septum-mec/actions/theta-rhythmicity/data/20-theta-rhythmicity.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import expipe\n",
"import pathlib\n",
"import numpy as np\n",
"import spatial_maps.stats as stats\n",
"import septum_mec\n",
"import septum_mec.analysis.data_processing as dp\n",
"import septum_mec.analysis.registration\n",
"import head_direction.head as head\n",
"import spatial_maps as sp\n",
"import speed_cells.speed as spd\n",
"import re\n",
"import joblib\n",
"import multiprocessing\n",
"import shutil\n",
"import psutil\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"import statsmodels\n",
"import seaborn as sns\n",
"from distutils.dir_util import copy_tree\n",
"from neo import SpikeTrain\n",
"import scipy\n",
"from functools import reduce\n",
"from tqdm.notebook import tqdm_notebook as tqdm\n",
"tqdm.pandas()\n",
"\n",
"\n",
"from septum_mec.analysis.statistics import load_data_frames, make_paired_tables, make_statistics_table\n",
"\n",
"from spikewaveform.core import calculate_waveform_features_from_template, cluster_waveform_features\n",
"\n",
"from septum_mec.analysis.plotting import violinplot, despine"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"plt.rc('axes', titlesize=12)\n",
"plt.rcParams.update({\n",
" 'font.size': 12, \n",
" 'figure.figsize': (8, 4), \n",
" 'figure.dpi': 150\n",
"})\n",
"\n",
"output_path = pathlib.Path(\"output\") / (\"theta-rhythmicity\")\n",
"(output_path / \"statistics\").mkdir(exist_ok=True, parents=True)\n",
"(output_path / \"figures\").mkdir(exist_ok=True, parents=True)\n",
"output_path.mkdir(exist_ok=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"data_loader = dp.Data()\n",
"actions = data_loader.actions\n",
"project = data_loader.project"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of sessions above threshold 194\n",
"Number of animals 4\n",
"Number of individual gridcells 139\n",
"Number of gridcell recordings 230\n"
]
}
],
"source": [
"data, labels, colors, queries = load_data_frames()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"theta_action = actions['theta-rhythmicity']\n",
"theta_results = pd.read_csv(theta_action.data_path('results'))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"stim_action = actions['stimulus-response']\n",
"stim_results = pd.read_csv(stim_action.data_path('results'))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"data = data.drop(columns='theta_score').merge(theta_results, how='left')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"data = data.merge(stim_results, how='left')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"data['stim_strength'] = data.stim_p_max / data.theta_peak"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"keys = [\n",
" 'theta_score',\n",
" 'theta_bandpower',\n",
" 'theta_relpower',\n",
" 'theta_relpeak',\n",
" 'theta_peak',\n",
" 'theta_freq',\n",
" 'theta_half_width',\n",
" 'stim_bandpower',\n",
" 'stim_relpower',\n",
" 'stim_relpeak',\n",
" 'stim_half_width',\n",
" 'stim_p_max',\n",
" 'stim_strength',\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"results, labels = make_paired_tables(data, keys)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
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" <th></th>\n",
" <th>entity</th>\n",
" <th>unit_idnum</th>\n",
" <th>channel_group</th>\n",
" <th>date</th>\n",
" <th>Baseline I</th>\n",
" <th>11 Hz</th>\n",
" <th>Baseline II</th>\n",
" <th>30 Hz</th>\n",
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" <td>200619</td>\n",
" <td>1.032539</td>\n",
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" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <th>127</th>\n",
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" <tr>\n",
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" <td>937</td>\n",
" <td>7</td>\n",
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" <td>NaN</td>\n",
" <td>0.264037</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
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"</table>\n",
"<p>137 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" entity unit_idnum channel_group date Baseline I 11 Hz \\\n",
"51 1833 8 0 20719 1.248894 NaN \n",
"85 1833 13 0 20719 NaN 0.037071 \n",
"86 1833 14 0 20719 NaN 0.107253 \n",
"58 1833 23 0 200619 1.032539 NaN \n",
"127 1833 26 0 200619 NaN NaN \n",
".. ... ... ... ... ... ... \n",
"139 1849 835 4 150319 NaN NaN \n",
"43 1849 851 5 60319 2.999367 NaN \n",
"65 1849 932 7 280219 1.869360 NaN \n",
"74 1849 937 7 280219 NaN 0.264037 \n",
"105 1849 939 7 280219 NaN NaN \n",
"\n",
" Baseline II 30 Hz \n",
"51 NaN NaN \n",
"85 1.287301 0.176807 \n",
"86 1.573884 NaN \n",
"58 NaN NaN \n",
"127 0.851083 0.265955 \n",
".. ... ... \n",
"139 NaN 2.182959 \n",
"43 NaN NaN \n",
"65 NaN NaN \n",
"74 NaN NaN \n",
"105 2.499672 NaN \n",
"\n",
"[137 rows x 8 columns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results['gridcell']['theta_relpeak']"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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S9ayqrYGSeRoLpLpLRG7FIv6XYrmrv0n7euxlpLceH8GssDraI86fSGrzChBbQhbzxqRT1jOxwMbDsaIZr4vI5Vj8RD1mnZ+JpXEFuCJfvy9VnSUi12Hehc8CL4nIrzHX8CDgK2z6uXQnqC0dP8NiRcYCPxMr3HI9NgWxPZbGdBxmgW9i0apqk4h8E/MU9MUy3F2JfXetWJDgD7HlagDfjwX+qWqLiJyAPYDVAreIFTX5K5b2dTSWgjX2QLoS+36cEsQt68Iydty4cdOwm0jGP1V9+de//nVNr169wG7638AicmdhSvtcoO/AgQO5/vrreweR4/H+995774XV1fHg4TOAF4cPH/5y7PwXv/jF+I3t2WefXRzuO2LEiFEA22yzjaSTb+rUqeEEDSnbXHTRRbHKRdx8881PZvO+s/0LxgPg7LPPvqiDz/KOyy67jIaGhthneSp2s/w3ppB2BRg/fjyPPfbYNsGyuXj/008/PW5B3XHHHf8Jnwt/jqeccgqRSKQPFuj1DHZTPRuo23zzzbnjjjvq1SpvJcv3n5tuuqlus802A/sfPQHL/vY8ZlUdDLDtttvyyCOPDFbVhWne56d77713PHJ6q622IrCqwm1aDzjggPhSnqFDh6JWhWsTxRa41o/FlAFYkYnfYElQHsMeamKK+iqS8ljngTNotzInYkpyFvB3YAamIH8aat/VpWJpCeIY9qU97mAaVlFsFpZGdBz227olwxj/wB4uYgr9POyh6mlsGmZLTHGfq6p/Tur7HBbBvxzzMnwFe/CcBdxOu6JeCByYbk7cKX7K1rIWkf/BXFSnpEoDmEX/zYHzsQQkI7Gn0uewlIBdyrzUXaZNm8ZOO+3EbbfdxqxZs1iwYAGNjY3069eP0aNHs99++3HccccxcOAm3kkmTZrENddcwzXXXIOq0tbWRk1NDRs2bIgprYriyCOPZK+99uIvf/kLzzzzDAsWLGDdunX07duXiRMncuihh3L00UdTV9dRDYj0nHjiiey7775cf/31vPrqq7S0tDBq1CgOPvhgjjvuOAYMGJC275QpU3j00Ue57bbbePLJJ5k3bx7r1q1jyJAhTJgwgaOOOooDDjiA2trMmSOnTp3Kc89ZBss99tgj7bUee8ymTvffPzmZWSKB6/drYtXXvoFZ01tiy8gWYw8l16VKm5lrgvX8XxGR2zFvw27Yw8LHmML+JYlJWdIl9OmuHB8FyymnY1MJEzFPw1ystOZVWBrgTGP8TUSewYrfHIa5resxF/mTmJfitTR9HxORMZiX4Qgsqc1A7P3OwR4erk2VktUpHSLRaD48Q4UlKBn3ODbn2GllLVZa8DnMtbUey3s9EousbcUS9meah8r2OnPGjRs3+aGHHuq4sVMSnHfeedxzzz0APPvss2yxRUcri4qafGaZ6xFE5Gja14Qfo6p3Z2rvOMVK2bnBRWQqFiXZ5TrE2HzmWCzCdqSqfgareHMeZkFcmyo3t+M4PYOIXCoit4jI9ztoGg4gnJ22leMUOWWjrEWkXkQuwObOupxOL1D2+2EupK8F85WoapuqXoKVpKslTdUhx3F6hHrM7fwbEflMqgaBazq2RG52ptzbjlPslMWctYiMwwIytsLc1Odj6ztHdWG4GcHrfWkSB1yL3SS+ICINeUjpWTGsWrWKxYvT1fzInrFjx3ZrbtkpSW7EVj9UA4+KyFXY1NUKrMjH57HynA1Y6teO1qw7TlFTFsoam0/eCouAPF1VXwqW53SFWBnAZ9OcfwH75++DJSjItki9k8QTTzzBj370o26P8/jjjzNy5MgcSOSUCqr6ioiciiUJGkh6T9dKrN51ttW3HKcoKRc3+ELgcFXdU1XTliXsiCAZRix6NF0h92baE+FPSNXGcZz8EwR5TsIyc72CVYVrwaLS/4OtT56kqg8UTEjHyRFlYVkHuY7f7bBhxwyi/TP5JEO75ZiLPZ9FAjYh2tTC2utm0bZ0LX1OnULNVpsu0Soljj76aI4+Om8JpgrCxRdfzMUXX9wj12rbuJ6WFR/SsuZjWld/TMuapbStW0lb03qiTRuINm+gbeN6aG0mGm2DaBSibcF2G7Wbbc3mX/gp1f169GecU1R1Hlbn3XHKmrJQ1jkknLKwMUO72Dz1JikOUyEiyUXjY2TKabwJq8//B40PvgVA2/L1DLq6vBSdk5q2pg00LX6bpkVz2LjoTZoWzaFp0Zs0L3vfFHB3qKpiyPFX5EZQx3HyhivrRNLV3k1Hjy1Sb1vfROPf2wsrVW2W1XOCU0K0rl9N0xKlebHStFjZuGgOTR+9SfPSeRDNTx2WmoHD8zKukxkRGU36GulRbK59AZbc5XJVzeTpK0pEZAYWCLhIVUeGjj+Frbj5paqeXxjpMiMiM7F0tU+r6tTCSmO4sk4knOEouWpVmFjKr6yKO6jqtqmOBxb35GzGaHl7KbS2Pxv0+9Em9SecIiTa2kLrmqW0rF5ir2s+pnXNJ6Htpba96iNa1yzt/AWqqqnuP4Sa/kOp7r8F1X0HE6nrTVWv3kRqG6iqa4DqWiJV1RCpgkgVkSp7rR08ij47Ht7xNZx88wawOrRfg03JbYdV6zpFRD6nqq8XQjinOHBlnchaLH9wLzIXg49N8nXh7to1Wt5fEd+u3Xk4VX18qVKx0LZxHRsXvErTR2/RtOQdmpbMpWXZfFpWL6b100+676oGIjW9qNtyInUjJlE3fFt6jZhM3YhtqR0yxhSxU8qcoapPJR8MUh7fhBVOuUtEJgXlQUudE7ApRK+p3QlcWYdQ1TYRUWAHrGLNJohILZbNDCz3b4/Q9sm6+Hb10O4kZ3O6S/Oy+ayf8xiN816gcd6LbFz0BrR1dgYlNZH6vtQNE+qGjadu+GTqRkym14htqd1iDJFq/3etJFR1uYiciK0+mYCVOf1HYaXqPqq6oNAylCL+378pz2PKek/gzynO7459bo3YcpEeoW1Zu7KuGuy143uStqZG1r/5OOvfeIR1bzxC85LOP6NV1fejesBQqvsNoWbAEKr7DaF6wFBq+g2hesAQqvsPoW7IOKoHbkkkUvIpuZ0cESjsN7BKcNtRBsra6RqurDflTiz72ZdE5FxVXZF0/rTg9Y6ezF7WGlbWW/TtqctWLG3NG1n/xj/59IW/sfaV+4k2Zi7YFOnVh14jt6du2ATqthRqh4ylZtBwqgcMo2bAMKp6+QOW02VipdU2qZolIjXAccCXgV2w6bsWrFrXE8BvVXWTp0sRORj4DjAFmx9fjc2d3wlcr6pNKfr0B74HHI2V/qwC5gF3Y0Fwq7J5M6kCzEIBdx9jVdy+gZWujcX0vAH8EZgZlGrNi2zFTMUqaxHZGps3WZ/klnkcS1u4N3CviByrqh8HCVN+ABwPNAOX9KS8bSvaY9k8Ejx/NH30Nque/hNrnr2JtnUr07arHSb0nrgv9WN2p37M7tQNn+Rzx07OEZGxmEXdRpJVLSINWC37WF3TD4DXseqA44O/6SLyWVV9JdTvu8Dvgt2PgFexOJz9gr9jReQAVW0N9ZmIRaaPxlbNvIctYd0Wqxl+oogcoqrtS1a6RgSbp/86sAqbahyDPVRMAQQrqBT+HHpKtoJSscoauBn7YT4NTI0dVNWoiJwQHP8sMD9wQ40AhmHLKk5S1bd6Utjo+ub4tgeX5ZZoNMq62Q+x8h+Xs+Htp1K2idT3pc92B9F7u4Pos+2B1G4xukdlLEVG3nheb6AcfqxNC0+6OKuVH7lARKqxFKp7YdnZqjArdH5S0x9iinoZcJiqvhgaYzesjvWWwI+BY4PjA2k3NI5T1dtDfQ4C7sXuh8cCtwfH+wAPYMrwPuDbqvpRcG4YcD0WBHe/iOzYTY/jEOBrmJV8laq2ikg98CesJsPZIvKb2FK2HpatoFSysk6Lqs4TkZ2xfMNHAttjy7T+AVyqqk/2tEzR9e1eqUjv2gwtnWyJtrbw6Qt3suKhS2lauOmqmEhdA313mkbf3Y+lzw6H2jIoJytG3njeFcAZlEdK47aRN5535cKTLj4zT+M/KSKZzl8C/G+K4wdgFveFYUUNoKovisg1wM+x+1cMwZalrsRKAYf7PCIiF2ExO2E3+MmYa/llrCZ4a6jPEhE5FngLs+RnYPnau8PVqvr70DUaReRMzKtZg8UNPVQg2QpG2SprVR3dwfmpHZxfBpwV/BWc6IZ2y9qVdfeItrWy5rlbWHH/L2n+ZN4m5+tGbs/A/f+Hfnt+jereAwogYVlwOuWhqMHex+lAvpR18jrraqAfpoR6Ad8H+ojImUnKaJ9gdUq6tYExb0B43ux9bE57EDBTRH6rqvE636r6ixTjfDF4vT18/VCfDSJyF3A2MI3uK8RNcrkHgXafYJZ3OM9yT8tWMMpWWZcbYTd4pHc5eBZ7nmg0ytqX72X5//0vTR9tOovRZ+dpbHbYOdSP28sjsrvPHygfy7oVez/5It066zrMGvwD9rBQjZUFjaOqzSIySESmYMu7xgSvO2Nz1xD6DlR1qYhcgnkNTwBOEJElWKzOI8DDKUoDbxe8niIiR6V5D8OC14kdvtuOWZTmeMyFHdZbPS1bwXBlXSIkWNYNbll3lvX6DMvuOJfGeS8knqiqpt+U49jssHPoNXK71J2dTrPwpIvPHHnjeT/G56y7TBCR/UcR2RK4ADhVRC5S1Q8BRKQfFig2nfaIcTAX9svY0tJDUox7voi8hD0A7Isps+ODvxYRuR0rNRyz9mPupVjQWiZyUV1ok0j0JMJP0j0tW8FwZV0CRJtaoaU9cZG7wbOnZdViPrnjXD79z22JJyIR+u15PJt/4WfUDRmTurPTLQIF1+NKrgy5D1PW1ZjF/GHo+P6YxXklMAuYA7wTWNynkEJZA6jqPcA9wZKn/bCgssMw63M6pgSPDJqvC/anqeqDOX5v3aWYZcsprqxLgHBwGbhlnQ3RaJQ1/7qBT/56Nm2NictT++x8JIOP+YVb0k6pEE4xGgEI3N6xJVuHpwl6HZl8IFjuNR6IqOpsVV2DzRE/gEVanwdcBEwTkQGBda1YUNe2QEqFKCLjMaU5v4eLjhSzbDmlHOaTyp6wCxxcWXdE69oVfHTlMXx846kJirrXqF3Y6ifPMOJ797iidkqJWLWVKPBSsL1N6PxLJCEivbFkKZBolJ0KzAZuFZFUgRmPhrZjiQNiAV8nB8o++Vo1mJX/IrbUrCcpZtlyiivrEiC6saV9p6aKSK0n30hH05J3WPCLvVj38n3xY1V9BjHkhKvY+mezaBi/VwGlc5zsEZGIiByNBYMB3KWqC4PtcIKPnwZR4bF+k7EkIbE53HA0+J3YnPB2wOXBOuVYv8HAL4Pd50PZG68CFmPR6fcHCaVifbYIxpwUjNvTCrGYZcsp7gYvAaLN7SsSXFGnZ8O7s1h0+TTa1rVniO297QEMPfkGageNKKBkjpORK0VkddKxWizRx5Bg/yXaUx2jqq+IyJ1YmtGzgRki8j6WbjRmdT8KHAj0E5H+qrpGVReLyDeAW7HEI98UkfcwXTAWW4O9DPhm6ForReRIzIo9AHhfRN7E3POCLS9rwZKs9GgZz2KWLde4ZV0KNIemrGr9K0tF4wcvs+g3hyYo6s2/eCEjzv67K2qn2NkOS28c/tsBK9f7IHASMEVVlyf1+xrm1n4Ru5fviCmnB4AjVPUgIJZKeVqsk6r+BQsouwtL6TkZGAW8g81XT1LVOeELqep/Azl/DryGPUhMwnJ53wzsqqp3d+tT6CLFLFsuiURzUGvX6RoiMmfcuHGTH3rooYztmmZ/xIrj/gJA1ea9GfLMd3pCvJKhefkCFlywu9WOBiI1dQw9+Qb6Tzmug55OB/hic8cpEtwNXgqELesat6zDtDVt4KPfHx1X1FTXsOV37qTvztMyd3Qcxykh/M5fAvicdXqW3XkeG+e3lxUfOuM6V9SO45QdrqxLgRa3rFOx/q2nWPVYexbIgQeczoDPziicQI7jOHnC7/wlgFvWmxJtaeLjmd+K79eN2JbBX7m0gBI5juPkD1fWpUBIWePKGoBVj19N88fv2E6kimGn3EhVba/CCuU4jpMnXFmXANFwXnB3g9O6dgXL7/15fH/A/qdSP3rXAkrkOI6TX/zOXwq4ZdzTmUwAACAASURBVJ3AykevpG2D5ZCoahjA5l+4oLACOY7j5BlX1iVAgmVd4UlRWjesYdWjv4/vDzrk+9T036KAEjmO4+Sfyr7zlwphy7qmsi3r1U/+kbb1qwCoaujPwANOL7BEjuM4+ceVdQng0eBGtK2VVY9fHd8f8LnTqO5T0vXkHcdxssKVdSngucEBWDf7YVqWz7edqmoGHuBpVx3HqQwq985fQrhlbYSt6r67HOUFOhzHqRhcWZcA0YRo8Mr8yppXLGT9nEfj+wM/d1qG1o7jOOVFZd75S42EddaVaVl/OuuvEFSIq91iGxom7V9giRzHcXoOV9YlQKIbvPK+smg0ypp/3xrf77fXdCIRr97oOE7lUHl3/lIkXMijAuesmz58jaaFb8T3++95fAGlcRzH6XlcWZcACZZ1BaYb/fSle+Lb9WP2oG7Y+AJK4ziO0/NU3p2/FGmubMt67cv3xbf7fuboAkriOPlFRP5HRKIicnIn+30n6DejC9esCfpGRWR6Fu1PDtq2dPZaTtdxZV0CRFsqd+lW09J5NH34Wny/7y5HFVAax8kfIrIbcFkX+u0BXJJ7iZxiwpV1KRC2rKsr6ytb98r98e264ZPdBe6UJSIyFfgn0K+T/T4f9OuTB7GcIqKm0AI4HRNtDSnrmsqKgk5wgbtV7ZQZIlIPnAecD2TtNhORBuDHwV9lPcFXKP4llwJt0fhmpIIs65Y1n7Bh7rPxfVfWTjkhIuOAucDPgkPnA/Oz6CdBv/OBNuBHwKI8iekUCW5ZlwKtlekGX//63yFq771m0Ah6jd61wBI5Tk4ZCWwFzAJOV9WXROSULPptFfT9d9DvFREpaPk5EakBmrNs/mdV7VQAnePKujRobbesqaocN/i6Nx6Lb/fe/hAiVZXzoOJUBAuBw1X14U72WwAcqqr/yINMXSUKPJfh/GBAgu0OvQfOpriyLgGibaF0o9WVoayj0Sjr33w8vt9nuwMKKI3TFebOqO4N1BVajhzQNGFm6/pcD6qq7wLvdqHfXMwNXjSoaiuwT6pzItIPiM1nPQL8qqfkKidcWZcCLZXnBm9aNIfW1UtsJxKh96TPFVYgp1PMnVF9BXAG5REX0zZ3RvWVE2a2nlloQXqAW0TkllwNFrjH/wbsALwFfDlQ7E4ncWVdCrSF3eDlcO/rmPVz2q3qXlvvTHW/wQWUxukCp1MeihrsfZwOVIKyngt80kGbocC4LMe7CjgYWA4coaqruyFbRePKugSItoajwSvDDR4uh9l7W3eBlyB/oHws61bs/VQCv1DVWzM1CLKr/amjgUTkh8CpQBNwtKrOy42IlYkr61IgNGddCQFm0ZYm1uu/4vu9t/18AaVxusKEma1nzp1R/WN8zroiEZFjgYuC3f9RDf1DO13ClXUp0BJyg1dAIY8N780iunEdAJHaehrGp4xbcYqcQMG5kqswRGRP4GYgAlyiqjMLK1F5UP53/jIgIRq8AuasN7zd/hDeMH5vqurqCyiN4zjZIiJjgfuBeuBeLGGLkwPK/85fDoTXWVfAnPWGuc/Etxtk3wJK4jhOtojIZsDD2JrqV4HpqhrN3MvJFlfWpUBb5Szdira2sOG9WfH9hgnuAnecYkdEemGW9ATgA+AwVV1XUKHKDJ+zLgGiLZVjWW/8cDbRxrW2U11L/ZjdCyuQ4zjZ8D3gs8H2MuBPItIHqE3RtkVVp/aUYOWCK+tSoILmrDfMbc9YWD96V6p69S6gNI7jZEn/0PZnOmjrSVG6gCvrUqCC5qwT5qvH711ASRyn51HV0V3sN7Ib12zBIrezbX89cH3SsfOxKmBOnsiLmSYiw/IxbsUSzmBWxnPW0Wg0wbJuEJ+vdhzHgfxZ1gtE5J/AjcADqppt6TQnBdHWyijk0bz0PVrXfBzfd8vacRzHyJeZVg0cjiVw/0hErhCRnfJ0rfKntTIymG2Y+2x8u274ZKr7bl5AaRzHcYqHfCnrUdj8xTvA5sB3gZdE5GUROUNE/C7cGSrEDd743vPx7YbxexVQEsdxnOIiL3d+VV2oqr9S1YnAnsB1wCpgJ+AKYJGI/E1EDheR8tU+OSKxkEf5flyN816Ib/uSLcdxnHbyfudX1edV9TRgS+DLwINAG3AMlpZuoYhcLCIT8y1LyVIBbvC2jevZuPD1+L4ra8dxnHZ6zExT1SZVvUtVj8LS0X0fWIfVRj0HmCMi/xKRL/SUTCVDWFmXaYDZxvkvQ5stv4zU96VuxOQCS+Q4jlM89Og6axEZDXwNOBrYmfa1fbOBYcA+wN5BJPmxnq7OiIbnrMs0KcqG90Iu8NGfIVJVXUBpHMdxiou8K2sR6Q98Bfg6EFuLEwFWAH8BblDV2SJSDRwFXAUcDPwOODnf8pUE4TnrMi2R2TivPbjMXeCO4ziJ5EVZB4r3MExBHwH0whR0G/AYcANwr6o2xfqoaitwt4isBf4BfBFX1kYFzFk3znsxvl0/ZrcCSuI4jlN85MuyXowt2YpplnnATGCmqi7soO/bwaunQsWyeiUu3So/Zd2y+mNals+P79eP3aOA0jiO4xQf+VKIg4ENwP9hbu6nOtG3Hvgj8FIe5Co92hLLwZbj0q2wC7xm0AhqB40ooDSO4zjFR76U9beAv6rqp53tqKpzg/4OJBbxgLJMitI477/xbXeBO47jbEq+7vzDsHXUHSIiPxGRW/IkR+kTnq+Gspyz3jj/5fh2r9EdVddzHMepPPKlrC8AvpFl22OwYDInBdFN3ODlp6wb578S364ftXMBJXEcxylOuu0GF5FRwOdTnBoqIpkUdgTLIb4dsLa7cpQtyZZ1mbnBW1YtpnX1kvh+L1fWjuM4m5CLOeulwIXA8NCxKDAO+FMW/SPYci4nFW3lPWfd+EG7C7xm0AhqBgwtoDSO0zMECaLeT3M6CqwEFgB/By5X1U96SLScISIzsDLJi1R1ZOj4U8B+wC9V9fzCSJcZEZkJnAg8rapTsz2XT7qtrFV1g4j8EPhl6PAoYCOwJHUvwNZcrwVeAX7QXTnKlWhLomUdKbM5640hF7hb1U6F8gawOrRfAwzCvI47AaeIyOdU9fVUnZ3KICfR4Kp6G3BbbF9E2oAXVXXfXIxf0WxiWZeXsm78oH2FXq9RuxRQEscpGGekWt4alBK+CTgcuEtEJqlqW3K7EuQEoDewrNCClBL5Wrp1IebCcbpLmc9Zhy3r+tFuWTtODFVdLiInAouACcBBWHbHkkZVXTd0gXzVs75QVW/Mx9iVRnI0eDkt3WpZ8wktKz6M77tl7TiJqOpyzE0O5hZ3KpRcRIN/Ltj8t6o2Jh3LGlV9oruylCUtiXnBI5HyUdYbF7Rb1dX9tqDGM5c5Tipqg9dNkkyJSA1wHPBlYBcszXML8BHwBPDbINFUcr+Dge8AU7D58dXYQ8GdwPXhug2hPv2B72FVE8dhxt484G4sCG5VNm8mVYBZKODuY2BLbOnvqUCsVu4bWGbLmaqaZMHkTrZiJhdu8MewYLHJwNzQsU0+0AxEcyRL+ZFQHrN8FDXAxg9CwWWjdymrBxHHyQUiMhazqNtIcoGLSAPwELB/cOgD4HVgKDA++JsuIp9V1VdC/b6LVTUEU+qvYimi9wv+jhWRA4LiSrE+E7HI9NFAK/AellJ6W+CnwIkicoiqxmo7dJUINk//dWAVplPGYA8VUwABzkv6HHpKtoKSKwWZyp3emTuv36XTEZ6zLrPymI2hzGX17gIvO84968HeQF2h5cgBTZdefsT6nrpYULVwILAX8Gvs/vpLVZ2f1PSHmKJeBhymqi+GxtgNuA+zUn8MHBscHwhcEjQ7TlVvD/U5CLgXmBq0vz043gd4AFOG9wHfVtWPgnPDgOuxILj7RWRHVd3Qjbc/BPgaZiVfpaqtIlKPLQOeDpwtIr+JLWXrYdkKSi6Wbm2iQVIdc7pGeM7al205pcK5Zz14BXAG+cuS2JO0nXvWg1deevkRZ+Zp/CdFJNP5S4D/TXH8AMzivjCsqAFU9UURuQb4ObB96JRgxZJWAnck9XlERC4CdgDCbvCTMdfyy8AxYYtbVZeIyLHAW5glPwO4JtObyYKrVfX3oWs0isiZwPGYztod8ygUQraCUQ7/SOVNeM66jCLBW9etonnpe/H9+tFuWZcZp1M+95cq7P3kizeA50J/s4A5WK4KgO8Dvw8s7jiqug+meK9NM27MG9A7dOx9bE57EDBTRHZMGvMXqnqsqt4dOhxLB317WBmG+mwA7gp2p6V7k53ggRTXWA7EEsMMLKBsBaPH54mDeZYDgGrgX6q6oqdlKCnKdM5644ez49tVvQdSM3h04YRx8sEfKB/LuhV7P/ki3TrrOswa/AP2sFANfDvcRlWbRWSQiEzBlneNCV53xuauIfQdqOpSEbkE+Am23vkEEVkCPA48Ajysqsnrn2NR6KeIyFFp3sOw4HVih++2YxalOR5zYYf1Vk/LVjDypqxFZAT2g5ivqpcExyYBj2LzKADrROQUVb0jzTAVTzQ0Zx0poznrjR++Ft/utdWOHlxWZlx6+RFnnnvWgz/G56y7TBCR/UcR2RIrjnSqiFykqh8CiEg/LFBsOu0R42Au7Jex7JCHpBj3fBF5CXsA2BdTZscHfy0icjtwuqrGsqoNCF5jQWuZGNjB+WzYJBI9ifDNoqdlKxh5UdYisgXmyhkOPBg6dV1wLIotQ+gP3CIir6nqW/mQpeQpW8s6rKy3z9DSKVUCBdfjSq4MuQ9T1tWYxfxh6Pj+mMV5Je3u83cCi/sUUihrAFW9B7gnWPK0HxZUdhhmfU7HlOCRQfN1wf40VX1w09EKSjHLllPyZVl/DxgBvIOtjUNExgH7YC6lz6rqLBH5FRaGfxa2ps5JprU856xdWTtO1oTTGEYAArd3bMnW4ar6ZIp+I5MPBNOQ44GIqs5W1TXYHPEDWKT1ecBFwDQRGRBY14oFdW1LovEVHnc8pjTn93DRkWKWLafk6+5/GBbEcLCqxqL2Dg9en1PVWcH2z7C1dJ1OolIpRFtD0eBloqyjba00LXwjvt9rqx0ztHaciid274wCsWT624TOv0QSItIbS5YCiUbZqcBs4FYRSeWqezS0HQtoiwV8nRwo++Rr1WBW/ovYUrOepJhlyyn5uvuPAeaq6gehYwdiP7b4j0FVm7HoxOE4qWlNzGBWDjR//C7R5kbbiVRRN2LbwgrkOEWIiERE5Ggs9gfgLlVdGGyHE3z8VERqQ/0mY0lCYnO44WjwO7E54e2Ay4N1yrF+g2mvnvh8KPj3KmAxtkTqfhHZOtRni2DMScG4Pa0Qi1m2nJIvN3gD0BjbCZ5uYhW4nkpq25vOZTurLEKWdblU3ApHgtcOHU9Vr94ZWjtO2XOliKxOOlaLJfoYEuy/BJwWO6mqr4jInVia0bOBGSLyPpZuNGZ1P4oZSf1EpL+qrlHVxSLyDeBWbLrymyLyHqYLxmJLwZYB3wxda6WIHIlZsQcA74vIm5h7XoBemCf1uJ4u41nMsuWafFnWHwHbhJ729gX6YkFlMRd4LGJ8DF6hKy3RtrBlXR5u8I0ftv/P+Hy147AdsHfS3w7YOusHgZOAKcFa4zBfw9zaL2L38h0x5fQAcISqHkT7vTW+xlhV/4IFlN2FTUNOBkZhMUYXAZNUdU74Qqr630DOnwOvYQ8Sk7Bc3jcDuyatze4xilm2XBKJRnNv1IrIDcCJ2LKCmVgU+O7YwvXjgzZDsHR2+wHXqGo+kw4UJSIyZ9y4cZMfeuihtG0an3iXVaffA0DNhMEMvveknhIvbyy6/EjWzbb3vPnRP2fzI3/SQQ+nQJSHK8dxyoB8ucEvwXLLfi/4iwDNwXFE5LPYIvxqrNpLt+YSgmCKc4GvYi6gTzG30RWq+vcujDcam0vPxGxV3amzY3eacrSsF4Yt6x0KKInjOE5pkK961ooVSn8Rc+W8DhypqrH1Oh9hDwpvAHsnBaJ1iiBA4gkssnwMts5wXXD9h0XkZ10YNhaevILENIDhv1dSd80xLeU1Z926bhUty9tnPVxZO47jdEzeMpip6n+wkmapeB/YKaS8u8NVwB5YmbcjQ9l9vg7cAFwgIs+p6mOdGDOmrO9U1dMytswz4TnrSBlY1hsXtn/lVQ0DqNl86wytHcdxHChQ3l5VbcuFog5qvU7HIv+Ojynq4Bq3ABcHuxd0cuiYsi589GA4Grym9C3rxOCyHTzNqOM4ThbkvZBHMJ88ILhW2juzqnYlIvzr2Lz3c6r6Zorz1wLnA3uLyNaduEZMWb+RsVVPUGZz1k2hzGV1HgnuOI6TFfks5HEotsA+m/RU0S7Ksmfw+myqk6q6SETmY8sS9gNu6WhAEemLzX1DEVjW0ZZwBrPSt0IT04z6fLXjOE425KuQxz7A/ZibPRsN01UtNC54fS9Dmw8wZT0hyzF3COT5CNhCRH6AJc+vAeYCf1XV57okbVdoK58MZtG2VjYmpBl1Ze04jpMN+bKsz8Xc068BFwJv0V6LNJfEsvtkSs4eSyQwOMsxY56AQcCbtOfHBcsG9J1gHfm3gnSpHSIic9KcGtth54Q569J2gzcvfY9oU1CEKRKh18jtMndwHMdxgPwp672wdKMHq+rHeboGtOe8bczQJvaQkG1Oy5iyrseSuVwJvIvVfP06tkTsG9iStG+nGiCXlFM0eNgFXjtkHFW9+mRo7TiO48TIl7LuA8zJs6IGK7eZrQbLNlXbM8GYr6jqNaHjC4BfisgHWF7db4nIVclp+VKhqikrVQQW9+SMncsoN7inGXUcx+ka+VLW84GheRo7zFrMXV2foU2sbNr6bAYM8ub+JdP5INHKeOAoLAlL/iijetbhAh5eFtNxHCd78nX3/xswXEQ+n6fxYywLXjfP0CY2V700h9eNZS/bJmOrXBC2rEs8wMwta8dxnK6RL2V9EWZx3iwiR4lIrzxd563gdXSGNrFzc7MdVERqRaQ6Q5PY55ZVgFl3iLaFl26VrmXdun41Lcs+iO+7Ze04jpM9+XKDXw8sxMqW3Q20isgKrAB4KqKqOqoL13keOJL29dYJiMhIIJbP8t8dDSYig7BlYIOAYzDZU7Fz8JoqEUtuaS2PpVtNoeIdVfX9qBncla/bcRynMsmXqfZV4JBgO4I9FAwBRmb46wp/C16nioikOP+t4PXpbIqFqOpKYEmwOyNVGxH5Erbkqon0yjx3hJV1CS/dCrvA60Zu72lGHcdxOkG+LOseKbqsqu+IyG1YEfa7ReQoVX0XQESmAz8Mmv6/5L5BXvFaYLWqLg6duggrWD5NRC4CLlDVjUGfLwE3Bu0uVdWP8vG+wiS4wUvYsk4si+nz1Y7jOJ0hL8paVW/Kx7hp+C6wffD3toi8jrmxY37Wn6SpuPV40OYmQla0qt4iIjsAPwDOw5KgvINFt48Iml2PrbfOPwlLt0rYsg5nLhvpytpxHKcz5L2QR75R1eUisidwDvBlYBIW+PU08HtV7bSrWlXPEZF/Aqdj8+E7YLWtHwSuVdWHciV/h5TBnHU0Gk2Ys3bL2nEMERmPGQUHYomXVgCzgKtU9dEM/TbHihQdhU0jrgSewzx+szopw1TgyWB3m46mDEVkJnAiNr04tTPXcrpOXpV1EAU+A5gGTAQGqOoWIjIYuAy4LE21rE6hquuwMpgXdKLP6A7OPwZ0pgZ2XoiGlHWkROesW5YvoG3Dmvh+3QhPM+o4InIwcA+WC2I9FrC6BaaAjxKRX6vqOSn6DcUU89ig32uYwv4icKSInKqqN/TMu3B6irzd/UVkAjAbuBo4DKtktVlwehT2ZPZfETkqXzKUBW2lv846PF9ds9lWVPcZWEBpHKfwBAbLXzFFfTswXFV3UtURwPFYdsYfiMgxKbrfgSnqR4GRqvoZYDhmoVcD14rIpB54G04PkhdlLSIDgH9ila4WAL8hsTLWauBtLPPYnSLiplY6yiDdaFNCpS13gTsOcDIWW/MBMENVV8dOqOptwJ+C3W+FOwUu6/2w7I1fC1awoKptqnoJlgq5FvhJnuV3eph8WdZnYdbzg8CkwJUTWxJFELG9PXAv9sP6fp7kKHmiCXPWpekGD1vWdR5c5jgA72OW9dWx1SZJxKreJCckmBG83qeqy9iUa4PXL4hIQ4rzTomSrznro7Egr5NVNWVFLFVtFZFTgUOB/fMkR+kTnrMu0WjwhDSjXhbTcVDVOzB3djo+E7y+k3Q8lgDq2TT9XgBasGJKn8EKE+WdpCC1jjhJVWfmT5ryJF/KegxWdStjPm5VXSYiigWfOaloK203eLSliaYlGt/3ZVuOkx4RGQh8D8tV0QJcEjpXhd1bIXFaMY6qNovIIswin0APKWtsavO5DOfHAFsG2wvyL075kS9l3UZ7tauOqMJqQzupKPFCHk2L34bWFtuprqVuy1SJ5pxyZMnky3oDdYWWIwc0DXvznKyq9nWVIJDsQmAc0Av4EDhNVf8VajaI9nv2JxmGW44p68EZ2uQUVX0F2CfVORGZTHu655+r6hM9JVc5kS9l/S6wnYgMU9Ul6RqJyFZYPefZ6dpUOqW+dCshzeiWE4nUlMO92+mIJZMvuwI4gzyuOOlB2pZMvuzKYW+ec2Yer7E7EK57Pwg4QkT+paqfBsd6h86nnF4M2JCifba8nzpzc9cIlpk9DAwA7qQTy2udRPL1j3QP9iBwlYikNAeDNdh/xnKH358nOUqfhKVbpXffS0gz6vPVlcTplIeiBnsfp+f5GlcCfbElWDMwhfst4AkRiRlVrZ0cM9pxk034L+bOzvSXVblhEekNPIBZ+S8AJ6pqV2RyyJ9lfQXwDeALwPMicgdWyAMRORSrxnUyMB5YDPw+T3KUPuFo8BKcs05U1j5fXUH8gfKxrFux95M3VHVhsLkOuElEZgGvYkFi04GZ2HKtGPUZhotNQXbFdX9sJzKYZWpTBdwG7Ia59I9KF2zsZEe+coN/GijlB7Af266h0w8GrxFMUR8ZWyvobEqpF/IIr7Gu8zXWFcOwN885c8nky36Mz1l3CVVVEbkbK1I0lXZlvRGb0948Q/fYXHVWFnCe+C2WiW0ddo9POx3qZEfe0o2q6tsisiNwCpYGb1ts3mIdoJgiv0pVV+VLhrKgpXRLZLauW0nLioXxfbesK4tAwfWokisVRGQzYBtgfpr10gDzg9dhYIlPgtUzOwCj04xbi7nSAebmTOBOICJnYBHtbcDxqvpqIeQoN/KaG1xV1wO/C/6crlDCc9ZhF3hVwwBqNutq2XLHKTtexJYz/RC4NE2bWEKURaFjz2PKek8s5ieZ3bH7eiPwSk4k7QQiMg2bBgU4T1Xv62kZypWcK+sgcOyzmOtma8xdE8WqwryFLeZ/xgMNsiMhGrzE5qybPgynGd2BSKS05HecPPIIFkB2sohcrqrN4ZMiMhrzSIJ5IWPciXkrvyQi56rqiqRxTwte71DVDfQgIrIrlpWtCrhRVS/ryeuXOzlT1oH75XvYk+JmoVMRNo1K/EhELsLKTbbhpKeEC3kkphn1SHDHCXEZFqQ1HrhNRE6LucNFZGesuEcD8C8gbJ0+jkVk7w3cKyLHqurHQUDXD7AiIM2Ekqn0BCKyNfZQ0QerC/E/PXn9SiAnylpE+mN5vvfDlDPAGixJ/adYkMkAbI6mFhiBLVU4SkSODkpcOqko4TnrjeECHq6sHSeOqs4TkS9jKUe/BEwL5qPrscxjYHWtjwl7IVU1KiInAE9jHsz5IvIGdk8dhhlGJ6nqWz33bgCLlo9lKIsA9wdLt6pTtH1FVc/oMcnKhFxZ1ndibu9W4DrgOlV9PbmRiNRhcyqnYE+ABwC3YLnEnRRES3TOOhqN0hRetuWR4I6TgKo+GAThngMcBEzCAvKexapn3ZDsHg/6zQus758AR2JFkdYD/wAuVdVsc3Tnkv6h7YM6aNuST0HKlUg02r2pYxE5AktqsgaYpqpZ5aIVkf1od5scUKAfWEERkTnjxo2b/NBDD6Vts3z6bTS/bPElAy4+jIYjt03btpho/uQD3j9nbHx/7NUrqO49oIASOV2gtOZdHKeMyYWpNh1zvZyVraIGUNWngR9hN4TjcyBHeVKic9bh+eqazUe5onYcx+kGuVDWu2AL9W/tQt+ZmOt89xzIUZ4kZDArHTe4z1c7juPkjlzc/YcB81LNrXREEFg2D1vi5aQgGqq6VUpLt5o+fC2+7fPVjuM43SMXyroBq2XaVVZi89ZOKsKWdQkFmIUt6zrPXOY4jtMtcnH3r6bz1WDCNOdIjvIkPGddIku32po30rRE4/tuWTuO43SP0rj7VzAJGcxKJMCsefHb0BY8v1XXUjd0QuYOjuM4TkZcWRc7oTnrUimRuTE0X103fBKRmtoCSuM4jlP65CopygAR2berfXMkQ3nSVnpz1omR4O4CdxzH6S65UtbbARWX1KQniLaEosFLZM56o2cucxzHySm5Utbd9c96Ba50JFjWpecGd8vacRyn++RCWW+TgzGcdJTYnHXL6o9pXbU4vt9r1M4FlMZxHKc86LayVtX5uRDESUOJFfLY+OHs+Hb1gGHUDBhaQGkcx3HKg+K/+1c40VCJzFLIYLZxQbuy7rX1jgWUxHEcp3xwZV3stJVWbvCNC16Nb/faypW14zhOLij+u3+lkzBnXfxfl1vWjuM4uaf47/4VTkIGsyJ3g7dtXE/T4vY0o/Vb71RAaRzHccoHV9bFTgmVyNy46A2ImryRugZqh40vsESO4zjlQXHf/SucaDSa6AYv8qQoCfPVI3cgUlVdQGkcx3HKh+K++1c6bYm5Yoq9kIfPVzuO4+QHV9bFTGtSYreit6xdWTuO4+SD4r77Vzrh+Woo6nSj0bbWxDSjHlzmOI6TM1xZFzHRJGUdKeIAs+al7xHduM52IhEv4OE4jpNDivfu72zqBi9iZR0OLqsdOoGqXn0KKI3jOE55Ubx3f2dTN3gR9CaBqQAAGdhJREFUr7Nu/OCV+HavrXcooCSO4zjlhyvrIqaU3OAbP3gpvl0/+jMFlMRxHKf8KN67v1MybvBoNErj+/+N79dv48racRwnlxTn3d8xSsQN3rz0Pdo2rI7v9xq9SwGlcRzHKT9cWRcxCW7wqgiRSHEq68b3X4xv1w4Tqhv6F1Aax3Gc8sOVdTETzmBWxGusN74fmq/eZtcCSuI4jlOeuLIuZlpClnURZy9r9OAyx3GcvFK8GsBJLI9ZpJZ1tK2Vxvkvx/frx7iydhzHyTWurIuZEqi41bRkLtHGtbYTqfI0o47jOHmgODWAYyQEmBXnV7UxFFxWN2KyZy5zHMfJA8WpARwAoqEAs0iRLtvaMK9dWdeP9uAyx3GcfODKupgJB5gVaUKUxnf+Hd+uHzelgJI4juOUL8WpARwjvHSrCJV124ZPE8piNozbq4DSOI7jlC/FpwGcONGQZV2MbvDG91+AqMlY1TCAuuGTCyyR4zhOeeLKuphpK243+IYkF3ikSIPgHMdxSh2/uxYzLWE3ePFZ1mFl7S5wx3Gc/OHKuohJSIpSZJZ1tK2NxvdmxfcbxruydhzHyRfFpQGcRNoSC3kUE02L5tC2YY3tRKqoH7N7YQVyHMcpY1xZFzMtxZvBbMO77S7wXlvvSFV93wJK4ziOU94UlwZwEoi2hXODF9dXtUGfiW/7fLXjOE5+KS4N4CQSTopSWzxfVTQaZf1bT8b3GybuV0BpHMdxyp/i0QDOJkSbW+PbkdrqAkqSSNPit2ldvSS+33vS1MIJ4ziOUwG4si5mQsqaIlLWG95st6p7bb0T1X03L6A0juM45Y8r6yIm2hyasy4iN/j6t56Ib/eetH8BJXEcx6kMikcDOJtShJZ1tLWF9W8/Fd9vcGXtOI6Td1xZFzGJlnVxKOvG92bRtm6l7VTX0lv2LaxAjuM4FYAr6yImmmBZF8dXte61v8e3e0/cl6qGfgWUxnEcpzIoDg3gpKYIo8HXzn44vt1nh8MKKInjOE7l4Mq6iEkokVkEGcyaVyykKVS/us+Orqwdx3F6gsJrACc9RRZgtvale+PbtUPHUTdsQgGlcRzHqRxcWRcxxZYUZe2Lf4tv9931iwWUxHEcp7JwZV3MNIfTjRZWWTevXMSGuc/G9/vtfmwBpXEcx6ksXFkXMdGWkGVd4DnrtS/cFd+uHTKWXqN2KaA0juM4lYUr62KmSCzraDTK6mdnxvf77vYlIpHiqq/tOI5TzriyLmKiTS3x7UKmG218/8WEKPABe59QMFkcx3EqEVfWRUx0Q3N8O9JQWzA5Vj/1p/h2g+xL3fCJBZPFcRynEnFlXcREG0OWdYGUdcuaT/h01u3x/QH7nVwQORzHcSoZV9ZFTHR94S3rVY/8jmjTegCq+21B388cUxA5HMdxKhlX1kVMtDGkrOt7Xlm3rlvFqseviu8POvgsqurqe1wOx3GcSqem0ALkAhHpDZwLfBXYBvgUeAm4QlX/nqlvhjG3Bn4KHAIMAT4BHgcuUtW3ciF3RxR6znr5fT+nbcMaAKp6D2TA50/rcRkcx3GcMrCsRaQP8ATwM2AMMAdYBxwEPCwiP+vCmAK8DHwT6AvMBuqBrwMvi8jBuZE+M9EN4Tnrnn2u2vjha6x67A/x/UGHnE11Q/8elcFxHMcxSl5ZA1cBewCvAmNVdRdVHQWcALQAF4jIAdkOJiI1wIPA5sAtwJaquhuwJfAHTGnfLiKb5/ZtJBKNRhMt6x50g7c1bWDJH2dAmyVlqR0ylkGHfL/Hru84juMkUtLKWkTGAtOBNuB4Vf0wdk5VbwEuDnYv6MSw04FxwALgZFXdEIzXBHwXeAYYCJzVXfkzEV3fnFgis3+vfF6u/bptbSy96TQ2fjg7fmzI9N/5XLXjOE4BKWlljbmlq4H/qOqbKc5fG7zuHcxBZ8OM4PWWQEHHUdUocF2we1wnZe0U0VUbEvarBjbk83J2zbZWlt78HdY8d0v82MADv0ufHQ7N+7Udx3Gc9JS6st4zeH021UlVXQTMD3b362gwEakCds80JvBc8DpGRLbKUs5O0xZS1pG+dXmvutW09D0WXnIgq5/6Y/xYw4R92OIrl+T1uo7jOE7HlHo0+Ljg9b0MbT4ARgHZFF8eAcRM2HRjfgi0Yhb9hGA/57R+vDa+XbVZ73xcgtZ1K9nwzr/59Pnb+fSFO6G1PaCtftxeDD/rASI1dXm5tuM4jpM9pa6shwSvn2Roszx4HdyJ8dKOqaqtIrIa2CzLMbtE06z58e3qrQd1vv/Seaz97920bVhNtHkj0Rb7a9uwhpaVH9GyciHNn7yfsm+/Pb7C0BnXUdXQr8vyO47jOLmj1JV1zORszNAm5k/OxjwNt8nVmIjInDSnJi5YsIDDDz884WC0uZXW+Svj+1WvNVB1+I3ZXCoYIErTx+8QbW3uoGGiFz9SU0d1vyFUf7IaHvxq9tdzypJ33333flU9stByOI5T+sq6lezn3aNZjtcZshkzE21NTU3r3n333VSu9LHB63usXAUrU7TISBXQhQjyTz8hs6PCyUD7d+Y4jpNDSl1ZrwUGYWuf0xGbg16f5Xgx6klvXXdmTFR122zahYlZ413p6xQG/84cx8kXpR4Nvix4zZSgJDavvLQT46UdM0iaMqATYzqO4zhOtyh1ZR3L0T06Q5vYubkdDaaqHwGrOxhzKywSPKsxHcdxHKe7lLqyfj543TPVSREZCcSSofw7yzFfyDQmsFfwOj9Q7o7jOI6TV0pdWf8teJ0aFN9I5lvB69Oq+kGWY94ZvJ4kIqkWGcfGnJnleI7jOI7TLUpaWavqO8BtmFv6bhGJJUlBRKYDPwx2/19yXxEZKyITRWTLpFO3YtG8Y4DbRKRf0L5ORH4P7IO5yq/M9ftxHMdxnFREotHurj4qLEH1qyeB7bGlV69jEeKjgiY/UdVfpej3QdDmJlWdkXRuN+BRLJBsLfA2prw3A5qAQ1T1ydy/G8dxHMfZlJK2rAFUdTk2v3whFvA1CYvkfho4JpWizmLMF4EdgT8Dq4LtNuD/gD1cUTuO4zg9Sclb1o7jOI5T7pS8Ze04juM45Y4ra8dxHMcpclxZO47jOE6R48racRzHcYocV9aO4ziOU+SUetWtkkBEegPnAl8FtgE+BV4CrlDVv3dxzK2Bn8L/b+/Oo6wozzyOf3FBQDG4REXFqIgPShxxQQ1odDQaNFF0NBGiUcmoY87M6JCj4znJzLhFkzFxX8bERFxwwz0kOZoZdYy4My4jGh5xARUTF8YNBVHo+eN5y66+1F2avpcuun+fczjV91bVU2/davq571vv+xZjgQ2I51reC/zE3f9Ua1+pr0XXbBfgJGAPYCPiuejPAzcCV7j74iYUXUR6IA3dajEzW5NIorsCnwIziXHg2Zzlp7v7GZ2MacBDKc77wGzaJ21ZBBzs7vc05QR6oRZds5OA84nWrIXENVsf2Dht8hiwn7t/0OUTEJEeR83grXcZ8Uf/aWCou+/o7l8CjgI+A043s681Giw9ovO3RPK4Dhjs7qOAwcClxHO4b0ozu8nyafY1GwNcQPx/OxdYx923d/dNgL2BN9LxftHc0xCRnkLJuoXMbChwJDH72RHu/lq2zt2vA36aXp7eibBHAlsBrwLHuvvCFG8xcCLwIDAImNTV8vdGLbpmpwB9gGnufqq7f5KLeT9wdHo53syGdKH4ItJDKVm31neJh4w84u7PF6y/Ii3HpHvQjTgmLa+rvMfp7m20184mdLKsElpxzf46LW+ssv5e4p44wM4NxhSRXkTJurWyZ2JPL1rp7vOAuenlnvWCmdkqwC61YhL3sgG2VC1tubTimh0OHE+0ehTpk/t51caKKSK9iXqDt1b2yM6Xamwzh3j619YNxNsE6F8n5mvE08dWTTFfq7KdFGvqNXP3pcDddTYbCwxMPz9XL6aI9D6qWbfWBmn5do1t5qfl+p2IVzWmuy8heog3GlM6avY1q8nM1iJ6iQPM0LA7ESmiZN1aA9JyUY1tFlZs20i8ZsaUjpp9zaoys77AVMCI1pB/6ko8Eem5lKxba0kntm1kwHtn4jUaUzpq9jUrZGb9gTuA/dNb/+zuD9XYRUR6MSXr1lqQlv1qbJPdg/64E/GaGVM6avY1W4aZbQDcBxyQ3jrT3c+vsYuI9HJK1q31TlrWmqAku+/5VifiVY2ZJk35QidiSkfNvmYdmNk2xGxluxE18x+4+2mdjSMivYuSdWtlnYU2r7FNtu6FesHc/Q3aO49VizmE9uE/dWPKMpp6zfLMbC/g4bT/IuDb7n5Bp0onIr2SknVrPZaWXylaaWab0j7f9MMNxny8VkxgdFrOTcldOqcV1wwz2xP4PTG73Hxgb3e/tQvlFJFeRMm6tW5Jy73SwzcqnZCWD7j7nAZjTk3Liak3cbWYVzcYTzpq+jUzsy2Au4h73a8DY9z9ka4WVER6DyXrFnL32cANRLP07WaWTbiBmR0JnJpe/rhyXzMbambDzWxwxaopxIQdWwI3mNnAtH1fM7sY2J1oKr+k2efTG7Tomv2K6EewEPiGu3tLCi8iPZYekdli6elX9wPbEcOCngXWIWbAAviRu59TsN+ctM017n5MxbpRwH8SCWABMIv2R2QuBsamB0TIcmjmNTOznYEn0ibziWtVy9nL+7xsEem5VLNuMXefT9z/PIPokLQN0dP4AeDQoj/6DcR8Atge+DXwXvp5KXAbsKsSddc0+Zrl5w9fDxhT59+GXS2/iPQ8qlmLiIiUnGrWIiIiJadkLSIiUnJK1iIiIiWnZC0iIlJyStYiIiIlp2QtIiJSckrWIiIiJadkLSIiUnJK1iIiIiWnZC0iIlJyStYiIiIlp2QtIiJScqt1dwF6KzOr9wSVz4APgZeBu4Gfu/t7TTr2McBkYJ67b9qMmCnuCHd/ruK9OcRjI49z918161giIr2JknX3mw28VfD+GsBQYKf0b6KZ7ebur63IwjXCzAYD5wF7AEO6uTgiIj2OknX3O8fdry5aYWarAN8BrgI2JmrDX1txRWvY14EJwLyCdfsAqwN/XqElEhHpQZSsS8zdlwJTzGxr4F+BfcxsmLvP7uaiNczdX+ruMoiIrOzUwWzlMC3385e7rRQiItItVLNeOSzN/dyncqWZrQ2cBPwNsBXxJexl4Hbggs50TDOz/sD3gIOBvwLWARYBrwL3AOe5+xu57fMd5TbJXrt7n7R+DrkOZmZ2NHA1MB8Y7O6fFpRhCDAnnccwd38xt+6rwInAGGA94F3gEeBid7+v0fOsON444HhgFDAIeBt4gOjU92TB9tk59wf2T+XZAegLOHAtcGmVc1sDOAEYD2yb9nkV+B3wM3f/c8X2ewH3A48BE4ErgZ2BD4Br3f3ktN2AFPe7xO/Ap8B04CxgBHEL5Rp3P8bMDJiVDrFT0TmmmC8Aw4Dx7n5z8acnIiuCatYrh8PTcinweH6FmQ0HngHOBLYD3iA6rQ0H/g14Om1Tl5l9kUgKlxL3mj9IsT8i/uD/AHjKzPI9yB9KxwNYnF4/VOMwtwILiEQ7tso2RxC/mw9WJOqfEkn0UKID3v8Sn8k44N60vmFmtpqZTQHuBA4A2ojz7Ufcg3/czP6hRoiziC9Eo4BXiN77I4HzgesKjjcYeBS4ENgV+D/geWAzYBIw08zGVDnWF4F7iS8Fz6cyvpDirkck9POA7YnkPw/4JvAwcEg+kLt7eh8iuS/DzEYTifpd4vMRkW6kZF1iZtbPzE4kkiTAVe7+em79mkQT+ebAXcBm7m7uPpLolf07olb7m1RjrudnRMJ/ETB3H+buo9x9MJFYPwY2IGrxALj77sA56eXb7r57eq+Qu38ETE0vj6iyWZZArs6d698BpwLvAUe6+7ruvjPR8W488YXiVDP72wbOM3NWKsPrwFh339DdR6VzPJFI3heb2b5V9j8Z+AmwvrvvkMqSfWE43MxG5srfh/iiMpKo8W7j7lu4+07ARkQnwnWBO81so4JjbUl8/sPcfcd0rGvTukuAXYjWlB3cfYS7b0fU3B04qCDeVWk5wcxWLVh/dFre6O6fVDl/EVlBlKy73w/NbHrFv4fNbCaRmC4CVgVuJhJI3rFEk+eTwKH55ml3/wvwLWAuUUM6plYhzGx14KtEgppU2YnN3e8Bbkovt1uuM203OS0PMrOBFeXYkUgynyd1M+sLnJE2+Z67X58rV1tqoj0lvXWGmdW9vWNmGxK1WYBx6fyymEvc/RKihtwH+HGVMNPc/YfuvijbD/gXojYK0VSfOQgYTbR8jE212+x47xPX8jFg/Vy5Kp2TXWN3X+Dui8xsG6IVoA042N2fycWdBXwDWFgQ62biM94Q2C+/wsz6Ad9OLycjIt1Oybr7DSP+qOf/fYVodn4VuBgY7e7j3b3yj27WvHlTShQdpO1vTS8PrFUId//U3bcEBhA18g5SzfCj9HJAA+dV61jTiabz/sR99ryj0vJWd1+Qfh5NJJUPiRaEItcTTeKbADs2UIz9iab056vds6W9KXsXM9ugYP20yjfSdci+6AzKrcqu1Z2pdaFyvzZgSnpZ7VpNL3gvizvd3Z8tiDuXgmbs9Nnekl4eVbF6XCr7THefUaUsIrICqYNZ95uYjbNO46o3J2qJJxBNnbPd/ZEq+2Y9w49LnaSKZE2qDd23TrW1Dc1sV2BrYIu07w5EZzNozpe8yUTz+ZHANRD3kIlaIuSawGk/z77AH6N/VKElqWzDqbi3XyCLuamZFSVB6Hiew1l28pqiceXQXpPN///KjnegmW1fZb/s893azPqkBJ5XNFY9i/tMwbrMDNo/17yriBaXcWY20N0/TO9nyVu1apGSULIukTSu+mXg+2b2JnAacImZ9XP3nxfs8oW0HJb+1TKoznrSvdL/IJps84nqYyL5rQZUvR/dSdcSzct7m9ng1At6P+J+8StER7JMdp5r0LFpuZq655qLuXYXYi6us0++5352vCHUn+VtVWAg0cEvr6g5e/20XFCwLlMZBwB3f9DMZhO/O4cBk9PvwNeJ6W6nFO0nIiueknV5nUE0/+4L/LuZPeXu91Zs8xGRBA5099925WDpPuV9wDZEL+XLiRrZn4CX3H2JmZ1Nk5K1u88zsz8QHdfGAxfQ3rHsmopaZdZs/D+pU1kzZDFvc/fDmhSzkeP9o7tf2oK4a9fYZmCNdVkLxxHp5wnEl4W73L1oGlwR6QZK1iXl7m1mNhF4jkjI15jZtu6eryU50Qt4BFCYrM1sWNp/rru/XeOQBxOJ+jNgtyqzpDXtoR/JZCJZH2ZmvyRq9G2kZvGcrDPW1ma2mrt/Vhko3VPfi+jZPdfd69V6s5gjqm2Qxi6PAl5LMZfpF9AJTgyrqnW8IcQ991fznQXreJb2MfHVVGt2h/iszwL2NLN1ab8HriZwkRJRB7MSc/d5xPAgiD/i51ZsknVwOrZoaFa6B3wX8ARQ1Iyet0VafliUqFPv6W+ml5Vf8rJJW5aZsKWOu4ha/G5Eb+gBwP3uPqdiuz8C7xM1xIlVYn2HaBmYRWMPE/k9cY97eI2hWZOA/waeBtZsIGYt2bUaX6WzGsQ95EeAGzsR9460HF00nj4d65DK9zPpS8HdxDWdSLTmvEVBJ0MR6T5K1uX3ayJZARxvZnvk1l1GdDraihhLvVm2Ik1wMpWoLS+mfrLOZrRax8xOSjXVLNZuwH8R44Bh2d7g2f3SdSuHYtWSxu/eQPwenpXevrpgu4+I8cwAF5nZxNQZLyvfOOCK9HJqI/ORp17SV6aXN5rZ5z2wzWwVMzsWOD29dVlFi8byuJmoBQ8C7jGzz2vYZjbQzC4nHtLSRvu51uXuTxG9vVcB7jCzbXNxNyO+ENVqIof2MdenE03gU4paL0Sk+yhZl1y6d3s88AlRc70yTVmJu79LNB3/hfhD/4qZPWtmzxBNt4cQzdoTiob1VPgN7bNaXQjMM7MnzOx1orY3gkjYABvnkzntM4n1A9zMZqRZtRqRNbcOJIZm3VZlu3OJ5NqfSC5vmtnjZjaPSFZrEUObOjMpyiTi9sF6xJedeWb2OPF5XknUNm8lxk53SZp69GBi1rGRxGxls8zsSeIL1/ezMrn73Z0Mfxxxu2R4ijvTzJ4mOiuOJK4PxO9CkWnEFKtrpddqAhcpGSXrlUCaQOPs9NKIaUSzdTOI4TtnEn+UNydq028SPa53cvfbGzjGEmKK0VNpb/bdjvgDfzPxrOpxxDzh6xHNpdm+LxJDgF5I6zZL5Wjk3J6kPZlMdfePq2zX5u7HEz2V70jl2oFI8o8SE8bsU23/KjEXEV92DieagvummKsR03ceDRzexXvV+eO9TIwBP4WYAGUw8Rl/QHwp2NPdL1qOuO8Q05eeSbSQDCVmrptG3GJ4NG1a7bP9lGjhAJjh7jM7WwYRaa0+bW2VQzlFpCcxs1uIoVk/cvdzqmxzGzFBzd+7++UrsnwiUp9q1iIrMTPb18xeNrOpVdYPIHrJQ0xLW7TNRkTnwY+JmeBEpGQ0dEtk5fYUMVJgCzM7Gbgw6xyWeoL/gpg4ZRbx1C7Suo2JjoJrEWPq+wK/TPOUi0jJqBlcZCVnZpOIh45ADIV7hehzMBRYnRh7fkC+k6GZTaD9PjVEp7ovu/v8FVJoEekUNYOLrOTc/QJi8pbrgXeIDoYbET3ETwNGFowGmEWMp15I1Lj3UqIWKS/VrEVEREpONWsREZGSU7IWEREpOSVrERGRklOyFhERKTklaxERkZJTshYRESk5JWsREZGSU7IWEREpOSVrERGRklOyFhERKTklaxERkZJTshYRESk5JWsREZGSU7IWEREpuf8HfslloIflpJkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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mmnaSTBD8Y/33O5NkfqmI9MEy76VTCp/N2P+8FuuXbkUsDXCs6fujIHi7lgYCf0yc9iYi3bAZMbFAfnU7jhnu2072+fo9llsA4Nrg5LKF4ATiDprj0HUJm1wTXA4D/pAkO2I1loq1LE7QirEGk08XY/MBq7B8y7dh/ZMLsVGnk7BcvWCjmK9K2D/cr/K/wf6NQW08U8WUCzvbXsD+R0OwWuBTInID1g+7Mfb//R6WxS2sM/N5c0JV3wyyZW2K/XhAQp5vVV0qIu9iyS9iPyDtaQKPuRAbKzEKuFAst/ot2KjXrbGBVqOxGnjSGifZ+WwW2i3Y4hjDgTNEZAL24zwX+/9uHTweS55ycSEK2QWsxdLTbh58/xZg3TVn05yo5R5VbU/2t/Dn6wfB574eeFtV16rqhyJyPnAF9lv6qojciLWWrMfeu5/RnKHuNVonTfoDVivfHTtB3lJErsN+P7YM9t+B9N+DklG2NWuIN3GfhH14qrCmy39iU7keAc7Fzhq/BI5IMqL3IZrPHs/Aat4P0A7V1dW9sNpYq7/JkycfFNo06TaXXXZZbLUbbrvttqdTbdeRv+B4APz85z+/rL3bqeq6qVOnDqmtjZ/47omtsPQKNl/5F8CAESNGcPbZZ8df6CWXXPJi+PhDhw4dDjBy5EjJ5+tP/Dv66KPjCSNqa2t59913n03c5qSTTopnqaqpqeHNN9+8r6337eqrr/5H+DFVXf3cc8+NGjs2PtX0ECwv8itYtq7RkyZN4jvf+U5PgOD/0+L4DzzwwMWVlZWx/c8Apm+66aZvxh7/1re+FZtXywsvvLA4xWsuqKBv+hCakwPtg2WLewGbZ30NFsgbgPNV9fZClLMLuBjrA94Ly6j2Clajjn1W78YygWVMVRfQ3LU1ActH8CLNY1RQ1Sux39AGbJDu2dj79gLW9RgL1M9jq9G1GHQa5GY4kOaEUHsE5X8Vq5HvgGV3y3Q9gS6tZIO1iHxfRKJiq1WlpKp3Yh+232H91yuxD9cy7OzxKyzz0G0icr+I7Bba920ssfzL2FzLdUB9qv6hcjRx4kT+9a9/cdRRRzFs2DCqq6uprq5m0KBB7L777lxyySU8+OCDHHPMMXTvbjPj/v3vfxe41MlNnjw5fn377benpqam1Ta77Rb/eLDrrrvSs2fHTvg32WQT7r33Xn7729+yww470LdvX3r06MH48eO54IILuPnmmwkF41bGjRvHTTfdxPbbb0+PHj2ora2lqqqKdeu61tgrVX0XS4hyLpapain2/VyBBaBrgW1UNWkzuQOssrELNjh2NtaEvRQ7YT5MVb+jGSwwk8Qh2GIqn2O16sW0TBGLql6FDeK9GlsDYQX2/n0WPP+xwGRVTToKPciwdgC2WMcTWKbDdVjO9V9jte5089xLRiQaLfgJdNaJyM7Y2VhvWifYz2T/TbCzxFFYE9L7WNPnJlhN+jRVbavPMJPnmTl69OjxjzzSZspo5wohlxnxnHPtUHI1axGZjI1ETJeHty13Y4H6cWCYqu6E9VWeh00xuDlZHnHnnHMuF0omWItIbTDn8gmaU9Z15DiTsYFPq4FjY6NLVbVJVa/A+kqqsbVmnXPOuZwridHgwVy9p7AsRo3ABdjyasM7cLgpweWDKVZJuhkbWXl4MSZgWL58OYsXp1rzI3OjRo1K2ifbFdTV1fHRRx+1vWEbhgwZQt++fdve0BWNYJra6DY3bNucNAvsOJd3JRGssf7kzbBRjqer6hsicmob+6QSW8j8hRSPv4YNkOiJLeP2fAefJyeeeuopfvnLX3b6OE8++STDhg1re8Mi9Pnnn3P44Yd3+jiXXXYZRxxxRBZK5PJoJ1IvOdsee9O8xrpzBVcqzeCfAgep6kRVTZkpqy1B0oBYisikVbNgekFsKsmYjj6Xc845l6mSqFkHC5DPaXPDtvWj+X/yRZrtlmFN7InJPAruiCOOyEltsHHtCr586LdEqmvpf9j/I1JVvE3kw4YNI/NFrrquaF0jTcvW0LR6A9HVdURX19n19Q3Q0AgNTUQbmqC+kWhjFBqCy2gUolC5aR+6HzqeSE1J/AwAoKrP4KPYXQkqnW9pdoTnR69PuZXN80vcPiURmZnioS6zpN/yx6/jq/9YNsKqjYfRd+/vF7hE5SFa10iDfk79h0tp/HgZDXO/pHHxKpo+X03Tl2s7ffzGJavoffrubW/onCsoD9YtZZzDOVB6k9RTqFv0fvx646pk4+5cNkQbmqh/ayEbnv+YujcXUv/eEqhr78eyHdaXxVLARSdYvGZuioejWDKmBdjqYteoarqWvqIkIlOw9LALVXVY6P5nsBk3l6rqBYUpXXoiMhXLbvmsqk4ubGmMB+uWwqM/0yWH7x5cZlS1UdWkS9QFNe7xmRWtwELJcyIV/rHJpmhjE3UvzWfdtFlsePZjoivTNeq0FuleTaRHNZFe3Yj0qrHbVRVQVUmkugKqKohU2iWVFUQiEYhA5dCN6HHijjl6Va4d3sMye8VUYV1yW2E59U8VkX2CbG6uTPmvbkursVR83bDk86nE+qo/z3mJikS0fBoR8qZx8UrW3jODdQ+8R9NnaWYJ1VRSNWYgVaP6UzWqP5VDN6Jyk15UDOpF5cBeRLr517iLOyPoa29BRPoDf8MWG7pPRMYF+bK7uhOxLkRvomsH/5aHqGqTiCiW4H5Esm2CZdliCzrMzlPRikvEx+90Rv3sL1hz62usf/QDaEjy21tVQc1um9Nt4giqdxhK9bhNiNSkzgPuSpOqLhORk7DZJ2OwHNn/KWypOi9YBMS1kwfr1l7FgvVE4C9JHt8F+7+txxb+KA8lmEM+3xrmLGXV759nw5NJJi5UVdBt0hZ0P3g8NXuMpKJn8Y62d/kTBOz3gB2xZvEuH6xdx3iwbu0eLPvZt0XkXFX9MuHxHwaXdxdb9rKcCgdrr1m3S+Pilay+4UXWPTgTmlqe9FRs2oeex25P7aETqBxQ8kvyuo6pDi5XJT4gIlXAMcDR2JKR/bGkTYuwrI5Xq2qrFkAR+TrwY2A3rH98BdZ3fg9wi6rWJdmnD/BT4AgsS1wF8DFwPzYIbnkmLybZALPQgLvPgCHYcsWn0Tym5z3gT8BUVW1Vc8hW2YpZ2QZrEdkc6zdZm9As8yS24tbuwAMicpSqfhYkTDkbOA5bDu6KfJe5eHiwzkR0fT2r//Qqa259rdWI7qqxg+j5vV2o/brYYDDnkhCRUViNuomEWrWIdAcewbKtAcwD3sVWB9wy+DteRPZU1bdC+/0E+H1wcxHwNjYOZ1Lwd5SI7KeqjaF9xmIj00dgs2Y+wqawTsCWqjxJRL6hqh908iVHsH76E4DlWFfjFthJxW7YcpvnJfwf8lW2girbYI0tvj4JeBaYHLtTVaMicmJw/57A/KAZaii2VmsUOFlV3291xJLmzeDtseH5uaz87eM0frKixf2VI/rR+8w96bb/GBuVXcKG/fW8HkAptOfXfXry5Z2f1J4hEakE+gJfA/4PqyVeqqrzEzb9BRaolwIHqur00DF2Bh7EaqnnY+tBIyJ9aa5oHKOqd4X2OQB4APs9PAq4K7i/J/AwFgwfBH6kqouCxwYDt2CD4B4SkW072eI4CFvj+qfAjaraKCK1wJ+xNRl+LiK/i01ly3PZCqqcg3VKqvqxiGyPrax1KLA1Nk3rP8CVqpqN3MNdV4kHmc5o/Hw1qy57ivWPtcygVjGoF71+/DW6f2vrsqhJD/vredcCZ1AaKY2bhv31vOs/PfnyM3N0/KdFJN3jVwD/L8n9+2E17ovDgRpAVaeLyE3Ab7DfrxjBpqV+hS0FHN7nvyJyGTZmJ9wMfgrWtPwmcGS4xq2qS0TkKOB9rCY/Bbgp3YvJwB9U9brQc6wXkTOxVs0qbNzQIwUqW8GUbLBW1RFtPD65jceXAmcFf84HmKUVbWhi7T/eYvV1LxBdE/qdq4zQ48Sd6PWjr5XboLHTKY1ADfY6TgdyFawT51lXAr2xINQN+BnQU0TOTAhGewSzU1J9OWOtAeFMi3OxPu1+wFQRuVpVZ4SOeUmS43wruLwr/PyhfdaJyH3Az4FD6HxAfDjJcywTkS+wmnd4Kbx8l61gSjZYu1zymnVY/buLWXHx4zTM+qzF/dXbbUqfC/enWgYVqGQFdQOlU7NuxF5PrqSaZ12D1QZvwE4WKoEfhbdR1XoR6Sciu2HTu7YILrfH+q4h9B6o6ucicgXWangicKKILMHG6vwXeDTJ0sBbBZenishhKV7D4OBybJuvtm0LU9wfa8IOx618l61gPFi7DHnNOlHTyvWs/v3zrL3r7Rb/nkifWnr/fC+6H7kNkYryPLH59OTLzxz21/POx/usOywYkf0nERkCXAScJiKXqeonACLSGxsodjzNI8bBmrDfxKaWfiPJcS8QkTewE4C9sGB2XPDXICJ3YUsNx2r7GwWXsUFr6WRjAfhWI9EThL9U+S5bwXiwdu1W6gOj2hKNRln/6Aesuvwpmpa1/A2vPXwCfc6eTMXGGa3xUtKCAJf3IFeCHsSCdSVWY/4kdP/eWI3zeuAVYCbwYVDjPpUkwRpAVf8F/CuY8jQJG1R2IFb7PB4LgocGm68Jbh+iqtOy/No6q5jLllUerF1Got5nDVhik5WXPkndqy2TMFVu0Z+NLtyfmp03K1DJXAkLp7mLAATN3rEpWwelGPQ6LPGOYLrXlkBEVWeo6kqsj/hhbKT1ecBlwCEislFQu1ZsUNcEIGlAFJEtsaA5P8+LjhRz2bKqFPqTXL6VYc26aU0dq373LEuP+FvLQN2til5n7smA+0/yQO1y5aDgMgq8EVwfGXr8DRKISA8sWQq0rJSdBswA7hCRZF/kx0PXYzluYwO+TgmCfeJzVWG1/OnYVLN8KuayZZUHa5eZMq1ZR5uirHvkfZYe/BfW/OW1Frm8u03aggEPnUyv03bz3N0u60QkIiJHYIPBAO5T1U+D6+EEH78ORoXH9huPJQmJ9eGG+2TuwfqEtwKuCeYpx/YbAFwa3Hw1lL3xRmAxNjr9oSChVGyfgcExxwXHzXdALOayZZU3g7sOKI+a9YaX57Pq6mdpmNlylHfl0I3off4+1O49ukAlcyXmehFZkXBfNZboIzaV4A2aUx2jqm+JyD1YmtGfA1NEZC6WbjRW634c2B/oLSJ9VHWlqi4Wke8Cd2CJR74nIh9hsWAUNgd7KfC90HN9JSKHYrXY/YC5IjILa54XbHpZA5ZkJa/LeBZz2bLNa9YuQ+VTs657ZzFfnnovX33vnpaBurqSnj+cyICHTvZA7bJpKyy9cfhvG2y53mnAycBuqrosYb9jsWbt6dhv+bZYcHoYOFhVDwBifTaHxHZS1b9jA8ruw1J6jgeGAx9i/dXjVHVm+IlU9fWgnL8B3sFOJMZhubxvA3ZU1fs79V/ooGIuWzZFfOBQ4YjIzNGjR49/5JFH2t64wBZeexhr3rbxGwOPvYZ+B/ykwCXKrmg0St1L81hzy2utBo8BdDtgDL3P2ouq4f0KULqCKY8mFOe6AG8Gd+1XQgPMmpavY92DM1l77wwaP05cYA2qd96M3j/bi5ptN02yt3PO5YcHa5eZEmqBaVq5ng3PfMT6x2ez4fm5rVbEAss+1uv7E6nZa2TZzyt3zhWeB2vXAV0reEXX11P39iLqpn9C3fRPqH97UYtR3WE1e46k16m7Ub3jUA/Szrmi4cHaZaj4a9bRaJSmpWto0C9o0C+on/0FDbO/oOGjZSmDM0BF/x50/9bWdP/21lRtXlZ90s65LsKDtWu/IqhxNq2to+HDpfYXBOX62UuJLs9sudpIv+7U7rsltfuPoWbXzX2etHOuqHmwdpkpcJ91tK6RutcWUPfqAmvKnvVZ2tpyokj3aqp3HEbNzptRs/MwqrcaUhbrSjvnSoMHa9dukTz2WdfP+oy1d7/N+v/OJrpifUb7VAzqRdWYgVTLQKq2HECVDKRqi/5Eqr327JzrmjxYu4xE89xnXff2Qlb/4SXqXpiXcptI92qqRg+gaswAqsYMtAA9ZgAV/XzFK+dcafFg7dovh33WTSvWs+rKp1n3r/daP9itim5fG07NLptTs/NmVMlAIpXelO2cK30erF1m8tBnXf/eEghTWQoAACAASURBVJaf9RCNC1umSa6asAk9T9iRbvtuSUXPmpyXwznnio0Ha5eZcLDOQcV6/bMfsfzMh2BDQ/y+KhlI73MmUzNxuM95ds6VNQ/WruDWPz6b5T9/uHl0d0WEXmfsQc/v7eIjtp1zDg/WLmPhZvDs1XLr3vyU5edMiwfqSK8a+l53ON12G56153DOua7Og7Vrvyw1STcuWslXP/5XPDd3pE8tG996NNXjN8nK8Z1zrlR4G6PLTJYHmEUbm1j+i0ea505XV9Lvhm95oHbOuSQ8WLv2y0LNes0tr1H/xqfx230uOoCanYZ1+rjOOVeKPFi7DGWvZt3wyXJW3/RS/HbtQePofviErB3fOedKjQdr1wGdq1mvuvzpeD91xcCe9Pn1/j41yzlARL4vIlEROaWd+/042G9KB56zKtg3KiLHZ7D9KcG2DW1t67LHg7XLTJYq1htens+Gp+fEb/c+ezIVvbtl5+DOdWEisjNwVQf22xW4IvslcsXEg7Vrt47WgqPRKKtvfDF+u3qHodQePC5bxXKuyxKRycBjQO927rdvsF/PHBTLFRGfuuUyEs3CaPC6l+dT/+bC+O3eZ+3lzd+urIlILXAecAGQ8bJwItIdOD/480pXGfA32XVAxwLs6ptejl+vmTicmh199LcrXyIyGpgNXBjcdQEwP4P9JNjvAqAJ+CWwMO1OrsvzmrXLUOdq1vWzPmsxVavXj7/W2QI519UNAzYDXgFOV9U3ROTUDPbbLNj3pWC/t0Tk9ByWs00iUgXUZ7j5X1S1XQPonAdrl6kWC3m0v2a99s634tertx5CzQ5eq3Zl71PgIFV9tJ37LQC+qar/yUGZOioKvJjm8QGABNfbbD1wrXmwdjnXtHwd6x55P367x3HbF7A0Ll9mT6nsAZTCmqZ1Y6Y2rs32QVV1DjCnzQ1b7zcbawYvGqraCOyR7DER6Q28ENz8L/C/+SpXKfFg7TLTiZr1uodmxpe+rOjfg9pvSBt7uK5u9pTKa4EzKI1xMU2zp1ReP2Zq45mFLkge3C4it2frYEHz+L3ANsD7wNFBYHft5MHadUA7g/WDM+PXu39rayI1/rErA6dTGoEa7HWcDpRDsJ4NfNHGNpsAozM83o3A14FlwMGquqITZStr/qvpMtSxAWb1H35Bw/ufx293P8zTipaJGyidmnUj9nrKwSWqeke6DYLsan9u60Ai8gvgNKAOOEJVP85OEcuTB2vXfu1oBl//0Kz49aqtBlM1qn8uSuSKzJipjWfOnlJ5Pt5nXZZE5CjgsuDm91X1uUKWpxR4sHaZ6UBSlGhTtMXAsu6Heq26nAQBzoNcmRGRicBtWH/ZFao6tbAlKg2l0ETl8izTrGP17y6mackqu1ERofabPrDMuVImIqOAh4Ba4AEsYYvLAg/WLkPtr1lveOLD+PXqHYdR2d/TFztXqkRkY+BRbE7128Dxqpq9tXXLnAdr1wFt16yj0SjrH2+eClq735a5LJBzroBEpBtWkx4DzAMOVNU1BS1UifE+a5eR9i7k0TBnKY0Llsdve7B2rqT9FNgzuL4U+LOI9ASqk2zboKqT81WwUuHB2rVfBn3WG55sTsxUtdVgKof0yWWJnHOFFf6C79TGtp4UpQM8WLvMtLNmveGFufHrtZNHZbs0zpUkVR3Rwf06nGxfVRtoR6YjVb0FuCXhvguwVcBcjuSkz1pEBufiuK6QwsE6/fe6aeV66mcsit/utufIHJXJOefKQ65q1gtE5DHgr8DDqprp0mmuBNS9Mh8aLbhH+nWnaoKfuznnXGfkajR4JXAQlsB9kYhcKyLb5ei5XD60YyGPDS/Mi1/vtvsIIhXtX1LTOedcs1wF6+FY/8WHQH/gJ8AbIvKmiJwhIp5zsitLE6yj0WiL/upue3gTuHPOdVZOgrWqfqqq/6uqY4GJwB+B5cB2wLXAQhG5V0QOEhGf690VZDjArHH+8uasZUDN10bkqEDOOVc+ch4oVfVVVf0hMAQ4GpgGNAFHYmnpPhWRy0VkbK7L4rIldc267rUF8etVowdQOcCzljnnXGflrVarqnWqep+qHoalo/sZsAZbG/UcYKaIPCcih+erTK49MqtZ103/JH69ZpfNclUY55wrK3mdZy0iI4BjgSOA7Wmuos0ABgN7ALsHI8mP8nR1xSnVQh7RaJS6V5tr1jW7bp6vIjnnXEnLebAWkT7A/wAnALsHd0eAL4G/A7eq6gwRqQQOA24Evg78Hjgl1+Vzmckk3Wjj3C9pWtp8flWzU4fzNDjnnAvJSbAOAu+BWIA+GOiGBegm4AngVuABVa2L7aOqjcD9IrIa+A/wLTxYF6cUNeu615qbwKtkIBX9euSrRM45V9JyVbNejE3Ziv2qfwxMBaaq6qdt7PtBcOmpUItK2zXrurcWxq/X7OT91c45ly25CogDgHXAP7Fm7mfasW8t8CfgjRyUy2VF8pp1/dvNwbp6h6H5KoxzzpW8XAXrHwD/UNVVbW6ZQFVnB/u7YtJGn3Xj0jU0frIifrtm201zXSLnnCsbuZq6NRibR90mEfmViNyeo3K4bGkj3Wj9280Ld1Rs0ouKIb3zUSrnnCsLuQrWFwHfzXDbI7HBZK4LCzeB12w3NOX0Luecc+3X6WZwERkO7JvkoU1EJF3AjmA5xLcCVne2HC7X0i+RWReqWVdv503gzjmXTdnos/4cuBgI/0JHgdHAnzPYP4JN53JdRUKtOVrXSP17S+K3PVg7l16QIGpuioejwFfAAuDfwDWq+kWeipY1IjIFWyZ5oaoOC93/DDAJuFRVLyhM6dITkanAScCzqjo508dyqdPBWlXXicgvgEtDdw8HNgBLku8F2Jzr1cBbwNmdLYfLsTQDzOo/+BzqGu1GTSXV4zbJU6GcKwnvAStCt6uAflir43bAqSKyj6q+W4jCueKQldHgqnoncGfstog0AdNVda9sHN8VmYSadYspW1sNJlJTme8SOdeVnZFsemuwlPDfgIOA+0RknKo25btwOXAi0ANYWuiCdCW5mrp1MdaE40pFupp1uL/ap2w5lxWqukxETgIWAmOAA7Dsjl2aqnps6IBcrWd9sar+NRfHdoUXSRhgVvfO4vj1Gu+vdi5rVHUZ1kwO1izuylQ2RoPvE1x9SVXXJ9yXMVV9qrNlcbkTTZFutOmrtTQtWhm/Xb3V4HwVyblyUR1ctkoyJSJVwDHA0cAOWJrnBmAR8BRwdZBoKnG/rwM/BnbD+sdXYCcF9wC3hNdtCO3TB/gptmriaKyy9zFwPzYIbnkmLybZALPQgLvPgCHY1N/TgPHBbu9hmS2nqmqrH6Nsla2YZaMZ/AlssNh4YHbovswWQDbRLJXF5UOoz7p+5mfx6xX9e1Ax2JOhOJctIjIKq1E3kdAELiLdgUeAvYO75gHvApsAWwZ/x4vInqr6Vmi/n2CrGoIF9bexFNGTgr+jRGS/YHGl2D5jsZHpI4BG4CMspfQE4NfASSLyDVWNre3QURGsn/4EYDkWU7bATip2AwQ4L+H/kK+yFVS2AmSy5vT2ZMXwDBrFLkWfdXjKVtX4TTwZios796xpPYCaQpcjC+quvObgtfl6smDVwr7A14D/w35fL1XV+Qmb/gIL1EuBA1V1eugYOwMPYrXU84Gjgvv7AlcEmx2jqneF9jkAeACYHGx/V3B/T+BhLBg+CPxIVRcFjw0GbsEGwT0kItuq6rpOvPxBwLFYLflGVW0UkVpsGvDxwM9F5HexqWx5LltBZWPqVqtAnew+V0LCNetZzTVrbwJ3MeeeNe1a4AxylyUxn5rOPWva9Vdec/CZOTr+0yKS7vErgP+X5P79sBr3xeFADaCq00XkJuA3wNahhwRbLOkr4O6Eff4rIpcB2wDhZvBTsKblN4EjwzVuVV0iIkcB72M1+SnATeleTAb+oKrXhZ5jvYicCRyHxaxdsBaFQpStYErhi+Tyou2adfUED9Yu7nRK5/elAns9ufIe8GLo7xVgJparAuBnwHVBjTtOVffAAu/NKY4baw0ILyw/F+vT7gdMFZFtE455iaoepar3h+6OpYO+KxwMQ/usA+4Lbh6S6kW2w8NJnmMZEEsM07eAZSuYvPcTB/0s+wGVwHOq+mW+y+A6INo63WjjsjU0LWke81I9wZOhuLgbKJ2adSP2enIl1TzrGqw2eAN2slAJ/Ci8jarWi0g/EdkNm961RXC5PdZ3DaH3QFU/F5ErgF9h851PFJElwJPAf4FHVTVx/nNsFPqpInJYitcQO1Mf2+arbdvCFPfHmrDDcSvfZSuYnAVrERmKfSDmq+oVwX3jgMexfhSANSJyqqreneIwrhgFzeAN4cFlA3pSMahXoUrkisyV1xx85rlnTTsf77PusGBE9p9EZAi2ONJpInKZqn4CICK9sYFix9M8YhysCftNLDvkN5Ic9wIReQM7AdgLC2bHBX8NInIXcLqqxrKqbRRcxgatpdO3jccz0WokeoLwwJh8l61gchKsRWQg1pSzKTAt9NAfg/ui2DSEPsDtIvKOqr6fi7K4LEkywKx+ZrgJ3AeXuZaCAJf3IFeCHsSCdSVWY/4kdP/eWI3zepqbzz8MatynkiRYA6jqv4B/BVOeJmGDyg7Eap/HY0Hw0GDzNcHtQ1R1WuujFVQxly2rclWz/ikwFPgQmxuHiIwG9sCalPZU1VdE5H+xYfhnYXPqXJdgQbn+veaadZX3VzuXK+EUoxGAoNk7NmXrIFV9Osl+wxLvCLohtwQiqjpDVVdifcQPYyOtzwMuAw4RkY2C2rVig7om0LLyFT7ulljQnJ/nRUeKuWxZlav+pAOxQQxfV9XYqL2DgssXVfWV4PqF2Fy6didRcfmWpGY9K1Sz9pHgzuVK7LczCrwRXB8ZevwNEohIDyxZCrSslJ0GzADuEJFkTWGPh67HBrTFBnydEgT7xOeqwmr507GpZvlUzGXLqlwF6y2A2ao6L3Tf/tiHLf5hUNV6bHSi56jsSiIRGpeuoemz5mXIfXCZc9klIhEROQIb+wNwn6p+GlwPJ/j4tYhUh/YbjyUJifXhhkeD34P1CW8FXBPMU47tN4Dm1RNfDQ3+vRFYjE2RekhENg/tMzA45rjguPkOiMVctqzKVTN4d2B97EZwdhNbgeuZhG170L5sZ64QEvqsG/Tz+PWK/j2oHOiDy5zroOtFZEXCfdVYoo9Bwe03gB/GHlTVt0TkHizN6M+BKSIyF0s3Gqt1P45VknqLSB9VXamqi0Xku8AdWHfl90TkIywWjMKmgi0Fvhd6rq9E5FCsFrsfMFdEZmHN8wJ0w1pSj8n3Mp7FXLZsy1XNehEwMnS2txfQCxtUFmsCj40Y3wJfoatLiUQiNHzQ3PVTNXZQmq2dc23YCtg94W8bbJ71NOBkYLdgrnHYsViz9nTst3xbLDg9DBysqgfQ/Nsan2Osqn/HBpTdh3VDjgeGY2OMLgPGqerM8BOp6utBOX8DvIOdSIzDcnnfBuyYMDc7b4q5bNkUiaZZ+rCjRORW4CRsWsFUbBT4LtjE9eOCbQZh6ewmATepai6TDhQlEZk5evTo8Y888kjbGxfY3PPGU79EARj6s2nU39HI+mk2gL/HyTvT55zJBSydyxEf3u9ckchVM/gVWG7ZnwZ/EaA+uB8R2RObhF+JrfbSqb6EYDDFucB3sCagVViz0bWq+u8OHG8E1peezgxV3a69xy4NERpmN9esq2VgAcvinHOlL1frWSu2UPp0rCnnXeBQVX0n2GQRdqLwHrB7wkC0dgkGSDyFjSzfAptnuCZ4/kdF5MIOHDaWgu9LWqYBDP+9lXzXUtXcAhNtaKTh4+bEc94M7pxzuZWzDGaq+jK2pFkyc4HtQsG7M24EdsWWeTs0lN3nBOBW4CIReVFVn2jHMWPB+h5V/WHaLctQ4+LV0BBM/ayqoGrkxoUtkHPOlbiC5O1V1aZsBOpgrdfjsZF/x8UCdfActwOXBzcvauehY8G6S48ezKrQ2IbGhc3ruFeN6k+kujLZHs4557Ik5wt5BP3JGwXPlXLAiqp2ZET4CVi/94uqOivJ4zcDFwC7i8jm7XiOWLB+rwNlKlGhYP3Jyvh1bwJ3zrncy+VCHt/EJthv29a2WCToSFkmBpcvJHtQVReKyHxsWsIk4Pa2DigivbC+b/CadVKNn64glj/fB5c551zu5Wohjz2Ah7Bm9kymf3R0isjo4PKjNNvMw4L1mAyPuU1QnkXAQBE5G0ueXwXMBv6hqi92qLRdWagZvOHT5VQFwbpqjAdr55zLtVzVrM/FmqffAS4G3qd5LdJsirXBpkvOHkskMCDDY8ZaAvoBs2jOjwuWDejHwTzyHwTpUtskIjNTPDQqwzIVl1XNK9hVezO4c87lXK6C9dewdKNfV9XP2tq4E2I5b9en2SZ2ktAjzTZhsWBdiyVzuR6Yg635egI2Rey72JS0HyU7QElKkjynYmBPKjbO9N/qnHOuo3IVrHsCM3McqMGW28x0RHumqdqeD475lqreFLp/AXCpiMzD8ur+QERuTEzLl4yqTkh2f1DjHp9huYqI9VpUideqnXMuH3IVrOcD+ViGaTXWXF2bZpvYsmlrMzlgkDf37+keDxKtbAkchiVhKQOtz3V8cJlzzuVHruZZ3wtsKiL75uj4MUuDy/5pton1VX+eZpv2imUvG5l2q1IVxO0qD9bOOZcXuQrWl2E1zttE5DAR6Zaj53k/uByRZpvYY7MzPaiIVItIukwfsf9bRgPMSkGyBV+8Gdw55/IjV83gtwCfYsuW3Q80isiX2ALgyURVdXgHnudV4FCa51u3ICLDgNhi5C+1dTAR6YdNA+sHHImVPZntg8tkiVjKQASqKz3NqHPO5UmuatbfAb4RXI9gJwWDgGFp/jri3uBysohIksd/EFw+m8liIar6FbAkuDkl2TYi8m1sylUdqYN56UmoWVeN7k+kqiDZap1zruzkqmZ9co6O24Kqfigid2KLsN8vIoep6hwAETke+EWw6W8T9w3yilcDK1R1ceihy7AFyw8RkcuAi1R1Q7DPt4G/BttdqaqLcvG6uoJqbwJ3zrm8yUmwVtW/5eK4KfwE2Dr4+0BE3sWasWPN6r9KseLWk8E2fyNUi1bV20VkG+Bs4DwsCcqH2Oj2ocFmt2DzrctIQs16rA8uc865fMn5Qh65pqrLRGQicA5wNDAOG/j1LHCdqra7qVpVzxGRx4DTsf7wbbC1racBN6vqI9kqf5fRohk84mlGncsCEdkSqxTsjyVe+hJ4BbhRVR9Ps19/bJGiw7BuxK+AF7EWv1faWYbJwNPBzZFtdRmKyFTgJKx7cXJ7nst1XE6DdTAKfApwCDAW2EhVB4rIAOAq4KoUq2W1i6quwZbBvKgd+4xo4/EngPasgV3aGlvWrD3NqHOdIyJfB/6F5YJYiw1YHYgF4MNE5P9U9Zwk+22CBeZRwX7vYAH7W8ChInKaqt6an1fh8iVnI4REZAwwA/gDcCC2klVs+PBw7MzsdRE5LFdlcNkTrW+IX6/o14OKvt3TbO2cSyeosPwDC9R3AZuq6naqOhQ4DsvOeLaIHJlk97uxQP04MExVdwI2xWrolcDNIjIuDy/D5VFOgrWIbAQ8hq10tQD4HS1XxloBfIBlHrtHRLbKRTlc9kQbmuLXKzfvV8CSOFcSTsHG1swDpqjqitgDqnon8Ofg5g/COwVN1pOw7I3HBjNYUNUmVb0CS4VcDfwqx+V3eZarmvVZWO15GjAuaMqJTYkiGLG9NfAA9sH6WY7K4bKloTF+tWqzvgUsiHMlYS5Ws/5DbLZJgneCy8T8E1OCywdVdSmt3RxcHi4i3vxVQnLVZ30ENsjrFFVNuiKWqjaKyGnAN4G9c1QOlyXR+sb4YqFes3auc1T1bqw5O5WdgssPE+6PJYB6IcV+rwEN2GJKO2ELE+VcwiC1tpysqlNzV5rSlKtgvQW26lbafNyqulREFBt85opUdH09NDbFg3XV5l6zdi4XRKQv8FMsV0UDcEXosQrstxVadivGqWq9iCzEauRjyFOwxro2X0zz+BbAkOD6gtwXp/TkKlg30bzaVVsqsLWhXZFqmLOsxe2KwX0KVBLXlSwZf1UPoKbQ5ciCusGzzslo1b6OCgaSXQyMBroBnwA/VNXnQpv1o/k3+4s0h1uGBesBabbJKlV9C9gj2WMiMp7mdM+/UdWn8lWuUpKrYD0H2EpEBqvqklQbichm2HrOM3JUDpcF9foF4aQonmbUtWXJ+KuuBc4ghzNO8qhpyfirrh8865wzc/gcuwDhde/7AQeLyHOquiq4r0fo8aTdi4F1SbbP1NzkmZs7Jphm9iiwEXAP7Zhe61rK1RfpX9iJwI0iEkm2QTAH+y9Y7vCHclQOlwUNrXozkr6lzoWdTmkEarDXcXqOn+N6oBc2BWsKFnB/ADwlIrFKVWPyXVNqvVRe217HmrPT/WW03LCI9AAexmr5rwEnqWpHyuTIXc36WuC7wOHAqyJyN7aQByLyTWw1rlOALYHFwHU5KofLAqtZO9cuN1A6NetG7PXkjKp+GlxdA/xNRF4B3sYGiR0PTMWma8XUpjlcrAuyI033R7Ujg1m6bSqAO4GdsSb9w1INNnaZyVVu8FVBUH4Y+7DtGHp4WnAZwQL1obG5gq74RKNRGvSL5mEtABGvWbv0Bs8658wl4686H++z7hBVVRG5H1ukaDLNwXoD1qfdP83usb7qjGrAOXI1loltDfYbn7I71GUmZ+lGVfUDEdkWOBVLgzcB67dYAygWyG9U1eW5KoPrvKYlq4iuXE/HWtRcOQsCXF6DXFchIhsDI4H5KeZLA8wPLgeDJT4JZs9sA4xIcdxqrCkdYHbWCtwOInIGNqK9CThOVd8uRDlKTU5zg6vqWuD3wZ/rguJN4C0q016zdq6TpmPtVb8ArkyxTSwhysLQfa9iwXoiNuYn0S7Y7/p64K2slLQdROQQrBsU4DxVfTDfZShVWQ/WwcCxPbGmm82x5pootirM+9hk/ud9oEHX0PBBkpY0bwZ3rrP+iw0gO0VErlHV+vCDIjICa5EEa4WMuQdrrfy2iJyrql8mHPeHweXdqrqOPBKRHbGsbBXAX1X1qnw+f6nLWrAOml9+ip0pbhx6KELrNtRFInIZttxkE65oNcQHl/m5lXNZdBU2SGtL4E4R+WGsOVxEtscW9+gOPAeEa6dPYiOydwceEJGjVPWzYEDX2dgiIPWEkqnkg4hsjp1U9MTWhfh+Pp+/HGQlWItIHyzP9ySa20hXYknqV2GDTDbC+miqgaHYVIXDROSIYIlLV4TqvWbtXNap6scicjSWcvTbwCFBf3QtlnkMbF3rI8OtkKoaFZETgWexFsz5IvIe9ps6GDurPllV38/fqwFstHwsQ1kEeCiYulWZZNu3VPWMvJWsRGSrZn0P1uzdCPwR+KOqvpu4kYjUYH0qp2JngPsBt2O5xF2RaVpbR+MCH6jvXC6o6rRgEO45wAHAOGxA3gvY6lm3JjaPB/t9HNS+fwUcii2KtBb4D3ClqmaaozubwmkND2hj24Y2HndJRKLRzjVvisjBWFKTlcAhqppRLloRmURzs8l+BfqAFZSIzBw9evT4Rx55pNBFSapuxiK+PObvAKza4RKiVdYAsvmvX6F2i50LWTSXH96E4lyRyEbCguOxppezMg3UAKr6LPBL7AfhuCyUw2VZi8Fllf677ZxzhZKNYL0DNlH/jg7sOxVrOt8lC+VwWdYic1ll6KPifdbOOZdX2QjWg4GPk/WttCUYWPYxNsXLFZlwTvCI16ydc65gshGsu2NrmXbUV1i/tSsi0aZoaNoWLZvBvWbtnHN5lY1gXUn7V4MJq89SOVwWNX6ynOjaUGNJhQdo55wrFA+SLqlwE3jlZn093ahzzhWQB2uXVHhwWdXYgdDJKX7OOec6LltJUTYSkb06um+WyuCyqOGD5mBdLYPg3VCw9j5r55zLq2wF662AsktqUsrqQ83gVTIQWuSj82DtnHP5lK1g3dlfb29jLSJNK9fTtGhl/Hb12EH4W+Scc4WTjWA9MgvHcEUkPGUr0rsbFZv2afF4xJvBnXMurzodrFV1fjYK4opH/azP4terxw2y4OwDzJxzrmB8NLhrpX7mkvj1qnGbtN7Aa9bOOZdXHqxdKy1q1hMsWEe9z9o55wrGg7VroWlNHY1zv4zfrp4wOMlWXrN2zrl88mDtWmj44PP4wO9Ij2oqh/ezG95n7ZxzBePB2rUQbgKvGrcJkWQ5wb3P2jnn8sqDtWshPLgs1l8NeM3aOecKyIO1a6FhVnPmsurx4ZHgnm7UOecKxYO1i2taW0fDx8vit5MPLnPOOZdvHqxdXIN+AU1Wg450r6ZyRL/mB1s0g3vN2jnn8smDtYtrObhsEJHKFB8PbwZ3zrm88mDt4urfXRy/3rK/Gh9g5pxzBeTB2sXVv70ofr16201TbhfxZnDnnMsrD9YOgKav1tK4YHn8dvV2icHaa9bOOVcoHqwdAHUzmpvAK/r3oDJhWcwWvM/aOefyyoO1A6B+Rssm8MQ1q6PeZ+2ccwXjwdoBCf3VrZrAE3jN2jnn8sqDtSPa2NRiJHhN0sFlXrN2zrlC8WDtaJizlOjaertRGaFqwibpd/DR4M45l1cerB31ocFlVWMGUtGjpvVG3mftnHMF48HatRpcllTUF/JwzrlC8WDtqHtrYfx6zbZD2t7Bg7VzzuWVB+sy1/jFahrnfRW/Xb3DsBRbejO4c84VigfrMlf3+qfx6xWDe1M5bKMM9vKatXPO5ZMH6zJXN/2T+PWanTdrlQwlzgeYOedcwXiwLnP1CcE6EykDunPOuZzwYF3Gmr5cS8NHy+K3a3bKLFg755zLLw/WZSzcBF4xqBeVw/tmuKfXrJ1zLp88WJexDS/Ni1+v2SV1f7Uv4uGcc4XlwbpMRaNRNrwwL3672x4jM9/ZbVcs8wAADVhJREFU+6ydcy6vPFiXqcZ5X9G0eGX8ds3E4ak39pq1c84VlAfrMrXhhbnx61UykMqBvTLf2WvWzjmXVx6sy1RdqL+62+4j2tjaa9bOOVdIHqzLUHRdPRteXRC/XbN7G/3VrZrBvWbtnHP55MG6DG14cR6sbwAg0quGmh1T5QNPwZvBnXMurzxYl6H1T30Yv95t0igiNZXpd/ABZs45V1AerMtMtKGJDU9/FL/dbZ/R7T+I16ydcy6vPFiXmbo3PiW6Yr3dqK6k256ZzK/2mrVzzhWSB+sys/7R9+PXa3bbnIpe3drcJzGDWcQHmDnnXF55sC4j0Q0NrH9M47e7HzQuwx0TatbeDO6cc3nlwbqMbHjuY6IrNwAQ6V5Nt3237OCRPFg751w+ebAuI+semhm/3m3f0VT0rMlwT++zds65QvJgXSYaP1/Nhmc/jt/ufsiEzHf2ZnDnnCsoD9ZlYu09M6ChCYCKwb3TL9zRigdr55wrJA/WZSBa18i6e2bEb/f4znZEqjrz1nuwds65fPJgXQbW/+cDmpausRvVlfT49jbtO4BnMHPOuYLyYF3ioo1NrP7jK/HbtQeOpWLjHu08SMI8a28Gd865vPJgXeLWP/oBjXO/tBsR6HXqrp0/qAdr55zLKw/WJSxa18DqG1+M3649cBxVW/Rv/3F86pZzzhWUB+sStubW6TQuWG43KiL0+tHXOnYgX8/aOecKyoN1iWr4ZHmLvuoex2xP1ciNO3Ywn2ftnHMFVVXoAmSDiPQAzgW+A4wEVgFvANeq6r87eMzNgV8D3wAGAV8ATwKXqer76fYttGhdIyvOngYbGgCoGNCTXj/ZI4vP4MHaOefyqcvXrEWkJ/AUcCGwBTATWAMcADwqIhd24JgCvAl8D+gFzABqgROAN0Xk69kpfW6s+r9nqH93cfx271/uQ0XvtlfXSs37rJ1zrpC6fLAGbgR2Bd4GRqnqDqo6HDgRaAAuEpH9Mj2YiFQB04D+wO3AEFXdGRgC3IAF7btEpP0jtfJg9S2vsvaON+O3ux+1Dd2/ObZzB/VmcOecK6guHaxFZBRwPNAEHKeqn8QeU9XbgcuDmxe147DHA6OBBcApqrouOF4d8BPgeaAvcFZny59N0WiU1X94idVXPxe/r2rsIPr8cp9sHL3lTQ/WzjmXV106WGPN0pXAy6o6K8njNweXuwd90JmYElzeHgToOFWNAn8Mbh7TzrLmTOOyNSw/80FW39A8Tatys770++ORRGqrs/58Ee+zds65vOrqwXpicPlCsgdVdSEwP7g5qa2DiUgFsEu6YwKxiLiFiGyWYTlzomlNHav/8ipLD76VDY9/GL+/cng/+t16NJUDe2XniTzdqHPOFVRXHw0+Orj8KM0284DhwJgMjjcU6N7GMT8BGrEa/Zjgdl5Eo1GaFq2kbvonbHhxHhuemkN0XX2LbWp225y+Vx9KRd/uKY7SsedtwZvBnXMur7p6sB4UXH6RZptlweWAdhwv5TFVtVFEVgAbZ3jMDql/bwnrn55D05dr7W/JKhrmfkl0dV3S7SPdq+l11l70OHZ7IhVZDqZNDS1vV3T1j41zznUtXf1XN7Yixfo026xL2DaT42XzmIjIzBQPjV2wYAEHHXRQizuj9Y2WeSyT5ueKCBUb1RLp253IPx6Hf2RSovaJNtZTt6S5xb/b4Ud47boMzJkz5yFVPbTQ5XDOdf1g3Ujm/e6ZdLw2tvP5O9uZ21RXV7dmzpw5HW9KbwK+Cv6yb1Rw+RGE5ml/lK7XwWVZ6D1wzpWrrh6sVwP9sLnPqcQ6b9dmeLyYWlLXrttzTFR1QibbFZtYi0BXLX8p8PfAOQddfzT40uAyXYKSWL/y5+04XspjBklTNmrHMZ1zzrlO6erBOpaje0SabWKPzW7rYKq6CFjRxjE3w0aCZ3RM55xzrrO6erB+NbicmOxBERkGxJKhvJThMV9Ld0wgts7k/CC4O+eccznV1YP1vcHl5GDxjUQ/CC6fVdV5GR7znuDyZBGpSXPMqRkezznnnOuULh2sVfVD4E6sWfp+EYklSUFEjgd+Edz8beK+IjJKRMaKyJCEh+7ARt5uAdwpIr2D7WtE5DpgD6yp/Ppsvx7nnHMumUir7FRdTLD61dPA1tjUq3exEeLDg01+par/m2S/ecE2f1PVKQmP7Qw8jg0kWw18gAXvjYE64Buq+nT2X41zzjnXWpeuWQOo6jKsf/libMDXOGwk97PAkckCdQbHnA5sC/wFWB5cbwL+Cezqgdo551w+dfmatXPOOVfqunzN2jnnnCt1Hqydc865IufB2jnnnCtyHqydc865IufB2jnnnCtyXX3VLZcDItIDOBf4DjASWAW8AVyrqv8uZNlKlYh8H7gZOFVVb0mxjb8vzpUpr1m7FkSkJ/AUcCGWCGYmsAY4AHhURC4sYPFKUpCE56o2tvH3xbky5sHaJboR2BV4Gxilqjuo6nDgRKABuEhE9itkAUuJiEwGHgN6t7Gpvy/OlTEP1i5OREYBx2PZ2o5T1U9ij6nq7cDlwc2L8l+60iIitSJyEfAElh433bb+vjhX5jxYu7ATsEVRXlbVWUkevzm43F1ENk/yuMtAsODMbKxJG+ACYH6aXfx9ca7MebB2YbE1vF9I9qCqLqQ5qEzKS4lK0zBgM+AVLNf8pW1s7++Lc2XOR4O7sNgSox+l2WYetlrZmJyXpnR9Chykqo9muL2/L86VOQ/WLmxQcPlFmm2WBZcDclyWkqWqc4A57djF3xfnypw3g7uwHsHl+jTbrEvY1uWevy/OlTkP1i6ssR3b+tqq+ePvi3NlzoO1C1sdXNb+//buN1TPOY7j+PvMZENYm1FbIfRN/sQzf1YokvIv86eVNWOL9sCjsQdE/ow9kFDkAZmIB0oUVvJvNSuekIV9N0oyIWMtZrHt9uC67nNup7Nz7sN937+r7ver7n7nOvfvun7fus7p0/Xvd03SZ3bd7ulzLRrjfpGGnGGtTr/U7dxJ+rSvif7c51o0xv0iDTnDWp2+qtsTJ+nT/m5bXytRJ/eLNOQMa3X6uG7Pm+jLiFgItCfd2DyQigTuF2noGdbq9GrdXhQRMcH3t9ftxsz8djAlCfeLNPQMa43KzO3Ay1RTW75WT4sJQETcBKypFx8qUN7Qcr9IclIUjXcHcGb92RoRW6heNHFC/f3dmfluqeKGmPtFGmIeWetfMnMn1bXR+6luVjqN6i7kjcDizHy4YHlDy/0iDbeRVss5FCRJajKPrCVJajjDWpKkhjOsJUlqOMNakqSGM6wlSWo4w1qSpIYzrCVJajjDWpKkhjOsJUlqOMNakqSGM6wlSWo4w1qSpIYzrFVcRDwSEXvb72mOiPUR0YqID7tcv1V/bv6fdSyNiAMRcdn/2Y4k9ZphraIiYhFwF/BkZn5duJyXgE+A9RExp3AtkjTKsFYxETETeAbYBRR/H3NmtoDVwPHAusLlSNIow1olrQBOBx7PzF2liwHIzE3A+8CKiDi9dD2SBIa1ComIQ4F7gP3Ac4XLGe8Zqv+Ne0sXIkkAM0sXoKG1GFgAvJOZP/R64xGxHljWTd/MHBn3qzeA3cC1EbEgM3f0uDxJmhaPrFXKjXX7Vp+2vw34aJLP/rrfd+NXzMy/qE6FzwSu61N9ktQ1j6w1cBFxCHBxvbipH2Nk5sMc5Ka1iLgbuAD4HbjyIJvYBFwDXAo80Y8aJalbhrVKOAc4GjgAfDlJvwsjotXLgSNiCfBgPfaSzPz8IF23dNRwSGbuP0g/Seo7w1olnFS3OzJz7yT9djMWmpO5oJtB62e6nwdGgNWZ+eYk3bNujwSOBX7sZgxJ6gfDWiXMr9upHtf6NDMvmmpj3Rx9R8SpwOvAYcCzmfnYFKt01jYfw1pSQd5gphLas4PtGcRgETEP2ADMBT4AVnWx2h8dPzubmaSiDGuV0D71fUy/B4qIWVSPYp0MbAeuy8y/u1i1M6D/7EdtktQtw1oltE8pz+vnIBExArwAnA/8BlyRmb92uXpnbT/1ujZJmg7DWiW0b96aExGH93GcR4AbgH3A9Zm5bRrrLqzbPUzwLLYkDZJhrRI+o7omPAM4tx8DRMRKYA3QAm7NzPemuYn2Heab6xd8SFIx3g2ugcvMvyPiPeAqYBHVbGE9ExHHAU/Xizuppg1dCsyiemxrvLWZuWHc7xbV7du9rE2S/gvDWqW8SBXWlwMP9Hjbsxn7254HXD1F/+M6FyLiKKrr3PuAV3pcmyRN20ir5Rk+DV495ehW4BTgjMz8onBJoyJiFfAU8Hxm3lK6HknymrWKqKfvXFsvrixZywRWUr3oY+1UHSVpEAxrlfQS1dH18nrikuIi4hLgbKqj6m9K1yNJYFiroMzcB9wMHAHcV7YaiIgZwKPA98CdhcuRpFGGtYrKzI+BdcBt9fzdJS0DzgKWZ+ZU85ZL0sB4g5kkSQ3nkbUkSQ1nWEuS1HCGtSRJDWdYS5LUcIa1JEkNZ1hLktRwhrUkSQ1nWEuS1HCGtSRJDWdYS5LUcIa1JEkNZ1hLktRwhrUkSQ1nWEuS1HD/AHeptF5qJzldAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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wlp2GfMgKfyft8OLJEyGW9e0+LFHDPTUU1GDe1akSFYTjhINEPVH944MUZmZPKP8Tc7TyT0F0wLzDAeYlE9Sex+npvlVp/Saq+jGW4hDMWe3mdPplEhEZiWk/k0n9v/Z7F+dahie/9/Qvqml7se9zfIRAUzaLZ5LjvDDTKniRBOGIjCmed3Y6VPfd1+le42nj4RrZZ3jTW4n6dyB3owQiNHZhHdG6smEi9mKew2bKI0Qk4bydiISz6oA9VX6cZJyJxuh3zDg6yf6HE5uUItuhW6n4O5ZBDOBuEaniXetd1E8Q/X/9o5bHul0sh3b8/s8kKij/G5ck4kWiF+j5XttE3IV53AO8pNE84xuIzpcPic/85R2/CEuW49c2avKbXEvUYec3IjKsBn0zwee+41/q3ewS4f/uEuYYaEBeJjo3+UvPWa4KIvJ/RBPcvJvAnJrq2nRE6QD8y4tdjuBZ/B7DvLDB0pGmi99qluj7z8S95i7vvRvwz/h8Ad5D93hy72G0Co3dDO6fk/iziDwGVGqKwgW1YBw2b9kKuEVERmGa0SLMYehMLPE+mKPTRQnmz8Lj3EVEfoc93W/FNPFWmCNEALvplGKpLldjzj4nYPOc/jjlVmnM02UFVZ3rPbTchnnkfiYi92FOINuxcIvfYFojmGBImdEoBZ2BL0TkL5gWGHZ6Os/bvpq49ImqWiEi52DpRguBx0UknAt8BeaZfRE2HwuwDl8qS1XdJiKvACdh2bE+EJG/YnmbizFz2YXEhoVADWJXVXWdiFyJJXbJB/4tIsM0QSGEbOCZ4/+EPQC2BT4XkXswc/1a7H99KlFtZjbR9KU5gapWiqVM/RDLZPeciDyBZbZbhWWtuoBoPPZqYgt3hEl4baaIXd9Z2YpN2fUQyym/GCvmcTXRRC3PeAmL0sV//75YRL7D/Ha+9vJPZOJe80/sf3wgdt/oLyL/wO7f/b3+e2NZ9BJFfOQMjV2zfpnok9dl2NP/i8mb1xxVnYs9mS/0Vh2J3bimYHPYp2CCdh2WDi+RBuKf6/6zN877gb79+vUbdeWVV4af9gLYH2qit//nsew6haNGjeL00yNW16I333wziAn5jLxuvfXWcMUb7rzzzv+maquqt11zzTUUFBSACbSrMW/1Sd559QcYNmwYU6ZMGe7F60b6n3TSSZGb5qRJk5b7tw0fPnwUQFFREWPHjgW7SG/HYqDfwm7AeT179uSNN95o78Vix49v0vjx4wvbtGkT/k5/iv0vpmDTFIcBdO7cmeeff76tqi7w9//oo49O6tatW3iIvb1zmoSlPLwDGNiiRQtuueUW8vPNx+244467xb+PSy+9NJIt6emnn/40wRifHDlyZLjJ7pdffvmO+DbVvAAYOXLkUbVpN3v27HvOPvvs8Oa2WLayV7G0lM9jD4gBLNXl6Pp6kKgJXmau0Vj0RR52rbyCPXQ8Q1RQfwXsnySpR7Jr0xHLzdgc8MHYdzsF06jDgvpp7PtPG7WUr+GpvyFYprlwCt9wm79ilqgKUtxrMGvmMfH/U8/B9Bjs2gXLV/EM9h95AhPUX2HTYTlNoxbWnknreOwGsxnYBpSLSKmI/ILET9JpIVZ16S4R+R57YivFTNyfYzF55Vh41VTMW3igJsl/rZYq9Fyv/1ZvrBGzy8UXX8z48eM57LDDaN++PQUFBTRr1owePXowevRoHnzwQR588EGOOeaYyD5ff/312p5aRhg3bhxvvPEG5513HiJCy5YtKSgooH379owaNYo77riDxx9/nLZtaxxyHuF3v/sd9913H8OHD6dFixa0bt2aPffckxtvvJGXXnqJ3r2rWMgjHHDAAbz77rtcffXVDBs2jLZt21JQUECrVq3Ye++9ueaaa3j11VcZOnRolb6dOnXif//7H5dccgkDBgygpKSEgoIC2rRpw1577cVll13GG2+8wamnnsqee5pfykcffcTWrVtrdH433XQTJSX2N7j//vuZN6+m0W21JxAIcMMNN/Dkk09y4okn0qtXL5o1a0ZhYSEdO3bk4IMPBrMq7aHVlCJtSLx0tP2w2PDJmGVgB/ZwPRGbLhnhZalK1D/ltemIsBZzIvsTVvyiDLNWvIYpKT9L4QyaijGYhWkVdk9dTmzeBFT1diwF8J2YY2F4qmqld/wzsBoACb3QPb+TIzEfmHcwC9s27EH0RkzrThXnnhMEQqGGDM3LDmLlEd/FUvPFJ8dPp38n7MLvi13As7A5j06YJn+Rqj6SfA9pH2dGv379Br/66qt13VWT4eyzz+bzzz+nqKiI7777rqGHs7OTzXzgDoejBjRqzToRInII5kWYKodudTyNCeq3gW6qOgybx7sOm2N8wF88wuFwOByObNJkhLWIlIjITZiZo9a2V0/Yj8LMImeo6jqwuQ9VvQ2b5yjE6sQ6HA6Hw5F1Grs3OBCJs3sPK3RRCdyAeez2TNUvCWO995dUdXWC7Q9gXpEnikizhkhoEebHH39k9epEQ6wZgwY5I4GjerzrrK4hTpuTzR/nCl4YaLJwtpowT1Vzfi7U0ThoEsIam0/ujnkoXqqqU0Xkwmr6JCNchDxZtqbPMeeG5ljRg/iY6nrjqaee4t57763zflQ1A6Nx7AQ8TDRmubZ8SI5XN8Ku6yp11GvBoURraTscdaKpmMGXAMeq6v6qmioLWEq8gP9w9rH5idp4oQHhEJABtT2Ww+FwOBzp0iQ0a8+slgnTWlui30mqyllrMBN7bcsxZoTLLruMyy67rF6OtWX6W2yc9BglvfelzZGXEwhEHYXLp69g+7tzCa7eQsloofjA5CFV1fH44+kUscotQqEQmzaWsXbNVjZv2cGWLTvYunkHZWUVVFQEI6/KiiAVlUFCoRAF+XnsM7w7/QfU7C+0tXwHy7duYN32rWzYsY11ZVtZX7aVzeVl7KisoKyygrJgBTsqK9lRWUF5sJJgKESQEMFQkKAX/REMhejSvA1X7XUE7UrSywWhqofU9LtpjKjqBzhPeEeO0SSEdQbx577dnrSVxejFt0+KiMxIsqlvOv0bmq0z32XpHcdAKMSmKf+luNfelMpBhEIhNt/9MVseital3/bKTDpOvpS85kUNOOLssmXzDubNXc2C79eyeNE6fly1hbKymqY+h+++W8HNtxxJQUF+zPryYCXfb1iNrluBrl+JrlvJks3rWLplPevKahbLXR35gQB/HHF8RvfpcDgyjxPWsVRW3ySGpheknoD17z0A4Xj8QB4FLa3aXNk7c2MENUBei+ImqZOU76jk62nL+Pqrpcyft4ZgsO4/fWlpIYFAgB+3bWLqqsV8uWoRU1ct4ts1SymrrLnwrw2dSltV38iRcUSkF1YfPREhLCPiYuB14C5VTWXpy0m8ErLjsfLC3XzrP8B8H25R1RsaZnSpEZEJWLKcD3PFouSEdSx+z81UWYyaee9pqTmqmrC8nKdxD05vaA3HtjlRX7sOZ9xFUZeBplXfMzmyPr9XW5odP4SS0QPJK206WvXWrTv4ZNJCJn+8kC2bd6RsW9q8kFatSihtXkTz5kWUlBRQUJBHfn4ehYV55HufK0KVzA2uZEmztRzx0t3M3bAq5X7jyQ/k0ba4lDbFzWhTXErroma0KCqmJL+Q4vwCivLyKc4vpCg/n6K8AvICgcgrgPceCNC9RVsO6yZ1+XocmWE6lpUrTAE2JTcULxe9iBymqi5L0E6ME9axbMbS6BVjOamTEZ5orNldthES3LaJyo3R02w5zGqWlH+3gop50bCxtv84kYJ+DTqFn1GCwRCffbqYN1+fzdYtVdNit2xVTL/+7endpx1duraiffvmlKYw/f+waS1vLp7Je0uUz1YuqFZzLgjk0ad1e6RNZwa07UifVh3o2rwNXVq0oVOzluTnNRXfUAdwmTdPHoOI7AI8ChyLFSoZ5OW6buycg00h1j3udCfCCWsfqhoUEcWS0/dK1MYrqdbFW5xTT0NrMCrW+Wof5BeQ39rS9pa9H/XnK9ynW5MS1CtXbuKpJ75m6ZLYsryFhXnsPawbe+/TlZ6925GXl9zeHwqFmLthFa8vnM7ri2Ywfe2ylMfs1Kwlwzr1YljHHuzTsSdD2nWhON9dnjszqrpGRM7Fok8GYPmtE9YfaEx4BTwcNcTdDaryGSas98dKYcYzHPvetgOZLMWZk5SvWxL5XNB6VwKeRrfjy+j6kkMahZ9ctYRCIT6dvIiJL8+kojyqwBQV5XPwoX04cGRvmrdIbeJfs30zL8yfxtNzpzJ73Yqk7VoUFnPgrn0Z1XUAB3fpT8+W7WI87B0OiAjs6cA+mFm80QtrR+1wwroqz2DZz04VkWtVdW3c9ku896cbMntZfeHXrAvadgUgVFZB+bfRUrSFw7pV6dfYKN9RybNPf8PXX8VqwHsP68rRxw2idevkLgyhUIhPls9n/KxPeeeHWVSEElsq+7fuyFE9B3NI1wHs07EnhXn5Cds5HHGEa9lvit8gIgVYOdPTsXKPu2BJm5ZhWR3vVNUqFkAROQr4FTACmx/fgM2dPwM87JW1je/TCvg1cDKW4S0P+B4rM3qXqq5P52QSOZj5HO5WArsC52N158M+PdOBB4EJqlrFuzNTY8tldlphLSI9sHmTrXFmmXexilsHAi+KyGmqutJLmHI1cCZWyu22+h5zQxDcHH1WyW/VEYDy2aug3BznA80KKRzcqUHGlik2bNjOY498wQ+Lo2bvFi2KOO1nezBoSPJzqwwGeX3xDO7/7kO+Wb0kYZvdd+nK0T2HMrrnEPq36ZjxsTuaNiLSF9Oog8Rp1SLSDKtBfqi3aiHwHVYdsL/3OktEDlLVab5+lwN/9xaXYeVB22MCdBRwmogcoaqVvj4DMc/0XljUzHwshHUIVmbyXBEZraqz63jKAWye/mxgPTbV2Ad7qBiBlcq8Lu57qK+xNSg7rbDGCqePIi79oaqGROQcb/1BwCLPDNUVq7MaAs5T1Vn1PuIGoHJbVIDll7YGoGJu1C+koH97AoWNV0Ncvmwjjzz4ORs2RMPq+/XfhZ+fvTctWxYn7ffh0jn86YvXEpq6O5W24rR+e3N6v33o07pDVsbdGOg2/rpSoCmEBuxYct5fMhvgngIRyQfaAAcAf8O0xFsS1BX/LSaoVwPHqOoXvn3sC7yEaanXY7WcEZE2RBWNn6vqU74+RwIvYvfD04CnvPXNgVcwYfgS8EtVXeZt64yloT0WeFlE9qijxbEjVp/618B9qlopIiXAQ1hNhqtE5I5wKFs9j61B2ZmFdVJU9XsR2QurrHU8sBsWpvUG8Fev4P1OQXDbxsjnvBKLyY0X1o2VxYvW8e8HP2fb1qi39/4H9uT4k4aQn5/Y23rp5vVc/+mLvLuk6kP6wV36M27ISEZ16b/Te2t3G3/d3cBlNI2UxsFu46+7Z8l5f7kiS/t/XyRlCN1twP8lWH8EpnHf7BfUAKr6hYjcD/wRu3+FESwsdR1WCtjf5y0RuRXz2fGbwcdhpuWvgFP8GreqrhCR04BZmCY/Frg/1cmkwT9V9R++Y2wXkSswq2YB5jf0agONrcFossJaVXtVs/2QaravBq70XjstMcK6WVhYR/MzNFZhPW/uaib8+wt2lHnm/ACccPJQDhjZK2H7UCjEk/o5/+/L19hcXhazbUyv3fnlbqPYrX3XbA+7MXEpTUNQg53HpUC2hHV8nHU+0BITQsXAb4DmInJFnDAa6UWnJMvQE7YG+DMtLsDmtNsCE0TkTlX9xrfPPyXYz0ne+1P+4/v6bBOR54CrgDHUXSC+kuAYa0TkR0zzbtOAY2swmqywdmSGoM8MnpfIDN4IQ7ZmzljJExOmUlFhjmD5+QHOOHtvdttj14TtN5Rt46pJz/HG4tissft16s2Nw49lj/aN38EuC9xL09GsK7HzyRbJ4qyLMG3wXuxhIR/4pb+NqpaLSFsRGYGFd/Xx3vfC5q7B9xuo6ioRuQ2zGp4DnCMiKzBfnbeA1xKUBh7qvV8oIickOYfO3vvAas+2epYmWR82YfvlVn2PrcFwwtqRklgzeEuCm8oIrolO3zU2YT1rxkoeH/8llZWmjBQW5nHO+cOQgYmdv2auXc6F7z3Bok1rIutaFzXj5v3GcErfvVy4VRKWnIOfpHYAACAASURBVPeXK7qNv+563Jx1rfE8sh8UkV2Bm4CLRORWVf0BQERaYo5iZxH1GAczYX+FhZaOTrDfG0RkKvYAcDAmzM70XhUi8hRWajj8pN7aew87raWiTTXb0yF1qsDYhMb1PbYGwwlrR0qC26LRInnNWlH5gy8CoqSAvA7pVWzKBXT2Kh4bPzUiqEtKCjjvwuH07tMuYfsPls7hF+89wZaK6L1jVNcB3DnyVJdTOw08AVfvQq4J8hImrPMxjfkH3/pDMY3zHmAKMAOY62ncF5JAWAOo6v+A/3khT6Mwp7JjMO3zLEwIhiu8bPGWx6jqxAyfW13J5bFlFCesHSmJMYM3a03lkqiwLujWptFolnPnrObRR76kstJM38XFBYy7eD969GybsP3Tc7/k2skvUOnFTAcIcNVeR3D5HoeSF2gKll1HI8IfuB8A8Mze4ZCtY5M4vVaZn/HCvfoDAVX9RlU3YnPEr2Ce1tcBtwJjRKS1p10r5tQ1BEgoEEWkPyY0F9Vz0ZFcHltGcXcdR0oq4xzMKn/whXJ1b52oS84xf94aJjz8eSQrWVFxPhf8YnhSQf3Y7ClcNem5iKAuLShiwhHncsWehztB7WgIjvXeQ8BU77O/aPxU4hCRUixZCsQqZRcB3wBPiEiiJ+23fZ/DMZlhh69xnrCPP1YBpuV/gYWa1Se5PLaM4u48jpSEyrZEPucVN6fCp1nnd8v9KaCF369l/EOfU+4J6sKifM6/cDi9eic2fU+Y9SnXf/piZLljs5Y8f/QvOLx7o/ZNcTRCRCQgIidjzmAAz6lqOPuOP3bwRs8rPNxvMJYkJDyH6/cGfwabEx4K3OXFKYf7tQdu8RY/82VvvA9Yjnmnv+wllAr36eDtc5C33/oWiLk8tozizOCOlIQqomFKgcJiKn3FLfK75bZmvWihxVHv2GERHQWFeZw3bl/69E1cUG3CrE+5YcpLkeUuzVvzzOiL6NUqVQE2h6PO3CMiG+LWFWKJPsKej1OJpjpGVaeJyDNYmtGrgLEisgBLNxrWut8GfgK0FJFWqrpRVZeLyPnAE1jikQtEZD4mC/piMdirgQt8x1onIsdjWuwRwAIRmYmZ5wULL6vAkqzUaxnPXB5bpnGatSMpoVAoVlgXFMc4mOV3z13N+ofF6/n3vz6jrMxKURYU5DH2gn3plyQu/Pn506oI6mePdoLaUS8MxdIb+1+7Y+V6JwLnASNUdU1cvzMws/YX2L18D0w4vQIcp6pHAuFUymPCnVT1Scyh7DkspedgoCcwF5uvHqSqMXGKqvqlN84/At9iDxKDsFzejwH7qOoLdfoWakkujy2TBEKhZPH0jmwjIjP69es3+NVXX62+cQMQqqxg7gXRlJu9bv+etYc/B158cvuXz8vJ0K0Vyzdy/72fRjKT5efnce4Fwxg4KHF41odL53Du2xMiBTi6Nm/DM0dfSM+WO72gbhzegw7HToDTrB1J8WvVAKF1FRFBDZDfNffM4Kt/3MJD938WEdR5eQHOHrtPUkH9zeolXPjeExFBvUtJc/571DgnqB0OR07hhLUjKaG4tJrBtT6TeNtmBJoVxndpUNav28ZD909h0yYbZyAAZ5y9F4OHJq6ctWTzOs59ewJbvTjq0oIiHj1iLH1a5561wOFw7Nw4Ye1ISrxmHfwxmhwkv1PL+h5OSjZvKuOhB6awbl20qM6pP92D3ffskrD9lvIyznvnUVZv3wxAQSCPfx16Jnt26F4v43U4HI6a4IS1IynxmnVodXQ5v3PuCOtt28p5+F+f8eOqaJjZ8ScNYd/9EgveYCjI5R89zSxfecvbDjyZQ7ulrHzkcDgcDYYT1o6khCp9KXrzCwiuimaOzOvYogFGVJUdOyp55MHPWbY0mrzlyKMHMPLg3kn73DHtHd5cPDOy/IuhB/PT/sOyOk6Hw+GoC05YO5Li16wDBcUEV0bzhOeCZh0Mhvjv41+xaOG6yLqDD+3D4T9Jns//5e+/4e/fvBdZPqybcP0+CdMnOxwOR87ghLUjKbEx1kVU+oR1XgPPWYdCIV56YTozpq+MrBs+ogfHjhmUNF/5rLUr+M2k5yLL/Vt35N5RPyc/z10GDocjt3F3KUdSqiREWbE5spzfqWHN4B++N59PJy+KLA8a0omTTh2aVFBv2rGdi95/gu2VFtLVuqgZjxxxDq2KSuplvA6Hw1EXnLB2JCXkKw0ZKCgm+KNfWDecZv31V0t5bWI0NXL3Hm048+y9yM9P/HcOhUL8ZtKzLNi4GrAKWveO+hm9W7kQLYfD0ThwwtqRlJg567zCmIQoeQ00Z73khw0889Q3keVd2pdy3rh9KSpOnub+oRmTeH1RNHvir/c8zHl+OxyORoUT1o6kxMRZh6LCMNC8iLzmRfU+ns2bynjskS8ipS5LSwu54KL9aNGyOGmfz1cu5JYvX48sj+rSnyv3ODzrY3U4HI5M4oS1Iykxc9Y+YZ3XoXmi5lmlsjLI449OZf367TaeAJx57j60TzGWdWVb+eUH/4nUpd61tDX3jPqZcyhzOByNDnfXciQlJilKMD/yMa9daYLW2eW1ibNZMH9tZPnY4wfTf0DyOedQKMQ1k55nxVaLvy4I5PHAoWfSrqT+HzQcDoejrjhh7UiK38EsRljvUr/CevasVXz8wfeR5b2HdeWgUcmTngA8Oedz3lgcnaf+7T5HsU/HHil6OBwOR+7ihLUjKTHCuqJhNOtNG7fz9H++jix36tySU07bPWmIFsCc9Su56bOJkeWDuvTjF0MPyuo4HQ6HI5s4Ye1ISoyDWUVUONaXsA6FQjz932/YstkeGgoK8zjznL0oLMpP2md7RTmXfvhUJJ66XXFz7j7odPIC7q/ucDgaL+4O5khKzJx1efSvUl9m8KlfLGHO7B8jy2NOGELnXVul7HP7V28xc+3yyPKdB51Kp9LUfRwOhyPXccLakZSYQh5lUc06v132nbQ2bdzOKy9Gi20MHNyREQeknnP+cuUiHpwxKbI8dtD+HNF9UNbG6HBkGhH5hYiERGRcDfv9yus3thbHLPD6hkTkrDTaj/PaVtT0WI7a44S1IykxmvX26Mf60KxffH4627aZKbu4uICTT9st5Tz1topyfjPpWUKEAOjbugO/H3ZM1sfpcGQKEdkXuL0W/fYDbsv8iBy5hBPWjqT456xDfmGd5TnrWTNW8t230VrTxx4/iDZtmqXs87dpb/O9L53onSNPpVlBYVbH6XBkChE5BHgTqFFqQBE53OvnYhKbOMlzNDp2emLSjVbWz5x1ZWWQiS9Hzd+9+7Zj+IjU5u+pqxbz0IyPI8sXDRnJPh17Zm2MDkemEJES4DrgBiC552TVfs2A672XU7p2AtyP7EhKjDd40HuuywsQaJW9SlVTJi/ix1VbAMtSduLJQ8nLS27+Lg9Wcu3k5wmGzPzdp1V7rt77yKyNz+HIFCLSD5gD/MFbdQOwKHmPSD/x+t0ABIHfAUuzNExHjuA0a0dSYuKsvXSjgVYlBFIIz7qwdesO3n5zTmR53/16sGuX1J7c42d+gq6P1rS+w5m/HY2HbkB3YApwqapOFZEL0+jX3ev7iddvmohcmsVxVouIFADlaTb/t6rWyIHO4YS1IwUxucE9zTovRdGMuvLeO/PYujXqVHbUMakrYy3fsoE7pr0dWf75gH3Zt1OvrI3P4cgwS4BjVfW1GvZbDBytqm9kYUy1JQRMTrG9PRC+oKu1Hjiq4oS1IymxVbdsOi3QOjsm8M2byvh00sLI8qFH9KNlNQ8Gf/riVbZ42n+b4lJ+t8/orIzNUTvmjM0vBeq/PFvm2TFgQuXWTO9UVecB82rRbw5mBs8ZVLUSGJlom4i0BMIxlW8Bf66vcTUlnLB2JCXGwcwT1nmtsqNZf/D+fMq90pctWhQx8qBeKdtPWjaPlxd8G1n+3T6jXZGOHGLO2Py7gctoGn4xwTlj8+8ZMKHyioYeSD3wuIg8nqmdeebxZ4HdgVnA6Z5gd9QQJ6wdSYlJihIxg2des47Xqkcd1pei4uR/zYpgJX/47JXI8p7tu/PzAcMyPi5HnbiUpiGowc7jUmBnENZzgB+radMJ6Jfm/u4DjgLWAMep6oY6jG2nxglrR1JC5YkczDKvWU+etDBGq97/gNRhV8/O+yriVBYgwJ/3P8Hl/s497qXpaNaV2PnsDPxJVZ9I1cDLrvZQdTsSkd8CFwE7gJNV9ftqujhS4IS1IykJHcwyPGddvqOSTycvjCyPHNUnpVa9tXwHf/M5lZ3cd092b98to2Ny1J0BEyqvmDM2/3rcnPVOiYicBtzqLf5CVT9qyPE0BZywdiQlJt1o2MEsw2bwqV8uYesW8wAvLMpnxP6pE6A8PHMSK7duBKA4v4Br9z4qo+NxZA5PwDkht5MhIvsDjwEB4DZVndCwI2oaNAUTlSNLJEqKkkkHs2AwxKQPF0SW9x3ejdLmyRWxddu38M/vPowsnz/oQLq2aJOx8TgcjrohIn2Bl4ES4EUsYYsjAzhh7UiKPylK2Bs8k9nLvp+/hlWrNtt+A3Dgwb1Ttn9wxiQ2e9p+66JmXLr7IRkbi8PhqBsi0g54DYup/ho4S1VDDTuqpoMT1o6kZFuz/uzTxZHPAwZ2oEOHFknbrtu+hUdmRnMuXDz0YFoXpy7u4XA46gcRKcY06QHAQuAYVd3SoINqYrg5a0dSEiVFycuQZr1l8w6m+ypr7VdNsY6HZkyKSYAydtD+GRmHw+HICL8GDvI+rwYeEpHmQKLcvxWqekh9Dayp4IS1IymxSVG80K0MpRud+uUSKistXKtly2IGDemUtO26sq08MuuTyPJFQ0bSsih7xUQcDkeN8Sfxry7pgUuKUgucsHYkJaaQh2cGD6RwAEt7v6EQX3z2Q2R52H7dyc9PPiPz6KxPY+aqzxt0QJ3H4HDkIqraq5b9ah2/qKoVmOd2uu0fBh6OW3cDVgXMkSWyMmctIp2zsV9H/REKhWLjrMMOZqV1F9bLl21i5YpNkeV9h3dP2nZ7RTnjfVr1BYMPdFq1w+HY6ciWZr1YRN4ExgOvqGq6pdMcuUJl3E8WLIAABErrXn7y66+ipXd79GxD+w7Jc3o/P38aa7abn0pxfoGbq3Y4HDsl2fIGzweOxRK4LxORu0Vkzywdy5EFYhKiAITyCZQWEQjUrZZ1MBiKEdZ77d01edtQkIdmfBxZ/mn/Ya5Yh8Ph2CnJlrDuic1fzAV2AS4HporIVyJymYjskqXjOjJEjCc4lm40E1r1wgVrWb9+u+0zALvv1SVp2/eWKPM2WE2BAAHGDU5Ygc/hcDiaPFkR1qq6RFX/rKoDgf2BfwHrgT2Bu4GlIvKsiBwrIi7WOweJcS4DCBVkxLnsm2nLIp/7D+iQsmb1v31x1Uf2GESf1u3rfHyHw+FojGRdUKrqZ6p6CbArcDowEQgCp2Bp6ZaIyF9EZGC2x+JIn3jNmlB+nYV1MBhi+nfR2Oo9UmjV329YzcfL5kWWLxzitGqHw7HzUm9araruUNXnVPUELB3db4AtWG3Ua4AZIvKRiJxYX2NyJCdmzjqYT4BAnT3Bf1i8nk0bbb+BAAwemjy2+kn9LPJZ2nRiv06pU5E6HA5HU6Ze46xFpBdwBnAysBfR2L5vgM7ASOBAz5P8NJeuruFImL2sjpr19G+XRz737rsLzZPsb1tFOU/PmxpZPkv2q7Njm8PhcDRmsi6sRaQV8FPgbOBAb3UAWAs8CTyiqt+ISD5wAnAfcBTwd2BctsfnSExMEY8MJEQJhWJN4EN3Sx6K/+rCb1lfZpUVmxUUckq/vWt9XIfD4WgKZEVYe4L3GExAHwcUYwI6CLwDPAK8qKoRiaCqlcALIrIZeAM4CSesG4xYzdoT1nXwBl+5YhNrVkdLGw9JIawfnx01gZ/UZy9auSQoDodjJydbmvVyLGQrbLv8HpgATFDVJdX0ne29u1SoDUiiilt1mbOeNXNV5HPXbq1p2zZxxaz5G35k6o/Ralxny361PqbD4XA0FbIlENsD24DnMTP3BzXoWwI8CEytrqEjewTLE6QarYMZXGf/GPk8aHDHpO2e9c1VD263K7u1T540xeFwOHYWsiWsLwb+q6qbqm0Zh6rO8fo7GpBMOpht317Bwu/XRpZlUGJhXRkM8vy8aZHl09xctcPhcADZC93qjMVRV4uI/F5EHs/SOBy1JVHFrVrOWc+fu5pgMARAs9JCunVvnbDdJyvms3zrBgDyA3mc2MdlqHU4HA7InrC+CTg/zbanYM5kjhwituJW3bzB/Sbw/gPaJy2H+ey8ryKfD+02gA7NWtbqeA6Hw9HUqLMZXER6Aocn2NRJRFIJ7ACWQ3wosLmu43BklmB5AgezWgjrUCiEzo46l8nAxCbwzeVlvL5oemT51H771PhYDofD0VTJxJz1KuBmwJ87MgT0Ax5Ko38AC+dy5BAxcdZ1qGX9449bWLd2W2R5wMAOCdu9uXgm2yqsLGfrohKO6OayzzqaLl6CqAVJNoeAdcBi4HXgLlX9MUnbnEVExmJlkpeqajff+g+AUcAtqnpDw4wuNSIyATgX+FBVD0l3Wzaps7BW1W0i8lvgFt/qnkAZsCJxL8BirjcD04Cr6zoOR4aJmbP2HMxqMWc9Z1ZUq961Sytat04cMz1xwbeRz8f02o2SgrpX+HI4GgnTgQ2+5QKgLWZ13BO4UEQOU9XvGmJwjtwgI97gqvof4D/hZREJAl+o6sGZ2L+j/kmUFIWSWgjrOasjnyWJVr2hbBsfLp0TWR7Ta/caH8fhaMRclii81Ssl/ChwLPCciAxS1WB9Dy4LnAOUAqura+iIkq3QrZsxE46jkRIbZ+3NWTer2d+lsjIYE7LVb0DiEpdv/zCTHcFKANoVN+eAXfvUdLgOR5NDVdeIyLnAUmAAcCSW3bFRo6pONtSCbNWzvllVx2dj3456orI8+tkzgwdqqFkvW7qR7dsrAMjPD9CrV9uE7V5ZELXuHdNrKAV5+TUcrMPRNFHVNZiZHMws7thJyYQ3+GHex09UdXvcurRR1ffqOhZH5gj5hXXInukCzWomrL+fvybyuXuPNhQVV/27rS/bykfL5kaWx/TarYYjdTiaPOELr0qSKREpAH4OnA7sjaV5rgCWAe8Bd3qJpuL7HQX8ChiBzY9vwB4KngEe9tdt8PVpBfwaq5rYD1P2vgdewJzg1qdzMokczHwOdyuBXbHQ34uAwV636VhmywmqGsrW2HKZTJjB38GcxQYDc3zrqnyhKQhlaCyODBEKVviWPGGdQNimYv7cqLDu02+XhG3eXDyTcs8E3r6kBSM6OxO4wxFGRPpiGnWQOBO4iDQDXgUO9VYtBL4DOgH9vddZInKQqk7z9bscq2oIJtS/xlJEj/Jep4nIEV5xpXCfgZhnei+gEpiPpZQeAtwInCsio1U1XNuhtgSwefqzgfWYTOmDPVSMAAS4Lu57qK+xNSiZEpCJzOk1KUDsihXnGpVRYR0I5UNhPoGC9GdNKiuDLPDNV/ftm1hYv7FoRuTzMb2Gkp+XrTw9jvrm2isnlgJ1K4KeG+z4613Hba2+WWbwqha2AQ4A/obdX29R1UVxTX+LCerVwDGq+oVvH/sCL2Fa6vXAad76NsBtXrOfq+pTvj5HAi8Ch3jtn/LWNwdewYThS8AvVXWZt60z8DDmBPeyiOyhqtFYzZrTETgD05LvU9VKESnBwoDPAq4SkTvCoWz1PLYGJROhW1XuronWORoX8WbwmjqXLVu6kbKy6Hx1zwTz1VvLd8SYwEf3GFK7wTpyjmuvnHg3cBnZy5JYnwSvvXLiPX+967grsrT/90Uk1fbbgP9LsP4ITOO+2S+oAVT1CxG5H/gj4J9bEqxY0jrg6bg+b4nIrcDugN8MPg4zLX8FnOLXuFV1hYicBszCNPmxwP2pTiYN/qmq//AdY7uIXAGcicms4ZhFoSHG1mA0hQvJkQVCPs2aUH6Nncvmz6t+vvqjZXMp847TsrCYEZ17126wjlzkUprO/SUPO59sMR2Y7HtNAWZguSoAfgP8w9O4I6jqSEzwPpBkv2FrQKlv3QJsTrstMEFE9ojb559U9TRVfcG3OpwO+im/MPT12QY85y2OSXaSNeCVBMdYA4QTw7RpwLE1GPU+T+zNsxwB5AMfqeraaro4GoJ4zbqkZn+V7+dVP1/91uKZkc+HdRtIUb5zW2hC3EvT0awrsfPJFsnirIswbfBe7GEhH/ilv42qlotIWxEZgYV39fHe98LmrsH3G6jqKhG5Dfg9Fu98joisAN4F3gJeU9X4+OewF/qFInJCknPo7L1nIvXg0iTrwyZs/42ivsfWYGTt7igiXbE/xCJVvc1bNwh4G5tHAdgiIheq6tNJduNoIPwOZoFQXo08wYPBULXz1RXBSt7+YVZk+cgeg6u0cTRe/nrXcVdce+XE63Fz1rXG88h+UER2xYojXSQit6rqDwAi0hJzFDuLqMc4mAn7Kyw75OgE+71BRKZiDwAHY8LsTO9VISJPAZeqajirWrhMXthpLRVtqtmeDlU80ePw+zjV99gajKwIaxHpgJlyugATfZv+5a0LYWEIrYDHReRbVZ1VZUeOBiN2zjq/Rpr1iuWbIvPVeXmJ56u/XLWIdWV2/yvMy+fQbinn7ByNEE/A1buQa4K8hAnrfExj/sG3/lBM47yHqPl8rqdxX0gCYQ2gqv8D/ueFPI3CnMqOwbTPszAheLzXfIu3PEZVJ1bdW4OSy2PLKNnSrH8NdAXmYrFxiEg/YCRmUjpIVaeIyJ8xN/wrsZg6R64QM2ddM8160cKoVt2la6uE89V+E/j+nfvQqihxznCHw4E/xWgAwDN7h0O2jlXV9xP06xa/wpuG7A8EVPUbVd2IzRG/gnlaXwfcCowRkdaedq2YU9cQYpUv/377Y0JzUT0XHcnlsWWUbM0nHYM5MRylqmGvvWO998mqOsX7/Acslq7GSVQc2SUmzrqGwnrhgnWRz4m0aoC3f4iGPDoTuMORkvC9MwRM9T77vTGnEoeIlGLJUiBWKbsI+AZ4QkQShcy+7fscdmgLO3yN84R9/LEKMC3/CyzUrD7J5bFllGwJ6z7AHFVd6Fv3E+zPFvkzqGo55p3YBUdO4TeDB2roDb7IL6x7t6uyfeHGNSzYGPVhOaJ7o/b7cDiygogERORkzPcH4DlVXeJ99if4uFFECn39BmNJQsJzuH5v8GewOeGhwF1enHK4X3ui1RM/8zn/3gcsx0KkXhaRHr4+Hbx9DvL2W98CMZfHllGyZQZvBmwPL3hPN+EKXB/EtS2lZtnOHPVBvBk8zTnrjRu2s3ZtdJqyV++qmrW/wlb/1h3p1iKx9u1w7CTcIyIb4tYVYok+OnrLU4FLwhtVdZqIPIOlGb0KGCsiC7B0o2Gt+21MSWopIq1UdaOqLheR84EnsOnKC0RkPiYL+mKhYKuBC3zHWicix2Na7BHAAhGZiZnnBSjGLKk/r+8ynrk8tkyTLc16GdDb97R3MNACcyoLm8DDHuN9cBW6co5QLeesFy2KatVt2pTQpk0VyxQf+IT1Id0G1H6QDkfTYChwYNxrdyzOeiJwHjDCizX2cwZm1v4Cu5fvgQmnV4DjVPVIovfWSIyxqj6JOZQ9h01DDgZ6Yj5GtwKDVDWaWtD6fOmN84/At9iDxCAsl/djwD5xsdn1Ri6PLZMEQqHMK7Ui8ghwLhZWMAHzAh+OBa6f6bXpiKWzGwXcr6rZTDqQk4jIjH79+g1+9dVXq29cz/zw51FsmzMJgJL5p9H2hItpefUh1fab+NJMPvrgewD22KsLZ56zd8z2ssoKdvvPH9laYdEZTx55PqO6OoGdo7g0wA5HjpAtM/htWG7ZX3uvAFDurUdEDsKC8POxai91mkvwnCmuBX6GmYA2YWaju1X19Vrsrxc2l56Kb1R1z5ruu7EQis8Nnuac9aKFqZ3Lvly5MCKoS/IL2a+Ty1rmcDgc1ZGtetaKFUr/AjPlfAccr6rfek2WYQ8K04ED4xzRaoTnIPEe5lneB4sz3OId/zUR+UMtdhtOwbeW2DSA/te0xF2bBrXJDV5eXsmSH6JTb4mE9Xs+E/gBu/ahpKBmaUwdDodjZyRrGcxU9VOspFkiFgB7+oR3XbgP2A8r83a8L7vP2cAjwE0iMllV36nBPsPC+hlVvSRly6ZKLXKDL12ygcpKCwktLMyjS9dWVdp8sEQjnw9x5m+Hw+FIiwbJ26uqwUwIaq/W61mY59+ZYUHtHeNx4C/e4k013HVYWDdq78G6EKNZk5eWsF68KFrfvVuPNuTnx/69lm3ZgK5fGVl2WcscDocjPbJeOcGbT27tHSupw4qq1sYj/Gxs3nuyqs5MsP0B4AbgQBHpUYNjhIX19FqMqUlQNTd49X+VpUuiJvDu3aum4fWHbPVsuQu9W7Wv4ygdDodj5yCbhTyOxgLs96iuLRZnXZux7O+9T0q0UVWXisgiLCxhFPB4dTsUkRbY3DfsxJp1bczgS37wadbdW1fZHhOy5UzgDofDkTbZKuQxEngZM7OnE/5R2xCRft77/BRtFmLCOl3psLs3nmVABxG5GkueXwDMAf6rqpNrNdpGRBUHs2qSomzfXs6Pq7ZElrvFadbBUJBJy+ZFlg/pWl2BHIfD4XCEyZZmfS1mnv4WuBmYRbQWaSYJZ/dJlZw9nEggXZtr2BLQFphJND8uWDagX3lx5Bd76VKrRURmJNnUN80x1TuxucHzq02K4jeBl5QUsEv70pjts9auYMMO+wvkB/IY0bkPDofD4UiPbAnrA7B0o0ep6srqGteBsETYnqJN+CGhNEUbP2FhXYIlc7kHmIfVfD0bCxE7HwtJ+2WiHTQJYnKDV69Z+0O2unVvQyAQayz5dMX3kc+77dKVlq7KlsPhcKRNtoR1c2BGlgU1WLnNdD3a003V9rG3z2mqer9v/WLgFhFZW6qNsAAAIABJREFUiOXVvVhE7otPy5cIVR2SaL2ncedkyamaphuNFdZV56v9wnp/p1U7HA5HjciWsF4EdMrSvv1sxszVqdS0cHLqrSnaRPDy5j6ZaruXaKU/cAKWhKXJETtnXb2DWSrnsmAoyJQV0YRw++/qhLXD4XDUhGzFWT8LdBGRw7O0/zDhOou7pGgTnqtelcHjhrOXNd1cmTWourV16w7WrI4+C8U7l81eFztfvW/Hnpkdq8PhcDRxsiWsb8U0zsdE5AQRKc7ScWZ5771StAlvm5OiTQwiUigi+SmahL+3tBzMGiNV46yTa9ZLl2yMfC4tLaRtu9hKW58sd/PVDofDUReyZQZ/GFiClS17AagUkbVYAfBEhFS1NurWZ8DxROOtYxCRbkC4GPkn1e1MRNpiYWBtgVOwsSdiL+89USKWRk8oFIJgZXRFIB+Kkj+7xJrAUzuXuflqh8PhqDnZ0qx/Boz2Pgewh4KOQLcUr9rwrPd+iIgkyl15sff+YTrFQlR1HbDCWxybqI2InIqFXO0guTBv3PhN4ECgqKiKAPaTyrnMzVc7HA5H3cmWZn1elvYbg6rOFZH/YEXYXxCRE1R1HoCInAX81mv6/+L7ennFC4ENqrrct+lWrGD5GBG5FbhJVcu8PqcC4712f1XVZdk4r4YmNi84BEpSz2L4NeuuccLazVc7HA5H3cmKsFbVR7Ox3yRcDuzmvWaLyHeYGTssFX6fpOLWu16bR/Fp0ar6uIjsDlwNXIclQZmLebd39Zo9jMVbN0liEqIAFBUlbbtl8w7WrY3mu4l3LnPz1Q6Hw1F3sl7II9uo6hoR2R+4BjgdGIQ5fn0I/ENVa2yqVtVrRORN4FJsPnx3rLb1ROABVX01U+PPSeLM4HnFyQXskiVRrbp5iyLatIlt65+vHtG56TrPOxy1QUT6Y0rBT7DES2uBKcB9qvp2in67YEWKTsCmEdcBkzGL35QajuEQ4H1vsXd1U4YiMgE4F5tePKQmx3LUnqwKa88LfCwwBhgItFbVDiLSHrgduD1JtawaoapbsDKYN9WgT69qtr8D1KQGdpOhqhk8uWa9NG6+2j+3XWW+2jmXORwRROQo4H9YLoitmMNqB0wAnyAif1PVaxL064QJ5r5ev28xgX0ScLyIXKSqj9TPWTjqi6zVsxaRAcA3wD+BY7BKVu28zT2xJ7MvReSEbI3BUTvizeCB4uRz1vFpRv3456vzAgGGd+qVuUE6HI0YT2H5LyaonwK6qOqeqtoVOBPLzni1iJySoPvTmKB+G+imqsOALpiGng88ICKD6uE0HPVIVoS1iLQG3sQqXS0G7iC2MtYGYDaWeewZERmajXE4aklF+g5mqTKXferTqt18tcMRwzjMt2YhMFZVI0+9qvof4CFv8WJ/J89kPQrL3niGF8GCqgZV9TYsFXIh8Pssj99Rz2RLs74S054nAoM8U044JArPY3s34EXsj/WbLI3DUQtiK24FyEtiBt+0qYz166M1VOI160+Xu/hqhyMJCzDN+p/haJM4vvXe48MnxnrvL6nqaqrygPd+oog0S7Dd0UjJ1pz1yZiT1zhVTVgRS1UrReQi4Gjg0CyNw1EbKuPKYyZJNerXqlu2LKZ166jmHAwFmbLSzVc7HIlQ1acxc3Yyhnnvc+PWhxNATUrS73OgAiumNAwrTJR14pzUquM8VZ2QvdE0TbIlrPtgVbdS5uNW1dUiopjzmSNHiC3ikZe0iEeqZCiz161kfZnlC3fz1Q5HeohIG+DXWK6KCuA237Y87N4KsdOKEVS1XESWYhr5AOpJWGNTm5NTbO8D7Op9Xpz94TQ9siWsg0SrXVVHHlYb2pEjxJrBkxfxSOVc5upXO1YMvr0USB5K0HjY0XnmNWlV7astniPZzUA/oBj4AbhEVT/yNWtL9J79Y4rdrcGEdfsUbTKKqk4DRibaJiKDiaZ7/qOqvldf42pKZEtYzwOGikhnVV2RrJGIdMfqOX+TpXE4aoFfsw6kMIMvXZLCuczNV+/UrBh8+93AZWQx4qQeCa4YfPs9nWdec0UWjzEc8Ne9bwscJyIfqeomb12pb3vC6UWPcJai0hRtkrEgcebm2uGFmb0GtAaeoQbhtY5YsnUh/Q97ELhPRBImlfZisP+N5Q5/OUvjcNSGuPKYFFcV1hs2bGfjhqhBxC+s3Xy1A0so1BQENdh5XJrlY9wDtMBCsMZiAvdi4D0RCV+AlYm7JiVUi3F8iZmzU73SKjcsIqXAK5iW/zlwrqrWZkwOsqdZ3w2cD5wIfCYiT2OFPBCRo7FqXOOA/sBy4B9ZGoejFlQxgycoj+lPhtK6TQktW0XN3G6+2gHcS9PRrCux88kaqrrE+7gFeFREpgBfY05iZwETsHCtMKnmlcJTkLUx3Z9WgwxmqdrkAf8B9sVM+ickczZ2pEe2coNv8oTyK9ifbR/f5oneewAT1MeHYwUdOUKMg1k+gQSadUx8dbf4+Go3X72z03nmNVesGHz79bg561qhqioiL2BFig4hKqzLsDntXVJ0D89Vp6UBZ4k7sUxsW7B7fNLpUEd6ZC3dqKrOFpE9gAuxNHhDsHmLLYBigvw+VV2ffC+OhiDkM4MHkmjWKZ3LlvvzgTsT+M6KJ+DqVcg1FkSkHdAbWJQkXhpgkffeGSzxiRc9szvQK8l+CzFTOsCcjA24BojIZZhHexA4U1W/bohxNDWymhtcVbcCf/dejkZCldCtOM06FAolzVwWP199gBPWDkcivsDCmX4L/DVJm3BClKW+dZ9hwnp/zOcnnuHYfX07MC0jI60BIjIGmwYFuE5VX6rvMTRVMi6sPcexgzDTTQ/MXBPCqsLMwoL5P3aOBjlMTNWtPALNYv8mG9ZvZ/PmHZFlfw1rXbcqZr56Xzdf7XAk4i3MgWyciNylqjE5fkWkF2aRBLNChnkGs1aeKiLXqurauP1e4r0/rarbqEdEZB8sK1seMF5Vb6/P4zd1MiasPfPLr7EnxXa+TQGqeiUuE5FbsXKTwUyNwZEZQlXmrGPN4EuWRE3gbds2o0WLaO7wT1dEczXstktXWrn5aocjEbdjTlr9gf+IyCVhc7iI7IUV92gGfAT4tdN3MY/sA4EXReQ0VV3pOXRdjRUBKceXTKU+EJEe2ENFc6wuxC/q8/g7AxkR1iLSCsvzPQoTzgAbsST1mzAnk9bYHE0h0BULVThBRE72Slw6cgS/N3ggQVKU1MU73Hy1w1Edqvq9iJyOpRw9FRjjzUeXYJnHwOpan+K3QqpqSETOAT7ELJiLRGQ6dk/tjClG56nqrPo7G8C85cMZygLAy17oVn6CttNU9bJ6G1kTIVOa9TOY2bsS+BfwL1X9Lr6RiBRhcyoXYk+ARwCPY7nEHblCNbnB/c5lXX3OZfH1q918tcORHFWd6DnhXgMcCQzCHPImYdWzHok3j3v9vve0798Dx2NFkbYCbwB/VdV0c3Rnkla+z0dW07aimu2OBNRZWIvIcdiPsxEYo6pJc9Hq/2/vzuPkquq8j3+qu7MvZIGErJ2F8ANZgkBAZQsjm4OK4xoFFZ/BUdTxNTxu46AjjrjNuG+PyyOCoD6AKKCCCAjRABJZjQF+IfseIAnppLP0UvX8cc6tulVdVelOeqmmv+/XK6/b9557T51bt1K/Oss9172F8EFcZGbXEJpNLjKzs/voAyZllA4wIxWsqw0u8+3PsV391SKdFp9A2OUm49hkfkX8d7BluJ9Ci2hn9r+UwtO/km3zD7YcUl13TFhwCaHp5YpqgbqUuy8EPkn4kFzcDeWQbpLrULMu9Flv376H3c2FYJ6+x1r91SIiPaM7gvWJhBv1bziAY68lNJ2f0g3lkG6S21eYRrS0z3r92kKtetz44QwfUZjzQv3VIiI9ozuC9eHAynJ9K/sTB5atJNziJTUiHaxLH5G5YX35x2KW9le/8vCZPVtIEZEBpDuC9TDCs0wP1HbCcH+pEbl9LamV4klRKs1c1qG/esKMHi+niMhA0R3Bup6uPw0mrbWbyiHdpChYUw+DwuUJg8vK16zT/dXHjpvMIUM6+zhzERHZHwVJ6SDbkuqzrmsgkwkDRbdt3c2ePYXejimpwWXFTeDqrxYR6U4K1tJBriVVs64rNIGvS9WqDz1sBMPiAz469FdPUrAWEelO3TUpyiFmduaBHttNZZBukg7Wmfp0f3X5+6uXvfgc2/aFSejUXy0i0v26K1gfC2hSk5eIXGtqYH9dYSR4pcFl6Udiqr9aRKT7dVew7vTsNxXoCVy1pLVjzTqbzbGxwm1b6fur1V8tItL9uiNY64bal5hcOlg3hJr1Cy80s3dvmNksk4HJU0KwVn+1iEjPO+hg7e5ruqMgUjtyZWrW69YU+qsPmzCSoXFWM/VXi4j0PI0Glw5ybam5wWPNOj24bNp09VeLiPQmBWvpINeWbgYPc3+vW1s+WD+YmgzlFZpiVESkRyhYSwe5tsJo8ExDA21tWTZuaMpvS4J1NpflwVTN+rRJR/ReIUVEBhAFa+ko9YjMzOAhbN60k7a2LAD19RkmTR4FwFPbNrGjZU/YnqnjFD2/WkSkRyhYSwfFNetBRf3VkyaPpqGhHoAHNhWawOceOpVRen61iEiPULCWDnLZVM160OCK/dXpYH3apNm9UzgRkQFIwVo6StesB5cP1q3Zdh5O3V+tYC0i0nMUrKWDdM26vaGBLZt35teTaUb/9sJ6muOo8cF19Zw0obF3CykiMoAoWEtHqWDdlKsnFyeDHTykngkTRwLFTeAnTWhkWMMgRESkZyhYSwfpmvX21sK071OnHkJdXVhXf7WISO9RsJYO0sF6W+oBXFNjf/XetlYeea4wy6yCtYhIz1Kwlo5yhWC9dU82//f0GKwfe34t++K92MMbBjP30Km9Wz4RkQFGwVo6yOXa83/v3Fd4emlSs043gZ8ycQaD67vrSasiIlKOgrV0lC0E62x8MNuo0UMYOzY8pGPhhmfz6WoCFxHpeQrWUiSXywGFZvBcJsxWNmPmODKZDNv3NvPkC+vz6WdNObK3iygiMuAoWEux1nZyFPqps4Rg3ThjLAB/2ricHKFpfOKwURw99vDeL6OIyACjYC1FcrtbIZNuBk9q1iFYL9ywLJ925pQ5ZDIZRESkZylYS5HcnlbIFGrWuUw9DYPqmDzlEHK5XFGwnj/F+qKIIiIDjoK1FCkN1lnqmTZ9DA0NdTy9fTNb9oSpRzNkOHOynl8tItIbFKylSG5PK7mSZvAZsb/6/lSt+vhDpzB26IheL5+IyECkYC1FOtSsM/U0zhwHUNIErlHgIiK9RcFaiuSaW8ml+6ypp3HGWJpa9rJ4y+r8dgVrEZHeo2AtRUpr1mPGj2TEiMHct95pjZOljBsyghMPm95XRRQRGXAUrKVI++4WMqlgPbXxMAD+sPap/LZzph1FfZ0+OiIivUXfuFIk29xctN44+zBa2tu4b4Pnt507/ejeLpaIyICmYC1Ftr24q2i9cfYEHt6yiqaWvQAMqW/grMnqrxYR6U0K1lJkzfbiYD3qkJHclWoCP2PyEQwfNLi3iyUiMqApWEuRdbv2FG+oayjqrz5v+st6uUQiIqJgLXm5XI4NLS1F25bseIGNzTuAMGvZudPUXy0i0tsUrCVv86ad7M22FW27fc3S/N/zJjZy2LBRvV0sEZEBT8Fa8p55+jnqSE81Wsftq/+WX79o5ty+KJaIyICnYC15/vRz1FGoWS8ZO4PNu5sAqM/U8dqZx/VV0UREBjQFawFgz55WVq/aTl2uULO+d8JR+b/PmHwE44eO7IuiiYgMeArWAsDyZS+QzebyNevWTB1/Gj87n/6GWSf0VdFERAY8BWsBQn81kO+zfmTsDJoGDQXCRCgXNB7TZ2UTERnoFKyF9vYsTy3dApBvBr/z8EL/9LnTjmbkoCF9UjYREVGwFmDVym007wr3V9fnWtk6eAQPHnpEPv1tc07uq6KJiAgK1gIseXJT/u/Dm5r5/eHHks2Ej8aUEWM4c/KcviqaiIigYD3gZbM5lvxtc3598vad/O7w4/Prbz9ynh6HKSLSx/QtPMCtWrmVXTv3AVBfl2H52FY2DxsT1nNZNYGLiNSAhr4ugPStxx/dkP971sQR3HTY8Pz6/N0vMGnEIX1RLBERSVGwHsD27m3jicc25teHHLaPJRRGfb+9eVO5w0REpJepGXwAe/LxDbS0hFu1hg0bxF11z+TTjtuxnmOy+/qqaCIikqJgPYAt/sva/N9j5w5hYbZQk16w9mEygwb3RbFERKSEgvUAtWH9Dtat3ZFfXzTM838f1bSRV2xbSWbQsL4omoiIlFCwHqAW3rci/3fLrH38Zeuq/Pp7Vj9ABqiL042KiEjfUrAegLZt3c2Tj4eBZe2ZLA+OW5ZPO2HLTk7evhqAjIK1iEhNULAegO6+axm5XPh7VeMWNraE5vC6HPzbY6vIxP0yg9UMLiJSCxSsB5jNm5p47JH1AGwdtpNHRq/Mp71l2WiOaNqZX1fNWkSkNihYDyC5XI5bb/k7uRy01LWxeOZysoQq9tQRY7j8nkHk6try+9epZi0iUhNeEpOimNlw4OPAAmAmsBN4FPiGu995gHlOB/4TuACYADwP3At80d2f7o5y97a/PryOlSu2kSXHg9Od7Q3NAGTI8LXjX8fI3Xewp641v79q1iIitaHf16zNbATwR+AzwCxgKdAMnAfcYWafOYA8DXgM+GdgJPAkMBR4J/CYmZ3fPaXvPc9t2cXtv15KjhyPTFnBxtHb82kfnns281rHAZBTsBYRqTn9PlgD3wVOBZ4AZrv7ie7eCLwLaAOuMrNzOpuZmTUAvwXGA9cDk9x9HjAJ+A4haP8/MxvfvafRc5qbW/jpNY+wt6WVxVOWs3x84SlbF0w/ho+8/BzaNzYBkKsvzFpWN3RUr5dVREQ66tfB2sxmA5cAWeBid1+XpLn79cCX4upVXcj2EuAIYC1wmbvvifm1AB8G/gyMAa442PL3hubmFq754WLWbt3GfTOXsmL8lnzayRMa+eaZb6UuU0fbiq0A5Or35tPrhushHiIitaBfB2tCs3Q98JC7P1Um/ftxeVrsg+6MS+Py+hig89w9B/wgrr69i2XtdZs2NvGdby1iYZPzO3uMLaMKM5adPKGR6899DyMGhQd3JMGa+j35feqGKViLiNSC/h6sXxmXi8oluvsGYE1cPWt/mZlZHXBKtTyBB+JylplN62Q5e1Vzcws3/voJPvSTm/jpmEX8Zfqz7GsojPK+aOZcfnH+PzNqcKFPunVJmBc811CoWderZi0iUhP6+2jwI+JyRZV9VgONwJGdyG8KkNyvVCnPdUA7oUZ/ZFzvU9lsluWbnueBZat4cM0Knty5ni3Dd9A+OVu03/CGwXzypAu49OhXkslk8tvbVm+jff0Ocpk2cnGEOED96Im9dg4iIlJZfw/WE+Ly+Sr7xPZdDu1CfhXzdPd2M9sBjOtkngfkyRfWs3DDMva2tbKnpZWNW3awa28LLe1ttLa3szvbws72vTRl99Kc2UdbfXvh4JEd87to1lw+ceL5TB81rmh76zPP0XT1PQBkh2+GTC6f1jCuJhsOREQGnP4erIfH5d4q+ySdsMOr7FOaX3fmiZktrZB01Nq1a7nwwguLNrZm21ndtJUcuQqHFRsU/5WqI8PowcM4ZMgwVtcv4XJuKErPtWdpX72dZO7R7L4XyT0RAnSmYQiD3/DGTr2+vDQtX778dnd/fV+XQ0T6f7Bup/P97p2JfO3736XLeVaTbWlpaV6+fHmHpvRM/HewmmiiqbM77wMYAjAbgJ3Lq3UvSPeZHZd6v0WkrP4erHcBYwn3PleS9EHv7mR+iaFUrl13JU/c/ZjO7FcrkpaA/lbu/krvt4jsT38fDf5CXFaboCTpV36uC/lVzDNOmpIMk+5MniIiIgelvwfrZI7uGVX2SdKWVdkHAHffCCQ3I1fKcxphJHin8hQRETlY/T1YPxyXryyXaGZTgWQylAc7mefiankCr4rLNTG4i4iI9Kj+Hqxvjsv58eEbpd4flwvdfXUn87wpLt9jZoOr5HltJ/MTERE5KP06WLv7s8DPCc3SvzKzZJIUzOwS4BNx9erSY81stpkdZWaTSpJuIIzKnQX83MxGxf0Hm9m3gNMJTeXf7u7zERERKSeTyx3s3Ud9Kz796j7gOMKtV0sII8Qb4y5XuvsXyhy3Ou5znbtfWpI2D7ibMJBsF/AMIXiPA1qAC9z9vu4/GxERkY76dc0awN23EvqXP0sY8HU0YST3QuBN5QJ1J/L8KzAX+DHwYvw7C9wCnKpALSIivanf16xFRERe6vp9zVpEROSlTsFaRESkxilYi4iI1DgFaxERkRqnYC0iIlLj+vtTt6SbmNlw4OPAAmAmsBN4FPiGu9/Zl2Xrz+KUtx8BLqBw7/8q4LfAV929w8NgdC1EpJRu3RLMbARwL3Aq0Ar8nXCvejKv+lXu/tk+Kl6/ZWZnALcDYwgT9iwnzLY3My43A+e7+99Sx+haiEgHagYXgO8SgsMTwGx3P9HdG4F3AW3AVWZ2Tl8WsL8xszGESXTGAL8Hprn7Ue4+BzgSeAA4HLjVzNLPY9e1EJEOFKwHODObDVxCmKHtYndfl6S5+/XAl+LqVb1fun7tUuAwYCPwVnfflCS4+0rgn4DthFr2m0HXQkQqU7CWdxKaZB9y96fKpH8/Lk8zs+ll0qW8s+Pyt+6+szTR3Z+n8NjWeXGpayEiZSlYS/Lc7kXlEt19A7Amrp7VKyV6abia0HR9TZV9MnFZH5e6FiJSlkaDS/JY0RVV9llNGMl8ZI+X5iUiPgzmr5XSzexQYH5cXRqXuhYiUpZq1jIhLp+vss/WuDy0h8sykHwTGA7sJgxEA10LEalAwVqGx+XeKvvsKdlXDoKZfQp4R1z9r9S91roWIlKWgrW0d2Ff3ZR/kMzsM8Dn4uptwH+nknUtRKQs9VnLLmAsMLTKPsPicnfPF+elycwaCPdQ/0vcdBewwN3TQVfXQkTKUs1aXojL8VX2SfpHO0yNKftnZqOBOygE6huB17t7aXO3roWIlKVgLU/H5Ywq+yRpy3q0JC9BcW7wB4Bz46b/Ad7u7i1ldte1EJGyFKzl4bh8ZbnEGGySCTgeLLePlGdmk4H7gWMJ/dGXu/vHS5q+03QtRKQsBWu5OS7nm5mVSX9/XC5099W9U6T+z8wGEx7iMRtoAd7i7t+vfpSuhYiUp2A9wLn7s8DPCbNo/crMkok5MLNLgE/E1av7oHj92SeAk+LfH3T3X+/vAF0LEalEj8gUzGw8cB9wHKG5dglhVHLy/OUr3f0LfVS8fifWqjcT3sM2Cs3bldyRvL+6FiJSjoK1APnnKH8MeCswi/As5UeBb7n7r/qybP2NmZ0EPNKFQ65z90tTx+taiEgRBWsREZEapz5rERGRGqdgLSIiUuMUrEVERGqcgrWIiEiNU7AWERGpcQrWIiIiNU7BWkREpMYpWIuIiNQ4BWsREZEap2AtIiJS4xSsRUREapyCtYiISI1r6OsC1AozuxT4yQEcutDd55vZDGBV3DbH3Zd3V9mqMbMGYJa7L+uN1+tuPfW+mdlUoMndm1LbrgXeDfzM3S/pjtcREekNCtYFW4AHymyfDkwD9lH+sYdLerJQ1ZjZecC3gF8Cn+qrctSS+CzpTwEfBY4HmqofISJS+xSsI3e/E7izdLuZXQV8Btjs7qf3drn24z8A6+tC1JjJwKcrpH0S+BKwo/eKIyJy8BSsZcBw903Apr4uh4hIV2mAmYiISI1TzbpnZMzs3cC/EPpNc4ADPwZ+4O650gPMbAjwfmAB8DJgMLAW+B3wP7FWmOx7KcWD4a40syuB69z90tR+JwAfAM4ApgBDge3Ao8A17v7Lzp5Q6jVvBL4NfBc4Gtgay/f1uF89cAlhINcJwAhgI3B33O/ZLrxmBngd8C5gHjAhJm0B/gx8090fSe1/P3BWKotnzQzgbHe/v3SAmZnNBFYAGeBEd3+8QjmWAXOAy9z9x6ntswh94+cBU4G9hDEM1wE/cff2LpxrUrYrgN8DXwTOJHwOlgPXEj47eysc/2rCtX4VMJ7Q1P8I8CN3/1Vqv3OBPwDNwDh3bynJ527gHOBRdz+5JK2O8N4fCswree8vInze5wFjgOeBhcBX3P2xMuVN/g8cDnwVeAPQTvhsnufubRXfLJEBSDXrnvF/CV+uRwPLgFbgZOD/EAJ2ETObBPwF+AZwKrANeIowuO0K4O9mdlrqkGQwXDJ4al1cX5bK83LCF997gYmEL/wVwCHAa4CbzezzB3BuRwF3ATOApcDYuMTMRhICzbXA2cBuQvAaH8vxpJm9sTMvEgP1z4DbgDcB9cDfCc3Y0wg/CB4ys39MHbaE4kGAjxLel7J91O6+Crg/rpYdHW5mryAE6t3ATantb4zluZzQT/4MIUCdDvwIuCu+H101F1gMXET4kbOe8KPnG8DdZnZImTJ+G7gHeCMwCHgCaAEuAG4xsxvNbFDc/X7C52YEcFpJPkNj+QFebmZjSl7qFYRAvT4J1GbWYGY3ALcC/0j4Yfok4Yfh24HFZvahKud7C/AOwmdzN2FsiAK1SAkF655xOvARYKK7n0SoPXwvpr3HzI5OdoxB6ZeEL+RFwNHuPjN13DXAOOBWMzscwmC4ONgtqQn+1N1Pd/cvxDznAN8kXN9PxXKc6O5HEwJLEnQ+ZmZju3hucwlBsdHdTyTUKO+OaT8i1MqWAqe6+9RYO5sAfAEYBvzMzI7txOu8m/Blvwe4MOY1z91nAcfE12gAPpsc4O7/CrwllceC+L6UrTFHSQvFglhzLPXOuLzF3XcCmNlc4OeEgHQ1MN7dT3D3OcCJwLPAqwk/zrrqUsKPtRPd/bh4zV5F+IF2OvDf6Z3N7CPAh4A24IPABHc/xd2nAG8FdsXlVwCcBqHuAAAJDUlEQVTcvZXwgwpCi0DamfGcIHx25pekXxiXt6W2fQ64mPCj4gJ3n+juSSvIhwnB+1uxRl/OycB8d59LaP2pFthFBiwF657xY3f/WvxiTL4gP0qhJnxGat/XE76MNxK+7DxJcPcdwGXAw4QazRWdfP3zCF/ej7r755NyxDy3xbJAqIUdyGjyK2PZcPet7p6LAWwBoXZ0vrsvTr3mXne/kvAjYSiVR2uXO4fvufsd6QR3fwb4clw97gDKn3YLsJPwI+Yf0gmxNvq2uJrudrgKGAJ8290/7e57UmV7nNAS0A5cbGYv62J5ssBF7v5EKs+HCF0BAJeZ2eRYvqEUbtn7T3f/nrtnU8fdTGjRAPhgvKcd4Pa4PL/ktZOA+qe4PLsk/bVxeWt8/YkUPpMXuftdqddud/dvA18jdDNcXeF8b3L3P8VjsvHzKSIlFKx7xi2lG+IXetJfe1gq6Z/i8lZ3by5zXA64Ia6+rjMv7u7fdffhFP8oSNud+nt4Z/JMyQIPldmenMf97r6hwrHXx+VrYt92Re7+DkJg/48KuyTnMKRCjbhT3H03oR8eQg0x7UJCE/5qYnN5HFvwmph+A2W4+xJCU3SGQoDrrD+6+5Nl8vwDYfKYOgqfgzMI/cNthDEE5dwIbCB0IyRluSMec4KZpT+L5xJqwklgzf94MbNphPEXLxL6oiG8D0OAp8r1S0fJNT/FzCaUSV9U4TgRSdEAs55RKVjtisthqW1Jk/DrYu20nKSp+kgzy5QboFZBi5mdEl9jdvx3HKHfOdHVQPdiuiaZkpzHyWZW6Qs4Oe9RhCbPtdVeyN3bzWyomZ1BKPMsQv/xCYR+60Qd4UfEgbqG0ILxRjP7QOr8kibw61Lv+RxCgAL4npntq5BnY1weVSG9ksVV0v4GzASOLMn72fRMbWmx1eMxwvttcdv2eI3mE1owfhZryccT+pv/SOjnP8bMJrj7cxSawO9ItdQk13xqlWue/nwdBTxXkq5b6UQ6QcG6Z5QdsVtBMmBoGsUBqJx6QqDb76xccTT6F4FJJUmrCIPc3tvhoM4pF6ihcB4TKIzarmYMVYJ1bIL+PKEPM/3jpp3QZ76Y0Nx80Nz9ITNzQjB7HXBT7Mu/kFDTvC61e3qAV9Fo6QpKB2ntT7Vm4OTHXpLn6Ljc3yQvyedlVGrbbaSCNWGsQQa4N/5IWkjoojmbUDsvagKPkvdiNCWD1Soo915U+jyJSIqCdd9Lmr7/1d2/0x0ZxkB9bVz9PfBrwsjlp2OtahAHHqwrSc7jq+7+0ap7ds4PCYOt2uPfCwmDypa5+544YKlbgnX0E8LsZhcT+tbfSqhB3x9HjSfSXRWj3H0X3WtElbQkOCa1050l2ytJWmZ2prbdDnydQj91srw3Lu8hBmszu43QJL6PwuA0KLwXt7j7m/dTBhE5CArWfc8JI6yPqbRD7C+cAqx1942dyPOTcflTd393mfSpXS7l/iUD46qdx3hCU+g6YF2l5vw4gCop93vdvdwDVrr7HH5KqMmfb2ajKPRfl772CsIPiHrCuT5cLjMzm0doYVnVxYBebaR80k2yNC6fics5Zja6XFN47M9/eVzN3+Pu7ivNbCmhqft4Qg26lcLgsnvi8h8II9uHAXcmI+KTbOKy2jUfTrj3eh2wpiv3notIgQaY9b3fxOWCCgNwIPSpPgT8omR70k+bKdk+My4frZDfZam/u+sHW3Ie56RvTSvxJcKAovvpWOa0xlR6h3OIAeg9qU3pc0j3XVd7jSJx0pnfE2rT/4twm9ROwm116f12Urg3+8Pl8oqTrSwi9DG/pdw+VVyY3KJXkudrKTxQJnmvFxEmuWkg3LZVzgJCV0iO4loxFEaFv49wT/9fkkGO7v404Q6FOYR7yaG4CRzCQLV24Kgqt2ZdQXi/nqB6q4GIVKFg3fduJPTBjiFMpJGvpZjZKDP7HqE/MUfog05LamyNJduTGtf7zGxKKr/R8cEk/57at6ujwcty90WEyVIagDvM7FWp1x1iZp+i8CPhy+lbjMpYTggCAP8ea2dJXtOBmyke6Z4+h3QttvR92Z+kFv05QqC/OY4WL/WZWL53mNnX0pOfxHvI7yDMPLaGcD92VwwHboutKUme81Nl+1LqtrndFD4T/2VmH0iPjDezNwE/iKs/9I6PUU2CddIlcm9JerKe9N3fnk509zWEe+sBfmFm+bsVzKzOzC4j3OYG8N1Kg+BEZP/UDN7H3L3VzN5AeOLXCYTZypxwa9KRFGojV7h7ac3occKAqItjU+af3f2DwJWEAUQvA1bG/CDUkoYCKwlfvrPp3ubkiwnTo54KPGBmqwgDpmZTGFz0dXf/QYXjAXD3583sq8DHCROjXGhmzxIGSM0hBNL7CAG7IZ7DtnjsNjNbQwjUvzazZ4BPl3nvyvkNYfrU8XG97PPN3f0BM3svIRBeAbzfzJ4qKd8WwrSZlUaLV/Is4XOw0syWACNjnhBaVr5Qsv9XCC0plxNu3/qsma0kvCeT4z6/BP6tzGs9HMs5Ma6XBut7KIyIf9jdN5fJ44r4Wq8FbjezjYS7IWZQuEVRj3AVOUiqWdcAd19JmPnqY4Qv0EmEW6yaCF90Z7n7N8sc+mXC1KZbCYH9+Jjfbwn9hLcCmwnTnk4n1OA/Sej7/FnMo1P3bnfyPLYSAuj7CAPCxsTXaiXUNi9y9//dybw+QWhCXkRo+p0b87uXMDXoq4EHK5zDmwndBvWE9+WITr5mC4X3ZXlsLai0709imX5IuP3oWMJ7/DRhlrHjy9RkO2MxYWT13bHchxLeywXu/g4vmcvb3XPu/gHCqO5bCTX+pI/6N8Ab3P0tXmZO8ThmIGlSb6Zj//s9qb9Lm8CTPPYSBqK9jdDMPji+fgPhB9W7gbepr1rk4GRyuc7esisiPcVKHjLSx8URkRqjmrWIiEiNU7AWERGpcQrWIiIiNU7BWkREpMZpgJmIiEiNU81aRESkxilYi4iI1DgFaxERkRqnYC0iIlLjFKxFRERqnIK1iIhIjVOwFhERqXEK1iIiIjVOwVpERKTGKViLiIjUOAVrERGRGqdgLSIiUuMUrEVERGqcgrWIiEiN+/8N4WMMFCkKqAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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5yi/AgnUGCuFnxYYFW2VJe1XaKd0CdbIUvR8CD19aL3VnxZZKX/XBcrLZJBt007Zi9/tQVdYvhZZnYpW38hLk883CxnoeU9Vi4zVhjicb1PY/qvqzfI2CyNkuxToGEIeRrTJ2jaoWi3ItlpvZ3zyFuaAmYK7w9ExW76XTO4Ixx0exfP19sXzahqBdT5T1y6HlXSgQ2BeMdZVr3G1AEuSobwnUq2omJSsYHrgNCzr7H2xsfyx2vQ0kwnMf74bljOcl+K7p8c83BuB49WBgmojUqWohqzkc3/FsgTY9pU/6IBg+eAWLQfp4N960HQts7zP9Nf5Y6Ys8nErz1W7aXgT8ArOSc8eci8k5LbRcLG/0aCzVAwbmy1FJ30NEPkFozmUpUDWuvwhunnQk5/5YsQXoWgrygeBzT7LpHM+r6ns9OF34Zi9mJR5K5zHRXIbCw/4V7GFY8AGoqvPJvuDUF2rXTzxL1oI7LggSLcRx2BAKdI0qHgr/y2pQT/a+y0e6cFSKzs/x7ij2+5dDH/wl+JxI8aHAE7o5fq/pL2WdeauqhGs1yHlO57vtJyJ5K26JyHfI1ox+Hqtwk0/OfDKGXZ950zhEZFfMrZxmoKU8QWnfY0vg+pzNA/G7pFO4diGb9lFIWY/EakBDz6zqdFGT9M17tIjMzm0T5Gj+uptDFbu+Bgvp33yKiHSpJAggIltjY9jQuyIaFSOIbUjfoxOBq/O9iIrIDmQLXjTTde7qsKU4mP+f1eDX+SqoiZVyPTpYnauqr/fgmAXvpTLpg6vJVvK7ooD8XwA+0wOZe0R/WUeLQ8s/F5HrgISWUGC+B5yMBUaNBs4Tkb2x/L75WLTqcWR/2Dbg1DyujbSc64nID7C36XVBHuOtWDnJGuBrQZGUv2DKbzJW2elYOpe6HB12oYjIHQCqWuxNs9LcRbYC2KEi8jes5voSzKV8IPa2mHsTjCGbtzxQuBf7X6brZkNWOad5DovgHUfWyuuRsg74BjYmOx57wO9DNg93JlZDeSL2GxWy1opdX4OFX2JVzcYAvxSRPbBCLQuCbbtglZ9GYNbP//SPmEX5Beae3xmrC761iPwa8xg0YsMmp2PfAayyV24BmPAz7TtBlcYo8Gg3AYjDjXXYffG0iFyAVaEciT0r03XXl9O9BZzLYoJ0WRE5GVO2K1U1nVveJ30QZJx8D6uENgV4JpD/sUD+zwFfovj93if6y7K+A6vDCvbQewro1axBhQhupr3J5h0egD1EHsdcdkdjinYlcGSBqjZh197PAzl/Gxz/eawGNMFxTsIU3+OY0j4BU9R3A38I2tXS2e28xbRp0w7HXD69+jv//POvSR/s4osv/lNP26nq4gsuuKAhGs0EuR6J/S8ex0r/fQ0YucMOO/CVr3wlI/jVV1+9MOccAOy5554H5p779NNPz9RNvv/++9/py/ct9qeqa/bYY4902VQ22WSTtAs23Cax3377ZVL0JkyYkH7z7nK8sNw333zzf3KOs2ju3LnjJ0+eDPb/PwFL/foPVqpw4uc//3lmzZrVCLDrrrvunXv8K6+8Mlxj+ufAU7vsssvL6f1BH2pra+uKfe9S2+X7+/SnP51+QPLoo48uzvc/LUYQ4/EZrEpfTbB8c/A7/AObQGZ97CH9JVV9qJTjVpNg/PRAsq7t7bFUtMex6nhnYYq6CThBVfNNmvIU2fzkWdhD/GGsXoGT5Tns5WgD7EXvMcxNPRu7ft7DSpGWGjuUJv2sjmHP26cI1dkvhz5Q1d9hleuS2DV9EVaG917sZaCVCgZP9ouyDhTdEdgNvRZzK7UH1mlZEJGvYBfGBVjx9fuwAKR0FOczWG3vrVW1S36tiKyHpf58SPbB1UEoZ09Vf46Nj94RHLsDeyi9hQWqHKqqh5Itog/2BjagOOqoo7jppps49NBDmTBhAvF4nLq6OjbaaCP22WcfLr74Ym688UY++9lsoba//71YsbT+Y9asWZnl3XbLPxfAzJnZSbj22Se3mFnpTJs2jTvvvJOzzz6b7bbbjtGjRzNy5Eh22mknLrzwQn72s7wxh53OfcEFFzB9+nRGjBhBQ0MDra3lylapHqr6AGbV/Ax7+K3E7oUV2Jjwz7H77NqCB+lnVHWFqh6APZduxRRvG+Ypewp7Md9SVXOHg9L9m7G8/juw790WHCPfRC7DGlX9AXAUNvPWKuwlaB72G89Q1Rd7cdgrsElMXsMKt6wixxsY6J3p9EIfhI5xGVZI5yqsmlsLZtXfgNW+v79Q375Sk0oNPQ9NUPLwfqyk3imqelU3XXL7T8De+LbAlO+rwMaYWziBuUj6XFZORF6eNm3ajLlz53bf2HGqz0CrVOc4w5YBV42qr4hNBn8PxWvfdsfNmKK+D9hYVXfGxjXOxsahrgxmYXEcx3GcijNklLWI1IvIuVjFsB6XDQ0dZxY2trEWmy5yJVjdbFW9APgjNhb9o77K7DiO4zilMKByZXuLiEzDon43wdzU52ATwE8t1q8As4PP2wuURbwSK4hylIiMCMaqeirvRCwisr61tZVXX321F2LC9OmD17hvampiwYIFfT7OlClTaGysSPClUyGCKlXlKLDzSoVrjfeZYBa42m4bFmdFkC7oDGOGhLLGxpM3wYJbTlfVZ0TklF4eKz0JfaF5jZ/EgmcasVSP3NzsUjgN+AnAe++9x1FHHdWLQ4Cq9qrfQOCll17ihBP6Xj/guuuuKxhI5gxYjsDSA/vKZhSfZWogcDe9MxrCXEvWiHCGKUPFDf4+Fnm9e7jkYU8JykOmq9a8la9NUERhYbC6Vb42juM4jlNOhoRlHdR+frMMhxpH9jcpNgPXcuxtuVdTr6nqudhkB8MiGrwt0cEd78zj8cXvMH/pSjZZtx67RjbjwQeeYqPJozPtOj5aQtO8u2h9/yUSq5eSbG+hQT7J2AO+RU2NBybnkkokSS5fR/KjZlKrWkiuaiG5uoVUUxuptg5oS5AK/mhLkGpPQDKV+YtMGkXj7F2IjKpuMTpVnQPMqepJ+wlV3bS/ZXCGBkNCWZeRcJ53S8FWlhee274gIvJygV1blNJ/MPNh8xq+cM//8erKJZlt/+EtmrSDpR+s5Zvf3otkeyvL//oTVt5zCSQ6OvVvevZ26qbsQMP03udDD3aSTW10vLaU9teW0qEfknjvIxKLVpFYvAY6+laSOtXSweizZpVHUMdxKoYr684kum/SiaGXpF5GUqkUX3voT50UNUA0GSGeiDJ6TD2pjnYWX34MTfMKeBciUaKjS5m5cOiQakvQ9tQC2p5YQOvjC+h45QOzhitApCHefSOn7IjIpsA7BXansMIyC7AZ3S5R1WKevgFJUDP/Gmxayo1D2x/CMm7OU9Vz8vfuX0RkDlb+9F+qOqt/pTFcWXdmbWi52OxA6RrB60o5qKpuk297YHHPKE20wcc/FrzMf5a8nVmf8tH6rL9uFDPHb86Bn5vONttNZMXdF3RS1LFxk2nY7iDi608lUjeSEVvvTd3kvD/fkCLVkaTt3+/S8g+l5YE3SK0uvZJZzYg4NaPriIyup2ZMPZGRdVAbpaY2Sk1tLLscj0KkJvMXnTyGEYcN3oyCIcRLWMWtNDFsSG5bbMrFU0Rk315W9nKGCK6sO7MWq+9aR/GpDdNj1UsrLtEg5vrXnsgsb7R6HHssEGrjUc44Y28aGmtp++BNlt/+35k2jTsdwaTTbiBSV7aqswOexIdraf7zC6z78zySH6wt2K6msZbY1hsS33pDYpuPJ7rRGKKTRxOZNJpIY18zg5x+5hv5aqYHJY+vxaZkvFVEpg+RObRPwIYQ86XGOgVwZR1CVZMiolgh/03ztRGROFbNDKAnU7gNKxY3reKRRdmYvxlLN6aGGnb6+GQaAuWy8u+/gkQ7ALHxGzPxlDnDRlEnFq5i7W/+TfOdr+Qfd66PUTdzKrUzp1A7cyqxaetTE/Egu+GEqi4Ppo1ciGWeHIBNjjKo8Zzx3uHKuitPYMp6d2wKtVx2xX63FmyiECcPDy96g1QwpN/YWscG6yzqe4+9NgMgsWYZqx/Nzuuw3pE/JtowpvqCVpnEsiaafv84626eB+05IRKxCHWztqD+4K2p++TmbjE7aYX9EjZJxLYMAWXt9A5X1l25Bat+9lkR+Z6qrsjZn55n9ebeVC8bLjwasqonrR1HDTVsvsV4Jm1kSnvNk38m1WHjstHRExj1ieP7Rc5qkVzdQtM1T7HuumdINbd32heZOIqGz+/IiKO3I7q+V2NzupCOAlyTu0NEYthc0J8DPoYN33UAi7CqjherahcPoIgciM0+NRMbH1+FjZ3fAlyVrzKciIzG5ib/DDbVbwR4G5ti8hJV/aiUL5MvwCwUcPcBMAmbG/pUsjE9LwG/B+bkmx+8XLINZIatshaRKdi4yboct8z92IxbewB/E5FjVPWDoGDKd7FJytuxqTedAjyzNPuTTlw7FoA9PrlZZtvqx/+UWR69+xeIxKub61stUs3tNN3wLE1XPUlqdedswMjEUYz8+icYceS21MSGSn0ip5yIyBaYRZ0kx6oWkRHAXCCd1/gu8CI2O+CWwd/xIrKXqj4X6vdN4H+D1UXA81gczt7B3zEisp+qJkJ9tsYi0zfFsmbewlJYt8HmjT5RRA5S1df6+JVrsHH6L2JzpL+OFaqaGfwJNqFS+Heolmz9yrBV1sB12IX5L2yyeABUNSUiJwTb9wLmB26oyVg97xRwkqr2rqD3MGBNWwsL1mYdEuPXjWTDCSPZZtuJAHSsXETLG49l9o/a/diqy1hpUm0Jmv/yAmt/+x+Sy5o67asZN4KRX5lJw+d3pKZu6N6CG19zdgN9r4s9EGh7/6RflJT5UQ5EJAqMBT4B/BKzEs9T1fk5Tb+PKeplwCGq+lToGLsAt2NW6g+BY4LtY8kaGseq6k2hPgcAf8Oeh8cANwXbG4E7MWV4O/A1VV0U7JuIze18KHCHiOzQR4/jhsAXMCv5ClVNiEg98AdsTobviMiv0qlsVZatXxm6T4o+oKpvi8hO2MxaRwDbYWla/wAuVNUH+1O+gc5robzqWCJKY3sd+3xqGpEgQKrppXuz+9fflLqpH6u6jJUilUjSMvdV1l7+GIn3V3XaVzOylsaTdqHhhJ2H/Hj0xtecfSnwDYZGSePkxtecfdn7J/3ijAod/0ERKbb/AuC/8mzfD7O4fxpW1ACq+pSI/Bb4Gfb8SiNYWupKbCrgcJ97ReR8LGYn7AY/GXMtPwscHba4VXWJiBwDvIpZ8rOB3xb7MiXwG1X9degcLSJyBubVjGFxQ+l8z2rL1m8MWWXdXZm/7hLdgxm3zgz+nB4QVtbjWhoZP66BHT+2UWbbupCybtz2gCFRSjSVTNF6/xusvewxOt7MyUipi9F43E40nrwbkbEj8h9g6HE6Q0NRg32P04FKKevcPOsoMApTQnXAt4FGETkjRxntGWSnFKqYk/YGhFMs3sHGtMcBc0TkYlWdFzrmf9OVTwefN4XPH+rTLCK3At8BDqfvCvHOPOdYLiIfYpb32H6Urd8Yssra6T/mr8m6wEe1juBjO29MNGrP7VQySdPL/8zsb9jugKrLV04ySvo3/6Yjt8hULMKIo7dj5Gm7E50wqn8E7D8uZ+hY1gns+1SKQnnWtZg1eDn2shAFvhZuo6rtIjJORGZi6V2bB587YWPXEPofqOpSEbkA8xqeAJwgIkuwWJ17gbvzTA28bfB5iogcWeA7TAw+t+7223bPwgLb0y7ssN6qtmz9hitrp+y8v3ZlZrmxrY4tJTvfSet780iuXW4rkSgN0/ettnhlIdWWoOVepen/nuyqpGug/tDpjPz6HsSmjusfAfuZ90/6xRkbX3P2D/Ex614TRGT/XkQmAecCp4rI+ar6HoCIjMICxY4nGzEO5sJ+FkstPSjPcc8RkWewF4BPYsrsuOCvQ0RuwqYaTlv76ZzKdNBaMcZ2s78UupujPOyKq7Zs/YYra6fsLFiVtawb2+sy6VoAzW/8O7Ncv+nHB11udWLJGppve5F1Nz3fJXAMoG7/LRn59T2Ib7VBP0g3sAgUXNWV3BDkdkxZRzGL+b3Q9n0wi/My4HHgZeCNwOI+hTzKGkBV/wr8NUh52hsLKjsEs2PyvE4AACAASURBVD6Px5TgEUHzpmD9cFW9q8zfra8MZNnKiitrp+y8vzab0rhhfBQjRmRf+lveDCnrabtXVa7eklyxjpYH3qTlrldoe+q9vCOEdQdsxciv7k5chtekI05VCJe4qwEI3N7plK1DCwS9bpy7IUj32hKoUdV5qroaGyO+E4u0Phs4HzhcRMYE1rViQV3bAHkVoohsiSnN+VWedGQgy1ZWhsJ4kjOAaE10sKI9a3FOGTO+0/7mNx/PLI8YoMo6uXIdrY+8w5pLH2HZMdexdK8rWP3je2h7MkdR10YZ8eltWe9vsxl36ZGuqJ1KcWjwmQKeCZY3C+1/hhxEpAErlgKdjbJTgXnAH0UkX2TnfaHlaPCZDvg6OVD2ueeKYVb+U1iqWTUZyLKVFbesnbKyrLnzZBQbj8oOE3WsXETHsncz6/1pWadSKZIr1pFY8BGJ+SvpWPARHW8vp+PlD0gsXFW0b3STMYz49HY0fG4HIuOHRy1zp/oEyvTTWDAYwK2q+n6wHC7w8WMR+YGqtgf9ZmBRz+kx3PBFegtwIRaYdYmI/EhVm4J+6wPnBe2eCFVvvAILbJuG5St/OV1ISkQ2AH4HTMfGmqutEAeybGXFlbVTVpa3ZJV1PBFlfKh8ZvOb/8ksx8ZvQnx8Fy9d2Uk1t9P+2lI63l1JYsFKEgs+omO+LafWdhfHkiWy4Ujq99uS+sNnEN9+0pBIN3MGDJeJSO4bYhwr9JF21zxDttQxqvqciNyClRn9DjBbRN7Byo2mre77gP2BUSIyWlVXq+piEfkS8Ees8MiXReQtTBdsgeVgLwO+HDrXShE5ArNi9wPeEZFXMPe8YOllHViRlapO4zmQZSs3rqydsrKiNRtPVNcRZ/TobBnRlreyLvD6aTMrcv5USzut/55P6yNv0z5vMR1vfAiJQmmohYmMbyC+7URqd5tC7Z6b2qxXrqCdyrBtnm0twIfYOOxfgD+qakdOmy8A/8TmMpgG7BD0uRP4narOFZH5wBQsx/gGAFW9QUTex6LBZ2L1t1uBN4LzXZybvqWqT4vItsA3scCzdA74YuAh4Feq+kIffoNeM5BlKyc1qVTPH2ROeRCRl6dNmzZj7ty53TceJPzlref41sNWGGm9plFct8dJ7LCTFUR57/x9aNaHAdjg2F8x7sDy1Zho16U0Xfs0rfe83mWijGLUjK4jNnUc0SnjiE4ZS3zrDYlvO5HIxFGunDunyDiO04+4Ze2UlRUhN3h9Is7IUZZmm0omaV3wfGZf3ablKTHa/saHrLnoIdoefbdgm5oRcWLT1ic6dSzRKeOITRlLdOo4YlPHDaeKYo7jDGJcWTtlZXlLNhK8riOeSdtqX/YOyebV2X1TduzTeVLtCdZe/hhNVz/Zxc1d0xCn7pObU/uJTYlvP4nYFutRE/XEB8dxBi+urJ2ysqw5rKxj1AfKunV+ZoY+4htuQXTE6C59SyXx4Vo+OuN22p9b1Gl7bMYEGmfvTP3+Ww3p2awcxxl++BPNKSvL1oXc4B1x6uvtEmudH3KB98Gq7njvI1aefAuJ97LBs9FNxjDq7H2pm7WFjzM7jjMkcWXtlJXVrdnpYuPJGPX1gWUdHq+eulOvjp1YvJoVJ/yJ5AehF4KjtmH0OfsRaRgKJagdx3Hy48raKStr2loyyw2R2swc1i1hZT1lhx4fN7mqhZWn3tpJUY/6zt40fnnXPkjrOI4zOHBl7ZSVte2tmeWRMbN2O1Z9QOKjxZnt9T20rFOpFKvOnkvHW8sz20b/1340HNs7C91xHGew4SGyTllp6ggp63g90Dm4LDp6ArGxk3p0zHXXPk3rv97OrDd+ZaYrasdxhhWurJ2y0tSRLeE5sjZQ1gvmZbbVTe1ZcFnHm8tYc/HD2f57b87Ib+zZRykdx3EGF66snbLRkUzQmspWRBxdFyjrhS9nttVtsn3Jx0slU6z66X3QYTMERjYcyZifH0xNxCO+HccZXriydspGeLwaYHRgWbcteiWzrW7yjJKP13z7y7Q/835mffRP9icyzme5chxn+OHK2ikbucp6ZLyOVDJB26JXM9tqJ29T0rFSLe2s/fUjmfW6/bekfp9p5RHUcRxnkOHK2ikba9qyyjqWiFBfF6P9w3dItWfTuWonbV3Ssdbd+Fw2Tas2yujv71tWWR3HcQYTrqydstEUsqxjySjxeLSTCzy+wWZE6hrzde1Ecm0ra//wRGa94dgdiW7U+/KkjuM4gx1X1k7ZWBOyoOPJGPHaKG0Ls8q6dqPSxqub//wCqVV2rJqGOCNPqczc147jOIMFV9ZO2QiPWccTZlmHI8FLGa9OtSdouv6ZzHrDsTsRGe9BZY7jDG9cWTtlo5NlnYhSG+9sWddNnt7tMVr+/hrJJWtsJRah4YsfL7ucjuM4gw1X1k7ZWNeeLYgSS0WJx6Bt8WuZbaVY1utueDazPOKwGUQ3HFleIR1nACMiXxGRlIic3MN+Xw/6ze7FOWNB35SIHF9C+5ODth3dtXXKhytrp2y0JLL3bjQZobZlUY8iwdtf/YD2F5dk1htOcKvaGT6IyC7ARb3otxtwQfklcgYSrqydstGaaM8sR5MR4msXZNZj603pNhK8+dYXMsvx7ScR33rD8gvpOAMQEZkF3AOM6mG/TwX9uk+zcAY1PuuWUzZaw5Z1KkJ89buZ9doJWxbtm2pup/mubPGUEcf0fBpNxxlsiEg9cDZwDhDtQb8RwA+DPze6hgH+T3bKRktHZ8s6ElLW8QnFq4+1PPAmqTUWTV7TWEv9wVIRGR1noCAi04DXgZ8Em84B5pfQT4J+5wBJ4AfAwgqJ6QwQ3LJ2ykauZc2K7LSW3VnWLXOzVnX9gUKkobb8AjrOwGJjYBPgceB0VX1GRE4pod8mQd9/B/2eE5HTKyhnt4hIDGjvtqHxf6raowA6x5W1U0ZacwLMwsq6mGWd/KiZ1kffyazXH9p9ipfjDAHeBw5V1bt72G8BcLCq/qMCMvWWFPBYkf3rA2l3WbfeA6crrqydstEccoPHkimSK7MBZsUs65Z7X89Og7l+I7W7blI5IZ2q8frsaAMwFFwkbVvNSawr90FV9U3gzV70ex1zgw8YVDUB5J1oXkRGAY8Gq/cCP6+WXEMJV9ZO2QiPWTckmyBlCpiaCPENNy/c7+/ZXOz6g7emJuqhFIOd12dHLwW+wdCIi0m+Pjt62VZzEmf0tyBV4HoRub5cBwvc438GtgdeBT4XKHanh7iydspGc6goysiO1Znl+PpTqYnlN7CSq1poe/q9zHr9QR5YNkQ4naGhqMG+x+nAcFDWrwMfdtNmAlDqfLVXAAcCy4HDVHVVH2Qb1riydspG2LIelViZWY4XcYG3PvI2JFIARNZrIL79pMoJ6FSTyxk6lnUC+z7Dgf9W1T8WaxBUV/tDdwcSke8DpwJtwGdU9e1uujhFcGXtlI1wBbMxyayyLjZe3frQW5nlur23cBf4EGGrOYkzXp8d/SE+Zj0sEZFjgPOD1a+o6sP9Kc9QwJW1UzZaQhXMxiSWZ5bjE/Mr61RbgtZHslHgdftsUTnhnKoTKDhXcsMMEdkduA6oAS5Q1Tn9K9HQwM0Yp2y0hS3rjpCy3mCz/O2feT9TCIW6GLW7T62ofI7jVBYR2QK4A6gH/oYVbHHKgCtrp2yE86xHt3evrFsfzGat1O0+1QuhOM4gRkTGA3djOdXPA8eraqp/pRo6uLJ2ykZrMqus65OtmeX4el0t5lQq1Xm82l3gjjNoEZE6zJLeCngXOERVm/pVqCGGj1k7ZaMtpKxrk5ZKGR21PpH6rnNSJ95dSeL9bBZH3d6urB1nEPMtYK9geRnwBxFpBOJ52nao6qxqCTZUcGXtlIVUKtXJsq4NlmPrb5q3fdvj2YqDMdmA6IZdFbrjOIOG0aHlnbtp60VReoEra6cstCcThAen0so6nwscoPU/WWVdO3NKJUVznEGDqm7ay34b9+GcHVjkdqntrwKuytl2DjYLmFMhKjJmLSITK3FcZ+ASDi4DqEsr6zyWdSqRpO3JUN3wmR4F7jiOU4xKWdYLROQe4BrgTlUtdeo0Z5ASzrGGkGWdR1l3vLqU1OogAC0WoXZnn7jDcRynGJWKBo8Ch2IF3BeJyKUismOFzuUMAHIt6+yYdVerOewCj28/iUijp2w5juMUo1LKeio2fvEGsB7wTeAZEXlWRL4hIutV6LxOPxFW1vFkR+bCim+waZe24eCy2t18vNpxHKc7KqKsVfV9Vf25qm4N7A78DvgI2BG4FFgoIn8WkUNFxHO9hwDhSTzSaVvQNcAs1dpB27MLM+t1XrXMcRynWyquKFX1CVX9KjAJ+BxwF5AEjsbK0r0vIr8Qka0rLYtTOcKTeKRd4JGR63XJsW57biG02v6aEXHi229UPSEdx3EGKVWzalW1TVVvVdUjsXJ03waasLlRzwJeFpGHReSoasnklI9wgFkmuGx818Cx9mfezyzHPz6Zmtpo5YVzHMcZ5FQ1z1pENgW+AHwG2Ilsbt88YCKwJ7BHEEl+jJerGzy05rGsY+O6Ws1hF3jtx3qdGuo4jjOsqLiyFpHRwOeBLwJ7BJtrgBXADcDVqjpPRKLAkcAVwIHA/wInV1o+pzy0JrqOWcfGdVbGqY4k7c8vyrb7uCtrx3GcUqiIsg4U7yGYgj4MqMMUdBL4J3A18DdVbUv3UdUEcJuIrAX+AXwaV9aDhpaOrGVdl7GsJ3dq06FLSTUHSj0WIb6t185xHMcphUpZ1ouxlK20m/ttYA4wR1XfL9Qp4LXg00uhDiJa84xZx8Z3VtZhF3h8mwnUjMhX499xHMfJpVIKcX2gGfgL5uZ+qAd964HfA89UQC6nQnQas07kt6zbwsFlPl7tOI5TMpVS1qcBf1LVNT3tqKqvB/2dQUS+aPDwmHUqlaK9U3BZZ0XuOI7jFKZSqVsTsTzqbhGRH4nI9RWSw6kSeaPBx2eVdeK9j0guywb31+7kytpxHKdUKqWszwW+VGLbo7FgMmcQE1bWdckOkrFGoiOyU9y2P5e1qqObjycyvqGq8jmO4wxm+uwGF5GpwKfy7JogIsUUdg1WQ3xbYG1f5XD6l9xyo6mRnSO9Pb/acRyn95RjzHop8FMgXAEjBUwD/lBC/xosncsZxOSWG81V1u3zsvnV8R28xKgzvAkKRL1TYHcKWAksAP4OXKKqH1ZJtLIhIrOxaZIXqurGoe0PAXsD56nqOf0jXXFEZA5wIvAvVZ1V6r5K0mdlrarNIvJ94LzQ5qlAK7CkSNckZlE/B3y3r3I4/UtugFlq5KTMerKpjY43l2fW49tPwnGcDC8Bq0LrMWAc5nXcEThFRPZV1Rf7QzhnYFCWaHBVvRG4Mb0uIkngKVX9ZDmO7wx8cgPMakZlLeuOVz6AZAqAmsZaYpuPr7p8jjOA+Ua+9NZgKuFrgUOBW0Vkuqomqy1cBTgBaACW9bcgg4lKpW79FHPhOMOE3HKjNaOz1nPbCyEX+LYTqYn6rKiO0x2qulxETgQWAlsBB2DVHQc1quq6oRdUaj7rn6rqNZU4tjMwyS03Ghk9IbPe/sLizLK7wB2ndFR1OeYmB3OLO8OUckSD7xss/ltVW3K2lYyqPtBXWZz+I7fcaNSVteOUi3Rd3i5FpkQkBhwLfA74GFbmuQNYBDwAXBwUmsrtdyDwdWAmNj6+CnspuAW4KjxvQ6jPaOBb2KyJ0zBj723gNiwI7qNSvky+ALNQwN0HwCQs9fdUYEbQ7SWssuUcVU1VSraBTDnc4P/EgsVmAK+HtnX5QYuQKpMsTj8RVtZ1IWWd+GANyQ+ymXmurB2ndERkC8yiTpLjAheREcBcYJ9g07vAi8AEYMvg73gR2UtVnwv1+yY2qyGYUn8eKxG9d/B3jIjsF0yulO6zNRaZvimQAN7CSkpvA/wYOFFEDlLV9NwOvaUGG6f/IvARplM2x14qZgICnJ3zO1RLtn6lXAoynzu9Js+2QvSkrTMAaW5rySzHQ8o6bFVHJo4iusHIqsvm9A/fO/OuBqC2v+UoA20XXnLYumqdLJi1cCzwCeCX2PP1PFWdn9P0+5iiXgYcoqpPhY6xC3A7ZqX+EDgm2D4WuCBodqyq3hTqcwDwN2BW0P6mYHsjcCemDG8Hvqaqi4J9E4GrsCC4O0RkB1Vt7sPX3xD4AmYlX6GqCRGpx9KAjwe+IyK/SqeyVVm2fqUcqVtdFHW+bc7QprW9NbMcTUaIN1r1MneBD0++d+ZdlwLfoHJVEqtJ8ntn3nXZhZccdkaFjv+giBTbfwHwX3m274dZ3D8NK2oAVX1KRH4L/AzYLrRLsMmSVgI35/S5V0TOB7YHwm7wkzHX8rPA0WGLW1WXiMgxwKuYJT8b+G2xL1MCv1HVX4fO0SIiZwDHYTprV8yj0B+y9RtD4UZyBgAtHVllnUrVE43ZpdX+YlZZ17qyHk6cztB5vkSw71MpXgIeC/09DryM1aoA+Dbw68DizqCqe2KK98oCx017A8K1fd/BxrTHAXNEZIecY/63qh6jqreFNqfLQd8UVoahPs3ArcHq4YW+ZA+4M885lgPpwjBj+1G2fqPq48TBOMt+QBR4WFVXVFsGp/yEK5glUw3EYhFSyRTtL2Xr4sS398plw4jLGTqWdQL7PpWiUJ51LWYNXo69LESBr4XbqGq7iIwTkZlYetfmwedO2Ng1hP4HqrpURC4AfoTlO58gIkuA+4F7gbtVNTf/OR2FfoqIHFngO6QLK2zd7bftnoUFtqdd2GG9VW3Z+o2KKWsRmYxdEPNV9YJg23TgPmwcBaBJRE5R1ZsLHMYZJLQmsy+1SRqJRiMk3l1Bal0QeFYDsekb9pN0TrW58JLDzvjemXf9EB+z7jVBRPbvRWQSNjnSqSJyvqq+ByAio7BAsePJRoyDubCfxapDHpTnuOeIyDPYC8AnMWV2XPDXISI3Aaerarqq2pjgMx20Voyx3ewvhS6R6DmEY5yqLVu/URFlLSIbYK6cjYC7Qrt+F2xLYWkIo4HrReQFVX21ErI41aE1lSJ9DyVTjcRiEdpf+SCzP7rZekQah8Jz2ymVQMFVXckNQW7HlHUUs5jfC23fB7M4LyPrPn8jsLhPIY+yBlDVvwJ/DVKe9saCyg7BrM/jMSV4RNC8KVg/XFXv6nq0fmUgy1ZWKmVZfwuYDLyB5cYhItOAPTGX0l6q+riI/BwLwz8Ty6lzBiHJVJL20MtuR2o00WiEtpezyjo+w61qx+kl4RKjNQCB2zudsnWoqj6Yp1+X6e2CYcgtgRpVnaeqq7Ex4juxSOuzgfOBw0VkTGBdKxbUtQ2dja/wcbfElOb8Kk86MpBlKyuVGk86BAtiOFBV01F7hwafj6nq48HyT7Bcuh4XUXEGDq2JznEdHYwmFquh49WQst5mYm43x3FKI/3sTAHPBMubhfY/Qw4i0oAVS4HORtmpwDzgjyKSL2X2vtByOqAtHfB1cqDsc88Vw6z8p7BUs2oykGUrK5VS1psDr6vqu6Ft+2MXW+ZiUNV2LDrRI48GMeEZtwA6GEOkpqaTGzy+zYTcbo7jFEFEakTkM1jsD8Ctqvp+sBwu8PFjEYmH+s3AioSkx3DD0eC3YGPC2wKXBHnK6X7rk5098YlQ8O8VwGIsReoOEZkS6rNBcMzpwXGrrRAHsmxlpVJu8BFApkpG8HaTnoHroZy2DfSs2pkzwAjPuAWQiIwj+d4qUmuzcSKxrd0N7jgFuExEVuVsi2OFPtI3zjPAV9M7VfU5EbkFKzP6HWC2iLyDlRtNW933YUbSKBEZraqrVXWxiHwJ+CM2XPllEXkL0wVbYKlgy4Avh861UkSOwKzY/YB3ROQVzD0vQB3mST222tN4DmTZyk2lLOtFwGaht71PAiOxoLK0CzwdMb45PkPXoGZdS1NmuSaVIhEfT3vIBR7ddByRkXX9IZrjDAa2BfbI+dsey7O+CzgJmBnkGof5AubWfgp7lu+AKac7gcNU9QCyz9ZMjrGq3oAFlN2KDUPOAKZiMUbnA9NV9eXwiVT16UDOnwEvYC8S07Fa3tcBH8/Jza4aA1m2clKTSpXfqBWRq4ETsbSCOVgU+K5Y4vpxQZsNsXJ2ewO/VdVKFh0YkIjIy9OmTZsxd+7c7hsPYF5+53kOfMiqFtYl2jnx7X04c/xImq62okr1h05n7EWH9aeITu/wMsCOM0ColBv8Aqy27LeCvxqgPdiOiOyFJeFHsdle+jSWEARTfA/4f5gLaA3mNrpUVf/ei+Ntio2lF2Oequ7Y02MPRZpXL80sx5MJamJ1ncerPb/acRynT1RqPmvFJkp/CnPlvAgcoaovBE0WYS8KLwF75ASi9YggQOIBLLJ8cyzPsCk4/90i8pNeHDZdgm8FncsAhv+ey991+NG0OpsNUZtMBjnWWQUe80hwx3GcPlGxCmaq+h9sSrN8vAPsGFLefeEKYDdsmrcjQtV9vghcDZwrIo+p6j97cMy0sr5FVb9atKVDc1O2YmwsmSKSSpFaHZqFyy1rx3GcPtEvdXtVNVkORR3M9Xo8Fvl3XFpRB+e4HvhFsHpuDw+dVtaDOnqwWjSvywayxlIQ7cjWcIhuMpbI6Pr+EMtxHGfIUPGJPILx5DHBuQoGrKhqbyLCv4iNez+mqq/k2X8lcA6wh4hM6cE50sr6pV7INOxobl5Fun5CLFlDpDWbyuX51Y7jOH2nkhN5HIwl2O/QXVssz7o3suwefD6ab6eqLhSR+Vhawt7A9d0dUERGYmPf4JZ1STQ3r4Wo1dOPpCJEW7JFUmIzXFk7juP0lUpN5LEncAfmZi8l/aO3KSLTgs+3irR5F1PWW5V4zO0DeRYBG4jId7Hi+THgdeBPqvpYr6QdojS3rIVGU9bRZJSapqyyjruydhzH6TOVsqy/h/lFXwB+CrxKdi7ScpKOXCpWnD1dSGD9Eo+Z9gSMA14hWx8XrBrQ14M88tOCcqndIiIvF9i1RYkyDWha2pohKFoYScWItoXc4K6sHcdx+kyllPUnsHKjB6rqB9017gPpmrctRdqkXxIairQJk1bW9Vgxl8uAN7E5X7+IpYh9CUtJ+1q+Aww3WtqysyDWpGJEk1ZoJzp5DJGxXWrrO47jOD2kUsq6EXi5wooabLrNUiPaSy3V9khwzOdU9beh7QuA80TkXayu7mkickVuWb58qOo2+bYHFveMEuUasLS0t2aWa5K1RIKqeDEPLnMcxykLlVLW84FqPKnXYu7qYrlBadNuXZE2GYK6uTcU2x8UWtkSOBIrwjJsSba10JoMTZGZqs1Y1vHprqwdx3HKQaXyrP8MbCQin6rQ8dMsCz7XK9ImPVa9tEibnpKuXrZZ0VbDgMTaZbRFQu98qfqssnbL2nEcpyxUSlmfj1mc14nIkSJSqSmXXg0+Ny3SJr3v9VIPKiJxEYkWaZL+3UoKMBvKJNZ82ElZR0Jj1h5c5jiOUx4q5Qa/Cngfm7bsNiAhIiuwCcDzkVLVqb04zxPAEWTzrTshIhsD6cnI/93dwURkHJYGNg44GpM9HzsFn/kKsQwrEms6W9bRVIRoMkVk4igi40uN6XMcx3GKUSnL+v8BBwXLNdhLwYbAxkX+esOfg89ZIiJ59p8WfP6rlMlCVHUlsCRYnZ2vjYh8Fku5aqOwMh82JNZ8SGtYWScjRFMpd4E7juOUkUpZ1idV6LidUNU3RORGbBL220TkSFV9E0BEjge+HzT9n9y+QV3xOLBKVReHdp2PTVh+uIicD5yrqq1Bn88C1wTtLlTVRZX4XoMJs6yzIwbRVIRIMuUucMdxnDJSEWWtqtdW4rgF+CawXfD3moi8iLmx0271HxWYcev+oM21hKxoVb1eRLYHvgucjRVBeQOLbp8cNLsKy7ce9nRxgyfNDe5lRh3HccpHxSfyqDSqulxEdgfOAj4HTMcCv/4F/FpVe+yqVtWzROQe4HRsPHx7bG7ru4ArVXVuueQf7HRxg6cixNyydpySEJEtMaNgf6zw0grgceAKVb2vSL/1sEmKjsSGEVcCj2Eev8d7KMMs4MFgdbPuhgxFZA5wIja8OKsn53J6T0WVdRAFPhs4HNgaGKOqG4jI+sBFwEUFZsvqEarahE2DeW4P+mzazf5/Aj2ZA3tYYtHgjZn1aDJCdESM6AYj+1Eqxxn4iMiBwF+xWhDrsIDVDTAFfKSI/FJVz8rTbwKmmLcI+r2AKexPA0eIyKmqenV1voVTLSo2n7WIbAXMA34DHILNZDU+2D0VezN7WkSOrJQMTuVJrF3eJRq8doIrascpRmCw/AlT1DcBG6nqjqo6GTgOq874XRE5Ok/3mzFFfR+wsaruDGyEWehR4EoRmV6Fr+FUkYooaxEZA9yDzXS1APgVnWfGWgW8hlUeu0VEtq2EHE7lSaz5kNZo5zHr2kmj+1EixxkUnIzF1rwLzFbVVekdqnoj8Idg9bRwp8BlvTdWvfELQQYLqppU1QuwUshx4EcVlt+pMpWyrM/ErOe7gOmBKyedEkUQsb0d8Dfswvp2heRwKky+1K3aya6sHacb3sEs69+ks01yeCH4zK0/MTv4vF1Vl9GVK4PPo0TEZ9EZQlRqzPozWJDXyaqad0YsVU2IyKnAwcA+FZLDqSCpZILE2hVd3eBTxvajVI4z8FHVmzF3diF2Dj7fyNmeLgD1aIF+TwId2GRKO2MTE1WcnCC17jhJVedUTpqhSaWU9ebYrFtF63Gr6jIRUSz4zBlkJJtWQirZ1bJe38esHac3iMhY4FtYrYoO4ILQvgj2bIXOw4oZVLVdRBZiFvlWVElZY0ObjxXZvzkwKVheUHlxhh6VUtZJsrNddUcEmxvaGWR0rPmQFNAWjWe2xVJRYrGKxS06g4glMy5qAGr7W44y0DbxlbNKmrWvtwSBZD8FpgF1wHvAV1X14VCzcWSf2R8WOdxyTFmvX6RNWVHV54A98+0TkRlk1oU/3AAAGQBJREFUyz3/TFUfqJZcQ4lKKes3gW1FZKKqLinUSEQ2weZznlchOZwKklsQBcyydmXtLJlx0aXAN6hgxkkVSS6ZcdFlE18564wKnmNXIDzv/TjgMBF5WFXXBNvCxfbzDi8GNOdpXyrv5K/c3DuCNLO7gTHALfQgvdbpTKVupL9iLwJXiEhNvgZBDvb/YbXD76iQHE4FyQ0uA1fWTobTGRqKGux7nF7hc1wGjMRSsGZjCvc04AERSd9kifxdC5LqhRxPY+7sYn8lTTcsIg3AnZiV/yRwoqr2RiaHylnWlwJfAo4CnhCRm7GJPBCRg7HZuE4GtgQWA7+ukBxOBUmsXd5VWaciRF1ZO3A5Q8eyTmDfp2Ko6vvBYhNwrYg8DjyPBYkdD8zB0rXS1Bc5XHoIsjeu+2N6UMGsWJsIcCOwC+bSP7JQsLFTGpWqDb4mUMp3Yhfbx0O77wo+azBFfUQ6V9AZXCRzCqLUpCCSqnHL2mHiK2edsWTGRT/Ex6x7haqqiNyGTVI0i6yybsXGtNcr0j09Vl2SBVwhLsYqsTVhz/iCw6FOaVSs3KiqviYiOwCnYGXwtsHGLZoAxRT5Far6UaVkcCpLYu3yLgVRaqghGnVl7UCg4Kqq5AYLIjIe2AyYXyBfGmB+8DkRrPBJkD2zPbBpgePGMVc6wOtlE7gHiMg3sIj2JHCcqj7fH3IMNSpaG1xV1wH/G/w5Q4xcN3g0ZUraLWvH6ZansHSm7wMXFmiTLoiyMLTtCUxZ747F/OSyK/ZcbwGeK4ukPUBEDseGQQHOVtXbqy3DUKXsyjoIHNsLc91Mwdw1KWxWmFexZP5HPNBg8NN1ekyb19rHrB2nW+7FAshOFpFLVLU9vFNENsU8kmBeyDS3YN7Kz4rI91R1Rc5xvxp83qyqzVQREfk4VpUtAlyjqhdV8/xDnbIp68D98i3sTXF8aFcNXaMSF4nI+dh0k8lyyeBUl8SaApa1u8EdpzsuwoK0tgRuFJGvpt3hIrITNrnHCOBhIGyd3o9FZO8B/E1EjlHVD4KAru9ik4C0EyqmUg1EZAr2UtGIzQvxlWqefzhQFmUtIqOxOt97Y8oZYDVWpH4NFmQyBhujiQOTsVSFI0XkM8EUl84gI7FyKa2RbEGUaNKUtFvWjlMcVX1bRD6HlRz9LHB4MB5dj1UeA5vX+uiwF1JVUyJyAvAvzIM5X0Rewp6pEzHD6CRVfbV63wawaPl0hbIa4I4gdSuap+1zqvqNqkk2RCiXZX0L5vZOAL8DfqeqL+Y2EpFabEzlFOwNcD/geqyWuDPISKxdTtu4jTLraWXtY9aO0z2qelcQhHsWcAAwHQvIexSbPevqXPd40O/twPr+EXAENinSOuAfwIWqWmqN7nISnr3ngG7adlRSkKFKTSrVt6FjETkMK2qyGjhcVUuqRSsie5N1m+zXTxdYvyIiL0+bNm3G3Llz+1uUHpNKJnjjS3XcPXFbfikHATBh7Rg+9fZ2/OJXhxKJ5K2F4wwu/J/oOAOEcphAx2OulzNLVdQAqvov4AfYA+G4MsjhVJHkuo+AVJdJPCKRGlfUjuM4ZaYcyvpjWKL+H3vRdw7mOt+1DHI4VaTjI6u3kKus3QXuOI5TfsrxZJ0IvJ1vbKU7gsCyt7EUL2cQ0fba2/YZ7RwN7sFljuM45accT9YR2FymvWUlNm7tDCLaXrPpdLtY1p625TiOU3bK8WSN0vPZYMK0l0kOp4q0v2OVEFtCqVuxZNQta8dxnArgT1anV7QvXARAczQ7T0M8GfUxa8dxnArgT1anx6Sa20kEAWbN0c6WtStrx3Gc8lOuoihjROSTve1bJhmcKtH+2lJSESs61xzLWtaxZNRn3HIcx6kA5VLW2wLDrqjJcKX9xcWkYjbzYdgNHkt46pbjOE4lKJey7msVDJ+BaxDR/uISUrHAsg4FmMWTUaJRL4jiOI5TbsqhrDcrwzGcQUT7i4tJjc5jWSejxOP56vY7juM4faHPylpV55dDEGdwkPyomcSCj0jtmFbWnQPMXFk7juOUHx9gdHpE+8tLSJHKP2adjBKL+yXlOI5TbvzJ6vSI9heXQLQVIkmSQEu085i1W9aO4zjlx5W10yPCwWWtkTipmmxAWSwRcWXtOI5TAVxZOyWTSqVy0rbinfbbmLVfUo7jOOXGn6xOySQ/WEtyWRPJPOPVpGzWLbesHcdxyo8ra6dk2p5bCJBxgzfF6jL74skoNdS4snYcx6kArqydkmnPKGuzrNfE6jP7ahOWBehucMdxnPLjT1anZNq6KOusZZ1W1jG3rB3HccqOK2unJJJNbXS8ZjNtpd3ga+Mhy7ojbVm7snYcxyk3rqydkmh/cTEkghLu9S2Au8Edx3GqhT9ZnZJof35RdmVsB1BAWde6Ze04jlNuXFk7JdH27MLMciqwrNfmtaxdWTuO45QbV9ZOt6SSKdrnZS3rVMTGrPMFmLmydhzHKT+urJ1u6XhzGak1rQCkIpBs+wiAlbWNmTb1HVbNzJW14zhO+XFl7XRLe8gFHttqDKl2c4Ov6KSsrZqZB5g5juOUH3+yOt3S9uSCzHJ0+6yCDlvWIwJlXVfX5ynSHcdxnBxcWTtFSSVTtD35XmY9Ot2CyloisU7lRuvbzQ1eX+/K2nEcp9y4snaK0vHmMpIrrGIZNRDZ2C6ZsFUNNmZdU+OpW47jOJXAlbVTlLYnsi7w2IwJJBMrAVhaNyqzva4jToQIdXUxakLzWzuO4zjlwZW1U5S2x7PKum63KSRWfwjAovqxme0jW8017uPVjuM4lcGVtVOQVCJJ29PZ8era3aaSWBMo6xFZZT2qLVDWPl7tOI5TEVxZOwXpeHVpJr+aWIT4xybTsdom81g4Ylym3cg2t6wdx3EqiStrpyCtT8zPLMe3m0iksZbEGlPWnSzr1hGAK2vHcZxK4craKUjbf7LKuna3qQAkVn9ICliY1w3ukeCO4ziVwJW1k5fkujbanno/s163uynrjtVLWR0bQVNoEo+RgWXd0FBbXSEdx3GGCa6snby0PbEA2hMA1IyqI77jRqRSKRJrPuzkAq8nTl0wiUdjoytrx3GcSuDK2slL6yPvZJbrPrEpNfEoyXWrINHeyQU+nkZqsNzqhoZ41eV0HMcZDriydrqQSqVoffjtzHrtXpsBZILLwpHgYzoa/n979xocV3nfcfy70tpaSbYlWbINAWywgb+B5jqT0AS3kKkDbinQKZSEBhJIoKF5wbQzCbyAwYSGy0w7KaSFcWegkDGlmTBlGobY5V4aAwECMRAMf2PH9wv4JmTrtlrt9sU5uyvJu6uVvKuzG/0+M5rnnD3PefbRHOEf55znPCe33DpLZ9YiItWgsJajpDYdIL27J7felA3r3GNbIwaXDeTvXbfoMriISFUorOUog899kFuOn7mAxnmzAHLPWI+cvSzRnw9o3bMWEakOhbUcZeCZjbnlxPLTcsup7j0AfJhoy30243D+2erZs/Nv4RIRkcpRWMsoqZ3dpN77KLeeOP/03PJw924GG+IcaJqV+6w1nBe8oSFGe0fz1HVURGQaUVjLKIPP5i+BNy7uJL64M7eeOrSbD5vm5NYbiNEyFJxNd8xtprFRf04iItWgf11llIGnPLec+Mppo7alunezpzl/CbwzPouG8LGtrq7R77cWEZHKUVhLTmrbIYbe2pNbH3kJHIJ71nub8mHdnsk/ttWpsBYRqRqFteQMPLkhtxw/rYv40vmjtqcO7WLviDPr1sH8gLKurhZERKQ6FNYCBBOh9D+RD+vERWcSi8Vy6+nBPtJ93ewZMRK8qTf/qFbnPJ1Zi4hUi8JaABhav5vhHd3BSgyaLzxj1PbUx+FjWyMGmDX25P98dM9aRKR6FNYCQN9P1+eWZ35hIY3Hzxm1PXVoF8CoAWbZx7ZiMeiYq8vgIiLVorAW0of6GPif/Cjwlq9+5qg6Q/u20Nc4g54ZI+YCT4aPbXW0EI/rT0lEpFr0L6zQ9/g7uddhNnS10vQnpx5VZ2jfVvaOnLks1khzKrhn3anBZSIiVaWwnuYyyWH6/uM3ufXmyz5FbEbjUfVS+7eMGlzWEWvJvRqzS4PLRESqSmE9zfX/4j3Sew8HK/EGWi7/dMF6Y8+sZ6fyU4vqGWsRkepSWE9jmeE0vQ+8mltvvvgsGo+bXbDu0Jgz6+YRb9vSSHARkepSWE9jA2vfZ3jLwWAlBq3XfqFgvfTQYDAhSpG3bXXO0z1rEZFqUlhPU5mBIQ7/8y9z64kVS4mfPLdg3dSBbZDJsHfEe6xHPrY1V49tiYhUlcJ6mupd/SbpPT3BSryBWTcsK1p3cNe7ZGDUZfDsY1tt7c3MKDAgTUREKkdhPQ2lth+id9UrufWWv/4s8UUdResnd22gJ95Mfzx/n7o1GZxZa05wEZHqU1hPM5l0hp5bnyLTPwRArKOZWdd/seQ+yZ2/HTVzWRNxmoaDe9bz5s+qXmdFRARQWE87vQ++RvK1Hbn1Obcsp6G9ucQewWXwkZfA29L5Z6znL1BYi4hUW3z8KrXPzFqAG4GvAacAh4E3gHvcfe0k21wI3AqsAOYD+4DngLvc/b1K9HuqDb60hSP35geVNS0/jcQKK7nPcH8Pyd0b2L4wf/bd2p9/Neb8BYUf9RIRkcqp+zNrM2sFngdWAouBd4Fe4HxgjZmtnESbBrwJfBuYBbwFJICrgDfN7ILK9H7qJN/eQ/ffPQHpDACNJ7bRdvsFo16DWcjA5lchk2FbS2fus9YjidyyzqxFRKqv7sMauA84G1gPLHH3z7n7IuAbQAq4zcyWl9uYmcWBJ4FOYDVwvLt/Hjge+FeC0P6pmXUWb6W2JN/YyaG/eYxMbzL4IBGn/d5Lxr38DdD/wcsAo8J6zkAwqCyRiDNnTlPB/UREpHLqOqzNbAlwJZAGvu7uuZux7r4auDtcvW0CzV4JnApsB6519/6wvSRwA/BLoB34+2Ptf7VlMhn6HnuLg9/6GZmeweDDeAMd91zCjDMWlNVG79trSMYa2dGSfwa7bTAI+QXHzR73zFxERI5dXYc1wWXpRuAVd99QYPuqsDwnvAddjqvDcnUY0DnungH+LVy9YoJ9nVKprQfp/tvH6Vn5dO6NWsxopP1HF9H0x4vLamNo/zYGt/wan30cqYbgWeoZNNIWnlmftLC91O4iIlIh9R7W2VFP6wptdPddwLZw9dzxGjOzBiA752bBNoGXwnKxmZ1UZj+nRCaTIfn6Drq//yT7L/p3Bv/vd7ltsY5m5j50OYnlp5fdXvcLwf+XrG/P/5rzB+bQEP7ZLFyksBYRmQr1Pho8++LlzSXqbAUWAeWk1AlA9kZusTZ3AMMEZ/Snh+uRyAymSG0+QGrjPpKv72DwlW35N2iNMHPZybTdvqLoSzoKGdz+Ft1P30sGeHHe0tznc7vzbZyypG5u24uI1LV6D+v5YbmvRJ0DYdk1gfaKtunuw2b2MTC3zDYnZei3exlct4VMb5JM/xCZviEy/UOke5Ok9/eS3neE9ME+yBRvo/GkNmbd8Eck/mzpuPeWUz0fcfiVR0kd3MnQge0ceXsNv5r9CZ5ZcCa/mzUvV2/Rx8GvvHBRO21tiWLNiYhIBdV7WGfnuhwoUad/TN1y2qtkm5jZu0U2Ld2+fTsXXnjhqA8zQ8MMb++GTIkkLiHWMpPYnCYaGmfC/T+H+8ffZ2jfFtLJvtx6f+Mn+CgxB9hFM7sAiA838uuhYHR4W1uCtc/MmFT/pD5s2rTpCXe/OOp+iEj9h/Uw5d93Lyf5hif4/ZNL07x0Mpns3bRpU2UvpfeFPxM2+jGshiO5S+pLANKwOfvJ4SOT7JtEYUlYlrpdJCI1rN7D+gjQQfDsczHZe9DlxNfICEpQ/Ox6Im3i7meVU69WZa8M1PvvMV3p+InUv3ofDb4/LEuNdMreV/5oAu0VbTOcNCU7UXY5bYqIiByTeg/r7BzdJ5eok922cbzG3H038PE4bZ5EMBK8rDZFRESOVb2H9athWfAdj2Z2IpCdDOXlMtt8rVSbwJfCclsY7iIiIlVV72H9WFieF758Y6zrw/JFd99aZps/C8trzGxmiTYfLrM9ERGRY1LXYe3uHwCPElyWftzMspOkYGZXAjeFqz8cu6+ZLTGzpWZ2/JhNjxCMml0MPGpms8P6M83sx8Aygkvl/1Lp30dERKSQWGaSz/LWivDtVy8AnyR49OodghHii8IqN7v7nQX22xrW+Ym7Xz1m2+eBZwgGkh0B3icI77lAEljh7i9U/rcRERE5Wl2fWQO4+wGC+8s/IBjwdQbBSO4XgUsLBXUZbb4OfBp4EOgOl9PAfwFnK6hFRGQq1f2ZtYiIyO+7uj+zFhER+X2nsBYREalxCmsREZEap7AWERGpcQprERGRGlfvb92SKjKzFuBG4GvAKcBh4A3gHndfG2XfpDAz+w6wCrjO3R8oUkfHVaTO6MxaCjKzVuB5YCXBhDDvAr3A+cAaM1sZYfekgHAyn38cp46Oq0gdUlhLMfcBZwPrgSXu/jl3XwR8A0gBt5nZ8ig7KHlmdh7wFDB7nKo6riJ1SGEtRzGzJcCVBLO2fd3dd2S3uftq4O5w9bap752MZGYJM7sNeJZgmt1SdXVcReqUwloKuYrg5SivuPuGAttXheU5ZrawwHaZAuGLazYSXNIGuAXYVmIXHVeROqWwlkKy7/JeV2iju+8iHwrnTkmPpJATgZOAXxHMWX/HOPV1XEXqlEaDSyHZV41uLlFnK8Fby06vem+kmJ3Ahe6+psz6Oq4idUphLYXMD8t9JeocCMuuKvdFinD3TcCmCeyi4ypSp3QZXAppCcuBEnX6x9SV2qfjKlKnFNZSyPAE6uodq/VDx1WkTimspZAjYZkoUac5LPuq3BepHB1XkTqlsJZC9odlZ4k62XuaH1W5L1I5Oq4idUphLYW8F5Ynl6iT3baxqj2RStJxFalTCmsp5NWw/GKhjWZ2IpCdNOPlKemRVIKOq0idUlhLIY+F5XlmZgW2Xx+WL7r71qnpklSAjqtInVJYy1Hc/QPgUYKpKR8Pp7UEwMyuBG4KV38YQfdkknRcReqXJkWRYm4APhn+vG9m7xC8KGJRuP1md382qs7JpOm4itQhnVlLQe5+gODe5g8IBhudQTCK+EXgUne/M8LuySTpuIrUp1gmo7kPREREapnOrEVERGqcwlpERKTGKaxFRERqnMJaRESkximsRUREapzCWkREpMYprEVERGqcwlpERKTGKaxFRERqnMJaRESkximsRUREapzCWkREpMYprCVyZnaXmQ1k369sZg+bWcbM/rfM/TPhz9XH2I+rzCxtZhccSzsiIpWmsJZImdky4Ebgx+6+KeLuPAK8BjxsZh0R90VEJEdhLZExsziwCugGIn+PsrtngO8BxwF3R9wdEZEchbVE6VrgLOAed++OujMA7r4OeB641szOiro/IiKgsJaImNkM4BZgGHgw4u6MtYrgv41bo+6IiAhAPOoOyLR1KXAC8LS7765042b2MPDNcuq6e2zMRz8HeoC/NLMT3H1XhbsnIjIhOrOWqHw1LH9RpfY3Ai+V+BkO620fu6O7JwkuhceBy6rUPxGRsunMWqacmTUCXw5X11XjO9z9TooMWjOzm4FzgCPARUWaWAf8BfAV4N5q9FFEpFwKa4nCZ4E2IA1sKFHvXDPLVPKLzewK4B/C777C3d8uUvWdEX1odPfhIvVERKpOYS1ROCUsd7n7QIl6PeRDs5RzyvnS8Jnuh4AY8D13f7JEdQ/LWcA8YG853yEiUg0Ka4nC/LAc73Gt37j7eeM1Vs7Zt5mdBvw30AQ84O4/GmeXkX2bj8JaRCKkAWYShezsYH1T8WVm1gWsBTqBF4DvlrFb74hlzWYmIpFSWEsUspe+26v9RWaWIHgUawnwAXCZuw+VsevIgO6vRt9ERMqlsJYoZC8pd1XzS8wsBvwE+BJwCPhzdz9Y5u4j+/ZhpfsmIjIRCmuJQnbwVoeZtVTxe+4CLgdSwF+5+8YJ7HtiWPZR4FlsEZGppLCWKKwnuCfcAPxhNb7AzK4DbgIywLfd/bkJNpEdYf5y+IIPEZHIaDS4TDl3HzKz54CLgWUEs4VVjJktAO4PVw8QTBt6FZAgeGxrrDvcfe2Yz5aF5ZpK9k1EZDIU1hKV1QRh/afA7RVuu5n833YXcMk49ReMXDGzOQT3uVPAf1a4byIiExbLZHSFT6ZeOOXo+8CpwB+4+7sRdynHzL4L3Ac85O7firo/IiK6Zy2RCKfvvCNcvS7KvhRwHcGLPu4Yr6KIyFRQWEuUHiE4u74mnLgkcma2HPgMwVn15qj7IyICCmuJkLungKuBVmBltL0BM2sA/gnYCXw/4u6IiOQorCVS7v4qcDfwnXD+7ih9E/gUcI27jzdvuYjIlNEAMxERkRqnM2sREZEap7AWERGpcQprERGRGqewFhERqXEKaxERkRqnsBYREalxCmsREZEap7AWERGpcQprERGRGqewFhERqXEKaxERkRqnsBYREalxCmsREZEap7AWERGpcf8P8GWogEDR03QAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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+P/gcISJ7p/Zr5IBiK+FcEX1IEta+iKyDucFGRtavxCIV38UiVp/CoqKPzZNsmZR4OrK56kOa+s+iUdihBdfSRiQ8RupLzDQsfqI3Flg4g6SyDpX0TOylqBp7o36RZFfAYhp3u0SfuQeB37VAxg8yLM+nW7lZqOq0IABzNyz7IMxxBnM5/xj4sYicq6qnFUnMTLTkXonea3npmywRinlPpW3b2kAunrnmvuRA89q0FlO02uCqOhNr5E4RkUGYgt4Le9C7YcE5J2F5sJ2Rpt4oo/2C0Te9m0kq6psxa/ql1P5rEcnp8HopzAlk6J9to8BS7dWM4/Ulu6s3PM/ySDfKd5H1A2h6cIXwzfm7lOX/wwJOemOu8BnYvQqBElbVVUHk+K6Ysr6ApAv8oRQXcPT45UWOGs4pwT12X/BBRDbAXmz2w65ZDPidiNyvqs8UTdDVCf+TNUQk1oR1HbWwUu8Vp3m0tm1rLbl45qLdolnbNfLkcSl0nnU3EdlcRDaKLlfVr1T1JlUN8+/CN9a9CilfibFRE+u3Dr7nhdHWIrIVyZziJ1T1EFV9PkOg2VppluWKMBdcJEPhloCNad4L4+aZVgTdJaOD2dcjq6LjCW9DFoKc2TAl473ouuDahQE7PwgKYoQW4+ORTcPpHUQkLPAAKYVQVHUFybf10U1F04rIMSLySxHZsw1FKPKKiPQVkW1TC1mo6ntBYFlqbvPelBbhvdKDpp+7MZHp9zJu5WSjuW1bA033DzdJjp65tyObfC/dfhEytldtoWDKWkSqSJbty5iQH0TNhm8xqZVgOrLbKZUDJXNVrk1IKqCHIquiru+XyYBY9aLtIotyrQTCCPAKGqdCpdKscpiYyz4Tu2GV5cBKKYY8QdIddWSmaxkQ9TI8kmZ92G89hmRU6afaeID7UFn3xNxslVg9gXSlUMP/rC9WcCMtYkWELscKVFxaAnEUqxH0Q8/DggCzpdpEo4vzUuGpDUSjp3/exLbZ7pXO1D61hb2CGgSrEWQShC9zM4Lo7ObQ1LVv0zMXWOPh836IWDnndPv3J09ZAgVT1oErMHwothcrC7gaIjKOpOXyYsrqaN9sPtOmSoGNSdMFECT/XxvMxmlcBSwamLFLujfIoMvhdqwISEi21K3WcCfJdKr/kzSlWYP/+bhmHm/ndG57sVKpYSrNfCLD5wVpf2E1q80w1/RqiFUtOzWY/ZbktY1yP9YYVGLZDLB6+t8rJPMzw9/1rKqmc5X+nWQ50IuDl69UuaqxKlrhM3pJOvlLgBdIBgxNCRq7dEyMTKc+18XmXpKW17Ei8sN0G4nIH0gWuXksjTs1bJ86etvUVvoDV6W+QAe579dhsR9g5UibS7RvO931z8UzF7a1w4ArUoOgg8yba8jTy2ih3WpnYpZJBXCL2GAJ07H85n7YgxAGPS1l9QY22m/w52D/es0yuEApIyL3AqhquhrZS4HTgi6Df2MN4maY1TY82OYCVX0pss8z2DUajLliHher2fwJ9kY5DiscsgaNaU2uZEZUtTZQrtOCYz8rIhdiL2vlWPfGcZgCrKd5Y9FeIVYS8iZMKY7FlGzYv3VSmrz832B9yMOBX4vI97A82vex67Efdj0qsBefwzVlQI/g98wVkZnBOYcFix9P2aZerErWPiQf1kYu8Mi274vIaVgVrX5Y9aPLseCX5Vi0/q9JVl97gSYqORULVV0pImdjsRE1wAsicikWj/Id5vX4EUlr5j0i1e5KgeC/OwwLvKwC7hCRG7CX2m+wLpKfkczHnkt6j1HYPvUTkd9hlvfSLLnrnZWlWOnZtYL26VMsrfQkkoVabgsKJzWXqG44RkTexDxrr6lVJMzFM3cFdh9vh5VJXU9ELsHa1/WC/bfEquh1b4HszaLQqVth/txyrIH8KeYynYEp7VOwt6LvgP2DtJgo95J8OzoOe0O/m/bLuiNHjtwbUxTx6667LmGtnXXWWdUDBw4Ey0e/F7tGVxEo6kmTJvHee++dEu4LxFV12dSpUwd37Zp4sdsBaxhnYNbhb4E1hg8fzkknnZQQ4uyzz342epytt956HEBVVVWX6PLUT7btVPX+Sy65pKxLly5gN+4fsGCtJ4GTysvLu5x33nldqqurywGmTJnyp+j+5557bjhqDhMnTqR79+4xzG3+IFbu8EJgQEVFBWeddRaq+u80Msx74oknho8alSg0tQP25jwTeABzeVb07duXq6++OqaqD2T6rSeeeGKjEoJPPvnktanbnHbaaY1euh566KG/Zjqeqp538sknU1FRARZQeRKWl/wM1k20HsBWW23FjBkztg48U4n9g+sFwK233vp8tv+pGR8Att9++wnpljeDy0laITVYtbLp2P/0X6x8YwwrdblbE8V6ikJQmWs3zLtSht1r92H3ym0kFfUrwNgMRT2i3TB/xtqn1tRo7+icifUB74hd2xmYRR0q6ltpfhcZkCj5Gnb9bYS1M88SiVdR1fMxHVNHlmcOa6f2SL1Pg/oNe5AsmLV9IP9MrF3ZErs/so230GoKPuqWqt6EXcy/Yf3Xi7CLNxd7uE8H1lPVh9LsG47U9DyWS7gMWJWh/+MwEYmLjZ7VYkSkn4hcJCIfichKEflarBZ1QUbcWXPNNbn77rs5/PDDGTp0KJWVlfTv358JEyZw4403ctpppxGLrZ5BMHbsWO666y4OPPBAhg0bRmVlJZWVlQwYMIDtttuOs88+m3vuuYeDDz6Ybt26AfDAAw/k5TdMmDCBBx98kEmTJjFy5Ei6du1K37592XnnnbnxxhvZb7/9mnWc0aNHc++993LAAQcwYMAAunTpwjrrrMMhhxzC9OnT+fGPf5xx3yFDhnDHHXdw/vnns9NOO9G/f//EtRw9ejS///3vefDBB9lhhx0yHgNg/Pjxiem11lqLwYNXHxRozJhk7NGIESMYPnx41mMeeeSRPPjggxxxxBGICD179qSiooI11liDcePG8be//Y3rr7+emppM6dWlgarGVfV4rPG9DksTXIpZNl9iL0ZHAptpmtKzpYKqPoHFfZyKNfTfYamAszEv0UFYnfy0KXSqOg0zRl7Dfv8SSq9/vhT4DgsiOxu7V1Zg7f/9WM3unwRBYS1lb6zr6xvs3ptDshQuAKp6ATYq2YVYYOFCTP98HZz/EGC8phkSN9h/EZb1cSCm6L/C9NA72EvqdjSvdkSLicXjRU/RzDmBu/MxLNgntaB9c/YfiD2s62IP3buY+3MgZtkfrarNLZWZ7Txvjxw5ctT06VmHY+6U3Hnnnfzud5YOeeGFF7Lnnns2sYeTB/JZoc9xnBZQcMs634jIeCzyL1vKUFPciinqR4BhqroV1vd2Kta/eqWkqWvuOI7jOPmgwyhrEekqImdgrolW+w0DZT8Oc2UcEgYcqWqDqp6H9U1UYmO7Oo7jOE7eKckiCy0lSBd5HBtUvR7r9z6KZKGLljA5+L5HVeemWX8lFsm4n4h0wwIVWltgpOuKFSt49913WXfddamqqmp6D8fpAATPbFtTnJZk6j8uFYIU00zpbC3hgywDEDmdgA6hrLH+5DWxqMIpqvqyiBzVxD6ZCKN+M5VDfAELSOiODVawLpZb1yo+++wz9ttvPx577DGGDRvW9A6O0zG4mmTOcmt5ijyMbpRjtiLzkLwtYSeSY2k7nZCO4gb/HNhTVceqasbKXU0RJOmPCGY/TLdNEM4fpm2s39pzOY7jOE5z6ZDR4AAiMhtzgzc7GlxE+pGsArZFpoLvIvIyllN3atCP3VoZ21U0eHxlHbXXvETDgmX0OGobyvqmrRjo5Il4fR31i7+lbuFX1C/8ivol39Gwspb48loaViyhYfkSGlbUQkMd8YZ6qA++GyLf9XUQt8qMFf3Wpt9+f6KiV8ZxCTwa3HFKhI7iBs8VUe2zPONWlleXun1GROTtDKsKkrOdKxad8QjL7n4LgIZ5tfQ5vzOPs5If4vE4dd99xorZr7ByjrLy61msnDOLVd98SP3ibxOKNlfEyisYMPHinB7TcZzc48q6MfVNb9KIjumWSEPD4hUsuzf5zhHrkety4p2TeN0qln80k6XvPsHyD2eyfPbL1C9KrZqaPypqhja9kZNzgsF0Ps6wOo7Vuv8UKyhzkap+WyDRcoaITMbieb5Q1WGR5U9i8QrnqOrpxZEuOyIyFStw85Sqji+uNIYr68ZEoy2zVR7qFnwvbc5BVTXtkHCBxT0q3bpSo/7zBdCQfDfpdfL44gnTzlk5R6l940GWvvMoS/Vp4stbFuQb69qDit6DKO+xBmVduxPr0oOyLj0o69qDsqpqKK8kVlYO5RXEyiqgrJxYeQXEym15WTnEYlT2W4vum+7e9AmdfPMWyUFgwNrlGmwwn82Bo0Tk+6r6ZjGEc0oDV9aNWYKVvuuCFXvPRDgQRuFMoCJT/01SoZQPryHWrbKI0rQv4vE4Kz55lSUv38WSl+9m5ZdNj+tQ0W9tuqy5CVWD1qdy0PpUDVyPir7DqOg9iLKuPqhTB+M4VX0ydWEQQ3MtNvjRHSKyYVCfur1zONaFmC411smAK+sIqtogIooVlB+ebptgGLRw/ORZBRKt6DR8tTgxXT6wLcXhOg8rv5rFomeuY9GMm6mbOzvjdrGKLnRbf3u6yY50XWcrugwfnS3oy+kkqOo8EZmEZZ+sj9WkfrC4UrWdYNANp4W4sl6dmZiyHosNTZnK1th1W44NRNIpqP86aVmXDXJlnYn62gUsfuFWFj17Pcs/eD7jdl3W3IzqTSZQvdHOdFtvO8qqumXc1um8BAr7LWA05hZv98raaR2urFfnNqz62Y9E5BRV/S5l/S+C71tVdRmdBLess7Pii3dY8MilLHrueuIr098WXUduS4/RP6TH6P2oGjAi7TaOk4awz2lx6goRqcCGID0ISyfthxVt+hKr6nihqq7mARSRCcAvgTFY//hCrO/8NuDqYEjW1H16AccD+2NV2cqAj7ChQS9S1QXN+THpAswiAXdfA4Ox4ZOPJhnT8xbwT2Cqqq4W2Jsr2UqZTqusRWQtrN9kaYpb5jFsxK3tgLtF5EBV/ToomHISMBEbfq3V+dXtkfqvo8ra+0zB+qKXvvkQ8x+6kKVvP5Z2m6phm9Bru8PpNeYnVNQMSbuN42RCRNbFLOoGUqzqoNzxdKy6GdhQnm9iowOuF3wOFZEdVPXVyH6/Av4ezH6JDem5BqZAxwEHisguqlof2WcDLDJ9OJY18yGWwroRNjTkJBHZTVXfa+NPjmH99IcBC7CuxhHYS8UYbHjLU1OuQ6FkKyqdVllj4+6OI6VkoarGReTwYPkOwCeBG2ooNjZqHDhCVd8tuMRFJKqsyzq5ZR2Px1n61sPMu+tMln80c7X1ZT360WvsRHptfzhd1to87bjjnYFh15xaDXSEgvcrPz/iL83K/MgFIlIO9AG2Bf6KWYnnpBkL/LeYop4L7KGqL0aO8T3gHsxKPQ0bfxkR6UPS0DhYVW+J7LMrcDfWHh4I3BIs7w7chynDe4BjVfXLYN0grHTsnsC9IrJZGz2OA7AxpY8HLlfVehHpCvwLG5PhNyLytzCVrcCyFZXOrKwzoqoficgW2Mha+wCbYGlaDwLnB4PUdxri8TgNcyKWdSfus17+yWt8e+MJLJv1v9XWVa25KTU/OI6eYw7u9H3Qw6459WLgODpGSeOGYdeceunnR/zlhDwd/wkRybb+POAPaZbvglncZ0YVNYCqvigi/wDOwtqvEMHSUudjQwFH93lYRM7FYnaibvAjMdfyK8ABUYtbVb8SkQOBdzFLfjLwj2w/phlcoaqXRM6xXEROwLyaFVjcUFj2sdCyFY0Oq6xVdXgT68c3sX4ucGLw6dTEl6wkvmxVYr6sE7rB62vnM/fOP7Lw8StXqyJWvckE+u75W7rJjp3Wik7DFDqGogb7HVOAfCnr1DzrcqAnpoS6AL8GuovICSnKaPsgOyVTcabQGxCttPgx1qddA0wVkQtV9fXIMc9Oc5wfBt+3RM8f2WeZiNwB/AbYm7YrxPvSnGOeiHyLWd59iihb0eiwytrJHfWR4DIqyymr6Vw1wZe8eh9fX3P0apXFqjfahX4/PINuI8dm2LNTcxkdx7Kux35PvsiUZ12FWdMjtDkAACAASURBVIOXYS8L5cCx0W1UdZWI1IjIGCy9a0TwvQXWdw2R/0BVvxGR8zCv4eHA4SLyFRar8zBwf5qhgTcOvo8SkX0z/IZBwfcGTf7apvkiw/LQhR3VW4WWrWi4snaapCEluCxW1jmsx4YVS/n2phNZ+FTjcWAqB63PgIkX032TCUWSrPT5/Ii/nDDsmlNPw/usW00Qkf1PERkMnAEcLSLnqupnACLSEwsUO5RkxDiYC/sVLLV0tzTHPT0YjGgKsCOmzCYGnzoRuQUbaji09nsH32HQWjb6NLG+OawWiZ5CtAEqtGxFw5W10yT1cxYlpjtLcNmqbz/my0sOYMVnCQ8hscqu9NvvT9RMOIFYRUfQQfklUHAFV3IdkHswZV2OWcyfRZbvhFmclwIzgLeB9wOL+yjSKGsAVb0LuCtIeRqHBZXtgVmfh2JKcJ9g89pgfm9VnZbj39ZWSlm2nOLK2mmS+s+SKYrla/bOsmXHYOm7T/LlZQfSUJtMse8yfDSDj76OqiHt2pPmtE+iQRIxgMDtHaZs7Zkh6HVY6oIg3Ws9IKaqr6vqIqyP+D4s0vpU4FxgbxHpHVjXigV1bQSkVYgish6mND8p8KAjpSxbTukI/UlOnqn7NKmsK9Zs156kJln84h188bfdGynqPrsez1qnP+OK2ikWewbfceDlYHqdyPqXSUFEqrFiKdDYKDsaeB24QUTS9Wc9EpkuD77DgK8jA2Wfeq4KzMp/EUs1KySlLFtOcWXtNEljy7rjKusFT/6LOVf8hHiddZnFKrsy6OhrGXDIhe72dgqOiMREZH8sGAzgDlX9PJiOFvj4YxAVHu43CisSEvbhRiNCb8P6hDcGLgrylMP91gDOCWZnRqo3Xg7MwaLT7w0KSoX79A+OuWFw3EIrxFKWLae4G9xpkvovklklHVVZL3zq33wz9ZjEfFn3GoaeeJ9HejuF4FIRWZiyrBIr9DEgmH+ZZKljVPVVEbkNKzP6G2CyiHyMlRsNre5HgB8APUWkl6ouUtU5IvJT4Aas8MjPRORDTBesi+VgzwV+FjnXfBHZB7NidwE+FpF3MPe8YOlldViRlYIO41nKsuUat6ydrDQsWUF80YrEfPmQXkWUJj8sev4mvp7688R8Rc1Q1jztKVfUTqHYGCtvHP1sig3XOw04AhijqvNS9jsEc2u/iLXlm2HK6T5gL1XdFQhLKe8d7qSqN2IBZXdgJT1HAWsD72P91Ruq6tvRE6nqS4GcZwFvYC8SG2K1vK8DRqvqnW26Cq2klGXLJbF4PFM+vZNvROTtkSNHjpo+fXrTGxeJVbO+Zd5+U22mqpyBr5zYoVK3at94gC8u3hcarJ5CeZ8hrHnak1QNWLfIkpUEHeePdpx2jlvWTlYa5idL6Zb1696hFPWKz99izhUHJxV1z/4MO+VhV9SO45QcrqydrMRrk/UJynp0nCCruoVf88VF+9Cw3Aq+xLr2YOhJD9BlyIZFlsxxHGd1XFk7WYkq61j3jqGs4/V1zLniJ9TNCwYxisUYfMyNdF17i+IK5jiOkwFX1k5WGinr6sosW7Yf5v73DyzTpxPz/X/yV3psvlcRJXIcx8mOK2snK/GlHcuyXvLaNObff35ivufYifTZ9fgiSuQ4jtM0rqydrDR0IDd43YI5fPWvIxLzVUM2ZOCkK3xYS8dxSh5X1k5WopZ1WXX7VdbxeJyv/3NUooxorKqawb+8jbKunW9sbsdx2h+urJ2sxJfVJaZj3dpvn/XCp66m9o0HEvP9D/kbXYaOKqJEjuM4zceVtZOdVfXJ6cryzNuVMKu+nc23N/8mMV+96W70HndUESVyHMdpGa6snazE65Kj88Uq29/tEo/H+eb6KcRX1AJQ1r0vg356tfdTO47Trmh/ra9TWNq5Zb3kpf82cn8PmHgxFX0GF1Eix3GcluPK2slKPKKsYxXt63apX7aIb248MTFfvdHO9Bx7SBElchzHaR3tq/V1Ck/EDd7eLOt5//0D9Qu+BCBW0YUBh13u7m/HcdolrqydrDSyrNuRsl4++xUWPHZ5Yr7v3r+jatB6RZTIcRyn9biydrISXxWxrNuJGzwej1v0dzD8a+UgoWaPU4osleM4TutpH62vUzzq2p9lXfvKPY1qfw+YeBFllV2KKJHjOE7bcGXtZCVqWbcHZR2vW8m3t52amK/eZALdN5lQRIkcx3HajitrJzvR1K124AZf8MRVrPr6fZuJldH/JxcUVyDHaQEi8nMRiYvIkS3c75fBfpNbcc6KYN+4iBzajO2PDLata2pbJ3eUfuvrFJX2ZFnX185n3t1nJeZ7jzuSLkM3KqJEjtN8ROR7QIvfLkVkG+C83EvklBKurJ3sNCqKUtq3y3f3X5AcqKNrD/r98IziCuQ4zURExgMPAT1buN/OwX7d8yCWU0JUFFsAp7RpL6lbdYu+YcGjlyXm++7xWyp6DyyiRI7TNCLSFTgVOB1o9gMmIt2A04JPab9FOznB/2QnO42KopTu7TL//gsS9b/Le65Bza6/KrJEjpMdERkJzAL+FCw6HfikGftJsN/pQAPwO+CLPInplAhuWTtZaVxutDQt67oFc1jw2BWJ+Zo9TvFxqp32wDBgTWAGMEVVXxaR5gwHt2aw73PBfq+KyJQ8ytkkIlIBrGrm5v9W1RYF0DmurJ2maAd91t9NP4/4quUAlPcaSJ/v/6LIEjlOs/gc2FNV72/hfp8Cu6vqg3mQqbXEgWezrF8DkGC6Se+BszqurJ2sNB4is/Qs61Xffc7CJ65KzPfd61TKulQXUSInZNbk8mqgqthy5ICV60+tX5rrg6rqB8AHrdhvFuYGLxlUtR7YPt06EekJPBPMPgz8uVBydSRcWTsZicfjJZ9nPf+BvxKvWwlARc1Qeo8/usgSOQCzJpdfDBxHx4iLaZg1ufzS9afWn1BsQQrA9SJyfa4OFrjHbwc2Bd4FDgoUu9NCXFk7mWmIm3MroNT6rOsXz2XhU1cn5vvueSplVV2LKJETYQodQ1GD/Y4pQGdQ1rOAb5vYZiAwspnHuxyYAMwD9lLVhW2QrVPjytrJTH288Xx5aQ0vOf/Ry4ivXAZAec/+9NrxiCJL5ES4jI5jWddjv6czcLaq3pBtg6C62r+aOpCI/BY4GlgJ7K+qH+VGxM6JK2snMw0NjefLSkdZNyxf0iivus+ux1NW1a2IEjlR1p9af8KsyeWn4X3WnRIRORA4N5j9uWpkZB2nVbiydjIST7GsY+WlYyQtfOpqGmrnA1DWtadHgJcggYJzJdfJEJGxwHVADDhPVacWV6KOQem0vk7p0ZDiBi8Ryzpet5L5D16YmO+9088p796niBI5jgMgIusC9wJdgbuxgi1ODnBl7WSmRJX1oudvom6+FWyKVVRRs+vxRZbIcRwR6Qvcj+VUvwYcqqrx7Hs5zcWVtZOZ1D7rEnCDx+NxFjx8SWK+57aHUlEzpIgSOY4jIl0wS3p9YDawh6rWFlWoDob3WTsZWa3PugQs62X6NCs+ez0xXzPhxCJK4zhOwPHADsH0XOBfItIdqEyzbZ2qji+UYB0FV9ZOZlLd4CWQurXgkUsT09Ub7UKXoaOKKI3jOAG9ItNbNbGtF0VpBa6snczUp6ZuFdcNvurb2Sx55Z7EfJ8fHFdEaRwn96jq8FbuN6wN56zDIrebu/3VwNUpy07HRgFz8kReWl8RGZSP4zqFJV5ilvWCx/8BcXuBqBywLt033aOo8jiO4xSKfFnWn4rIQ8A1wH2q2tyh05xSImpZxyAWK56yblhR26i0aJ9dphArsqXvOI5TKPLV2pUDe2IF3L8UkYtFZPM8ncvJF1HLusiR4Iueu4GGpQsAK4LSa4fJRZXHcRynkOSrBV4b6794H+gH/Ap4WUReEZHjRKRfns7r5JJoNHgRI8Hj8TgLH08Og9lr+0mUd+uVZQ/HcZyORV6Utap+rqp/VtUNgLHAVcACYHPgYuALEbldRPYUEfdllijxSJ51MUuNLv/4xUbpWl5a1HGczkbeW2BVnamqvwAGAwcB04AG4ACsLN3nIvIXEdkg37I4LaRELOuFT/wzMd1NdqRqiN8qjuN0LgpmLqnqSlW9Q1X3xcrR/RqoxcZGPRl4W0SeFpH9CiWT0wQNxVfW9UsXsnjmrYn53uOPKoocjuM4xaSgedYiMhw4BNgf2IJkbt/rwCBge2C7IJL8QC9XV2RKQFkvfv4m4itt4KayHv3oMXr/osjhOI5TTPKurEWkF/Bj4DBgu2BxDPgOuBH4j6q+LiLlwL7A5cAE4O/AkfmWz8lMvL64fdbxeJwFTyZd4L23O5yyqq4Fl8NxHKfY5EVZB4p3D0xB7wV0wRR0A/Ao8B/gblVdGe6jqvXAnSKyBHgQ+CGurItLkS3r5R/OZOVnbyTme4/z28FxnM5JvizrOVjKVtjCfwRMBaaq6udN7Pte8O2lUItNNMCsCNXLokVQusk4DyxzHKfTki+FuAawDPgv5uZ+sgX7dgX+CbycB7mcFhBN3Sp0XfCGFbUsfvH2xHzvcT8r6Pkdx3FKiXwp62OAm1V1cUt3VNVZwf5OsYlY1rECW9ZLXrqT+PIlAJR160WPrTywzHGczku+zKVBWB51k4jI70Xk+jzJ4bSFRpZ1YZX1wmeuS0z33Pogyqq6FfT8juM4pUS+lPUZwE+bue0BWDCZU2rUF6c2+Kq5n7DsvScS8722n1SwczuO45QibXaDi8jawM5pVg0UkWwKO4bVEN8YWNJWOZzcEx0iM1ZAy3rRczdA3M5dOXA9uo4cW7BzO47jlCK56LP+BjgTGBJZFgdGAv9qxv4xLJ3LKTWiQ2QWqM86Ho+z6JlrE/O9tp9U1KE5HScfBAWiPs6wOg7MBz4FHgAuUtVvCyRazhCRydgwyV+o6rDI8ieBccA5qnp6caTLjohMBSYBT6nq+OauyydtVtaqukxEfgucE1m8NrAC+CrLrg2YRf0qcFJb5XDyQDTPukAKc/n7z7Lqmw8T5+y17aEFOa/jFJG3gIWR+QqgBvM6bg4cJSLfV9U3iyGcUxrkJBpcVW8CbgrnRaQBeFFVd8zF8Z0iUYTxrKOBZdWjvk9lvzULcl7HKSLHpUtvDYYSvhbYE7hDRDZU1YbU7dohhwPVwNxiC9KeyFfq1pmYC8dpxzTqsy6AG7xhxVKWvHBbYr7Xdh5Y5nReVHWeiEwCvgDWB3bFqju2a1TVdUMryNd41meq6jX5OLZTQOoLm7q15OW7aFhuqfllXXvSY7QnCTidG1Wdh7nJwdziTiclF9Hg3w8mn1PV5SnLmo2qPt5WWZwcU2A3+OIZNyeme3zvR5R1qc77OR2nHVAZfK9WZEpEKoCDgYOALbEyz3XAl8DjwIVBoanU/SYAvwTGYP3jC7GXgtuAq6PjNkT26QUcj42aOBIz9j4C7sSC4BY058ekCzCLBNx9DQzGUn+PBkYFu72FVbacqqrxlEPmTLZSJhdu8EexYLFRwKzIstUuaBbiOZLFySHx+sIN5FG36Ftq33o4Md9r24l5PZ/jtAdEZF3Mom4gxQUuIt2A6cBOwaLZwJvAQGC94HOoiOygqq9G9vsVNqohmFJ/DSsRPS74HCgiuwSDK4X7bIBFpg8H6oEPsZLSGwF/BCaJyG6qGo7t0FpiWD/9YcACTKeMwF4qxgACnJpyHQolW1HJlYJMZ3a1pHX33JxSpKFwQ2QueekOaLC2obzPELqJxya2d045cVo1UFVsOXLAyvMv2mtpoU4WjFrYB9gW+CvWvp6jqp+kbPpbTFHPBfZQ1Rcjx/gecA9mpZ4GHBgs7wOcF2x2sKreEtlnV+BuYHyw/S3B8u7AfZgyvAc4VlW/DNYNAq7GguDuFZHNVHVZG37+AOAQzEq+XFXrRaQrlgZ8KPAbEflbmMpWYNmKSi5St1ZrxdMtc9ohBbSsF89ItBn02ubHxMrK83o+J7+ccuK0i4HjyF+VxELScMqJ0y49/6K9TsjT8Z8QkWzrzwP+kGb5LpjFfWZUUQOo6osi8g/gLGCTyCrBBkuaD9yass/DInIusCkQdYMfibmWXwEOiFrcqvqViBwIvItZ8pOBf2T7Mc3gClW9JHKO5SJyAjAR01lbYx6FYshWNDrCg+Tki4bCFEVZNfcTls16JjHfc+zBeTuXUzCm0HHalzLs9+SLt4BnI58ZwNtYrQqAXwOXBBZ3AlXdHlO8V2Y4bugNiAZ/fIz1adcAU0Vks5Rjnq2qB6rqnZHFYaTnLVFlGNlnGXBHMLt3ph/ZAu5Lc455QFgYpk8RZSsaBe8nDvpZdgHKgadV9btCy+A0j2ifdSyPQ2Qunpl8wa8ctD5d1t4yb+dyCsZldBzLuh77PfkiU551FWYNXoa9LJQDx0a3UdVVIlIjImOw9K4RwfcWWN81RP4DVf1GRM4Dfo/lOx8uIl8BjwEPA/eramr+cxiFfpSI7JvhNwwKvnMx6PwXGZaHLuyo3iq0bEUjb8paRIZiN8QnqnpesGxD4BGsHwWgVkSOUtVbMxzGKSaNosHzZ1kvikSB9xpzsJcX7QCcf9FeJ5xy4rTT8D7rVhNEZP9TRAZjgyMdLSLnqupnACLSEwsUO5RkxDiYC/sVrDrkbmmOe7qIvIy9AOyIKbOJwadORG4BpqhqWFWtd/AdBq1lo08T65vDapHoKUQbiELLVjTyoqxFpD/myhkCTIusuipYFsfSEHoB14vIG6r6bj5kcdpAAfKsV3z+Fis/eyMx33PMT/JyHqfwBAqu4EquA3IPpqzLMYv5s8jynTCL81KS7vP3A4v7KNIoawBVvQu4K0h5GocFle2BWZ+HYkpwn2Dz2mB+b1WdtvrRikopy5ZT8mVZHw8MBd7HcuMQkZHA9phLaQdVnSEif8bC8E/EcuqcUqIh/wFm0dzqLutsRdWg9fNyHsdpx0RLjMYAArd3mLK1p6o+sdpeMCx1QdANuR4QU9XXVXUR1kd8HxZpfSpwLrC3iPQOrGvFgro2orHxFT3uepjS/KTAg46Usmw5JV/9SXtgQQwTVDWM2tsz+H5WVWcE03/CculaXETFyT+Nh8jM/a0Sj8dZ9HxjF7jjOKsRtp1x4OVgep3I+pdJQUSqsWIp0NgoOxp4HbhBRNK9gT8SmQ4D2sKAryMDZZ96rgrMyn8RSzUrJKUsW07Jl7IeAcxS1dmRZT/AbrbEzaCqq7DoxCE4pUd9fvusl384g7p5QepoLEbPrQ/K+Tkcp70iIjER2R+L/QG4Q1U/D6ajBT7+KCKVkf1GYUVCwj7caDT4bVif8MbARUGecrjfGiRHT5wZCf69HJiDpUjdKyJrRfbpHxxzw+C4hVaIpSxbTsmXG7wbsDycCd5uwioXT6ZsW03Lqp05haIhv33Wi1+4PTHdbYPxVNT4O5vTKblURBamLKvECn0MCOZfBn4RrlTVV0XkNqzM6G+AySLyMVZuNLS6H8GMpJ4i0ktVF6nqHBH5KXAD1l35MxH5ENMF62KpYHOBn0XONV9E9sGs2F2Aj0XkHcw9L0AXzJN6cKGH8Sxl2XJNvizrL4F1Im97OwI9sKCy0AUeRoyPwEfoKkkalRvNcQWzeEMDS176b2K+5/d+lNPjO047YmNgu5TPplie9TTgCGBMkGsc5RDMrf0i1pZvhimn+4C9VHVXkm1rIsdYVW/EAsruwLohRwFrYzFG5wIbqurb0ROp6kuBnGcBb2AvEhtitbyvA0an5GYXjFKWLZfE4vHcG7Ui8h9gEpZWMBWLAt8aS1yfGGwzACtnNw74h6rms+hASSIib48cOXLU9OnTm964CCy+5Blqr3wegG4/3Jje5+yes2Mve/85PjtnB5uJlTHi719Q0WtA9p2cQuM5dI5TIuTLDX4eVlv2+OATA1YFyxGRHbAk/HJstJc29SUEwRSnAD/BXECLMbfRxar6QCuONxzrS8/G66q6eUuP3a6Ipm7l2LJe/OIdieluG4x3Re04jpOFfI1nrdhA6S9irpw3gX1UNUyo/RJ7UXgL2C4lEK1FBAESj2OR5SOwPMPa4Pz3i8ifWnHYsATfdzQuAxj9vJp+1w5EnlK3VneBH5CzYzuO43RE8lbBTFWfx4Y0S8fHwOYR5d0WLge2wYZ52ydS3ecw4D/AGSLyrKo+2oJjhsr6NlX9RdYtOzDx+uioW7lT1ss/nEHdd0FQa6yMHlvtn7NjO47jdESKUrdXVRtyoaiDsV4PxSL/JoaKOjjH9cBfgtkzWnjoUFm36+jBNtPIss7dreIucMdxnJaR94E8gv7k3sG5MppnqtqaiPDDsH7vZ1X1nTTrrwROB7YTkbVacI5QWb/VCpk6DnnIs3YXuOM4TsvJ50Aeu2MJ9ps1tS2WZ90aWcYG38+kW6mqX4jIJ1hawjjg+qYOKCI9sL5v6PSWdSTALEeDa7gL3HEcp+XkayCP7YF7MTd7c1r51mqCkcH3h1m2mY0p6+YWnd40kOdLoL+InIQVz68AZgE3q+qzrZK2ndGo3GiOLGt3gTuO47ScfFnWp2Du6TeAM4F3SY5FmkvClj5bcfawkMAazTxm6AmoAd4hWR8XrBrQL4M88mOCcqlNIiJvZ1i1bjNlKg457rN2F7jjOE7ryJey3hYrNzpBVb/O0zkgWfN2eZZtwpeE6izbRAmVdVesmMulwAfYmK+HYSliP8VS0o5Nd4AOQ477rN0F7jiO0zrypay7A2/nWVGDDbfZXJOvuaXa/hcc81VV/Udk+afAOSIyG6ure4yIXJ5ali8dqrpRuuWBxT2qmXIVnHiOa4O7C9xxHKd15EtZfwIMzNOxoyzB3NVds2wTDpu2tDkHDOrm3phtfVBoZT1gX6wIS8ekPtpn3TY3eDweZ8lLyfK87gJ3HMdpPvnKs74dGCIiO+fp+CFzg+9+WbYJ+6q/yeF5w+pl62Tdqr2TwwpmKz59jbrvgjT4WIweo3/YpuM5juN0JvKlrM/FLM7rRGRfEemSp/O8G3wPz7JNuG5Wcw8qIpUiUp5lk/C6NSvArN2Sw9rgS165NzHddd0xVPQuhOPFcRynY5AvN/jVwOfYsGV3AvUi8h02AHg64qq6divOMxPYh2S+dSNEZBgQDkb+XFMHE5EaLA2sBjgAkz0dWwTf6QqxdBgapW610bKufe2+xHSPLfZp07Ecx3E6G/myrH8C7BZMx7CXggHAsCyf1nB78D1eRCTN+mOC76eaM1iIqs4HvgpmJ6fbRkR+hKVcrSSzMu8YNLKsW6+sV837lBWfJMc9cWXtOI7TMvJlWR+Rp+M2QlXfF5GbsEHY7xSRfVX1AwARORT4bbDp/6XuG9QVrwQWquqcyKpzsQHL9xaRc4EzVHVFsM+PgGuC7c5X1S/z8btKhmifdRvc4LWvTktMVw5cj8rB6d6rHMdxnEzkRVmr6rX5OG4GfgVsEnzeE5E3MTd26Fb/fYYRtx4LtrmWiBWtqteLyKbAScCpWBGU97Ho9qHBZldj+dYdm/rcBJgtefWexHSPLfYhlqPSpY7jOJ2FvA/kkW9UdZ6IjAVOBg4CNsQCv54CLlHVFruqVfVkEXkImIL1h2+KjW09DbhSVafnSv5SJhd91vVLF7L0vacS89232LvNcjlOR0FE1sOMgh9ghZe+A2YAl6vqI1n264cNUrQv1o04H3gW8/jNaKEM44Engtl1muoyFJGpwCSse3F8S87ltJ68KusgCnwysDewAdBbVfuLyBrABcAFGUbLahGqWosNg3lGC/YZ3sT6R4GWjIHd8chBUZSlbz4I9RY0X9ajH93W2zYXkjlOu0dEJgB3YbUglmIBq/0xBbyviPxVVU9Os99ATDGvG+z3BqawfwjsIyJHq+p/CvMrnEKRt/GsRWR94HXgCmAPbCSrvsHqtbE3s5dEZN98yeC0kfq291kveTUSBb7ZnsTKsmXEOU7nIDBYbsYU9S3AEFXdXFWHAhOx6owniUi66kG3Yor6EWCYqm4FDMEs9HLgShHZsAA/wykgeVHWItIbeAgb6epT4G80HhlrIfAeVnnsNhHZOB9yOG0j3saiKPG6VdS+8UBivvuWHgXuOAFHYrE1s4HJqrowXKGqNwH/CmaPie4UuKzHYdUbDwkyWFDVBlU9DyuFXAn8Ps/yOwUmX5b1iZj1PA3YMHDlhClRBBHbmwB3YzfWr/Mkh9MWIqlbrRkic9msp2lYusD2r+hC941+kDPRHKed8zFmWV8RZpuk8EbwnVp/YnLwfY+qzmV1rgy+9xORbmnWO+2UfPVZ748FeR2pqmlHxFLVehE5Gtgd2ClPcjhtoY1DZEZd4NUb7UxZ1x65kMpx2j2qeivmzs7EVsH3+ynLwwJQz2TY7wWgDhtMaStsYKK8kxKk1hRHqOrU/EnTMcmXsh6BjbqVtR63qs4VEcWCz5xSow1DZMbj8UYlRj0K3HGaRkT6AMdjtSrqgPMi68qwthUadysmUNVVIvIFZpGvT4GUNda1+WyW9SOAwcH0p/kXp+ORL2XdQHK0q6Yow8aGdkqM6BCZsRZa1is/f5O6eZ8k5nts7sq6s/HVqAuqgapiy5EDVg565+RmjdrXWoJAsjOBkUAX4DPgF6r6dGSzGpJt9rdZDjcPU9ZrZNkmp6jqq8D26daJyCiS5Z7PUtXHCyVXRyJfyvoDYGMRGaSqX2XaSETWxMZzfj1PcjhtoQ2WdaOBO0ZsQ0WfwVm2djoaX4264GLgOPKYcVJAGr4adcGlg945+YQ8nmNrIDrufQ2wl4g8raqLg2XVkfVpuxcDlqXZvrl8nL5yc+sI0szuB3oDt9GC9FqnMfl6kO7CXgQuF5G0rXyQg/1vrHb4vem2cYpMG/Ksl0QG7nAXeKdkCh1DUYP9jil5PselQA8sBWsypnCPAR4XkdCoqm/hMeNNb7IaL2Hu7GyfZg03LCLVwH2Ylf8CMElVWyOTQ/4s64uBnwL7ATNF5FZsIA9EZHdsNK4jiBUuxwAAHkdJREFUgfWAOcAleZLDaQutzLNeNf8LVnz8UmK+h6dsdUYuo+NY1vXY78kbqvp5MFkLXCsiM4DXsCCxQ4GpWLpWSNcshwu7IFvjuj+wBRXMsm1TBtwEfA9z6e+bKdjYaR75qg2+OFDK92E32+jI6nBUhximqPcJcwWd0iIej5QbbUE979pXk46Syv4jqBoyKqdyOaXPoHdOPuGrURechvdZtwpVVRG5ExukaDxJZb0C69Pul2X3sK+6WRZwnrgQq8RWi7XxGbtDneaRt3KjqvqeiGwGHIWVwdsI67eoBRRT5Jer6oJ8yeC0kVb2WUdTtrpv6QN3dFYCBVdQJddeEJG+wDrAJxnypQHCCM1BYIVPguyZTYHhGY5bibnSAWblTOAWICLHYRHtDcBEVX2tGHJ0NPJaG1xVlwJ/Dz5Oe6MVfdYNyxaz7N1kuqVHgTtOWl7E0pl+C5yfYZuwIMoXkWUzMWU9Fov5SWVrrF1fDryaZn1eEZG9sW5QgFNV9Z5s2zvNJ+fKOggc2wFz3ayFuWvi2Kgw72LJ/P/zQIPSJ96KPuvatx4iXrcSgLLuNXRbP202h+N0dh7GAsiOFJGLVHVVdKWIDMc8kmBeyJDbMG/lj0TkFFX9LuW4vwi+b1XVZRQQERmNVWUrA65R1QsKef6OTs6UdeB+OR57U+wbWRVj9ajEL0XkXGy4yQac0iQ6RGYz3eCNCqFsugex8nY/Cqvj5IMLsCCt9YCbROQXoTtcRLbABvfoBjwNRK3Tx7CI7O2Au0XkQFX9OgjoOgkbBGQVkWIqhUBE1sJeKrpj40L8vJDn7wzkpCUVkV5Yne9xmHIGWIQVqV+MBZn0xvpoKoGhWKrCviKyfzDEpVNq1LfMDR6vr6P2jfsT8x4F7jjpUdWPROQgrOToj4C9g/7orljlMbBxrQ+IeiFVNS4ihwNPYR7MT0TkLaxNHYQZRkeo6ruF+zWARcuHxRRiwL1B6la6YfZeVdXjCiZZByFXZs9tmNu7HrgKuEpV30zdSESqsD6Vo7A3wF2A67Fa4k6p0dAyN/iyWc/QUGuB/bGKKrpvPCFfkjlOu0dVpwVBuCcDuwIbYgF5z2CjZ/0n1T0e7PdRYH3/HtgHGxRpKfAgcL6qNrdGdy7pFZnetYlt6/IpSEclFk3PaQ0ishdW1GQRsLeqNqsWrYiMI+k22aVIN1hREZG3R44cOWr69OnFFiUtX297GfEF1u3V79ZDqdwkexWyb27+DQsestiS6k0mMOw392fd3il5PIzfcUqEXBQsOBRzvZzYXEUNoKpPAb/DGoSJOZDDyTXRaPAmLOt4PE5tpL+6xxbuAnccx8kVuVDWW2KJ+je0Yt+pmOt86xzI4eSaqBu8CRtr5Rdvs+rbjxLzXmLUcRwnd+RCWQ8CPkrXt9IUQWDZR1iKl1NqtCB1K1oIpcs6W1FZMzRfUjmO43Q6cqGsu2FjmbaW+Vi/tVNixKOpW01Eg0dLjHohFMdxnNySC2VdTstHg4myKkdyOLmmvnl91nUL5rD8oxcS856y5TiOk1tcSTqZifZZZ7Gso8NhVvRbm6phm+RTKsdxnE6HK2snLfF4PCXPOrOyro30V/fwgTscx3FyTq6KovQWkR1bu2+OZHBySUPj/PtYWfr3uoblS1j69mOJ+R4eBe44jpNzcqWsNwY6XVGTDk2Kss7kBq99+xHidStsk+o+dFu/te9sjuM4TiZypazb6vf0EbhKjVRlncENXtto4I7diVVU5lMqx3GcTkkulPU6OTiGU2LE61MGQ0tjWcfr61jyerJUqrvAHcdx8kOblbWqfpILQZwSI7XPOk3q1rIPnqdhyTybKa+kepPdCiGZ4zhOp8OjwZ301DfdZx0thFK9wTjKqz1W0HEcJx+4snbS05DiBk+xrOPxOEuiVcu22LcQUjmO43RKXFk7aYnXp6ZuNbasV855j1Vff5CY777FXgWRy3EcpzPiytpJT+o45ynKOloIpcvaW1DZz8dicRzHyReurJ30NNFnHXWBd/eBOxzHcfKKK2snPampW5E+67qFX7P8wxmJeR+4w3EcJ7+4snbSEl+t3GjSsq59bVrCTV7Rd026rLV5QWVzHMfpbLiydtJTn3kQj0Yu8C329oE7HMdx8owrayc90dStyCAeDSuWsvTtRxPzPbZwF7jjOE6+cWXtpCWewbJe+vYjxFctB6CsWy+qNxhXaNEcx3E6Ha6snfREUreibu4lkZSt7pvsRqyiqqBiOY7jdEZcWTvpiUaDB5Z1vKHegssCuvvAHY7jOAXBlbWTnmg0eNBnvfyD56lf/K0tK6+g+6a7F0Ewx3Gczocrayct6fqsl7xyT2JR9QbjKO9eU2ixHMdxOiWurJ30RKLBY2UxG7jj5bsTy3pssV8xpHIcx+mUuLJ20tPIsi5j5edvsurbjxKLuo/2UbYcx3EKhStrJz2N+qxjjVzgXUdsTWXN0CII5TiO0zlxZe2kJZ6qrKMu8C3dqnYcxykkrqyd9ERStxqq5rHi09cS8z229P5qx3GcQuLK2klPxLJe1e2NxHTV4A2oGrJBMSRyHMfptLiydtITCTBb1TViVY92q9pxHKfQuLJ20hIPUrcaKpZQV/FBYnl37692HMcpOK6snfQElnVdzVsQC8aurhlK1+FbFVMqx3GcTokrayc9gWW9ql+yv7rH935ErMxvGcdxnELjLa+TngZoqFxMfc+PE4t6bn1QEQVyHMfpvLiydtISb2igrubNpAu839p0XXebIkvlOI7TOXFl7aSnPt7IBd5z6wMbjWvtOI7jFA5X1k5a6mrnUN9zdmK+5zbuAnccxykWrqydtCz99MHEdBkD6bL2lkWUxnEcp3PjytpZjXg8ztLP7k3Md4mNdRe44zhOEXFl7azGik9fY9XiZCGUrpXjiyeM4ziO48raWZ1Fz1yXmC5fvBYVlcOKKI3jOI7jytppRLxuJYtn3JSYr5w7Gir9NnEcxykm3go7jah94wHqF8+1mYYKKr/blFiF3yaO4zjFxFthpxEL/zc1MV0xfyNi9d2g3G8Tx3GcYuKtsJNg1dxPqH1tWmK+au5oALesHcdxioy3wk6CBY9fCXEbwKO8agjlC0faClfWjuM4RcVbYQeAhpXLWPj0vxPz1TX7EAtuD7esHcdxiou3wg4Ai2feSsOSeQDEqqrp1nNCcqX3WTuO4xQVb4Ud4vE4Cx69PDHfa9tDKYt3S27glrXjOE5R8VbYYek7j7Hik1cS8312PpZ4XUNi3t3gjuM4xcVbYYfv7js3MV290S50WXMTiChrKsqLIJXjOI4T4sq6k7Ps/edY9t6Tifm++/wegHh9xLIu90E8HMdxiokr605MPB5n7h2nJ+a7rb891bKjzbhl7TiOUzK4su7E1L5+P8v0qcR8333/kJj2PmvHcZzSwVvhTkq8bhVzbzs1MV+98Q/ovtEuyQ0aWdZ+mziO8//t3XuYVMWZx/HvMKKAIjdBBRUE5dU1hsSNId41icrGxBhz8QZGo2jcjWZ98qjZdU00azS6xriYGHMzGKLrJWvExFuUKBJDvGtE4QWyARRIQAQUGGZgpvePqjPT05w+08MMM6fH3+d5eKpPn6o61Y3ydtWpqiPdSf8Kv0etfmwKDcteDwc1Nezy+e+0Ol9o2Nz8umYHDYOLiHQnBev3oE0rF7Hq11c2H+98xNn0GfmBVnkK9Y0tB9tv10UtExGRNArW7zGFpkb+9tMvUWjYAEBt/6EM/cJ1W2bcWNSz7qNgLSLSnRSs32Pe/s01rSaVDT3tu9TuNHiLfK2GwdWzFhHpVj3iX2Ez6wdcCpwK7A28C7wA3OTuD29lnXsB3wAmAMOAlcAM4Fp3n9sZ7e5q616czqr7r2o+7j/+FPofcnpq3oJ61iIiuVH1PWsz2xH4PfBNYDTwGrAeOA54yMy+uRV1GvAicA6wE/AK0AeYBLxoZsdnFM+luoV/YvmtZ0ChAEDvoaMZ9sUfUlOTvuFJob54gpmCtYhId6r6YA38ABgPvAyMcfeD3H0kcCawGbjSzD6eVUExM9sO+C0wBJgG7O7uBwO7A98nBO27zGxI536MbWfDvJm8ecPxFBrqAOjVd2eG/+v91PYbUL5QQ9EEMwVrEZFuVdXB2szGABOBJuAMd38jOefu04BkPdKV7ah2IrAPsAQ4193rYn0NwEXALGAgcHFH27+tFQoF1jz5Y5beMIHCxnXhzdreDL/wV+ww4oDssnWbml9r6ZaISPeq6mBNGJauBWa7++sp52+N6WHxHnQlzorptBigm7l7AfhRPDytnW3tUptWLWHZlJNZMfUCCpvDx6jp3YcRX72ffv/wscyyhU2NrYJ1r/59tmlbRUQkW7UH60Ni+oe0k+6+FFgcD49qqzIz6wV8OKtO4OmYjjazPStsZ5epX/oaf//Fv7DoMmP9Sw80v1+7867sccmj7Pj+CW3WUXi3vtVxzQAFaxGR7lTtNyP3ielfMvIsAkYCYyuobwTQt4063wAaCT36sfG4WxSamti8ajH1b77Khnkz2fDa4zS8OWeLfH33P4bdz/sF2w0aXlG9TWs3thzU1lDTr3dnNVlERLZCtQfrYTFdmZFnVUx3aUd9Zet090YzWwsMrrDOrbLxr8+z/tVHaapfT6GhjsKmOprqN1BoWM/md1bSuGY5m9cub540lqZ24HB2+dzV7HzYmWVnfadpfGNN8+teQ3dqV1kREel81R6s+8V0Y0aeJJr1y8hTWl9n1omZvVbm1H5LlizhhBNOaPVmYXMDm1YspBCXWZWX/luhV+++9NpxEL36DaTm2nuAeyppZrPGFesoNIaPX7O6N7Un/KZd5aVnWLhw4QPufmJ3t0NEqj9YN1L5ffe2Il9SX3tUUmeWpoaGhvULFy5MGUrffutrrWuCd1bRMqiw1cawAVi4Mus2g3S+MTHV9y4iQPUH63XAIMLa53KSe9AbKqwv0Yfyvev21Im7Z6+TyqlkRKBa21+t9L2LSKlqnw3+VkyzNihJxopXtKO+snXGTVOS3UQqqVNERKRDqj1YJ3t0j8rIk5yb31Zl7r4MWNtGnXsSZoJXVKeIiEhHVXuwfiamh6SdNLM9gGQzlD9WWOezWXUCh8Z0cQzuIiIi21S1B+t7Y3p0fPhGqS/HdKa7L6qwzmTq9NlmljbLK6lzaoX1iYiIdEhVB2t3XwDcSRiWvs/Mkk1SMLOJwGXx8OrSsmY2xsz2M7PdS079kjALdzRwp5n1j/m3N7MpwOGEofKbO/vziIiIpKlpey1vvsWnXz0BHEhYevUqYYb4yJjlcne/JqXcopjndnc/q+TcwcBjhIlk64B5hOA9GGgAJrj7E53/aURERLZU1T1rAHdfRbi/fBVhwtf+hJncM4HPpgXqCup8DhgH/AxYE183Af8LjFegFhGRrlT1PWsREZGerup71iIiIj2dgrWIiEjOKViLiIjknIK1iIhIzilYi4iI5Fy1P3VLOpmZ9QMuBU4F9gbeBV4AbnL3h7uzbdWiaA1/lkHuvqaozBDgP4BPA3sAq4Gngevd/U8Z19oL+AYwARgGrARmANe6+9xy5USkumjpljQzsx0J/9CPBzYBcwhr1pP91a9096u6qXlVwcwGEgJtI1A2yBI21lkXy+xKCMxjCI9dnUsI2LvGes5z99tSrmWx3BDCrnoLaNm8ZyNwkrs/2jmfTES6k4K1NDOzqcAXgZeBE939jfj+JOA2wkjMse7+eLc1MufM7EjChjzz3H3/Css8CRxF2DXvFHdfbWa9gEuA7xB+OI0r7inHR7XOBfYBpgHnu3td3M/+u8BXCBv67BM3DhKRKqZ71gKEvdKBiYSd2s5IAjWAu08jBA2AK7u+dVVlXExfrSSzmR1NCNTrgNPdfTWAuze5+3WEvep7A5eXFJ1ICNRLgHPdvS6WawAuAmYBA4GLO/JhRCQfFKwlMYnwQJTZ7v56yvlbY3pYvE8q6ZJgPafC/GfFdLq7v5VyPvneTzKzvinlpsUA3czdC8CP4uFpFbZDRHJMwVoSyfO7/5B20t2XAovj4VFd0qLq1K6eNW1874Tnq28GdgQ+BBCHyD/cRrmnYzrazPassC0iklOaDS6J5PGif8nIs4gwy3nsNm9NFTKzWuB98XCZmV0MHEF4ettS4EHgXndvivl7ESaEQZnv3d03mdlSWr73WcAIoG9WOeANwuS02ljujTL5RKQKqGctiWExXZmRJ5motMs2bku1Ggv0ia8fA24EPgN8lHCb4S5gdtEz1AfR8oO5Pd/7sKJzqeXcvZEwQ7y4nIhUKQVrSfSL6caMPHUleaW1cUWvnwOOJAxfDyFMCPsbYfj6oThru/h7bM/3vrXlRKRKaRhcEo1U/uNN6/3SLQamEGbUfy0Z7iasnb7DzJ4DXgI+AJwDTG9n/cn33riV5USkSilYS2IdYVi2T0ae5D7phm3fnOrj7rOB2Rnn55vZHcBkwvD4HUWn2/O9ryspV653rb8vkR5Cw+CSSJYNDcnIk9z7XLGN29KTvRTTvQlBtz4et+d7L17ilVoubpoyoKSciFQpBWtJJLtjjcrIk5ybv01bUsXMrFe8H11O8v/cpjhM7vF4VJn6egPD4+F8AHdfRsvksdRywJ6EmeDN5USkeilYS+KZmB6SdtLM9qBlj/A/dkmLqoyZPQU0ADdkZDsopsnGM5nfO2FC2naEoe6Xit5/to1yh8Z0cQzuIlLFFKwlcW9Mj44PiCj15ZjOdPdFXdOkqjOH0Js92cz6l540s5HAKfHwrpjeE9PPmdnglDoviOndyZaiJeXOLtOTT/6+plbYdhHJMQVrAcDdFwB3EoLNfWaWbJKCmU0ELouHV3dD86rF9wj3oEcAd5vZbskJMxsHPEpYyvUUcF88NYOw29gA4P74BK5kOP1S4AzCgzyuK7nWLwkboowG7kx+HJjZ9mY2BTicMFR+8zb4nCLSxfTULWkWn6n8BHAgYXnQq4QZ4smzmS9392u6qXlVwcw+SwikfQhD4vMJw9j7xSzPA8e7+9tFZUYTntS1ByHYzyEE/N0Iy64muXvxzPGk3MGEzVcGECarzaPlEZkNhMdwPtH5n1JEupqCtbQSn2l9CfAFwj/8m4AXgCnufl9WWQnibYSvAccSJofVEe5R3wnc6u6bU8rsQniy1omEoL2B8Dzs67MCbhxavwI4nvD867WEwH+1u7/ciR9LRLqRgrWIiEjO6Z61iIhIzilYi4iI5JyCtYiISM4pWIuIiOScgrWIiEjOKViLiIjknIK1iIhIzilYi4iI5JyCtYiISM4pWIuIiOScgrWIiEjOKViLiIjk3Hbd3QDpHGbW3ieyrHX3gdukMT2UmZ0P3Aoc6e6zKiwzFfgicIe7T0x5P81G4C3gWeB2d38gpd5BwALgd+5+ejs+hohUIQXrnmcBsKKCfO9u64b0JGa2D3AjcG+lgbpC7xCeG56oITwLey/gZOBkM/uxu59fXMjdV5vZFcAtZvYbd/+fTmyTiOSMgnXPc427T+3uRvRA3wd6A//WyfW+5O5Hp50ws08DdwPnmdksd/9lSZYfA18FvmdmD7v7mk5um4jkhO5Zi7TBzCYAxwPT3P0vXXVdd58O3BwPv5JyvhH4NrArnf8jQkRyRMFapG3fiumPuuHaM2P6vjLn7wHeBr5iZrt0TZNEpKtpGFyAVhOeLgAeAb4BHAcMBVbG965290Vlyh8JXAQcBgwBVgOzgSnu/vuU/IuAkcA44BzgTMIwswPHuvvbMd/HgYuBg4CB8fxPgB8CjQDuXhPzzgY+Atzs7heVaeflwNXAI+7+TxV8Lx8BDgbmu/uzZfL0Ac4nfH/7AvXA48AVbdVfgd4xTZ1j4O71ZnYP8GXC93hdJ1xTRHJGPWspdRDwCiHwbAAWAiMIgeBZM9uztICZfYfQA/wssAPwZ6AJ+DQwI54v5xZCkF9GmAFdXxSorwAeAz5BmHg1B9ibcP/43pS6bovpqWZW7ofomTH9eUabip0S0wfTTprZQGAGcBPwQWBJ/CyfB16gfI+4UidlXT96JKandvBaIpJTCtZSajLwOrC/u4919wOAQwk9u6HA14ozx+VMlwFrgInuPtjdPwQMJwSP9cBlZnZOmesdBpzq7ge4+yjgxFjvcYTh5yZCMB/u7gcDuxGC9ckpdd1F+IExFJhQetLMDgHGEnr90yv6NuDjMf1DmfP/Rfh+3gQOip/j/cD+hMD9jxVep7idfSz4LuHHxQrgmxlFkraNM7Oh7b2eiOSfhsF7np+bWSW9xmPc/cmU9xuAz7j735I33H12HCa/kBBcATCz7YGr4uGX3P3XRWUKwN1mNpjQe77KzG53980l15vl7ncXlXsrvvzPmN7o7jcXna8DLjSzMUCrYWx3f9fMfkUIcJOA35ZcK1nXfKe716d89lZi4Et6xnNSzu8GfCkeTnT3l4raMj/O5p5Ly1B2mqPaWCO/jLCue2m5DO6+ysyWA7sDxxDuY4tID6Kedc+zAHi6gj9ry5R/vjhQF5kb0+KNVA4lzER+l/I91TsIveMRhCH2Ulv0WM1sBOE+MYR702luKvN+MhR+opkNKKpzB1qGtCsdAh8V0wKQNgv8E4T/hxa5+8zSk3Hm+GNtXOMdtvy7eRFIgvNw4BEzG99GPR7T0W3kE5EqpJ51z9PRddblenB1MS3+bybpdW4PPGVm5epsJAS1/Qi7chVbnpL/AMI96nXu/n9l6ny+zPtPEQLrGMJ945/G908k/NB41d1fKNfQEsNiui4ukyqVfOAtet1FXiYE9XKy1lmPJaylPgp43MzGZXwfyRrrYWXOi0gVU89aSjW0cb6m6HXSc92BMDxe7k8yDJy2vWldynvJEqR1Ge14J+3NOPye9JwnFZ1KhsAr7VUDDIrphjbOZ7VzdTuu14q7zydM0lsL7AR8PSP7+pI2iUgPop61dEQSIF6Ik8o6u96dM/L0zzh3O2Fy2hFmthfhB8HxwCagdBewLBtjOqDM+VUVtLNvO663BXdfa2ZPEoJ21necBOm0Hz8iUuXUs5aOSO6Tji23VMrMaszsGDPbN05Iq0SyV3a/OJEszbiyjXJ/E/gdYRTgJOBThB+mD7r7ygrbAJDcu+9jZjulXSppi5nVpJyHMKTfUU0xLXcNaBmN+HsnXE9EckbBWjriKcIQbX/g7DJ5Tgd+D8wDtlijnSbel30lHpZb8nV+mfcTP4vpZwi9UmjfEDi0BGOAPVLOP0DorY8gLjkrFmeLf7Kd1yytYyfCPWuA5zKyJu2b15HriUg+KVjLVnP39cC18fC/zexsM2v+byouXbo1Ht7Tzn21k3XFl5jZ5KTnama9zexK2t4A5AHCJitHEHZi+zvwUDuuT+yFL4iHh6acfxu4IR7eZmYfS87F4ffpwI7tuWYxMxtGmE0/GNhMWF+elm8UYdY4lF8PLiJVTPese55/N7NzK8z7bXd/uIPXu54w83oyYdnU9Wb2V0JvsziAlOshp3L36WZ2PXApYUb0t8xsCWE7z0HAM8B44pajKeUbzOwOwlOpaoEfpKzxrsTD8ZqH07IsrNhVhFnhJxNmbC8gTDg7MLbtIbJng3/QzEoDbA3hPvj+se2bgX929z+XqePwmP45az22iFQv9ax7nn3Jnpld/GfXjl7M3Qvufh5hAtevCYHlg4Sh8T8Rdh/7mLuXm1GdVfdlhHvOMwjPeB4HLALOo2Untax6pxa9bu8QeGJaTI8rHjUoamM9YYnY2YS90HclrHV+nPAdz26j/p3Z8u9lPGFY+xXCevID3f0nGXUkm8NMy8gjIlWsplDI2jxJJJ/M7ATCDmUL3H1smTyfIgyHP+fuH+7AtZ4AjgY+6e5Ze3R3ubhD3FLCzPVR7l5usxsRqWLqWUsumdkcM5ttZmm7nkHL0PKLGdVMjmlWr7QSyZaqkzNzdY8zCaMONylQi/Rc6llLLpnZfYSZ3DOB09x9eXx/O8J+3LcQfmwek2z1aWa1hKHyt4GzCJPUVhB6nB1af2xmjxN61we6+9w2sneJuBRuHuGWw77uvqaNIiJSpTTBTPLq64SJU0cBi81sIWHDj1GE2dFNwCUle3I3AX8k7KiWuLijgTqaTLiHfD1h3XYeXEh4ZOjnFKhFejb1rCW3zGwIcAGhhz2SsAxqOTALuMXdn0kpM4MQ5JcA17p72gzurW3PuYQh9Y+6+xOdVe9WtmUw4VnjD7r7pLbyi0h1U7AWERHJOU0wExERyTkFaxERkZxTsBYREck5BWsREZGcU7AWERHJOQVrERGRnFOwFhERyTkFaxERkZxTsBYREck5BWsREZGcU7AWERHJOQVrERGRnFOwFhERyTkFaxERkZz7fxzVr1da+Af8AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"xlabel = {\n",
" 'theta_score': 'Theta rhythmicity',\n",
" 'theta_bandpower': 'Theta energy (dB)',\n",
" 'theta_relpower': 'Theta relative energy',\n",
" 'theta_relpeak': 'Theta relative power',\n",
" 'theta_peak': 'Peak PSD (dB/Hz)',\n",
" 'theta_freq': '(Hz)',\n",
" 'theta_half_width': '(Hz)',\n",
" 'stim_bandpower': 'Energy (dB)',\n",
" 'stim_relpower': 'Relative energy',\n",
" 'stim_relpeak': 'Relative power',\n",
" 'stim_half_width': '(Hz)',\n",
" 'stim_p_max': 'Peak PSD (dB/Hz)',\n",
" 'stim_strength': 'Ratio',\n",
"}\n",
"for cell_type in ['gridcell', 'ns_inhibited', 'ns_not_inhibited']:\n",
" for key in keys:\n",
" fig = plt.figure(figsize=(3.5,2.2))\n",
" plt.suptitle(key + ' ' + cell_type)\n",
" legend_lines = []\n",
" for color, label in zip(colors, labels):\n",
" legend_lines.append(matplotlib.lines.Line2D([0], [0], color=color, label=label))\n",
" sns.kdeplot(data=results[cell_type][key].loc[:,labels], cumulative=True, legend=False, palette=colors, common_norm=False)\n",
" plt.xlabel(xlabel[key])\n",
" plt.legend(\n",
" handles=legend_lines,\n",
" bbox_to_anchor=(1.04,1), borderaxespad=0, frameon=False)\n",
" plt.tight_layout()\n",
" plt.grid(False)\n",
"# plt.xlim(-0.05, bins[key].max() - bins[key].max()*0.02)\n",
" despine()\n",
" figname = f'theta-rhythmicity-{key}-{cell_type}'.replace(' ', '-')\n",
" fig.savefig(\n",
" output_path / 'figures' / f'{figname}.png', \n",
" bbox_inches='tight', transparent=True)\n",
" fig.savefig(\n",
" output_path / 'figures' / f'{figname}.svg', \n",
" bbox_inches='tight', transparent=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# stats"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"stats = {}\n",
"for cell_type, result in results.items():\n",
" stats[cell_type], _ = make_statistics_table(result, labels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"stats['gridcell']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for cell_type, stat in stats.items():\n",
" stat.to_latex(output_path / \"statistics\" / f\"statistics_{cell_type}.tex\")\n",
" stat.to_csv(output_path / \"statistics\" / f\"statistics_{cell_type}.csv\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for cell_type, cell_results in results.items():\n",
" for key, result in cell_results.items():\n",
" result.to_latex(output_path / \"statistics\" / f\"values_{cell_type}_{key}.tex\")\n",
" result.to_csv(output_path / \"statistics\" / f\"values_{cell_type}_{key}.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## psd"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from septum_mec.analysis.plotting import plot_bootstrap_timeseries"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"coher = pd.read_feather(output_path / 'data' / 'spike_psd.feather')\n",
"freqs = pd.read_feather(output_path / 'data' / 'freqs.feather')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"freq = freqs.T.iloc[0].values\n",
"\n",
"mask = (freq < 100)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"results['gridcell']['theta_relpeak']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for cell_type in ['gridcell', 'ns_inhibited', 'ns_not_inhibited']:\n",
" fig, axs = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(5,1.5))\n",
" axs = axs.repeat(2)\n",
" for i, (ax, query) in enumerate(zip(axs.ravel(), queries)):\n",
" selection = [\n",
" f'{r.action}_{r.channel_group}_{r.unit_name}' \n",
" for i, r in data.query(query + ' and ' + cell_type).iterrows()]\n",
" values = coher.loc[mask, selection].dropna(axis=1).to_numpy()\n",
" values = 10 * np.log10(values)\n",
" plot_bootstrap_timeseries(freq[mask], values, ax=ax, lw=1, label=labels[i], color=colors[i])\n",
"# ax.set_title(titles[i])\n",
" ax.set_xlabel('Frequency Hz')\n",
" ax.legend(frameon=False)\n",
"# ax.set_ylim(-30, 0)\n",
" axs[0].set_ylabel('PSD')\n",
" despine()\n",
" figname = f'spike-psd-{cell_type}'.replace(' ', '-')\n",
" fig.savefig(\n",
" output_path / 'figures' / f'{figname}.png', \n",
" bbox_inches='tight', transparent=True)\n",
" fig.savefig(\n",
" output_path / 'figures' / f'{figname}.svg', \n",
" bbox_inches='tight', transparent=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Store results in Expipe action"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"action = project.require_action(\"theta-rhythmicity\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"copy_tree(output_path, str(action.data_path()))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"septum_mec.analysis.registration.store_notebook(action, \"20-theta-rhythmicity.ipynb\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}