septum-mec/actions/stimulus-spike-lfp-response.../data/20_stimulus-spike-lfp-respo...

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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 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",
"from spikewaveform.core import calculate_waveform_features_from_template, cluster_waveform_features\n",
"\n",
"from septum_mec.analysis.plotting import violinplot, despine\n",
"\n",
"from septum_mec.analysis.statistics import load_data_frames, make_paired_tables, make_statistics_table"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## chose where to sample LFP"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#################################################\n",
"\n",
"# lfp_location = ''\n",
"lfp_location = '-other-tetrode'\n",
"# lfp_location = '-other-drive'\n",
"\n",
"##################################################"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"plt.rc('axes', titlesize=12)\n",
"plt.rcParams.update({\n",
" 'font.size': 12, \n",
" 'figure.figsize': (6, 4), \n",
" 'figure.dpi': 150\n",
"})\n",
"\n",
"output_path = pathlib.Path(\"output\") / (\"stimulus-spike-lfp-response\" + lfp_location)\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": 5,
"metadata": {},
"outputs": [],
"source": [
"project_path = dp.project_path()\n",
"project = expipe.get_project(project_path)\n",
"actions = project.actions"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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": 7,
"metadata": {},
"outputs": [],
"source": [
"lfp_action = actions['stimulus-spike-lfp-response' + lfp_location]\n",
"lfp_results = pd.read_csv(lfp_action.data_path('results'))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# lfp_results has old unit id's but correct on (action, unit_name, channel_group)\n",
"lfp_results = lfp_results.drop('unit_id', axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"data = data.merge(lfp_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_energy',\n",
" 'theta_peak',\n",
" 'theta_freq',\n",
" 'theta_half_width',\n",
" 'theta_vec_len',\n",
" 'theta_ang',\n",
" 'stim_energy',\n",
" 'stim_half_width',\n",
" 'stim_p_max',\n",
" 'stim_strength',\n",
" 'stim_vec_len',\n",
" 'stim_ang'\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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" <th></th>\n",
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" <th>Baseline I</th>\n",
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" <th>Baseline II</th>\n",
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" <th>127</th>\n",
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" <td>7</td>\n",
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" <td>0.126604</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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"<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 0.251582 NaN \n",
"85 1833 13 0 20719 NaN 0.057134 \n",
"86 1833 14 0 20719 NaN 0.049972 \n",
"58 1833 23 0 200619 0.247097 NaN \n",
"127 1833 26 0 200619 NaN NaN \n",
".. ... ... ... ... ... ... \n",
"139 1849 835 4 150319 NaN NaN \n",
"43 1849 851 5 60319 0.665441 NaN \n",
"65 1849 932 7 280219 0.034074 NaN \n",
"74 1849 937 7 280219 NaN 0.126604 \n",
"105 1849 939 7 280219 NaN NaN \n",
"\n",
" Baseline II 30 Hz \n",
"51 NaN NaN \n",
"85 0.194778 0.042542 \n",
"86 0.129583 NaN \n",
"58 NaN NaN \n",
"127 0.179928 0.034969 \n",
".. ... ... \n",
"139 NaN 0.023559 \n",
"43 NaN NaN \n",
"65 NaN NaN \n",
"74 NaN NaN \n",
"105 0.246451 NaN \n",
"\n",
"[137 rows x 8 columns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results['gridcell']['theta_peak']"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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1tVxzzTUlqvpaYv9XXXXVCb7P4U/AvJ133nmh1/+Cn/zkJ1Ev7gBuwZkHvP7vxqVLLt5rr7349rdjSwiUPProo+Fcfpb333//5EGDYg9V2+EySL6Em3L5A7DpsGHDOO+8+OKbp5566r/T/Rwz+Lyfv+SSS4rKysrAKQpn45SGF3GD7bCjjz6azTbbDIDNN998bKbXOnXq1L0ASkpKSrOpp6pv/OUvfykqLS0Fpyic6H1Xr+CUhbOAqkGDBnHttddWeJEQyc6xoXMybmA9AacIvoR70h+Giyj4uaqmnNJJwePEQz+/jRv8n/OmiaJJso7EOQeDywXyV1zypCdwUwzRP8IVOKfTDngZKPfEPSgEcP/RR3Dp3S/BKQhX41I7G+sRA1ZJEJHvi0hERLJa+EdEhojIJSLysYi0isgXInJPDxZu6RUmTJjAlVdeyeTJk6moqKCsrIyioiKam3MbbTZhwgQefvhhfvOb37D77rszdOhQiouLqaysZNKkSfzwhz/k4Ycf5mtf+1rS9tOnT+fCCy9kwoQJlJeXU1FRQUtL3Cp66qmncsMNN7DPPvswdOhQioqKKC8vZ8yYMRxwwAFcffXVXH311cyYEU/29vDDSf2lskZEuP/++znuuOPYfPPNKSkpobi4mCFDhjB16lTOPvtsHnroIY466ig23thlnX7kkUeIRHI/1s2YMYO5c+dy9NFHM2bMGEpLS6mpqWG33Xbjyiuv5LzzzqO93blNVFRU5Pz86XDQQQfx4IMPcuKJJzJx4kSqqqooKipi8ODBTJ48mTPPPJNHH32UPffcs/vONlxewzmgXo+zwrTiHAVvBCar6l+7aJsUbwDfF3gSp4C04FJnj/HVaVbVo3EWnxtx2SebvLqLgZtxa16crimW0vasgNvgcpvMw2UArccpOseqai5TSRu9RCAfN7S+RkR2xv0hqoGTVfXaDNuPwD2lbYH7o7yP065H4LT5U1T1+hzIuXD8+PETH3zwwZ52ZRjsuOOOBINBpk+fzlVXXdXX4mRLtkmIDMPIAwPOkiAie+PMwYm55TPhdpyC8DgwWlV3ws1Ln4NLCnNVstz0hpFrXn75ZU477TQuvPBCli9PnZLinXfeIRh0K3xvvfXWKesZhmFkwoBxXBSRMtwgfi5uIM+2n71xJrdG4OhomlHPxHaht+LZLNxqabN6KLZhdElNTQ1PPvkkAK2trfzf//1fpzrNzc1ccEE84eN+++Vk7R/DMIyBoSSIyHjgKZyneQinKJyMWwglU2Z77/elWPnvKpxycKiIlK+nqWUHLF999RUrV3aV8C09JkzoH4aiSZMmMWnSJBYuXMgtt9zCihUrmDlzJhtvvDHNzc189NFH3HrrrXz88ccAzJo1i4kTJ/ax1OmR7Ls69NBDM04IlWWWQMMw0mBAKAk4f4FNcZ7Up6vq/GSxxmkSXTb1hRTHX8OlRK3EZT9LjP83+pDbbruNyy+/vMf9qGoOpMkNf//73znppJNYvHgxTzzxBE88kXSlYo466ijOPvvsXpYue1J8V9mE6pofg2HkiYGiJCzFpc19qCedeGlDo5kB/5esjrck7zKclWIrTEkw8symm27K3Llzueeee3jsscdQVdauXUt5eTnDhw9nypQpHHbYYeywQ59lZTYMY4AyIJQEVf0I+CgHXQ0m/pl0tWrhKpyS0C8W1DHinHHGGZxxxhl9LUbGhEJhFi5Zwcsff8zHdStZ2dxIQ2gd68JtUARDRlSwydhBXHTFZQwtz00izUhbiNAXDYRXNxNpWEe4voVIQwvhhnVEmtqgLUSkLQRtYcKtbYRaVhFpWUO4vZ5w2L0i4WYikVYCQ4op3nYokVALkbZ1RNpbIBwiEg5BJAyRMGXjdmHwjF8QCLgH/xTflVkFDKMfMSCUhBziDzBf10W9qB9CWgHpIrIwxaEt0mlvDFxe+ewT/vnis8yrX0xDcZKfXADnZbPcvdrDYf6827cyOkfoq0baP/iKNv2Sdv2K0PK1hJbXE/6ysVP6oggRIqWrCVUuI1S5lHDZl4TLVhMuXQ0Fqda3AlZ4ry5onH8vJaOEqh0PyUh+wzD6DlMSOpLpqmoDL8mE0Su8vXIpZz15D+82eWGNxV3XjzIsDStCaFWQ1lc+pfWVJbS+8imhZV2vKBwJtNNeq7QPUtprlUhpLlYgTk5h9bDuKxl5RUTGkno56giwBvgUt5rjJaralVW1X+KtH3EDbjn70b79z+Ci185X1XP7RrquEZE5wPHAs6q6d99KY0pCIo2+7a5WqSv33pvS6VRVJyXb71kY1g9XdCMntIba+dO8R7ju/ReJJNExK8OljCqsZUhJFbXF5VQWlVJdUcrokYPYrHYj9huT/OcSrmtm3aPKukeU1nmfQbh7/TVU/gVtw16jbdgCIoVp/ZQJFJRRUFxLQVENBcW1BIqrCRSWUbhRDYWjhlBQXEaguIxAUQkUFBEoKIRAAYGCQsq22IXyLXdL6zxGr/EuLgtjlCLctOs2uMyPJ4vIPqr6Tl8IZ/Q9piR0pBGXhrSUrpc0jfoifJl3iYwBw+p1QU568mZe+3Jxh/1Dm6s5ZJPtOX63aYwblpmbS9t7X9D07zdofugDaEk9HVAwrJIiGU7x1sMID1lNw+JraPrk0ZT1i0eMp2zsFEo3m0zx8C0oGb4FRcM2p7C802KYxvrNGar6TOJOERmCS888E7hLRCakSse8nnEcbpq453HSGwimJPhQ1bCIKG4xn7HJ6ohIMS77IsCiXhLNWM/5qrmBIx76F/+rj9+bqlvKmdm2HefO2p9BgzNbb6H1reU0XvESrS8ktxoXjKiiZNfNKJ22GSW7jKFwRDXt9V+y8vazqH/mFkhIxx4oKadyhwOp3O6bVG57AEW1IzK/SGPAoKqrROR43PoRW+EWcXukb6XqOd6y1kYGmJLQmVdxSsKuuOWPE5mK+9zWkV1Mt7GBsaaliaMeva6DgrD56uEcW7sbJ560M0VF6ScIbV+yhoaLnqbl6c4RugUbVVA2cwJlM7ameLtRsSgCgPqXb+XLW35MOLi6Q5uSTbdj0D6nUr3LdymsyOkq18Z6jqcovAtMwU0/rPdKgpE5piR05g5ctsYjROQsVV2dcPwH3vvtlm3R6I72cIhTn/43H6yJu/5v88WmHDlkJ46fvVPaCkJkXRuN/3qF4PXzoK2jf23xtqOomLUjZftvRaCk41863BLky1t+RP3zczrsL9l4IkO+9VuqpnyLQMGAW8LFyB1Rl9qGxAMiUgQchVt+ekfcFG07LhbnKeBvqtrJ2ioi+wM/BKbh/B/W4nwj7gCuVdXWJG1qgB8DhwHjcesOfYxbmv4SVa1L52KSOS76HDm/AEbhljk/hbi/2Lu4Za7neMtq50W2/soGqySIyBjc3FRTggnqSdwKkLsD94rIkar6hZdo6efAMUAbcGFvy2ysf1w4/1Fe/Dz+1D/xy9EcVrsjx5+QvoLQ9t4X1J31IKGPV3XYX7zdKKpO352S3cd2sBpEaV+znGWXHkLLkjdi+wJlVQw9/HwGff0HzqnQMFIgIlvgLAhhEqwIIlIOPAhM93YtBt7BrZS7pfeaJSJ7quoCX7sfAX/3isuBN3E+Xnt5ryNFZF9VDfnabI2LtBiLi0D7Hy4MfRLwG+B4ETlAVT/o4SUHcH4Yx+KWuV6ES643zXsJbn0g/+fQW7L1GRuskgDchPtRPgvsHd2pqhEROc7bvyewxDO5bQKMxIUInaCq7/e6xMZ6xTNLF3Hlu8/FymPqhnJw2Q7MPjG9KYZIOELw+tdovOwFaI/7jBWMqKL6rOmUHSBJlQOAlmXvseyvM2hf/VlsX9n4XRl16r8pHprNkibrF6NvOKcCKOlrOXJA69IT/pxe6EkOEJFCYBCwG/AX3FPx+aq6JKHq2TgFYSUwQ1Xn+frYGbgP91T+K+BIb/8g4g9XR6nqbb42+wH34u7FRwK3efsrgbm4Qfg+4DRVXe4dGwlci3OuvF9Etu+hdXc4cDTOKnCFqoa8hQOvwa3X8zMR+Ws0JLSXZeszzM6YBFX9GJgMXIpz3NkWFxL5CPB1Vf13H4pnrAd8UVfP6Y/F7oHUrqvgkPYdOfHkqZSUdq+bh4Ot1P30fhr/9lwHBaHiuCkMfeB7lH9z69QKwtJ3WfrnfTooCIO+cQabnvP0hqIgXIozj68ZAK8G73ryxdMiEom+cNMFK4H7cQ6LFwKdlx6FfXEWht/5FQQAr3ylV9zWd0hw99E1wO0JbR4DLgDuAvzTDSfhTPhvAIdHB2GvzQqcQrEEZ7mYnfZVp+afqnpZ1JKhquuAM3EPh0U4n7S+kq1PGLCWBFUd283xvbs5vhL4ifcyjLT56MOVnPHQ7dTVuAfAQCTAYW07cfppe1BR0f3DbfuytdSd/l/afTlsCkZWU/unb1I6retBvmX5+yy98OuEGjwnyUCAYcf8ncH7/jD7C1r/OJ2B8wBUgLueM/PUf2KehEKgGjf4lQI/BSpF5Ez/FICq7uFFeqVKyBG1fvjDdj7BKSGDgTki8jdVfcvX5x+S9BNNL3qb//y+Ns0ichfwM+Ag4spJtsxNco5VIvIVztIwqA9l6xMGrJJgGL1Ne3uIRx5U5r78Lu9uFX+K3xvh3O/vR2kaFoT2j1ay+qQ7Xcpkj5LdxzLo4gMpGFTeRUvPB+GvM3wKQgEjT55DzW7HZHU96zGXA2cwMBSFEO568kWqPAkluKffy3FKSiFwmr+Ot9jdYBGZhrM6jPPeJ+N8E8D3HajqlyJyIfBrXL6C40RkBc4P7DHgIe/hzM823vvJIpIqn/dI733rbq+2e5al2B+dKvD/iXtbtj7BlATDyAHNzW3ceN08Pv7fat7abAkRbyZgZFEN1xx1DKVF3f/V2t77gtUn30lkTXzqsuKEnan+6dcIFHY93oXXNbL0bzNpX+X54AYCjDzlRmp2PTrra1pfWXrCn88cfcM5v8J8ErLGizC4WkRGAb8FThGRC1T1MwARqcY5IM6iY1LxVpz5fQFwQJJ+zxWR+TjF42u4QfQY79UuIrcBp6tq1LoRjcuNOkN2xaBujqdDp8iKBPxzfL0tW59gSoJh9JDW1hDXXvUqn31ax8qKepbWxqMQztvjQMqKul+YoW3hClafcDuRRu8eFYCa8/aj4tvbd9s2Eomw4vqTaP3s7di+YUdfukEqCFG8gbXXB9cByH04JaEQZyH4zLd/Ou4J+x/AK8BC4EPPwnAySZQEAFX9L/BfL3RwL5yz4gzc0/Ys3OB7sFc96JUPUtUHcnxtPaU/y5YzTEkwjB7y3zvf4bNPXSj0u8Pj0wzbDdmEmWO3SdUsRvvi1az5/t1xBaGogNoLZlA+c0Ja51/z8F9pfO3OWHnwAT9l8DdOz+AKDCMl/lTMAQBveiEa+jhTVZ9O0m504g4vbHJLIKCqb6lqPc4HYC4ucuAcnPPiQSJS61kTFOcsOAlIOhCLyJa4wXpJLy9G1Z9lyxkDYc7OMPqMD97/kvmvLwWgvrSJ5TVrYsd+vuN+FAS6/ouFVjSw+nt3El7tPfQWFTDo0kPSVhCaP36NlXf9KlaumLQvQ7/95wyvwjBSMtN7jwDzve3Nfcfnk4CIVOCSLEHHB9FTgLeAW0QkWWjO477taIxw1JHwJE/JSDxXEc6qMQ8Xstmb9GfZcoYpCYaRJeFwhAfufS9WXjY2Ps2w1aDhTN9kq67bN7Wy5gd3E/68Prav9vxvUrbP+PTO39zAiqtmQdg5VhcNGcOoH9xqSZKMHiMiARE5DOdkCHCXqi71tv2JgX7jRTlE203EJReKztH7oxvuwM35bwNc4uUZiLYbCpzvFV/1Zbq9AvgcF21xv5cEL9pmmNfnBK/f3h6I+7NsOcOmGwwjS95563O+9KIQQgUhtOJz54sOnDRpj5R5DMD5EdT/+pEOYY7Vv9yH8oPSXzn8q9t+TtuXXjbHQAGjvn8zhVVdLV5qGJ34h4isTdhXjEsQNNwrzyeejh5VXSAid+DSMf8MmC0in+DSMketDI8D3wCqRaRGVetV9XMRORG4BZew6Hsi8j/cOLQFLofCSuB7vnOtEZGDcU/t+wKfiMh7uGkQwYVptuOSM/Xqctb9WbZcYpYEw8iSF56LrxOuG1UAACAASURBVMAY2DZMU8j5FFQXl/KtcTt02TZ4zause1Rj5YrZO1F57JS0z92kz7H22Wtj5Y0O/CXlW+2RdnvD8NgGl4Le/9oOaMHNs58ATFPVVQntjsZNH8zDjSPb4wbFucCBqrofEE13f1C0kZeIbm9c0qQ63PoImwEf4vwRJqjqQv+JVPV1T87fA2/jFJgJuLUWbgKmqOo9PfoUsqQ/y5YrApFIqlwYRr4RkYXjx4+f+OCDD/a1KEaGfPVlIxdf8Eys/NHeS3lt9WIAjtpqZy7e/fCUbVteWsyak++MpaEp2W0zBl91BIGi9HT2cFsLn/5mR1o/d1bfkk23Y7PzXiOQRhTFekBq84thGL2OWRIMIwveeD2ec6V64xLmrY6ntj9iix1TtgvXNbP2lw/FFITCTWsZ9JeD0lYQANY8dFFMQSAQYMQJ/xooCoJhGP0MUxIMIwveWxhf+rl9qzYi3qi/SeUgdh6RPHVyJBJh7W8eJfxV0O0oLmTQpYd0m0nRT+uKRaye+6dYedA+p1E+bmoXLQzDMLLHlATDyJC6umY+X94QK39YFFcY9hszMWXYY/Pd79DyxIexcvVP9qR4woikdVPx1e1nE2l3vg9FgzdhyBF/zKi9YRhGJpiSYBgZou9/GduuGVbKq6viDoz7jUme3yD0eT0Nf34qVi7ZdTMqjtspo/M26fMEF9wfKw876i8Ultdk1IdhGEYmmJJgGBny0YdxR+/IuBAtoXbARTXsMmLzTvUjkQj1f3yCSFMbAIGaMmovmEGgIH0fvUgkwsrbz4qVy7aYRtXOR2Z7CYZhGGlhSoJhZMiSxfGsiiuq6mLbX9tkK0oKO6ceaXl8ES1P/y9Wrj57OoXDqzI6Z+O8O1n38Wux8rDvXNhlHgbDMIxcYEqCYWRAXV0zdb5VGj9o/Ty2vfuoLTrVDze0UH/+k7FyyS5jKD90UkbnjLS3svLOX8fKlTseYjkRDMPoFUxJMIwMWPJJ3IpQPqSIRWvj/gm7jhzXqX7j5S/GoxlKCqk5b7+MLQD1L95M21cfu0JBIcOOvCBzwQ3DMLLAlATDyIDoao8AbZvGQx+HlVcxvnZYh7rtH6+i6T8LYuWqU3elaOzgjM4XCbWz+oH4gk01e8ymZJRkI7phGEbGmJJgGBnw+fL4YkxfVsZT3u86clwnC0HDxc9Au1tpt3CTWipP2Dnj8zW8cmsHK8JGB56TudCGYRhZYkqCYaRJJBJhuU9J+DQSj3KYmhDV0PLCJ7Q8+3GsXP3zvQiUZraeWiQcYtXc+NRCza7HUDK885SGYRhGvjAlwTDSpKG+hWCjS2QUCoT5qCm+guMOQ0fHtiOhMA0XPRMrF08ZTel+XS8bnfR8r91J24pFrhAoYKODfpmd4IZhGFliSoJhpIl/qqFtSButYZcfobigkAkbjYodWzf3Pdo/WukKAag5Z3rGzoqRSKSDL0L1Lt+hZGTmioZhGEZPMCXBMNJkxYp4KubW4W2x7YkbjaLUy48QaQ3ReMVLsWNlMydQPGlkxudqeu9JWpfGl6A3K4JhGH2BKQmGkSYro6GMwOqKxtj29r6phua73ya0zHNoLCqg6vTdszpX3aOXxrYrtjuA0k0yy61gGIaRC0xJMIw0+cqnJCwjni8h6o8QaW6j8cqXY/vLD9+WojGZhTwCtCx/n+DbD8fKg/c7MxtxDcMweowpCYaRJqs8JSEUCLO0La4kbDNkEwCa/rOA8EpPkSgtourUXbM6T91jl8W2S0ZvQ8WkfbOU2DAMo2eYkmAYadDa0s7atesAaChpJhRx+Q+KAgWMrx1GZF0bwRvmxepXHLUDhSOqMz5PqGEl9S/dHCsP3u/HtkaD0SuIyPdFJCIiJ2XY7odeu9lZnLPIaxsRkVlp1D/Jq9ue6bmM7DAlwTDSYOXKpth2Q2V87YYtaodRUlhE093vEF7l1SkrovJ7U7M6z9pnryXS6vovrBlO9bSjsxfaMNJERHYGLs6i3S7AhbmXyOgvmJJgGGmw8qu4o+K6wa2x7a0HjyTSGiJ4XXyFxoojt6dwSGXG54iEQ9Q9c02sXDv9+xSUlGUpsWGkh4jsDTwKZGT6EpGve+0y/7Eb6w2ZpYAzjA0Uf2RDQ0XckrD14JE037+QcDQ8srgwq/TLAE3vPkb7ysWuUFBI7d4nZyuuYXSLiJQB5wDnAoUZtCsHfuW97EFzgGNfsGGkwcqVcSXhq8J4voStaoYTvObVWLn80EkUjszcFwGg7qmrYttVkw+iePAmWfVjGN0hIuOBRcB53q5zgSVptBOv3blAGPglsCxPYhr9ALMkGEYarF7trAdtBe2sCsenHjZ/q5HQZ97KkIUBKk/aJav+21Z9SvCth2Ll2unfz15Yw+ie0cCmwCvA6ao6X0TSMV1t6rV9yWu3QEROz6Oc3SIiRUBbtxUd16lqRo6ZGzqmJBhGGtStcUpCfWl8qqG8qJhB1y8k7JXLZk6gaNNBWfW/9tnrwIuYKB42joqJFvZo5JWlwExVfajbmh35FPimqj6SB5myJQK82MXxoUB0ffVurSVGR0xJMIxuCIcjrK1zykGDT0nYvKCG8EfeSpABqDp5Wlb9R9rbWPvcdbFy7fRTCBTYTGBPWDS7sAIo6Ws5ckDrVnNCTd1XywxV/Qj4KIt2i3DTDf0GVQ0BeyQ7JiLVwAte8THgT70l10DBlATD6IbGhhZCoQjQ0ZKw6bIQUX+v0unjKdpiSFb9B99+iFDd565QWEzNHrN7Iu4Gz6LZhZcCZzAwfK7Ci2YX/mOrOaENIe3mzSJyc/fV0sObhrgT2A54H/i2p1AYGWBKgmF0Q11dXDFoqmiJbY/+sAWoAKBy9k5Z97/2hRtj21VTDqWoZljWfRkAnM7AUBDAXcfpwIagJCwCvuqmzghgfJr9XQHsD6wCDlTVtT2QbYPFlATD6IaoPwJAY/m62PZma5wVoWjSCIqnjO7ULh3a678k+NaDsXKtWRFyweUMHEtCCHc9GwJ/UNVbuqrgZYO8pqs6Xr2zgVOAVuAwVf04NyJueJiSYBjdUFfnFIMIEeoK49PDY1a7Majy+J2yTp3c8PJ/IOQyzBYO2piKbb7RQ2mNreaEzlw0u/BXmE/CBomIHAlc4BW/r6rP9aU86zumJBhGN0QtCeuK2mgNxFPGj1lTSMGIKsr2l1RNu6XeN9VQs/uxBArSzmljdIE3sNrguoEhIrsCNwEB4EJVndO3Eq3/DARznGHklWThj4ODAWpaCqiYtSOB4uwG9nVLFtDy2Vuxcu0ex/dMUMPYgBGRLYD7gTLgXlyiJ6OHmJJgGN2wZk3n8MdN6woJlBdTceT2WffrtyKUjd+VklHZWyQMY0NGRDYCHsLlRHgTmKWqkb6VamBgSoJhdEM0R0JjSdxpcXRdAeWHb0tBTXYLMEXaW6l/+dZYuWaP43ompGFsoIhIKc5ysBWwGJihqsEuGxlpYz4JhtEFoVCYYNCt+hgsjoc/brK2kIofT8m638Y3HyDc6BIxBYrLqJ76nZ4JahgbLj8G9vS2VwLXiEglUJykbruq7t1bgg0ETEkwjC5obGwl4hkt/ZaEMaNHZZ2CGTpONVRN+RaFFbVZ92UYGzg1vu3uEpZYMqUMMSXBMLqgoT6uGAR9SsIW07fLus9Q4yqC78RT39eYw6LRD1DVsVm2yy5JiGvbjotESLf+tcC1CfvOxa1KaeSBvPgkiMjIfPRrGL1Nfb2bYmgPhFhXHF9obvPJW2XdZ8Prd8dzI9SOpGLiPj0T0jAMI0/ky5LwqYg8CtwAzFXVdJfxNIx+RUODUxKCJXF/hCICbFyZ/VRDw8u3xbarp37bciMYhtFvyVd0QyEwE7e4xnIRuVREdsjTuQwjb0SnG/z+CBtXDaYwy1Ua29Yso3lRPAFc9bTv9kxAwzCMPJIvJWEz3BzRh8AQ4EfAfBF5Q0TOEJHslsszjF6mfrULf/T7I4yp3ijr/hpfvYOoJ2TxsHGUjZvaMwENwzDySF6UBFVdqqp/UtWtgV2BfwF1wA7ApcAyEblTRGaKiOVqMPotdeoWpWv0TTdsWj046/7qX/lPbLt62nezXvPBMAyjN8j7AK2qr6rqD4BRwLeBB4AwcDguheZSEfmziGydb1kMIxMioTD1y+uBBEtCVXaWhNYVi2hZPD9WtqkGwzD6O732FK+qrap6l6oegkud+VMgiFsf/BfAQhF5TkQO7S2ZDKMrWp7+iEZvu7HYl22xKjtLQsMrcYfFkk23o3STST0RzzAMI+/0ap4EERkLHA0cBkwmHh/7FjAS2APY3YuMONJSaxp9SeOc1wluVAV0jG4Yk8V0QyQSod6nJNTsYlYEwzD6P3m3JIhIjYicLCLPAf8D/gDsCKwB/gFMVtXJwGjgCOBLYH/g7/mWzTBS0fr25zS+/TmhwgLaCtppLYovEb1pFtMNLUsW0LZCY+XqXSwNs2EY/Z+8WBJEpBCYARwLHAiU4qwGYeAJ4HrgXlVtjbZR1RBwj4g0Ao8A3wJOyod8htEdTXPm0VTq/h5NxbGfKcUFhQwtr8y4P/9UQ9n43SgeNrbHMhqGYeSbfE03fI4LfYxOJ3wMzAHmqOrSbtp+4L1bymijT2hftpZ1jy2icVA5AE2+hZ1GVFRTEMjMABcJh2l47fZYuWbaUbkR1DAMI8/kayAeCjQDdwPXq+ozGbQtA64G5ndX0TDyQdMt8yEcoanE/T2afZaEUVksxNT84Qu0r/Z044JCqqYekRM5DcMw8k2+lIRTgf+oakOmDVV1kdfeMHqdcEMLzXe9A0AwNt0QtySMzEJJaHg5nhuhYuLXKaoZ3kMpDcMweod8OS6OxOVB6BYR+bWI3JwnOQwjI5rvfItI0FkOmqtKgI4+CSMra5K2S0WkvZWGeXfFypYbwTCM9Yl8KQm/BU5Ms+7hOCdFw+hTIm0hgre8ESu3iXvi91sSMp1uCL77OOHgagACRaVUTbGfumEY6w89nm4Qkc2Aryc5NEJEulIUArg1HraBWM4aw+gz1j22iPAKb4asqICWTWph0coOPgkjKzKzJDS8Go9qqNxhJoXlmbU3DMPoS3Lhk/Al8DtgY9++CDAeuCaN9gFcWKRh9BmRSITgnHmxctmMrWlqCwHQXOSfbkjfkhBuaaLxjfti5WpLoGT0A7ykdp+kOBzB5bD5FHgYuETVW8BkPUJEZgM3AMtUdbRv/zPAXsD5qnpu30jXNSIyBzgeeFZV9073WL7osZKgqs0icjZwvm/3ZkALsKKLpmGcBWEB8POeymEYPaHt9aW0L/wiVq6cvTON9ywkFAizrrgttn9UBpaE4JtzibS4pKEF5TVUbj8jdwIbRm54F1jrKxcBg3EW3h2Ak0VkH1V9py+EM/qenEQ3qOqtwK3RsoiEgXmq+rVc9G8Y+SZ4/Wux7ZJpYyjeejhNwQUdrAgAIzJQEvxpmKt2PJSCkvKeC2oYueWMZCHqIjIEuBGYCdwlIhNUNdzbwuWB44AKYGVfC7K+kK8QyN/hzFWG0e9p0y9pefbjWLnyhKmEQmGamtporogrCUPLqigpTO8vEwquIfj2w7Fy9a6WQMlYf1DVVSJyPLAM2ArYD5cJd71GVW1cypC8RDeo6u9U9YZ89G0YuSZ4bdyKULT1cEr2GEtzk5ti6JgjIX0rQuPr90DI9VFYM5yKCfvkSFrD6B1UdRVuOgLc9IOxAZKL6Ibo3e8lVV2XsC9tVPWpnspiGJnS/lkd6x7+IFauPHkXAoEAjY3OgpBtjgT/VEP1zkcSSNMCYRj9jGLvvVNiPBEpAo4Cvo1btG8I0A4sB54C/uYlx0tstz/wQ2Aazv9hLU4ZuQO41r+mj69NDfBj3ArC43EPuB8D9+CcK+vSuZhkjos+R84vgFG48P1TgIles3dxWYDnqGokX7L1V3Jx53oC54Q4EVjk29fpw+yCSI5kMYyMCN4wD8Lup1q46SDKvrGV2x90FoRsciS0131O8wdPx8qWQMlYHxGRLXAWhDAJUw0iUg48CEz3di0G3gFGAFt6r1kisqeqLvC1+xHxFX6XA2/i0vjv5b2OFJF9vQX/om22xkVajAVCuNWEm4FJwG+A40XkAFWNa/vZEcD5YRwL1OHGs3E4ZWYaIMA5CZ9Db8nWZ+RqYE42bRFIsi8VmdQ1jJwQWhmk+Z6403bl96YSKHI/5aBnScgmR0LDq3dAxCkeRUPHUjZ+11yJbKTJWT95oAIo6Ws5ckDrRZcc2NRbJ/NW8B0E7Ab8BXdvP19VlyRUPRunIKwEZqjqPF8fOwP34Z7KfwUc6e0fBFzoVTtKVW/ztdkPuBfY26t/m7e/EpiLG4TvA05T1eXesZHAtTjnyvtFZHtVbe7B5Q8HjsZZBa5Q1ZCIlOFC+WcBPxORv0ZDQntZtj4jFyGQnRSEZPsMo7/RdPN8aHUPLAVDKyk/ZFLsWDCYRElIM0dC/SvxtRpqpn2XQMB04N7krJ88cClwBvnLKNubhM/6yQP/uOiSA8/MU/9Pi0hXxy8E/i/J/n1xFobf+RUEAFWdJyJXAr8HtvUdEtwCfmuA2xPaPCYiFwDbAf7phpNwJvw3gMP9FgZVXSEiRwLv4ywXs4Eru7qYNPinql7mO8c6ETkTOAY3Xk7FWVD6QrY+YSD8iQwjY8INLTT9J2YFpeL4KQRK4zpzVEnIdLqhdcWHtHwSv2dW27LQfcHpDJx7WwHuevLFu8CLvtcrwEJcnhuAnwKXeRaGGKq6B27AvypFv1HrR4Vv3yc4n4XBwBwR2T6hzz+o6pGqeo9vdzSP+W3+QdjXphmILo5yUKqLzIC5Sc6xCogmlBrUh7L1Cb3uB+DNZe0LFALPqerq3pbBMJpuf5OIN6UQqC6l4js7dDgebGwlQiQh22L30w3+NMwlo7eldLQ5hfcBlzNwLAkh3PXki1R5EkpwT7+X45SUQuA0fx1VbRORwSIyDRcmOc57n4zzTQDfd6CqX4rIhcCvcfkKjhORFcCTwGPAQ6qamL8g+gc6WUQOSXENI733rbu92u5ZlmJ/dKrAP2b2tmx9Qt6UBBHZBPdjWKKqF3r7JgCP4+aqAIIicrKq3p6iG8PIOeGmVprmvB4rVxw1mYKq0g51gsFWWgrbCBfE/W+7WyY6EolQ/7J/qsGsCH3BRZcceOZZP3ngV5hPQtZ4EQZXi8go3IJ9p4jIBar6GYCIVOMcEGcRj4AAN1XwBi6T7gFJ+j1XRObjFI+v4QbRY7xXu4jcBpyuqtEskNE/XdQZsisGdXM8HTpFViTgnzvsbdn6hLwoCSIyDGe22hh4wHfoX96+CC6kpga4WUTeVtX38yGLYSTS9J8FhFe7+26gvJiKY3fsVCfY2EpTSfx+UVlUQnVxaad6flo+fZO2FRorV+/ynRxJbGSKN7D2+uA6ALkPpyQU4iwEn/n2T8c9Yf+D+DTFh56F4WSSKAkAqvpf4L9e6OBeOGfFGbin7Vm4wfdgr3rQKx+kqg907q1P6c+y5Yx8WRJ+DGwCfIiLL0VExgN74Mxne6rqKyLyJ1xIyU9wcamGkVfCwVaC18d9BiqO2oHCIZWd6jU2ttJU5EukVFnbrQNig8+KUDZ+N4qHje25wIbRt/hTMQcAvOmFaOjjTFV9ulMrGJ24w5tq3hIIqOpbqlqP8wGYi4scOAe4ADhIRGo9a4LinAUn0fGB09/vlrjBekkvL0bVn2XLGfmas5uBc1DZX1WjnqAzvfcXVfUVb/s8XDyqpaMzeoWmWxcQWeOmFwPlxVSeODV5vWBrRuGPkXC4gz+CTTUYA4TofTsCzPe2N/cdn08CIlKBS7IEHR9ETwHeAm4RkWQa9+O+7aijZNSR8CRPyUg8VxHOqjEPF7LZm/Rn2XJGvpSEccAiVV3s2/cN3A8t9kNQ1Tacx+vGGEaecVaEeArmimMmU7BRRad6kUjEWRJ8SkJ3kQ3Ni56nfY3n81RQSNXUI3IjtGH0ASISEJHDcH5lAHep6lJv258Y6DciUuxrNxGXXCg6R+//g92Bm/PfBrjEyzMQbTeU+ErCr/oc2q8APseFGt4vImN8bYZ5fU7w+u3tgbg/y5Yz8jXdUA6sixY8jSq6IuQzCXUryCw7o2FkRdMtbxBZ636WgYpiKk/YOWm9lpYQoVCYZv+6Dd1ENjT4ciNUTNqXoprhOZDYMPLOP0RkbcK+YlyCoOiPeD7wg+hBVV0gInfg0jH/DJgtIp/g0jJHrQyP4x4Mq0WkRlXrVfVzETkRuAU3Jf09EfkfbhzaAhdSuRL4nu9ca0TkYNxT+77AJyLyHm4aRIBSnNX6qN5ezro/y5ZL8mVJWA5s7tMwvwZU4ZwVo1MN0QiIcdiKkUaeCTe2uBTMHhXH7EjB4M5WBIBgYzQls3+6IbUlIdLeSsO8u2Nlm2ow1iO2AXZPeG2Hy5PwAHACMM3LFeDnaNz0wTzcOLI9blCcCxyoqvsRv6/HcgSo6r9xjop34aaaJwKb4fzXLgAmqOpC/4lU9XVPzt8Db+MUmAm4tRZuAqYk5FboNfqzbLkiEInk/iFeRK4HjseFyMzBRTVMxSWdOMarMxyXenMv4EpVzWfCkH6JiCwcP378xAcffLD7ykaPaLzqZRovewGAQGUJwx4/hYJBnaYRAfh0yRouv/RFHthqPvVlzn/hun2OZf/NJiWt37hgLsv/fqjru7iMLS5bQUF5dR6uYoPA0lMaRj8iX9MNF+Lyb//YewWANm8/IrInLoFGIW4FsB7N13iOMmcB38WZuxpwJrJLVfXhLPobi/OV6Iq3VHWHbuoY/YBwQwvBOT4rwqwdUyoIkGLdhi5SMte/eFNsu3LyQaYgGIYxYMjLdIOqKrAfzhTVglsd7GBVfdurshynoLwL7J7g4JgRnvPLU7hIiXG4WN2gd/6HROS8LLqNpgtdTceUpf7XguRNjf5G083zidS7KYRAVQmVx+/UZf1gsJW2gnbaCuOZVlM5LoYaV9G4IJ7JtWb343IgsWEYRv8gbxkXVfVl3PKayfgE2MGnNPSEK4BdcEuOHuzLCHYscD3wWxF5UVWfyKDPqJJwh6r+oMuaRr8mXL+O4I2+7IrHTunSigBOSfD7IxQFChha3jmXAkDDK7dDqA2AwtqRVG6zXw6kNgzD6B/0SW5zVQ3nQkHw1jufhfMmPSaqIHjnuBn4s1f8bYZdR5WE9dYj1XAEb5pPpMGzIlSXUnlc11YEcNMN/qmG4RXVFASS/1XWvnhjbLtm12MIFPb6ciiGYRh5I+93NM9foNY7V0qnJFXNJsLhWJxfw4uq+l6S41cB5wK7i8iYDM4RVRLezUImo58QXruOppsSrAi1Zd22czkSul/9sWXZe7R8Eu+/Zg+bajAMY2CRzwWevolLjrF9d3VxeRKykWVX7/2FZAdVdZmILMGF2OwF3NxdhyJShfNtALMkrNcEb3q9w0qPlcdNSa9dsDVh9cfkSoLfYbF07BRb8dEwjAFHvhZ42gO4HzedkU5IU7ZhT+O99/91UWcxTknYKs0+t/PkWQ4ME5Gf4xY2KQIWAf9R1RezktboNcJ1zTTdHM8YW3n8ThTUdG9FAJcnwW9JSJaSORJqp/6lW2Jlc1g0DGMgki9Lwlm4aYC3gd8B7xNfjzuXRDOCdbVwRjQJyNA0+4xaPgYD7xHPIQ4ug9gPvTwQp3pppbtFRBamOLRFmjIZGRK8aX7cilBTSsWx6VkRwHNcrOw6JXPTwicI1X3uCoXF1Ez7bs8ENgzD6IfkS0nYDZeWeX9V/SJP54B4XvB1XdSJKifJ0+t1JqoklOGSQP0D+Ai37vmxuFDLE3GhnadlIqzRO3SyIszemYLqrpd59hNsbKV5kH+6obMlof6FuMNi1Q4zKaxOVwc1DMNYf8iXklAJLMyzggBu2el0IzTSTS35vNfnAlW90rf/U+B8EVmMyz1+qohckZhCNBmqmjRVn2dhmJimXEaaBOe8TiToWRFqy6iYtWPabUOhMOvWtXc53RBqXEXjG/fFyjbVYBjGQCVfSsISYESe+vbTiJsW6GqyORoU35ROh15u8X93ddxL0LQlcAgueZPRTwivaaLplgQrQlVmVoRQIMy6ovhM0qgEx8X6F28m0u6UiMKaEVRuN6OHUhuGYfRP8pUn4U5gYxH5ep76j7LSex/SRZ2oHfjLHJ43mm1x8y5rGb1O8IbXiTS5AT4wqDwjKwI4f4R1Ra0dXGlHlMctCZFIhLqnr46Va792AoGiYgzDMAYi+VISLsA9Yd8kIoeISPqPcpnxvvc+tos60WOL0u1URIpFpLCLKtHPLS3HRaN3CK9uounfb8TKlSfsTEFlSUZ9JGZbHFxaQZlPCWhe9DxtKzRWrvna9zAMwxio5Gu64VpgKW4JzXuAkIisBlpT1I+o6mZZnOdV4GDi+RI6ICKjgTFe8aXuOhORwbhwysHA4TjZkzHZe0+WwMnoI4I3zCPS7FkRBpdTcfTkblp0pjEh22LiVMNanxWhYptvUDJ8HIZhGAOVfFkSvgsc4G0HcMrIcGB0F69suNN731tEJMnxU733Z9NZREpV1wArvOLsZHVE5Ahc6GIrqZUIo5cJrQrSdGt8za3KEzO3IgA0BVtTOi2GGlfR+PrdsXLtXidnKa1hGMb6Qb4sCSfkqd8OqOqHInIrcDRwj4gcoqofAYjILOBsr+ofE9t66z4UA2tV9XPfoQuAm4CDROQC4Leq2uK1OQK4wat3kaouz8d1GZnT5LMiFGxUQcVRmVsRABobWzpMN4z05Uiof+EmIu3uWGHNCKomH9wDiQ3DMPo/eVESVPXG7mvljB8B23qvD0TkHdx0QXT64tcpVoB80qtzIz6rgareLCLbAT8HzsElT/oQF62xiVftWly+BKMfEFoVpOk/b8bKlSfuTEFF5lYEcNENHdZt8HIkRMIh6p78Z2y/OSwahrEhsN4vWaeqq0RkV+AXwLeBCTiHwmeBlCkR0gAAIABJREFUy1Q14ykBVf2FiDwKnI7zd9gOWA08AFylqg/mSn6j5zTNeb2DFaH8uztk3VfiCpBRS0LwrQdp++pjt7OgkNrp389eYMPoB4jIlrgHoW/gksWtBl4BrlDVx7toNwS3cN4huKniNcCLOOvqKxnKsDfwtFfcvLtpYRGZAxyPm0LeO5NzGdmRVyXBi2qYDRwEbA3UquowERkKXAxcnGL1xoxQ1SBuOejfZtBmbDfHnwCSWSCMfkR4TVMHX4SKE3bK2ooA0Bhspamos0/Cmsf+EdtXteOhFA8Z06mtYawviMj+wH9xeWSacE7Yw3AD/yEi8hdV/UWSdiNwCsEWXru3cYrCt4CDReQUVb2+d67C6A3y5biIiGwFvAX8E5iBW1lxI+/wZjht8HUROSRfMhgDn+ANr3eMaPhudr4IURobWzpFN7R89g7N7z8V2zd4vx/16ByG0Zd4D2n/wSkItwEbq+oOqroJcAwuk+3PReTwJM1vxykIjwOjVXUnYGOcRaIQuEpEJvTCZRi9RF6UBBGpBR7Frbz4KfBXOq7UuBb4AJcp8Q4RsTV2jYwJ1zXTdGvP8iIksqqpkXBBPIP3yIoa1jwetyKUbrYjZVvu3qNzGEYfcxLOb2sxMFtV10YPqOqtwDVe8VR/I29qYC9cptujvWgwVDWsqhfi0tUXA7/Os/xGL5IvS8JPcNaCB4AJntkqGlqIF4GwLXAv7kf10zzJYQxggnMSsitmGdEQJRyOsKo9GCuXFRZT1RKk4eV4lu7B+51BIJDtyuaG0S/4BGdJ+Gc0ciuBt733xNw1s733+1R1JZ25yns/VETKkxw31kPy5ZNwGM558CRVTbpCo6qGROQU4JvA9DzJYQxQwnXNHbMrzt6px1aE5uY2goU+f4TyGuqe/CeRNvcTLqwZQdXU7/ToHIbR16jq7bhpg1Ts5L1/mLA/mrTuhRTtXgPacQv87YRbLC/vJDg/dscJqjonf9IMPPKlJIzDrQLZ5XoJqrpSRBTn1GgYaRO8aX7HlR6PyWyNhqR9dkqkVEndQxfGyoP2/SEFxfnKMG4YfYuIDAJ+jMtz0w5c6DtWgLuvQ8ep4xiq2iYiy3AWiK3oJSUBN339YhfHxwGjvO1P8y/OwCJfSkKY+OqL3VEAJDN5GUZSwnXNNN3sW+nx+J5bESCaIyHutDik/gvCwTUABMqqGPT103p8DqN3WDHx4gqg5z+Kvqd15Hu/SGsF22zxHBR/B4wHSoHPgB+o6nO+aoOJjxdfddHdKpySMLSLOjlFVRcAeyQ7JiITiafk/72qPpWsnpGafCkJHwHbiMhIVV2RqpKIbApMxEVBGEZaBG/2WRFqyjJe6TFlv40tHSwJg5bEpzMGTT+VwsrBOTmPkV9WTLz4UuAM8hi91YuEV0y8+B8j3/vFmXk8x1Rgkq88GDhQRJ5T1QZvX4XveNIpZI/mJPXT5ZPk2fWzwwvXfAioBe4ggxB5I06+/kT/xSkgV4hIUi8vL4fCdbi1He7PkxzGACMcbO3oi3D8FAqqcjMF0JiQbXFovcu6HSgqZfD++bxHGznmdAaGggDuOk7P8zn+AVThQhln4wb6U4GnRCT6IBnKsM9I91U68Tpu2qCrV5dT2FFEpAKYi7NqvAYcr6rZyLTBky9LwqXAicChwKsicjtugSdE5Ju41SFPArYEPgcuy5McxgCj+fY3idS7gTxQWZITX4QowWArTSXx6YahLe4hqmbP2RQNGpWqmdH/uJyBY0kI4a4nb6jqUm8zCNwoIq8Ab+KcD2cBc3Bhj1HKuuguOs2czRTJkRlkXOyqTgFwK7AzburkkFQO9Eb35GvthgZPGZiL+6FN8R1+wHsP4BSEg6PxtobRFZHWdoI3vh4rVxy1AwU1Xd2vMqOxoeN0w/CWBigoZPA3f56zcxj5Z+R7vzhzxcSLf4X5JGSFqqqI3INbOG9v4kpCC85nYUgXzaO+CGk98eeJv+EyRwZx40vKKW+je/KWlllVPxCR7YGTcSk7J+HmhoKA4hSIK1S1Ll8yGAOL5nsXEv7Ky2NQUkjFsVO6bpAhXzU2ECoIx8rD1zVQs/txlAwf10Uroz/iDay9OriuL4jIRsDmwJIU+Q4AlnjvI8ElTPIi0bYDxqbotxg3ZQGwKGcCZ4CInIGL0AgDx6jqm900Mbohr2s3qGoT8HfvZRhZE2kPE7zutVi5/LBtKRxWldNzrGiqd89JQEmojVpCDDnk/3J6DsPoB8zDhQWeDVyUok40kdIy375XcUrCrjh/skSm4saUdcCCJMfziogchJvqBjhHVe/rbRkGIjlXEjyHxD1xZqoxONNUBLdS2Pu4RBzPmxOJkQnrHlNCn3lGp4IAlSfsnPNzrGxeGVMShrU0MmjvUygemph0zjDWex7DOSaeJCKXqGqb/6CIjMVZf8FZfKPcgbMMHyEiZ6nq6oR+f+C9366qzfQiIjIFl0WyALhBVS/uzfMPZHKmJHimph/jtNONfIcCdPZ0XS4iF+CWXQ5jGF0QiUQIXvNqrFz2za0p2nRQzs9T2PAiDHKrPg5rC7LRgb/L+TkMox9wMc75b0vgVvn/9u48zqq68P/4686+MDv7KgPywRUwFVFJrVxKszIkU1BI7Zffr/n9WpmV38pKW7+l2deFchcttSjNNSXFRNREZRM+gGzCDMwwwDBzZ7nr749z77kzcGeY5cx2eT8fDx7nfu4553M/4wO57/mcz2LMNfHHDsaYaTibPuUCrwEtfxtfjDPD4DTgb8aYi621u2IDBb+FszlUkBaLMPUGY8xYnDCTj7NnkPZx95AnIcEYU4izD8MZOKEAYD/OBiJ1OAOIinCeg2UCo3Cm3XzOGHNRbKtnkaQCr20mZBPrt+RfPd3zzwju2UFaxOIMiIZhRSPJKB7u+eeI9DVr7SZjzGycpZlnAZ+NjTfIwVkpEeBN4Iste3yttVFjzOXAEpze4q3GmNU4/54Px/llcL61dm3v/TSAM/sjPv3IBzwdmwKZnuTa96y1X++1lqUAr3oSnsB5vBAGFgALrLWrDrzIGJOF89zqapzU+SngEZy9HkSSqr830YuQfeYEMicN8fwzqp68iT3ZiUVCx07wPoiI9BfW2mdiA8tvAM4BjsIZ6Pk6zm6O9x/4GCJ236ZYb8NNwIU4G/U1AC8Av7TWdnQPBS8Vtnh9ziGuDfVkQ1KRLxrt3tAAY8wFOIsh7Qc+a63t0HrdxpgzSHQRfaqP/nL1KWPMmokTJx797LPP9nVT+q3gqkpqvrTQLZc+eilZ00Z5+hlNm99h24+m883jZ/NeiTMG4dbpn+OKo2cc4k7pAdpiU6Qf8WKxkTk43UzXdzQgAFhrlwDfxflH4TIP2iEpyP9wYo+GzKkjPQ8I0WiUqsecncqrswvc90cVeD/mQURkoPEiJJyAs8jGwkNdmMSDOI8oTvagHZJiwrvqaHrRuuX8y09s5+quqVv2KE0blhKldUgYkVfk+WeJiAw0XoSE4cCmZM+vDiU2YHETzlRJkVYaHnsPQs7kl7QRhWR/6khP6w/X11D9x28CUJeRQ3N6pntuZL5CgoiIFyEhF2c/767aizMuQcQVbQzS8ERic9D8y6bhy/B2Kf7qx28kXOcsOLcrL7GzbQZpFGd3ZRM7EZHU4sW/uul0foewloIetUNSSONTa4jWOnuy+HIzyZ11vKf1N6xbwv5/PeCWN5bPdl+XpOXj82n8nIiIvpyl34lGovgXJgYs5l50nKcbOUUCjex68Bq3nD1mChuKEvtADM70drlnEZGBSiFB+p3A65sJb4qt+OqDvDnebQcNUPOX7xPcGRsQ6fMxdP49VAUS63kNyyls404RkcOLV4spFRljPt7Vez1qg6QI/8OJ7aCzz5xIxrgSz+puWLeEvf+43S0Xn/Nf5JafTE14mfveqHxNfxQRAe9CwrHAYbcYkngvuGE3gTe2uuW8K7zbDjrSWMeu+66E2AJiWSOPYvAXbwFgL4mehCOKSpPeLyJyuPEqJHR3lJd2hBQAGh5JjEXIMEPIOmmMZ3VXP34DwerNTiEtneFXPUBaVi7BQJj9GYlN6yaUeb/ss4jIQORFSBjvQR0iRPY00Pj0Grecf8WJns0y8K98ntpX/+CWSy/4LjnlzmZO1bX1NGUmlvmYNHSYJ58pIjLQdTskWGu3HvoqkUNreGIFBJzZtGlleeR8ZrIn9Qb37mDnH+a55exx0yi78Ca3vKGqyn3ti/oYrSWZRUQAzW6QfiIaCDkrLMbkfXkavqzud3RFwyF23jPHXTTJl5nD8KsfxJeR5V7z4Z7d7uuCSA4Zacl2mBUROfwoJEi/0PT8OiK7Y4MHs9LJ/dIUT+qt+duPaLSvueWhc35L9uhjW12zdf8e93WpFv8UEXEpJEifi0aj+B9qsXjSZ48mvaz7X9b+VS+y55mfueWCGZdS+PErD7puuz8REoZmFBx0XkTkcKWQIH0u+M52QusS4wLy5nZ/2mNobwU7f3+FO90xc/gkhl1+V9KBkJVN+93Xw3O0bIeISJxCgvQ5/0OJxZOyZowjc1L3piBGwyEq75lDuK4acMYhjPzPx0nLTd5LUB1KhIQxg7RGgohInEKC9KnQ1r00v7LRLedffmK366z5249ptEvc8pDLbid7TNsbRO2JJhZSKi8p6/bni4ikCoUE6VMNj77rLqWVPr6UrJndW3bDv/of7Hnmp2654JQvU3TGVW1eX9vcSHNayC1PHDy0W58vIpJKFBKkz0TqmmlctMot5889AV9a1xdPCu2tYOeCy1uPQ7ji7nYXZNq0NzH9MT2SRvlQ9SSIiMQpJEifafzzSqINzkqHvsIcci48pst1HTQOISObkf/xpzbHIcSt2VXhvh4UyKHQwy2pRUQGOoUE6RPRUAT/o++65bzZU0jLy2rnjvbVPPWT1uMQ5txO9thDr7Vgd+9yX5eG80lP1/8SIiJx+hdR+kTz4g1EKmKzCjLSyLt0Wpfr8q9+iT1/v9UtF5xyCUVnXN2hez+sTTxuGJ6u6Y8iIi0pJEif8D+cmPaYc64hfXjXFjFyxiHMTYxDGHYkw664p8MbQ33UkFhIaVROSZfaICKSqhQSpNcFVlYSfC8xFqCriydFI2EqF8xtPQ6hnfUQDro/GqUiuM8tjx+kQYsiIi0pJEiva3gksQRz5rSRZB0/okv11Dz1ExrXveqWh1x2W4fGIcRVNdbRTGL645Gl2iJaRKQlhQTpVeGK/TS9sM4td3XxJP+al9nz9C1uuWD6lyg686udquPD2mr3dXYok1GlGpMgItKSQoL0Kv/C5RB2xg+kjyoi+5NHdrqO0L7Kg8YhDJ3X8XEIcS1DQmFzLiWluZ1ui4hIKlNIkF4TqW+m8c8r3XLe5R/Dl9G5v4LuOIT9zoZQvoxsRvzHn0jPLex0e9ZUV7qvC5tyKfNg50kRkVSikCC9pvHPK4nWBwDwFWSTe9Fxna6j5qlbaFz7ilseculvyBk3tUvtWVW9w309OFRAXn5ml+oREUlVCgnSK6KhCP5HDlg8Kb9ziyc1fLCYPU//xC0XnDyborP+X9faE42ysS6xPfUR2YM7/bhCRCTVKSRIr2j6hyVS2WLxpMtO6NT9oX07qbyn5TiEiQydv6DLX+w7/PvwRwJueVKxNnYSETmQQoL0uGg0iv/BFosnfXpypxZPcsYhzCG831lCuTvjEOI+2JMYj5AfyGZUWXGX6xIRSVUKCdLjgsu3E1q90y3nX9G5aY8Hj0P4NTnjur6MM8DaFiGhuDGfsrK8btUnIpKKFBKkx/kfSPQiZE0fS+bRHV+0yL/qxVbjEAadfDFFZ32t221a0zIkNOUzeMigbtcpIpJqFBKkR4U27qb51Y1uOW9ex3sRgjUfUbmg9TiEYfN/78kAw3ertrmvSxvzGTZMIUFE5EAKCdKj6v/wFjjf8WRMKCN7ZnmH7ouGAlTedQmR+hoAfJk5jLz2yW6NQ4irqN/Hzsb9bnlUuISCwuxu1ysikmoUEqTHhLbtpenZtW45/6un4EvrWC9A9eM30vThm2556OV3kj3meE/a9U7VVvf1oOYcjhhcpumPIiJJKCRIj/Hf9zZEYkswjykm59OTO3Rf3dtPsu+lO9xy4ce/QtHMeZ61q2VIGNxQwLAublMtIpLqFBKkR4R31tH419VuOf/q6R1agjlQadl5/1VuOXvMFIbOuaOdOzpveXViPMIQfyFDNR5BRCQphQTpEf7734ZQBIC04QXkXnjMIe+JNDdQcedsok31zn25hYy49gnSsrzbeGl/oInVNRVueXBDASNHdn+cg4hIKlJIEM+Fa/w0tNjIKf8rJ+PLSm/3nmg0yq6HriGwPdH7MOyq+8kaNtHTtr1esZFw1Akv2aEMipvyGTlaW0SLiCSjkCCe89/7NjSFAEgryyNv1qE3ctr3jzuoe2OhWy457xsUfOwLnrft1R3r3dfD60ooLckjv5N7SIiIHC4UEsRT4Z11NPzxPbecP+8kfDnt767Y8MFiqh+/wS3nTprJ4Fk/9b5tkQiLP0rMthhRV8wo9SKIiLRJIUE8VX/3GxAIA5A2JJ+8S9tfPjlQtYmKOy+BiHNPRukYRlz7BL4M77dt/nfVFnY11gHgi8KoulKFBBGRdigkiGdCW/bSuGiVWx50zan4ctv+so801VNxxxeI+PcAsQWTrltERmHP7Mj41KYV7uth9cVkhzM5orykRz5LRCQVKCSIZ+r/73UIx9dFKCL3i22PRYhGo+y8d37rgYpX3kvOEZ3bQrqj/MFm/rrpfbc8bt8Q0tN9jBmrkCAi0haFBPFEYEUFTc+tc8uDrj0dX2bbMxpq/vJ96t9Z5JZLPnMDhad8ucfa9+TGd6kPNgOQGU5n3L7BjBpdRNYhZl2IiBzOFBKk26KRKHU/XeyWMyYPJef8o9q8ft+rv2fPMz9zy3nHncvgWbf2WPuaQkHuXPmqWx6/dygZ0XTGl5f22GeKiKQChQTptqan1xBctdMtF37vE23u0VC/4jmqHvpPt5w1+lhGXPNHfGk99xv9XauWUNlQC0BaxMdR1aMBMEf1zNgHEZFUoZAg3RLxB6j7zWtuOec8Q9aJY5Je27RlOZV3XQKxxYzSi0cy6vpnSM/ruRkGy6u28buVr7jlI2tGkB/MJis7nSPGqydBRKQ9CgnSLfV3vE5kt98pZGdQ8K0zk14XqFjHjl+fT7TZuTYtp4DR33iGzLLkgcILK3dvZ97LDxKMTa8s9uVx/K6xABw5aTAZHdhLQkTkcJbR1w2QgSvw3g4aFi53y/lXnkx6kn0QAlUf8tEvzyZcV+28kZbOiGufIHvslB5pVygS5lH7Nre88xyNoSAAGb40ztp5NJkR56+8maxHDSIih6KQIF0SbQ5R+z8vgDPjkfTyUgZdPf2g64I129j+i7MJ74ttquTzMfyq+8k/9hzP2xSORHh680pue/9lNu3f7b6f4Uvj+5MvwK7YE28Cxxw33PPPFxFJNQoJ0iX1d71BeLPzpYsPim45D192679Oob0VbP/l2YRqtrrvDb3ibgpPneNpW6LRKC99tJZfLH8Ru29Xq3Ol2fn89uOzqX0rCDjtnXjkYAoKsj1tg4hIKlJIkE5rfmsb/vvedst5cz9G1tRRra4JVG1ix6/OIVi92X1vyGW3U3zm1Z62ZcO+Km58YxFv79rS6v00n4+LyqfxvRM/TVl2Pre+/7J7bsq0kZ62QUQkVSkkSKeEq+upveEZiMRXVixm0HWnt7qmeccatv/qXML7Kt33Bl/8M0rO/rpn7YhGo9z3wVJ+tvwFmsMh930fPi4cfzzXT/0kE4udcQerVlRSXx9w2puexrF61CAi0iEKCdJh0XCE2m8/m5jNkJlO8W8+S1peYqvlhnVLqPjdLHc/BoAhl/wvJedd71k7GkNBbnxjEYs+fK/V+2eNMnz3xHM5urR1T8Fby7a5r4+bMpw8bQ0tItIhCgnSYXW/eY3AW4kv3MLvnkXmMYnfymv/9QC7HrwGws6MAnw+hs1bQNEZV3rWhsZQgCteepA3dm5y3xuaW8AvTv0CZ489+qDra3b7WW+r3fL0GeM8a4uISKpTSJAOafjjezQ88G+3nPPpyeR+aSoA0VCQ3U9+l70v3uae92VkM/yrD1Fw8sWetaExFGDeyw+1Cggzhpdzz1mXUpYzKOk9y5a2GDQ5dBDlE7SAkohIRykkyCE1PvMB+29tvTdD4Y/PxefzEdy9lcq7L6Xpwzfd8+mFQxl53V/JnXiKd20IBZj/8sMsrfzQfe+iCdP49emzyGxjSecGf4A3lyVCwimnjsXnS75ctIiIHEwhQdrV+Nxaar/znDtQMW14ASV3X4QvL5P9yx6jauF1RPx73euzRh/HqP9+iszB3nXrN4aCfGXxw7xeudF976IJ07jt9ItJT2t71cQ3lm4h0OystpiXl8lJp4z1rE0iIoeDlAgJxpg84NvAJcB4oA5YDtxurX2+i3WOBX4AnAcMBaqBxcDPrLVrvWh3f+d/+B3qfvGKu2CSrySXkgWziGTWsvP2y/CveLbV9YUz5zN0zh2kZed51obGUJArFz/MvyoSAeEL5VMPGRCamoK8/lpi+uVpM8eTnZ0Sf91FRHrNgF+83hiTD/wT+CFQDqwB/MA5wHPGmB92oU4DvAtcCQwCVgA5wFzgXWPMud60vn+KNoeo/eGL1P28RUAozqV4wQXsX7uALd87plVA8GXnM/zqBxl+5b0eB4QAVy5+mNcqNrjvfb58KrfPnN1uQAB45eWNNPidAZRZWemcOvMIz9olInK4GPAhAbgTmA68D0yw1p5grR0HXA6EgJuNMZ/qaGXGmAzgGaAMeAQYYa09CRgB/B9OWPiTMabM2x+jfwiu3UXNJQtpfHKl+55vZC6Z/93M9ntnUrPoB0Sb6t1zecd8kiNuWUnhaXM9bYc/2MzlLz3YKiB8bvwUbp/Zfg8CwO5qP/9akuhFOOOsCeRr2qOISKcN6P5XY8wEYA4QAS6z1n4UP2etfcQYMwn4H+Bm4OWklRxsDjAR2AZcZa0NxOoLGGOuA6YAM4HrY3WnhMieBur/8CYNC9+FsNN9EMmsI3ysJVCyhPBz1a2uTxtUxpDZP6dw5nzPBwPuatjPVxY/zIrd2933Plc+hd/OnE1GG4MU3Z8jEuXxx94nFHK2oy4syuaMs8o9bZ+IyOFiQIcEnO7/dGCptfaDJOfvwfkiP80YM9Zauy3JNQeaFzs+Eg8IcdbaqDFmAU5I+DIpEBLClftp+NP7NCx8l2hjkGhaE6HS9QTL3iVUsh6IQKLjAF9GNsXnXEfp+d8hPb/Y8/Ys27mJ65Y8TmVDrfverAkn8OvTZx2yBwHghWfXsXVLYiDlhZ8/hiyNRRAR6ZKB/q/njNjx9WQnrbU7jDFbgXHAGTiPD9pkjEkDTm6vTmBp7FhujBnTsvdioAhX1dO8dAtNz6+ledl6wnnbCRdvIzR2I+GCzZAWPugeX1YuhTPnU/rpb3k6cyGuqqGO365YzMPr3iIaHwgBXDF5Bj+e/tlDBoRoNMrilzbw6j8TUySnnjCS46dqnwYRka4a6CFhYuz4YTvXbMEJCZM6UN8oIPcQdX4EhHF6MCbFyv1StDlEuHI/wW27CKzbQGD9RgJb1hOs3UQkZzeRnCoi03ZBWqTNOjLKxlI0cz5Fn7iGjMIhnrZvX3MDy6u28ffNK3lmyyqa4is1Aum+NG4++QLmH31qu3VEo1G2f1TLi89b1q9LPBIZMbKAiy4+ztP2iogcbgZ6SBgaO1a3c01N7Di4E/W1Wae1NmyMqQVKO1hnl4X27aT2uQcIrNtMNBAkGglDJH4MEw2HIRoiGgkRDQaJBhuIhhuIhBuJRpuIRhuJZvohvTlR6aDYn3ak5ZeSP+UzFJ42l7yjPoGvA938yayu2cE/t1saQgGaQkGawiH8wWZ2Nuynwr+PrXV7kt53ZNFQbpt5MVOHjHHfCwbDrHivgprdDTQ3hwgEQtTWNrGzoo7a2qZW95cNzuMrX51OTk5ml9otIiKOgR4S4vPtmtq5pvGAaztSn5d1YoxZ08apydu2beP8889PejJYtZlIsKEjH5FEGpAf+9M+ny8NX1Yevqxc0rIHkZaVC1t2w1O3Abcd8v5kgpEwW/bXtHp0cKDcA8rpvjRKc/LJycrlpvsWtzpXX9eM3x/gULKyMygqyuG1N7Sy4kC0cePGp621F/Z1O0TEMdBDQpiOT+Ns+9uqdX2d0ZE62xMJBAL+jRs3tvPIIrubH9FBDUEgCOzv7J0TYseDHs/4Yn86KgrUUOt2/XRJPdR0q4Ie1+Z/LxGR/magh4R6oARn7YK2xH9h7civ5C3G8ZND270JnakTa+0xHbluIIr3kqTyz+gl/fcSkYFkoC+mtDt2bG9ho/i4gapO1NdmnbHFloo6UaeIiMiANNBDQnwPhSPauSZ+bv2hKrPWVgDxCfpt1TkGZ2ZDh+oUEREZqAZ6SHgrdpyR7KQxZjQQ3/rvjQ7W+XZ7dQLxOXlbY6FCREQkJQ30kPBk7HhmbFOmA30tdlxird3SwTqfiB3nG2OSLfgfr/PBDtYnIiIyIA3okGCt3QA8htP9v8gYE19cCWPMHODGWPGWA+81xkwwxkw2xow44NRCnJHn5cBjxpiC2PVZxpg7gNNxHkn8zuufR0REpD/xRaPdncXXt2K7Mb4CHIczhXEVzoyH+NrBN1lrf5rkvi2xax6y1s474NxJwEs4AxTrgXU4oaEUCADnWWtf8f6nERER6T8GdE8CgLW2Bmf8wI9wBhIehTMzYQnwxWQBoQN1/htnt8f7gH2x1xHgL8B0BQQRETkcDPieBBEREekZA74nQURERHqGQoKIiIgkpZAgIiIiSSkkiIiISFIKCSIiIpLUQN8FUvqAMSYP+DZwCTAeqAOWA7dba5/vy7b1Ry3W5GhPibV2X8/pSdOWAAAGyUlEQVS3RkSk4zQFUjrFGJMPLAamA0FgNc66FPE9Mm621v6oj5rX7xhjioG9OAt9vdnOpedZa+vbOS8i0uvUkyCddSdOQHgfuNBa+xGAMWYucD9wszFmqbX25T5sY39yfOy4wVp7ep+2RESkkzQmQTrMGDMBmIOz+uRl8YAAYK19BPh5rHhz77eu35oSO67q01aIiHSBQoJ0xlyczbSWWWs/SHL+ntjxNGPM2CTnD0fxkLC6T1shItIFCgnSGTNix9eTnbTW7gC2xopn9EqL+j/1JIjIgKUxCdIZ8a24P2znmi04I/kn9Xhr+jljTDpwbKxYYYy5HpiJs7voDuBZ4ElrbaSPmigi0i6FBOmMobFjdTvX1MSOg3u4LQPBJCAn9voloOCA83OBbxhjPm+trezVlomIdIAeN0hn5MWOTe1c03jAtYezKS1e/xv4OJCPM2V0DrATOBl4zhiT1fvNExFpn3oSpDPCdDxYagEOZ3zGHTizQb7Z4rFCA/CoMebfwHvAVOBK4O4+aaWISBsUEqQz6oESEl3oyeTGjg0935z+zVq7DFjWzvn1xphHgauBL6CQICL9jB43SGfsjh3L2rkmPhahqofbkireix3H92krRESSUEiQzlgbOx7RzjXxc+t7tCUDhDEm7RDjDeL/DwZ7oz0iIp2hkCCd8VbsOCPZSWPMaBJ7OLzRKy3qx4wxrwEB4H/bueyE2DHZ4lQiIn1KIUE648nY8UxjjEly/mux4xJr7ZbeaVK/thpnhcqLjDEHTn/EGDMO+FKs+KfebJiISEcoJEiHWWs3AI/hfPEtMsbEF1fCGDMHuDFWvKUPmtcf3QY0A6OAx40xw+MnjDFTgBdxpkS+BizqkxaKiLRDW0VLpxhjyoBXgONwpkSuwpnxMC52yU3W2p/2UfP6HWPMF4GFODNCAjhjNTKAybFL3gHOtdbu6ZsWioi0TSFBOs0Ykw/cAMwGynEG3S0H7rDW6jfiA8QezXwTOBsYibPg1Ac4vTL3WGtDfdg8EZE2KSSIiIhIUhqTICIiIkkpJIiIiEhSCgkiIiKSlEKCiIiIJKWQICIiIkkpJIiIiEhSCgkiIiKSlEKCiIiIJKWQICIiIkkpJIiIiEhSCgkiIiKSlEKCiIiIJKWQINJFxpgtxpioMeaqvm6LiEhPUEgQERGRpBQSREREJCmFBBEREUlKIUFERESSyujrBoh0lzFmHvAA8DjwO+BO4CigBviVtfY2Y8wI4FrgbGAiUADUAeuAvwB3WWsbk9Q9AvgmcCEwBqgGngB+3LM/lYhI31NIkFQyGXgRCAFrcILCGmPMKcDzQDHQBHwIBIHxwIzYn88ZY86y1objlRljpsTuGwEEgNVACU5oOA/I650fS0Skb+hxg6SSKcAqYJy19gRgNLAYWIgTEP4GjLTWHmutnQYMAb4Tu3cmzhc/AMaYDOAxnIDwT2CstfZj1tpy4DM4vQpDeuWnEhHpIwoJkmpustbWAlhra3CCQxnQDFxlrd0bv9BaG7TW/gLYFHvruBb1XAQcDewFZllrd7W473ng6z36U4iI9AMKCZJKIsCylm9Ya9+11pYAJbHQ0IoxJhvYEyu2fHxwQez4VMtg0cIfgdruN1lEpP/SmARJJfuSDT4EsNY2GmMMcAIwASgHjgGOB3Jil7UMzSZ2XN1GfUFjzBrgVC8aLiLSHykkSCpJGhCMMdOBu4FpB5zaDTwXe3/8AedKYsf6dj4vWQ+DiEjKUEiQlGaMOQp4BcgFPgDuB1YAa621O2LXLOXgkFADHAkUtlN9rucNFhHpRxQSJNX9F86X+TrgJGttQ5JrRid5zwKncHDvAwDGGB/OwEYRkZSlgYuS6uI9BGuTBQRjzNnA2FixZWj+S+x4oTFmVJJ6LwCGe9ZKEZF+SCFBUt262PEcY8zp8TeNMRnGmC/jrNIY13J2w7PAUiAf+LsxprzFvTOB+3quySIi/YMeN0iq+zVwKTAY+JcxZgOwH2d2QwnOwMRlOKsuuo8drLURY8ylwAs4jxzWG2NW4QSJScBmYAcwtfd+FBGR3qWeBElp1tptONMc7wbW46yUOBnYibPPw/HATbHLzzLG5B9w7wzgBzhjFAxQhDP4cQbO4EYRkZTli0ajfd0GERER6YfUkyAiIiJJKSSIiIhIUgoJIiIikpRCgoiIiCSlkCAiIiJJKSSIiIhIUgoJIiIikpRCgoiIiCSlkCAiIiJJKSSIiIhIUgoJIiIikpRCgoiIiCSlkCAiIiJJKSSIiIhIUgoJIiIikpRCgoiIiCSlkCAiIiJJKSSIiIhIUgoJIiIiktT/B6UhEof39KovAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"xlabel = {\n",
" 'theta_energy': 'Theta coherence energy',\n",
" 'theta_peak': 'Theta peak coherence',\n",
" 'theta_freq': '(Hz)',\n",
" 'theta_half_width': '(Hz)',\n",
" 'theta_vec_len': 'a.u.',\n",
" 'theta_ang': 'rad'\n",
"}\n",
"for cell_type in ['gridcell', 'ns_inhibited', 'ns_not_inhibited']:\n",
" for key in xlabel:\n",
" fig = plt.figure(figsize=(3.7,2.2))\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",
" despine()\n",
" figname = f'spike-lfp-coherence-histogram-{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": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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zyqdF5DaSo/EeBdd3JyKLcU3Xs3A/FOL9pfnWSiG1OX84uZv6+mLtJRDeQKWfAz/3aqEH4kZ8fh73y34crrb6qawn6Xn+PtYd8tjf3yqRrX/WZDe0+12Itxp11+qTL///6YMiR1qvwn1HDs+1kzdVbFCufQpR1mDq1TQF6PRnxvCmF9wM3OwlIngBVys+GgumeRORfXDz8QAeVdVTc+y+Yw8UqSiqukZEXsBNQToUNzq5EVfDnufb9RFcMD1E3Go28X6RQoKpv2VkX3LPl90rx7aK5w3ymgQMV9XE6+w1q98H3OfNy3zB2+8QEemnqm29Ud4M/Gtf7p91r6T4D7TNpA4+NPkZKCI7elNatuF9JuPB6KVM+xTB30f7cVxijoxEZGdcNrMluIFY8QFXC3HBVERkYKYR357dKWMMLFszr4g04X6dvEzqkOwUqvoyydpCS9rmam2KKZcpvusvZttJXNo0fwKCvrY6ECSbej9NchTvM2lf3PGRjruQXP7sQ3J8wDL4N8lkCWdm66sXkWnkDqbV8N68H5fM5KEM05KAxLgH/wLw6Z/RXuNNYYoH1KNFZHS2fUXkYNwPe3Aj5/3/v2r4X/aUz+fY5k9ass00rRxyvf4Pk+yqO8sbYJnNRbj5pDfhurbi4iN4G0hNX5juS92UsyBlC6bewJL4cP0DsmXFEJGDcKN9ITUZAfja3XtgAEQl8k8F+XSmeYpek/qtuKkncX1pakxcPJiOAs70rqdPaXqUZP/Hud7lvaoayfdBvOAc7z/el7Q8uwAiMojuh8lXw3sz/pq34PpFtyEuzWe8afftLHMge9Mvvctm4K+Z/hcisiPJ/2fMd0ycv3+vUv+XPeViyZDWVEQ+jcs8BTAfNxo8X/HXf5vX3teKCS616tWZfgCLyEm4JEHgpgH6EzDcjsvRDPBjyZAa1otD56bfX4py11guxWUsacDlO70B1z+2AjcS7yBcvlJwo1CvTDve37/1U+/4iFebrTpethdUNd8ckXNxr9EoXC3qERH5Da4fcDvc6/sfbDsirpT5jIFQ1Ze8bDujcakRIW3Onap+KCLzcdmg4jWkQpp44y7G9dVPxn057I1LjLEGN+Dme7ha/xZSl6Dzq4b35nXAt3FTqc710rD9GTe/tgX3WnybZHKHS3ujkN24AZcB6VhcLuHXROR/cS018bnK3ybZ//0zVX0i7Rz+/+XZ3nusE3hFVbcGWfgKE8a9L54Ukf/B1Rrrca/9ObjXuwM4Iz35TDfir//2IvLfuNH9W1U1Pi84vvjIONxMkL1E5He4VpUdvMefjasMxoCz/S1aqrrFGzNyN+67b56I/BJX2avHdS+ei6shRyjT+qrlnhoTTyrcjnuhv4yrcj+DC6oX4H6NfASckGFE5l24JwfuyT4P3FHOMvYxk6dMmXIM7g2R+LvhhhsSNbT/+q//ujx+v6q2zZkzZ1RLS6Ll7UBcqrVncPM1vwcMmzBhAuedlxzcdtlll83zn3/MmDHjASZOnCjpj3355ZfHV5LAK0csqL+TTz450UzX0tLC/PnzH0/f54wzztgjvk9TUxMvvfTSPzKdy1/uX/7yl3/1b1PVzU888cTkXXZJTDk9BrfqxDO4TDNTDjroIE455ZT+AN7rk3L+O+6449L6+sRn7lzg+dGjR78U3/7Zz3420Zw0d+7cVdmec777Zfo755xzErXqW2655elC91PVTXfdddf4ESMS43IOwWWBmYurWfwvML6hoYHvfve7qOoNxfxfs/09/PDD71Ii70v78yTzCE/EZVSbh0sv9yNcIO3CfR4uzHCOZSS7SXbDzX2eR379sLXkA9x7vR/uB+kTuNai75BcoeqIIn5Q3u67/lPc93yia9BLxvJJknnK98cliHgGFyPOwsWXNuBMVb0z/QFU9T7clK923A/k/4cbuf4YbuBrAy7TUq55qAUJYmrMzbg36C9w/acbcW/sD3F9MRcBO6nqvzMcG8/k/zRu0EAb0Ckiren7dkdEviYiMXGrwxTrGyLyjoiERWSNiNwuuZNOB27GjBn885//5KSTTmLs2LE0NjbS2NjIDjvswMyZM7nsssu48847+cIXvkC/fm7m0X333debRc5q1qxZievTp0+nqalpm30+/vHky73//vvTv3+2imNuI0aM4NZbb+XHP/4xe++9N0OGDKG1tZWpU6dy0UUXce211+ILltvYddddueaaa5g+fTqtra20tLTQ0NBAW1tfGZuTHxHh3nvv5fzzz2ffffdl6NChNDQ0MHDgQHbaaSfOOOMM7rrrLr72tXJmVywvVW1X1dNxX7g34mrW7bgE96/gVr7ZRVV/nqPGdAwuIL+Pq5WuIjXdogFU9RpcLfEeXCWoHZdJ6+eAaB5LxGU45924StcruBbKzaT1zatbCu9juEUQ7sINUgx7+8/HNd3vpqr+LEzpj3Mbrt/8Klw2rDbcD4Q7cfmQy5pOMBSL9fY0pfITkX1xTRIDga9kysfazfEjcL9UJ+P+ea/jmiJH4GrOX1XVklNRicjCKVOmTL3nnm5TzBpTTYLMLGZMr+hLaebKQkRm4UZwFrvkELim08l4S52p6j64vr3v49rXr82Ud9gYY0xtqppgKiIt3hy5h8hvsnG288zCDWLYDJwaH82oqlFVvQI3DLuRDH0xxhhjalNfnH9YMHGLkj+CG/0VwfXLfgU3arFQs73LO73RpNuRmgDhIdxC0id4y/7km0ZrUY5VYvq0cDjM22+/3f2O3Rg1ahRDhgzpfkfTZ2zZsoVlyzLO2S/IjjvuWHR/d0/xvkdKnSqzWb21gU1tqYpgiuvPHIcb7XWOqr4oIl/p5phs4pN/53qXx+KmD6TrR34rV8RNJPdKGX3W+++/z/HHH1/yeS6//HJOOOGE7nc0fcaCBQv40pdKn9t+ww03sP/+fX6w7HVsu35uoR7Ht9KRqR3VEkzfA45S1VzrSHbLW/MwnrKu9KqYMcaYmlAVwdRrVilH08pQkq/JB9655wBz/DuJyIvA3sD3vX7UqjZ27FjyX6RlW5Et61j/4NWEV9/Ophdg4D5WO+2LYtEYsY3tRNe3EdscJtbeyV4dw3n16ruItXUSa+si1hmBaAwiUWIRd0k0RiwShUiMUGMdzYcJjTsVu5JW71HVWb1dBlO5qiKYlpF/PmuuybzxyYV5zX8VkYVZNvW1Ja7KLtq+meU/+SThlS65yaZnb6H1Nx9Q39/6TntaLBYjunIjXW+vpWv5eiLxv5Ubia7dSnTdVoiUPlVu619fYfijZxNqLEtiGWMqggXTVHnnfPVU3yTdMtvw+HWJQApQP3AYoYZcuatNuUS3hul8cQXh55fTuXA1nYvWENtQtoQvWcW6IlCF89ergYh8DZeruqD59yLyDeA3uIxDcwp8zAaS64Z+UVVv6mb/s3CZySKqWjExqmIK2kP8q67nWi0jvqh5Xnk8VXW3TPd7Ndap+RWtMm16/h+J6627H8qIL19HXXPfHtVZybreXkv7g4vpmPsuna+tgq4iFkipDxHq30yotZFQSwOhfo3ur6WBUFMD1IXcPvV1UF+XcjvU0kjLMVPdfqZP8ZLZpOdDz+e4/YGq784qlb3jU23GTXVpxiXmzybeIfR+4CWqYLFohI6lybSdw064jMbtxuY4whSja8UG2m6fT/u/FxN5p/s1mutGD6JhxyHUjxtC/Y5DaBg7hLph/anbrpW6of0IDWohVGdJiqqJN3/+dgpMZiMin8LlV7dfwN2wYOqjqlERUdwqJRMy7eOtrxdP0L64h4pWkTrff4dYp9esGArRNCZjBd0UIRaLEX56KVv/8jIdj72VtcMhNKCJpn13pGnvMTTsNoLGXUdQN7jPLFFqAiYiLbjMbRdRwOooItIP+IH3VzXJfYJkwXRbz+KC6Qzgjxm274d73dpxifxNFv6+0sbhk6hrLni9ApMmuiVM250L2Hrzy0Te+SjjPg277kDLp3eiaeZEGqeOINRg34W1qNhkNiIiuOQ0Y3GLlFyIW3JtTK7jap0F0239HfeG+5yIXKCq6d9YX/cub/GvoWe21bV+ZeJ64/CJvViSytf17kds/ctLtN25kNiWbRNp1e84hNaT9qT5sJ1pGGcjpQ1QfDKbcd6xT3nHvSwi5wRYzm6lDWLqzh9VtZTVwopSs8FURHbETW3Z6q1vGPcwbsWYmcAdInKSqq7xEjqch1vdvRPrkO9W14Y1iev1g211q0LFIlE6nniHrX95ifBTS7fdIQTNB06i9bS9aZo5wfo5Tbpik9ksw61Ten8AZSpWDPe9nM0w3HJrABk+LMGr2WAK3IBLHZaS/ktVYyLyJe/+A4GlIrIA18QxEvdPPVNVX+/xEleYyPpViesNFkzzFl3fRtvt89n6t1eIvLdhm+2hgc30O2EarafsRcP4otd0qHiLZ9e3Atsuglt5wjvPieQ1M6AQxSazUdXF9LHxIKoaAQ7ItE1EBpJM//oAbsHxHlfLwTQrVX1HRKbj+gqOBabhpsHcD/y8mAVxa1HXhtWJ6xZMu9f5+hq2/vUV2u5eBO1d22xv2GkYraftTcvRu1LXWg0xpHiLZ9dfBZxLdQyOiS6eXX/1znMi3+7tgvSAG0WkbItye82/t+LGubwOnOwF3h5XtcFUVSd0s31WN9s/BL7j/ZkiRDYmZw7VD9qhF0vSd0W3hmm/X2n7+6tuXmi6+hDNn9qJ/qftTeM+YwmFrCnXcw7VEUjBPY9zgFoIpovxUrXmMAKYkuf5fgscDqwFjlbVbZtyekjVBlPT+yJb1iWu1w/INW23tsRiMTpfW0X7vxbR9q9FxDZtu4pfaGg/Wk/ak9bP70n9qEG9UMo+7zdUT800gns+teCyAjIg5SQi3wO+CoSBE1T1nfIUsTgWTE1gom0bE9fr+tV2QIhFY3QtXE37g2/Sft8bRFZk/gHdOG0UrafuRctndiHUbB/PbHaeE/n24tn1P8D6TGuSiJwEXO7d/JqqPtGb5QELpiZA0bZkwKhrHdyLJel5sViMyLL1dL6ygo55S+iYt4TYuswzqUL9m2g5eldaT96Txl1H9HBJK5cXgCwI1RgRmYEbQBoCrig0V3BQLJiaQMS6wsnsR0BdS/XWTKObO4gsWUfXO2vdiiz6AeHXVhFbn2Macgia9h1Hy9FTaTliF+r6V0MFy5hgichk4C5c7vQ7gP/u3RIlWTA1gfA38UJl1ExjHV1EN7YT29RBdFMHsc0dxDaFiW7ucPfFLze2E31/M5H3NxNdszljEoWM6kM07jmalsOFlsOF+h0GBPuEjKkiIrIdcC9uTukrwOmq2meWJ7JgagIR8QfTUIi65t4NHNFNHXS+vobIO2uJrNxEZNVGIqs2El3f7hbE3tQBHdtORylV/aTtaPrYWJoPmEjTx8dTN7C57I9hTLUTkWZcTXRnYAlwpKpu6dVCpbFgagKR0l/aMpBQXc8OuoyFI4RfWE7Ho2/TMe9dIkvWdX9QKVoaaJi4HQ2Ttqdh8vY0ThtJ47RR1A2ypPLGlMG3cEl0AD4E/iAi/YFMiyN3dTf1MQgWTE0gemskb9eKDWy9+WXabptPbGORC2E31BEa0EzdwCbvspnQgGZCA5up8y7rh/enbsRA6kcMoG7EQOq2a7V0fsYEx/8lsk83+1rSBlM9Umqm/YLvL42ub2Pz755i699eybogdmhgMw0y3K3fOWog9aMHU7d9qwuWg1qoG9TsapItDZYcwVSl7pLZ5Diu6IWIVbULN/I23/2vA65Lu+8i3Ko3fZYFUxOIaNumxPW6loLWIy5Y++Nvs/Gi+4muTZsl0dJA84zxNB88hab9xlE/bogFSWNMICyYmkBEw8nAVtfcP5DHiEVjbL7qSbZc92zK/XWjBtF/9j70O353G/BjjOkRFkxNIPxzTENN/cp//nAXG75/L+33a/LOpnoGnDOT/l/8mGUPMsb0KPvGMYGIdSRrpuUOprGuKOsvuIeOB5KrRDXsNIwhvziGhinDyvpYxhiTDwumJhApzbxNrWU7bywWY+OlD6QE0qaZExjyv8dSN8CadI0xvcOCqQlELJxMpRcqYzBt+9srtN02P3G76cCJDL36s4Sa6sv2GMYYU6hqWL7I9EGpNdPyNPOGX5zCDQoAACAASURBVFvFxssfSdxunD6aoVcdZ4HUGNPrLJiaQMTC/j7T0mumsfZONpx/d2IOad2w/gy56jhC/TIlQDHGmJ5lwdQEotx9ppt/9xSR5eu9E4YY8stjqB9uieKNMX2DBVMTiNQ+09KaeTtfX8OWPz+fuN16xj407TOupHMaY0w5WTA1gShXMI3FYmy64lGIuJWW6scNZuA5M0sunzHGlJMFUxOIcjXzhucuIfzc8sTtQRcdav2kxpg+x4KpCUQ5aqaxaIxNv3w8cbtpxniaD5xYctmMMabcLJiaQJSjZtrxwGK69IPE7YHf/WTJ5TLGmCBYMDWBSJka01x4MI3FYmz+03OJ2y2HC427jSxL2YwxptwsmJpARH25eesaC2/mDT+/nK4FqxO3+39l/7KUyxhjgmDB1AQi1unrMy2iZrrlj8laadOM8TROHVGWchljTBAsN68pu1g0mjIAqdA+064lHxF+8t3E7f5f3rdsZTOmlojITsD3gUOBkcBHwDPAb1X1wRzHbQ9cBBwHjAXWAfOAn6vqMwWWYRbwqHdzoqou6Wb/OcAZwOOqOquQx+pNVjM1ZedfyxQgVGAzb9s/Xktcb5gyjKZPTChHsYypKSJyOPAq8GVge2AREMEFyAdE5Mosx40AngW+DYwAXgNiwGeBuSLy5eBLX3ksmJqy8zfxQmHNvLFwF1v/uSBxu9/JexIKhcpWNmNqgYgMA/4K9AP+BoxW1b1UdQxwGi6oniciJ2Y4/BZgMvAgMFZV9wFG42q49cC1IrJrDzyNimLB1JRdNJwaTAsZgNT+8FvE1nnHNzfQ75ip5SyaMbXiLGAosASYraob4htU9WbgD97Ns/0HeU2yBwGbgVNVdZ13TFRVrwBuAhqBCwMuf8WxYGrKzt9fSl09oYb8Mxa13ZZs4m05fGfqBreUs2jG1Ip3cTXT36lqR4bt8Q/a+LT7Z3uXd6rqhxmOu9a7PF5EyrO2YpWwAUim7Px9pqHG/INh5IPNhJ9Zlrjd+rk9ylouY2qFqt6Ca67NZh/v8s20+2d4l3OzHPcc0AX0987xZLFlLETaIKbunKmqc4IrTWYWTE3ZFRtM2+9XiLqE9nWjBtG499iyl82YWiYiQ4BvAWfiguIVvm11wCTv5tuZjlfVThFZgavR7kwPBVNgA240cTaTgFHe9WU59guMBVNTdlFfMK0rJJje83rier+jdiFUZwOPTHarp17ZCjT1djnKIDxy0flbu9+teN5Ao0uBKUAzsBz4uqo+4dttKMmY8AHZrcUF02EBFDUjVX0ZOCDTNhGZCjzl3fyRqj7SU+Xys2Bqyi4lYUOeSe67lq+n87VVidstR9pgQZPd6qlXXgWcS3WM+4iunnrl1SMXnf/tAB9jP2A33+2hwNEi8oSqbvLu8w+7T53flir+AS8m6fa7IlLEYZl503juBQYDfwcuKdvJC1QNb0TTxxTTzNt+3xuJ6w2Tt6dBhpe9XKaqnEP1fH/V4Z5PkK4GBuCmuMzGBcSzgUdEJF6pihR4zlgR5XgB11yb6+/9fE4kIq3Av3C15OeAM1S1mDKVhdVMTdkVE0w7Hk6Og2g5YhebW2q68xuqp2YawT2fwKjqe97VLcD1IvIM8ApuENHpwBzcdJi4XB/ceHNTMU3TJxWQASnXPnXAzcC+uCbr41Q1V206cBZMTdnFCuwzjazeROf8ZFL75kN3CqRcpnqMXHT+t1dPvfIHWJ9pUVRVReR24FRgFslg2oHrU90+x+HxvtK8apAB+SUuk9MW4FhVXd3N/oGzYGrKzp+0IdTY3O3+HY++lbheP24wDVN6bFyDqWBeAOrRIFQpRGQ7YCKwNMt8UYCl3uVIcIkZRESBPYAJWc7biGsqBlhctgIXQETOxY1IjgKnqeorvVGOdNXQRGL6mFhnco54Pnl52x9JBtPmQ3ayJl5jSvc8rn8yVx7deMKGFb77nvUuZ5DZfrhKWDvwcikFLIaIHANc5d38vqre2dNlyMaCqSm7QvpMoxvbCT+bnBbW8ilr4jWmDB7wLs/yapMpRGQCLnE9uEE8cX/3Lj/n1W7Tfd27vEVV2zJsD4yIfAyX1akO+LOqZkzU31ssmJqyKySYhp9aCl1Rt+/QfjROH51zf2NMXq7EjdjdCbjZS3wPgIhMB/6NG0j0BOCv3T2MG1E7GLjDm3qCiNSJyAW4JPmd+JI99AQR2REX9Pvjyv61nnz8fFifqSk7f59pdwOQOuYm1y1tPnAioXr7fWdMqVT1HRE5GZdS8HPAMV5/aAsucxG4dU1P9E8nUdWYiHwJeBw4EFgqIguAMbi+1RguXV8yw0rP+A3JDEch4C5vakx9hn1fVtVze6xkHgumpuxSaqY5kjbEYrHUYHrAxEDLZUwtUdW7RWRP4HzgMGBX3ICtubjVX/6kqp0ZjnvHq71eCBwLTPOOux+3OHi+OXLLaZDv+mHd7NsVZEGysWBqyi7fZt6uNz8k+r43tS0EzbYIuDFlpapvUUSTqDcC+DveX6lleAxXm8x3/9kkV6+J3zer1HIELZA2NREZGcR5TWXIN5iGn0zWSht3H0nddsVkJzPGmN4XVM10mYj8G/gz8K9MTQmmekU78+sz9TfxNlkTrzGmggU12qMeOAq4FVgpIleJyF4BPZbpY1Jrppn7TGNtnYRffC9x2/pLjTGVLKhgOh64CLfw7PbAN4EXReQlETlXRHKlqjIVLjWYZs6AFH55RXJKTP8mGqeNyrifMcZUgkCCqaq+p6o/VdVdcJk0fg+sB/bCZa9YISK3ishRXsJiU0VSMyBlbub1J2po2mcsoQZ7GxhjKlfg32Cq+qyqfh03R+hk4G5cTsUTgbuA90TkZyKyS9BlMT0jNTdvlmD6/PLE9aZ9xwVeJmOMCVKPVQdUNayq/1DV43CrDnwXl/F/BG4e1EIReUJEju+pMplgpKwak2GeaXRLmM4FyUUemvbfsUfKZYwxQenReaZePshTgROA6STnHr2Ky65xADDTGwl8kqpu6cnymfLobmpM50u+/tJBzTTsskOPlc0YY4IQeDAVkUHA54EvAjO9u0PAR8BfcFk4XhWRetz6dL8FDgd+BZwVdPlM+XUXTMPP+fpLPzbOUggaYypeIMHUC4xH4gLo0bjFZkO4vtKHgD8Bd6hqOH6MqkaA20VkMy5t1WexYFqRug+mvv7S/ay/1BhT+YKqma7CTYmJN+O+g1vJfY6qvpftIM8b3qWlOqxQKUkb0vpMo5s76Fzk6y+1YGqMqQJBBaxhuOV/bsM14z5WwLEtwP8BLwZQLtMDctVMwy++BxG3SEVocAsNYv2lxpjKF1QwPRv4q6puKvRAVV3sHW8qUCzSBZHkog3bBNPnUqfEhOryzn9tjDF9VlAjP0bi5pF2S0QuFJEbAyqH6WGxro6U2+nBtPOlZCu/zS81xlSLoILpJcCX89z3RNxgI1MFYr6EDZAaTGMdXXQuXJO43TR9TI+VyxhjglRyM6+IjAc+lWHTCBHJFVBDuBy+uwObSy2H6Ruivv5SgDpfovvOBauT80v7NdIgw3u0bMYYE5Ry9Jm+D1wKjPbdFwOmAH/I4/gQbrqMqQL+wUeE6qA++RYLv7Iicb1x2khCjfU9WTRjjAlMycFUVdtE5HvAT3x3jwc6gNWZjwLcnNPNwMvAeaWWw/QN6SN5Q6HkAKPOl1cmrjdaE68xpoqUZTSvqt4M3By/LSJR4HlV/WQ5zm8qRyxLkvtYLEbnK8lg2rSXBVNjTPUIamrMpcCybvcyVSeaJcl9ZOl6oh9tTdxu3Gs0xhhTLQIJpqp6aRDnNX1ftoQN4ZeT/aUNk7enbnDmpdmMMaYSlWM07yHe1adUtT3tvryp6iOllsX0vmzBtNM/+Ghva+I1xlSXctRMH8INJpoKLPbdFyvgHLEylcX0slhn5j7Tzpd8wdT6S40xVaZcASxT8odC8sRZTrkqkWlh8OiGdrreXpu435I1GGOqTTmmxmwTSDPdZ2pDtCM5yCjU2AxA5/xVyfuG9qN+/JAeL5cxxgTJgp4pq5Rg2tQf8DIfeZqmjUqZe2qMMdWgx/spRaQf8GmgHnhCVT/q6TKY4MTCWxLX65q9YDo/GUwbdh/Z42UyxpigBVYzFZExIvI7LztS/L5dgTeBO3BrnS4Rkc8HVQbT86IdqcE0FoulNPM2TrNgaoypPoEEUxEZDjwDfA34hG/T70nm8N0EDABu9IKsqQL+YBpq7k90zWaiHybva7SaqTGmCgVVM/0WMAZ4C/g/ABGZAhwARICZqjoE+Bmuqfk7AZXD9LBYWs20c0GyVlo3ehD12/fvjWIZY0ygggqmRwJdwOGqeo9331He5TxVfca7fjGwHig4yYPpm9Kbef39pVYrNcZUq6CC6SRgsaou8d13KC45w4PxO1S1E3iX1OXbTAWLpTXz+kfyWn+pMaZaBRVM+wGJ2fsi0gDEV5B5LG3fVgrLlmT6sNSpMa10LvTXTEf1RpGMMSZwQQXTlcBEEWn0bn8SN9hoE25gEuBG/OJqsbbCTJWI+qbGsBFiGzvc9RA07jaidwpljDEBCyqYPgoMAa4QkT1wC4fHgHtUNQIgIjsAN+IGID0cUDlMD/M380ZXdiSu10/cjroBzb1RJGOMCVxQSRuuAE7Cjer9Fi73bqd3PyJyIC6A1gMbgP8p5cFEpBW4ADgFmIirAb8IXKWq9xVxvgm4vtxcXlXVvQo9d7XzD0CKLE8mvbfBR8aYahZIzVRVFTgMeB7oAOYDx6rqa94uK3GBfAFumsySYh9LRPoDj+BGBk8CFgJbvMe/V0QuLuK0e3qXHwHzsvy9XGyZq1lKMF3in19q/aXGmOoVWDpBVX0a+HiWze8Ce/mCayl+C+wPvIIL2MsBROSLwJ+AS0Rknqo+VMA548H076r69TKUsWb4m3kjb2+hHrdyjI3kNcZUs15JdK+q0XIEUhGZDJyOW0/1tHgg9R7jRlxSCIBLCjx1PJjOL7WMtSQWjaQuDt7mvb0a6mjcZYdeKpUxxgQv8ET3Xn/mYO+xsi4XoqrFjOj9Iq7fdZ6qLsqw/VrgImCmiOxYwGPEg+mCIspUs2K+aTEARJsAaNh5OKFmW/vdGFO9AvuGE5EjcKN49+xuX9xI32LKMsO7nJtpo6quEJGlwHjgINzo4ZxEZACu7xWsZloQf38pQMgLpjb4yBhT7QIJpiJyAHAXrhk5n8Uri13gcop3+XaOfZbggunOeZ5zD688K4HhInIeMB33Wi0G/qqq84oqbZVLmWMaC0HUTTO2/lJjTLULqmZ6Aa759TXgUuB1oC3nEcWJd8R9kGOftd7lsDzPGa9JDwUW4Z5H3KHAN0TkT8DZXjrEbonIwiybJudZporgH3xEtJGQ9xvJaqbGmGoXVDD9BC6d4OGquiagxwCXihB8qQsziAfx1hz7+MWDaQtuybircavfjMT10V4MfBk35ec/CylstUtZfs1r4qWlgYbJ+f6OMcaYyhRUMO0PLAw4kIJbzi3fEcn55v990jvny6p6je/+ZcBPRGQJcBNwtoj8VlWz1ToTVHW3TPd7NdapeZarz0vpM414/aVTRxBq6JVB48YY02OCCqZLgZ5IxLoZ1xzbkmOfft7l1hz7JKjqX4C/5NruJYLYCTgOlyTCkLZiTLy/1Jp4jTE1IKgqw63AaBH5VEDnj/vQu9w+xz7xNsb3y/i48exHE8t4zoqXqZm3cZplPjLGVL+ggunluBrbDSJynIgEleH8de9yQo594tsW53tSEWkUkfocu8Rft7wGINWKjM28VjM1xtSAoJp5rwPeA3YHbgciIvIREM6yf0xVxxfxOM8Cx5Kcb5pCRMYCO3o3n+ruZCIyFDfNZihwIq7smUz3LjMliqhZ/qQNoWgToUEt1O84pBdLZIwxPSOomukpwGe86yFc0N4BGJvjrxi3epezREQybD/bu3w8n2T6qroOiK9mPTvTPiLyOdyUljDZg21NSqmZRpto3H0EoVCxU4iNMaZyBFUzPTOg86ZQ1TdF5GbgVOB2ETlOVd8CEJHTge95u/44/Vgvr28jsEFVV/k2XQ7cABwjIpcDl6hqh3fM54A/e/v9XFVXBvG8KlXMl7QhFGm0lWKMMTUjkGCqqtcHcd4svglM8/7eEJH5uGbaeLPxhVlWjHnY2+d6fLVQVb3RW9D8POD7uCQNb+JGJ4/xdrsON9/U+KQPQLL+UmNMraj4CYCquhbXZ3opbpDRrrjRvY8DJ6rqT4s45/m4bEd34pI+7IGrxd4NHK2qX1HVaHmeQfWIbNiQvBFtsjSCxpiaEehSHt4o3tnAMcAuwGBVHS4iw4ArgSuzrPZSEFXdgltm7ZICjpnQzfaHgELWQK15kQ/WJq7XtQygfsTAXiyNMcb0nMBqpiKyM/Aq8DvgSNxKLNt5m8cDZwAviMhxQZXB9KzIR+sS1+tHWgpBY0ztCCSYishg4N+4lVqWAb8gdWWXDcAbuMxFfxeR3YMoh+lZ0Y0bE9cbxthi4MaY2hFUzfQ7uNrn3cCuXh9kfMoJ3ojbacAduL7I7wZUDtNDYrEY0a2bErcbJ1h/qTGmdgQVTE/AZQc6S1UzruiiqhHgq7jVVw4OqBymh0RWbCAWS/6rGyaN7sXSGGNMzwoqmE7CrRqTMx+uqn4IKGATEitc5/zVxOqS2RXrtxvai6UxxpieFVQwjZJcrSWfMnQEVA7TQzoXrIb6ZLbIuub+vVgaY4zpWUEF07eAySKSs+NMRMbh1vN8K6BymB7SuWA1sToLpsaY2hRUMP0nbg7rb0UkY3JWbw7qH3G5e+8KqBymB8QiUToXrgJfM2/IgqkxpoYElbThKuDLwPHAsyJyCy7RPSJyBG41mbNwC2yvAn4dUDlMD+h65yNi7VshFEvcV9dkwdQYUzuCys27yQua/wL2AT7m23y3dxnCBdJjvdVaTIXqnL8qpYkXrJnXGFNbAsuApKpvAHvi5pw+CXwERICNwPPA/wN2U9UXgyqD6Rmd81dBWjANNbf2UmmMMabnBZqbV1W3Ar/y/kyV6lywmli9r7+0sYVQXX0vlsgYY3pW2YOpN7DoQGAWsCNuBZcYsA54HZgLPKmqsWznMJUj1tFFl34AzcmaqQ0+MsbUmrIFUxFpBL6FW5B7O9+mEC6Y+q30Ft6+1pYyq2ydb7wPXVFi/WxajDGmdpWlz1REBuES21+Bq4mGgE3AfGAe8ALwJtDlbRsDXA3cJyL2zVvBOl9bBUDMEjYYY2pYuWqmf8c160aA3wO/V9X56TuJSBOwH/AV4DTg08CNuFy+pgJ1znfB1D8AyZp5jTG1puRgKiJHA4fhRukeo6pPZttXVcO4PtO5IvIn3NSZ40TkYFV9tNSymJ7XOd8tBpSS/cjmmBpjakw5mnlPx/WJfidXIE2nqo8D/41r9j2tDOUwPSy6vo3IUm+KcEozr02LMcbUlnIE071xiepvKuLYObim4f3KUA7TwzoXJpaoJdY/OcbMmnmNMbWmHMF0JPCOqnZ2u2caVd0CvIObQmMqTLyJF6B+RFPiug1AMsbUmnIE037AhhKOXwfYt28FSgw+AkLDkt3vVjM1xtSacgTTelxTbbE6y1QO04NisVhiWgxAaHBycSCrmRpjao0FMVOU6KpNRNduTd4xIHnVgqkxptZYMDVF6VyQrJXWjx1MjPbE7ZBNjTHG1JhyJW0YLCKfLPbYMpXB9KDwKysT1xunjaKjY0vitk2NMcbUmnIF090BS7pQQzr9wXSv0USXJpt8rZnXGFNrytXMGyrxz1SQWEcXnQvXJG43TR9DzFcztdG8xphaU46a6cQynMNUkM5Fa6DTG8Dd0kCDDCca9jfzWjA1xtSWkoOpqi4tR0FM5eh8eUXieuO0UYQa64l2WDA1xtQuG81rCuYffNS012gAa+Y1xtQ0C6amILFYLLVmOn0MsVjMaqbGmJpmwdQUJLJ8fUqyhqY9RxHrCkM0mQTLaqbGmFpjwdQUxD8lpn7idtQNbU1p4gVbz9QYU3ssmJqChH1NvPH+0mh6MLWaqTGmxlgwNQVJSdYwfQyQOviI+kZCDY09XSxjjOlVFkxN3qKbOuha/EHidqJmanNMjTE1zoKpyVv4xfcg5q6HBrdQP2l7ABvJa4ypeRZMTd7Czy1LXG/adxyhOpcJ0uaYGmNqnQVTk7fw88sT15v2HZe4bjVTY0yts2Bq8hLd1EHX6+8nbjftZ8HUGGPiLJiavIRfeg+irsM0NKQfDTsNT2yLdSSTOISabC1TY0ztsWBq8hJ+zt/EOzbRXwpWMzXGGAumJi+p/aU7pmyL2gAkY0yNs2BquhXd1EHXIt9i4L7+UkgdzVvXMqDHymWMMX2FBVPTrW36S6cMS9mekrTB8vIaY2qQBVPTrfCz/vmlqf2lYPNMjTHGgqnpVvjppYnr6f2lYAOQjDHGgqnJKfLBZro0mY+3eeaEbfaxYGqMqXUWTE1O4XlLEtfrRg+ifsLQbfZJmWfabPNMjTG1x4KpyanDF0ybZ04gFApts4/VTI0xtc6CqckqFommBtMDJmbcz4KpMabWWTA1WXUtWkNsfZu7UR+i6ePjM+4XC9toXmNMbbNgarJqf/ydxPXGPUdTN7A5435WMzXG1DoLpiarjkffSlxvnjU5634pGZAsaYMxpgZZMDUZRVZuTFlyreXgKRn3i3WFiXWFE7dDlk7QGFODLJiajNofS9ZK68cPpX7Sdhn3i7ZvTrld12zB1BhTeyyYmow6Hn07cb354MkZp8QARDvSgqnVTI0xNciCqdlGdFNHSj7elkN2yr5v+6bE9VBjC6H6hkDLZowxfZEFU7ONjoffhK4oAKGh/Wjca3TWff3NvHUtAwMvmzHG9EUWTM022u59I3G95bCdCTVkf5v4a6bWxGuMqVUWTE2K6EdbCT+9JHG735G75tw/5quZhqxmaoypURZMTYr2BxZDxC0EXrfDABr3HpNz/5SaqY3kNcbUKAumJkXbva8nrrd8RgjV536L+EfzWjOvMaZWWTA1CV1L1tH5wnuJ2y1H7NLtMakDkCyYGmNqkwVTk9B2+/zE9YYpw2jcY1S3x9hoXmOMsWBqPLHOCG13LEjc7ve5aVkTNfhZn6kxxlgwNZ6OJ94h+qGXsL6xnn7HTM3ruJRg2s9qpsaY2mTB1ACw9S8vJa63fHon6oa25nVcytQYq5kaY2qUBVND5+trCD+TTB/YespeeR+bmrTBaqbGmNpkwdSw5foXEtcbdh9J4z5j8z7WMiAZY4wF05oXWb2Jdl/6wP6z98lr4FHi+C3rEtfr+w8ta9mMMaZSWDCtcZuveSqR1L5u1CBaDpOCjvcH0zoLpsaYGmXBtIZ1LV2XMrd0wFf2y5nUPpPoVl/NtNWCqTGmNlkwrWGbfzMvkYe3ftxg+p2wR0HHRzs7iIXbEretZmqMqVUWTGtU+IXltN+TzMM74BszCTXVF3SO6Nb1Kbetz9QYU6ssmNagWDjChkseTNxukOG0HJV7qbVMor7+UuobCTXlNzfVGGOqjQXTGrTlD88QeWetuxGCQZcc1u3qMJlEfDXT+tYhBY0CNsaYamLBtMaEX1jO5mueTtxuPWUvmvYcXdS5IpvXJq7X9d+u5LIZY0ylsmBaQyJrt7D+vLsh6g06GjOYAd/+ZPHn27Aqcb1h8MiSy2eMMZWqobcLUA4i0gpcAJwCTAQ2AS8CV6nqfUWec0fgh8BngB2AD4CHgctV9fVcx/ZF0S1h1p19G9H3vVy6DXUM/sUx1A1sLvqcXRvWJK43DB5RahGNMaZiVXzNVET6A48AFwOTgIXAFuAw4F4RubiIcwrwEvAfwADgVaAF+CLwkogcXp7S94zo1jDrz/0nXQuTwW/g+bNoymO90ly61idrpvVDSjuXMcZUsooPpsBvgf2BV4DJqrq3qo4HvgR0AZeIyKfzPZmINAB3A9sDNwKjVHVfYBTwG1xQ/ZuIbF/epxGMyNotrDvzltRE9qfvTevpe5d+bn8zrwVTY0wNq+hgKiKTgdOBKHCaqi6Pb1PVG4GfeTcvKeC0pwNTgGXAWara5p0vDHwTeBIYAnyn1PIHrePppaw98QY6569O3Ndy9K4M/P4hZRl527k28XJbn6kxpqZVdDDFNbvWA0+r6qIM26/1Lmd6faD5mO1d3ugF0ARVjQG/925+ocCy9pjImk2s/8G9rPuPvyf7SIHWU6cz+PIjCdWVHkhjsRjh1Zq43Thy55LPaYwxlarSg+kM73Jupo2qugJY6t08qLuTiUgdsF+ucwLzvMtJIjIuz3IGLhaNEX5lBRt+cB8fHPYH2u9YmNzYUMfA7x/MwAs/VdR80ky61q9MWRi8aWRhCfKNMaaaVPpo3ine5ds59lkCjAfyqTqNAfp1c87lQARXI97Zu93jolvCRJato3PBasIvrSD87DKiqzdts1/DTsMYfPmRNE4t72jb9reSc1Ubho6hvv+Qsp7fGGMqSaUH0x28yw9y7BPPLDCsgPNlPaeqRkRkA7BdnucsWueiNXQ8+hbR9e1EN7YT29hOdH0bkfc2EF27NeexdcP7M+AbM+l3wrSCV4LJJRaLsXXBA6y940eJ+/rJgWU7vzHGVKJKD6bxZLDtOfaJL2uST+JY/z7lOicisjDLpl2WLVvGUUcdtc2GWFeEyNL1EIvl8xAJoX6NhAa1UNe/Ca6/B64v6PBuRTs20/lhvOXctXI3Ll9O3b+2fQ7GZPLWW2/dparH9nY5jCmnSg+mEfLv980nKkUKfPzCIt22ouFweMtbb71VvqbiNu9vTXc7FmWyu2hObQJ/b01gD1jFvNcyZxeFMaZCVHow3QwMxc39zCbeB5q7XTR5vrgWstdOCzknqrpbPvv1dfEadrU8n95kr6Ux1aXSR/N+6F3mSqAQ79d8v4DzZT2nl9RhcAHnNMYYU+UqPZjGc+ROyLFPfNvi7k6mkgyzoQAACvxJREFUqiuBDd2ccxxuJG9e5zTGGFP9Kj2YPutdzsi0UUTGAvFkDU/lec7ncp0T+IR3udQLvsYYY2pcpQfTW73LWV5y+nRne5ePq+qSPM/5d+/yTBFpynHOOXmezxhjTJWr6GCqqm8CN+OaXW8XkXgSB0TkdOB73s0fpx8rIpNFZBcRSc/QfhNuhOUk4GYRGejt3yQivwYOwDUFX13u52OMMaYyhWIFzmPsa7zVWx4FpuGmtszHjfAd7+1yoar+NMNxS7x9rlfV2Wnb9gUexA002gy8gQuu2wFh4DOq+mj5n40xxphKVNE1UwBVXYvr37wUNyBoV9xI3MeBEzMF0jzO+TywJ/BHYL13PQrcBuxvgdQYY4xfxddMjTHGmN5W8TVTY4wxprdZMDXGGGNKZMHUGGOMKZEFU2OMMaZEFkyNMcaYElX6qjGmSCLSClwAnAJMBDYBLwJXqep9RZ5zR+CHwGdwC61/ADwMXK6qr+c6ttJ5qSv/C/fc43Oc3wXuBn6hqnkviuBl3toMNObYbYOqDimyuMaYMrOpMTVIRPrjgtz+QCewADc3N57H+BJVvbTAcwowzzvPBuBNkoku2oHjVfXfZXkCfYyIHAjcBQzBJQ55C5eVa6J3uRo4XFVfy/N8ewKv4Jb4eznLbptU9YgSi26MKRMLpjVIROYAZ+C+sI9V1eXe/V8E/oRrsThUVR/K83wNuBV8pgA3Al9T1TavhvUL4Bxc8ospXpKNqiEiQ3DJQoYD9wNfVtVV3rZJwA3ATFwtdaqqZlsj13/OLwHXA/dbwDSmMlifaY0RkcnA6biMTqfFAymAqt4I/My7eUkBpz0dF0iXAWepapt3vjDwTeBJXK3tO6WWvw+ajQukK4GT44EUQFXfAT4LrMPVUj+X5zn39C7nl6+YxpggWTCtPV/ENT0+raqLMmy/1ruc6fWB5mO2d3mjF0ATVDUG/N67+YUCy1oJDvYu71bVTekbVfUDksv/7ZvnOePBdEGJZTPG9BALprUnvk7r3EwbVXUFsNS7eVB3JxOROmC/XOfE9aUCTBKRcXmWs1L8GPgSrnk8m5B3WZ9jHz+rmRpTYWw0b+2JL1P3do59luBGpO6cx/nGAP26Oedy3MCceu+cy7PsV3G8RRGez7ZdRIYBs7ybC7s7n4iMBobhXq9NInIhbqBYK67f9fZiR1sbY4JjwbT27OBdfpBjn/ggoWEFnC/rOVU1IiIbcCN78zlnNfkVLhBuxa061J14rTSGq5m2pG0/S0TuAb6QqVnZGNM7rJm39rR6l7lGlbal7ZvP+cp5zqogIhcBp3o3f5TnXNN4MG0A/gXsg6v5jwS+gZsPfBRwS3lLa4wphdVMa0+E/H9E5TNvKlLg49fEXCwRuZjkiOg7gZ/neehrwDXAalX9ke/+duB3IvIa8ARwhIgcYU2+xvQNFkxrz2ZgKNs2H/rF+0C35nm+uBay104LOWfF8ubc/hb4qnfXv4FTvFHN3VLVe4F7c2yfKyIPAYfipt1YMDWmD7Bm3trzoXe5fY594v2a+TRLfui7nvGcXoAZXMA5K5KIDMIFwnggvQWXFKPbRA0FimdFmljm8xpjimTBtPbEc+ROyLFPfNvi7k6mqitx6QNznXMcyWkh3Z6zEnm5eefhaowAV+IGCYWzH5X1XPXeD5Bs4p/bzkLPbYwJhgXT2vOsdzkj00YvKMSTNTyVaZ8Mnst1TuAT3uVSL/hWFW86y2PA7rg+5K+r6gX5Nu2mnWsJLkh+M8due3uXmZJuGGN6gQXT2nOrdznLS06f7mzv8nFVXZLnOf/uXZ7p5ePNds45eZ6vYnjP9y5gMhAGTlLVa3MfldMiXJKH0zPVTkVkP5JZl/5WwuMYY8rIgmmNUdU3gZtxza63i0g8iQMicjrwPe/mj9OPFZHJIrKLiIxK23QTLmHDJOBmERno7d8kIr8GDsA1BV9d7ufTB3wP+Jh3/Ruq+s98DhKRHb3XMj1l4xW4Ec/Tgeu8ftj4MbNwI4NDwE2q+kKphTfGlIetGlODRGR74FFgGq5Zcj5uhG98Hc4LVfWnGY5b4u1zvarOTtu2L/AgbqDRZuANkkuwhYHPqOqj5X82vcerla7GvXZdJJvQs7k3/rqKyGO4dI2Pq+qstPN+E/gl7gdPG6C41zU+4Ohe4MQABjYZY4pkNdMa5C2DNgO4FDcgaFfcSNzHcV/S2wTSPM75PC7hwB9xy63tiVuZ5jZg/2oLpJ5puEAKbprZzG7+8knPiKr+Gvf/+SvwEbAbLpg+gluo4GgLpMb0LVYzNcYYY0pkNVNjjDGmRBZMjTHGmBJZMDXGGGNKZMHUGGOMKZEFU2OMMaZEFkyNMcaYElkwNcYYY0pkwdQYY4wpkQVTY4wxpkQWTI0xxpgSWTA1xhhjSmTB1BhjjCmRBVNTUUTkchFpj6/DKiJzRCTmLWmWz/Ex7292ieX4oohEReTwUs5jjKkOFkxNxRCRA4ALgF+r6lu9XJybgOeAOSIytLudjTHVzYKpqQgi0gBci1srteD1VstNVWPAecBI4Ge9XBxjTC+zYGoqxVm4RbKvUtX1vV0YAFWdi1uw+ywR2a23y2OM6T0WTE2fJyKNwEVABPhjLxcn3bW4z9EPe7sgxpje09DbBTAmDycCY4AHVHVluU8uInOAM/LZV1VDaXfdCWwEThCRMaq6oszFM8ZUAKuZmkrwee/ynoDOvxiYl+Mv4u23LP1AVQ3jmnobgM8FVD5jTB9nNVPTp4lIPXCwd3NuEI+hqj8ly6AmEbkQmAlsBo7Jcoq5wPHAocCvgiijMaZvs2Bq+rrpwGAgCizKsd9BIhIr5wOLyBeAy7zH/oKqvpZl1//fzv2E2BSGcRz/Dgt/ExkzGxuhZyNZCgsLGyU22ImhSVmTpVITC9mxUhJlayFWslNWlJSH7CgWKOVPGY3FOZfbNOZenXudc+98P5t3znTe8z6b26/z532etdWwODN//uU8SUPKMFXTbSjHt5n5fZ7zPvMn1Oazs5tFyz2t14ER4HRm3p3n9CzHlcA64F03a0gaHoapmm6sHDtth3mSmbs7Xaybu9eI2AzcAZYA1zLzcocp7bWNYZhKC44fIKnpWt2Fvv6PxSJiFLgPrAUeAqe6mPal7W+7IUkLkGGqpms92l3d74UiYinFVpeNwCvgYGb+6GJqe4B+60dtkprNMFXTtR6ZjvZzkYgYAW4AO4BPwL7M/Njl9Pba3ve6NknNZ5iq6Vof96yJiOV9XOcCcBiYBg5l5st/mLu+HL8yx15UScPPMFXTPaV4J7kI2N6PBSJiEjgLzAAnMvPBP16i9YXwo7IBvqQFxq951WiZ+SMiHgD7gV0U3YZ6JiLGgavl4QeKtoBHgKUU22Jmm8rM+7P+t6sc7/WyNkmDwzDVILhJEaZ7gfM9vvYy/vwORoEDHc4fbz+IiFUU71mngds9rk3SgBiZmfGplJqtbCn4AtgEbMnM5zWX9FtEnAKuANcz83jd9Uiqh+9M1Xhle76p8nCyzlrmMEnRCH+q04mShpdhqkFxi+LudKJsrFC7iNgDbKO4K31ddz2S6mOYaiBk5jRwDFgBnKu3GoiIRcAl4A1wpuZyJNXMMNXAyMzHwEXgZNk/t05Hga3ARGZ26hssacj5AZIkSRV5ZypJUkWGqSRJFRmmkiRVZJhKklSRYSpJUkWGqSRJFRmmkiRVZJhKklSRYSpJUkWGqSRJFRmmkiRVZJhKklSRYSpJUkWGqSRJFf0Cgd+KwrKG1rMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 495x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"xlabel = {\n",
" 'stim_energy': 'Coherence energy',\n",
" 'stim_half_width': '(Hz)',\n",
" 'stim_p_max': 'Peak coherence',\n",
" 'stim_strength': 'Ratio',\n",
" 'stim_vec_len': 'a.u.',\n",
" 'stim_ang': 'rad'\n",
"}\n",
"# key = 'theta_energy'\n",
"# key = 'theta_peak'\n",
"for cell_type in ['gridcell', 'ns_inhibited', 'ns_not_inhibited']:\n",
" for key in xlabel:\n",
" fig = plt.figure(figsize=(3.3,2.2))\n",
" plt.suptitle(key + ' ' + cell_type)\n",
" legend_lines = []\n",
" for color, label in zip(colors[1::2], labels[1::2]):\n",
" legend_lines.append(matplotlib.lines.Line2D([0], [0], color=color, label=label))\n",
" sns.kdeplot(data=results[cell_type][key].loc[:,labels[1::2]], cumulative=True, legend=False, palette=colors[1::2], 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",
" despine()\n",
" figname = f'spike-lfp-coherence-histogram-{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": [
"## polar plot"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"from septum_mec.analysis.statistics import VonMisesKDE"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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CmQR0SNLAsKTVwC1KqccC6n7iJCh5AT2IPJu6AZ8vOcDpzUnmYuj8GFV5J0Ip9RzaIOVv6PXuIrRQ2oNOMjIXGKKU+leQuqvQ66ufoR+A+4HKYCrJSCEiJ6AF1S/Rwtc3oMf/icj1Iep1R1vNX4c2llqNnl2dgZ7B1BuwiMgA9KxmDNpAyM/NK5zwl0qpv6INAO91zlmI/n53oR/W56HjRwf10VVKFSilTnL6+Rpay1HptPMJOj75EUqpnxrrS6RRSj2L9vu/A72Mko++tjx0utUrgcOUUm3pBhbYxyql1NlodfhbaJ/tCnQwlUfQ975vzPGGfMpb0o/t6KQel6F/tzz0QPAbdOKcqTSSaUwptQQ9M78LnQ60CH0t2WiBfphzvwWr+2/0b/U79PXuQf9WBU5/fgscrJRa2YLLNHRiLNtuMxsUwwGEiPRBqzmT0UFjzvGuxTkxmZc4x85VAfmQReQDtOr/PXSyjnxnHfY3wN1oYXioUup7nzoPoKOjHaV0zuYktLFPnFIqlCGRoZMhIjPQmcIAzlRKvdqe/TEY2gMz4za0FjegBfNO4FRfAxql1HvU5Uq+V0RqLeBFZBJaaBejVf75Tp0apdQCtIFYFDophi+D0G4xG5zyRei1wUgnMzG0AiLyFxF5WkRuaKSor3Fdm+Y0Nxg6CkZwG1qLU5zto0qpvUGOP4pWP/bEP1PWbGe7NIRvqtfq93THt93LD8BEx2ULEemGXhv8oXndN7QxsehMZn8TkcODFXAiBnqXSb5tKBa4wdCVMcZphtbCa/QWdB3OMebajM6QNE1EvOu+k5xtdjBXGrRBUhXa6Occ0bnA16HdiS4H1ojIOrS7TAqt6D7UUkJcX1PZqZqQ97oD8wTaK8INvOdY9X+CNrbMQkcDvAxtOFhFw6k1DYYujVnjNrQKIlKKfsieppR6K0SZbdSl2mwJA5RS2T5W5YehDZruUEo9GYH2W4UmZusKxR+VUvMi0E674xgdPoR/7PJA8tH5ut9soIzB0KUxM25Da7EJbQU8Gm0h7Iezrt1YXOomoZT6FB0y0tAJUUo97hgmXoWeYQ9GD/52o62xXwcWK6VCZeYyGA4IzIzb0CqIyJ/R/tvbgVGBLlQichvwJ+fjCqXU8SJyENo/FmC4kw0tWNsfA0cD85VS9aJbGQwGQ1fGzLgNrcV9wMVoVfiHInIt8DHa0vwSdHSuPehsT95gJg36xgbBjDoNBsMBh7EqN7QKTsCTU9Ez7hHo5Atl6GAmd6Gtyp9wintjafsG1AhMkuKL15q8reNpGwwGQ7tjBLeh1VBK/Q8Yjk708QZaeD+EDpJyFXVr3NucbTF1YSwbymfszcmcG9EOGwwGQyfAqMoNrYoTCOVe5xWIN7HFd07ZGhFRwCh0QoV6ODG3vZboGyLaWYPBYOgEmBm3oVUQkWNE5AYnXnmw4wPR2ZYA/uNz6AtnOyFE0+PQA84ydOxog8FgOKAwgtvQWkxCJ0OZH+L4XGcbmE/Ym5v4F07e4kCucrYvOvmTDQaD4YDCCG5Da/Es2lp8gojc4iQJQURiReQOtMV5OXUC3Mt/0BGzkoHXnUxhiIhLRH6LTiRSic6dbTAYDAccxo/b0GqIyDXAQufjLnQO4cFooVyGzmv9bpB6A4EP0alAy9FZxnoDPdAuYBc6aSoNBoPhgMMIbkOrIiLHo63KjwS6obOFvQcsUEqpBuploDOATUML8FJ0etC/KKXeb+1+GwwGQ0fFCG6DwWAwGDoRZo3bYDAYDIZOhBHcBoPBYDB0IozgNhgMBoOhE2EEt8FgMBgMnQgjuA0Gg8Fg6EQYwW0wGAwGQyfCCG6DwWAwGDoRRnAbDAaDwdCJMILbYDAYDIZOhBHcBoPBYDB0IozgNhgMBoOhE2EEt8FgMBgMnQgjuA0Gg8Fg6EQYwW0wGAwGQyfCCG6DwWAwGDoRRnAbDAaDwdCJMILbYDAYDIZOhBHcBoPBYDB0Ijzt3YG2RkR+CTwMXK6UejREmSHAzcCJQA9gL/A58A+l1Hsh6kQDxUBUA6cvVEqlBNQ7CrgXGAPkAHcqpR5v0kUZDD6IiAf4FDgCuFgp9WSQMtlAv0aaSlVKFfjUGQ78HfgZkAc8CCxQStkR6bjBYAiLA0pwi8gRwF8bKXMy8BoQB5QC64BMYDowXUTuUUr9JkjV4WihXQp8E6L5fQHnGgAsd+qtAwYAj4nIPqXUknCvy2AI4Ba00A6KiKSghXY1ekAaiqqAOv9GD2TXAD2Bu5w2GvxPGQyGyHLACG4RmQS8CnRroEwG8DxaaL8AXKmUKnSOnQc8BdwkIp8rpV4JqH6os/2vUurnYXbrOqAMOEwptUFEkoB/AbcBB4zgFhEXkAbEoO/JKGfrRguPSp9tCbDPzPKCIyKjgdsbKTbK2f6glPpZmE1fDKQDxyilPhWRGPR/5VaM4DYY2pQuL7hFJBat9p6LFgQNcRmQCmQDs5VS5d4DSqnnROQY4ErnFUpwf9eE7g0CPlRKbXDOUSQizwN3NqGNDo2IpKKvsyfQy9l6X70sy+oFZNH4b1OLZVn7RWQbsMPntT3g/Y9KqYoIXkqHx1mueQr9XZajB0LBaO69ulYp9SmAUqpcRJ4EzhCRdKVUXvN6bTAYmkqXFtwiMhhYARyEVunNBS4n9NreZvQs4htfoe3DamcbrL73YbimCV38AbhQRAYrpX4UkW7A2c7+ToeIpANjgcOAsZZlHQ70D1bW4/GQmZlpZ2VlWZmZmaSnpxMTE4PH48Hj8bB3715cLhdpaWlUVVVRXV1NVVUVJSUl5ObmxuXm5g7Ozc0dVFBQYIXoToWIrAZW+rzWdHFh/kfgEOB+4AxC3+fNvVcvE5HxSqkvnEHCLGCvEdoGQ9vSpQU30ActtD8HrlFKrRSRy0MVVkq9CLzYQHuHO9tggrU5s5gH0AOJNSLiXeNOAWY0oY12wVGVHgOMo05I9/Ued7lcDBgwgJEjRzJw4ECysrLIysoiMzOTzMxMUlJScLlcoYQua9euBWDEiBENdcOqqKggLy+P3Nxcdu/eTW5uLjt37uT777+PXrNmzdi9e/ce7lO+UkS+o06Qfwys6wpqdxE5EvgNsAGtvj6jgeLNuVefBH4LfCIi3jXuLOCGJnfWYDC0iK4uuHOAU5VSb7ekEccw51r0Ol8VsCDgeC8gAz2r3ycitwHjgXj0LP5VpdQ7ge0qpbJF5CS0VflhwFbgeqXUay3pb2shIpnAKcA0y7Km2LYdD1pIDxw4kJEjRzJixAhGjBjB8OHDiY+Pb/U+RUdH07NnT3r27FnvmG3bVm5uLmvWrGHt2rWsXbs26rvvvhuTl5d3GHrAhGVZm0XkDeAN4COlVGWrdzrCiEgcsBiw0Fbk+0UkVFk3MNL5uF1ErkcPwJKBbcBbwBKlVI1vPaVUoYicACykzqr8ZvTs3mAwtCGWbXf6yUaT8HGDCekO5lP2TLT6cTB6vXArcJVS6q2Acj8H3kYL9SogNkhzbwHnKqX2BTnWIRERCxgGTAWmAUcBlsvlYsyYMUyaNInDDz+cYcOGRVxIhznjbha7du1izZo1fPrpp/znP/+xd+zYYQFYllVk2/bbaCH+jq8rVEdGRB4Afg38TSl1k7MvG32f+7mDOS5d65yP+whurPklcLpSakfr9dpgMDSXrj7jbinjAF/JkQqcJiL/DRDAXtWjB+1KtgBYi57FnAncDZyKVsOf0tqdbikicih6/XI62iiJuLg4+9hjj7UmT57MxIkTSUtLa9c+toTu3bvTvXt3jj/+eObOnWsppVixYgUrVqxI+u67784BzgGqROQjtCfCs0qp/PbtdXAcb4k5wHq0DUdjHOrz/itgHnrZIBb4OXAP+r5/21nP7so2AQZDp8TMuBsu2wfIB5KAk9BuL5nA18AEpVSVU+4U4DRgp1JqfpB2fgb8F63KPCWY2ry9EZFEtMC6AscHuHv37vbxxx9vTZ48mfHjxxMTE8pIOfK05oy7IXJzc/nggw9YsWIFn3zyiV1RUWFZllVu2/YS4J9odXqH+NM4xoyr0XYcRyulvvA5lk3wGfcE9O9cA9wYqBIXkaHoOATxwNVKqYda9yoMBkNTMYK7aXUFWIWenQSNSNVA3eXoSGz/VEpd0ZTztiYicjAwx7KsC23bToiNjbVPPfVUa+bMmRx66KFYVkj7sValvQS3L6WlpSxfvpyXXnqJlStXencrYBHwRHsve4jIP9EujH9RSv0u4Fg2QQR3mO0+grYBeE8pdVJEOmswGCKGUZU3AaWUEpFXgfOASWhL23D5Bi24B0S+Z03DCXjyc7TB3YkAw4YN4+yzz2bq1KlWYmJiu/avoxAfH8/pp5/O6aefzo8//siSJUt49dVXhxYVFT1gWdadIvIYsFAptbGt++bYVVwGfA/8PsLNeyP/tfu9ajAY6mMEtw8ikoZ+WG1RSu0JUWyLs+0RUNcNWF71eRC8CV3azWrZEdhnWZY137btoS6Xi5NPPplZs2YxZsyYdptddwYGDx7MLbfcwnXXXWctW7aMxYsXJ/zwww/XAr8WkVeA25VS69uwS2c72+FAWSgrcuAJEXkCHehnEtTeB54G1q/b/V41GAyhMYLbn6+AgcDvgL+EKOMNarHNu8NRS/YFbkK7dgXjMGe7LsTxVsOxDj8RHVv6sPj4ePv888/nvPPOC+pGZQhNXFwcZ511Fr/4xS+szz//nMWLF1vvv//+L9ARxJ4A5imltjXWTgTYAHzSwPHD0Z4QPwC5OD7bIvJftHfAIrQlejDa7V41GAyNYwS3P8vR4UwvE5H7An16RaQ/dYEt3vQ5tA4t0C8Qkb8HzrpFZBww2fn4Qmt0PBROYpW7geOioqLsCy+8kCuuuMJKTU1ty250OSzLYsKECUyYMIFVq1Zxzz33uL/66qvLLMu60HHPurs1LdGVUn8G/hzquM8a958D1rjXoP22Z4jIbYHr9CLSj7rZfJveqwcqznNlc4jDNtpA9ifgHeA+pdTuNupaxBCR2cATwDalVB+f/R8AE9FZEcPximhznNC+F+GjtWpvTD5uf/4K7AeGAM85SUcAEJEx6AQgcWgL8aU+9Rag/2BjgEedZCHeepOcshbwjFLq61a+Bu95RUSWAF+6XK7jZsyYwfLly63f/e53GKEdWUaPHs3TTz/NI4884o0o91snsMvNItL6UWiaxn3oOOa9gRdFpHbJx3ED/BeQgL7HX22XHh7YrEFrUryvL4E96KA5twDrROSQ9uueoSNgZtw+KKU2ichMtL/1L4CpIqLQVuRDnWKfA2f6ugQppT4UkevQavKLgJlOvWTqDHzexonW1Zo4D+L5wCWA+/jjj+f6669nyJAhrX3qAxrLspg4cSLHHHMMy5Yt4/7770/atm3bXZZl/VpE/gA8rpSqbu9+KqV+EJHzgWfQBopbRGQD+lkwzCn2NXBGoKuYoU2Yo5T6IHCnkwdgMToexMsiMryL/D6z0K6HoWyKDEEwM+4AlFLL0EEqHkFnmhoOdEfHtb4SODaY4ZpS6u/ABHSSkr3owC3J6CQnFwKnKaXKWqvfImKJyPmWZX0PXH744Ye7n3/+eRYtWmSEdhvicrmYNm0a7777rjV37lxSUlJ6oO+lD5ykN+2Ok5J2NNovfTt6UNoT+AwdzGWCUmpv+/XQEIiTyOUitLZkKDquRKdHKfWTUmp9A8bAhiAccDNupVT/MMr8CPyyGW1/hXYVa1OcWfbDwPTU1FR73rx5nHTSScZKvB2Jjo7mwgsv5IwzzrDuv/9+nn766Z9ZlvWdiNyMdiFr1dlSY/e5Ukqhg+0YOglKqTwnwctYtOr83XbukqGdOOAEd1fCsRY/17KsB23bTj311FOZO3eu1ZnDkXY1EhMTmTt3LieddBK33HJLTE5Ozv3AmSJyiTNANBiaQpSzrRf8R0Q8wLnATLRnQDo6d8J2tObvXqXUhiD1TgZ+BRyJDutciF5rfwl4NJjboGPHcy06k+FgtPZ2E9ou4r5w4/wHM07zMdbbhdYEXYIeZB7sVFuD1mI9GSyKYaT61pExgruT4syyHwJOT0lJsefPn89JJ3UJ7VmXZNy4cbz55pvW3/72N5555plj2nL23d70eeJmN9BVRjJOz2YAACAASURBVJN7cy6+u11sFURkEHqmXUPAbNvJEPcWdd4r2WgXwO5oY9shaK+XY5RS3/jU+zU6vTBoAb8KnelwovM6S0RO8LXPEJFhaAv3/uiMiBvRRr0j0MGALhKRKRGIa2Ch1/UvBArQLpAD0QOMIwFBZ6jz/R7aqm/tilnj7mQ4a9nnWpa1Djj9lFNO4e2337aM0O74xMfHc/vtt/PUU0/Rq1evGHRKzPedB3KXpM8TN5+FFgi5XeS13bmmNkFE3CKSLiJT0QauLuAupdSWgKK/QwvtPcA4pdQApdQRSqm+6KQxO9DeArf6tJ1CXYric5VSvZ06A4CT0QJvEnCWT50EtCtsf7S3TF+llCilRqNj5r+FdkN8wxlMtIQs9NLjtUCGUmosegb+jHP8RifVcHv0rV0xM+5OhIjEAv8HzEpJSbHnzZvHlClT2rtbYWHbNhUVFZSXl9e+KioqqK6upqqqym/rizdGuGVZuN1uPB5P7dbj8RATE+P38ng6/i09fvz42tn3s88+e6wz+77QMRrravwTbaTZVchCX9OSVmr//Qai4IEWtLcH2X8Ceib+R8fWphal1Fci8hDa28TXlUzQHjP5aE8a3zrLReQuYBTgqyq/DK1+/h/au6bap85OETkLHYZ3CDAbrRVsCYscw1/vOcocD57z0fJrHFogt0ff2o2O/5QzACAiPdEpQ8dPnDiRu+++228tu+yDjVR8voXoI/sRO6l9J3C2bbN//35KSkpqX+Xl5QRLaONyuWoFcXx8PG63G8uyKCwsBCA5WT/za2pqagV7eXk5JSUlQc/tdruJi4sjISGh9hUVFdXhDPUSEhL4/e9/z4knnsgNN9wQu3fv3pdF5I/A/K6uOjc0yBr0GrMXNzpn+mB0JLwbgAQRuS5AMP1MRKLQ8SSCUepsfeMKbEavgacCT4rIvUqpb33avCNIO94AVC8Ec29USu0XkZeBG4GptFw4vhm4wzHS240eRKW0Y9/aDSO4OwEicoRlWUtt2+55+eWXc/311+N2u2uPl32wkYKrdayM0qdWkrJoRpsKb9u2KSkpoaioiKKiIkpLS/2EdHR0NElJSfVmx9HR0bhcwVdrvNnBBg4cGPKc1dXVVFRUUFZW5jeTLy0tpbi4uLasx+MhMTGRpKQkkpOTiY6OjuDVt4wJEybwyiuvWFdffTXff//9H4BDROQipVRxo5U7B5cDD6Ifsl2BXOCaVmw/lB93NHqW+KBzfjdwtW8ZpVSliKSKyJFol7GBznYMeq0bfJZHlVK5IrIAuA3tTz1LRHYC/0FHkXw7iJvWSGd7uYhMD3EN3qA+w0Icbwqhwgfvd7a+Mqyt+9ZuGMHdwRGR8yzLejwqKir6zjvvZNq0afXK7H95td/nis+3tLrgrqqqorCwkKKiIgoLC2tV3G63m27duhEfH+834400lmXVqsvj4/2Dk9m2TVlZmd+Mv6CggIICbUwaGxtLcnIyycnJJCYmtvtsvFevXjz//PPccsstvPPOOzOAwSIyLcg6Zqcj5+K7l/R54uZXMcZpLcKx7H7E0bzNA64QkbuUUluhNjf7A8AF1Fmeg1Zz/w+d8a3euppSaq6IrEQPBo5FC7bznVeViLwAXKOU8moBvMseXoO3hkhp5Hg4hEqE48X3z9vWfWs3jODuoDgZnP4E3JKRkWEvWrTIGjVqVL1yZR9spHyFv1dR9JH96pWLBDU1NRQWFrJ3714KCwtrZ9VxcXG1gjAhIaHdBaFlWcTFxREXF0dGho5aW1VVVasRKCwsZNeuXezatYuoqCjS0tJIS0urNwBoS+Li4rjvvvsQEe6///5RlmV9LSIzlFIftVunIoQj6DpdfO0OylK04HajZ9JbffZPRs9EF6IjPK4FfnBm4pcTRHADKKVeA15z3Kgmog3STkHPSi9AC0TvjKHE+TzVCVbVkejIfYsoRnB3QJw/0DPA1FGjRvGPf/zDysoKrmnc//K3fp89o3pEfLZdUlLCnj17yM/Pr51Zd+vWjbS0NJKTk1tlRh1pPB5PrYC2bZvS0lIKCgrYu3dvrRCPi4sjPT2d9PT0djFysyyLq666iiFDhnDTTTel79+/f4WIXK2U+mebd8bQUfG1f7AAHNW41w3sVKXU+0Hq9Qnc4VhWD0GnI/5WKVWEXlN+E22xfTM6o+BUEUl2Zt0KbRA2AggqHEVkCFqAbmnjhCgduW8RxbiDdTBEpLtlWZ8AU6dPn84zzzxDKKGt8Z/dujMSI9IP27bJz89HKcX69espfm89yc/+QO+fbA455BCGDh1KRkZGpxDagViWRUJCAr1792bkyJGICBkZGVRUVJCTk8Pq1avZsmULZWWtFqG2QU444QRefPFFq3fv3m60evRuJ9iOwXCqs7WBlc77AT7HVxKAk+jmXOej74j0CuBb4JkQ99d7Pu+9RjVeY7HLgrlUOUFglqJTJN8T+jJahY7ct4hiBHcHQkR6W5b1X9u2R954440sWLCAmJiYBuvE/WJUg5+bSnV1Nbm5uaxZs4ZNmzZRUlJC5o/lpN+7mri3suG296n5dGuj7XQWLMsiMTGRfv36MWrUKAYMGEBcXBx79uxh7dq1/Pjjj+zbty+oRXxrIiK8/PLL1pgxY0D76N5vhPeBixO/YQbakAzgZaVUjvPeN5jI7x3rcm+9g9EBSbxrvr7rQS+h15BHAvc5ftDeehnAnc7HL3xi1/8D7RM+GO0P3denTqbT5nCn3bYWjh25bxHFqMo7CCLSz7Ks923bHvD73/+e888/P6x6sZMGkbJoRotdwWpqati9ezc7d+6kqqoKt9tNz549yczMZP/yj2p9SaBtjN/aA5fLRVpaGqmpqZSUlLBr1y4KCgooLCwkMTGR3r17k5gYGY1GOKSlpfHYY49x5ZVX8uWXX/4aiBWRq4y7WJdmoYgUBuyLQgcV8areVgJXeQ8qpb4RkZfQoU5vBGaLyGZ0yFPvbPw94ESgm4gkKaWKlFI7ROQS9LLctcClIrIRLRcGoX289wCX+pwrX0SmoWe3JwCbRWQdWoUvaJe1KnRAl+8i8YWES0fuW6QxM+4OgIgMdLlcHwMD7rjjjrCFtpfYSYNIuvm4ZglT27bJy8tj7dq15OTkYFkWffv2ZdSoUfTq1YuoqKh6xm6tZfzWUfDOwgcNGsTIkSPJyMiguLgYpRQ//vgjpaWljTcSIRISEnjkkUc4+uijQas2HxcRdyPVDJ2XkcDRAa9R6Kxgy4CLgSOdbGG+nIe+P75CP9cPRQuqN9GZCU8CfnLKTvVWUko9izZGexkdVvRgdHSxH9Dr28OVUmt9T6SU+trp53xgNXpQMRwdW/wpYKxSql1yuXfkvkUSq61VgAZ/RKSvZVkfAX1/9atfccUVVzSqHo8UhYWF5OTkUFZWhtvtpkePHmRlZQX1rW5JgJfiVcsoXbeC+IOPI3H0aWHV8fpxjxgxoknnaq0+lZWVsX37dvLz8wE9G+7du3eb+YRv27aNG2+8kW+++QbgUeCXZuZtMByYGMHdjohIL8uyPrJte+Btt93GiBEjiI6OZujQoa0qvCsrK9m6dSv5+fm4XC6ysrLo3r17q1hSF69axvb762Ih9LpuaViCsjUFd3P7BFBaWsq2bdsoKirC5XLRu3dvMjMzW9UFbs+ePWzZsgXLsnjwwQf55JNPQK/nzQmWHclgMHRtjKq8nRCRLMuyVti2PXD+/PnMmjWLfv36UVFRwYYNGygvL4/IeeyqGio37Kbiq62Uvf8ju577gk0PvEvl06vIXL6TwVs9ZBV6cFW0zuStdN2KBj8Ho3jVMlwr/oK18cMO0ycv8fHxDBkyhEGDBuHxeNi6dSvr169vNfW5V2hHR0czYsQIFi1axPjx40GnYfyrMVgzGA48jHFaO+BNwWfbttx2222cffbZALXBQrZs2cKGDRuaPfOuziuh4uPNlP93M+WfbMYu8h8E+GZ8KGEd3qjfrp5JeAak4hmUQczPBhB9ZF+sqJYtp8YffBwFyx/w+9wQ3tmwG2DlMxT37Rv2bLi1+hSMlJQUunXrxo4dO9i1axfff/893bt3p1evXiHDuDYVX6Htey88/PDDXHbZZaxcufJGtBXt3yJyQoPB0CkwqvI2xpkhPQuce9VVV3HdddfVKxPqgd0QdkUVpS9+S9my76lcsyN0qoEm4EqLJ/bkocSeOpyo0b2xXM2b3DVlPTn3uRv8hGrKSdeSdd69zTpvpPrUGKWlpWzZsoXS0lLi4+MZMGAAsbGxLWqzsXuguLiYmTNn2hs3brTRxkfvtOiEBoOh02AEdxvjjUZ0wgknsHDhwpCzs3CFt23blH+4iX13r6D6p4JW67erZxJxpw4jbuahePq0Tpjf8q2rKXj/YQpX/F/tvqjuQ4kdMJbo3iOI6TWc6uI8yretjYjAjSS2bbN9+3Z27tyJy+Wib9++pKWlNWvtO9zffsuWLZx55pl2cXFxsW3b45RS64MWNBgMXQojuNsQEZkKLB06dCgvvPCClZCQ0GD5xh7gVZvyKLp7BRUfZzd6bqtbDFa3GFyJ0dhVNVRv2ttonaB4XMSfM5rEKyfgSmt5bO+a/fso+uIFCj98lPLNXzepbs9fv0a3w+onXWlP9u3bx+bNm6msrCQtLY2+ffv6ZXJrjKZqWz777DMuueQSbNv+wbbt8Uqp/JZeg8Fg6NgYwd1GiMgIy7K+SEpKin/llVesgw46KKx6wR7ktm1T8tiXFP/9Y6gKblRWE+OmfGQa8ZMHk/7zUXh6JtUeK7p7BaVP1UVGjD9vDHFnjaJq016qN+VR/t/NVH63o8F+WQnRJFw6jvhZY3HFN90lqqaynL1L55P/7wexy5qXwdIVl0zGWXeSfOxlWJ6OE3q1qqqK7OxsCgsLiYuLY/DgwWG5jTVniQTg6aef5k9/+hPAv9Bq86oWXYDBYOjQGMHdBohIumVZX7lcrgFPPPGE1yo4bHwf6EOGDKFy0ZeUPPpF0LL28AzyTutNzagsBg0bQrBZvW/+bsAvf7fXX9szMJ2avaXsX/Y91ZsCYz3U4cpIIPFXRxF35igsT3hGWRU7FDsePp/yLd+EVb4x4ob+jJ5XPY8ntVdE2osEtm2zc+dOtm/fjsfjYfDgwUF/Cy/NFdrec91+++0sWbIE4F6l1I0tvwKDwdBRMYK7lXHiBr8LHDdv3jzOPffcxqoEZc+ePWzJzib1+U3Ev1M/TbMrM4H9Fw5nz6HdiEuIb3SWFyygSjCBHjNxIFVqN/tf/Y7SF7+FyuCpiKNG9yLlr6fh7p0c9DhoAVP00RPkPnMtdkVw9ylPam9iB42n0I6Dbj3o0acfFdu/p2LbOspzVlNTElwT7E7KoudVzxE/fHLQ4+1Ffn4+mzdvBqB///6kpdVPS90Soe2loqKC2bNns3LlSoCLlVJPtqznBoOho2IEdysjIvcC15977rnMmzev2e3YNTa5t72JvVTVOxZ3yeHsOD6Tso3/JmH3d3QfP52kZqz91lOhzxpL0s11rlLV2wrZt/Bjyt5cF9Rq3UqKIfmOKcSeODRo+7uX3Er+Wwsa7EPPX79Kt8OmBw3AYldVsu+rJeS/ex/lW/4XpAMuMs/+C6lTrm/wHG1NSUkJGzdupLKykt69e9OjR4/aY5EQ2l7y8vKYMWOGvWvXrirbto9WSn0Vif4bDIaOhQnA0oqIyCTg+jFjxnDbbbc1VrxBiu//qL7QtiBx/klsP7UHZRv/TfyyG7G/eJKdfz+D4lVNzyPfWExyd+9kUu4+lfRXLiL6ZwMIxC4qp+DapRT96d/Y5f7LrPnvLWxUaAPsXx866IrliSJpwnn0nfclfX67HE9G/4AO1LD7hZso/PDRRs/TliQkJDBs2DBiY2PZtm0b27dvx7btiAptgPT0dB566CHL7XZ7LMt6SkRa5pNmMBg6JO6WzAINoRGRRMuy/hUTE5P8+OOPW8FUpOFSsXoHRXPf9Zvl2i6LomtGsXdsMmVlZaRufpearXVrxu6k7iQccnKTzuPpn4ZnRA9c6fEk/HJCyJjk7owE4qYeTNTYPlT+bxt2kX/e6srvdlL+wUaix/fFlRrHvq9eZtfjl9drJ3nSFcSPOIGyHz6p3Zc29Vaiewxl926d4z5YLnLLsojKHEjSURdSsW0tlbt+8DtesvodYgeOI7r74CZdf2vidrtJS0tj37595OfnU1JSQm5ubsRD3GZmZuJyuazPP/88A4iaM2fOvyPSsMFg6DAYVXkrISIPAr+69dZbueiii5rdjl1RTd5ZT1H1w566nR4XzD2GbYO0m1H37t1J2bOq2fG3W0JNcTlF85ZT9nZ9F2IrIZr4W4ew861fYFf5R2/Lmv0wKZO0MA8WDMWrKu9XubnBQCl2TQ1737yTvNfm+e13xXbjoFs/JKbvoZG4zIhRVVXF+vXrKS8vx+VyMXz48BYHawl2jpkzZ7J27doa4CilVHBLRoPB0CkxgrsVEJHJwIrDDz+cp59+ukUhMIsXfUrxg5/47Yu/9mh+OjqpNp65d9ZW+f17EYsG1hRs22b/K99R9Of/QJm/itx2VbF/8FNUpWyo3Zc+Yz7p025rMHrZ2rVrsTZ+iOfVObX7GhqMBFs/96T3pf+d3+GKbbsc2o3hmzDEtm26d+9Onz59In6eDRs2cMYZZ9jV1dUbbNserZQqa7yWwWDoDBhVeYRxVOTLY2Njkx977DErJaX5UcaqftxDwW+WQU3d4MozLJOdswZSVlHOQQcdRGpqKnv37qWgoICsYeNIHnMq0T2CG4cFUvbBRkpfWIVdVYOnf/NV+ZZlEXVwd2KOG0Ll1znU7K2zGLdsF569h1ATl0tNXC7Jk64gY+bdlHz7Ftvvn07Zxi/Y9/kLxPQf69fv3bt341r1Eq4dq2v3NaT+jx8+mcodioptdamDa/YXYldXkTDyxGZfWyTxXdMWEUpLS8nPz8ftdpOYGNnBRXp6Oh6Px/rss88ygGijMjcYug7GOC3yLLBtu99NN91k9e3bt0UN7XvwE/8AK26LwitGUFpRVps7OyMjo1lZxbyuX6VPraTg6lcp+2Bji/oKEDUkg/QXLyDmhCF++y3bQ9yP5xHvOpusCxdiWVZYGbrsfv7+7g0lA7FcLrpf9gSxgyf47c9ffj/lOWuaeikRJ9AQzRuYJTY2lpycHPLyQvvKh8v+/ftZuHAhU6ZMYeTIkTz22GPeAcFvROTIFp8AEJGDRKRQRGwR6R+JNg0GQ9MwgjuCiMhxwNVHHHEE559/fovaqs4roXzFj377qs4YSkGmi/T0dHr1qgs20hzhXfH5lgY/NxcrLoqUe6dRM3iX/35ceD4fQ/7fniP3uRtwxXbzOx4olK2NH2Jt+YK0aXNJOenasNbsXdGx9LjscSyPj/96dRW5T11Dey4JhbIe93g8DBkyhKioKLKzsykqKmr2OUpLS7nooot48MEHycnJYcgQHXynuLgYwALebKmVuZMg53EgqbGyBoOh9TCCO0KISJxlWY/Hxsbad911V4tTO5a9uc5vtm1Hu8k9IYvk5GT69etXL3lFU4V3Y65fLer75s8pTr2fiqzP6x2reHIXxS+sYO8bfwoplItXLcPz6hzcK59h7xt/atKafXSPoaT+/Dd++/Zv+IjiL19q2UU1k8ZcvrzR8NxuNxs3bmT//v3NOs/8+fP59ttvGT58OO+99x6vvfYa77//PgsWLPDeixloodsSrgZOaGEbhjARkV86mo3LmljvV0692c04p8epa4vIBWGUv8wpa8LstiFGcEeOX9m23e/aa68NOw55KLzGXr7sPzyD2IwkBgwYEDLjVFOEd+ykQaQsmkH8rLF+IU8jQcH7/weWTVm/1ynvUd8vO27jTFzFfagp20fWeffWE8rhqNEbIu20m+v5eOc+e32zfNtbQrh+2nFxcQwaNIiamho2btxIdXXw6HSh+Omnn3jjjTdwuVzcc8899OzZk7IPNlJ09wqmpBzC5ZfXuuKdIyLNsoQTkUHAAiB4yDtDRBGRI4C/NqPeePTvZOjCGMEdAUQkxbKs23r27GlfcEGjg9RGqVy9g6qN/mueZZP7MGjQoEYzTTUmvL0P9LIPNhI7aRBJNx8XUaFdXbyX4i+X6A8WlB/0Du6T/MtYdhTxP1xEbNYxQdsIVJs3tLYdDFdMPJkz7/LvV9Eutt8/vc2Ed1ODq3Tr1o0+ffpQXl5OdnZ2k1T7S5cupbq6mtGjRzN48OB69gvnDZzoLWrRPGHgAhYDCcCtTa1vaBpO4KZ/Ad0aKRpY73inXsNpBw2dHiO4I8NvbdtOue6666xwskA1Rtlb3/t9rsqKpdcph4UdpCOU8G4Ng7RAij59xt9n2xNFyh9nEXfWKL9yrspuVPyjkJqSCkCrx3Ofu4HiVctIHH0aVTMWUj32gmb7oyeOnYEnrb7mo6mz9+bQ3IhoWVlZpKamUlBQwK5duxqv4LBq1SoAxo4dC9S3V4hfX+hrE3G2iAwPu3HNjcDRwDPA0ibWNYSJiMSKyDzg30BqE+rFicgdwHIgdLIAQ5fBCO4WIiK9LMu6fsiQIfbUqVMj0mblmp1+n90nDyEltWluZcGEd2sZpHmxbZvCD/7pt6/b2DOISu5O0twTiD7S38q+Su2m8KY32fe/N9l+/3QKlj9QOyu2B02k5rjfNtsf3XJ7SDnuqnr7Y/od1qz2wqUlYUwty6Jfv361oVH37dsXVr0tW/Tv6PViCGa/4OMrbgF3htsnETkYuAPYAfw63HqGpiEig4ENwB+cXXOBRv+gIiJOvblADXALsK2VumnoIHjauwNdgN/bth17ww03NKrGDge7uoYqtdtvX+rR4fllB5KRkQHoB/uGDRvoP7YX+CQRiaRBGqD9qLev89uX7ERHs6LcpNw3nbzznqV6897a4+UfbqLC7W9NXbpuBRx6abP64BvUJXnipeS9/kc/DYC9v/mW240RidjjbrebQYMGsW7dOrKzszn44IMbva+8rmTesLpe+wXf7G8pr+iBX58+fcjJyTlDRI5UStW3HvRBRDzAU0AMcIVSKl9Emjyj2zDb7QaaHyigY7F36JNNNEIIjz7AQcDnwDVKqZUiUj9OcH0Ocup+6tT7RkSuaYX+hY1z31SGWfwxpVSTjO8MRnC3CBEZAlx22GGHMXlyZNJJVm/Jx97vf89HHdy92e35Cu/sHtD/ganYK7f7pfOMFKXK3xDNndKTOJ80m67kWFIXzSDvnGewC+sCedn/TcY1rAc18VrT0NQ1bdACu/DDRyn55k0ACpY/QK/rlhI7aDz71X9ryxV+/CQpJ1zd5PYbI5IJQ2JjY+nTpw9bt24lJyeHfv0aHmCVlenv0neZJnbSIL/f19sfEWH79u3U1NTcLSKTlVINLabfBowFFiulmmUcsGG2+yzgQaB+0PnOSe6G2e5rhj5ZvSTC7eYApyql3m5ivZ+Anyul3o1wf1qCDXzSwPEMQJz3kVX7HSAYwd0y/gS4b7rpppCW3k2l8vtcv8+uzATcGS2zNQkU3kOvP7pRwRIsX3dj+ApIgPhhE+t9L55+qaQ8MJ38i1+sS5pSZZO4ew7WxbkkjHJcv9auJVyKVy3zi9PupXTdCqzoeL995T+toqZiP67ouLDbb4xIZ/kCnSwkPz+fPXv2kJqaSlJSaNdpt9tNTU1NyOO+JCUlMWPGDF5++eWJwMnoXPH1EJHD0IJ7G3Bdky+gjn/StdZds9DXFFHBrZT6Efix0YL1621Aq8o7DEqpauBnwY6JSDfgY+fjcuDPbdWvroRZ424mIjIWmDl58uRao6BIUPyN/wA0anjzZ9u+NMVVrDlGbLZtU7reX3DHDZsYtGzMuL4kXDrOf+cuN561Ixtd0/Y1YvMSyuAs/uDjSDrqQv+dNdXsX/9Bg+doCq0htEGvd/fv3x+Xy0V2dnaDLmLx8XpwUlFREbKM9/eOjY1lzpw5REdH28DdjsW4HyISg7YijwIuV0oVtORaDJ2Wp318uoO+0IOYsHBU6EuAUcD3wExHyBuaiBHczec2gBtuuCFiDVZXV1Oy2X992zM4vUlt+Lp7BRIovPe9tz5o2eYYsVXmbqS6YLvfvngJLrgBEq85GrL8lwQq39xDxdc5Iet4Z9a+RmxQX7WeMGZqrTV60oRziOrpb0RdsrphrWJD36EvrSW0vcTExNCnTx8qKyvZti20vVFqqjZAzs/PD1nGeyw9PZ0ePXpwwQUXWMChwKlBis8HRgKPK6XeafYFaC4Hchst1XnIRV/TgcAGtMq7oVdTtAT/QGt58oDTlFKFEe3tAYRRlTcDJ0bz9EmTJjF0aPMMx4KxY8cO7HL/AERWYvjCwDtTBih9amXQwCpetfmu11dScu/qoGWjj+xHaRhGbL7q9Mr4b/yOuZO6E9VAshMr2kPc9UMovfVHLNt7G1rk3bqMsgdPrJ09btq0CbfbjdvtpuqrN/3aKF23gsTRp5E4+jR6Xbc0ZKaxpAnnkvfq7+v6nf2/kP0K5zuE1hfaXjIyMsjLy2P37t1kZmYSF1dfxT9w4ECys7MbFO7eY/379wdg9uzZLF68mOrq6muBNwOKn+1sLxGRSxro3mZt1MwflVLzghUY+mT1kg2z3a9ijNM6I3copZ5pqIAT1a3RWbeI/A64AqgAZiilNkWmiwcmRnA3j2sA14UXXthowXApLy8nNzeXzIBHghUT/k8UbKYcTOhkZGRQvbUKO0TZYFbJgQQKOM+l/sqb6F7D661v27ZNaWkpRUVFlJSUUNJ/KPEn/ES39+rWZ62cfZS//B01J2sfbN9ZpDt1OL4r1nsSB1OanU1iYiLJI04OqWaP7e/vAlaesxq7pgYrSFjacL7DthLaoFXmBx10EOvXr2fr1q0MGTKk3vd66KGHsmLFilp/7kB27tzJ9u1aGzJmzBhA53CfMmUKb7311vEiMlIp5ZuJ5Su0sVQwYoDDnfdfWjLCpAAAIABJREFUA+VoA6mQOIJud0NlDF0XETkL8EZE+qVSAcYwhiZjBHcTcdJ2Xj5gwAD76KOPjoxFGpCTk4Nt28S4ovAzM4oJ38Us3JkyQPLkYRQsqXPdssb28jseaJUcSKCAq1pdqD2EHaLSteC1bZvi4uLa1KNVVXUahfj4eKKvnQFb34f1dZHiUpf+RPXkvtjdohkxYgTV1dVUV1dTKUJx9x7sX7+C6j7jqO4znry8vFp3qLi4ONLS0khLS/OzsI456FC/vtplxVTuySY6a2C962rsO2xLoe0lISGB9PR08vLyKCwsJDBV7JQpU7jvvvv48ssv2bRpEwMH+l/X888/D8C4ceP8cn/PmjWLt956C7R/9hXe/Uqps0L1xdE2bXY+nqWUym7BpRm6OCIyAe1SaAELlFJPtm+PugZGcDedC23bTpo1a1bELMmLioooKCggNTUVdxV+grspM+5wZsqBZQvfX8+egzzs7lHJ0PLysAVRoICrTt8Kde7ZuFIPYufOnezevbtW7R0bG0t6ejrJyckkJCTUJmKpuD2avec/V1vX3ldO/JIfKb10BJZl4fF48Hg8xMTEkHjMOXDMObVlKysrKSoqoqioiMLCQrZt28a2bdvo1q0bWVk6KYs7pSeuxHRqiusGBxVbVwcV3A19h4FCu6amhoULF/LWW2+Rk5NDQkICI0eOZNasWUycGHp9vyFWr17N4sWLWblyJXv27CEmJobBgwczffp0hg8fTk5ODklJSX5JbPr3789pp53GsmXLmDNnDosWLap1IVu6dCmPPvooAFdd5R+QZvTo0YgISqmLROQ+pZR/yD6DoQU48e3fAGKB19HBYQwRwAjuJuCkNbwiPj7enjZtWkSktm3bbNu2Dcuy6N27N/sqAta4o5oW1KWxmXKwsm5HIG3YsCHsWWSggNu14gU/wb1rv4uKbduIioqie/fupKenB12fBYge05vYU4ZR9vb6uvaX/0T5yf1gRMP9iIqKIj09nfT0dGpqaigqKiIvL4+CggL27dtHTEwMPXr0IKbPIX7W5BU7VKPfiy+BQru6uprZs2fz7bffEhUVxZAhQygoKODjjz/m448/Zs6cOVxzTdPiYCxevJi7776bmpoaYmNjGThwIPn5+axatYpVq1bxy1/+kokTJ5KXl0dmZqZf3blz57JhwwY2bNjAz3/+c4YOHUpRUVHt2vb111/PUUcdVe+cubm5ANHAk8D4egUMhmYgImnA22if7VXABY3EDDA0AWNV3jTGAqOnTp1qJSREJo7/vn37KC0tJSMjg5iYGKwE/1jnNT6BSlqL5uTzBvySlFTtC7CGT+lJ//79GTlyJH369AkptL10u/5Y8NEuWDU2cS+EFq7BcLlcpKSkMGjQIA455BB69OhBVVUVW7ZsocTj70pcVbgzRCv1CaYebyiNpsfjYeHChXz66adhn2PlypXcdddd1NTUcNlll/HVV1/xxhtv8NFHH7F48WKysrJ48sknKSsrY+fOnfWSkKSmpvLiiy9yzTXX0L9/fzZu3Eh+fj7jxo1j4cKFXHnllUHPGxtbm6J7qDMwNRhahONO+DowFMgGTlFKlbRrp7oYZsbdNC4HmDlzZkQas22bHTt2ANpYCMDdo5tfrMDqneHFq24pgeFRm7J+W1BQQFVFue8SN30HDCIhPXxXNnfvZKJ+nkzl63Xq7Ogvd1G1KQ/PwKa5xIGOIta7d2969OjBzp07yY9Nw3dIVFW4I6x2ggntYGk0vZx++ulkZ2fz0EMPsXDhwqCz3GA89thj2LbN5MmT+c1v/POJH3nkkSxYsICLL76YpUuXcvbZZ5OXl1f7m3mJj49nzpw5zJkzJ6xzAnzwwQfMnz+fZ599NgU9424wDKqzpm0EvKEhrgW8qf/2AP8UkQR0XIBAqpRSk9qqY10FM+MOE8co7fyDDz6YkSNHRqTN4uJiiouLSU9PrxWSru7+mfxqcosjcq5waOrMu6qqio0bN7Jx40ao8TeHt/6fvfMOj6O6+v9ndle76s2SLLkX2dfYppveDSEETH0DBF56gB8QSCiBQHAKeSGUhOIASQghIaElQCBgqsGmhWYwNmALX9uyVazey6psm98fs7PaWW2VRpYg83mefaSZuXN3ts2599xzvseW2MUfLqbSu+El2mqvRLX3D/WhgvuRtSN7MUHsdrtmwMuNn9lAa23C0pmxAtEiy2hGctZZZwHw2WefhaK5E/Hxxx8DsGxZ9Mj4gw46iKysLFatWkUgEIg66x4pYQPR/5b8ZIuxJVzmbwmaVsCRaBXmIh9RFdYs4mPNuJPneFVVs7773e+a1qE+2w6fsdlLjYZ7V824dZKdeff09LBjxw68Xi/5+fmodpsxGj6B4Q6XKe1ctYKsvU8E+yCekg9xNQwJqvSvrCD7ykOwl8WW/EwGV0GZYXuwvYHt27czc+ZMHI7hP4N40eORZTQjmTx5MlOnTqWuro61a9dyyimnxL22QCDAvffeS2NjI0uWLInaRjfS/f399Pf3Y7PZaG9vZ1IKXo1YLFiwgEWLFlFRUfFdIcRlUspkC0RYjCFSylkjPG9a4lYxz/WRgkdFSvln4M8R+5ajVSuzGCOsGXfynAhw9NFHm9JZf38/PT09FBYWGoyCvSTb0C7QtGsNNySeeTc3N7Nlyxb8fj8zZ87U0o/UCK1sJf5XK5ZMqaf0fVQlzG74Argf/XREr8NwOenGAZE94KGzs5OvvvqK/v5+w7FEKV+RZTSjMXXqVACqqqoSXpvNZuPwww/njDPOoLS0NGqb9957D7dbWyYsKyvDZrPpgWWmcMwxx6Cqai5DLk4LC4sJimW4k0AI4VAUZdnChQtj3lhTpaVFC+aKjA62Rcws/fXdBHqTCxZLhUSyntGMt6qq1NTUUFtbi8vlYsGCBRQVFaEoCordGFSnevriPn+kTGneERcz5eoXyDvhYpzfMhaS6n/+SwJ9sXW4k8GWZjS+dvzMmDEDj8fD5s2b6e7Wyn0mk6cdWUYzGnqudWbd2mHa6qnidru5/XZNv2Lx4sXMmzePwsJC+vr66OuL/z4ny9Kloc/jJFM6tLCwGDMsw50ch6iqmm/WbDsQCNDe3k56ejqR0elpohjCU8ACKt4Nya2TJkuyRUTCjbeUksrKSlpaWsjJyWHBggWGSHF7rtHY+rub4l6DLlOaf+yPKDxpeWgGXnL2PeRdfzpqmLNO7fUw8ProCiApDqMBVr2DFBcXh5TItm3bRk1NTVLiKtHKaEbicrnYL9/NkS3/HKatngoej4err76aHTt2YLfb+elPfwoMLWnoA8DRIoRgypQpqqIoJ1vR5RYWExvLcCfHiYBpNbfb29vx+/0UFxcPE3FRXA7SFhsrgnk+i61BPRJSKSJSVFTEjBkz8Hq9dHV1kZubS3l5+bB1YUee0XD7uhK7cbP3WkbmwqW0v3irwbg5pubh3cvoieh/9vOE/cVjmOH2aV6M3NxchBAoikJLSwt2uz1hRL3dnlxu/Z55xtlwrOWBWAwMDHDllVfy7ruaQuT1118fWlfPysoiMzMz9F0aLYqisHTpUkVV1VnAwlF3aGFhMWZYhjsJFEU5uaSkRF240Jz7WUtLCzabLWZgkXMfY2yJZ13silnJEOkWj5TxjCeNqkuW6vT39+P1Do9dsucalxASzbh1Io2Zvj149HTDfu/6erxbW5PqMxpqRNQ79qGBh9vtDtWz9vv9oRl1LJIto/l5l7EWeOTyQDza2to4//zzeeeddwD4wQ9+wIUXXmhoU1RUFPLemIHlLrew+HpgGe4ECCGEqqrlRx99tGKGxOnAwAB9fX2avGmMmVvavkbD7f2iAdUzsllVNLe4rnqWed6+Matf6dTV1dHe3k5eXl5o5h0tYM2RZ/QS+NqTG2xEGjN927NvCYE8oyt6YOWmpPqMhuo3DjYUu5ZSGr6mXV5ejt1uZ/v27aFAsGgkW0bzk84sPpt7CfnH/ihUZjQZKisrOf3009mwYQOKonDTTTfxwx/+cFi7wsJCbDZbaM19tOy3335kZmaqBD1MFhYWExPLcCfmJDDPTa7f7PWbfzScexkLfjDow/NJ3AJMISJn17Hc4uGqZ7Foa2ujqamJrKws5syZQ3Fxccxo87QSYz+DOzdGdheV8LVug3Fz2Bg80jiAGXhVjjx32W+cHSv2tGGBaHl5eZSXl6OqKpWVlVE9C0CoiEcyZTSz9jqBkrPvSdpof/zxx3zve9+jrq4Ol8vFfffdxwUXXBC1rd1uJy8vD7fbHXf2nyxOp5PDDz9cAQ4UQkxOeIKFhcW4YBnuxJyUkZGhHnjggaZ01tnZid1uJycnJ2YbW34GjsVG13P/S4nrP0SbXafiFg+nr6+P6upq0tLSmDt3bqioRaxUMdcMYwUuT6Mk4ElOrjV7r2VRjdvgIcbca39dF94vk5cqDSfgNXoIVFta1EC07OxsZs6cidfrZfv27VEHCnvuqb3WVMpoJsPatWu59NJL6e7uJj8/n7/97W8cd9xxcc/Ro9c7OzuTfp54BN3lCppohoWFxQTEMtxxEEJkAgcfdNBBihnlGwcHB+nr6yMvL89Q3SkaGct2M577xpaEKVGxakkn6xbXCQQCbN+u1bmfM2cOaWlGpcJoxts1bXcIX0oI+PHUj9y1DeCflYt9hrGE5cBrm2O0jo86aFSg8yrOmNHjkyZNori4mN7e3pBITji6MdXLaEYSq4xmPGpra7niiisYGBigtLSUp556Kimjn5eXh6Iophnuww8/XP/3GFM6tLCwMB3LcMdnL8Cmz7BGi35zjecm10n/zgKwDRlCtc/L4Jptcc+JNbtOxi0eTl1dHYODg0yZMoXs7OyobSKNt1dJG+YuH6haF/XcpFEU7X0I7/PNrdz/u99x3HHHcf4hM/ndiWX8+qJjQ0FcsQgMGA234soMGe36+npuvvlmDj/8cBYvXsxhhx3G73//e2w2Gw0NDcNypfUymn6/n6uuuiokyALxy2gC1NTUUFlZOUw8Zfny5fT09JCens5DDz00rKZ2LOx2O7m5ufT09MR07adCQUEBM2bMUNEK6lhYWExALMnT+OwLsGhRgtqSSdLZ2YnNZiM3N7F8p704G+fBM/H8pyq0r39lBRnLYke2p1KPOxa9vb00NzeTlZUVKnwSi0h51IIZe+NtGhpc9G1aTf6Rl6Z8DeGkHzMP90NDdS8CO7tY+eCzlBU1cvO8YABcYDW/uqGCL8+9MWYpzcCg0fhm5Gr68Nu3b+ess86is7OTnJwchBDs3LmT559/ni+//JJbbrmFHTt2sHDhQkPq3kjLaF5wwQXU1dVx6qmncscddwDw5Zdf8tFH2mtMT0/nlltuifueXHbZZYZ63wUFBXR1ddHd3W2KBOrixYuVmpqa+UKIXCll96g7tLCwMBXLcMfHNMMdCARwu93k5OQkdJPrZCxbaDDcnver8FV14JgVe8aeSj3uSFRVpba2FtBmlclE0Ycb766CRaTxTOhYX8Ua1IA/qYIjsXAsnIytJNtQbOWUyUv4zrk+vO8PSSTvVTDA/fffzz777BPVYPZ2RJQdTc/C5/Nx2WWX0dnZycknn8yvfvUr0tPT8Xg83HnnnTz++OO88sornHDCCbS0tFBSMpSrrpfRfOSRR3j11VeprKzE4XCw//77c+6553Lssccm/Ro/+eST0P+dnZ189tlncdtHRpHr8RI9PT2mGO5FixbxyiuvAOwNxHdlWFhY7HIswx2ffcrKytTCwsJR54G53W5UVY3peo6G6+h5KFlOVHdwbTug4n74I/Ju+85oLycqLSs3kPaWpPSQ2aTvm574hCC68a7p2ddQty/gbmew6jPS5+w34mtSFAXXUXPp/+eQAMvJxfuQt99k6sMM95SDToMd70Qtpdna2kpnSyPhK9mKM5P37nqKZTWlVE0q4NZbbw0poTmdTpYvX87mzZt59tlnOeaYY6ivr6ewsNAgPDOSMppr1gwXYbnooou46KKLku4jEqfTicvloqfHHF37sIHqPliG28JiwmGtccdACJEBLFy8eLEp8o/6TTVeNHkktiwnmWftZdjXv7ICX12XGZdk7HfNVgI3vkn267XYf/5uTBnUWBQVFTFj8f74C2YZ9vd+9sKory39KGPpTPvmdjJnLDWkkR192f8Bw0tp6ilf9ohvulJTyG6PN3KGbXdu6FxC4INa43FF4cwzz2RwcJDnnnsOv99PU1NyojLjQU5ODh6PJ2Ep1mQIM9zWOreFxQTEMtyx2ROwm7W+3dPTg81mG6ZNnojM85dAephjxBfA/fDHplxTON3vGLXA48mgxqKoqIisPYzegO6PnkINBGKckRzOA2YwaAvrQ4WBN7YY0sj0UpqgRXuDUVxlUtArEKLW6PmI9nr32WcfAF566SWcNR/Q+cxP6Fo3+oHIWKAPCMNV7kZKbm4u06dPtwLULCwmKJbhjo3p69tZWVlJrRuHY5+UReYZxqj2/ue+xF9vXsyQqqp0zskw7Es23zuSkqXfN2z7WqsY2PbBiK8NNP329U7jbLf/heGpZuGlNCPFVRzpRkM9WGAUT4n2esvKyrDb7SzJ68X1wtWkbXiKpvtPG1Wlr7FCX4Ixy10e9DQJIUTyLiILC4tdgmW4Y2Oa4dZLYqY629bJumh/cIYFePkCdN+RuGBFotKdOt3d3fQuzsP/f0eklO8dDdeMvXBOMeagt7/95xitk2eVb6th27uhnsF3jTnUuhhJQ0PDMHEVR75RzGUgcz03+l/n6cCXuH57XNTXqwvlDC8WsnrUr8dsnE4naWlpw2qLj5SgLr+ClhJpMYYIIWYJIdQYj4AQok0IsV4I8WshRHHiHiceQogLgq9nZ8T+t4P7bx2va0uEEOLR4DW+ncqxscQy3LHZa/LkyaoZUbr6zTS8DGYq2EuyyfzuHoZ9g29uZSBOXneypTtBcykDFC3bM6V872goikLOQf9r2Nf78T/pa6mNcQb0bngpYc3qd72VNKlGN3DntS/i/staAp3a+6sLqbS1tQ0TV0krmmW8zrbtbLBX86D6MZlHz4/5vC6Xa1ixEHWmOSp6ZpORkUF/f//IZWHDWLx4sf5v8tJvFmawEXg/7LEWaAUWAzcBFUKI3cfv8iwmApbhjoGiKDNnzJhhSmCaLuAxUsMNkH3lISgFxvO7b32TgDu6mlqypTt9Ph+dnZ3k5ubGLWWZCnmHX4TiGCoQovg9VD1/Z9TAqd4NL1F/38mJa1bbbTymrjfsUvu89Pz2HZqP+AOd161kUrNmsKKV5kyfs7/xmlQ/h01Kzq38SWcW1fvfSO7RV9K37G56S5ckdd6uJiMjA1VVTQlQmz49VJ1terx2FqZzlZTy0LDHgVJKAZQCLwNFwLNCiG/Kvfs8YDfgvvG+kK8T35QP31SEEC5VVQuLi83xSvX396MoCunpyadYReLZUE/aQqMgSqCxh94H/hO1fbIa5amouSWLI28yOQd8z7DP9tmTbNm4fphRiVXWM5LMzExWqpLuxXnDD3r9DLy6mQs/LeUXylKm500eNgixuTLJ2M1YKOZ70zrIsvvjGjr9mHfWIZSeu4KM3b9DV1eXKTWwzUYfGJrhLg/77pfFa2exa5BStgHnA4PAfCB5oYAJjJSyRkq5WUo58pq9/4VYhjs6pYBBcGM09Pf3k56ennJgmo7u9va8XzXsWN9jnzH4wfD9yWqU64ZbXx82i/xjf2TYtg10wSd/H1ZVLFZZz0j0gcUXp+SRceriqG0AltrmcNY7Ofh2DtfuLvj21YbtYpePa8ub6GhrGdYWNG+EHuylL5kUFBSgqird3RNPUMxMw52enk5OTo4KTEnY2GKXEDTeetm92D8Ci288YyrAIoT4f8AfgUuklFEjlIQQk4CfACcDMwEP2pfzUeDPUsqouUTB85YHz5sGdKCtCd0lpfwoxjkHA/egrdvtBG6TUv4lStMyMMw6RkwgEMDr9aYkvBLJMDe3TYFAcB0zoNJ5/UsUPXse9jKjlGoiFTVVVenp6SE7O9sgLGIG6TP3Imvvk3Cvf3Fo34an6Fl8Glu2EHJl62U9+yrWkLlwaczyl3PmzKGqqoqdzQ3k3XYmGWfsSd/f1zHw5hbwGr8iWT3Qdt7f4LwasvY6KtRn5qJvkbHbUvq/GprV71/YR/cTV6De9DKK3fgeNDQ0hGbWs2bNArSiHrW1tXR3d5vqpTAD3aNjhqscoKSkROnp6TF9xh0s3nMD8D1gNtADrAPuk1K+GuOc3YDfAYcCbcADwJ1SytEv6H+90DWOhq3zCCEcwFnAGWjiOZMAH1APrAHukVJuiXLet4EfAAcCBUAX2j34abR78LD1OCFELvAj4DSgHG0SuB14DrhXSplU1ZtgUNcRaPfi5cF9s4AdQBPavfgi4FJA13veCPwJeDTa52/WtU1kxsxwCyH2A36ToM1M4F1gBtoXbAuQDRwUfJwohDhNSumNOG8ympGeC/QBX6AZ71OBk4QQl0YaZCHEbGAV2he/Au2G8YgQokdK+QxGTDPceuGHyApbqeA8cCZ9fx8q2JF+0kIG/j2UDqV29NN5zYsU/v0sFGfy8qJut5tAIJCSKEwqFJ12i8FwqwPdTPryMVr3/yFbtmwxGO9E9ar33HNP1qxZEyql6dxzCt03Oak/qZjc95rIWlmF0jN0f1EbPQz+fStdb98XqvOtKAqll/yV6p/tTcDdHmrr2vYm9Q+cTtnlT2FzDi1nrF+vralPnTo1pNvucrlwOp2mpV2Zic1mw263m1KbG7Tv//bt20c9477hmpfsQCFAfcMXmemu3H8FVP++gFdR7JtR1QKVwLHAsfvuc+hdRx9x42/Dz99R/X6uy5m9RkUtURTbV6jqZBX1dqczO/2Ga156cLTXlyLtd927bFzWSYQQc9Fm2gHgtYhjGWhr4Pp6UBXwJTAZmBd8nCOEOExKuT7svB8CK4Kb9cAGtHX0I4KP04UQx0gp/WHnLABeBWYBfqAS6AcWAT8HzhdCHCelHFkpvyEU4G/AuUAnmn2YgzbAOBAQwI0R78OuurZxZUwMtxDiSLTRTSKL8Bc0o70JOFVKuTV4/oloo71laCPz2yLO+yea0X4DOFNK2REM1rgeuAP4oxDiQylleBHrq4EBYB8p5ZbgqOx14GYgquE2w1WuG25dTnMkRBYPcR0+B7VrkMG3hqLKvV800HPXW+QuT74aoy7WMVaG2zV9D3IO+l96PnwitG9w7RNM2e971HtKDMY7Eccddxz33ntvqJRmbm6ulvJVmMX064/jL8qD7P54G+XKUBaAs/kABqesoa9iTWhgkFY4jak/ep6dvz0O1TPkUnavf5G63x7HlB89jz1Lm0n/4x//AODUU081XEtOTg5tbW14vd5RDcjGgrS0NFOqhIFmuFVVzRVCZEop+xKfMZwbrnnpdLTZcQnAlLI9mFIWypBIAyIjpG8IPkLMnnkIs2ceom+G52f+IvjYlTTfcM1LV95177LIe8aYIISwA/nAwcBv0WaPt0kpI6NNf4JmtFuB46WUn4T1sR/wAtp97afA6cH9+cCdwWZnSSn/EXbOscC/gSOD7f8R3J8FrEQzjC8AV0gp64PHSoE/o9Vyf1EIsaeUcjTrNiXA2Wiz5wellH4hRDrwMHAOcJ0Q4m4pZcs4XNu4YuoatxAiXQjxS+BNNJdLvLbTAX1B81LdaANIKVcCdwU3vx9x3pFoI8Fe4GwpZUfwnICU8k7gcbQbws0RTzkXeEd3FQWrHj0V3B/JFDDHcOuzn9He4MNLcyo2hbzbv4N9ujFQq+/J9fQ+kryqmh7tnpmZmaDlyCk643YUV1j+uqoy+NwNzJhaaqjnnYjwUpqXX345H3/8cSjl67XXXuOBJx/h54HVqPahOAIl4MTROR938e6GUpoZ8w9lypXPoqQZgwX7t7xH7a+PoK9pB7feeivr1q0jJyeHc845x9BOf7/Mypk2E6fTicfjMSUlLOz7Pxp3+cMEjfY3hBK01zRWvBWex43miWwFXkQLSrsT+FmU845Bm4nfEm60AYLbfwhuhg+UBJCOtsz4z4hzVgG3A8+iLV/qXIzmfv4M+B/dMAbPaUQz8tVoM/wLkn7Vsfm9lPJ3+oxfSjmANglT0Sae+4/jtY0bphluIUQ5mitDHwEvR3uTYjEt7P/PoxzXv3yR6SgXBP++ECMS8Y/Bv6cE3Uc6W4EjgtdJUBHqzOD+SEx1laevb0V94JOU9b/jYctNJ/++k8FldJr03v0ufU+tj3GWkf7+fpxOJ3b7yKt3JSKtYCqTTv65YZ+nvgLevd9QzzsZ4718+XLmzp1LVVUVP/7xj1m+fDnf+c53uOGGG/D5fJxxzfdJP3S24Zy8eVfw/dsf4/jjj+eee+4J7c/a4zim/vg1VKcWe+DoWICrehmBjX7WX7OQN595hLS0NB544IFha9lmBoGZTVpaGqqqmhL1bpLhtkiNyDzuj9A8kvoP5Frgd8GZeAgp5aFoRviPREf3mISP0negDQwKgEeFEAaJRinl/0kpT5dSPhe2W3c//SPcfR52Tj+asQc4MdaLTIGVUZ6jDdAjSsOjanf1tY0bZrrKp6EZ2Y+AK6WU64QQl8RpXxP2/95AZF6T7k+LNP4HBf9Gz4PSBAt8QBawBHgvuH8FcAmwUQihr3HnowUwRFLmdDrVnJycUedx+96rYtI9X+AFOv/xxahUySJJ220yebccS9eNrxj2d//fmygZaWScEjvwVFVVBgYGyMuLkl5lMgXfvpqej//JYPVQucqOV3/L9L2WMXPmglA970Ruc7/fz80338yrr77KunXr2L59+7BSmj33/4fBd4YU1Wye2AI6meIwZv3sPepuuJzMradoO5sOpWzeo6zYewfOS59ntwOHi61MdMMN2oBxtAGHJqWEXUKYq/wbQDMQvei7OVwlpXw7cqcQwok2aXkg+Px24IowphQ+AAAgAElEQVTwNlJKrxCiQAhxINrsfE7w795oa90QNlmTUjYLIe5E806eB5wnhGgEVqPFA70SZXKk31QuEUKcHOM1lAb/Lkj4ahNTF2O//uML/5Lv6msbN8w03DuBE6SUryRsCUgp64QQL6BFhf9BCHGKlLISQAixFE0lCLQocIL7bWhfRtCCDqL16xVC1KFFqM8naLillFXBdZt70CIua4FrpJTPR+mmMD8/f8TpWwbWNxo2PR9Vm2a4ATJOWkSgs5+eO94y7O9arsWuxDLePp8PGFp7H3i7MrSGbub1ASh2B6UXP0L1L/cHf3D9VVVpfPhCZt66AWbOTGi8de3x3Nxcfvazn8U08LZ8o0iN2ueJWkpTxzV9DwrnX8/A50OOF3t3ORkFm7E9eS7eeWtJK55lOMdut6MoimlryWaie08CoyzsAobc/sKR9nHXvcueueGal54DCl9785drVQKz0l151x512HWPR2v/+upf/Tug+g5OS8u455gjbrpD379uwxPzWtsrbw8EfAcoKB1paZkPH3HINfc7HCOPHRkh4xKcFozs/pMQogz4JXCpEOJ2KWUthDyIK9DWfsPX5TxoruP1wHFR+l0uhFiHNhg4HM2w/W/w4RNC/ANtIqaXJNRH+nrAWzzMyDFNFGkZfpPe1dc2bphmuKWU24DYGpzROQd4BG3tYbMQYguQgTYb7gSullL+Pqx9AUPXHD35VqMNzXAbSkJJKT9Ai0ZMhMOsoCP/HsXYnx/KwBhp8Y54ZJ23BNXtoff+94d2BlS6fvoqvtpOTXUtYhASvvau54kD9P19naleAR3X9D0oOu1XtD5zU2ift2U77St/TdF3tdjDcOMdTmTBkLjBbJFru0mMvdKP2p2BZ4YMtz9X+xoHetuou3cZ029+LxSwBpqsq76WPNHQP2czDHfYjH1U94mgoWt5QVxXBODxuHfcde+yqL/fF8R1jcE2mcY2y1rQYlv+23kBzXDb0WbStWH7j0Kbid7PkIt9a3AycwlRDDdAcPLyfDBg9wi0gLTj0Wal56AZxJOCzd3B7ROllBOt2s5EvjZTGdM87iRQ0da3j0bLOVwYdqyToXUZnfD1mYE4/epulJFGXaU5HA5T5E59+5XSc+0eTG9Jw3mQ+bNZnazLDkLt8+J+ZK1hv/sPH+Lf0U7eHcejOIc+bn3GnZaWFlUeNfI6zZiRF3znOno3vMTA1qEBRscb91Nwwk8oCpbd1I23HlzV3NxMbW1tckYbUPt9hm0lPfEATI/a731+Fd1VD+ArGMoU8dR/Rf3932Xaj19DcQz15XA4TMuXNhObTfOEmhGcFhb7YFbovP57HMvf7jed8BGZAhB0jetpYCdIKd8adpYxpojgeRloM1NFSvl5MGB3ZfBxnRDiRrQAtROFEHnBWbdECwhbBEQ1jkKIeWgGtFqP+N5FTORrM5VxU04Lju7WoKV6VaNFmGegzZIvQXNl/EkIET7jTtVFNdK7l8MsQZJAIMDA3kXk3jS64h2JUBSF7GsPJ+ui/YYdG3hN0rTXvfT964tQtTB9Rmaz2eLKow68XUnHlc8nXbAk7jXa7JRe+CfDPnXQTf/mdwCtnrcesOb1evF6vdTW1pKWlpZ02pjqiTDcruQ+x/Qj51K04nKKbvwZtiyjZ7h/89u0Pm/MOrLZbIZZbTKFUnYFuuGeSDPuMFL5/f63CaskywnBvyqaaA1oHkqddUQQFLw5K7gZ/lleijZxelwIEW2i8kbY//ooTg8Wuzgi+Fd/Lgfa7P8TtPS1XclEvjZTGc8Z9/Voo6N64OgwNZsB4M9CiM+BD4HLhRBPBwM2wstDxRP+1j+0EeWeAg6fz8emTcNrPqeK7k41o6+k+E4xLtsish7ZhBJx6+v+2euA5g7vvH5v2KOAnTt3Yi+2k3bjvqR92YZ390m0FQ/Apk2krWsi945h9wEaXv6MvuJ4k6b4RE7fat95ioBzTtS2oAVabduW3CpMRnOLYarW1dVFXSrvfe7ucM5TOB4/B8U9NCDvePlOWjJmo84+GICBAe31b9q0CaXyHRzPXQVA56oV+E67H3Xu+Hh1dU9KdXU1dXWx4nqS48MPP9T//QHm3Oh60Za7xvK3+40kaFhPZSjN9VkppV4iM1xM5OdCiJt00SohxEK0VDB9zTf85/E0WtrtYuBeIcTNUkp38LwihvQzPpZS6opFD6IFxZWj5UN/X0pZEzynGHgIrWiIh11vHCfytZnKeGqVnx78uyKaBF0w91Cfvpwd/NvLUFpEvHqb+tp282gv8uvI4Ldn0vOT+BWsnBuMwaLefSfTd8FCvPsOFTJJ+7It6rne3UdR6nQwiuJYbhlK5TvY1tyFUvnOyPsG1EzjWNTWO4IAstwy/KeuQLUZ+7K/9nPwDLcnSvXHcbctQuhfOuu3G5v7hRD/iXh8DDQC/0LLllkHXK6fEFRCezq4eR3QIIT4RAixHW2d+3CGZs85QW8nUsoGNDlR0EROGoUQG4QQG9HWzr+N9pmFtDSCuhknBa/nGGCHEOLL4ESrFm1w4UMTdPnS1HcmARP52sxmPGfcuj82nvRcBVrU+WzQRFaEEBItVWxWtBOEEGkMFUYYpsubJD6Hw8GiRYsSt0zAtm3b6OrqMqWvlFi0iMG5s+i45NmohzM/aGRwRhYl5x3EpOKiqG0GTkin8+Wq0LZr6VwyvrsnpaNw+Xe98whNEfumLj6Axt8HPXnrHse+7G78sw8LHU9LS6O8vDwpV3l/jZ2ux4a+Uq5Wz8je+0WL6PA30vLUtaFdSm8zJVuepfjMO9myZQtut5tFixbR6z2d+nVDQdLTDzud7F39eQdpa2ujqqqKmTNnjrpwjM/n49577wVtJmMGX6HN/GbFaaMfG+lv9+tOtDSQAbRg3JfQjPfjUkpfRJuz0YSvLkGbce4ZPGcl8JCU8mUhRDWaUuWJwBMAUsonhBA70aLKD0SLMxpE07d4CU3f3DDKl1J+KoRYDPwQzVCWAy6gAXgbuFtK+cUo3oMRM5GvzUzG03B3o7nM4uWIloS11fkYzXAfhBaRHsn+aK9rAC0FYiT4dJfjaAkPFjIlvSwFXIfMpuTjH9L9y1UMvBoxPnJ7KXhkM953m/EsPxbnfsPLLkdKrZqxRt/9gTELKGvvk+j58EnjdX/1Ij5xNKqqUlpaSm1tbdLyqI5y42Qu0NiDv9WNvSgrxhmxyT/2h7i/eJm+TatD+zpW3UfeEd8nEAiEPttkC6WAthaeTLuREh67MFrCfgPm/Bi03+5JDGkxGBBCTEMzLAAfmPScEx4pZRVJ5T/E7cOPpugWU9VNShk1pUVK+Q6QkqsrKIKStOSslPJRtMJRkfuPjLKvigTvh5RyllnXlggp5QXEUFqLd2wsGU9XuZ5c+/1IFSAAIUQhEFTFYHXYId0l9N1gm0h0F9I/R6FF6/X5fKYEx5gZLDSi589xkX/3ieT9dhlKThSjt7Wd9vP/QftF/2TwPzuGRSOHS62OFm9bDf3yXcO+3EPOHdYuOzs7VDCjpKQkJYU1x5xJKJnGVXTv+pGt9SqKQsk594M9rD+/j/aX78Ln8xkETrL3WkbJ2fckNNr1951M56oV1N938pgEsunfMzMGiWHqa2YlrOv63kcKIUSU45cF/74TvHlbWFhEYTwN96/RggT2Ax4LBkMAoUpeL6Othe0A/hp23mo0KcA84N/BSmEIIWxCiBvQhAO8DInnjwSfWeIaY2W4U41izjh+N4qevwDXUdENsOejGjoufZa20/5G/783EugzP0e595N/GbZtmflk7XkCyt5nGPYXHHWpYTs82jyR8VbsNtL2Mha08ny6M0brxDjLBAURtcW7P3gcb1tNyoVj+irWxN02A33gNRFn3MF6BE+iRSg/p8sPAwghzkErlAFwqxnPZ2HxTWXcDHcwOOBstLzNs4C6YGDEl2hCLgeipYmdED5zDtZfPQ9Nqe0woFoI8SmaNN6daGkSF0ZUBkuV9s7OTlNyYfUbqBna0TojnbnZp+RS8OBpFPz5dOzl0eODfLKFrp++Ssthv6fzJy9rs3CfOYOO3s/+bdjO3vdU2rt6aMgSeE/5HTlHXxkqwRlJKsbbuY8xZdW7YXTR1QXHXWssSOL34vjyXykXjslcuDTuthno3zMzDHdHR4f+b3u8dinyQ7RykwvRRJfWCyGqgMfQlrhullK+aeLzWVh84xjPGTdSyn+hrVf/ES3qbwFaINoXaOsTe0UzwFLK7WiqQfehGezd0dbLX0NLLXsi8pwUafB4PIoZNZf1m7tZa+Yw+pmb6+BZFD13Ab0XLyKQF33WqPZ7GVhZQcelz9J86AN0XP0CfU9/jq92ZAMaf18X/VveN+zzuApCimjl37mYsnNXxHU1xzPe4R6IyBm396smmh4beY61I28yuYddaNiXtmUV6enxspqGo6+F5x/7o5gDlNFiRv13nZaWUDpcw6g7CxJcfzwIuAUtAG03NM/aO2gVnX5t1nNZWHxTGdPgtHgBBGFtthGW2pBC363ANcGH2TSAduPKzc0dVUf6DdRMeczMhUvpXLXCsJ0qisOG7ZQFNBxUhKhJo//vn+HfEX1ipXYPMrhqC4OrtEBfJT+DtEWTSdttMvbZhThm5GOfkY+tMBPFHn0s2L/lP0RqavRs+xjnnuclLa4CmvH2VKyi/b2X2VZ5MOXfuRjvV29Qf59WU6Bz1QrKLn7OeJJPpeelp+havWLEBjPv8AvpWvOH0Latux5H0yYoLY1z1nCy91o2JgZbx+v1oiiKKRXf9DKomGi4AYK5wr8MPiwsLFJkvCVPJyr1oN245s4dXVCWvg5qZkGKVKKY45GZmUmH0456fDlFp+/F4NuV9D21Hs+H1RCIPatWO/vxvF+F5/0q4wGbgm1SJrbC4KMgA1tRFvayXPoaPwG/E+xDA5i0qvcpHtiGy7U7ydK74SV6/3IuToAN/2AbUNhjzBzqr3kHW1E5gVb30KUNFBHIaKavYs2I3i/XzH1ImzwPb9OQpnlgyxrY8+i41zqWEeTR8Hg8OJ1OU4LTxspwW1hYjA7LcEenAQw3rhEzFjNuMGfmlp2t1aLu6ekhJyeH9KXlpC8tx9/Sy8Crm+lfWYFvU2TWdRwCKoEWN4EWd5SDWeQoP8NbuJHBaa+hurRiQ96t78F+p0ZpH53IZQG16gPaZx1sUGPLXLiUwbJOg+FWvNmhYyNBURSy9z6JjtfuDu0b3L42Zns9DgE0L8BYucYj8Xq9obKjo6WlpQVFUbo3b95sqZhZWEwgxnWNewITcpWPlvD6yBONrKwsbDYbkWv59uJsss5bQtEz51G85jJybz2O9BN2QykYnUFQ1DScbXuTvfFqbL1aAFmqhjSyfeE+JzAw/cBhwW1KvnH9OXPOMaM2nhnzDjZs9299H9UfPXZhV0SQRxIIBPD7/SlHu8eipaUFVVXrTenMwsLCNKwZd3RMM9w2m00rnTkwcm1vM4hW3UtRFHJycujq6hqWl6xjL80h87TdyTxtd1RVxV/XhW9TE96KJnzbWvHXdOKr7QRP8lHzij+DrG2XkXZYEY7O3VJ6HdGWCZytrVQDrc7DKQyWBFUcxjXerMXHk71XVN2PpEmPMNz4Bul671Hyj7x4mFvcjDiEVNG/Y8nGCySiublZxXKTW1hMOCzDHZ1GMMdVDpCRkUFPT8+4qKcBcett5+fn09XVRWdnZ6i0ZiwURcExLR/HtHzSvz2kn6EGVAJt7pCbPNDRR6C9j0BHP/7mXga2NKBuaUVRh4yp4nHgW91J5+rnUq7/HblMEFkSdP78+aiDRg9HslXC4uHILUG1OVACQ7Psvk1v4Mgvpf6+k3F0LKC/uxLfuT3kX3SWKXEIqdDfr2VNmuEqHxgYoKenRyEY72FhYTFxsAx3FKSUgwsWLGhvaWmJpsyWMhkZGXR3dzMwMGDa+mMqxKu3nZ+fT3V1NR0dHQkNdywUm4K9OBt7cfawY62trdR/8QE5j1xLRuVZOLrLh7WJVv87VSKNd2mrcZ1dyY2fupVMIJnH4yGQMQm7e2jd31E4nb6KNTg6FpC59QIABn67k4E5lWQfObYR5JGYabjHIhXMwsLCHKw17hioqlpdU1NjiuxpZqZWSU+/se5q4tXbdjgc5Ofn093dnVBONFVaW1u1PG27gprmpn/2M6jKcJd65PWNlFCe98AgvuoOwzH7tLyY5yUraNPa2oqaZ5TWd5bMJXPhUuwRA5LIwdKuoL+/H0VRTHGV19bWhv4ddWcWFhamYhnu2GxoampS2tqil7ZMBX0GNF6GWy8WknnevlHd0vpstbW1NdrpI0I32tlfdlK2agBHxwJUVxe+AmM1PVtpDq4jYtfiTpWioiJm+HNRBo0DBMec2M6TZALJVFWltbUVW+RSh6K57vPO/Z5ht1mDkVTo7+8nIyMjqeWYRJK5Gzdu1P8daaEeCwuLMcIy3LFZB7Bp06ZRd+RyuVAUBbc7WprUriFesZDc3FxcLhctLS2mSLOGG+28uz7D+3wVmVsvwNGxAE/JJ4a2gcYevOtGJ0kaScZG42zbNi03qhtfJxkp0vb2drxebxRFMs1I5l90VtzB0Vjj8XiSTgVLxsNQUVEBmmKOZbgtLCYYluGOjWmG22azkZWVhdvtNkX/3GwURaG0tBS/3z/qSPqQe9zppKTOqHFu7y7Hn7Mdv8s4s3f//dNRPWc4PetX0vv4asM+t8iNuwyQSIpUVVUaGxux2WzYPMbUOZtrqFyomZXUUqW3txeAnJychG2T8TBs3LhRBaSUsteUC7SwsDANy3DH5nPAb4bhBu2GGggExnXWHY/CwkKcTidNTU0jnnWHG+358+eTcYjRBe7P3QaKinfyR4b9g6u34t08+gj+3g0v0fyrH0OzcVbcu19RwsIk8cpydnR0MDAwQHFxMb62GsMxx6QZw9qPB3ouvi6qE49EHobu7m5qa2sVgoNXCwuLiYVluGMQrEhWEZx5jBp9JmRG4ZKxwGazUVZWhs/no6Eh9UDiSKPtcrkMa+veQ97DV7AZAE/xWgj36KrQc9dbo/ZGuDeuIb32OMM++4x8Sr+9Z9L1vCPx+/3s3LkTu91OcaYNddA48EqbtOvXsqPR09OD0+lMKjAtkYchbLBqGW4LiwmIlQ4Wn88aGhp2b29vp7BwdJlhWVlZKIoScmlORCZNmkRLSwtNTU0UFRUlXf0qmtHWST9yLulHzsX9x0dAn2jbPbBPK7w/lH7m+aiG/me+IPOMPUd8/WnVe6L2GWfuWRfuR+bkEhS7zZDnnWzkdVNTE16vl+nTp+Ot/thwTHFm4CicFuPMXYfH42FwcJBJk6KXao1GPMncMMP92eivziJZhBDzgBuBbwGlaOVUPwIelFK+Eee8ScBy4GRgGtABvA/cJaX8KNZ5Mfo6EngruDlbSlmVoP2jwPnAO1LKI1N5LouRY82442P6Ondvby+BgDn1rc1GURSmT58OQFVVVVIz4HhGO5z02fsZtgcKVmGbbHTrdv96NZ7Po+t9JIqCHvywGs8/jWvn9jmTsE3KovuONWRv7EpYzzvyOfr6+mhoaCAjI4Pi4uJghbOw1zTnABT7+I99dS9OMuvbyRD2fbcC03YRQohvoy3PXYRW5rQC8KMZ41VCiN/EOG8y8DFwNTAZrSSyCpwK/EcIcdHYX73FrsYy3PExzXCDJnYSCATo7u42pb+xIDs7m5KSEtxuN01N8QuMJGu0AdLLjXKjnuYvyPrxvsZGHj8dl/0LzwZjlHmiKOjBD6rovPJ58IUNiBRIP3EhnT/8N31/X0fnFc/FNd6Rz9Hz2UqqqqoAmDVrlpYVsHGV4Xkz5h0S9/3ZVXR0aFH0oy1BqxNcHtoipZy4X9RvEEKIIuAptAWkfwBTpJR7SSmnAv+LZsB/LIT4nyin/xOYC7wBTJNSLgGmoM3c7cAfhRCp6QpbTHgswx2fDUDg888/N6Wz/Px8YOhGO1GZOnUqLpeL+vr6mK79VIw2QPrMvbFlGEVQvOnryDx7b8M+tWuA9gufJv2VqlBp0VhR0Oqgj97ff0DHpc+i9hslTrMuOwi1w1jUyvNR9ZBIS4TxjnyO5k9epL+/n7KyMjIzMxncuRFP7ReGNvH0xwferqT7jjUMvF0Zs40Z+P1+uru7ycnJiZKqljodHR3U1NRYgWm7louBAqAKuEBK2aUfkFI+CTwc3Lws/KSgW/sIoBc4W0rZETwnIKW8E3gcSANuHuPrt9jFWIY7DlLKPuCDDz/8UDVDVczlcpGZmUlXV9eEdZeD5tafM0eLCN++ffuwymapGm0AxeEka8/jDft61j5Nzo1LcR46y9h40EfWXyvI+/F79D3zOellhw0dUyG94FDcj6ylddlf6H3g/WG1w9O/Lci+4uCYinHRjHekEe6ZtIjs7GzKyjSltO4PHjccdxRMJUMcHvW16trw+kx/LI13V1cXqqqGBoWj5d1339X/fdOUDi2SYQfajPv3UspoNxp9xBgZCXlB8O8LUspo6kl/DP49RQix67WWLcaM8V+gm/i82N/ff+hHH33EEUccMerO8vPzqa+vp6enh7y82DKc401mZiYzZ86kqqqKyspK5s+fj81mG5HR1sne91R6PnoqtN0v38XT9BX5951M5zUv4nlvh6G9o7aX7l9o7unczLsgzQMeJ33XVQLRjaHr2Pnk3XUCit0WimqPrIoGUQqT7PYtplz9Al2fv05rdjm2eUcxZ84cFEXB39dF19sPG54n54Dvodiij3vjacObTWdnJ4BphnvNmjWgrZG+bEqHQOPC39gBU3T/JwDtpRXXj16lKAwp5T/RXN6xWBL8uzViv77+9B+isxbwAVnBPt4b6TWmQkSAWyIulFI+OnZX883EMtyJeRG466233jLFcBcUFFBfX09HR8eENtygRZn39/fT1NTE9u3bycvLo6amZkRGGyBrr2XYc4rx9wyJvHS+8QCTL/gDBQ+cSs9db9P3RIxA5r4A2tc1hqfCppD9g4PJ+n8HodiGJD/1qHYYXkgk0njPmH0YLUxDVVXmz50bcj13rfkDgb5Ow9PlHnZBzNfpPHAmfX9fZ9geC/x+P11dXWRlZZlSg9vj8fDuu++qwEdSyvgBDknSuPA3pwMPACVm9DcBaG5c+JsrSyuuf2asn0gIkQ/8CLgQzQDfGXbMBuhCCVFHsVJKrxCiDm2mPp9dZLiBLrSo9ljMAXTR/5o47SxiYBnuBEgp5YIFC7atXr167i9+8QtltGU509PTyczMpKOjg+nTp2O32xOfNI5MnToVr9dLe3s7XV1dpKWljchoA9jSXOQdcTHtL90e2tf13l8pOP56nCVzyL35aFxLy+m5fQ2+bcnrpqftPYXcm48hbeHkmG304DOAzlUrQvnL2Ru7mPZWI63THWzzeAAoLy8nK0tTRPN1N9P+6m8NfWXveyquqQtjPle8mb6ZtLe3EwgEUkoDi8cnn3xCX1+fAqw0pUONh4GJPUJNjRK01zRmhjsYhHYLUA640Aq9XC6lfDesWQFD9+94codtaIZ7ZKX/RoCUcj1waLRjQoiFwAfBzV9JKYfL9lkkxDLcSaCq6gvNzc3XVVRUsGjRolH3V1xcTHV1NW1tbZSUTOyJiKIoZGdn097eDmgFU0YTBJW39DI6Xrsb1acZSfxe2p77OWWXaWvIroNm4vz3BWx97C1cb9eRvqkdtdczrB/bpEych84m8/Q9SNt7asLCGtEC3Bydu4XqlE8C2q7dA++SyYb89ZYnryXgNgYTFp7404SvM3ymP1a0trZis9lGrTGgE3STg+Zlshg/9gfCbzQFwDIhxLtSSl3BKTPs+ECcvvTKRplx2sRihxBiBKdFJ5i69graQO5p4Jemdf5fhmW4k2MlcN1bb71liuEuLCxk586dtLS0UFxcnFQ1p/GitbWVmpoa0tLSQoF1W7duZe7cuTgcqX990gqnkXf0FXS+fl9oX89HT5F76PlkLf4WoNX39i6ZjHfJZGaI3fDXdOBv7kXt82LLdWGbnIN9Wl5K71vmwqV0rlph2Pa8ZlyLzt8xQOPe/pBIi7dilWFNHiDngDNJn7VPyq/bbNxuN319fRQVFZnitVFVlTVr1qiKolSrqlphwiXqXMI3zFUOXDnGz3E/8CsgFzgW+A1aRPkSIcRBUkofWopYKoxElvBTIFFU7jyS+GyFEJlo99GZaGvv50spJ17hhq8JluFOjvcVRelcvXp1/pVXjv43q8+SWlpacLvdSelLjweRgWhOp5Pa2lpaWlrYvHkzc+fOTaoaVSSTlt1E97t/IdA/lCbc9JdLmHnr59gzjV5VxWHDMWcSjjmjcwfrMp/6GnfWnifQUm3UF5n0rcW4ZuZpa94fv0n6U+cbjtsy8yk+655RXYdZ6CVYi4uLTelPSkl9fb2CFqFs2g21tOL6ZxoX/uY5rOC0pJFS7gz+6wb+JoT4CC01dQlwDvAoWgqYTjyJQ/0H2henTSxOT0E5LV4bG/AksB+a2/9kKWU8L4FFAizDnQRSSp8Q4qWKiopzGhsbKS0tHXWfxcXFtLS00NLSMiENd6zo8RkzZpCenk5tbS2bN29m+vTpTJo0KaXZrz2niKL/uY3mx68K7fO119L48AVMuepfMaO1EzHwdmXcdWVd5tPv97Njxw46pqlk37APxTv9ZB6qubbTgUB/F233nYXa32U4v+iMO3Dkj/6zHy0+n4/29nYyMzPJzByJB3Q4Y+kmDxq60ZWd+y9GSimFEM8BZwNHMmS4B9HWwOONavW17dFX8Rk596ApwLmBk6SUjeN4Ld8IrDzu5FkJsHr16kTtkiIjI4OcnBza29tTLnwx1iRK+SopKWH+/PnY7Xaqq6uj5nonIm/pZWTsZsyddq9/kdZnE68fRyPZ3Onu7m4qKiro6OggPz+fueccQeHyY0OG3t/XxcBfz8HeZjw/Z/8zyDvi4my3jwEAACAASURBVBFdm9k0NzcTCARMjY948803URSlm10XeWwRRAhRKITYN6igFgt9XacUNJEVQAb3zYrRbxqaihrAFhMuNWWEEFehRcYHgP+VUm4Yj+v4pmEZ7uR5RVEU97PPPmtah7q4x0iqcY0VyeZp5+TksHDhQvLz8+ns7GTTpk20tLQkXeFLsdko/f6fsWUVGPZ3vPIb2l68DVKsFBaZO9356N8N0qher5cdO3awdetWfD4fM2bMYM6cOYZ1el93C3V3H8/A9rWGvgJF5eSf8+CEiEXw+/00NzfjcrlMC0rbvHkzmzZtQlXVZ6WUqY3ALMzgE7T15Hi64npOYbgesF715iCisz+aV3WAcdCdF0KcCOjBLDdKKV/Y1dfwTcUy3EkipexVVfWJiooKNm7caEqf2dnZZGdn09bWNiFm3amKqzgcDubOncvcuXOx2WzU1NRQUVFBZ2dnUgY8rWgmU658BiIKdbQ993Ns79wDavLqcpG50n0dz1J/38l0f/YidXV1bNy4kfb2dvLy8li4cOGwoMDBms+pueUABiqNxZSU3Mn0HX8X26rrJsRn1NzcjN/vp7S01LSBxNNPP63/+3C8dhZjhi6Cf3FwlmxACDELrWgIGFP19A/uu0KIaKO4y4N//xksU7zLEELsi6YGZwP+KqWMWiTFYmRYhjs1HgbDjW5UKIoSmnUnKugx1oxGES0/P59FixZRWlqKx+OhsrKSr776ira2toTSrpm7HcXk834/bL/9k79h/9cP8HUntzSq506zfy998x4N1f6ufe8ZGhsbcTqdoUFG+GtTAwE63nyQmlsPxddWjaNjAa7qZTg6FmDPnczMm95ixh6HjLiet5n4/X6amppwOp2m5W739/fzwgsvqMBGhmZwFruW36Clbc0Dngx3mQsh9gZeRwsyexcIn7WuRhM6yQP+HUy3QghhE0LcgFagxEuYcMuuQAgxA22AkYV27f9vVz7/fwNWcFpqrAM2rFy5cs+f/OQnii7SMRpycnLIzMyktbWVyZMnj0jYZLSMxmjr2O12pk6dSklJCY2NjbS2tlJVVUVdXR2FhYVMmjQpZgR63hHfR/UOGoLVAGw73qf653tTcs7vyN731IQzTOfhs1HSFuJ7ePPQzlkHMnPmzKgBdIO1X9D82FWhcp2OjgVkbr1AO9h0KFnnLcFZJkLRPSOp520m+mx76tTEeevJ8vrrr9Pb26sAD1vpOeODlHK7EOIMNNnT7wInCiEkWrT4/GCzj4D/Cf+MpJSqEOI84B3gMKBaCLERmIq2Fq6iSYp+teteDaCl/+nKaArwYjAdLFre4nop5VVR9lvEwZpxp0DwR/Onvr4+5cUXzQm+VRSFqVOnoqoqdXV1iU8wGTOMdjhpaWlMnz6d3XffPWRgmpqaqKioYNOmTezcuZPu7u5hM/H8Y66g9JJHwWb8bfs7G2h44HR23n4U/VvfH+aC93q9tLW1sX37dr744gt2ppfTt+xu2O888i95ioUnXUFRUZHRLV77BfUPnEH1z/Y21Ni2d5cb+la3Dj1XrKpiuwqv10tjYyMul8u02TbAE088gaIog2iVpCzGCSnlS8CewJ+ABmA3tPra/0HL4T48WiERKeV2YG+0teQ6YHc0g/8acLSU8old8gKMhNeXPRY4DjgcOCTKY/ddfnXfAJRkg4ksNIQQ2Yqi1M2ePTvnlVdeGbUEqk5lZSWdnZ3Mnz+fnJwcU/pMhNlGOxqqqtLb20t7ezudnZ34fL7QMT2dKT09HZfLhdPpxLvtfVofuQB/V/SMEXvZQhz7nY139uH02XMM0eyZmZkUFBRQWFg4TLvb21GHe90LdL3/dwZ3fBK1b8OMG8j//WnD0sp2xXsWjaqqKtra2pg7d65pBUU2bNjAmWeeCdps+1JTOrWwsBhzLMM9AoQQvwWue+SRRzj00KiSvCkzODjIpk2bSE9PZ7fddhvzCObxMECqqtLf309XVxdutxu3220w5DpKXzvpb9yCo+bD+P0VzsY+a3/Sy+aRNXUBzjwt4ExVVfxdjXhba/A2baF/y/t4W7bH7SuteA6TL3wIW/PMhBrjybx3kQVNRoPb7Wbz5s3k5OQwb948074b1157LS+//DLA7lJKcyIuLSwsxhzLcI+AYJRn5ZFHHml76KGHTOt3586dNDU1MWPGDNMUsaIxXrPGSFRVxefzMTg4yMDAAF6vF5/Ph8/no7OjA/vWN0n/8EHo3Jm4sxGiuLJwTdudguOuIWe/7yZ9Xrz3MLygCRAqaDISVFVFSonb7WbhwoUjUqqLRlNTE0cddRR+v3+1lPIYUzq1sLDYJVhr3CMgKAP4wttvv82WLebpGpSVleFwOKirq0tZ0CRZJorRBm19Py0tjezsbIqKiigrK2P69OnMnj0bp8uFffEJlN8lyT0sXnrryLDnTibnwLNQB90MVH5Ew4NnGvK+ExFvzTtaQZOR0traitvtpri42DSjDfDoo4/i9/sBViRqa2FhMbGwDPfIuQ3gnnvM06622+3MmDEDv99PdXV10mImyTKRjHay2Jzp2DJSW/MPT+ky9JWRR84BZzL12peYc28N9lyj8liqBjaW8c5caFSEs6WPLGZhcHCQnTt3kpaWxtSpU0fURzQaGxt5/PHHVeBz4GXTOrawsNglWOlgI0RKuU4I8fRbb711xqeffsqSJUtM6VcPrmpvb6e9vd20COLxMNpmrfNGVvYqOPGn5Ox9En2b38bTIPG2VuFrrSLg6cfePIv0radoDZsOhdPqcR0xh0xxOM5pi1HCotajVQxLlaIiLVksPFUse69lFJ60nPYXbwWg/cVbSZ+zX0rvgaqqVFVVEQgEmDt3rql12++//348Ho+CpmaVvMqNhYXFhMAy3KNjOfA/d999t/3JJ580LWho+vTp9PT0UFtbS05OzrAI6VQZL6Otr/N2rloxqnXeyMpeej/pc/Yb1rb7jjX0fb4utJ2ZfSK534pukGP1myrRjHdgoMfQpq9iTUr9t7S00NvbS1FREbm5uYlPSJLKykqee+45gLfRxDEsLCy+Zliu8lEgpdwK/Pmzzz7jrbfeMq1fh8MRcplXVVWNymU+Xu5xM9d5QTOyJWffk9D4RUqfRm6PtN9ERLrN0+YdZjieymx+YGCAnTt34nQ6mTZt2qiuK5J7771Xz6G/yRJcsbD4emIZ7tHzK0VRBu655x41GOxjCvn5+RQVFdHT0zPiIiTjuaYdaahG4oaORetzv6D65/vS+twvhh3TpU8zz9s3ah72WBJuvHeml1P8g2fJP/ZHKXkb/H4/lZWVqKrKrFmzTHWRf/7557zxxhsAz0spP0rU3sLCYmJipYOZgBDi18BNd955J6eccopp/QYCAaSU9PX1pSy8MREC0Uazxr1p0yYAFi1aZOiv7cXbGAyr3lV40nKKTrvFnAs2iZG+96qqanXCOzqYOnWqKXXfw/s+77zzWLt2bQBYPA4ymBYWFiZhzbjN4S5FUTrvu+8+1ePxmNapzWZjzpw52O12qqqqkpbZnAhGG8xzQ8PQmvlgRMlNdwopXLuC3g0vEVj1a8rcMmV51Obm5lCd8MmTJ5t6Xe+99x5r164FrVKTZbQtLL7GWIbbBKSUnaqq3tbQ0KA8/ri5ks8ul4vZs2eHXKiJ3PETxWgnonfDSzQ/eW3SudOx1sizTBgUmIU+uOhctYLev5ybkvHu6elh586dpKenM2vWLFOV83w+H3fffbeuSf5L0zq2sLAYFyzDbR4PKIpSvWLFCrWmpsbUjvPy8pgyZQr9/f1s3749ZrDa18lo6wau/r6TkzLekWvkjuLZE85NHjm4cOz8NKnCJP39/VRWVho8LGbyl7/8hc2bN6Oq6j1SyrGTobOwsNglWIbbJKSUA6qqXjgwMKD89Kc/TViHOlVKS0uZNGkS3d3dUcVZvi5GG5KPOFcq3wnNyvXULT3Ya85vtk0oow3RA/ISVRXzeDxs3boVv9/P3LlzTVVHA9i6dSsrVqxQFUWRwK9M7dzCwmJcsILTTEYI8SBwxfLlyzn33HNN7VtVVbZt20Z3dzelpaUhNa2vk9GG5LS8K178PY7nrorbZiISKyAv2mfk8/mQUjIwMMCsWbNMLdcJmov8zDPPZOPGjQHgYCnlx6Y+gYWFxbhgGW6TCZb9/NLlcs1cuXKlMmPGDFP79/v9bN26FbfbzfTp07HZbF8ro62TKOL8q/vPx75uKF4g/9gfUXK2efKy40G48S4vL6e6uhq32820adNMD0YDeOihh3RJ3ruklD8x/QksLCzGBctwjwFCiCOBt5YsWcJjjz2GzWbuioTP52Pz5s0ht+vXzWgnw9d1xp0I3Xjr5UcnT55susgKwJYtWzj11FNVv98vVVXdW0o5YPqTWFhYjAvWGvcYIKV8G3jw008/5bHHHjO9f4fDEZLZBE3f/JtktAHUuUfgO+3+lAVMzCTVyPdkyM/Px+l0oqoqNpvN8Dmahdfr5cYbb8Tn86mqqp5vGW0Li28W1ox7jNBd5k6nc+aLL76ozJo1y7S+9VlbWloaNpuNwcFBysrKKCsrMzWNaDyJJsCyKzGzpraOz+dj69at9PX1kZubS3d395h4S/7whz9w3333AdwppbzRtI4tLCwmBNaMe4yQUvaqqnrh4OCgcuONN5pWXzt8nVQIwYIFC8jMzKShoYG6ujrTS4H+t2K21rrH4wmp4JWVlVFeXp5UqliqVFRU8MADD6iKonyFlbNtYfGNxDLcY0jQZX7v+vXrue2220bdX7TIZIfDwbx588jKyqKpqYnt27cnFGmxSIyZWutut5vNmzczMDDA1KlTmTJlCoqiJEwVS5XW1lYuv/xy1af5yC0XuYXFNxTLcI89PwHWPPXUUzz55JMj7iReypfD4WD+/PkUFBTQ2dmJlJpil8XIicwbH6mbvKOjAyklPp+P2bNnD9MfN8t4ezwerrrqKhobGxXgUinlJyPqyMLCYsJjrXHvAoQQkxRFWWuz2eb89a9/5YADDkjp/GTztFVVpaGhgYaGBhwOB+Xl5WRlZZnxEnY5473GPVpUVaWxsZH6+vqkPovR5OKrqsry5ct59tlnAe6RUl43+ldgYWExUbFm3LsAKWWbqqonBQKB3quuukqtra1N+txUbuiKojBlypSQtrmUkubmZmvdexfj8/morKykvr6ejIwMdtttt4QDqNHMvB9//HHdaL+O5uGxsPj/7d15dFXVvcDx78kAhIAJCUkEFBnUXcQ6gFq1WoH3CqLFuago1FpFgRaf4FC1reJAQaWvWEVXB2t54oAWa7WIFhUHKA5VWwnwY3BYmpAESHIzE3Oz3x/73BDT3Jub5Ga44fdZ666TM+xz9pVjftmz6sE0cHcSEcm11k4LBALMmjXLVlRUtJimraWwjIwMjDEkJyfzxRdfsHPnTurq6tr7FVQUysvL2bx5M4FAoOHfoVevXlGlbUvw3rBhAwsXLsTzvO3AJSKi/9BK9XAauDuRiLwA3Lp9+3bv5ptvjjifeXunMU1NTeWoo44iIyODQCDA5s2bKS8vb+c3UOFYa8nLy2Pbtm0Eg0GGDRvG8OHDW71gSGuC9+eff87cuXOttbbMWjtFRErb+z2UUt2fBu7Otxh4cu3atTzwwAPNXhCruccTExMZNmwYw4YNIxgMsm3bNr744otu1eu8Zt1Oyha9Rs26nV2dlTarqqpi69atFBQU0LdvX0aNGtWuecejCd7l5eVce+21try83FprLxERac93UErFD+2c1gWMMSnAm8AJt912GzNmzGg4F8sFQxrPB570jf/ms88+o7KykuTkZIYOHUp6enr7v0w71KzbSensVQ376csuoM+4kUB8dE4LBoPs2rWLwsJCAHJychg8eHDMprgN9y5UVlZy1VVX8cEHHwDcICJLYvJApVRc0BJ3FxCRauBsz/Pknnvu4amnngJiH7Qbr3ldt3UtxhiGDh1KfX09O3fuZMeOHV06bKx24+cR97uz0tJSNm/eTGFhYUMp+5BDDonpvPTNlbxramqYNWtWKGjfD8T3yitKqVbTwN1FRKTIWjvB87xPbr/9dpYvXx7TVb6am/nL8zyysrIYPXo0AwYMIBAIkJubS15eXpd0Xut18mER96PVmdXtVVVVbN++vaHD36GHHtowe11HaBy8c3NzmTVrFu+88w7Ag8BNIqJVZkodYLSqvIsZY4Z6nvcWMHTOnDnMnDkzJvNWRzPXdiAQ4Msvv6SmpobExEQOPvhgsrOzY76aWSQ163ZSu/Fzep18WEM1OURfVR6puj2m+aypIT8/n5KSEsD13B8yZEjUPcbbKy8vj/nz5/Phhx8C/B64RkTC925USvVYGri7AWPMiISEhDestYfceeedTJ06NSb3bWnNa3C9oYuLi8nPz6e2tpbk5GQGDRpEZmZmpwbwpqIN3GWLXqNq+T8b9vvOGMtBP2379KRN7du3j4KCAvbs2QNAWloaQ4YMISUlJWbPaEl1dTVz5sxh/fr1AH8CfiQi3aeHoVKqU2ng7iaMMYd5nve6tXb4z3/+cy6//PJOfX59fT179uxh165d1NXVkZiYSFZWFtnZ2SQnJ3dqXqBrS9zWWiorKyksLKS01I2w6tevH0OGDKFfv37tundrVVZWcs011/Dee+8B/BaYpSVtpQ5sGri7EWPMEM/zXrPWHjlv3jxmzpzZ6ct0BoNB9u7dS1FREfv27cPzPDIyMsjOziYlJaXT8tOaXuXhqttbq76+ntLSUgoLC6mqqgJcCTsnJ4d+/fp1+r9FcXExs2fPDlWPPwD8j7ZpK6U0cHczxpgcz/PWWmuPPvfcc7nrrrtiulZztKy1BAIBCgsLCc3y1qdPHzIzM8nIyOjwtt3OGg5mraWiooLi4mJKSkoIBoN4nkdmZiY5OTn06dOnQ58fjohw7bXX2vz8fA839v8WDdpKKdDA3S0ZYw4CHgemHHPMMTz44IPk5OR0WX4qKyvZu3cvxcXFDZO39O/fn4yMDNLS0jqkKr0jA7e1lqqqKkpLSykuLm4YEpeSkkJmZiaZmZkkJSXF/LnRWrt2LfPnz7c1NTVBYLaI/K7LMqOU6nY0cHdTxpgE4C7g1qysLLts2TLvmGOO6dI81dfXU1ZWxt69ewkEAg2Ll6SkpJCWlkZaWhqpqakxqVKOdeCuq6ujrKyMQCBAWVlZw/C35ORkMjIyyMzM7NQOZ82x1vLwww+zdOlSPM/bY629QETe6tJMKaW6HQ3c3Zwx5lLP8/6YlJTUa+HChd4555zT1VkCXCAMBcFAINBQEk9MTKRv376kpqaSmppK8vuFBN/Pa3X7c3sCt7WWmpoaKisrGz7V1dUN51NSUjjooINIS0vrkrbr5lRVVXHrrbfy0ksvAfwLOFdE4mdGGqVUp9HAHQeMMSd4nve8tXbwVVddxbx581q9eEVHClU9hwJ5VVUV1lr6fLiHzF/9u+G6ugWn0+uMEfTu3ZvevXvTq1evsEPOWgrc1lqCwSD79u37j09VVdXXFnBJTk4mNTW1IVh31tjraOXn5zN79my2bNkC8GfgChFpefk4pdQBSQN3nDDGDAKeA751xhlnsGjRIjIyMro6W82y1lJdXU354texz2xuOF4x6VAClx/xtWsTEhJITEwkKSmpYet5HoFAAHC9usFV09fV1REMBqmrqws701tiYiIpKSkNJf7U1FSSk5O7Ram6Of/4xz+YN2+eLS4u9oA7gLt0uJdSKpIeH7iNMYcA84EzgdCcmp8CLwJLRKQoFmn8dJ81uj6cAY2XXzTGjMIN9TkN2IubynJxcz2IjTF9gEeAH6Snp9s77rjDmzx5cguP6zpNx1j3e2AK9ScNbigZ19bWNgTixtvmeJ73teAe2oZK76FPV3Yqa43Kykruv/9+nnjiCTzPq7bWTheRP4e73hhzBPBT4LvAwUAxsBF4SET+Hs0zjTG/DN1DRNaGuaYXUAFE6nEYEJGvrVBjjDkVN2/68cCXwD0i8mg0+VJKtU6PDtzGmNOBvwLpQBDYASQCw/1tATBJRP7dnjR+unSgxE+zMUK2zgxVg/ppcnG/iDcBg4As3BzU94X5Th5wsed5y6y1AyZPnswvfvGLblv6busY63hYHayt3nnnHW655Rabl5fn4VaJu1JEwk60boyZhKttSQGqgO2492Swf8n9InJjpGcaY77n3yOJyIH7WOAj/zkfhrlduYhMbpRmOPAxLthvxv2/kgZMFZFnIuVLKdV6PTZw+0FxG+4X3BrcL8dd/rkRwHLg27iS9FEiUtOWNI2e9x3gDWCriIyKMo/XA78EJojIBmNMb+BJYLyIDGghbQ7wMHD+gAED7IIFC7xJkyZF89i40BMDd2VlJUuWLGHFihV4nldjrb0ZeDBS1bgxZiDunRwAPAVcKyIB/9w03DuZCFwUrsRujJnqXxeaECBS4J6Bm1Z1TePgHIkxZilwGXCqiGzzhzO+DKSIyHHR3EMpFb2evDrYFbgAnI/7y39X6ISIfAKcjyshDwcuakeakGP97cetyONIIFdENvjP2Ac8BqQbYzIjJRSRQuBCYFppaWnp3Llzuf766ykuLm7F41Vneffdd5kyZYpdsWIFwFvW2m+KyANRtGdfhQvan+E6rQVCJ0TkCSA0xvvapgmNMenGmGXA0+wP2i1p63v8hohs8/NVhvsDNParvSilenTgHu9vXxSR8qYnRWQ3sMHfPbEdaUJCv/A2tSKP24HRxphvQUP74gygWET2tpRYRKyIPGmtPQr4y+rVqzn77LPtmjVr6Kk1KfGmoqKCu+++m+nTp5Ofn78PuA4YJyI7orzFp7gguMz/w66pUJPN1/pWGGNOwTXzzAKqgSujfF5b3+MzjDGH+8/uD1zsH1dKxVh89ORpm7uBZ3HVjOGEuhqHxla1JU1IW0oqjwE3AeuNMaE27mxgXivugYgUGGMuAC4tKSl56LrrrksfO3YsN9xwA2PGjGnNrVSM1NbW8tRTT7Fs2TJbUlLiAW9ba3/YioANgIg8jSsxh3OCv20aJA2QCbwEzBWRHcaYaDqLteU9XgpcDWwyxoTauNOBC1pxD6VUlHpsG3dL/LbDz4G+uGklH25rGmNMIq4nbh/gZOBU4HRcB5084G/AM81Vi/q9yn/D/l7lDwD3tnVeamPMwcAC4EdA4oQJE5g3bx5HHHFECym7l3ht466vr+eFF17g17/+tc3Pz/c8z9tlrb0d+EMsh3n5/TGuA27HdYj8LxF5s9H5E4DeIrK+0bHQO9VsG7cxZjDufQ0C38CVmr+Fe98/BVaJyEth8hPqVT4G+AI3rO2xdn5NpVQzDuTAvQKYhus9OzzcEK9o0vjBNzRguRzo30zyd4HzGrebdyRjjMFNmfr9hIQEzjvvPH7yk58wePDglpJ2C/EWuK21vPnmmyxZsgQRwfO8gLX2l8BvRKQqVs8xxlyI+8PscFy79Re4pT7/FkXalgL3ZGA1UOd/mlth5W/Apc01JSmlOkdPbuMOyxjzM1wABrgzyqAdKc2xjX5+D/gOkIqrqrwcN4TsJGC1347d4cSZCpxUX1//6qpVq5g4caJdtGgRJSUlnZGFA8ZHH33E9OnTmTlzJtu2bdsHLLbWDheRxbEM2r6TgNHs72w2APie367cXqH3OAl4AVcNn4IbrjgH90fp2USuuldKdbADrsRtjLkdN0MVwPPA+S1VS7eUxu8IdAlQD8xvWiVqjDkSNyY26mr5WDPGfBdYBIxJTU2106ZN8y677DIGDRrU2VmJSncvcVtr2bhxI4899hjr1q0DV738KLBARPI66rn+5EAlwEHAROA+3EiI94FTRKT5KeWIqsR9FvA9oEBE7mzm/Gm4cececFa4anOlVMc6YAK3MSYJeAiY6R96GVd1XRPLNBHu9VtcB56/i8jE1qaPBX/FsYs8z7vLWntkQkICEydOZMaMGYwZM6ZbTQvaXQN3dXU1L7zwAsuXL7fbt2/3AIubX/xnIiKdnR+/SeQjXLX2DyO1K7cUuKN83iu42dt+JyIzW7peKRV7PblXeQN/Qohncb9wwFX1zRCR2limaUFoFqrhbUzfbn5NwEpjzLPAmfX19detWbNm4po1axg1ahRTp05lypQp9O8fi1rXnmXHjh2sXLmS5557zpaVlXme51UAf8BNoBJ21rOOJiJijFmFa8YZhxup0JE+xP0/0WXvsVIHuh4fuP2qxZeAo/1D9wE3R6oeb2OaBCApQmAP9Sf4qhXZ7xB+AF+Na3MfBczdunXr9AULFqQuXrzYnnXWWd7UqVM57rjjulUpvLNVVVXx8ssvs3LlSj744IPQ4W3AQ9baxzqjg5YxJgMXJD8XkT1hLgst/3lwDJ6XCHgRqty7zXus1IGqRwduf3jLOtwMTkHgxyLySAekeRM3BGwZMDfMZaEB1ZvDnO8SIrIFmGWMuRG4uKamZuaqVatOWrVqFTk5OXbChAne+PHjOfnkk+ndO9rJt+JXYWEh69at4/XXX2f9+vW2trbW8zxvH7ASN0vZ220dqtdG7wEjgJuBe8NcE5p8pV1t6/4iOUOBG3BDu5rTLd9jpQ4kPbaN2++9vQEYC9QCl4jIc7FO46dbhpuhKg8Y1bQkZow5DLeYSCrwfRF5tvXfqPMYY47BzeB2Hv60lSkpKfb000/3xo8fz7hx4zp8UZPOauO21iIivPrqq7z22mts2tQwYVgdriPWKuAJEemSrvjGmIdx05luB0aLyFdNzg/DBdEUXKfJv0S4V0ud01YDk3HV4Sc1LXUbY07CLaDjASeKyPtt/V5KqbbrySXum3EBGGBONAG4jWkA/hc3peQQ4GljzJUiUgANqy09jQvaoUDQrfkrn93gl8INMKW6uvqcV1555dRXXnklwfM8jj/+eMaPH8/YsWMZNWoUffv27eJcR8daS1FREZs2bWL9+vW8+uqrtqCgwAPwPC+A+ZgaegAAB81JREFUa0L4K26RjdKIN+sc9wE/AI4AnjDGzApVmRtjjsctPJKCe7eeb+ezFuOWsj0e+L0xZq4/7zjGmHG4qVc94HEN2kp1nR5Z4vZLzgW4Ma51wDstJFkN3N/aNCKysNEzLwQex/XurcW1hSbhZqACN1xnkojE7Sog/sxxZwHneJ53prU2FSAhIYHhw4dz9NFHM3r0aEaPHs2oUaNITU1t87NiUeK21lJYWMimTZvIzc0lNzeXTZs22b179zY03Hue96m19nlcsH67aYm2O/CX5HwaN5xwHyC49+xI/5KNwJQIbeCh+7TYq9wYMxdXTZ6Im+NccDMAhjqjrQYubMvICqVUbPTUwD0WFyij9SfctKOtSiMiVzR5rgHm43rdDsb94tsMPAE8EmmMbbzxlyA9HbfYyljP806w1jYsdOF5HiNGjGD06NGMHDmSrKwssrOzG7bp6ekkJISf/yfawF1bW8uePXsoKipi9+7dFBUVUVBQwJYtW8jNzbXFxcWNe9fV4ubg/qf/eRvY0slt1m3iL+BxI27s9hDc7H0f4/5YfDSaPziiHQ5mjDkRuB43kVA2buKVj4A/Aivi4b+XUj1Zjwzcqmv4S5GO8T+hYN7ssKGkpCQGDhxos7OzvaysLAYOHEivXr1ITk4mMTGRkpISPM8jIyODuro6gsEgwWCQiooKdu/eTWFhIUVFRTYQCITr9l4L/Iv9QfqfuCVU2zqcTymlugUN3KpDGWMG4HpFD8LVQgxq9Bnsed5ga20O/7naWlie51VZa/OAXY0++U1+3tEdq72VUqq9NHCrLuePgc8AeuH6BST720Rcf4OvGm0rdYELpdSBTAO3UkopFUcOyNXBlFJKqXilgVsppZSKIxq4lVJKqTiigVsppZSKIxq4lVJKqTiigVsppZSKIxq4lVJKqTiigVsppZSKIxq4lVJKqTiigVsppZSKIxq4lVJKqTiigVsppZSKIxq4lVJKqTiigVsppZSKIxq4lVJKqTiS1NUZUPHPGHMIMB84EzjMP/wp8CKwRESKGl37WaNrWvKGiIxr8qxM4GfAucAhQAmwHrhXRDaGyd+pwK+A44EvgXtE5NEo86CUUt2KZ63t6jyoOGaMOR34K5AOBIEdQCIw3N8WAJNE5N/+9c8AgyLcsh9wrP/z70Xk6kbPysEF6ZFAFbAFF7xz/GfPbBqQjTHDgY+BZGCzn680YKqIPNPmL66UUl1EA7dqM2NMOrANyALWAFeKyC7/3AhgOfBtXOn7KBGpieKeTwNTgQ+A00SkutG5dcAZwN+Bi0WkxBiTANwILAK+Ao4VkS2N0iwFLgNOFZFtxpiDgJeBFBE5rp3/CZRSqtNpG7dqjytwQTsfV4LdFTohIp8A5+OqsocDF7V0M2PM1bigXeHfr3HQHocL2hXANBEp8Z9TLyKLgcdxperbmtx2JK7KfZt/fRnwpH9cKaXijgZu1R7j/e2LIlLe9KSI7AY2+LsnRrqRMWYQrh0a4KcisrPJJVf42+dFZE8zt3jE355njElpdHw7cIYx5nD/Of2Bi/3jSikVd7RzmmqPu4FncdXl4Xj+NrGFey3EtW+/Dyxr5vwp/vbtMOnfBeqAVOAE4C3/+FLgamCTMSbUxp0OXNBCfpRSqlvSErdqMxF5T0T+T0Teae68MWYgMM7fzQ13H2PMGOAH/u71ImKbnE8ARvi7TUviobx8BeT5u0c2Ov4ZMBH4CDgaKAZ+KCLPhf1iSinVjWmJW3WkpUBfXA/wP0e47hZcyfw1EWmuRD2A/e/q7gj32Ysbajaw8UER2QCcHGWelVKqW9MSt+oQxpifAdP83Tsbj+Vuct0wXCc2cFXvzenb6OdIPdNDndn6RrhGKaXimgZuFXPGmNuBu/zd54F7I1z+Y1z790YReT3MNcFWZkHHOCqleiytKlcxY4xJAh4CZvqHXgYuadpm3cRUf/tYhGsqGv3cJ8J1od7kVRGuUUqpuKaBW8WEP7HJs8B3/UNPAzNEpDZCmhOAQ3ETp0SaxawC2Af0BjIjXBdq2262Wl4ppXoCrSpX7ebPVb6e/UH7PuDSSEHbd66/fVlEisNdJCL1gPi7w8LkIRkY7O9GGp6mlFJxTQO3ahdjzGBgHW6oVRCYJSI3tVA9HnKav10bxbWhIWenhDl/Eq4GqQb4MIr7KaVUXNLArdrMGNMLt8DISKAW+L6IPBI5VUPaBGCsv/teFElW+tuLjDEZzZyf5W+fbjxVqlJK9TQauFV73Mz+4DunlZOaHA7093/eFMX1r+Kq49OAv/grhWGMSTDG3IRbSOQrYHEr8qCUUnFHVwdTbeKXtgtwk6PUsb8qO5zVIrKwUfrxwGtAnYgkR/nMEcAbuKU89+EC/hDgYNwQsOkisqKVX0UppeKK9ipXbfVNXNAG9x59u4XrdzTZz/K3gWgfKCKfGGOOx60Ado6fhyrckqL3RhgHrpRSPYaWuJVSSqk4om3cSimlVBzRwK2UUkrFEQ3cSimlVBzRwK2UUkrFEQ3cSimlVBzRwK2UUkrFEQ3cSimlVBzRwK2UUkrFEQ3cSimlVBzRwK2UUkrFEQ3cSimlVBzRwK2UUkrFEQ3cSimlVBzRwK2UUkrFEQ3cSimlVBzRwK2UUkrFEQ3cSimlVBzRwK2UUkrFEQ3cSimlVBz5fxzFHbhuPGUeAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 480x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 480x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 480x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 480x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 480x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 480x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for paradigm in ['stim', 'theta']:\n",
" key = paradigm + '_vec_len'\n",
" for cell_type in ['gridcell', 'ns_inhibited', 'ns_not_inhibited']:\n",
" fig = plt.figure(figsize=(3.2,2.2))\n",
" plt.suptitle(key + ' ' + cell_type)\n",
" legend_lines = []\n",
" for color, query, label in zip(colors, queries, labels):\n",
" data_query = data.query(query + ' and ' + cell_type)\n",
" values = data_query[key].values\n",
" angles = data_query[paradigm + '_ang'].values\n",
" kde = VonMisesKDE(angles, weights=values, kappa=5)\n",
" bins = np.linspace(-np.pi, np.pi, 100)\n",
" plt.polar(bins, kde.evaluate(bins), color=color, lw=2)\n",
" plt.polar(angles, values, color=color, lw=1, ls='none', marker='.', markersize=2)\n",
"# values.hist(\n",
"# bins=bins[key], density=density, cumulative=cumulative, lw=lw, \n",
"# histtype=histtype, color=color)\n",
" legend_lines.append(matplotlib.lines.Line2D([0], [0], color=color, lw=2, label=label))\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",
" figname = f'spike-lfp-polar-plot-{paradigm}-{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": "code",
"execution_count": 20,
"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": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Theta energy</th>\n",
" <th>Theta peak</th>\n",
" <th>Theta freq</th>\n",
" <th>Theta half width</th>\n",
" <th>Theta vec len</th>\n",
" <th>Theta ang</th>\n",
" <th>Stim energy</th>\n",
" <th>Stim half width</th>\n",
" <th>Stim p max</th>\n",
" <th>Stim strength</th>\n",
" <th>Stim vec len</th>\n",
" <th>Stim ang</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Baseline I</th>\n",
" <td>2.5e-01 ± 3.3e-02 (63)</td>\n",
" <td>2.2e-01 ± 2.5e-02 (63)</td>\n",
" <td>7.6e+00 ± 9.6e-02 (63)</td>\n",
" <td>7.2e-01 ± 3.4e-02 (63)</td>\n",
" <td>2.1e-01 ± 1.2e-02 (63)</td>\n",
" <td>3.9e+00 ± 1.3e-01 (63)</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11 Hz</th>\n",
" <td>1.1e-01 ± 1.6e-02 (56)</td>\n",
" <td>8.0e-02 ± 7.9e-03 (56)</td>\n",
" <td>7.7e+00 ± 1.2e-01 (56)</td>\n",
" <td>4.6e-01 ± 7.6e-02 (56)</td>\n",
" <td>4.8e-02 ± 7.3e-03 (56)</td>\n",
" <td>3.5e+00 ± 2.7e-01 (56)</td>\n",
" <td>9.7e-02 ± 1.0e-02 (58)</td>\n",
" <td>3.0e-01 ± 5.1e-02 (58)</td>\n",
" <td>4.5e-01 ± 3.5e-02 (58)</td>\n",
" <td>8.2e+00 ± 9.1e-01 (58)</td>\n",
" <td>2.3e-01 ± 1.5e-02 (58)</td>\n",
" <td>3.1e+00 ± 2.6e-01 (58)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Baseline II</th>\n",
" <td>2.7e-01 ± 3.2e-02 (46)</td>\n",
" <td>2.0e-01 ± 2.1e-02 (46)</td>\n",
" <td>8.2e+00 ± 7.7e-02 (46)</td>\n",
" <td>7.8e-01 ± 5.9e-02 (46)</td>\n",
" <td>2.0e-01 ± 1.2e-02 (46)</td>\n",
" <td>3.6e+00 ± 1.3e-01 (46)</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30 Hz</th>\n",
" <td>3.7e-02 ± 1.5e-03 (35)</td>\n",
" <td>3.5e-02 ± 2.1e-03 (35)</td>\n",
" <td>8.8e+00 ± 1.6e-01 (35)</td>\n",
" <td>2.7e-01 ± 2.9e-02 (35)</td>\n",
" <td>1.7e-02 ± 2.3e-03 (35)</td>\n",
" <td>3.3e+00 ± 3.8e-01 (35)</td>\n",
" <td>1.0e-01 ± 1.0e-02 (33)</td>\n",
" <td>2.6e-01 ± 5.1e-03 (33)</td>\n",
" <td>4.3e-01 ± 3.7e-02 (33)</td>\n",
" <td>1.3e+01 ± 1.1e+00 (33)</td>\n",
" <td>2.7e-01 ± 1.5e-02 (33)</td>\n",
" <td>3.0e+00 ± 2.5e-01 (33)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM Baseline I - 11 Hz</th>\n",
" <td>NaN</td>\n",
" <td>1.5e-13, 1.4e-01</td>\n",
" <td>9.3e-01, -2.9e-02</td>\n",
" <td>1.5e-03, 2.8e-01</td>\n",
" <td>NaN</td>\n",
" <td>6.2e-01, 2.9e-01</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM Baseline I - Baseline II</th>\n",
" <td>9.8e-01, -1.1e-03</td>\n",
" <td>3.7e-01, -2.8e-02</td>\n",
" <td>3.7e-02, 3.2e-01</td>\n",
" <td>9.7e-01, -5.1e-03</td>\n",
" <td>NaN</td>\n",
" <td>7.5e-01, -1.2e-01</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM Baseline I - 30 Hz</th>\n",
" <td>1.1e-35, 1.9e-01</td>\n",
" <td>2.7e-09, 1.7e-01</td>\n",
" <td>1.4e-02, -9.9e-01</td>\n",
" <td>1.3e-09, 4.5e-01</td>\n",
" <td>2.6e-12, 1.8e-01</td>\n",
" <td>1.3e-01, 7.9e-01</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM 11 Hz - Baseline II</th>\n",
" <td>3.3e-02, 1.7e-01</td>\n",
" <td>1.1e-01, 1.2e-01</td>\n",
" <td>1.7e-01, 4.6e-01</td>\n",
" <td>7.4e-03, 3.3e-01</td>\n",
" <td>1.6e-03, 1.3e-01</td>\n",
" <td>7.9e-01, -1.7e-01</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM 11 Hz - 30 Hz</th>\n",
" <td>1.4e-02, -6.8e-02</td>\n",
" <td>NaN</td>\n",
" <td>1.5e-04, 8.8e-01</td>\n",
" <td>2.1e-03, -1.8e-01</td>\n",
" <td>7.2e-02, -3.8e-02</td>\n",
" <td>7.6e-01, -2.3e-01</td>\n",
" <td>9.9e-01, 5.8e-04</td>\n",
" <td>5.9e-01, -5.3e-02</td>\n",
" <td>9.7e-01, 3.0e-03</td>\n",
" <td>1.4e-01, 5.0e+00</td>\n",
" <td>3.5e-01, 4.6e-02</td>\n",
" <td>4.9e-01, -4.2e-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM Baseline II - 30 Hz</th>\n",
" <td>1.5e-02, 2.1e-01</td>\n",
" <td>3.6e-02, 1.5e-01</td>\n",
" <td>1.4e-01, -4.8e-01</td>\n",
" <td>1.1e-02, 4.7e-01</td>\n",
" <td>1.2e-13, 1.7e-01</td>\n",
" <td>4.1e-01, 6.0e-01</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Theta energy Theta peak \\\n",
"Baseline I 2.5e-01 ± 3.3e-02 (63) 2.2e-01 ± 2.5e-02 (63) \n",
"11 Hz 1.1e-01 ± 1.6e-02 (56) 8.0e-02 ± 7.9e-03 (56) \n",
"Baseline II 2.7e-01 ± 3.2e-02 (46) 2.0e-01 ± 2.1e-02 (46) \n",
"30 Hz 3.7e-02 ± 1.5e-03 (35) 3.5e-02 ± 2.1e-03 (35) \n",
"LMM Baseline I - 11 Hz NaN 1.5e-13, 1.4e-01 \n",
"LMM Baseline I - Baseline II 9.8e-01, -1.1e-03 3.7e-01, -2.8e-02 \n",
"LMM Baseline I - 30 Hz 1.1e-35, 1.9e-01 2.7e-09, 1.7e-01 \n",
"LMM 11 Hz - Baseline II 3.3e-02, 1.7e-01 1.1e-01, 1.2e-01 \n",
"LMM 11 Hz - 30 Hz 1.4e-02, -6.8e-02 NaN \n",
"LMM Baseline II - 30 Hz 1.5e-02, 2.1e-01 3.6e-02, 1.5e-01 \n",
"\n",
" Theta freq Theta half width \\\n",
"Baseline I 7.6e+00 ± 9.6e-02 (63) 7.2e-01 ± 3.4e-02 (63) \n",
"11 Hz 7.7e+00 ± 1.2e-01 (56) 4.6e-01 ± 7.6e-02 (56) \n",
"Baseline II 8.2e+00 ± 7.7e-02 (46) 7.8e-01 ± 5.9e-02 (46) \n",
"30 Hz 8.8e+00 ± 1.6e-01 (35) 2.7e-01 ± 2.9e-02 (35) \n",
"LMM Baseline I - 11 Hz 9.3e-01, -2.9e-02 1.5e-03, 2.8e-01 \n",
"LMM Baseline I - Baseline II 3.7e-02, 3.2e-01 9.7e-01, -5.1e-03 \n",
"LMM Baseline I - 30 Hz 1.4e-02, -9.9e-01 1.3e-09, 4.5e-01 \n",
"LMM 11 Hz - Baseline II 1.7e-01, 4.6e-01 7.4e-03, 3.3e-01 \n",
"LMM 11 Hz - 30 Hz 1.5e-04, 8.8e-01 2.1e-03, -1.8e-01 \n",
"LMM Baseline II - 30 Hz 1.4e-01, -4.8e-01 1.1e-02, 4.7e-01 \n",
"\n",
" Theta vec len Theta ang \\\n",
"Baseline I 2.1e-01 ± 1.2e-02 (63) 3.9e+00 ± 1.3e-01 (63) \n",
"11 Hz 4.8e-02 ± 7.3e-03 (56) 3.5e+00 ± 2.7e-01 (56) \n",
"Baseline II 2.0e-01 ± 1.2e-02 (46) 3.6e+00 ± 1.3e-01 (46) \n",
"30 Hz 1.7e-02 ± 2.3e-03 (35) 3.3e+00 ± 3.8e-01 (35) \n",
"LMM Baseline I - 11 Hz NaN 6.2e-01, 2.9e-01 \n",
"LMM Baseline I - Baseline II NaN 7.5e-01, -1.2e-01 \n",
"LMM Baseline I - 30 Hz 2.6e-12, 1.8e-01 1.3e-01, 7.9e-01 \n",
"LMM 11 Hz - Baseline II 1.6e-03, 1.3e-01 7.9e-01, -1.7e-01 \n",
"LMM 11 Hz - 30 Hz 7.2e-02, -3.8e-02 7.6e-01, -2.3e-01 \n",
"LMM Baseline II - 30 Hz 1.2e-13, 1.7e-01 4.1e-01, 6.0e-01 \n",
"\n",
" Stim energy Stim half width \\\n",
"Baseline I NaN NaN \n",
"11 Hz 9.7e-02 ± 1.0e-02 (58) 3.0e-01 ± 5.1e-02 (58) \n",
"Baseline II NaN NaN \n",
"30 Hz 1.0e-01 ± 1.0e-02 (33) 2.6e-01 ± 5.1e-03 (33) \n",
"LMM Baseline I - 11 Hz NaN NaN \n",
"LMM Baseline I - Baseline II NaN NaN \n",
"LMM Baseline I - 30 Hz NaN NaN \n",
"LMM 11 Hz - Baseline II NaN NaN \n",
"LMM 11 Hz - 30 Hz 9.9e-01, 5.8e-04 5.9e-01, -5.3e-02 \n",
"LMM Baseline II - 30 Hz NaN NaN \n",
"\n",
" Stim p max Stim strength \\\n",
"Baseline I NaN NaN \n",
"11 Hz 4.5e-01 ± 3.5e-02 (58) 8.2e+00 ± 9.1e-01 (58) \n",
"Baseline II NaN NaN \n",
"30 Hz 4.3e-01 ± 3.7e-02 (33) 1.3e+01 ± 1.1e+00 (33) \n",
"LMM Baseline I - 11 Hz NaN NaN \n",
"LMM Baseline I - Baseline II NaN NaN \n",
"LMM Baseline I - 30 Hz NaN NaN \n",
"LMM 11 Hz - Baseline II NaN NaN \n",
"LMM 11 Hz - 30 Hz 9.7e-01, 3.0e-03 1.4e-01, 5.0e+00 \n",
"LMM Baseline II - 30 Hz NaN NaN \n",
"\n",
" Stim vec len Stim ang \n",
"Baseline I NaN NaN \n",
"11 Hz 2.3e-01 ± 1.5e-02 (58) 3.1e+00 ± 2.6e-01 (58) \n",
"Baseline II NaN NaN \n",
"30 Hz 2.7e-01 ± 1.5e-02 (33) 3.0e+00 ± 2.5e-01 (33) \n",
"LMM Baseline I - 11 Hz NaN NaN \n",
"LMM Baseline I - Baseline II NaN NaN \n",
"LMM Baseline I - 30 Hz NaN NaN \n",
"LMM 11 Hz - Baseline II NaN NaN \n",
"LMM 11 Hz - 30 Hz 3.5e-01, 4.6e-02 4.9e-01, -4.2e-01 \n",
"LMM Baseline II - 30 Hz NaN NaN "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stats['gridcell']"
]
},
{
"cell_type": "code",
"execution_count": 22,
"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": 23,
"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 plots"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"from septum_mec.analysis.plotting import plot_bootstrap_timeseries"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"coher = pd.read_feather(output_path / 'data' / 'coherence.feather')\n",
"freqs = pd.read_feather(output_path / 'data' / 'freqs.feather')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"freq = freqs.T.iloc[0].values\n",
"\n",
"mask = (freq < 100)"
]
},
{
"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=(5,2))\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('Coherence')\n",
" despine()\n",
" figname = f'spike-lfp-coherence-{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": [
"# NSni vs NSi analysis"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"nsi_vs_nsni = {}\n",
"for key in keys:\n",
" df = pd.DataFrame()\n",
" dfs = [results[k][key].loc[:, ['entity', 'unit_idnum', 'Baseline I']].rename({'Baseline I': k}, axis=1) for k in ['ns_inhibited', 'ns_not_inhibited']]\n",
" df = pd.merge(*dfs, on=['entity', 'unit_idnum'], how='outer')\n",
" nsi_vs_nsni[key] = df"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"nsi_vs_nsni.keys()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"nsi_vs_nsni['theta_energy']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from septum_mec.analysis.statistics import LMM"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"LMM(nsi_vs_nsni['theta_energy'], 'ns_inhibited', 'ns_not_inhibited', 'theta_energy')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"stat, stat_vals = make_statistics_table(nsi_vs_nsni, ['ns_inhibited', 'ns_not_inhibited'], wilcoxon_test=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"stat"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"stat.to_latex(output_path / \"statistics\" / f\"statistics_nsi_vs_nsni.tex\")\n",
"stat.to_csv(output_path / \"statistics\" / f\"statistics_nsi_vs_nsni.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Store results in Expipe action"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"action = project.require_action(\"stimulus-spike-lfp-response\" + lfp_location)"
]
},
{
"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_stimulus-spike-lfp-response.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
}