubKzMwGhCId1xt02b6xmzQzM2tCRTquj+lpf5F5FGZm1pgKzbjujqStgKOAKcDYmuXIzMwGjF5VEpLGAEcAR5MC/E0nrTVhZmZNqEjH9WDgENLKdPsCTwI3ABsBh0fEgnpm0MzM+k+R/oQXSMH9ngB2jogtIuIcYFldc2ZmZv2uSCXxCDAK2AnYQdJa9c2SmZkNFEUivO4BTADuBk4F5ku6DRgODK5r7szMrF8VGr4aEXMi4pyI2BTYC5gHrAAelnRhPTPY1zpnP86KO26ic/bj/Z0VM7N+1+shsBExHZgu6fPAh0jDYJtC5+zHWXHRV6Cjg872dgadci5tEzbr72yZmfWbwpWEpDWAXYDRwF+B+yPiBtJIp6bQ+cRM6OiAzhWwvIPOJ2a6kjCzllaouUnSSaQmpjuAi4E7geclfbGOeetzbZO2gvZ2GDQIVmtP22ZmLaxqJSHpE8DpwHHA0IhYDxgKHA98SVKPYTsaSduEzVIT0wenuKnJzIxizU0nA0dHxC9KCRGxHPippEXAt4Fr6pS/Ptc2YTNXDmZmWZHmpgnALyvs+xWwSe2yY2ZmA0mRSuJVYP0K+9bP+83MrAkVaW76OfBDSYdFxOulREnDgB8At1Y7gaQNgB8D65LmV0yNiEskTQZ+ROrj6AA+ExEPSDqNFF22lMfNgTER8VLxopmZ2aoqUkmcTmpWelrSnaRRTusB+wNzgY8XOEcHcEpEPChpBDBD0j3AhcA3IuJOSQfk7T0i4lvAtwAkHQyc7ArCzKzvFQnLsZg0P+Is0h3/DvnvWcCuEbGowDnmRcSD+d+vArNITVWdwJr5sJHA8928/WM00VwMM7NG0tbZ2dmnHyhpY+A+YEtSRfELoI1UYe0aEXPKjl2d9LQysbsnCUknACcARMR2y5Z1H5i2vb2djo6O2hakgbj8Ln+rlr+Vyw7Fyj9kyBBIv8Hdn6Pah0j6WpVDOnPo8KryrO1bgJMi4hVJ55Kakm6RJOAqYO+ytxwM/L5SU1NETAWmlvLx4osvdvu5o0ePptK+VuDyu/ytWv5WLjsUK//YsT0vLFqkT2LTHvbtD6wFVK0k8uJFtwDTIuJnOflo3lrZ7ibgyi5v+yhuajIz6zdVK4mIOLJrmqSDSBXDAuDT1c4hqY30lDArIi4u2/U88I/Ab4A9gf8re8/IvK9Ix7iZmdVBb9e43hM4F1gH+Abw7xGxosBbdwOOBGZKeiinnQn8C3CJpHbgdXL/QvYh4O6IWNqbPNZL5+zHU8C/SVt5RraZtYxClYSkXYDzgPfmv1dEROHeoBxevFLHyHYV3nMtcG3Rz6iFShWBQ4ibWasq0nF9G7AzaQ7DQaQ7fiS9OXy24NPEgNZTReAQ4mbWqoqE5TgQeDdwASkEx9/LXh35b8PrriIocQhxM2tVRZqbxtc9FwNA26St6Gxvh+UdK1UEpRDi7pMws1ZTZHTTnGrHlEiaGRENeZtdrSJwCHEza0W9XuO6io1rfL4+5YrAzOztCi1f2gt9G+PDzMzqqtaVhJmZNRFXEmZmVlGtK4mKkQTNzKzxvONKQtJa3SR/chXyYmZmA0yRGddHAS9ExC/y9vakJUvHSnoSOCQingCIiOvrmVkzM+tbRYbAngIcVbY9Ffgl8G3gM6RlRg+pfdZ6r6e46NVipjc7l9/lb1WtXHZY9fIXaW7aEJgJIGkDYCvSetWPkta/3mmVclA7bZVekmb0tL/ZXy6/y9/feXDZB3z5KypSSXQAQ/K/dwUeL1sp7m/AsALnMDOzBlSkkvgtcJ6krYHPAbeV7dsMmF+PjJmZWf8rUkl8AdgW+D3pyeGCsn1HAnfVIV+1NrX6IU3N5W9trVz+Vi471KD8bZ2dqxZJQ9KgZlhPwszMVvaOA/xJ2oo06mkK0NrDB8zMmlRv17geAxwBHA1sA0wnNUf1G0lXk1bMWxARW+a0tYGfAhsDTwOKiJcltQGXAAeQms4+EREP9ke+ayWPOPsxsC6wApgaEZe0yjWQNBS4D3gX6ft8c0ScLWk8cCOwNvAgcGRELJP0LtL12g5YCHwkIp7ul8zXkKTVgD8Cz0XEQa1UfklPkxZEWw50RMT2rfL9B5A0CrgS2JIUZPVY4AlqVP6qfRKSBkv657yM6XOkWdW3AouAwyPipndWtJq5FtivS9rpwK8iYlPgV3kbYH9g0/w6Abisj/JYTx2kIcmbk5aZPVHSFrTONXgD2DMitgEmA/tJ2pnUd/adXP6XgePy8ccBL0fEROA7vL2PrZF9AZhVtt1q5f9AREyOiO3zdqt8/yH96N8VEZuRbt5nUcPyF+m4fgG4nFQz7RwRW0TEOcCyXhakLiLiPuClLskfBK7L/74OOLQs/ccR0RkRfwBGSVqvb3JaHxExr3QnEBGvkr4g69Mi1yCXY0neHJxfncCewM05vWv5S9flZmCvfHfVsCSNIy0zfGXebqOFyl9BS3z/Ja0JvB+4CiAilkXEImpY/iKVxCPAKNKkuR0qxGwaaNaJiHmQfkSB9+T09YFny46bm9OagqSNSSPR7qeFroGk1SQ9BCwA7gFmA4sioiMfUl7GN8uf9y8mreHeyL4LfInU3AipPK1U/k7gbkkzJJ2Q01rl+78J8FfgGkl/knSlpOHUsPxVK4mI2AOYANwNnArMz01Pw0l3bY2kuzumplgoSdIawC3ASRHxSg+HNt01iIjlETEZGAfsCGzezWGlMjZV+SWV+uNmlCX3VMamKn+2W0S8j9SUcqKk9/dwbLOVvx14H3BZRGwLLOWtpqXu9Lr8haLARsSciDgnt2/tBcwj3bU8LOnCIufoYy+UHqHy3wU5fS6wQdlx44Dn+zhvNSdpMKmCmBYRP8vJLXUNAPJj9m9IfTOjJJUGZpSX8c3y5/0jWbm5spHsBhySO29vJDUzfZfWKT8R8Xz+u4DUX7ojrfP9nwvMjYj78/bNpEqjZuXvdajwiJgeESeQRtN8jhTLaaD5T9IILPLf/yhLP0pSW+7cXFx6JGtUuT35KmBWRFxctqslroGkMXl0B5KGAXuT+mV+DRyWD+ta/tJ1OQy4NyIa9k4yIs6IiHERsTHwUVJ5ptAi5Zc0XNKI0r+BfYA/0yLf/4iYDzwraVJO2gt4jBqWv7dDYCeRhtS9lMOD35Bf/UbSDcAewGhJc4GzgfOBkHQc8AxweD78DtLQrydJw7+O6fMM195upJnvM3O7PMCZtM41WA+4Lg8BHQRERNwu6THgRknnAn8id+zlvz/JYe5fIv2wNqMv0xrlXwe4VRKk37PrI+IuSf9Da3z/Id2sT5M0BHiKVKZB1Kj8hWZc5zUlLiB1fpTatF4ATo+I6yq+0czMGlqReRJ7Az8grR8xkRT1dSJwEXCppH+qaw7NzKzfFGlu+jxwVkRcWpb2FPBtSa+TJvHcU4/MmZlZ/yrScb0DadREdwLYvsI+MzNrcEUqieF5aNlKcvrw2mbJzMwGikKjm/Iwy+4mYbTR2BNRzMysB0WeJNYgBZH7e4WXnySsZiQ9nQdLNPTnSJoi6e56nb8WJP1G0vH9nQ8b2Io8SYyvey7M+pGko0kDNDYFXgGuB84si31U6X1Pk8bpLy9LvjYiPhsR04Bp9cmxWd+pWklExJxK+/K0/qtJiw+ZNarVgZNIgRHHkGalnkqakFjNwRHxyzrmzaxfveOV6bLVSCvTuZKwWtpB0qWk2dQ/Bz5Nmp/zE1I04nbSmuufioi5kJpOgN+RYhdtDfw3cEREvJj3HwmcS2o+LQ9fQkSUx9R/TtI04AOrUgBJnwCOj4jd8/Y+wPdI4WymAf8A/CQiSuG9jwVOy/sfAE4o3aBJ6szX4BRgNOlJ57PAENKk1t0j4s/52DGkGbYbkZqDK16zLvn9OjAxIj6etzcG/gIMjogOSSNJ1+0AUty2a4CzI2J513NZc+l17CazPjAF2JcUffi9wFdI39VrSD9+GwKvAd/v8r4jSGEG3kP6AT0VIC/CdBkpfMlYUmjscT18/vuBR2tTFJA0mhR47Yz82U8Au5btP5QUSuXDpCeZ37FyuJuDSMPRtwEE7BsRbwA/Az5W/nHAb/PIwyLXrKjrSH2TE0nh6PcB3J/RAlb1ScKsHr4fEc8CSDoP+F5EfIUU6Zay9F93ed81EfG/eX8Ah+T0w4Db8wJVSPoq6U58JZKOIc39KfoD+HNJ5X0Xp0XEFV2OOQB4tBShNz8lnVq2/5PAv0XErLz/X4EzJW1U1tx7fo5yu0jSr0mr8N1FeqqYCpyVjzuCtEgYEbGQ6tesKknrkMJwj4qI14Clkr5DWtns8t6ezxpL1UoiPwZX0mjrSVhjKF8UZQ4wVtLqpOU29wNKC1+NkLRaWZPH/LL3/Y3UtATp6eHNc0bEUkkLu35ovqM/H9i71ExVwKEF+iS6fn5nDkZZshFwiaSLytLaSIvBlCqJSmW7Fxgmaad8zGRSuGwKXrMiNiL9X5+XA+lBekp5tuI7rGkUeZI4ssr++2qREbMy5fHuNyTFuz8FmATsFBHzJU0mRTctsvTmPMoWIso/nm9bjU3SfsAVwIERMXPVst/t57/ZvJXnHZU3dz0LnJdHRPVKRKzIT00fI/VP3J6XsYXeXbOlpA78knW75O8NYHS1EV/WfIqMblqlDjyzd+BESbeT7pjPBH4KjCC1qS+StDYpJHxRNwP3S9qd1Cn8Tcr64yTtSepM/lBEPFCbIrzNfwHfz08qtwOf4u0/wj8CzpH0UEQ8mjuJ94mImwqe/3pSB/9C3mp2gt5ds4eAL0vakLSk6RmlHRExL8/5uCg31S0hDY0fFxG/LZhHa1C97riWtIGkDUuvemTKWt71pOVyn8qvc0mrrQ0DXgT+QGqPLyQiHgVOzOedB7xMWqGr5KukFdrukLQkv+4sePrbyt6zRNKt3Xz+i6R4/heSfsi3AP5IujsnIm4lheK/UdIrpEVz9u9F+e4nPQmMBcrzXfiaRcQ9pMr4EWAGqTIrdxRpMMBjpOt3M2n0mTW5qutJSPoIaSTFsXn7NdKXpRSSQxFxSw+nMLMykgaRKqkpEdHrjmSzvlSkT+KTpCGIJa/zVqfZbsA3KBtBYWYrk7QvabLea6T5EG2ku3uzAa1IJbEZaWJSyZLSyAhJ00nj2M2aTm5OfazC7i0i4plenG4XUnNXqcnm0Dyc1GxAK9LctBRYO0/c6bpvKLAwIhzkz8ysCRXpuH6S1KzUnd2B2bXLjpmZDSRFKokrgB9J2rY8UdL7gB+SZnuamVkTqtrcBCDpe6QAY8+QZnWuR5oMdHlEdBvewMzMGl+hSgJA0qakCJujSWO97y3FyTEzs+ZUuJIwM7PW41DhZmZWkSsJMzOryJWEmZlV5ErCzMwqciVhZmYVuZIwM7OKXEmYmVlFriTMzKwiVxJmZlbR/wPchDzrwuSZigAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 9 8 7 6 5\n",
"-8.143e-20 x + 2.54e-16 x - 3.425e-13 x + 2.615e-10 x - 1.243e-07 x\n",
" 4 3 2\n",
" + 3.804e-05 x - 0.007476 x + 0.907 x - 61.47 x + 2057\n",
" Polynomial Power: 9\n"
]
},
{
"data": {
"image/png": "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