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

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"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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"<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 0.214949 NaN \n",
"85 1833 13 0 20719 NaN 0.052683 \n",
"86 1833 14 0 20719 NaN 0.025182 \n",
"58 1833 23 0 200619 0.233113 NaN \n",
"127 1833 26 0 200619 NaN NaN \n",
".. ... ... ... ... ... ... \n",
"139 1849 835 4 150319 NaN NaN \n",
"43 1849 851 5 60319 0.040082 NaN \n",
"65 1849 932 7 280219 0.025449 NaN \n",
"74 1849 937 7 280219 NaN 0.135503 \n",
"105 1849 939 7 280219 NaN NaN \n",
"\n",
" Baseline II 30 Hz \n",
"51 NaN NaN \n",
"85 0.291401 0.055222 \n",
"86 0.451846 NaN \n",
"58 NaN NaN \n",
"127 0.202562 0.049574 \n",
".. ... ... \n",
"139 NaN 0.027863 \n",
"43 NaN NaN \n",
"65 NaN NaN \n",
"74 NaN NaN \n",
"105 0.435251 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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66qkMGjSI3NxcSkpK2Geffbjzzjv51a9+RX29c5soKChoYrb4qOpbuKJdN+FCTStwuR3ewz2VH0fUSpEo50OrUNXbcImq7sNZbqpxlqe/4xwnX29i/AZVnQwciwuRXYGLnCjHKVbTgQnxyj2rapWqnoqrgvogLhNmJU45WQQ8hKu/MT1RWW/DSAWBdPyYtDciMgH3T1wMnK2q9zUxJHZ8X9w/8nDcP+c3OI2+Ly4m+RxVjZuWtZnnmTNixIixzz//fGunMoxtgl133ZWKigoOOugg7rrrrpZM0VR+AkTkC1y55C9VdaeWnMQwjOTodJYEETkQZ4otbqJrIh7DKQivAgNVdXfcmvAVODPoXV61OMPo9Lz//vucf/75zJgxg+XLG09J8eWXX1JR4Sp8jx49utF+8Zg3bx7nnHMOInKriDR64/eKdIUnbyp1smEYraTTOC6KSB7uJn410dSqLZnnQJyZbzNwajhFrGfWmyEiO+DCj67y3g2jU1NSUsLrrzvrem1tLb/85S+36lNVVcUNN0QTPk6ePHmrPono2bMnb7/9NjhfgKEicnScpFWZwC1EnUWTzUhoGEYL6RRKgoiMAN7AeXk34BSFs4HBLZhuqvf+TCNV9+7CKQfHiEh+bOY7w1izZg1r1yZKGJgcY8ZsG8aqcePGMW7cOObMmcPDDz/MypUrOeKII+jfvz9VVVXMnz+fRx55hAULFgBw+umnM3ZsU/WXtqRHjx5MmjSJV155BZzz4hsicj+wEPc7NRIXyRHOPvmcqj6doks0DKMROoWSgPMX2B7nPTxdVWeLSEsTjIRLtb7TyPGPgHpc+NPubB17b3RxHn30UW6//fZWz7N1kcD249Zbb+Wss85i0aJFvPbaa7z22mtx+51yyilcfvnlLTrHddddxyuvvPIBLtvggTRe2vtJXBiiYRhpprMoCUtxKWtfaM0kXtKTcFa+b+P18crhLsNZKUZhSoLRBdh+++2ZNWsWTz75JK+88gqqSnl5Ofn5+fTp04fddtuN4447jl12aWlWZmdNwKV/Ptl77YrLvVALLMcV1PqbqiZK2WwYRgrpFEqCqs7HJSppLd2JfiaJKgaW4ZSEdBWaMTowF154IRdeeGGbnrOmoZ5561exoKyMBWvXsmLTBsqrq6moraW6vo7aYD11wQYagiGCoSAhYEioJ/uFRhEKBcjKDLDrhIGM26FfZM5QMEh9+Qrq1y2lYVMZ9WtWc0hwNQfv1oug5BKsqSFUW02otobQ5k8I3f8Bi4P1EGqAUAhC2eTnTSIncwcIhsjesR8F0yYQCDQewOD5/jzivQzDaGc6hZKQQvzB3dUJ+oX9EJIKBheROY0cGp7MeMOIZXNdDW8uVJ6f+xWfrlvCivpygoHmhTP/L7CCmoUhttvcnfzgOio/eZKe+4ao+3Y2dcvnUl+5AkKN1ZNKjpqK9ymefS0BAlS/rGQO6UHewSOaHmgYxjaBKQlb0ty67J0vyYSxzVIfbOCVhd8w87P3+bB8IQ0BXx6dJrMLbE0gBLtvfoE9N35Ij4bFAGx8qYlBzT1H3ZZlMTK65TXS02grRGQIziE0HiFcxsslwIvAzaqayKq6TSIiU4EHcKXkB/r2/xsXvXa9ql7dPtIlRkRm4hKHvaWqB7avNKYkxOLP4Jbo1yzfe69M0CeCqo6Lt9+zMDTPDdzocmyoqeS+T9/lwf+9z/qQ95WLoxRkBAMU1eZRGMylNCOf4qw8CrJzyMvKJjczi9zMLLICIQrWfUHumk/YeeUnjNy8umkB6vPJqC+E+nwCoXwyMovJyCkgkJVDICuXQHYOgexcAtm5kJlNICMTMjIIZBWQ32t/Mg/uQyAzg+yd+5Oz68Cmz2e0JV/hskCGycItu+6AK4d9togcrKpftodwRvtjSsKWbMalPs0FeiboF/ZFSOIX1jBaxneb1nHHZ2/xz/mzqWFrs392fSbbV/dkfNEg9ho4lAnDBrFdv1IKC3O26huqr6X8P/ezbtYN1K9fFvd8gZpuZG4eRGZlf7IKh5E7Ygw5I0aTM2IAmUN7kNm/lEBBdkKfAqPDcaGq/jt2p4j0xKWEPgJ4QkTGdJIU0GfglolbH6PcRTAlwYeqBkVEcYV0hsTrIyLZuOyL4Cq4GUZKWbSxjNu/eJN/zvuEBrb8XQ6EAgyu6MXk3mM5ebfdGDG8NxkZiW/alf97i1Uzz6Vu5dZf18zNg8gq25msqrHkT5hA/imjyNl7MJm9U17h2+hAqGqZiJwJLMNFcU0mWsq7wxKvVoaRGFMStuZDnJKwN670cCx74D63asBKtBopY+HGtdz62Rs8teAzGkJbKgc59VnsUDGQH4/fn0P2EnJym/7XDdXXsuaxy9nw6p+3PBDMJHvNHuSs2pucfkLB2buSf/QOZMSxQBhdF09R+ApX0GoHOoGSYDQfUxK25nFctsYTROQyVV0Xc/w87/0xy7ZopIINNZXc+vkbzPzmfeqCW/rOFtbmsuO6QZw9YT8OnjiC7OzkMo7XlX3H8ttPoGbhf6M7QwGy1+xB7rKDye43mOIbDyB30igCTVgijC5NOAX2ptgDIpIFnAKchMtp0ROXaG45LgPun1R1K/OViBwKXIBLmtUd5xPxFe639z5VrY0zpgS4CFcFdASu7tACXGKtm1V1QzIXE89x0efIuQrYDpeo6xyi/mJfAfcAM2NThadStm2VLqskiMgg3NpUZYwJ6nVcBch9gadF5ERVXeUlWvo5cBqu5OuMtpbZ6FyEQiGeXvA5v/zwWTbUbOkDW1STx7jVA5nUawz/d854evRMvvRy9eJPWXbzFBo2rIjsy6jsR/7C48kKDqPo4n0pOG1XAjktLnFidAFEZDjOghAkxoogIvnA88BB3q5FwJe4SrkjvdfpIrK/qn7qG/cT4FavuRz4DOfjNdF7nSgik1S1wTdmNC7SYgguAu1bXBj6OOAa4EwROUxV/9fKSw7g/DB+AGzALScPwykzewGCqw/k/xzaSrZ2o8sqCcDfcF/Kt/Clf1XVkIic4e3fH1jsmdwGAP1wIULTVPWbNpfY6DRsqq3mZ+88wQuLv9pif2FtLjuuHMSQDX2YfOgoJk0e1aTPgZ+que+w9E9HEKqOBupkr9qTvCVHkrPTIEpvPIKswd1Tdh3bKgMfuKIA6AzrJ7VLp92YVBRVKvCKaHUD9gH+gHsqvl5VF8d0vRynIKwFDlfVj31zTACewT2VXwmc6O3vRvTh6hRVfdQ3ZjLwNO63+ETgUW9/ITALdxN+BjhfVZd7x/oB9+GcK58VkZ1bad3tA5yKswrcoaoNXuHAe3H1en4mIn8Mh4S2sWztRldWEhpFVReIyHhcpcejcLXrK3Ha9O9V9c32lM/o2CzZtI5prz2IblgV2ZfVkMm41QMZvXYAORlZnDptPDvutF2z5q3Ut1n2pyMI1bhyzYQyyFt0NDlr9qTg1PEUX3ZQl7AeDHzgiluAC3E3uI5OcOADV9y2dNqNF6dp/jdFJNHxGcDWZT9hEs7CcJ1fQQBQ1Y9F5E7g17jfzjCCCy1fDzwWM+YVEbkB5w/mX244C2fC/wQ43m9hUNWVInIi8A3OcjEVuDPRxSTBX1Q14sSjqtUicjHOgpyF80l7vp1kaxc6rZKgqkOaOH5gE8fXApd4L8NICd+Wr+GEF+9mTVX0Sb9/VXd2XzScoro8srIzmPrDCYwa3btZ89Ys+ZzlN0+JKgjBLPLnnU72xtGU/HISBaeMT+VlbOtMp3MoCOCuYzqQLiUhNk9CJlCMu/nlAj8FCkXk4pib4H5epFdjCeXC1g//OtlCnM9Cd2CmiPxJVT/3zfmbOPMc670/6j+/b0yViDwB/AxXPbS1N+JZcc5RJiJrcJaGbu0oW7vQaZUEw9jWWFFRzskv3beFgrBn5XCGze9HgAAZGQGm/mgCo6R5CkJd2RKW/ulIgtWeb1kwi4K5Z5BVOZpuNx9J3uSET4qdkdvpPJaEBtz1pIvG8iTk4J5+b8cpKZnA+f4+XrG77iKyFy5Mcpj3Ph7nmwC+v4GqrhaRGTgL7RnAGSKyEucH9grwgvdw5mcH7/1sETm6kWsIFxwZ3eTVNk38JCLRVPz+e2Zby9YumJJgGG1AbUM9P37z76yojD60nZyzJxlfZEfax564Y7MVhGBNJctvOYaGDcvdjlCA/PmnkbVZ6PaHLqkgsHTajRcPfOCKKzGfhBbjRRjcIyLbAdcC54jIDar6HYCIFOMcEE8nGgEBbqngE1x4+GFx5r1aRGbjFI8DcDfR07xXvYg8CkxX1fA/Sqn3HnaGTES3Jo4nw1aRFTH4HYTaWrZ2wZQEw2gD/vDpq3yyJhpEM33QQax7ri7S3u+Aoey516BmzRkKhVj14HnUfBex2JK36BiyN4yh9IbDyDus6ykIYbwba5vfXDshz+CUhEycheA73/6DcE/YtwEfAHOAeZ6F4WziKAkAqvoU8JQXOjgR56x4OO5p+3Tczfcor3uF156iqs+l+Npay7YsW8owJcEw0sycsuXc/dXbkfZJw3ej4Y1MXCQtDBhYyuFTxjR73vK37mXTew9H2jkr9yVnzZ4U/+Jg8o/eIcFIw0gaf1avAIC3vBAOfTyiEUfurYp0eGGTI4GAqn6uqhtxPgCzcJEDVwA3AFNEpNSzJijOWXAcEPdGLCIjcTfrxW1cjGpbli1ldIY1O8PYZgmFQlz9wTORDIqDi3uy3zqhvNxVIs/MzOCU08eTldW8f8XaVfNZ88jPIu3MjUPJ/e5w8k/YiYLTd03dBRhdnSO89xAw29se6js+mxhEpACXZAm2fBA9B/gceFhE4sX1vurbDofhhB0Jz/KUjNhzZeGsGh/jQjbbkm1ZtpRhSoJhpJG3ls/j49XREPMrxh7GR29/F2kf9L3h9OnbvDoJoYZ6Vt5zJqFaZ00P1BWQ/+0p5IwfRMnVk6wAk9FqRCQgIsfhnAwBnlDVpd62PzHQNV6UQ3jcWFxyofAavT+64XHcmv8OwM1enoHwuF7A9V7zQ1+m2zuAFbhoi2e9JHjhMb29Ocd487b1jXhbli1l2HKDYaSJUCjEHz+NPhxNHDCKTbPrCAZd1FiPHgUc9L0RzZ533fO/p/rbDyLtvEXHktW9P91uObpL5EEwUsptIlIesy8blyCoj9eeTTQdPar6qYg8jkvH/DNgqogsxKVlDlsZXgUOAYpFpERVN6rqChH5IfAwLmHRj0TkW9x9aDguh8Ja4Ee+c60XkaNwT+2TgIUi8jVuGURwYZr1uORMbVrOeluWLZWYJcEw0sTs1Uv4dE3UajB14N58/unySHvy90eR3cybes2yOZQ9c12knb12PNkbdqR0xhFk9ipMMNIw4rIDLgW9/7UTUINbZ58G7KWqZTHjTsUtH3yMu4/sjLspzgKOVNXJQNhTd0p4kKr+Heeo+AQu9fFYYDAwD+ePMEZV5/hPpKr/9eT8NfAFToEZg6u18DdgN1V9slWfQgvZlmVLFYFQqLFcGEa6EZE5I0aMGPv888833dnocFz0n8f417cubf3e/YZxfNkEPpntwrD79ivmkksPaFbK5VAoxNIbv0eVvgVAoKaUoq8uoWjaRIp/ekDqL6B9sLUSw9iGMEuCYaSB9TWVPLcoamE8Yftd+cxnRfjeISOapSAAbHr/kYiCAJC3+GiyxwyhaPq+rRfYMAwjDqYkGEYaeG7hF9Q01APQK6+IgoV5EV+Ebt3z2XHn5tVlaKgsZ82jl0baWevHkF25I91mHGF+CIZhpA1TEgwjDfirO04ZshOffBi1Iux3wFAyM5v3r1f21LU0bPQKQgWzyFs8haLz9yFraI+UyGsYhhEPUxIMI8Wsr67gvRULIu1xoQFUVLhsr1nZGUzYc/tmzVe7aj4bXv9LpJ27/CByhgqF0yakRmDDMIxGsBBIw0gxLy/5OpI8qW9+MZvn1EeO7bBjP/LzsxsbGpeyf/0Sgm6OQE03clZNpPSWwwhk2zKDYRjpxSwJhpFi3liqke2DtxvNvG+i2Vgn7Nm8+gzVCz5m00ePR9q5Sw+l8LQ9yd6hX4JRhmEYqcGUBMNIIQ3BIO+u+DbSHlTVi3CUcbfu+Qwf0TPpuUKhEGv++YtIO6NiO3LZm6ILLJrBMEzBxCUAACAASURBVIy2wZQEw0ghX5Yto7zWlZ7PCmQQ+jYa5rjTzts1K+yxcs6rVH0TrZ2Tt/T7FF9yIBnFuakT2DAMIwGmJBhGCnl7+fzI9s49B7Ls242RdnPCHkOhEGVPXhtpZ5aPIG/Q/uQfY9UdDcNoO8xx0TBSyDsrokrCCPpGlhpKS/PYflC3pOepnPMa1Qs+jLRzl06m5L5JBJqZgMkwDKM1mCXBMFJEfbCBT9YsibSLV0cL4O2wU7+klxpCoRBlT/060s4sH0nRgYeSs3P/1AlrGIaRBKYkGEaK0PWrqKqvA5w/QvW8hsixMWP7Jj1P1TdvUv3te5F27spDKPrJfqkT1DAMI0lMSTCMFDHbZ0UYXtibYI3bzs7OYOjw5DMjrn0yWuUxs3wEJUceQ9b2yS9VGIZhpApTEgwjRcxevTiy3b++e2R7+IheZCeZ+Khq3ntUz38n0s4rO5TCc/dKnZCGYRjNwJQEw0gRs1dHLQn5q6NhijK6d9JzrHt6RmQ7c+MQSk8+mcyehakR0DAMo5mYkmAYKWBDTSWLNpVF2lnLoqmXRyapJNSunEvFnOcj7byKyRScuXvqhDQMw2gmpiQYRgr4et2KyHZRZi6Fdc6SUFySS+/eyVkC1j05A3AxkxlVfSj9wY/IKMxJuayGYRjJYkqCYaSAOeuipaD7040ALtxx2PCeBAJNhz7Wl69i48d/j7RzKw6h8KRdUi+oYTSCiPxYREIiclYzx13gjZvagnNmeWNDInJ6Ev3P8vrWN9XXSA2mJBhGCphTFrUkFG/Oj2wPG55crYZ1T/8RQi58MlBbTI9TLiCQY7nOjLZBRCYAN7Vg3J7AjCY7Gh0WUxIMIwX4LQk5a6NLBMOSCH0MVm+m/K27I+3cyoMpOHG31ApoGI0gIgcCLwPFzRz3PW+cedZ2YuxRxTBaSU1DPfM2rI60u1e538zCohz69C1qcvyG5+8iFNzsGg059Dj+YrMiGGlHRPKAK4CrgeRidN24fOBK72UPmp0c+wMbRiuZt2EV9aEgAFlkUFLtlhuGDO3epD9CKBhk/Yu3Rtq5FftR+H/7pE9YwwBEZAQwF/iVt+tqYHHjIyLjxBt3NRAEfgEsS5OYxjaAPa4YRiuZ67Mi9AoWk+Hp3oMGd29sSIRNbz9FQ723VBEK0P1IsyIYbcJAYHvgA2C6qs4WkbOTGLe9N/Y9b9ynIjI9jXI2iYhkAXVJdr9fVZvlmNnVsV8jw2gl831KQsHmaBKlZJSE9f+M+oplVe1I8emHplY4w4jPUuAIVX2hmeOWAN9X1ZfSIFNLCQHvJjjeCxBvu0lribElpiQYRiuZX74msl1YmQdAIAADty9NOK56/pfUbP440u62z4/NipAi5k7NLAA6Q5KJ2lEzGypTPamqzgfmN9lx63FzccsN2wyq2gDErYAmIsVAOM/5K8Dv2kquzoL9IhlGK5lfHrUklNa48tD9tishNzfxv1fZ/b+NbGfU9KP0rGnpEbCLMXdq5i3AhXQOn6vg3KmZt42a2XBxewvSBjwkIg+lajJvGeKfwE7AN8BJnkJhNANTEgyjFdQHG1i4MZqOuaTGOS0OGpy4amN9+Toqls2K3MaKhp9KZlFuwjFG0kyncygI4K5jOtAVlIS5wJom+vQFRiQ53x3AoUAZcKSqlrdCti6LKQmG0QqWbFpHXdA9nARCUOwpCdsPSqwklN1zE2R4taTr8+l53s/TKmcX43Y6jyWhAXc9XYHfqOrDiTp42SDvbWoiEbkcOAeoBY5T1QWpEbHrYUqCYbQCvz9CUW0emSF3XxowsHF/hGB9A5u+mBmJTC/ocTjZA/qmU8wuxaiZDRfPnZp5JeaT0CURkROBG7zmj1X1P+0pT0fHlATDaAX+JEphK0JGRoC+/RpPolT+yEyCmd64UICe036RVhm7It6N1W6uXQwR2Rv4GxAAZqjqzPaVqOPTGcxxhtFufOuzJISdFvv2KyYrq/EEdhtei1qPc7J3J3/8+PQJaBhdBBEZDjwL5AFP4xI9Ga3ElATDaAXzfJEN4UyLAwaWNNq/4vW3qMv4ItLufvTP0iecYXQRRKQH8AIuJ8JnwOmqGmpfqToHpiQYRgsJhUJbWBJKPEtC/wGN+yOUPRpNnpQZGkjJkSekT0DD6AKISC7OcjAKWAQcrqoV7SpUJ8J8Egyjhayp2szG2upIOxz+OGBAfEtC7TeLqK5+PeKwWLLPOU3WdjAMo0kuAvb3ttcC94pIIZAdp2+9qh7YVoJ1BkxJMIwWsmTTush2Tn0WuQ3uN2m7RpSEsnt+D5m1AASCBfQ446L0C2kYnR//P9zuTfS1ZErNxJQEw2ghizZFkygV1bp0zD17FZCXt/UDTP2qjVSs+JdzqQKKRp1AZn7TZaQNo61Q1SEtHDewFeesx0UiJNv/PuC+mH1X46pSGmkgLT4JItIvHfMaxrbE4jhKQmP+COvvvJtg3lrXCAXo+cOr0i6fYRhGa0mXJWGJiLwMPADMUtVky3gaRofBv9xQXOOUhHj+CMHNNWz6aiZ4hoO8XvuT0z/ZzLKGYRjtR7qiGzKBI3DFNZaLyC0iskuazmUY7cJin5IQtiT067+1krDxwVnUF/0v0u5x6uXpF84wDCMFpEtJGIxbI5oH9AR+AswWkU9E5EIR6Zmm8xpGm7EknpLQr3iLPqHaBja8/pdIOyt3MIW7Hto2AhqGYbSStCgJqrpUVX+nqqOBvYG7gQ3ALsAtwDIR+aeIHCEilqvB6HBU1tWyumpTpF1Um092Tibduudv2e+Zj6ktfD/S7nbExRb2aBhGhyHtN2hV/VBVzwO2A04CngOCwPG4FJpLReRGERmdblkMI1Us2Ry1ImQEA+TX5dC3bxEZGVEFIBQMsf7x26Nhj4Eiuh36ozaX1TAMo6W02VO8qtaq6hOqejQudeZPgQpcffBLgTki8h8ROaatZDKMlrJ445aRDRkE6LfdlksN1f+ZT3Xmq5F2yV5nkJFb2GYyGoZhtJY2zZMgIkOAU4HjgPFE42M/B/oB+wH7epERJ1pqTWNbxe+0WOj5I/SN8UfY8Nf7o2GPBOhx3E/bSjzDMIyUkHYlQURKgP8DfgDs6+0OAOuAvwN/VdXPRSQTOBq4AzgUuBU4K93yGUZL8CsJxXGUhNrPl1O18Vno5tr5wyaR3Xtom8poGIbRWtKiJHg3/MNxisGRQC5OMQgCrwF/BZ5W1drwGFVtAJ4Ukc3AS8CxmJJgbKPES6TkVxLK732a+m4aafc84dK2E84wDCNFpMuSsAIX+hheTlgAzARmqurSJsaGA8otZbSxzRIb/pibm0W3bk5ZqF+0jopv/+G8bYDs0hHkjzm4PcQ0DMNoFem6EfcCqoB/4ZYT/t2MsXnAPcDsNMhlGK0mGAqyrGJDpF1Um0fffkWR0MZN9/+b2l7Rr2/3o39qYY+GYXRI0qUknAv8Q1U3NdkzBlWd6403jG2StVUV1DTUR9qFtbmRpYaGNZvZ+MFMGFADQCC7hJJ9T28PMQ3DMFpNukIg++HyIDSJiFwlIg+lSQ7DSDl+K0J2fSbZwayIklDx0EfU9n47crzbpPMs7NEwjA5LupSEa4EfJtn3eJyTomF0CPxKQmFdLgB9+xYRrKil/KUHCOVsdAcD2XQ/9ML2ENEwDCMltHq5QUQGA9+Lc6iviCRSFAK4Gg87AJtbK4dhtBXLNq+PbBd4SkLvPkVU/vNzarq9ETlWvOcpZHXbrs3lMwzDSBWp8ElYDVwH9PftCwEjgHuTGB/AhUUaRodg2WafJaE2j6ysDEqLclj5+MME+6yMHOsx5eftIZ5hJMRLarewkcMhYD2wBHgRuFlV17SRaClDRKYCDwDLVHWgb/+/gYnA9ap6dftIlxgRmQmcCbylqgcmeyxdtFpJUNUqEbkcuN63ezBQA6yMPwpwORM2A58C9mtqdBhilxt69S6k9mWlOvflyP6C0ZPJHTCuPcQzjObwFVDua2cB3XEW3l2As0XkYFX9sj2EM9qflEQ3qOojwCPhtogEgY9V9YBUzG8Y2xJ+S0JBbS69+hVSPvNfNJTOi+zvcfRl7SGaYTSXC+OFqItIT+BB4AjgCREZo6rBthYuDZwBFABrm+poONIVAnkdzlxlGJ2OWEtCj5o6KuueiuzL6bcT+aMPbAfJDCM1qGqZiJwJLANGAZNxmXA7NKpq96VmkpboBlW9TlUfSMfchtGeVNbVsr6mMtIurM2l2ycfUd8jao3tedwvLHmS0eFR1TLccgS45QejC5KK6IZwvtn3VLU6Zl/SqOobTfcyjPbFb0UIhALk1efQfe0jUBoCILv7cIp2TypFiGF0BLK9960S44lIFnAKcBKwKy4Vfz2wHHgD+JOXHC923KHABcBeOP+Hcpwy8jhwn7+mj29MCXARroLwCNwD7gLgSZxz5YbYMfGI57joc+RcBWyHC98/BxjrDfsKlwV4pqqG0iXbtkoqlhtewzkhjgXm+vZt9WEmIJQiWQwjrfiVhIK6HLo1rCS7JJqCueeJ1xDIyGwP0QwjpYjIcJwFIUjMUoOI5APPAwd5uxYBX+Iqloz0XqeLyP6q+qlv3E9wFX7BKROf4dL4T/ReJ4rIJK/gX3jMaFykxRCgAfgWl/Z/HHANcKaIHKaq4bo/LSWA88P4AbABdz8bhlNm9gIEuCLmc2gr2dqNVN2Y4y1bNMfearZZo0OwZfhjLrtWPg4Bpw9nFQ+ieM+T20s0w8dllzxXAOS0txwpoPb3Nx9Z2XS31OBV8O0G7AP8Affbfr2qLo7pejlOQVgLHK6qH/vmmAA8g3sqvxI40dvfDZjhdTtFVR/1jZkMPA0c6PV/1NtfCMzC3YSfAc5X1eXesX7AfTjnymdFZGdVrWrF5fcBTsVZBe5Q1QYRycOF8p8O/ExE/hgOCW1j2dqNVIRAbqUgxNtnGJ0BfyKl0toQw+rfirR7nHANgUwziLU3l13y3C3AhaQvo2xbErzskudu+/3NR16cpvnfFJFEx2cAv4yzfxLOwnCdX0EAUNWPReRO4NfAjr5Dgivgtx54LGbMKyJyA7AT4F9uOAtnwv8EON5vYVDVlSJyIvANznIxFbgz0cUkwV9U9c++c1SLyMXAabj75R44C0p7yNYudIZ/IsNoM/zLDcMrvyUD97uQWdCfUivktK0wnc7z25aBu5508RXwru/1ATAHl+cG4KfAnz0LQwRV3Q93w7+rkXnD1o8C376FOJ+F7sBMEdk5Zs7fqOqJqvqkb3c4Zf+j/puwb0wV8ITXnNLYRTaDWXHOUQaEE0p1a0fZ2oU2f+zx1rImAZnAf1R1XVvLYBgtxa8kjK78IrLd87irCGRlxxtitD2303ksCQ2460kXjeVJyME9/d6OU1IygfP9fVS1TkS6i8heuDDJYd77eJxvAvj+Bqq6WkRmAFfh8hWcISIrgdeBV4AXVDU2f0E4quJsETm6kWvo572PbvJqm2ZZI/vDSwX+e2Zby9YupE1JEJEBuC/DYlWd4e0bA7yKW6sCqBCRs1X1sUamMYxtCr9PwnbVbukhM7cvJROntZdIRgy/v/nIiy+75LkrMZ+EFuNFGNwjItvhCvadIyI3qOp3ACJSjHNAPJ1oBAS4pYJPcJl0D4sz79UiMhuneByAu4me5r3qReRRYLqqhrNAlnrvYWfIRHRr4ngybBVZEYPff66tZWsX0qIkiEhvnNmqP/Cc79Dd3r4QLqSmBHhIRL5Q1W/SIYthpIqGYJAVFdEMtn1qXLXHnif9mozs3PYSy4iDd2Nt85trJ+QZnJKQibMQfOfbfxDuCfs2ossU8zwLw9nEURIAVPUp4CkvdHAizlnxcNzT9um4m+9RXvcKrz1FVZ/berZ2ZVuWLWWky5JwETAAmIeLL0VERgD74cxn+6vqByLyO1xIySW4uFTD2GZZXbWJ+lA0M22f6k1k5g2m9MCp7SeUYaQXfyrmAIC3vBAOfTxCVd+MM25g7A5vqXkkEFDVz1V1I84HYBYucuAK4AZgioiUetYExTkLjmPLB07/vCNxN+vFbVyMaluWLWWka83ucJyDyqGqGvYEPcJ7f1dVP/C2f4WLR2128iXDaGv8Sw0ldZXkB+vofeoNFtFgdGbCv9shIJwQZKjv+GxiEJECXJIl2PJB9Bzgc+BhEYkX9v6qbzvsKBl2JDzLUzJiz5WFs2p8jAvZbEu2ZdlSRrqUhGHAXFVd5Nt3CO6LFvkiqGodzuO1P4axjbO0vCyy3ad6ExuzRlG8/0ntKJFhpAcRCYjIcTi/MoAnVHWpt+1PDHSNiGT7xo3FJRcKr9H7oxsex6357wDc7OUZCI/rRbSS8Ic+h/Y7gBW4UMNnRWSQb0xvb84x3rxtfSPelmVLGel6BMoHqsMNT6MKV4T8d0zfApqXndEw2oV5bz4XcYXrW7OR9Tv91Go0GB2d20SkPGZfNi5BUB+vPRs4L3xQVT8Vkcdx6Zh/BkwVkYW4tMxhK8OruAfDYhEpUdWNqrpCRH4IPIxbkv6RiHyLuw8Nx4VUrgV+5DvXehE5CvfUPglYKCJf45ZBBMjFWa1Paety1tuybKkkXZaE5cBQn4Z5AFCEc1YMLzWEIyCGYRUjjW2chqoKFq/+b6SdV1dA8e6T21Eiw0gJOwD7xrx2wuVJeA6YBuzl5Qrwcypu+eBj3H1kZ9xNcRZwpKpOJvq7HskRoKp/xzkqPoFbah4LDMb5r90AjFHVOf4Tqep/PTl/DXyBU2DG4Got/A3YLSa3QpuxLcuWKgKhUOof4kXkr8CZuBCZmbiohj1wSSdO8/r0waXenAjcqarpTBiyTSIic0aMGDH2+eefb7qz0a6s+sNFXMAyPug5AoC9lvVkxsnTGD6iVztL1ukw04xhbEOka7lhBi7/9kXeKwDUefsRkf1xCTQycRXAWrVe4znKXAacjDN3bcKZyG5R1RdbMN8QnK9EIj5X1V2aO7fR8ahdu4TyL+9h9e6nRPZl1femV++idpTKMAwj/aRluUFVFZiMM0XV4KqDHaWq4RR1y3EKylfAvjEOjs3Cc355AxcpMQwXq1vhnf8FEflVC6YNpwtdx5YpS/2vT+MPNTobq245CwK1rM4tiewrJZ+SEsuNYBhG5yZtsVuq+j6uvGY8FgK7+JSG1nAHsCeu5OhRvoxgPwD+ClwrIu+q6mvNmDOsJDyuqucl7Gl0ajbNfpqqpa9TkZnD5uy8yP5BJT3MadEwjE5Pu+Q2V9VgKhQEr9756Thv0tPCCoJ3joeAG73mtc2cOqwkdFiPVKP1BKs2sfr+CwC2sCJkBAMM7tWjvcQyDMNoM9KeBcbzFyj1ztXoo5eqtiTC4Qc4v4Z3VfXrOMfvAq4G9hWRQc04R1hJ+KoFMhmdhLVPXUND5UoAVuVEU68X1OXSd0Bxe4llGIbRZqSzwNP3cckxdm6qLy5PQktk2dt7fyfeQVVdJiKLcSE2E4GHmppQRIpwvg1gloQuS/WiT9jwarT4XlnNbpHtwrpcevcpjDfMMAyjU5GuAk/7Ac/iljOSWbht6eLuCO/92wR9FuGUhFFJzrmTJ89yoLeI/BxX2CQLmAv8Q1XfbZG0RocgWFfDyvvPAq9OQ0Z1L9YP341wSfnC2lx697HIBsMwOj/psiRchlsG+AK4DviGaD3uVBLOCJaocEY4CUiyAe1hy0d34GuiOcTBZRC7wMsDca6XVrpJRGROI4eGJymT0YaUPXkNtd99HmnnLTqG5ceXwmb3NSuoy6VXb7MkGIbR+UmXkrAPLi3zoaq6Kk3ngGhe8OoEfcLKSUGCPn7CSkIeLgnUbcB8XN3zH+BCLX+IC+08vznCGts+ld/8m/Uv/THSzl61NwVjD2ZpIPo17pVVRG6uFXUyDKPzk65fukJgTpoVBHBlp5ON0Eg2teTb3pyfquqdvv1LgOtFZBEu9/i5InJHbArReKjquHj7PQvD2CTlMtJMQ8UGVt47FbwspBlVvcn77vsU3bg/K774a6TfwKJujcxgGIbRuUiXkrAY6Jumuf1sxi0L5CXoEy7hWZnMhF5u8b8nOu4laBoJHI1L3mR0AlY/NJ36dV4UbTCD/G9PJm/iGDJ27Mu6Tyoi/Yb2sFTMhmF0DdKVJ+GfQH8R+V6a5g+z1nvvmaBP+Bd9dQrPG862ODRhL6PDsPGDf7Dpg39E2rnLDiGzcgBF0/dlZeVGQj5D1MjevdtDRMMwjDYnXUrCDbgn7L+JyNEikq78td9470MS9Akfm5vspCKSLSKZCbqEP7ekHBeNbZu6su9Y/eAFkXbmpiHkrJhI3qFC9pi+LNu8IXIstz6b/v1sucEwjK5BupYb7gOW4kpoPgk0iMg6oLaR/iFVHdyC83wIHEU0X8IWiMhAYJDXfK+pyUSkOy6csjtwPE72eIz33uMlcDI6EKFgkJX3TSNYVe52NOSS/+1JBDIyKZq+LwCLy9dF+hfW5tLbIhsMw+gipMuScDJwmLcdwCkjfYCBCV4t4Z/e+4EiInGOn+u9v5VMESlVXQ+s9JpT4/URkRNwoYu1NK5EGB2E9S/fQtU3b0baeYuPIqO2B3lTxpI13K1izV0dXakqqs+je49kA2UMwzA6NumyJExL07xboKrzROQR4FTgSRE5WlXnA4jI6cDlXtffxo716j5kA+WqusJ36Abgb8AUEbkBuFZVa7wxJwAPeP1+r6rL03FdRttQ890XlP3rqkg7a92OZK/dFbIyKDp/n8j+hevXRrZ7ZRWRkWGFnQzD6BqkRUlQ1QfTMW8j/ATY0Xv9T0S+xC0XhJcvrmqkAuTrXp8H8VkNVPUhEdkJ+DlwBS550jxctMYAr9t9uHwJRgclWFvNirt/QKjerYAF6kvIW3QMAQLkH7cjWdtH/Q78Pgn9C0rbXFbDMIz2osNnhFHVMhHZG7gUOAkYg3MofAv4s6o2e0lAVS8VkZeB6Th/h52AdcBzwF2q+nyq5Dfah7J/XU3t0mj9rvz5J5BRXwh5WVtYEQBW12yMbA8uteqPRudAREbiHoQOwSWLWwd8ANyhqq8mGNcTVzjvaNxS8XrgXZx19YNmynAgEF7vG9rUsrCIzATOxC0hH9iccxktI61KghfVMBWYAowGSlW1t4j0Am4CbmqkemOzUNUKXDnoa5sxZkgTx18D4lkgjA5O5devs/7lmyPtnLX7k7XRlfYonDqBTF9dhlAoxLpQRaS6yIjefTCMjo6IHAo8hcsjU4lzwu6Nu/EfLSJ/UNVL44zri1MIhnvjvsApCscCR4nIOar619hxRsclXY6LiMgo4HPgL8DhuMqK4cewwTht8L8icnS6ZDCMWBoq1rPy3qjLTGb2IHIXTgYgo0cBhT+csEX/tVWbqQ8EI+0x/fu1jaCGkSa8h7R/4BSER4H+qrqLqg4ATsNlsv25iBwfZ/hjOAXhVWCgqu4O9MdZJDKBu0RkTBtchtFGpEVJEJFS4GVc5cUlwB/ZslJjOfA/XKbEx0Vkh3TIYRh+QqEQqx88n/r1y9yOjGzyPjuGQCgbgMLz9yajaMuUHnNXRSMbshoyGN4/Ud4uw+gQnIXz21oETFXV8vABVX0EuNdrnusf5C0NTMRluj3ViwZDVYOqOgOXrj4buAqj05AuS8IlOGvBc8AYz2wVDi3Ei0DYEXga96X6aZrkMIwIm95/hE0fPR5pF2aeRGZFfwAyB3en4MSdtxrzzYpo+ZHihnzy83PSL6hhpJeFOEvCX8KRWzF84b3H5q6Z6r0/o6pr2Zq7vPdjRCQ/znGjA5Iun4TjcM6DZ6lq3AqNqtogIucA3wcOSpMchgF4WRUfujDSzu2/BxlPR+tuFf/0AALZWyfZXLA2WoW8Z6YlUTI6Pqr6GG7ZoDF2997nxewPJ617p5FxHwH1uAJ/u+OK5aWdGOfHppimqjPTJ03nI11KwjBcFciE9RJUda2IKM6p0TDSQigYZNX9P4pkVczILyF/wUkEqQcge5f+5E4aGXfsko3RbIv98iz80ei8iEg34CJcnpt6YIbvWAbudx22XDqOoKp1IrIMZ4EYRRspCbjl63cTHB8GbOdtL0m/OJ2LdCkJQaLVF5siA4hn8jKMlLDhjTup/Pr1SLvbjpdTf3t9pF3884kEAvETJK2s3ujcsYCBxd3TKqeROlaOvakA6AxrQ7X9vr40qQq2LcVzULwOGAHkAt8B56nqf3zduhO9X6yhccpwSkKblUpV1U+B/eIdE5GxRFPy/1pV32gruToL6VIS5gM7iEg/VV3ZWCcR2R4Yi4uCMIyUU7tyLmsfvzzSLtx5CsFnugMu90HupJHk7Np4VvC19ZsjSsJwKxHdIVg59qZbgAtJY/RWGxJcOfam2/p9fenFaTzHHsA4X7s7cKSI/EdVN3n7/LnI4y4he1TF6Z8sC+Nn128ZXrjmC0Ap8DjNCJE3oqTrn+gpnAJyh4jEfUTzcijcj4tAfzZNchhdmFBDPSvvnUao1v1uZRb3oijnxwS/85IjZQYovuSARsdXV9ezKbMq0pbt+qZVXiNlTKdzKAjgrmN6ms9xG1CEC2WcirvRnwu8ISLhB8mGZs4ZarrLVvwXt2yQ6JVwCTuMiBQAs3BWjY+AM1W1JTJ1edJlSbgF+CFwDPChiDyGK/CEiHwfVx3yLGAksAL4c5rkMLow61/8A9XfRhPA9Tr2Zqov00i74NRdyRraeAbFJSvWUZMVXZaQvqYkdBBup/NYEhpw15M2VHWpt1kBPCgiHwCf4ZwPTwdm4sIew+QlmC68zNySJZITm5FxMVGfDOARYAJu6eToxhzojaZJV+2GTZ4yMAv3RdvNd/g57z2AUxCOCsfbGkaqqPnuS9Y+dW2kXbz3afBad0KVLkdCoFv+VumXY/lmeXSlLCMUoF9hSVpkNVJLv68vvXjl2JuuxHwSWoSqqog8iSucdyBRJaEG57OQKFlIeE0uqSf+NPEnXObICtz9pdElb6NpVPqY3gAAH85JREFU0paWWVX/JyI7A2fjUnaOw60NVQCKUyDuUNUNjc9iGM0nFGxg5V/PhoY6ALK6D6D7rley4dZZkT7FP9mXjNJED0Qwb3XUP6s0UEBmRmd4MO0aeDfWNr25dhREpAcwFFjcSL4DgMXeez9wCZO8SLSdgCGNzJuNW7IAmJsygZuBiFyIi9AIAqep6mftIUdnIq21G1S1ErjVexlGm7DhtTuoWfhxpN1n2t1U3Dg70s4a2Yv8E7ZOnBTLog1l0TlyilMrpGG0Hx/jwgIvB37fSJ9wIqVlvn0f4pSEvXH+ZLHsgbunVAOfpkTSZiAiU3BL3QBXqOozbS1DZyTlSoLnkLg/zkw1CGeaCuEqhX2DS8TxtjmRGOmgrmwJa/91daRdvPdpZC4ZTN1n0YqPxVccTCCraavA8soNER/tAYXdEnc2jI7DKzjHxLNE5GZVrfMfFJEhOOsvOItvmMdxluETROQyVV3HlpznvT+mqlW0ISKyGy6LZAbwgKre1Jbn78ykTEnwTE0X4bRTvzdYgK09XZeLyA24sstBDCMFhEIhVv/tAkI1FQBkFPWk1zE3sP7kaPBM7qSR5O4dm212axoagqyu3RRREoZ0txLRRqfhJpzz30jgERE5L7zsICLjcUWf8oH/AP6n8ddxEQb7Ak+LyImquspzFPw5rjhUHb4kTG2BiAzCKTOFuJpBP27L83d2UqIkiEgJrg7DRCJFddmIKyCyCedAVIpbB8sGBuDCbo4WkeO8Us+G0So2f/Q4FZ+/EGn3OeUPVD++kOAqzzE7O5PiSw9Maq6ytZVszo46REsfi2wwOgequkBETsKlZj4BmOL5G+ThMiUCfAAc77f4qmpIRM4A3sJZixeLyFe43/N+uIfBaar6TdtdDeCiP8IZFQPAs14I5NZ51uFTVb0wzn6jEVJlSXgct7zQANwN3K2qX8Z2EpEc3LrV2TitcxLwEK7Wg2G0mIaqjaz++yWRdsG4SRQMPoq10x+I7Cs8c3eytk9u2WDVyk1szokqCcO6906dsIbRzqjqc55j+aXAZGAMztHzHVw1x7/GLkN44xZ41oargKNwhfoqgZeA36tqsjUUUok/7GhyE33rmzhuxBAIhVrnGiAiR+KSIW0EpqhqUvm6RWQiURPRpHb6crUrIjJnxIgRY59//vn2FqXDs+YfP2f9yzcDEMjOY/D1X1B54xyqX3J5ETJ6FdLrxbPIKEwuKm7WC3M4b9VDkfZHJ15B/yLzS2gD4ufHNgyjXUhFTNfpODPTJckqCACq+hbwC9yPwmkpkMPootQs/4b1r90Wafc48hewJCeiIAAUXXJA0goCwP9WRUtEZ5FB3wLLkWAYRtcjFUrCrrgkGw+3YOxM3BLFHimQw+iChEIh1vz9ImjwKjr2Hkq3Q3/KxhuidVyyduhH/tHjGpsiLgvWR3Mk9M0tsRwJhmF0SVLxy9cPWBBv/aopPIfFBbhQScNoNpv/+ySVc6IVHnuf8kdqnp5L/TfRhG8lvziYQEbyVuz6+gaWV5dH2kNKEiWYMwzD6LykQknIx9XzbinrcX4JhtEsgjWVrHn055F2wQ6TyR96CJtuja565R0xhpzxA5o175rVFWzKjoZ5D+9hTouGYXRNUqEkZNL8CmF+6lIkh9HFWP/Sn6gvW+Iamdn0Oe0WNt/6DqFyF5UQKMhOOuTRz8oVm9jki2wwS4JhGF0VuzkbHZL68lWsezGaVK37IT8hsK6Uqn9+HtlXdP4+ZPYpavbcK1duosKnJAwqtkRKhmF0TdJau8Ew0kXZM78hVO2SJGUU9aT7kVdSfvZzkdyemcN6UvCD3RLM0DgrVm7cIkfC4GKzJBiG0TVJlZJQKiIHtHRsimQwugi1K5Tyf98Tafc86mpqX/mOus9XRPaVXHkwgex4CdeaZsGqtQS3i+YPGVTcveXCGoZhdGBSpSTsAHS5ZEhG+7D2iasg6NxgsnsPo2T3qZQdFU18lDt5FLn7DGnR3NXV9SytXB9p98gppDA7t1XyGoZhdFRSpSS0NkuaVYQ0kqJq3ntsnv1UpN3rhN9ScdfHBNdVAhDIz6bksoNaPP+KZeX/396dh8dVHXYf/86MpNFuyZKNF2FbtvGx2cxi4xgDxhAIBOospMUkpiUJaUkKzZMVUloCTQpN24QsLyHpm0AalhfCG8qWEEiMMZsh7NhgH1vyKtuyte/SbLd/3KuRZMZCsmdGM/Lv8zx67px775x7Ro/9zE/nnnPu0EGLEzQeQUSOXskICdVJqEPkAzmOQ8OD18fLwerFBCcsp/n+gXW8iv72QwSmHf7qiHvq2oaMR5ih8QgichQ74pBgrd2ZjIaIfJDONx6ht+aleLnyr26j49a1EHM7ogIzyij67KIjusaeunbag93x8uzSyiOqT0Qkm2kKpGQFJxqh8aEb4+WihZfgrz2G8Gt18X2l3zofX96R5d49e9poDw4spDR3ghZSEpGjl6ZASlboePl+wvXeA5t8fiZe+i90XP1s/HhwxVyCy2cf0TXCoSj1+zvoqBgUEsoUEkTk6KWeBMl4TiRM0yPfiZdLln6ayKOtxBq63B15AUpuOPzBiv327WunM6eXmH9gHG21bjeIyFFMIUEyXtsLvyLcsM0t+AOUnXYtXb9+PX686PNnkHNs2RFfZ09dO22DxiNUFZdRkDPyx0uLiIw3CgmS0WLhPpof+9d4uXTZ39Bz53aIxADwTyul+OolSbnWnro2OgaNR5hTqlsNInJ0U0iQjNa+7pdEmne7hUAuxROvILR+YEJN6Q3n4SvITcq19h40aHGOBi2KyFFOIUEyVizUQ9MTt8bLE5Z9lu6fbImX886aRfD8uUm5ViQSY9/ejiHTHxUSRORop5AgGatt7c+JtrrPY/DlBAk2X0isvsM9mOOn9B/Px+c70sU+XXv3tBGNxjT9UURkEIUEyUix3k6an/i3eLlk0VX03rM9Xi66ajE5s5K3ZPKuHS2E/BF6c8PxfbMVEkTkKKeQIBmp9U93EO1oAMCXV0ju24sg7D7UyX9MMUV/96GkXm/nztYhvQhFOXlMKTz85Z1FRMYDhQTJONGedpqf/M94uXjeZwiva4qXS765An9Rcqcm7tzRQnv+0PEIybqVISKSrRQSJOO0Pv0jYl3NAPiCxfj/NC9+LG/JDPIvMkm9XltbL60tPbTkd8X3zS+fktRriIhkI4UEySjRrhZa/nB7vFxUeRnOLvc2AwEfJUkcrNhv144WAFoHhYTjJ05N6jVERLKRQoJklJY//IBYTxsA/vxSfE/PiR8rXH0aucclf5nkbbVNODi0FgyEhAXqSRARUUiQzBFpb6Dl6R/Fy/mxi/F1uWMP/BWFFH9pWUquW1vTRG9OmL6cSHzfAvUkiIgoJEjmaPn9f+D0uX/N+4NlBF5aED9W8vXl+EuCSb9mZ2cf9fs6hoxHOKawlIn5RUm/lohItlFIkIwQad1H65o74uXggRX4YvkA5C6qIn/lCSm57rYad9aEbjWIiLyfQoJkhObHb8MJ9wLgz5lIztZT3QM5fkr/+YKUTUes9UJCc0FnfN+Cct1qEBEBhQTJAOGmXbSt+7/xcu72s/DF3LEIRX+zKCWDFfttse6CTU0FHfF9CydVpex6IiLZRCFBxlzzY/+KEwkB4GciefWL3ddTSii6ZmnKrttwoJOmxm56A2G6gn3x/adWHpuya4qIZBOFBBlToQO1tD1/d7yct305Psd99HPpP56X9JUVB9u86QAAzYUDvQiV+cVMK5qQsmuKiGQThQQZU82Pfgdi3jMZwhXkNp4OQPCc2QTPPy6l1978nhsSmgaNRzhlUpWWYxYR8SgkyJjp27uJ9pfui5fzdp+Hz8mBYA4lNyZ/ZcXBensjbKt1By02DepJWFip8QgiIv0UEmTMND1yCzgxAPy9leQ2ngJA8d8uIefYspRe+71364lGHWI4NBYNhIRTJ81I6XVFRLKJQoKMid6db9L554fi5WDdBfgIEJhZTtHnzkj59d9+cx8AbfldhALuSosBn59Fk2em/NoiItlCIUHSznEcGh+8Pl72d08hp/kkAEr/6Xx8wZyUXr+nJ8yWze54hP1FbfH9J1ZMozg3+as6iohkK4UESbvuDU/R/d6aeDm4+2J8+MlfeTzBZdUpv/7Gd9xbDQDNEwYGLS6dMjvl1xYRySYKCZJWTixKw29uiJcDbXPIaZuHr7yA0utXpKUNr76yy20LDg3F7fH9CgkiIkMpJEhatb94D6G6DfFy/u6P4sNH6bfOw19emPLr1+/rYMf2FsCd+tiFu4hSwOdn8TGzUn59EZFsopAgaRML9dD08E3xcm7jKQS6p5N3djX5lywY5p3J88r6nfHXHVUDD3VafMxMSvPy09IGEZFsoZAgadPy1A+JtOxxC7EAwboL8RXkMuHbF6ZlAaPu7hCv/bkuXq4va42//nBVekKKiEg2UUiQtAg319H8+K3xct7+M/GHJlL8lXMITCtNSxteemEHfX3udMdYSZTtfY3xY+cfOz8tbRARySYKCZIWjQ9+EyfUDYAvXERw7wpyF06l8IpT0nL9vr4ILzy3PV52To7EX88smcjcCZPS0g4RkWyikCAp1715HR2vPBgvB+s+gi+3lAm3fRRfID3/BNeuqaG7KwxAXl6AdwK748c+Vr1Qz2sQEUlAIUFSyolGOHDvl+Nlf2cVuQ2LKPn6cnJmTUxLG1qau3lu7bZ4uXpZOZta6+PlT845NS3tEBHJNgoJklItT/9o6JTHnSsJnllN4ar0fDE7jsPDD20gEnGfEVFSGqS2YiAgLKysYm7Z5LS0RUQk2ygkSMqEDtTS9D/fjpdzG04n138cE757MT5/err3X1m/C7u5IV4+5+Jq/v+2N+LlVcctSks7RESyUWoXyZejluM47L/7GpxQDwC+cDH5uy6h9NYPE5hSkpY27N7VymOPvBsvzz9+MhsKdtMdCQFQHizkU3NPS0tbRESykXoSJCXan7+bnk3PxMv5O1dS8NFF5F+anvUImpu7+fVdrxEJu7cZCgtz+fDH5nLnxnXxc640SyjIyUtLe0REspFCgiRduGE7Dfd9LV7OaVlAcMJySm+6IC2zCJqbu/n5Hetpa+sFwO/3sfqq0/nFthdoC7n7SnKDfP6EZSlvi4hINtPtBkkqJxph352rifV5D06KBMnfdxnl96zEX5T6v9q31zbx61+9TldnKL7v45edyIHiNu5+YX1833ULz6Mivzjl7RERyWYKCZJUTY9+h95tL8fLBTs+Qdk3PkmuSe0MgnAoylNPWp5ftw3HGdi/8uPHM+uUcv7i8TtwcA/MLq3kcwvOTGl7RETGA4UESZruzetofmxg6eXcxtMovfAqCv9yYcquGQ5HefWV3axdU0Nba298fyDg51OXn8zME8tY9dQv2NfdBkCOz8//Wb6K/JzclLVJRGS8UEiQpAg37GDv7ZcB7kBBX+9ESiq+ROm3zkv6tSKRKDt3tLLh7X289cYeurvDQ45XTipi1WdOob24m4/97qfs7GiOH7vpjEs4ubIq6W0SERmPFBLkiMV6O6m77RJifS3ejgBFbVcz8b7L8eUGjrj+aDRG3e42arc2UrO1iR07muOzFgYLBPycdc4sTj+3iv/a/Bx3rX2JiDNw3rUnn8vnjtdgRRGRkVJIkCPixKLs/f4qws2b4/sK9l/O5J9+Hf/EwsOr03HYX9/JFtvA1i0NbN/WTKgvesjzc3P9nLa4ismnF/K7+g189dEH6IqEhpxz46KLuebEcw6rPSIiRyuFBDlsjuOw7wd/TffWJ+P78hqWc8y/f4+cORWjqisWc9hW28Rbb+xl86b9tLf1DXt+bq6fSdVF+Oc67Mxr5NZ9j7N/Xcf7zpteVMYPzvoUy6bNHVV7REREIUEOk+M41P/gC3RufCC+L6fNMOX6/yJv4bQR19PU2MX6F3fy9pt74+saHCzsj9BV0EfedB9OZYzOgl629hxgV2cz1CWutyxYyN+ftJyrFizVgkkiIodJIUFGzYnFqP/eF+iwv4rvC3TOYsoXHyD/nJH9xb6nro1nn6nlnbf2xqcs9gbCNBV20JrfRUewh1BJhI5gD22xnoE3dno/Cfh9PhZPnsWq4xZxafVJCgciIkdIIUFGJRbqY88Nn6Cn+an4Pn93FdOufYSCc08a9r2O41CztYln19SwdUsjMRwaC9upm9DEntJmOoIJehLePz5xiGMKSlh8zCw+fOwCzqsyTMwvOpyPJSIiCYyLkGCMKQS+CawCqoEO4HXgh9baJ4d77zB1zgBuAi4CJgMNwBrgNmvtpmS0O9v0bd/Gnu/8BZHYwCBFf+80pl/3BAVnHzogxGIOG9/Zx7PP1FK3u42+QJjaSfvZWrGPrrzhxx70yw/kMntCJbNL3R9TPoXTJ89gelFZWpZ6FhE5GmV9SDDGFOF+eS8BwsBGoAK4ELjQGHOztfaWUdZpgBe9etqAt4HZwJXAXxpjPm6tfWqYKsadlv/+JY1//DpOTnt8X054HlU3/4G8+TMTviccjvL6q3U89+w2Ghu66AuEeW9KHVsq9xH1J+4iqMwvZmFlFXPLJlNdUkF1aQWzSiuZWlSK36dHjYiIpFPWhwTgDtyA8Baw0lq7G8AYcyVwF3CzMeZFa+2fRlKZMSYHeAI3INwD/J21tscYkwd8H7gWeMAYM9da25T8j5NZejds5sCPr6M3/MyQfy3BwHKm3/4/5JRPeN97urtCvLx+Fy8+t52Ojj7C/ih28l42TaojHBg6lTHg83PW1Dl8ZOYJrJg+j6ricvUMiIhkiKwOCcaYOcBq3DvXn+kPCADW2nuMMfOAfwJuBkYUErz65gK7gKuttSGvvpAx5h+AhcDZwFe8uselUE0djT+9hc6G+yAw6JZALMCE47/KpG/cij8w9C/7hgOdvPDcdl77827C4RhRX4yainrenbyb3tyhqyJW5Bex2ixhtVnC1KL3Bw0RERl7WR0ScLv/A8CL1tr3Ehz/Ge4X+TJjzAxr7a4R1HmVt72nPyD0s9Y6xpif44aEKxhnIcEJR+l6+gVaHvkRPT1PQU6v+9v1BJwZTL32XgrPGFi1MBSK8u6Gel5/tY4ttgGAqC/Gton72Th5Nz15Qxc1Ks3L50snLedzC5ZRmKvZByIimSzbQ8JSb/tCooPW2j3GmJ3ATGA57u2DQzLG+IEzhqsTd6wCwGxjzLGDey+yUWR/O11rnqHr5Sfo2b+GaIGXowb9y/DFiihb9GUqvvjP+HPz6OkJU7Olkffe3c/Gd+rp64sA0J3Tx7aJ+6mZWE/3QeEgP5DL549fxhdPOoey4OGtxCgiIumV7SGhf1J+7TDn7MANCfNGUN90oOAD6twNRHH/xp7nlTOaE44SrW8htGM7oW1b6Kt5h1C9JdxRSyRnm9tjAAOfvF8sn/xZl8Hl32Z3b5D1T2xl184W6na3EYs5RHxRWvO7OTCpjb0lLTQUteEcNJwgzx/ginln8A8LV3BMYWlaPq+IiCRHtoeEyd62YZhz+gcXVo6ivkPWaa2NGmPagIkjrPOwRRs6aXvgIfrqX8aJRiAWxYlFwInhxKJeOQpONH7MCfcQi/TgRLtxnB4cp4eYrxNyu99/gfyhxbDPz7OT5rOj8Fia8w37c2bRG/MR+/0TODhE/Q6hQJje6jA9uSG6cvvgEGMMc/0BVh23iOtOXsG04rLk/3JERCTlsj0k9PdbJ17P19W/XN9I+rgHn5OsOjHGvHuIQ/N37drFJZdckvBgpK6RqO8A4IzkMocQ9H6Ge5aCj6gvj9bcQjpzA8AB7+f5YWs+uOMBIMcXYEKwgAl5+bzjf4sv8IvDbbgchWpqah6z1q4c63aIiCvbQ0IUGOnk+ZF80x76UYOHX+dwYqFQqKumpmaYWxbpHNzXPeJf5iBzvG0tuNNMWmilJXmNGm+G/L5ERDJZtoeETqCc93WcD9H/B2+C/vaE9fXL59C9CaOpE2vtCSM5Lxv195KM58+YTPp9iUg2yfYl7Bq97XB96f3jBg6Mor5D1uktttQ/sX8kdYqIiGSlbA8J/c9QmDXMOf3HtnxQZdbavbjLMA9X57EMrB7wgXWKiIhkq2wPCa9426WJDhpjqoAZXvGlEdb55+HqBM70tju9UCEiIjIuZXtIeMjbnus9lOlg13jbddbaHSOs8zfe9rPe8xoOVeevRlifiIhIVsrqkGCt3Qrcj9v9/7Axpn9xJYwxq4HrveJ3D36vMWaOMWa+MWbqQYfuxR15Phu43xhT4p2fZ4z5MXAW7i2JnyT784iIiGQSn+Mc6Sy+sWWMqQDWAifhTmHcgDvjof/5xTdaa29N8L4d3jn/ba296qBji4E/4g5Q7AQ244aGiUAIuMhauzb5n0ZERCRzZHVPAoD3uOalwC24AwkX4M5MWAdcliggjKDOV3Gf9vhLoNV7HQN+CyxRQBARkaNB1vckiIiISGpkfU+CiIiIpIZCgoiIiCSkkCAiIiIJKSSIiIhIQgoJIiIiklC2PwVSxoAxphD4JrAKqAY6gNeBH1prnxzLtmWiQWtyDKfcWtua+taIiIycpkDKqBhjioA1wBIgDGzEXZei/xkZN1trbxmj5mUcY0wZ0IK70NfLw5x6kbW2c5jjIiJpp54EGa07cAPCW8BKa+1uAGPMlcBdwM3GmBettX8awzZmkpO97VZr7Vlj2hIRkVHSmAQZMWPMHGA17uqTn+kPCADW2nuAf/OKN6e/dRlrobfdMKatEBE5DAoJMhpX4j5Ma7219r0Ex3/mbZcZY2YkOH406g8JG8e0FSIih0EhQUZjqbd9IdFBa+0eYKdXXJ6WFmU+9SSISNbSmAQZjf5HcdcOc84O3JH881LemgxnjAkAJ3rFvcaYrwBn4z5ddA/wO+Aha21sjJooIjIshQQZjcnetmGYc5q8bWWK25IN5gH53us/AiUHHb8S+Kox5uPW2n1pbZmIyAjodoOMRqG37R3mnJ6Dzj2aLRz0+lXgHKAId8roaqAeOAP4vTEmL/3NExEZnnoSZDSijDxYagEOd3zGj3Fng3xt0G2FbuA+Y8yrwJvAKcDngTvHpJUiIoegkCCj0QmUM9CFnkiBt+1OfXMym7V2PbB+mONbjDH3AV8APoFCgohkGN1ukNFo9LYVw5zTPxbhQIrbMl686W2rx7QVIiIJKCTIaGzytrOGOaf/2JaUtiRLGGP8HzDeoP//YDgd7RERGQ2FBBmNV7zt0kQHjTFVDDzD4aW0tCiDGWOeA0LAfw5z2mneNtHiVCIiY0ohQUbjIW97rjHGJDh+jbddZ63dkZ4mZbSNuCtUftIYc/D0R4wxM4HLveID6WyYiMhIKCTIiFlrtwL3437xPWyM6V9cCWPMauB6r/jdMWheJrod6AOmAw8aY6b0HzDGLASewp0S+Rzw8Ji0UERkGHpUtIyKMaYCWAuchDslcgPujIeZ3ik3WmtvHaPmZRxjzGXAvbgzQkK4YzVygPneKa8BH7HWNo9NC0VEDk0hQUbNGFMEfAP4K2A27qC714EfW2v1F/FBvFszXwMuAKbhLjj1Hm6vzM+stZExbJ6IyCEpJIiIiEhCGpMgIiIiCSkkiIiISEIKCSIiIpKQQoKIiIgkpJAgIiIiCSkkiIiISEIKCSIiIpKQQoKIiIgkpJAgIiIiCSkkiIiISEIKCSIiIpKQQoKIiIgkpJAgcpiMMTuMMY4x5uqxbouISCooJIiIiEhCCgkiIiKSkEKCiIiIJKSQICIiIgnljHUDRI6UMeYq4G7gQeAnwB3AAqAJ+A9r7e3GmKnAtcAFwFygBOgANgO/BX5qre1JUPdU4GvASuBYoAH4DfAvqf1UIiJjTyFBxpP5wFNABHgXNyi8a4z5EPAkUAb0ArVAGKgGlno/HzPGrLDWRvsrM8Ys9N43FQgBG4Fy3NBwEVCYno8lIjI2dLtBxpOFwAZgprX2NKAKWAPcixsQHgGmWWtPtNaeCkwCbvDeezbuFz8Axpgc4H7cgPAMMMNae7q1djbwUdxehUlp+VQiImNEIUHGmxuttW0A1tom3OBQAfQBV1trW/pPtNaGrbXfA7Z5u04aVM8ngeOBFuBT1tr9g973JHBdSj+FiEgGUEiQ8SQGrB+8w1r7hrW2HCj3QsMQxpgg0OwVB98+uNTbPjo4WAzy/4C2I2+yiEjm0pgEGU9aEw0+BLDW9hhjDHAaMAeYDZwAnAzke6cNDs3G2248RH1hY8y7wJnJaLiISCZSSJDxJGFAMMYsAe4ETj3oUCPwe29/9UHHyr1t5zDXS9TDICIybigkyLhmjFkArAUKgPeAu4C3gU3W2j3eOS/y/pDQBBwHlA5TfUHSGywikkEUEmS8+zLul/lmYLG1tjvBOVUJ9lngQ7y/9wEAY4wPd2CjiMi4pYGLMt719xBsShQQjDEXADO84uDQ/Ftvu9IYMz1BvZcCU5LWShGRDKSQIOPdZm97oTHmrP6dxpgcY8wVuKs09hs8u+F3wItAEfC4MWb2oPeeDfwydU0WEckMut0g4933gU8DlcDzxpitQDvu7IZy3IGJ63FXXYzfdrDWxowxnwb+gHvLYYsxZgNukJgHbAf2AKek76OIiKSXehJkXLPW7sKd5ngnsAV3pcT5QD3ucx5OBm70Tl9hjCk66L1LgZtwxygYYALu4MeluIMbRUTGLZ/jOGPdBhEREclA6kkQERGRhBQSREREJCGFBBEREUlIIUFEREQSUkgQERGRhBQSREREJCGFBBEREUlIIUFEREQSUkgQERGRhBQSREREJCGFBBEREUlIIUFEREQSUkgQERGRhBQSREREJCGFBBEREUlIIUFEREQSUkgQERGRhBQSREREJCGFBBEREUnofwFQAI+WvZCBeAAAAABJRU5ErkJggg==\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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DecuIN+il620o61HVxRjP75tEpAPm2p6EiWxojzFJTMc4gWUL7mdF15ilwgS1SPUk/sZtCRP3/+BoNINjWmNv7YnS1PFgG+HoqC6NlM3K/7sVEvZnsWt5IiZTYFSceNwpGFvebFWNZ49zcyFhZ8k/qOot0Qo5nuD7JfnJIk4lnBXxIVWN57UdL7a6pZmLUfV1w5gcgjMrrg2GSTk25Q8x+TaOxcTDlzjlkhESlriWxxPDYdSxZabLrpqVODkmBgNFqhoKbXTMMM9hnBn/gPHdqMDcb9nEF67lCZicD1FxzjVo316Whf4IrYFBIlKoqrG0BG7/nfkxyiRLk8YDx0zzJcbHbFwj2sPRMba3KFlnI06ATP+53CFpP2qk7J+BP2K0ApE+BfH6Oci1HC/u+xxMyBRkp0CX0HmIyOEYp8zgeladi/OnDXomH4dJ0gL7p8x92/k+knBY1OequjaJw7kfMvHeik+hoc07krYwyHyJeQjHfPCq6mrCglVRrHItxHzCb6wXOM7HsbgAY6qC/b3k28Jv2RwUEf7fRSOYcC5Aw+d4Y8S7/ukYD551vrsT3+R6USPttwitUUgISZGZUGE7OQuC8apTRSRqhkAR+TnhnP6fYzJyRetntD66VcxRw6FE5DCM+j5ItoUOQmLnMRh4NGJzNp5LMBRyPOHwqVhCQhkmRz8kp0UIJkMKPjTOEZFpkWWcGOu/NdJUvPurtRC85n1FZL/MpwAiMhTjowCpJd/JGI7vSvA/2h14MJoALCKjCCfK2YfJ2OfG/Wbcmn/P5uBv0TI+ikl5fY6zOktVv06izZj/pTSNBw8Szjx6b4z+fxc4O4k+NxtZ9UaXIJWu5dtE5BHApwlMPJIEl2Ec7sqBW0XkaEx87mqM9/UFhH/QOuCKKCqkYD87icivMG8Pe5045GcwaXc9wE+c5ErPYgbdXphMdN+hYUrg8gQc3ZqblwhnLDxFRJ7HzImxEaO6PwEjHUf++doTzjuQLbyO+S2D8xpAWCgIsgDjkd6B8FttUkKCw1UYm3tHzMByDOE4+omYHPfdMdco1ttpvPurtfAXTBbG9sBfROQITIKnNc628ZhMdcWYt70/tEw34/JHjBnkUMy8DUNF5G8YDUkpxjx1JeYcwGQijEwc5X6m/dzJKpsLfJhl//eWZi/mf/GZiEzHZM0twzwrg/NibKPxN/5IKnHCzkXkMswgv0NVg7khmjQeOBFU12EyN/YF5jn9n+30/3zgUuL/31uM1qhJeBGTJxvMw3YukNIsdrFw/sRHE44bPh7z8PoEoxo9BzPA7wDOiJGFy61Cvc3p5z+c9j/H5OgPcglmwP0EIyxcBOQfffTRnH9+KKV+wWuvvebHqNLS8rn99tsfCjZ+xx13/DvZcqpaOX369JLc3JDT9hmY3+ITTIrUHwNlo0aN4gc/+EHoZB988MH1EccA4Mgjjzwh8thXXnllKK/9W2+9tTKd5+/+qOruI444Iphemj59+gRV3e4yvqlTp4ZCXbt16xZ809ivPXe/n3rqqY8j2tkwa9asjr169QJzH12ECaH8GJPStfu3v/1tpkyZUgpw2GGHHR3Z/n333eeeA+A2YO748eOXBPc7dSgoKCiMd96Jlov2Oeuss4IPZj788MPKZMup6toZM2a0Ly8vD16HszH/s4+d6/F7TAjaXuBSVX2XLMOxj59A2IQwEhPS+Qkmm+cvMQJCNXCRqkabTGsu4fwCUzCDx/uYfCOWMAswQlkXjIA5G2MOmIa5f9ZiUjYn6hsWJPiszgP+hfk9QvOgpGM8UNV/YjJt+jH39J8x6cpfxwghtWSXU26IVickOAPs6ZgHyR6M+q7eeRuPpNKRDFNhLWbehG2Yh1pwgN6Lsb/fAgxV1ajx8U6azosxUulep69Frv23AatLS0vp3LkzeXl5FBcX07dvX0488UTuv/9+7r//fk4+OZyg75VX4iVFbBnOPPNMnnzySU455RS6detGfn4+hYWF9OzZk2OOOYY77riDJ554gnPPDSeWzMbzAJgyZUpoecKE6HPETJwYnhTymGMiky8mzqBBg5g5cyY33HADhxxyCOXl5ZSVlTFmzBj+9Kc/ccstUX1ZGxx7+vTpDBs2jOLiYkpKSqitTVfUV/MxadIkXnnlFX7yk58wevRoMA9aL8arfD5GABqqqg/HaaZFUdXtqno85rn0DGbAr8NoBudiXggGq2qk2S1Yfx8mL8eLmPOuc9qINsHXAY2q/go4EzMT5E6M8LUQc42Hq+qiFJq9FzO51VeYhE87idB+OuPOMMwkTW9gHJ2DUSqNjgdOG3djEnA9gMk+WYPRYjyOmZvkrVh1WxJPIND2tFlOete3MOlDL1fVBxqpElm/G0ZKHYgZ4JcCvTEqdB9GndTkFJoismTQoEHDZ82a1Xhhi+XAINsyclosBzStTpPQGCIyBaOCipdfvDGewggIbwC9VfVQjO3pBoyt8D5nZi+LxWKxWNosbUZIEJEiEbkJk6Uw6RTJrnamYOxPezBTH+8AMzeBqk4HHsM4FP6mqX22WCwWiyWbaY3RDfshIoMwnuh9MOaAG4HLCSf6SYZpzvcLMVLA3odJhnSmiBQ79sRmY8uWLWzd2vTMtMOGtV5FSHV1NWvWrGlyO3379qW0NOuciS1xcLLqpSMx15cZnguiyTizkhY0WjA+252wW4slJdqEkIDxF+iD8Ta9UlXnicjlKbY1yfn+MMb+TzGOVaWYsKfI/AgZ5cknn+See+5pcjuqmobetAyLFy/moouannfkkUceiemgaMlaTseE2TaVg4g/62E28DKpvei4eZjwi4/FkjRtxdywDjhFVSe507smi5MKN5gpa3m0Mk4ClfXO6pBoZSwWi8ViaQu0CU2Ck1//mzQ01YHwNYk3q+M2jISf6jSiKXPVVVdx1VVXNfdhs4oJEyY0qgnxV9fhXb4N38pt+LZUE9hVg39XLYE6LwSg6FuDKJqQXhnPH/Czce9uVu3ayro9O9hZt4+q2n3srNvHPm89Pr+f+oAPn99PTb2XfbX1dMwp4eyKceTX5lFf56O+Pvzx1vvx+QME/AEKCvM4/Mh+9O5TkdY+RyMQCODfuxNv1Qb81dvx7duFf98u/DW78O/bjb9mNwFvHfjqCXjrCPjqzSe4LeCHQACC304qjKIBE+hw0i/w5KT+bqKqM4AZ6TjPbEdV+7d0HyyWNiEkpBF3roWaOOWCfgjRcjPsh4gsibFrYCL1LYkRqPWy78Ul1Lz8FXXz1oE3dkr2mplf0uX1K8jtWR6zTCLojk28snoxczatZMGWteypTz5XwVdfbmH8hsZvhVUrt3Pdr1PPzeDGX1tN3cavqd+0jLqNy8z35hX4qjbgraokUB/v9k+NPfOep6CHUDb2jLS3bbFYMoMVEhria7xIA9pekolWSCAQoOZVZfftb+Pfmli2Z09RHhTmNl4wCrU+L88un8//LZmNVm1KqQ03JfWJ+aaVlqbmw+ar3kHtms+pWbWA2jULqF29gLpKNW/6zUxueSIzKlsyiYj0B1bG2B3AJLRag5mh9E5VjadVzUqcOVEewkzv3Nu1/V1M9Nqtqnpj9Noti4jMwCTie09Vp7Rsb6yQEMke13K8GeeCedj3JtKoqh4cbbujYRieWNcs0QjU+9j1u9fZ9/zi/fZ5ivPJHdCR3F7tyWlfRE67QijKx1OUR+FRA8jtlFxkQyAQ4L8rPufWz15h095dMct1yC+hZF8hVHso8OVR4Msjz59LTsBDTsCDBw+egIf83By65pczoqwX5d2LKCjIJb8gl/x8852Xl0NujgdPjofi4nxGjOwe85hBvLu2ULtqHjWrF1C7ej61qxdQvyXWeNAIufnktutMbnF7corLySluR05ROTlF7fDkFUBeAZ7cfPNxlsnNx+PJgZwcwAMeD+DBk5ND0YDDKB40qbGjWpqXxZgMg0HyMGbXEZipiy8XkWNTzGRoaQNYIaEhezA5tAuJP01v0Bdhc8Z7ZIlJoM5H1dXPU/v+ivDGwjyKzxpB8WnDyR/ZA09uenxzN+yp4pezn+W9DZFz88DITr04vu9whpf2ZPWHVSybt22/MgUFuRw0sCMDB3aid98KunUro6xdIR5PagkGA34f9VtXUbdhKbWrF1Czaj61q+fj3Z542npPfhH53QZR0G0Q+d2GUNBtIHkd+5BX0ZO8ih7klHZskv+ApVVwVbQ5MUSkEyYy4hTgGREZpqptYUrrizBm4qbHkR8gWCHBhar6RUQxk7T0j1ZGRPIx2RcBkpmO1JJGAoEAu37/RgMBIX9sL9rfdhJ5fVPOpRWV2ZXL+dE7T7C9NmzKKMjJ5bxB47hixGQGtu/C0i838dTDn7O3ur5B3QGDOjHp8H4MP7gb+QWJmzcCPi/eXZvwVVXirarEW7UB7/Z11FV+ZXwJNn5tHAUTJKe0A0X9xlLYdzSF/cdQ1HcM+d0H48lJzeRiaduo6jZn+uX1mCiu4zGTbrVqbM6I5LFCwv7MwQgJkzDTgUZyGOa61WBmJbO0APueXsi+Z8Ma0MKpg6n486l4CtN7S7+wYiE/ff8pvC77/TG9hNsmnUGfdh0JBAK89cYyXnu5YbRFv/4dOO3M4fTt11BgCQQC+HZvwbt9Hd7ta/FuX28EgJ1GGPBVbcS7sxLf7i1OZEDy5JZ3o6j/WAr7jTUCQb+x5HXqm7LWwnJg4ggKizGTD42gDQgJluSxQsL+PI3J1niuiFynqtsj9gfnKn+qubMtWgy+DbvY/ed3Q+v5Y3pS8ZdT8RSk93b+z7J5/OzDZwg4/qmFuXncOvEMvj34UDweD35/gJnPL2H2B6vCfcnP4fSzR3DYhD74q7ezZ8FMatcuom7dImrXLaZ+83IC3jTN1ujxkNepH4W9Dqaw/zgjGPQfS15FTysQWNJFvvO9O3KHiOQB3wHOB8ZiTLReYAMmA+4dqrqftlVETsDMpjgR4/+wE+Mb8TTwQLRMmCJSDvwUM534IEyOnxWYqZrvVNWqRE4mmuOiy5FzE9ADuBS4grC/2GLgfmCGqu4nuaerb9nKASskiEhfjG1qb4QK6i3MDJBHAM+LyHmquslJtPQL4ALMFKHTm7vPFsOuP7xJYK9R63vKi6i464y0Cwhvrl3KL2Y/GxIQOhaW8shx0xjdxczeGwgEeP7ZxXzy0epQnc6dS/juVChceTdrZr1F7dqFTe5HTnF78ip6kFvRg7yKHhR0H0JBD6Ggu5DfbTA5hQlF4VosSSMiAzEaBD8RWgQRKQZmAcGY3FXAIsxMuYOdz4UiMllVF7jqXQ38P2d1A/A5xsfraOdznohMVVWfq85QTKRFf0wE2nJMGPrBwG+Bi0XkRFX9qomn7MH4YXwPqMKYkwdghJmJgGAm+XNfh+bqW4txwAoJwCOYm/I9YEpwo6oGROQiZ/tkYLWjcusFdMeECF2iqkubvccWaj9dQ+274WSY5b86htwuZXFqJM+X2zfww3eewOeYGLoUl/HUiZczpKJbqMwbr30dEhBK/NuYUPgOQ7a9x95/rEko5MVTVEZ+xz7kdehFXkVPRwjoSV5FdyMUtO9BXvvuVghIkd4P3VBC0+c9yAbq1l3yx4SiqNKBiOQCFcDhwF8wb8W3qurqiKLXYwSErcDJqjrX1cZ44AXMW/mvgfOc7RWEX66+o6pPuuocDzyPeRafBzzpbC8FZmIG4ReAH6vqBmdfd+ABjHPliyIyqona3a7AdzFagXtV1SciRcC/MPP1/FxE/hoMCW3mvrUYB7KQEBNVXSEiYzAzPZ4OHIIJd3wV+JOqvtOS/TtQCQQC7Lnz/dB6/theFJ0eNbo0ZXbW7uPytx+nxmc0FWX5hTx23KUNBIR5c9fx5mvLqPCtYWTNcwyq/4CcgDdqko3c8m4UDRhPYe9DKOg9gsJew8nr2JeckvbWJJAhej90w13AVbSNtPP+3g/dcPe6S/54TYbaf0dE4u2fDvxvlO1TMRqGm90CAoCqzhWRfwC3YJ6dQQQTWr4DeCqizusicjvGH8xtbrgMo8KfD5zj1jCo6kYROQ9YitFcTAP+Ee9kEuDvqvo31zFqROQajAY5D+OTNquF+tYitFkhobGUpo0lqXBmgLzW+ViygLrZq4mzn2EAACAASURBVKhfWBlab3ftUWkfaK//6DlW7zYhjB483HfMBRzcqWdo/4b1O3n5yfc4ovpxpO4NcoiICvN4KB46hbJxZ1Ey/FgKegy1wkDzcyVtQ0AAcx5XApkSEiLzJOQC7TCDXyHwM6BURK6JGASPdCK9YnnXBrUfblXYSozPQgdghojcoaohm5yq/j5KO2c530+6j++qs09EngF+DpxG0wfimVGOsU1EtmA0De686M3dtxahzQoJlrZH9cOfhZYLjjyIgnG945ROnpkrv+ClVeGIiZ+PmcqUXuH5HfZW1zL7jt9w9raHyI/I2p3XsTcVU6+k/PALyavokdZ+WZLmHtqOJsGHOZ9MEStPQgHm7fcejJCSC/zYXUZV60Wkg4hMxIRJDnC+x2B8E8D1G6jqZhGZjtHQXgRcJCIbMX5grwMvOy9nbkY435eLSKx83sEsY0MbPdvGWR9je9BU4B4zm7tvLYIVEiytgvplW6mbvSq0Xnrp+LS2v61mD7/5+IXQ+sTuB3H1qPA8CXUbl/HVH/+HUVWfN6iX320wnc78Le3Gn4cnLx9Ly7Pukj9e0/uhG36N9UlIGSfC4H4R6QHcBFwhIrer6loAEWmHcUC8kHAEBBhTwXxMePiJUdq9UUTmYQSPozCD6AXOxysiTwJXqmpQu9He+Q46Q8YjHbOfNZZ8xK0WbO6+tQhWSLC0CvY+MT+0nCddKJjQN63t/2ne66FkScV5+fzliHPJ8ZiXoF2zH6XyoR9R5g37HfkKKuh+/i1UTLnCCgdZiDOwNvvg2gZ5ASMk5GI0BGtd24/BvGHfDXwCLAGWORqGy4kiJACo6n+B/zqhg0djnBVPxrxtX4gZfE93ilc766ep6ktpPremks19SxtWSLBkPYGaempeDkcQlXxvXFrt/Eu2beCJr8O+V78cczz9yzvhr69lyxPXsvOdfzZ4faisOJZJNz1GgcuZ0WJpo7idbjwAjnkhqGY7JYYj9362QCdscjDgUdWFqroL4wMwExM5cANwO3CaiLR3tAmKcRY8GIg6EIvIYMxgvbqZJ6PK5r6ljbZgs7O0cWreXEZgt0lA5CnJp+jEuN7YSXPL3FmhfAiD2nfhkuGH4921mXW3H8POd/4Z7oenHe+U38CwX/3XCgiWA4VTnO8AMM9ZPsi1fx4RiEgJJskSNHwRvQJYCDwmItGk/Ddcy8F84UFHwsscISPyWHkYrcZcTMhmc5LNfUsbVkiwZD3uGR6LThxKTkn6TM2zK5czuzKcd+F3h51KYNM3rP394dSsmBPaviV3EM+3u4MhZ1xC127pzctgsWQbIuIRkbMxToYAz6hqcPYwd2Kg3zpRDsF6wzHJhYI2end0w9MYm/8I4E4nz0CwXmfgVmd1jivT7b1AJSba4kUnCV6wThenzWFOu809EGdz39KGNTdYshpf5S7qPg7ncSk+c0Sc0skRCAS4Y0H45WVS9wFMqN7Mmr+dhb96R2j70oIT+Ljkcjp378Dkowek7fgWSxZwt4jsjNiWj0kQ1NVZn0c4HT2qukBEnsakY/45ME1EVmLSMge1DG8AxwHtRKRcVXepaqWIXAo8hklY9H0RWY4ZhwZicihsBb7vOtYOETkd89Y+FVgpIl9izCCCCdP0YpIzNet01tnct3RiNQmWrKbmVQ1FYuf2qSB/XK+0tf3RxhXM2bQqtP6jkgLW//n4BgLCnOJpzC75EX5PPmeeM4K8PPuXsbQpRmBS0Ls/I4FajJ39EmCiqkbOf/5djPlgLmYcGYUZFGcCp6rq8UAw3f1pwUqq+jjGUfEZTOrj4UA/YBnGH2GYqi5xH0hVP3P6eQvwBUaAGYaZa+ERYJyqPtekq5Ai2dy3dOEJpDjTnKXpiMiSQYMGDZ81a1bjhQ9Qtn3nsVACpdIfTKTdTyenre2L3niIt9eZ2RsnlrbjtldvBr/JieLJK+STzr9kUa0JtRwxsjsXXXJo2o5tiYnNPGWxZBH2tciStfg27m6QYbHo+CFxSifHsqrNIQEB4OxPHgoJCDmlHag66ZGQgJCT4+HEU1ptLhSLxWJJGSskWLKWmjfCs8zm9qkgb2jXOKWT44ElH4aWD6reyrjtKwHIKe1It2te5ZWF7UP7Dz2sD127WmdFi8Vy4GGFBEvWUvN6WEgoOn5I2nIj7Kqr4dnlodlrOXfdXDxATlkn+lz/JnNXV7DHCbnMz8/huBMaS6ZmsVgsbRMrJFiyEt+WPdTPXxdaT6ep4cUVC0OzPLar38e3Ni0lt11n+lz/Jp5uB/PBuytCZY+YfBDtK/YLgbZYLJYDAiskWLKS2neWh6IacnqUkzeie/wKSfD4gldDy1M3fUlxWQd6X/cmhX1GMueTNVRXm/Tt+QW5HH3MwLQd12KxWFobNk+CJSupfT/8Nl907KC0mRo+e+ufLKoJz8Fw6u519L7+LQp7j8Dr9fHeO+HEShMP70dpWVuYI8hisVhSw2oSLFlHoM7bIIFS4VHpSWC084MZPPrRf0LrsncrU376DIW9TYKmzz5dx66dxhchNzeHo6bYxEkWi+XAxgoJlqyj7rN1BPYZnwFPcT4Fh/Vpcps733+Q9Q9dwZtdh4e2XTDuFAp7HQyA3x/g3bfCWoTxE/rQvn1Rk49rsVgsrRkrJFiyjtr3wqaGgol98RQ2zSq2870H2PTg5Sxo34edBSaVfIEnh3PGhGeyXbJ4I9u3m5mFc3I8TDnW+iJYLBaLFRIsWUfte+E3+sLJTVP5V717P5se+gEA73UJR0hM6S20LwxHLXz43srQ8iGjetCxk3teGovFYjkwsUKCJavwrtqBb01VaL0p/ghV7/yTzTPMvDReTw4fdglnTTz1oJGh5XVrq1i5YntoffLR7plwLRaL5cDFCgmWrKL2/bAWIW9IZ3J7lqfUTtXb/2Dzwz8OrX/Reyy78goBKMzN47g+w0L7Pnw/rEXo26+Cvv06pHRMi8ViaWtYIcGSVbj9EQqPSs0voOrNv7P5kStD63kdezPnqB+E1qf0GkK7AuOUuGtnDQsXbAjtO9JOBW2xWCwhrJBgyRr8e+uo+yycZTEVU8OON+9l82NXhdbzOvah23Vv8vrmtaFtp7lMDR9/tBqfz2Rtal9RxCEj05e0yWKxWFo7VkiwZA31n62Demeq5rIC8kf3TKp+1Tv/ZMtjV4fW8zr1pfcNb/MFueysMwmUCnJymeqYGurrfXzyUTgfw+FH9ic31/4lLBaLJYh9IlqyhtqPVoWWCyb0xZOX+O258/0HG/gg5HXqS58b3qag6wDeXPtVaPukHgMpyze+CYu+qKR6j5OCOT+HCRP7NvEMLBaLpW1hhQRL1lDneqsvPKJ/wvV2ffQYmx66IrSe16EXva9/i/wuJkrhzbVLQ/um9g5HOMz5aE1oefTYXpSU2hTMFovF4sYKCZaswLd5D95vtobWCyb1T6je7jlPsfFfl0DA+BXkVvSg9/VvUdDV+DOs2LmV5Tu3hMpP7WOEhE0bdzcIe5wwyWoRLAc2IvIDEQmIyGVJ1vuJU29aCsfMc+oGROTCBMpf5pT1JnssS2pYIcGSFdR9vCq0nNurPbl9Kxqts+fzWVT+83sQ8Jt65V3pfd0bFHQfHCrz1rqwFkEqutGnXUcA5nwc1iL07FVOnwSOZ7G0VURkPPDnFOpNAKanv0eWbMEKCZasoHb2qtByweH9Gp31cd+KT6n8+/+A3zg65pR1ovd1b1DYc1iDcm5/hJDDYp2Pea4oigmTGj+exdJWEZEpwGtAuyTrfcupV5qBblmyBDtVtKXFCQQCDWd9PLx/3PJ1m75hw52nEahz5looakfvX7wams0xyJ76WuZsDCdKCiZQ+mJhJfv2mgmkCgpyGTMuuSgKi6UtICJFwA3AjUBuEvWKgV87H/ui2caxP7ClxfF+vQX/NjPg4zGRDbHwVVex/o5T8O12/Bdy8+lx1TMU9R+7X9mPK5fjdUwR7QuKGdPFzCY5xyWQjB7bk6Ki/DSdicXSOhCRQcDXwO+cTTcCq2PXCNUTp96NgB/4FbA+Q920ZAFWk2Bpcepcpob8Ed3JqSiOWi7g97Px/ouo3/RNaFv37/8fpQdPjVr+/Q3hckf0GEhuTg4bK3ezauWO0PYJk/o1sfcWS6ukN9AH+AS4UlXnicjlCdTr49T9yKm3QESubKRORhGRPKA+weL/p6pJOWYe6FghwdLi1Lre7ONFNWyfeRvVC2eF1juddTPlh18Qs/wHG5aFlo/qaZwZ3VqEXr3bW4dFy4HKOuAUVX05yXprgJNU9dUM9ClVAsDsOPs7A+IsN6otsTTECgmWFiVQ622YijlGfoTqRa+x7fmbQuulo0+l42m/jtnuhuqdfOMKfZzcaxBer48F88KaURv22Hb5elpuCdAWEl/UDZnh25vuRlX1G+CbRgvuX+9rjLkha1BVH3BktH0i0g740Fl9HbitufrVVrBCgqVFqZu/HmpNyLOnOJ/8Ufs7Efr2bGuQCyG/60C6X/4wnpzYLjVuLUK/dh3p164Ti7+oZK/jsJifn8PosdZhsS3y9bTcu4CraBs+V/6vp+XePWSG75qW7kgz8KiIPJquxhwzxH+AkcBS4HxHoLAkgRUSLC1KnTsV8/g+eAr2d7Le/OhV+HZtAsCTV0jPq54htzS+meB9l5Aw2TE1zHdpEQ4+pLt1WGy7XEnbEBDAnMeVwIEgJHwNbGmkTDdgUILt3QucAGwDTlXVnU3o2wGLFRIsLUqD+RoO39+JcPdnz7F7zlOh9c7n3kphn5H7lXPjD/j50OW0OLnnIPburWPpks2hbWMP7d2EXluynHtoO5oEH+Z8DgR+r6qPxSvgZIP8V2MNicj1wBVAHXC2qq5opIolBlZIsLQY/u178S4ND9yR+RH8tdVseeJnofXiIUdScfzVNMbS7RvZVlMNQI7HwxE9BvLFvEp8PhMOWdaukMFDOqfhDCzZyJAZvmu+npb7a6xPwgGJiJwH3O6s/kBV32/J/rR2rJBgaTFqPwk7Gud0LSN3YKcG+7e/9Ee829cC4MkroNul/8KT03jOF7epYWSn3lQUljDf5Rw5ekxPOyV0G8cZWO3geoAhIpOARwAPMF1VZ7Rsj1o/9klpaTHq5oTnTyiISI1ct3kFO175S2i9w4k/o6D7kITa/agyrFk8qucgtm2tbpAbwZoaLJa2h4gMBF4EioDnMYmeLE3ECgmWFqOBkHBYw3DEbc/fTMBbB0Bex95xwx3deP0+5m5eFVqf1GNAA4fFrt3K6NW7vAm9tlgs2YaIdARexuRE+By4UFUDLdurtoEVEiwtgm/jbnxrqkLrhYf1CS3XbljK7o8fD613OvsWcgoTm0NmyfZK9tTXApDnyWFs574NciOMPbS3nczJYmlDiEghRnMwBFgFnKyq1S3aqTaE9UmwtAh1n4a1CLl92pPbq31ofdvzN4dyIhT0GEr54Y1OMx/ik41hU8Oozr3ZVrmXrVvCz4sx43o1pdsWiyX7+Ckw2VneCvxLREqBaDHOXlWd0lwdawtYIcHSIsQyNdRuWMqeT/8TWu905m8TclYM8rFLSJjYfUADh8UBgzrRoUP0eSEsFkurxW0/PLSRsjaZUpJYIcHSItTGEBKqXrsrvL3XwZSNPy/hNn1+P59uWhVaP6xrfz54PhxBMe5Qq0WwWGKhqv1TrJeyJ7CqejGRCImWfwB4IGLbjZhZKS0ZICM+CSLSPRPtWtoG3nVV+DfsCq0Hp4b27trCrtnhrKwdTvxZ3NTLkSzdUcmuuhoAcj05lO8oYW+1ScOcl5/DiJE90tF9i8ViOWDIlCZhjYi8BjwEzFTVRKfxtBwA1M1ZG1rOPagjuV3LANj59j8IeI3TYW55N9pN/E5S7X6ycWVo+ZBOvfhqQTjD6/CDu1FcbNMwWywWSzJkKrohFzgFM7nGBhG5S0RGZ+hYllaG22mxwIlqCHjrqXr7vtD2iqk/ISe/MKl23f4Ih3bux9Ilm0LrNjeCxWKxJE+mhIR+GBvRMqATcDUwT0Tmi8hVItIpbm1LmyUQCDRwWiycYOZr2LPwJdckTgVUHPODpNr1B/zMcfkjdN1Tjtdr0jCXlhUgQ7s0secWi8Vy4JERIUFV16nqbao6FJgE/BOoAkYDdwHrReQ/InKKiNhcDQcQvtU78G/eE1oPahJ2vf9gaFvZuLPIbZfc3Aq6YzNVtSYLb47HQ60rj4pNw2yxWCypkfEnp6rOUdUfAT2A84GXAD9wDiaF5joR+aOIDM10XywtT93csD9C3uDO5HQsoX7Heqq/eDW0vfyoS5Nu9+ONy0PLQ8u7U7l8d2jdmhosFoslNZrt9UpV61T1GVU9A5M682dANWZ+8F8CS0TkfRE5s7n6ZGl+6uaHsx8WOIP3rg8ehoAxDeR17k/JsGOTbtfttNjXF7ZmdelaSu8+7aNVsVgsFksjNGueBBHpD3wXOBsYQzg+diHQHTgSOMKJjDjPptZse9TPDyc3yh/bm0Ag0CAFc/vJlyQV9gjGz2HOprCQkL82HMUwdpxNw2yxWCypknEhQUTKgW8D3wOOcDZ7gO3A48CDqrpQRHKBM4B7gROA/wdclun+WZoP35Y9+NbuDK0XjO1F3bpF1FV+FdpWfvgFSbe7bOdmttUYedIDFG4IR0WMsQmULBaLJWUyIiQ4A/7JGMHgVKAQ8/z2A28CDwLPq2pdsI6q+oDnRGQP8CpwFlZIaFPUu0wNOd3bkdujnB3PPBXaVjRgAvldDkq6XbepoWdOBwp85rY+aEBHOnYsaUKPLRaL5cAmU5qESkzoY1DPuwKYAcxQ1XWxKjkEXyttyug2Rt0Clz/C2F7G1DDn6dC2dhPOT6ld96ROFTvCs0WOtVoEi8ViaRKZGog7A/uAZzHmhHeTqFsE3A/My0C/LC2I22kxf2wvalfNo35LeIAvG39u0m0GAoEGmoSOO0z2xry8HEaO7tmE3losFoslU0LCD4F/q+ruRktGoKpfO/UtbQj/3jq8S8MZEAvG9KJqbngyp+IhR5LfMflQxRW7trJ5X/g261JtIhmG2TTMFovF0mQyFQLZHZMHoVFE5Dci8mjjJS2tmfovKsFnEhx5SgvIG9KF6s9nhvaXHZrQ7bIf7lTMFTUlFPmMYDB2nDU1WCwWS1PJlJBwE5BoRpxzME6KljZM/cLK0HL+qB7Ub11B3YaloW1lY05LqV23qaHLHqNFKCnNR4Z1TbGnFovFYgnSZHODiPQDvhVlVzcRiScoeDBzPIwA9sQpZ2kD1C92CQkje1L9+Uuh9YLeI1KKajD+CGFNQjfH1DBqdE/y8mwaZovFYmkq6fBJ2AzcDLi9xALAIOBfCdT3YMIiLW2Y+sUbQ8v5I7pTNTcsJJSNPjWlNtfs2c7GvbtC612qywGbhtliiYeT1G5ljN0BYAewBngFuFNVt8Qom7WIyDTgIWC9qvZ2bX8XOBq4VVVvbJnexUdEZgAXA++p6pRE92WKJgsJqrpPRK4HbnVt7gfUAhuj1wJMzoQ9wALgF03thyV78W3eg39TWFmUM7CQfY+9H1ovTVFIcJsaymuKKfYW0LlLKX37VaTeWYvlwGIxsNO1ngd0wGh4RwOXi8ixqrqoJTpnaXnSEt2gqk8ATwTXRcQPzFXVo9LRvqV1U78obGrI6VZG7caPwO8DILe8K0UDDkupXbepoatjahgzrpdNw2yxJM5V0ULURaQT8DBwCvCMiAxTVX9zdy4DXASUAFtbuiOthUyFQN6MUVdZLPuZGqoXzwqtl4w4Hk9ObkrtujUJXYOmBhvVYLE0GVXdJiIXA+uBIcDxmEy4rRpVteNSkmTEu0tVb1bVhzLRtqX14RYS8g7uzt4lYReU0hHHp9Tm+j1VrN2zI7TedU97+vXvQKfOpXFqWSyWRFHVbRhzBBjzg+UAJB3RDcF5fT9S1ZqIbQmjqm83tS+W7CMQCDQQEjx99+L9ZG1oveTgqSm1686PUFZbRIm30DosWizpJ5iRbL/EeCKSB3wHOB8Yi0nF7wU2AG8DdzjJ8SLrnQD8BJiI8X/YiRFGngYecM/p46pTDvwUM4PwIMwL7grgOYxzZVUiJxPNcdHlyLkJ6IEJ378CGO5UW4zJAjxDVQOZ6lu2kg5zw5sYJ8ThwNeubftdzDgE0tQXS5bhW1tFYGdNaL3OuzC0XNhnFHntu6XUrntq6K7V7cnNzWHU6B6pd9RisTRARAZiNAh+IkwNIlIMzAKOcTatAhYB3YDBzudCEZmsqgtc9a7GzPALRpj4HJPG/2jnc56ITHUm/AvWGYqJtOgP+IDlmLT/BwO/BS4WkRNVNTydbGp4MH4Y3wOqMOPZAIwwMxEQ4IaI69BcfWsx0jUwRzNbJOM9Zj3N2ij1S8KpmHP7VrBveTjLYsmI41JuN9IfYdjwrpSUFqTcnqVtcd21L5UAbeGGqPvTnafuba6DOTP4VgCHA3/BPNtvVdXVEUWvxwgIW4GTVXWuq43xwAuYt/JfA+c52yuA6U6x76jqk646xwPPA1Oc8k8620uBmZhB+AXgx6q6wdnXHXgA41z5ooiMUtV9TTj9rsB3MVqBe1XVJyJFmFD+C4Gfi8hfgyGhzdy3FiMdIZD7CQjRtlkOTLxLN4eW8w7uRNVX74bWUzU1bNq7i5W7ws7JXfe0tzM+WkJcd+1LdwFXkbmMss2J/7prX7r7T3eeek2G2n9HROLtnw78b5TtUzEahpvdAgKAqs4VkX8AtwCHuHYJZgK/HcBTEXVeF5HbgZGA29xwGUaFPx84x61hUNWNInIesBSjuZgG/CPeySTA31X1b65j1IjINcAFmPHyMIwGpSX61iK0hT+RJYup17CQEOi5nUBtNQCevEKKhxyZUptuLUJJXSFd8tsxdLhNw2wJcSVt59mWgzmfTLEYmO36fAIsweS5AfgZ8DdHwxBCVY/EDPj3xWg3qP0ocW1bifFZ6ADMEJFREW3+XlXPU9XnXJuDKfufdA/Crjr7gGec1dRyuzdkZuQGx4EzmFDKnYSlufvWIjS7H4Bjy5oK5ALvq+r25u6Dpfnwfh1O1uYtCPswFQ2cSE5BcUptNsyPUM7IUT3Iy0stjNLSJrmHtqNJ8GHOJ1PEypNQgHn7vQcjpOQCP3aXUdV6EekgIhMxYZIDnO8xGN8EcP0GqrpZRKYDv8HkK7hIRDYCbwGvAy+ramT+gmBUxeUickaMc+jufA9t9GwbZ32M7UFTgXvMbO6+tQgZExJEpBfmZlitqtOdbcOANzC2KoBqEblcVZ+K0YylFeOv2tcg02Lt7rDTYvHQ1PNszd6wPLTcbU97xtmoBouLP9156jXXXfvSr7E+CSnjRBjcLyI9MBP2XSEit6vqWgARaYdxQLyQcAQEGFPBfEwm3ROjtHujiMzDCB5HYQbRC5yPV0SeBK5U1WAWyPbOd9AZMh7pSLW6X2RFBG7/uebuW4uQESFBRLpg1FY9gZdcu/7pbAtgQmrKgUdF5AtVXbpfQ5ZWTb075Xv7fGrXzAmtlsjklNrcum8PK3aHXzYG53en30EdUu6jpW3iDKzNPri2QV7ACAm5GA3BWtf2YzBv2HcTNlMsczQMlxNFSABQ1f8C/3VCB4/GOCuejHnbvhAz+J7uFK921k9T1Zf2b61Fyea+pY1MaRJ+CvQClmHiSxGRQcCRGPXZZFX9RERuw4SUXIuJS7W0IdymBo/sw1/jhFrn5lE0cFJKbbpDH4vrCzhm1CCbhtliyRzuVMweAMe8EAx9PEVV34lSbz/1nmNqHgx4VHWhqu7C+ADMxEQO3ADcDpwmIu0dbYJinAUPpuELp7vdwZjBenUzT0aVzX1LG5my2Z2McVA5QVWDnqCnON+zVfUTZ/l3mHjUpJMvWbIf71dhp0V/l3ACpaKDxpNTWBKtSqO8tVxDy12ryxk73poaLJYMEnxuB4B5zrJ7Xvd5RCAiJZgkS9DwRfQKYCHwmIhEk+zfcC0HnYyCjoSXOUJG5LHyMFqNuZiQzeYkm/uWNjIlJAwAvlbVVa5tx2FutNCNoKr1GI/XnljaHPUuTUJ9TnhwLx6SmqkBYPb6sD/C0MIedOlSlnJbFoslOiLiEZGzMX5lAM+o6jpn2Z0Y6Lciku+qNxyTXChoo3e/DTyNsfmPAO508gwE63UmPJPwHJdD+71AJSbU8EUR6euq08Vpc5jTbnMPxNnct7SRKXNDMRBKs+dIVEFPtXcjypaQXHZGSysg4PXjXWZ8BwL4qdv5eWhfSYpOi9v3VbPeuyPkOnTC0OHxK1gslsa4W0R2RmzLxyQICsYVzwN+FNypqgtE5GlMOuafA9NEZCUmLXNQy/AG5sWwnYiUq+ouVa0UkUuBxzAm6e+LyHLMODQQE1K5Ffi+61g7ROR0zFv7VGCliHyJMYMIUIjRWn+nuaezzua+pZNMaRI2AAe5JMyjgDKMs2LQ1BCMgBiAnTGyzeFbvQPqTOiwv3Qz/honfbknh6LBR6TU5vMLFoYEhEJvPiePt0KCxdJERgBHRHxGYvIkvARcAkx0cgW4+S7GfDAXM46MwgyKM4FTVfV4ws/1UI4AVX0c46j4DMbUPBzoh/Ffux0YpqpL3AdS1c+cft4CfIERYIZh5lp4BBgXkVuh2cjmvqULTyCQ/pd4EXkQuBgTIjMDE9VwGCbpxAVOma6Y1JtHA/9Q1UwmDMlKRGTJoEGDhs+aNavxwq2Mfa98xc6fG5Nd/fCF7Cv7NwCF/cfR76ZPU2rz2w8/wGz/NwCMCPTm1UsPuFvmQMB6oVosWUSmzA3TMfm3f+p8PEC9sx0RmYxJoJGLmQGsSfYax1HmOuB/MOqu3RgV2V2q+koK7fXH+ErEY6Gqjk627QMF7zfhMEV/h9Xm1weKUwx9rK31snjfBvOuAhzTd0hTu2ixWCyWRsiIuUFVFTgeo4qqxcwOdrqqfuEU2YARUBYDR0Q4OCaF4/zyNiZSCZ1BcQAAIABJREFUYgAmVrfaOf7LIvK7FJoNpgvdTsOUpe7PguhVLQDe5WHtZD3LQsuppmL+YP5ydhaGw97PHmvlM4vFYsk0Gcu4qKofY6bXjMZKYLRLaGgK9wITMFOOnu7KCPY94EHgJhGZrapvJtFmUEh4WlV/FLekJSq+FcY52Z+/E399OMqheGCsWyI+Ly5aFMrr1sFTwqAOXZrcR4vFYrHEp0Vym6uqPx0CgjPf+YUYb9ILggKCc4xHgT86qzcl2XRQSGi1HqktScDrx7vKCAm+snB+hLyOfcir6BGrWkx27axh4e5wOxO7DrAJlCwWi6UZyPgET46/QHvnWDGf7KqaSoTD9zB+DbNV9cso++8DbgSOEJG+SRwjKCQsTqFPBzy+dVXgNYnafGXrQtuLBhyWUnsL5q9nY1lVaP2EwTaqwWKxWJqDTE7wdBImOcaoxspi8iSk0pdgbt8Po+1U1fUishoTYnM08GhjDYpIGca3AawmISXc/gj+jpWh5VSFhLfnL6O6Y21o/cheg1LvnMVisVgSJlMTPB0JvIgxZySiF05VdxwcLZbHKbMKIyQk6g4/0unPBqCLiPwCM7FJHvA18G9VnZ1Sbw8QvI4/QgA/vsKw8qZoYPJCQuWGXSzauw46mvX+pZ3oXlKeln5aLBaLJT6Z0iRchzEDfAHcDCwlPB93OglmBIs3cUbwtbZzgm0GNR8dgC8J5xAHk0HsJ04eiB86aaUbRUSWxNg1MME+tSq8K8wl9xdtIRD82T05FPUbm3RbC+atZ5PL1HB0Hxv6aLFYLM1FpoSEwzFpmU9Q1U0ZOgaE84LXxCkTFE4SnVEoKCQUYZJA3Q18g5n3/HuYUMtLMaGdP06mswcKPkdIcDstFvQ6mJyi5OZZ8PsDzJ+3jk09w1ljj+jRJuUqi8ViyUoyJSSUAksyLCCAmXY60QiNRFNLfuC0uUBV/+Havga4VURWYXKP/1BE7o1MIRoNVT042nZHw9CmvPACgUDI3OArdc38mII/wvJvtrGmZjs1+UZh48HDpB4DGqllsVgslnSRKSFhNdAtQ2272YMxCxTFKROcwnNvnDIhnNzij8fb7yRoGgycgUneZHHwb9pDoLoOaKhJKBowPum25n+2jk1lYS3CiE496ZDiFNMWi8ViSZ5M5Un4D9BTRL6VofaDBHP/dopTJuiLsDmNxw1mWzwobqkDkKA/QsBTj79kY2h78cAJSbVTV+dj0ReVDUIfranBYrFYmpdMCQm3Y96wHxGRM0SkMEPHWep8949TJrjv60QbFZF8EcmNUyR43RJyXDyQCJsaNoDH5ErwFJRQ0DM5q8qSRRupqfWyucz6I1gsFktLkSlzwwPAOswUms8BPhHZDtTFKB9Q1X4pHGcOcDrhfAkNEJHeQF9n9aPGGhORDphwyg7AOZi+R2OM8x0tgdMBjW/NDvNd6gp9POhQPLnJ3Wrz561je/Ee6nPNdNN5nhwmdLOKG4vFYmlOMqVJ+B/gRGfZgxFGugK943xS4T/O9xQRkSj7f+h8v5fIJFKqugMI6sinRSsjIudiQhfriC1EHLD41hjzQINMiwcl54+we3cty3QrG9uFTQ1ju/alJL8gPZ20WCwWS0JkSpNwSYbabYCqLhORJ4DvAs+JyBmq+g2AiFwIXO8U/UNkXWfeh3xgp6pWunbdDjwCnCYitwM3qWqtU+dc4CGn3J9UdUMmzqs1410d1CSk7rT4+fz1+P0BNpbtCG07qufg9HTQYrFYLAmTESFBVR/ORLsxuBo4xPl8JSKLMOaCoPniNzFmgHzLKfMwLq2Bqj4qIiOBXwA3YJInLcNEa/Ryij2AyZdgcRHw+vGt34k/bw+Bou2h7UVJOi3O/2w99Tk+tpbsDm2bbIUEi8ViaXYyPsFTplHVbSIyCfglcD4wDONQ+B7wN1VN2iSgqr8UkdeAKzH+DiOB7cBLwH2qOitd/W9L+Cp3gdePr33Y1JBb3o28jn0SbmPTxt2sX7eTze124s8xqS3KC4oY1blXIzUtFksyiMhgzIvQcZhkcduBT4B7VfWNOPU6YSbOOwNjKt4BzMZoVz9Jsg9TgHec1YMaMwuLyAzgYowJeUoyx7KkRkaFBCeqYRpwGjAUaK+qXUSkM/Bn4M8xZm9MClWtxkwHfVMSdfo3sv9NIJoGwhKDkNOiOz/CwMOSmtZ5/mdGwHCHPh7efSB5OfGCTSwWSzKIyAnAfzF5ZPZinLC7YAb+M0TkL6r6yyj1umEEgoFOvS8wgsJZwOkicoWqPtg8Z2FpDjLluIiIDAEWAn8HTsbMrOhM00M/jDT4mYickak+WJqXkNOi2x/hoMQzLfr9ARbMWw/QwGnxqF7W1GCxpAvnJe3fGAHhSaCnqo5W1V7ABZhMtr8QkXOiVH8KIyC8AfRW1UOBnhiNRC5wn4gMa4bTsDQTGRESRKQ98Bpm5sU1wF9pOFPjTuArTKbEp0VkRCb6YWlevGt2ECCA3x3ZkMTMjytXbKOqqoa9ebXsLAonyLROixZLWrkM47e1CpimqqFkJKr6BPAvZ/WH7kqOaeBoTKbb7zrRYKiqX1WnY9LV5wO/yXD/Lc1IpjQJ12K0BS8Bwxy1VSj9nhOBcAjwPOam+lmG+mFpRnxrqggUbiOQFx7gi/ofmnD9+Z/tr0XoW9aR/uXxEmpaLJYkWYnRJPw9GLkVwRfOd2TummnO9wuqupX9uc/5PlNEiqPst7RCMuWTcDbGefAyVY06Q6Oq+kTkCuAk4JgM9cPSjHhXVzXwR8jvLuSWViRUt77Ox6KFJhLV7Y8wueeg9HbSYjnAUdWnMGaDWAQl+2UR24NJ6z6MUe9TwIuZ4O9QzGR5GSfC+bExLlHVGZnrTdsjU0LCAMwskHHnS1DVrSKiGKdGSysm4PPjW1uFr0dYSChOwtTw5ZJN1NR4CRBooEmYbP0RLJZmQUQqgJ9i8tx4gemufTmY5zo0NB2HUNV6EVmP0UAMoZmEBIz5enac/QOAHs7ymjjlLFHIlJDgJzz7YmPkANFUXpZWhH/jbqj3NYxs+P/t3Xd4XNW57/HvjEbVRS5yk3vByxiDDcZUY0xCKCcBcgPkhBNqQm6Sk3KTm5Cck+Q5KSeFGw4ppBw4DyEQeEgCIQmEEnozBGyMe1nu3bLlri5NuX+sPXvGYjQaSTMjjfz7PI+evdfstdcsyWVerb3Wu7owaXH5Mveo4UhZA80htyVGMBDQfg3SLTUz76gA+kOKztbRa2/LaAfb7vImKH4XmAaUAjuBz1prX0uqNpTE50VtmuYO4oKEqjR1sspauwyYn+qaMWYmiZT837PWvpSvfvUXuQoSNgGzjDGjrbU1HVUyxowHZuJWQUgBC+84QiwQJlKRSEKZ6aTFpqY21q91/+8kP2o4bfg4bQ0tXVYz846fAV8gh6u38ihaM/OOX4xee9uXcvgeZwGnJJWHAh8yxrxmrY1nNEv+h5jyEbKnKUX9TG1NnV2/e7zlmk8DlcAjdGGJvCTk6h/RX3AByK+MMSkXyXs5FH6D29vhiRz1Q/IksuOw2xo66DZkCoRKKR1/Wkb3rllVQyTidozcP+SY//oCzUeQ7vk8/SNAAPd9fD7H7/ELYCBuKePNuA/6zwAvGWPiv0hGuthmrBv9eAf32CDdV9pH2HHGmArgb7hRjcXATdba7vTphJerkYSfAZ8APgy8bYz5I26DJ4wxl+N2h7wVOAnYC9yVo35InoR3HDkuP0LpxNMJhDIb7V2+zI0+RAJR9lcktobWfATppl/Sf0YSIrjvJ2estfE1yw3AA8aYt4DluMmH1wP345Y9xpWlaS7+mLk7j0iu7ULGxXR1gsDDwDzco5OrOppAL53L1d4NdV4w8DfcX7S5SZef9I4BXIBwZXy9rRSuyI7Dx89HyHBTp/r6FjZtcKupagcco837haUiVMLcERPS3SqS0ui1t32pZuYd30BzErrFWmuNMX/GbZy3kESQ0IKbs5BuTXJ8LkJGv/HnyE9wmSMbcJ8vHT7yls7lLC2ztXa9MWY28Clcys5TcM+GGgCLCyB+Za090nErUigi7UYSMt0eetWKvUSjbhTw0PDEhk7njp5CSVHBby0ivcT7YM3rh2uhMMYMAyYD2zvIdwCw3TuOBpcwyVuJdhowqYN2i3GPLAA2ZK3DXWCM+QJuhUYU+Li1dnlv9KM/yen/wtbaRuDn3pf0U7FojLbde4nOSkx6znTnx+XvJiY6HhxW5z/5VH4EkZxZglsW+HXgxx3UiSdS2p302tu4IOFc3Hyy9s7CfaY0A8uy0tMuMMZcgXvUDfBv1trH892H/ijrQYI3IfEC3DDVBNzQVAy3U9g6XCKO1zWJpP+I1tYTCW3zy8GKYRSP7Hzp4pHDTWzd4raUbi5qY2cksb209msQyZnncBMTbzXG/NRa25Z80RgzCTf6C27EN+4R3MjwNcaYr1lrD3G8z3rHP1prm8gjY8xcXBbJIPBba+0d+Xz//ixrQYI31PR/cNHpsKRLAd4703WPMeZHuG2Xo9nqg/SO9zxqmDovo50fVyxPjCI0VCdGhkdVDOakypHZ7aSIxN2Bm/x3EvCwMeaz8ccOxpjTcZs+lQOvAcm/jb+IW2FwPvBXY8y11tp93kTBr+I2h2ojKQlTPhhjJuCCmQG4PYM+nc/37++yEiQYYwbj9mG4EBcUABzDbSBSh5tAVIl7DlYMjMUtu7nKGPMRb6tnKVDh90xazCw/QvKjhvoxzf7q6wXV07q0vbSIZM5au8UY81FcauZrgCu8+QZluEyJAG8BVyeP+FprY8aYG4FXcaPF240xq3H/n4/G/TJ4i7V2Xf6+G8Ct/ohnVAwAT3hLIFPtL7/MWvuFvPWsH8jWSMIjuMcLEeAe4B5r7ar2lYwxJbjnVp/CRZ0XAw/i9nqQAhXeduj4kYQMgoTa2np273LLHWPE2JTY/4sF1dM7uk1EssBa+6Q3sfw24BLgZNxEz0W43Rzva/8Ywrtvizfa8E3gStxGfY3A34EfW2sz3UMhmwYnnV/SSd1wLjvSHwVisZ5NDTDGfAiXDOkYcIW1NqN83caYC0kMEV3cS3+5epUxZs20adNmPvXUU73dlR458MV7OXQsMcI35a4aQoNHpL3nhec28NwzbgJ0ybgA9w9L/LVZ/rFvUVU+MDedlb5OQ0gifUg2ko1cjxtm+nKmAQKAtfZV4N9x/yl8PAv9kF7SujcxkblowLhOA4RYLHbco4bwlERwP3PYGAUIIiJ9RDaChDNwSTYe6sa99+MeUWS+E5D0KbFYjNbG9X65bPzcNLWdmr117N+XSOC2ozSxVPuCaq1qEBHpK7IRJIwGtqR6ftUZb8LiFtxSSSlA0QMNREq3++XyGeemqe0sfzex9HrsxMEsPZi4/0IFCSIifUY2goRy3H7e3XUYNy9BClB42wEiA3b55fJTzk9bPxaL+Xs1AFTMKKIh3ApAaVGIeaMm5aSfIiLSddkIEoro+g5hydqy1A/pBU1r3oUibxApVkTpxNPT1t+x/QiHD7k8K4EA7KtMxJdnjZpEeag4Z30VEZGu0Yez9EjL5rf981DxJIIl5Wlqw4qkUYTJU4ez+OA2v6z5CCIifYuCBOmRlv0r/POSobPS1o1GY8cFCdNOG87yA4n8Cgu0X4OISJ+SrWRKlcaYBd29N0t9kF7Q1rjOz2tWOiH9yoYtmw9SV9cCQDAYoG5kI9FNLk/H8LIBzBw2Jt3tIiKSZ9kKEmYBJ1wypBNdpPEYkWBipUL5KfPT1k/OjTDdjGDxwa1+eX71NIIBDWyJiPQl2fpfOdDDLylATavegICXsTNcRvmcMzusGw5HWbVyr1+ec0Y1r+3Z5JcXaD6CiEifk42RhMlZaEMKUOOK1/zzUPNEgkMrOqy70dbS1OhWQYSKgwycVML2VQf965q0KCLS9/Q4SLDWbu+8lvRHzVuSVjaUzki7c2NyboSTZ45i8YHEo4ZplSOoHqCpKSIifY0eAku3xGIxWg+s9Mulw2d3WLe1NcKa1YldHuecXs1rezb6ZT1qEBHpmxQkSLeED2wjGj7sl8smdzwfYf3afbS2uHxbpaUhTjJVvLF3s399wVgFCSIifZGCBOmWps1v+efB5ipKpk7qsG7yqoZZp45mXV0NR1td1sVQIMg5o6fkrJ8iItJ9ChKkW5o3JeYjFNWPp2jCkJT1mpraWL9uv1+efUY1r+3e4JfnjpzAwOLS3HVURES6TUGCdEvThn/450X1EwhNHJqy3ppVNYTDUQAqBhRz0vSq45Y+alWDiEjfpSBBuiza2kzLrkQ65lBsKoEhqfdsSE7DfOppY2iOtvFu7Q7/Nc1HEBHpuxQkSJe17FgGUW/nx0gxxSNPTrn8sb6+hY0bDvjlOWeM5a2arbRF3STGypIyZg8fl5c+i4hI1ylIkC5r3pSYtFjUMJbiiSNS1lu1ooZo1GVkHFxZyuQpw45b+njemKkUBfVXUESkr9L/0NJljRte98+L6idSNCH1fITlyxL7OsyeU00wGOC13cqPICJSKBQkSJfEYjGaN77hl4vqJxGa+N6VDUeONLFtyyG/POeMsexpOMrGo4mVDpqPICLStylIkC5p3bueSJ03zyAWIFSXeiRh5fK9xLy9n4ZXVTBufCWLkh41TBw0jImDhuejyyIi0k0KEqRLmpIeNQSbRhGIVKRc/rj83aRHDadXEwgEtPRRRKTAKEiQLmmyi/zzorrJBAaWEBh6/PLHA7UN7Np51C/POb2aaCzK60kjCRdUT8t9Z0VEpEcUJEiXNG1IBAmhukkUTRz6nuWPybkRRo8ZxOgxg1l3qIaDzQ0ABAMBzh8zNT8dFhGRblOQIBlrO7iD8MHEzuBFdZMJpZiPkLwt9JzTqwGOW/o4u2ocQ0orcthTERHJBgUJkrEmm5iPEGgeRrBtMEWThx1XZ++eY+yrqfPLs70g4ZWk/Rq09FFEpDAoSJCMtX/UABCacnyQkDyKMH7CEIZXDaC+rYXF+7b5r1801uS0nyIikh0KEiRjyUFCUd1kAEJTEssYY7HYe1Y1ALy5d3NSKuZy5oxQKmYRkUKgIEEyEqk7QOuetX65qG4yBDhu+eP2rYc5fKgJgEAgMR/h5V3Wr7Og+iRCwaI89VpERHpCQYJkpHHdy/55oHUQwZbhFFVXEigv9l9fljSKMHVaFYMry4jFYsfNR7ho3PT8dFhERHpMQYJkpHHti/556Ng0AgSOm7QYiURZuXyvXz597lgANh+tZWf9Yf/1C8cqSBARKRQKEiQjjWte8M+LjrlESKGpiSBhw/paGhpa3euhILNOGw0cv6rhlGFjGFUxOB/dFRGRLFCQIJ1q3b+Fttqtfjl01AsSJicmLSY/ajh55kjKvccQyfMRFmpVg4hIQVGQIJ1qXJsYRQi2jCLYVgkklj+2tIRZs3qfXyf+qKEp3Mpb+xLBheYjiIgUFgUJ0qnGNUnzEQ4n0inHlz+uXb2Ptla3xLG8vJgZM0cC8ObeLbREwgAMKi5l7siJ+eqyiIhkgYIESSsWCdO49iW/HJ+PEBhS7m/s9O7SXf71U2ePJhRySxxfSnrUML96GsVa+igiUlAUJEhazZvfItpwyBUCIULHpgBQbEYQCAQ4eqSJDetr/frxRw2xWIzndybyKrxv3Iz8dVpERLJCQYKkVb/8Kf+8pGQWgWgZAKHpIwBY+s5uYjF3fdiwCiZ7jyBWH9zDnga3XXSAABePV5AgIlJoFCRIWg0rEkFCqG5m4nx6FbFYjCVv7/BfO/PscQSDbtvoZ5NGEeaOnMCI8kF56K2IiGSTggTpUFvtVlp3r/HLwS0T/PPi6SPYtuUQBw80Ai4N89x54/3rz+1IBAmXTEgEFyIiUjgUJEiH6lc87Z8XV00neGyIKwQgNK2KJYsTExannVTFUG8i4866Q6w9lMi+eKmCBBGRgqQgQTrUsOxx/7xsxHz/vGjiUFoCAVYuT2wLfebZSaMIO9f551MrRzC1ckSOeyoiIrmgIEFSCh+rpXFtYlOnksjp/nlo+giWLd1Na1JuhFmzRvvXn9y60j+/ZLxGEURECpWCBEmp/p3HIBYFIDR0LGxNpGAOnTySNxdt88tnnDmW4hKXA2F3/RGW7N/uX7ti8qn56bCIiGSdggRJqW7Jn/zzgfOuIbx6v1/eNWoQ+2rq/PJ58yf5539LGkWYNGg4pw4fm9uOiohIzihIkPcIH6mhaf2rfrli0uXEjjb75cX7G/zz6TNGMGLkQL/8xNYV/vlVU2YTCARy3FsREckVBQnyHnVL/pR41DB8AsHDidGAhqnDWZuUYTF5FGHL0QOsPJjYDfLKybNz31kREckZBQlynFgsxrHX7vPLg876KOGkHR5XnTTyuAyLM04e6V9LHkUwQ0Zhho7KfYdFRCRnFCTIcVq2LaVlZ+LDvvKCW2hbXeOuFQVZGkw8Pjh3/kQ/w2I0FuXRTUv9a1dN0SiCiEihU5Agxzn66r3+efn0+RQPn0bbKpcYacWEobRE3DBCWVmIs85JZGD8x94tbK9zG0EFCHDN1DPy2GsREckFBQniizbXc+yt3/vlwQs+QeuKPdAaoS0Y4N1Jw/xr586fRHl5sV/+/cZ3/POFY6dTPXBIfjotIiI5oyBBfMcW/Y5Ycz0AwfLBDJp3La2LdwKwetwQGktCAISKg1ywYLJ/3+HmBp7ZvtovXzd9Xh57LSIiuaIgQQCIRcIc+vudfnnw/JsIllbQumQnrUVB3ppS5V876+wJDBxU6pcfsotpiYQBqCobqG2hRUT6CQUJAkDd4kcIH9jmCsEihl76ZWItYdpW7OGdScNoKnWjCMXFQS66eJp/X2skzP3r3vTL1884m5KiUD67LiIiOaIgQYhFoxx++r/88qBzrqO4aiKti3fSACydlEjJfMHCKVRWlvnlv21bxb4ml32xJFjETTPOyVu/RUQktxQkCHVv/+G4ZY/D/uk2AJpf3sSrZhRtIffXZMCAEha+b6pfLxKN8ssViU2gPjxlDiPKB+Wp1yIikmsKEk5w0ZZGDjz6Db888MyPUDpuFrFYjPVLd7G+utK/9oHLplNWlljR8PjWFWw86vZ0CBDg07MW5K/jIiKScwoSTnCHn/0p4UNuBUMgVELVR28HoGHpLl4YnQgQxlcP5pzzJvrltmiEny5/0S9fNWW2MiyKiPQzChJOYC2713DoiR/45SEXf4GSke5xwl8fXcXRihIAArEYV//LHD+7IsB9a99g67EDAAQDAf7vnPfnseciIpIPChJOULFwKzX33Egs3AJA0eBRDLvCPXZY/MY2VrZG/brnT6ikeuxgv7yn4Sh3LnvBL1930jymVI7IU89FRCRf+sVaNWNMBfA14GPAZKAOWAr8zFr7TDfbnAD8B3AZMBKoBV4EfmStXZeNfvem2j/cRsuO5X551CfvpWjAELZuPshf/7zGf736aBOXfycxShCNRfnaG4/RGG4FYFjpAP5t7qX567iIiORNwY8kGGMGAC8B3wamAGuABuAS4GljzLe70aYB3gU+CQwEVgBlwA3Au8aYgv5UPPzszznywi/9cuVFn2bg7H9iz+6j3HfvEsJRb3+G1jBXjx1EcWW5X/ee1a/zyu4NfvkbZ17G0LIB+eu8iIjkTcEHCcCvgLOB5cBUa+0Z1tqJwI1AGPiOMebiTBszxoSAJ4HhwIPAGGvtPGAM8EtcsPAHY8zwjlvpu468dDe1f/iKXy6dNJcRH7uDrZsP8j+/fouWZpc5sSgS5crluxjzibP8us/vWMvtS5/1y5eMP5l/PunM/HVeRETyqqCDBGPMVOB6IAp83Fq7M37NWvsgcLtX/E4Xmr0emAbsAG611jZ57bUCXwReB4YAX+5p//MpFglT+8i/s/93n4OYGykIDZ9I9ZceZ8myg/zPf79NY2MbAIFojA+t2M20syYQmuw2dXpt90Y+88rDRGJurkL1gEruvOBaAoFA6jcUEZGCV9BBAm74vwj4h7V2bYrrd3vH8705Bpm42Ts+6AUGPmttDLjHK17Xxb72mpadK9nx/fkcfvrH/muhoWMZ+MnHePCRnTz2x5VEIu7DvygS5YMrdzP1aBMDv7KAWCzGA+v+wQ3P/9bfn2FQcSn3vf9GhpZW9Mr3IyIi+VHoExfP9Y6LUl201u42xmwHJgIX4h4fdMgYEwTi4+sp2wTe8I5TjDHjk0cv+pJYLEbzpjc58vwvqVvyqD96ABAYOYMVM37C27/ZQzSaeL2sNcxVy3Yx9kgTA7+8gPXlDXz/2T+xaO+mRJ2iYu6/+GZmDR+b1+9HRETyr9CDhPhOQ5vT1NmGCxKmZ9DeWCA+S6+jNncCEdwIxnSv3OuibS201Vhadq6iaeMbNK5+jrbare+pt33wpbzSejNtq9qOe31SbT3vW7uH2kEtPHZNJS+NXc7bT/zluDqjKgZz3/tvZHbVuJx+LyIi0jcUepAw0jvWpqlz0DtWpanTvr0O27TWRowxR4FhGbbZbeEjNdQtfoRI3QFi4Rb31dZMuKWZw/sPE244TFHTAYLNhwi1HiIQi6RsJwY8V3UOrw9dyJHQGCKBGqKBGJFglGC0jeJwI4vGtXLngigtxQBHYd/xbVw8fga3n/cRRlcMTvEOIiLSHxV6kBB/KN6cpk5Tu7qZtJfNNjHGrOng0owdO3bwwQ9+MOXFttqtRFsbM3iHMqA6xesBwoFSjoUGUlfSAjybok5CkMQwit9yUTHDygZQW7yKT/700Qz6ItJ9mzZtesJae2Vv90NEnEIPEiJkPvky1nkVUv8q3rM204m2trY2bNq0Kc0ji9IevkUMqOvuDNWprUANh9I9zpHU4ttl6mcnIgWr0IOEemAo7lfpjsR/Oc7kV/L6pPMyOh5N6EqbWGtPyaReXxMfASnU/vcm/exEpD8o9CWQB7xjusRG8XkD+7vQXodtesmW4tsjZtKmiIhIQSq2Bd+LAAALG0lEQVT0ICG+h8KkNHXi1zakqQOAtXYPcLSTNsfjVjZk1KaIiEihKvQg4W3veG6qi8aYcUA8idKbGba5OF2bwHnecbsXVIiIiPRLhR4kxKfbL/Q2ZWrvM97xVWvttgzbfMQ73mKMKUnT5v0ZticiIlKQCjpIsNZuBB7GDf//2RgTT66EMeZ64Ote8fvt7zXGTDXGzDDGjGl36SHcjPQpwMPGmEFe/RJjzF3AfNwjiV9k+/sRERHpSwKxWE9X8fUubzfGl4FTcUsYV+FWPEz0qnzTWvvDFPdt8+o8YK29ud21ecDzuAmK9cB6XNAwDGgFLrPWvpz970ZERKTvKOiRBABr7UHc/IHv4iYSnoxbmfAqcHWqACGDNpcAs4HfAEe88yjwGHC2AgQRETkRFPxIgoiIiORGwY8kiIiISG4oSBAREZGUFCSIiIhISgoSREREJCUFCSIiIpJSoe8CKRkyxlQAXwM+BkwG6oClwM+stc90s80JwH8AlwEjgVrgReBH1tp16e4tNF6K76/gvtd4Do6twJPAndbajDf78jJ51gPFaaodtdYO6WZ3RUSyQksgTwDGmAG4D++zgTZgNS6XRHxfi+9Ya7/bxTYN8IbXzlFgI4mEU83Ah621z2blG+hlxpgLgCeAIbiEXZtwWT4ne8ca4FJr7coM25sNLMdtNb6sg2p11trLe9h1EZEeUZBwAjDG3A/chPtgutJau9N7/QbgPtyI0gestS9k2F4ItwPnNOBB4NPW2ibvN+Q7gc/jklBN85JdFSxjzBBckq4RwN+BT1hr93rXpgC/A87HjSrMtNY2Z9DmjcADwN8VCIhIX6Y5Cf2cMWYqcD0uY+TH4wECgLX2QeB2r/idLjR7PS5A2AHcaq1t8tprBb4IvI77rfvLPe1/H3AzLkDYA3w0HiAAWGu3AP8LOIwbVbgmwzZne8dV2eumiEj2KUjo/27ADYn/w1q7NsX1u73j+d4cg0zc7B0f9AIDn7U2BtzjFa/rYl/7oou845PW2rr2F621tSS2IZ+XYZvxIGF1D/smIpJTChL6v3O946JUF621u4HtXvHCzhozxgSBs9K1iZurADDFGDM+w372Vd8HbsQ9lulIwDsWZdimRhJEpCBodUP/F98+e3OaOttwM/anZ9DeWKC8kzZ34ib4FXlt7uygXp/nbfa1pKPrxpgqYKFXXNNZe8aYaqAK9/OpM8Z8EzehtAI3r+HP3V1tIiKSbQoS+r+R3rE2TZ345MKqLrTXYZvW2ogx5ihupUMmbRayn+M+4Btxu4R2Jj6KEMONJJS1u36rMeYp4LpUjzdERPJJjxv6vwrvmG7WfVO7upm0l802C5Ix5lvAv3jF72WYKyEeJISAvwFn4kZmRgOfw+Wv+CDwx+z2VkSk6zSS0P9FyDwYzGQ9bKSL798v19gaY75NYkXI48CPM7x1JfDfQI219ntJrzcDvzbGrAReAy43xlyuRw8i0psUJPR/9cBQ3jusnSw+x6Axw/biyuh4NKErbRYML0fEr4D/7b30LPAxb1VHp6y1TwNPp7m+yBjzAvAB3PJKBQki0mv0uKH/O+Adh6epE583kMlw+YGk85Rteh+klV1osyAYYwbjPuDjAcIfccmpOk2g1EXxLIyTs9yuiEiXKEjo/+J7KExKUyd+bUNnjVlr9+DSMKdrczyJ5YCdtlkIvL0b3sD9hg9wB25yYWvHd3XYVpEXSHUk/u+yratti4hkk4KE/u9t73huqoveh188idKbqeqksDhdm8B53nG7F1QUNG/Z4ivALNycjM9aa7+W6SOGdm1tw334fzFNtTO8Y6rkVyIieaMgof971Dsu9DZlau8z3vFVa+22DNt8xDve4u3X0FGb92fYXp/lfX9PAFOBVuBaa+3d6e9Kay0u+dL1qUYTjDFnkcjy+IcevI+ISI8pSOjnrLUbgYdxw/9/NsbEkythjLke+LpX/H77e40xU40xM4wxY9pdegiXSGkK8LAxZpBXv8QYcxcwH/dI4hfZ/n56wdeBud7556y1f8nkJmPMBO9n1z7V9f/Drfg4HbjXm+cQv2chbqVEAHjIWvtOTzsvItIT2gXyBGCMGQ68DJyKGy5fhVvxMNGr8k1r7Q9T3LfNq/OAtfbmdtfmAc/jJijWA+tJbBXdClxmrX05+99N/nijCDW4n1WYxKObjjwd/zkaY17Bpbl+1Vq7sF27XwR+ggvcmgCL+znGJyo+DVydgwmRIiJdopGEE4C3XfO5wHdxEwlPxq1MeBX3YfSeACGDNpfgEgP9Brct9GzcTpOPAWcXeoDgORUXIIBbLnx+J1+ZpLXGWnsX7s/j98Ah4BRckPASbkOuDylAEJG+QCMJIiIikpJGEkRERCQlBQkiIiKSkoIEERERSUlBgoiIiKSkIEFERERSUpAgIiIiKSlIEBERkZQUJIiIiEhKChJEREQkJQUJIiIikpKCBBEREUlJQYKIiIikpCBBCpox5kfGmGZjzDSvfL8xJuZt1ZzJ/THv6+Ye9uMGY0zUGHNpT9oREelLFCRIwTLGzAe+Btxlrd3Uy915CFgM3G+MGdpZZRGRQqAgQQqSMSYE3A0cAX7Yy93BWhsDvgqMBm7v5e6IiGSFggQpVLcCpwA/s9Ye6e3OAFhrFwEvAbcaY07p7f6IiPSUggQpOMaYYuBbQAT4TS93p727cf+u/qO3OyIi0lOh3u6ASDdcDYwFnrPW7sl248aY+4GbMqlrrQ20e+lx4BjwEWPMWGvt7ix3T0QkbzSSIIXon73jUzlqfwPwRpqviFdvR/sbrbWtuEcOIeCaHPVPRCQvNJIgBcUYUwRc5BUX5eI9rLU/pIPJkMaYbwLnA/XAFR00sQj4MPAB4Oe56KOISD4oSJBCczpQCUSBtWnqXWiMiWXzjY0x1wH/6b33ddbalR1UXZXUhyJrbaSDeiIifZqCBCk0k73jbmttc5p6x0h8WKdzfiZv6uVk+C0QAL5qrX0yTXXrHQcCI4CaTN5DRKSvUZAghWakd+xs2eMya+3CzhrLZLTBGHMS8FegFLjXWvuTTm5J7ttIFCSISIHSxEUpNPFsho35eDNjTBXwDDAceBn41wxua0g6V/ZFESlYChKk0MQfMQzJ9RsZY8pwSxqnAhuBa6y1bRncmhwYNOWibyIi+aAgQQpNfOi+KpdvYowJAA8A5wGHgQ9Zaw9leHty3/Zlu28iIvmiIEEKTXxS4FBjTEUO3+dHwEeBMHCttXZDF+4d5x0bSZFLQUSkUChIkEKzHPfMPwick4s3MMZ8Cvg6EAM+aa19sYtNxFdMvOlt/CQiUpC0ukEKirW2zRjzInAlMB+X3TBrjDGjgF97xYO49Mo3AGW45Y/t/cBa+0y71+Z7x6ez2TcRkXxTkCCF6EFckHA58L0st11O4t9FFXBVJ/VHJReMMYNx8xjCwO+z3DcRkbwKxGIaDZXC4qVmXg9MA2ZZa9f0cpd8xph/BX4F/NZa+4ne7o+ISE9oToIUHC/N8Q+84qd6sy8pfAq3AdQPOqsoItLXKUiQQvUQbjThFi/hUa8zxlwMzMGNImzu7f6IiPSUggQpSNbaMHAzMAD4du/2BowxQeC/gF3Abb3cHRGRrFCQIAXLWvs2cDvwaW9/hd50E3AacIu1trN9JURECoImLoqIiEhKGkkQERGRlBQkiIiISEoKEkRERCQlBQkiIiKSkoIEERERSUlBgoiIiKSkIEFERERSUpAgIiIiKSlIEBERkZQUJIiIiEhKChJEREQkJQUJIiIikpKCBBEREUlJQYKIiIik9P8BZo1ccVRtbBsAAAAASUVORK5CYII=\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": null,
"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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in4mbChLTk6aqxMSC50jcKi2w8RSjl4hfqznXu30q1TD7ZLxgHLv+uzNJ5reJyCDcyljp9IXPZuxvXoS7rrkRcctmxrpqP/OCqWlpE+CW1tN8RKQQN+MgFlj/2o4yE6+NJvt8/Q03txngOu9krwUvoN9DPJb8vVWWa73bMcA/kqxelo9burDXnTD1xNZBe12Bm4+Uh1sv9C7c9a3luFF9e+HWmgQ3SvSaVscn9sv/wTs+7LVWAyUisa7Ah4J+rU54Ffc3GolrJb0oIjfgruMNxv19f4RbZSlRZ+YTBkJV3/NWsxmF+2eGVuvUqupqEfkINxk+9g/dni7bmMtw19onApeJWxv4Vtyowm1xA2cm4VqoSVtkdONnM4tuxS22PhY4V0S2xn1Zfo77+27rPR9bTOGK7qhkL1CLW85xM+//bxnu8sIFxBduuF9V27M6U+Ln62zvc98EfKCqtar6qYj8Grga9136lojciOtNqMe9d78gvoLU22y8iMo/cK3W3XEnrJuLyN9x3x+be8fvQPr/gx6pV7c8we+SPRX3ZubhutoexE1deRK4CHdWtRY4JsmIyceIn12di2uZPkLXmDhp0qTDr7rqqthuBtx1112xlk9WfrzyAPjlL395VXvzqWrdnXfeObKoyD8xnI7bQeNN3HzJi4Gh48aN44ILLvB/sSuvvPK1xPJHjx49FmD8+PHS+rWD/P1b/xx//PH+BPKioiI++uij2a3znHrqqf4qMgUFBbz33nsPJCsrsd5//etf/5v4nKpWz5kzZ+KWW/pT3Q7Hrev5Jm41nUl77bUXJ5xwQimA9/dpUf4jjzxyRW6uv1/xucDcUaNGvRd7/uijj47N6+PVV1/9OtXvnGm+ZD/nnHOO32q+77773mhvPlXd8Nhjj40dPtyftbAPbjWnV3HzPK/FBdZm4NeqejcmmStw1xD3xK149CauxRn7rN6HW6knY6q6jPilmK1x86FfIz7GAVX9E+47tBk36PIC3Pv2Ku5SWSxwvoLbbajFIEJvbvghxBeI2cOr/1u4FusOuNWXMl0Pu8fo9cETQFXvxb35f8Fd/6wi3p//GXApsLmqPpvk2A9wCxW/gZvrVQc0icgYEbkWt1NCzG0i8p3WZfR106ZN4+GHH+a4445jzJgx5Ofnk5+fz7Bhw9h999258sorefTRR/n+979PcbGbCfT00093c62TmzFjhn9/6tSpFBQUbJTnO9+Jv8W77rorpaUdOyEePnw4M2fO5He/+x077LAD5eXllJSUMHnyZC699FJuvvlmEoLjRrbaaituuukmpk6dSklJCUVFReTl5VFX17vG0ogITz31FBdeeCE777wzuEsBzbgl3eYD1wHbqWrSbl0DuJP/XXCDHRfhulxX405gj1TVEzSDDQuSOBy3OP9KXKvza1ouqYiqXoMblPlX3Brelbj371vv9U8EZqhq0lG+3gpIB+AWf38BtxJZHW7N4P+Ha5Wmm2fbI4Wi0R47PazDRGRn3JnOQDZe7DmT44fjzsAm4rpLFuK6+YbjWqk/VtW2rldl8jrzJ02aNPnJJ9tcLtWYviTIVbSM6RJ9ouWZSERm4EaJpVuDsi334QLn88AYVd0Jd53sEtxw7JuTraFrjDGmf+gzwVNEirz5Yi8QXx6qI+XMwA2CqQZOjI38U9WIql6N66fPx+3TZ4wxph/qC6NtY/OMXsStUBLGXeM8k/g+cu1xmnf7aIodNG7GjXo7KqjJ3OvXr+frr1OtIZ+5iRMnJr2m1xs0Njby2WeftZ2xDSNHjqS8vLztjKbH8KblTGozY9sWp9mwwZhO6RPBE3c9clPcCLRzVPVdETmzjWNSiW3K+mqK59/GXSwvxW2580oHXyelF198kV/96ledLmfWrFmMGTOm7Yw90MqVKznqqKM6Xc5VV13FMccck4UamS60E6m3+GuPvYnvMWtMVvWVbtuvgENVdZqqplwFpy3eBOTYcmxJmz3eUOzYvnpbdPS1jDHG9F59ouXpbaaajR3oK4j/TValybcG1yXcemGArDjmmGP6fWtpzJgxZL6JiUkUrquiefVSwhtWEa5e435q1hNtqo//NDe423AT0UiYvLKRDD70InIHjSCyqprw8koi6+qIVDUQraonUlVPtLYRmiJEm8LutjkMzV46AkSjUJBLydHbUrjXhDbrmYqqvoyNyDU9XJ8InlmUuHZkfcpcbo5S6/wpicj8FE/15u2XTA/QtOpzanUO9UvepuGLD2hauZjwhmSX6ttW+/hcihYeA00Zr0SYVMPsJQx/61xCBfb1Yvou+3S31N5vjb43Sdb0eI0rP6Nqzh1Uv/8YjctTnZd1wLrcTgdOgNyhpRCyhmNPJCJn4QY9tmv+u4j8FLfw++mqemc7XzOP+H6dp6jqPW3kPwO3CldYVXtsjOqxFesmiSPz0i1UHNtQuzaTQlU16XZCXot0cmZVM/1d7cKXWPvkn6j9+Lk284byi8gdNJzcAUPIHTCYnMJywl/VEf6sEmqiEMmHaC6hSC6QQ6ixjPy128SPLy8md2gpoUGF5JQVEyorJKekAPJzCeXnQn4Oobwcl87LgdwcCIUIFeVROH28y2N6FG/xmNZre2dy3K649W1NAgueLVXjlr0qxC2EnErsWufKwGtk+r2G5QtYff/F1Mx7Kunz+SOE4s13o2j8ThSMnkz+sInklY0klJNDtKGZmjvmUnPHXHI2NJDf+uC8HPK3G0n+tiPJ32YEeZsPJXd0GTmlvXOKk0nOm7/+EO1cPEZE9sWtFd6rFm3vChY8E6hqREQUt9jyuGR5vC10YouLL+qiqpl+KBqJsO7Za1n9wG8g3GK9bQpGbsmgPX/EgB2PpGBY8kvnDbOXUPWHFwh/2Wp7x7wcCveaQPFhkynYfRw5A3ri7nEmG7w9NC/BzX3PuDtARIqBX3s/fWVWRlZZ8NzYW7jgOQ24Lcnzu+D+bvW4ReiNybrmqpV8c8vJ1M6f1eLxos13Z+jRl1O81d6EUlxXjNQ2suFPL1N3/7wWj4cGFFBy4g6UnLyDuy5p+rSOLh4jIoJbqW0Mbk77b4BziO+JbLDgmcz9uA/Yd0XkIlVd2+r5n3i39wWxupAxjV8ry/96KE2rPvcfy6sYzSYnXceAHY9OGTQBmpesYd25jxD+POFjmxui5KQdGPCT3cgp63V7DpuO6+jiMZt6x77uHfe+iJwTYD3b1GrQUVtuU9UzgqwP9OPgKSKb4aaa1Hr72sXMwu2osjvwiIgcp6rfegsoXACchHsT7QK6ybqG5fP56o/7tJhuMmDHoxh++j/JHZDuMjw0vPo563/5ONEN8Z2p8iYPp+yqg8nffJPA6mx6rNjiMckvlqe2DDhYVZ8JoE4dFcV9L6cyFLdtGriNtgPXb4MnbiPZvYDZwIzYg6oaFZEfeI9PB74QkY9xXRYjcG/i6aq6sMtrbPq0xm8+5aur928ROIcefzUVB/8ybWsToPahj6j6f89CJD57qvSMXRhwzh6ECvrmyNdFp+WWAH1hZFPjFneGMxq53x4dXTxGVRfRw8ZzqGoYt5H2RkRkIPHlVJ8D/tAVderPwTMlVV0iIlNxff1HANvipqU8A/xJVbOx7qYxvqY1X/LVn/YnXPWteyCUw4gz72TQbie1eWzN3e+y4aoX/XSoOJ+yqw+haL++u3rkotNyrwPOpW8MZoksOi33+i3uDJ/f3RXpAneLyN3ZKszrzp2JG6eyEDjeC7SB67PBU1XHtfH8jDaeXw383PsxJjCRxnpW3PBdmtd+6T82/If/yixw3jGXDde87KdzNiml4uZjyd9qeBBV7UnOoW8ETnC/xzlAfwiei0i/9CnAcDLfVedG4EDckqmHqWplG/mzps8GT2N6g2g0ysq7z6Hh83f8xzY5+e+UTT+tzWNrZ85rGThHDWLw7ceTt1mHt7PtTW6g77Q8w7jfpz+4sh0rDKUlIhcDPwYagWNUdUl2qpgZC57GdKPK2bdS9codfrpsn7Op2O+nbR5X/4xSdXl8paHcTcsYfOcJ5I4cFEg9e5ot7gyfv+i03F9j1zz7JRE5DrjKS56lqnO6ug4WPI3pJo3fLmbVvb/w00WTpjHsxGvbPu7Dr1l/yZP+yso5wwZQcdvx/SZwxngBx4JOPyMi03ADPkPA1e1dazdb+kKXhzG9TjQS4dvbziDa6L77cwcOZdRP7yeUl74hFf52A+vPfRga3ZiI0KAiKv51HHljygOvszHdTUQmAo/h1h5/BPhVd9XFgqcx3WD9CzdQt+gVPz3slBvIqxiV5giI1jWx7pyHiayqcQ/k5VD+9yPJ3zyQbWWN6VFEZDDwFG5O5wfAyarabTtbWfA0pos1rf6C1Q/82k8P3OV4Bu5yXNpjotEolZc/R/P8b/3HBl26H4W7bBZYPY3pKUSkENfS3AJYChyiqjXdWSe75mlMF1t130VEG93KjrmDhjHslOvbPKbukfnUP77AT5ectAMlx08JrI7G9DA/wy1aA7Aa+JeIlMLGGwUBzW1NRcwGC57GdKHahS9RPfcBP73J964md2D6btfmJWvY8LsX/HT+jmMYePHegdXRmB4ocTTcTm3k7ZJFEkLRaLd1Gfd7IjJ/0qRJk5988snurorpAtFwM19cthONX30EQNGEXdn00lcJ5aS+ehKtb2LN9/9Ds7p55aGyIoY+dGpvH1mbfq1BY3oBu+ZpTBepfOUOP3ACbHLydWkDJ8CGa1/xAydA2e8P7u2B05g+wYKnMV0g0ljP2sd+56cH7f4DiifskvaYxne/ovaed/10yck7ULRPpquWGWOCZMHTmC5Q+dItNK/9CoBQXgFDjrkibf5oXROVlz7jL4SQO2EIA3+5V9DVNMZkyIKnMQGL1Fez9omr/HTZ3meRPyT9FJMN179K+It1LpETouz3BxEqtPF9xvQUFjyNCdj6F24gvMEb8FNQwuBDL0mbv3HeCmrvSuiuPXUnCqakX0DBGNO1LHgaE6BIQw1rn/mrny7f7xzyykekzB8NR6j67fP+pta5YysYeO7ugdfTGNM+FjyNCVDlnNuJVK8BIFRYyuBDLkibv27mPJoXrvTTZVceSKgo2TxwY0x3suBpTECizY2se/ovfrpsxpnkDhiSMn9kXS0brnvVTxcdPpmCnTYNtI7GmI6x4GlMQKreuJfmtV+6RG4+FQf+PG3+Dde+QrSqHoBQaQEDL7DRtcb0VBY8jQlANBJh3VPX+OlBu51M/uAxKfM3ffQ1dQ9+6KcHnLM7uZsMCLSOxpiOs+BpTABqPnqGxq8/cYlQiMGHXJgybzQaperPs/05nXmThlJy4tQuqKUxpqMseBoTgPXP/92/Xzr1CApGSsq8DXOW0DT3Sz898JK9CeXnBlo/Y0znWPA0JssaViyk9uPn/XTF/uelzBsNR6j+6xw/XbD7OAp3Gxdk9YwxWWDB05gsW/98fH/Ogk23o3jL1AN/6h6dT/Onq/30wF/sGWjdjDHZYcHTmCwK16yj6rW7/XTFfucQCiXfgSta30T1Da/56aLDtiJ/q+GB19EY03kWPI3JosrZtxFtrAUgZ8AQBk47MWXe2vvnEflmg0vk5zLgZ9O7oorGmCyw4GlMlkTDzayfdaOfLp/xY3IKipPnrW+i5ta3/XTJCduTN7os8DoaY7LDtmkwJktqPnyK5jXLXCI3j7J9f5Iyb+3MD4msrnGJwjxKz0i/t6cxHSEimwOXAPsDI4C1wJvAjar6fJrjhgCXAkcCY4B1wGvAn1T1zXbWYQbwkpccr6pL28h/J3AqMFtVZ7TntbqStTyNyZLKl//l3x8w9UjyK0YnzedanW/56ZLjp9iCCCbrRORAYB7wQ2AIsAAI4wLicyJyTYrjhgNvAecDw4EPcbOQjwZeFZEfBl/7ns+CpzFZ0LT2K2o+fMZPl804M2Xe2pkfElnltToLcin9kbU6TXaJyFDgv0Ax8D9glKpur6qjgZNwQfQCETk2yeH3AROB54ExqroTMArXgs0FbhaRrbrg1+jRLHgakwVVr9wB0QgA+ZuMp2TyvknzRRuaqbkt4VrncVPIHWatTpN1ZwAVwFLgNFWtjD2hqvcCsW6SsxMP8rpY9wKqgRNVdZ13TERVrwbuAauP/7EAACAASURBVPKB3wRc/x7PgqcxnRSNhKmcc7ufHjT9h4Rykv9r1T06n8jKapcoyLVrnSYon+Nanv9Q1YYkz8cWUh7b6vHTvNtHVXU1G7vZuz1KRJKPhusnbMCQMZ1U+/Hz8YFCObmUTT8tab5oJErNnXP9dPHR25A7fGAX1ND0N6p6H677NZWdvNtPWz0+zbt9leTeBpqBUq+MVzpax/ZoNeioLaer6p3B1cax4GlMJ1XOvtW/XzrlEPIqRiXN1/DSYsJL17lECEpP27krqmeMT0TKgZ8Bp+OC4NUJz+UAE7zkZ8mOV9UmEVmOa7FuQRcFT6ASN9o3lQnASO/+suCrY8HTmE5prvyW6g8e99Nle52RMm/NHfFWZ+H+W5A3tiLQuvV130y+pgQo6O56ZEHjiAUX1gb5At7AoCuASUAh8CXwE1Wdk5CtgnhMWJWmuDW44Dk0gKomparvA3ske05EJgOve8nfquqLXVEnC57GdELVq/+GcDMAeRWjKd32oKT5Gj9YTtN7y/106enW6uyMbyZfcx1wLn1j3Ebkm8nXXD9iwYXnB/gauwBbJ6QrgMNEZI6qestcUZLwfH2asuqS5M/U5yKpdxhqL29azVNAGXA/cHnWCm9DX/jgGdMtotEolXNu89OD9vwhodzk56M1t8dbnfk7jKZgSvKuXZOxc+g73185uN8nSNcDA3BTTk7DBcCzgRdFJPahDbezzGgH6vEOrvs13c/KTAoSkRLgcVwr+G3gVFXtSJ06xFqexnRQ3Scv0/TtYpcIhSibfnrSfM1L19EwKz4uo/SHNsI2C26g77Q8w7jfJzCq+pV3twb4t4i8CXyAG/RzMnAnbnpKTFGa4mKjbDvS1XxcO1YYSpcnB7gX2BnXBX2kqqZrLWedBU9jOihxoFDJNgeQP7T1qH+n5t9z/XP03AmDKZwxsSuq16eNWHDh+d9MvubX2DXPDlFVFZGHgBOBGcSDZwPumuiQNIfHrnVm1EIMyF9xKyXVAEeo6jddXQELnsZ0QLh6DdXvPOSnUw0UilTWU/fofD9detrOhHKSb1Fm2scLOF0adHoLERkMjAe+SDFfE+AL73YEuIUQRESB7YBxKcrNx3X9AizKWoXbQUTOxY0YjgAnqeoH3VGPvtDlYUyXq3rtHqLNjQDkDhrOgO0PT5qv7qGPoN4NKApVFFN8+OQuq6Pp1+biri+mW4c21lWyPOGx2KLL00huF1yjqx54vzMV7AgRORy4zkteoqqPdnUdYix4GtNO0WiUytnxReAH7XEqobz8jfOFI9T+N/79UvLd7QgVWmeP6RLPebdneK3FFkRkHG6hd3CDbmLu926/67VeW4ttFXSfqtYleT4wIrIjbtWkHOAOVU26sH1XseBpTDvVL36dxhUL/XTZXj9Kmq/hlc8Jf+UtKZoTouSE7buiesYAXIMbUbs5cK+3UDwAIjIVeBY38GcOkNh6m4Ub8VoGPOJNBUFEckTkItyi8k0kLK7QFURkM1yQL8XV/ayufP1k7DTYmHaqfDk+UKh4q70pGD4pab7a/7zn3y/cdxK5IwcFXjdjAFR1iYgcj1ui77vA4d71zCLcykDg9vU8NnF6h6pGReQHwGxgOvCFiHwMjMZdG43ilr+Lnz12jRuIryAUAh7zpqrkJsn7vqqeG3SFLHga0w7hmvVsmDvTT6dqdTZ/vpbG15b66ZKTdgi6asa0oKpPiMgU4ELgAGAr3ACrV3G7o9yuqk1JjlvitU5/AxwBbOsd9wxuM+xM15jNpsQzzwPayNscZEViQtFol80pNa2IyPxJkyZNfvLJJ7u7KiZD62fdxMq73Xz2nNLBTLj2S3IKNp4SV/X7WX7LM2/zoQx55DRCIRtl67E/hOn1ArnmKSIjgijXmO7kBgrFu2wH7X5K0sAZqWmk7pGP/XTJiVMtcBrTxwTVbbtMRJ4F7gAeT9Y1YExv07D0XRqWxaeUpZrbWf/YfKI1bhpLaGAhRTY9xZg+J6jRtrnAocBMYIWIXCciNtTQ9GqJrc6izXencPTGQTEajVJ7XzzAFh+9DTklfWERHGNMoqCC51jgUtxGq0OA84B3ReQ9ETlXRNIt/WRMjxOpr6bqzf/66VQDhZo+/JrmRfEFXUqOnxJ43YwxXS+Q4KmqX6nqH1R1S9xKFbcA64HtcatDLBeRmSJyqLfArzE92oa37iNa79bNzikuY+DOxyXNV3ffPP9+/s6bkjfBzhON6YsCD1yq+paq/gQ3R+d44AncmoTHAo8BX4nIH0Vky6DrYkxHVc6Obz02cNqJ5BRuvJVhpKqeumc+8dPW6jSm7+qyVp+qNqrqA6p6JG5V/l/gVsQfjpuHNF9E5ojIUV1VJ2My0fDlR9QvectPpxooVPf4gvg6tuXFFO2/eZfUzxjT9bp0kQRvPcUTgWOAqcTne83DrV6xB7C7N1L3OFWt6cr6GZNM4kChwvE7UTR247Fv0WiUuvvjXbbFR21NqMDWIDGmrwr8v1tEBgHfA04BdvceDgFrgf/gVrmYJyK5uP3ZbgQOBP4GJD/FN6aLRBrrqHr9Hj+dcqDQByto/tQGChnTXwQSPL1AeAguYB6G21w1hLvW+QJwO/CIqjbGjlHVMPCQiFTjloE6GguepptVz51JpHY9AKHCUgbt+v2k+WpnxludBbtuRt64ZBtSGGP6iqBanl/jpqjEumWX4HYqv1NVv2rj2NiIC+vzMt1ufcIi8IO+831yigdulCdSWU/90+qni4/brkvqZozpPkEFqKG47XAexHXLvtyOY4uAfwLvBlAvYzLWsHw+9Z++5qfLZpyZNF/dY/OhIb7hddF+NlDImL4uqOB5NvBfVd3Q3gNVdZF3vDHdKnHrscKxUykct+NGeaLRKHUzP/TTJUdvYwOFjOkHgpqqMgI3j7NNIvIbEbk7oHoY0yGRxjqqXrvLT5fNODPp4u5N7y+neXF8oFDxd22gkDH9QVDB83LghxnmPRY3OMiYHqN67gMtBgoN/E6KgUIPxFudbqBQRZfUzxjTvTrdvyQiY4F9kzw1XETSBdAQbg3cbYDqztbDmGxKnNs5cNcTyC0etFGeSHUDDc8u8tM2UMiY/iMbF2dWAlcAoxIeiwKTgH9lcHwIN33FmB6hYfkC6ha96qfL9/5x0nz1T39CtM7tthcaVETRvjZQyJj+otPBU1XrRORi4PcJD48FGoBv0hwawbU43wcu6Gw9jMmWypfj53ypBgoB1D34kX+/+PDJhAptoJAx/UVW/ttV9V7g3lhaRCLAXFXdMxvlG9NV3IpC8fFrZXudkXyg0Kerafrwaz9dfMw2XVI/Y0zPENSp8hXAsoDKNiYw1e88SKRmHeANFJp2YtJ8dQ/FW515k4eTv9XwLqmfMaZnCCR4quoVQZRrTNASu2xTDRSKNobdwgiekmO37ZK6GWN6jmyMtt3Hu/u6qta3eixjqvpiZ+tiTGdsNFAoxYpCDbM/I7quziUKcik6ZKuuqJ4xpgfJRsvzBdzgn8nAooTHou0oI5qluhjTYZUv3eLfLxw7lcLxOyXNlzhQqGj/LcgpKwq8bsaYniVbASvZYgsbj7JIrT15jcm6SN2GjFYUCn+7gYZXP/fTxcdYl60x/VE2pqpsFDiTPWZMT1b1xj1E6qoAyCkuY9BuJyfNV/fIfIi4TpXcMWUU7LpZl9XRGNNzWJAz/V40GmX9rJv89KA9TiWnsHTjfJFoi1G2xUdvQyjHOk2M6Y+6/DqjiBQD+wG5wBxVXdvVdTAmUZ3OoXF5fPRs+b4/SZqv6d2vCH/p1rslBMVH2txOY/qrwFqeIjJaRP7hrT4Ue2wr4FPgEdxen0tF5HtB1cGYTKyf9Q//fsnW+1EwYouk+WofTFgEfvdx5I7aeBqLMaZ/CCR4isgmwJvAWcBuCU/dQnwN3A3AAOBuL6ga0+Wa1i2n+t2H/XT5vv8nab7Ihgbqn4svAl9yjC0Cb0x/FlTL82fAaGAx8E8AEZkE7AGEgd1VtRz4I67r+OcB1cOYtCpf/hdEwgDkDdmM0u0PS5qv/qmFUN8MQKi8mMJ9JnZZHY0xPU9QwfMQoBk4UFWf9B471Lt9TVXf9O5fBqwH2r2ogjGdFW1ubLGiUPneZxPKyU2at8VAocMnEyqwacnG9GdBBc8JwCJVXZrw2P64xRCejz2gqk3A57TczsyYLlH97sOEK93GP6G8AgbtmXz72aZFq2j6KL5BkC0Cb4wJKngWA/WxhIjkAbEdVl5ulbeE9q1GZExWJA4UGrDL8eQN2iRpvhaLwG8zgnwZFnjdjDE9W1DBcwUwXkTyvfSeuMFBG3ADiQA3IhfXSrUdWEyXavjyw5br2KYYKBRtbKbusQV+usRWFDLGEFzwfAkoB64Wke1wG2VHgSdVNQwgIsOAu3EDhmYFVA9jkkpsdRaO34miCbskzdfw0mdE13uLwBfmUXTIll1RPWNMDxfUqIergeNwo25/hlu7tsl7HBGZjguYuUAl8OfOvJiIlAAXAScA43Et3HeB61T16Q6UNw53LTadeaq6fXvLNt0vXL2Wqtfv8dPl+/wk6Tq2AHWPfOzfL9p/c3IG2SLwxpiAWp6qqsABwFygAfgIOEJVY7PMV+AC98e4aStLO/paIlIKvIgbuTsBmA/UeK//lIhc1oFip3i3a4HXUvy839E6m+5VOftWoo2uNZk7cCgDd02+Tkd4VXXLReCPti5bY4wT2Hh7VX0D+E6Kpz8Htk8Ipp1xI7Ar8AEuQH8JICKnALcDl4vIa6r6QjvKjAXP+1U1+VptpleKNjexftaNfrpsxlnkFBQnzVv/xEIIu7FsOSMG2iLwxhhftywMr6qRbAROEZkInIzbT/SkWOD0XuNu3CIMAJe3s+hY8PwobS7T61S/9zDNa79yidx8yvc5O2m+aDTaosu2+MitbRF4Y4wv8Jne3vXIMu+1Un77qGpHRtyegrtu+pqqLkjy/M3ApcDuIrJZO14jFjw/TpvL9Drrnvu7f3/gLseTV5F8inHzwpU0f7raT9si8MaYRIEFTxE5GDfKdkpbeXEjcTtSl2ne7avJnlTV5SLyBTAW2As3ujctERmAu3YK1vLsU+o+e4v6xW/46YoDzkudN6HVmT91FHnjKgKtmzGmdwkkeIrIHsBjuG7hTPq6OtofNsm7/SxNnqW44Jl8q4yNbefVZwWwiYhcAEzF/a0WAf9V1dc6VFvTrdY/H291Fm2+O0Xjd0qaL9oYpu6JhX66+ChrdRpjWgqq5XkRrjv1Q+AKYCFQF8DrxJZ6WZUmzxrvdmiGZcZayhXAAtzvEbM/8FMRuR0421tesE0iMj/FU7a6eBdpWrecDXMf8NPpWp0Nc5a0nNt5kM3tNMa0FFTw3A23PN+BqvptQK8Bbmk/SFgKMIlY0C5JkydRLHgW4bZQux63O8wI3DXWy4Af4qbgJF+WxvQ4lbNugrDbFSVvyGYM2OGolHlbzO3cb3NyBhYGXj9jTO8SVPAsBeYHHDjBbW+W6YjhTNfPfcUr831VvSnh8WXA70VkKXAPcLaI3KiqqVqVPlXdOtnjXot0cob1Mh0Uaahl/cv/9NPl+51DKDf5Rz+ytpaGOUv8dPGRSd86Y0w/F1Tw/AIYHlDZiapx3avpln2JTeKrzaRAVf0P8J90z3sLL2wOHIlblMH0YFVv/IdIteu9DxWUUJZi9xSAuicXQnMEgJxhAyiYNrZL6miM6V2Cmuc5ExglIvsGVH5MbC7BkDR5Ytc6V2bxdWOrC43PYpkmANFolPUJ01MG7XEquaWpR862mNt5xGRCud0yFdoY08MF9c1wFa5FdpeIHCkiQV00ig2JHJcmT+y5RZkWKiL5IpJ8V2Qn9nfLaMCQ6T6181+gcUV8CnDF/uemzNukK2leGD/HsrmdxphUguq2vRX4CtgGeAgIi8haoDFF/qiqdqR/7C3gCOLzPVsQkTFAbE2119sqTEQqcNNeKoBjcXVPZqp3m2xhBtODJE5PKd3uYApGSsq8dY/Ee+Dztx1J3sR0HRrGmP4sqJbnCcBB3v0QLkgPA8ak+emImd7tDBFJ9q0YW3ttdiaLz6vqOuAbL3lasjwi8l3cFJNGUgdX0wM0frOImnlP+enyA36WMm+0OUL9E/FzoeKjbKCQMSa1oFqepwdUbguq+qmI3AucCDwkIkeq6mIAETkZuNjL+rvWx3rr4uYDlar6dcJTVwF3AYeLyFXA5ara4B3zXeAOL9+fVHVFEL+XyY51z1/v3y8YNZmSrfdLmbfxtaVE1nhjyvJzKTrY5nYaY1ILJHiq6r+DKDeF84BtvZ9PROQjXLdrrBv4Nyl2VJnl5fk3Ca1MVb3b28D7AuAS3KIIn+JGD4/2st2Km+9peqhwzXqqXo1/DMsPODflnp0AdQmtzsK9J5JTnnynFWOMgW7aVSWbVHUN7prnFbhBQVvhRt/OBo5V1T90oMwLcasJPYpbZGE7XCv1CeAwVT1TVSPZ+Q1MECrn3E60oQaAnNLBDJp2csq8kZpGGl5c7KeLD9sq8PoZY3q3QHdV8UbZngYcDmwJlKnqJiIyFLgGuCbFbijtoqo1uG3HLm/HMePaeP4FoD17gJoeIhpuZv0LN/jp8r1/TE5h6gWmGmZ9SrTODZwODSqkcM8JKfMaYwwE2PIUkS2AecA/gENwO5UM9p4eC5wKvCMiRwZVB9M/Vb/3CM1rvnCJ3DzK9km/n3niIvBFBwihgsB36jPG9HKBBE8RKQOexe1ksgz4Cy13PqkEPsGtDHS/iNiEOpM16579m39/4E7Hkj849WDu8JoaGt9Y6qeLrMvWGJOBoFqeP8e1Lp8AtvKuIcamgOCNiN0WeAR3LfEXAdXD9DN1i9+kfnF8Sm/FgT9Pm7/+aYWwW/Y4Z8RACnbaNND6GWP6hqCC5zG41XfOUNWkO56oahj4MW53kr0DqofpZ9Y9d51/v3iL6RRN2Dlt/hZzOw/ZklBOR7eWNcb0J0EFzwm4XVXSrierqqsBBUYGVA/TjzStWkr13Af9dMWB56fN3/zFOpo+jE/xLTrMNrgxxmQmqOAZIb6bSSZ1aAioHqYfWf/CDRB1M4jyh02kdOrhafPXPxkfKJQ3aSh5skmg9TPG9B1BBc/FwEQRGZEuk4hsitvPcnG6fMa0JVxbSeXsW/10+QE/I5STem3/aDTaYmGEosO2SruIgjHGJAoqeD6Mm0N6o4gk/Uby5oDehlv79rGA6mH6iao5txOp3wBATkk5ZXucmjZ/8/xvCS9d56eLD7VRtsaYzAU1oe064IfAUcBbInIfbmF4RORg3G4rZ+A2lP4a+HuKcoxpUzTczLqE3VPKZvyYnKIBaY9JbHXm7zCa3NFlgdXPGNP3BLW27QYvSD4O7ATsmPD0E95tCBc4j/B2MzGmQ6rffYjmNctcIjeP8v1+mjZ/tDlC/VOf+OliGyhkjGmnwFYYUtVPgCm4OZ+vAGuBMFAFzAX+L7C1qr4bVB1M3xeNRln3zLV+euAux6ddFAGg8e1lRFa7dW/Jy6HooNR7fBpjTDKBrkOmqrXA37wfY7KufvEb1C9520+3NT0FoP4Z9e8XTh9vO6gYY9ot68HTGwg0HZgBbIbb4SQKrAMWAq8Cr6hqNNuvbfqfdc/GW53FshdF43ZMkxuiTWHqn1/kp4sOsn07jTHtl7XgKSL5wM9wG1APTngqhAueiVZ4G03fbFt7mY5qXLmE6ncf8dMVB7Xd6mx8axnRSm/Rq4JcCveeGFT1jDF9WFaueYrIINxC8FfjWpohYAPwEfAa8A7wKdDsPTcauB54WkRKs1EH0/+sf/76+KIIwydROuWwNo/ZqMt2QGFg9TPG9F3Zannej+umDQO3ALeo6ketM4lIAbALcCZwErAfcDduLVxjMhauWU/lK7f76YoDzieUk/5cMNoYpv6FT/20ddkaYzqq08FTRA4DDsCNoj1cVV9JlVdVG3HXPF8VkdtxU1mOFJG9VfWlztbF9B+Vc24jWl8NQE5pBYP2+EGbxzS++QXRKq/LtjCPwhnWZWuM6ZhsdNuejLum+fN0gbM1VZ0N/ArXjXtSFuph+oloc5PrsvWU730WOYVt9/636LLdczw5pQWB1M8Y0/dlI3jugFvY/Z4OHHsnrqt3lyzUw/QTG955kOa1X7pEbj7l+6ZfFAG8LttZ1mVrjMmObATPEcASVW1q74GqWgMswU1pMaZN0Wi0xfSUgbt+j7yKUW0e1/DGUqIbvM17ivIo3HNCQDU0xvQH2QiexUBlJ45fB9iIW5OR+k9fo+Hzd/x0JosiQOsu2wnWZWuM6ZRsBM9cXNdrRzVlqR6mH1j7zF/9+8Vb7U3R2KltHhNtbKYhocu22LpsjTGdZEHL9BqNKz6h5v347nWZtjobXltKtLoRgFBxPoV7WZetMaZzLHiaXmPtM3+FqFusqmDUZEq3OySj41p02c6YSKg4P5D6GWP6j2wtklAmInt29Ngs1cH0Yc3rv2bD63f76YqDf9nmoggA0YZmGl5c7KdtBxVjTDZkK3huA9giByYw656/nmiz63rNLR/FoGknZnRcwyufE61J6LKdPj6wOhpj+o9sBc9QJ4+3HVZMSuG6KipfvNlPVxx4PqG8zEbL1j+b0GW7zyRCRdZla4zpvGwETzuVN4GqfPlfROrcbKic4jLKZpyZ0XHR+qaWXbYHWpetMSY7Oh08VfWLbFTEmGSizY2se/Y6P122z9nkFg/K6NiGVz4nWufW7giVWJetMSZ7bLSt6dGq3riX8PoVAITyCqjY/9yMj20xynafSYQKs773uzGmn7LgaXqsaCTCuqf/4qcH7nYKeeUjMzu2romGlz/z07aWrTEmmyx4mh6r5sOnaFyxwCVCIQYf/MuMj22YsyTeZTuggMLdxwVQQ2NMf2XB0/RY6576s3+/dOoRFIzMfMCPddkaY4JkwdP0SLX6CnWL4tvDDj7kwoyPjdQ2Uj/bumyNMcGx4Gl6pLWP/96/X7zFdIonTcv42IbZS6C+GYDQwEIKdxub9foZY/o3C56mx6lb8ja1Hz/vpwcf8Zt2HV//zCf+/cJ9JhEqsC5bY0x2WfA0Pc7ax//g3y+asCslW++X8bGRmkYa5nzup237MWNMECx4mh6lYdk8at5/3E8PPuLXhEKZr/7Y8NJiaPC6bAcVUTDNumyNMdlnwdP0KGsSWp2Fm21P6ZRD23V84ijbov03J1SQm7W6GWNMjAVP02M0rFhI9TsP+unBh7ev1RnZ0EDDK/EuW9t+zBgTFAuepsdY+/gfWmx2PWDHo9t1fMNLi6EpDECovJiCXa3L1hgTDAuepkdoWLGQDW/+z08PPvxXGW12naj+6fgo26L9NyeUZx9vY0ww7NvF9AhrHr4cohEA8kcIA3c5vl3HRyrraXhtqZ8uOthG2RpjgmPB03S7+i/ep3ruA3566NGXEcpt39zM+lmfQrMLvjlDSijYadOs1tEYYxJZ8DTdbs1Dl/n3CzedwoCdj2t3GYkLIxQdsIV12RpjAmXfMKZb1S1+k5p5T/rpIcdc0e5rnZH1dTS+Ed+T3dayNcYEzYKn6VarH/y//v2iCbtQuv1h7S6j/vlFEHajdHM2KSV/h9FZq58xxiRjwdN0m9oFL1K38EU/PeTYK9s1rzOm/qmELtsDhVCufayNMcGybxnTLaLRKKsfuNRPF285g5LJ+7a7nPDXVTS+vcxPFx1iXbbGmOBZ8DTdovrt+6lf8pafHnrsbzvU6qx7ciG4HltyNysnf8qobFXRGGNSsuBpulykqYFVM3/tpwfseBTFm+/e7nKi0Sj1jy3w08WHT+5QADbGmPay4Gm63PoXbqB59VKXyM1j6HFXdaic5k9W0rx4tZ8uOmxyFmpnjDFts+BpulS4eg1rH/u9ny7f+2wKRmzRobLqHo+3OvOnjCRvbEWn62eMMZmw4Gm61JpHryRSVwlATnEZQ478v20ckVw0HKH+yYV+uviIrbNSP2OMyYQFT9NlGr76mPWz/uGnBx/+a3IHDu1QWY1vLSOyqsYl8nJs+zFjTJey4Gm6RDQaZeXd50HEbRmWv8kEyvc7p8Pl1T38sX+/cPp4cipKOl1HY4zJlAVP0yU2vPlf6nS2n97kpGvJKSjqUFmR9XVuVSFP8ZHWZWuM6VoWPE3gwnVVrLrvIj9duv1hDOjAMnwxdY8vgEbXgs0ZUkLhjEmdrqMxxrSHBU8TuLWPXkl4/dcAhPIK2eTEaztcVjQape6BD/108ZFbEyrI7XQdjTGmPSx4mkDVL32Pdc/9zU9XHHoxBcMmdLi8po++ofnT+NzO4u9u16n6GWNMR1jwNIGJNjfx7e1nthgkNPjQi9o4Kr26mfP8+/k7jSFv3OBOlWeMMR1hwdMEZu3Tf6Zh2Qd+evjpt5BTUNzh8iLr66h7Ij63s8RancaYbmLB0wSiccUnrH30t366bK8zKJm8T6fKrH3gQ2hoBtxAIZvbaYzpLhY8TdZFI2G+uf1Mos2NAOSWj2Lo8Vd3rszmCLX3vu+ni4+fQqggr1NlGmNMR1nwNFm39ok/Ur/4dT89/NQbyS0t71SZDS9+SuSbDS6Rl0PJ97bvVHnGGNMZFjxNVtUtfpM1j1zhpwdOO5EBU4/odLk1d73r3y86UMgdNqDTZRpjTEdZ8DRZE6nbwDe3nOKPrs0bMpZhp9zQ6XIb535J03vL/XTJyTt0ukxjjOkMC54ma1becx5Nq5a4RCiHkWffTW5JWafLrb75Df9+wa6bUTBlVKfLNMaYzrDgabJi/cv/ouq1u/z04CN+Q/Hmu3e63MZ5K2h84ws/XXrWdzpdpjHGdJYFT9NpdYvfZNU95/npoknTGHLEpVkpu+ameKszf+ooCnbdLCvlGmNMZ1jwNJ3SvP4bVtxwXHxayqDhjPzpfYRyOz+NpHHulzTMWeKnB5w1jVAo1OlyjTGmsyx4mg6LNDXw9T9OldSmeQAAD6JJREFUILx+hXsgN4+RP72P/IrRnS47GolSdfVLfjp/ykgKpo/vdLnGGJMNFjxNh0QjEb697YfULXrFf2zY96+lRKZnpfz6x+bTvOBbPz3w4r2t1WmM6TEseJoOWT3zV2x4839+etAep1K270+yUnakppEN18WDctHBW1Kwfedbs8YYky0WPE27rX3qGtY9/Wc/XbL1vgw/7eastQyrr51DZGW1SxTkMuAXe2alXGOMyRYLnqZd1j79F1bff4mfLtx0CiPPeYBQXkFWym989ytq/xtfw7b0R7uQN7rzc0WNMSabbGVtk5FoNMq6p65h9cxf+Y/lD5vI6F88QW7xoKy8RqSynvUXPQlRl86bOIQBNq/TGNMDWfA0bYpGwqy69xesfyG+1F7+sImMueRF8iqys9pPNBKl8jdPE/m6yj2QG2LQ7w6ynVOMMT2SfTOZtCJ1G/jm1tOpfvdh/7H8YRMZc/Es8gePydrrVP/9VRpeXOynB5w33ZbhM8b0WH0ieIpICXARcAIwHtgAvAtcp6pPd7DMzYD/BxwEDANWAbOAq1R1YTbq3dM1LJ/PiuuPo+kb9R8rHL8To89/jLyy4Vl7ndr/vU/NP9/00wXTx1P6o12yVr4xxmRbrx8wJCKlwIvAZcAEYD5QAxwAPCUil3WgTAHeA34EDADmAUXAKcB7InJgdmrfM0UjYdY9fz3LrvhOi8BZut3BbHrxrOwGzv++T9VvX/DTeZOGUv7nwwnl2JxOY0zP1euDJ3AjsCvwATBRVXdQ1bHAD4Bm4HIR2S/TwkQkD3gCGALcDYxU1Z2BkcANuCD6PxEZkt1fo2doWDaPL/8wg1X/OZ9oY63/+ODDf8Oo8x8lpyg7+2hGwxGqrnmZqivjgTNnxEDKbzqGnIGFWXkNY4wJSq8OniIyETgZiAAnqeqXsedU9W7gj17y8nYUezIwCVgGnKGqdV55jcB5wCtAOfDzzta/J2lcuYSv/3kqX1y2I/WLX/cfzxkwhFE/f5yhx/6WUE5uVl6redk61p76P2rvmBt/nREDGXzn92xaijGmV+jVwRPXjZoLvKGqC5I8f7N3u7t3DTMTp3m3d3sB06eqUeAWL/n9dta1x4lGItQufJkV13+XpRcLG16/B6JR//mB3zmBcX+Yz4Aph2Tl9SJV9Wz488usPvyOFptb58kmDPnPieRtVpGV1zHGmKD19gFD07zbV5M9qarLReQLYCywF64bNiURyQFiI1WSlgm85t1OEJFNE1u7vUGksY66Ra9S89EzVL89k+Z1yzfKUzBqMkO/d3VWgmY0HKHpo6+pe/hj6p9YSLSuqcXzRYduxaDLDyCnNDuLLBhjTFfo7cFzknf7WZo8S3HBc4sMyhsNFLdR5pdAGNfi3cJL9ziRxjqa135J89ovafxmEQ3LPqRh2Twaln1AtLkh6TH5wyYy+LBLGLTHqR3qoo2GI0RW1dD8+VqaF3xL04JvaXxrGZG1tRvlzRkxkIEXzqD44C3b/TrGGNPdenvwHObdrkqTZ413O7Qd5aUsU1XDIlIJDM6wzA6rX/oeNR8964JduIlouJlouAm822ikGcJNROqridRVEa6rIlJXSaRmLeENqzN7kZxcSibvS/l+P6Vo9F40PPspNTe9STQSheYIRKJEvVvCEaJh77H6ZqLVDUSqG93t+noiKzdAOJr25UJlRZT+YEdKT9uZUHF+Fv5KxhjT9Xp78CzxbuvT5KlrlTeT8rJZJiIyP8VTWy5btoxDDz10oyei4Saavl1MNBrJ5CVaKQY2TflsKJRDqLCUnKIB5BQNIvRtDrx0E+Hlf9yoWzUrQhAqyic0qJCc0kJ44hk3ntn0S4sXL35MVY/o7noY0xm9PXiGyXzQU/omUby89sikzHQijY2NNYsXL07R9Rtgy6y2EVjr/QQsykTqgLq03eum+0z0bu39MSZDvT14VgMVuLmXqcSuYW584S15eTFFpG59tqdMVHXrTPL1VbGWd3//O/RU9v4Y0369fapK7MJeugULYtclV7ajvJRleosoxCYjZlKmMcaYPqa3B8/YGrPj0uSJPbeorcJUdQVQ2UaZm+JG2mZUpjHGmL6ntwfPt7zbacmeFJExQGxxhNeT5Uni7XRlArt5t194wdYYY0w/09uD50zvdoa3mHtrZ3u3s1V1aYZl3u/dni4iyWbux8q8M8PyjDHG9DG9Oniq6qfAvbhu1IdEJLZoAiJyMnCxl/xd62NFZKKIbCkiI1s9dQ9u1OEE4F4RGejlLxCRvwN74Lp2r8/272OMMaZ3CEWjnZ1t0b283U1eArbFTTX5CDcCd6yX5Teq+ockxy318vxbVU9r9dzOwPO4gUHVwCe4YDoYaAQOUtWXsv/bGGOM6Q16dcsTQFXX4K5PXoEbwLMVbqTsbODYZIEzgzLnAlOA24D13v0I8CCwqwVOY4zp33p9y9MYY4zpar2+5WmMMcZ0NQuexhhjTDtZ8DTGmP/f3r3G2FVVARz/DxRLAZGmtUWLSlNxieALiaLFAKY+UEGjyCNSKUgx6QcwCiWxRkqhgMYgmEBqggJCJDEGJSIYYkFigaAYiMhjtRIUW3xWCCLl0Xb8cM4w4zhz7zkz9869c+//l0z2nHv22XtNdmdWz2tvqSaTpyRJNZk8JUmqabqvqqIpFhF7ACuBE4GFwL+B3wKXZeatE2zz3cBZwPuBfSnWS30YuAFYl5kvtiD0nteOsRmjj9cBvwf2BhbWmLlL6im+qqLKImJPYD3wHuAlij+icxieP3h1Zp5fs82zgEsproJsAzZRrITz2rLKvcCHMvOZSf8APawdYzNGHwPAbcCS8iOTp/qWl21VxxUUf5wfABZl5iGZ+Qbgc8B2YHVELGnUwEgRsRj4FsW/w28AszPz7Zm5APgA8GTZ33da+2P0pJaOzThWMJw4pb5m8lQlEbEIOJlipqXPZuafh/Zl5nXAJeXm6hrNngMMAD/NzHMz84URbd4BnFJunlheLtQY2jQ2Y/XxdSouAC/1OpOnqlpKMQH/PZn58Bj715Xl4oh4/Rj7x3JUWd4wzv71FPftAA6t2GY/asfYvCwidgGuBfYEvjLhKKUeYvJUVUPrm24Ya2dmbgH+VG4e0ayx8g/yCcAZwK/GqTYw4vtdx6mjFo/NGL4MLKZYceimCRwv9RyftlVVQ8u9Pdagzh8pVqp5U7PGMnMn8PMm1T4CvLL8/qFmbfaxlo7NSBHxFuAC4C/AmRQrDUl9zzNPVTWvLP/RoM7Wspw72c4iYi+Kp3AB7svMRybbZg9ry9hExAzg+8BM4IzMfGpi4Um9x+SpqvYoy+cb1Nk2qu6ERMQrgB8CQbFG6xcn014faNfYrALeRbHm7c0TCUzqVSZPVbWjRt0JvzwcEbOAHwNHlx+tzMy7Jtpen2j52ETEIRTJcwv+50X6PyZPVfVsWe7eoM6sspzQ6wwRMQ+4Hfho+dGazLy0wSEqtHRsImImxdO1uwHLM/PpyYUn9R6Tp6r6Z1nOaVBn6H7a3+s2HhEHUswmdBjF2dGXMvO8uu30qVaPzRrgYOB7rZrWT+o1Pm2rqh4BDgD2b1BnaN/GOg1HxJEUl2r3obhvtzQzf1Q7wv7V6rE5oSxPi4jTGtR7PCIAzs/M1RXalXqGyVNV3Qscy/A7hf8jIvZjeB7Vu6s2GhFHALdQXFbcChyTmfdMLtS+0+qx+Q2weZx9MxmesOI+4AXgicqRSj3CieFVSUQcQHHWsgM4KDNz1P4LKR4wuTMzj6zY5kLgfop3BzcDS0a3q+baMTYN+tofeLzcdGJ49S3veaqSzNwE/IBipp8bI2LoxXwi4mTg3HLzwtHHRsSiiHhzRLxm1K6rKBLnNuBjJs6JadPYSGrAy7aq40zgreXXoxHxIDCbYuYagFWZ+Ysxjltf1rkWWAYQEYdSrJwCxROgV5b3z8az1odXGmrZ2EhqzuSpyjJza0S8l2I1lOOBAynWjrwT+HZm3lijuZFzrM6hmDu1kfl1Yu03LR4bSU14z1OSpJq85ylJUk0mT0mSajJ5SpJUk8lTkqSaTJ6SJNVk8pQkqSaTpyRJNZk8JUmqyeQpSVJNJk9JkmoyeUqSVJPJU5KkmkyemlYi4uKIeH5ozcqIuCYiBiPilxWPHyy/lk0yjqURsTMiPjyZdiRNTyZPTRsRcTiwkmKJrT90OJzrgV8D10TE7A7HImmKmTw1LUTEDGAd8DRwUYfDITMHgbOBfYFLOhyOpClm8tR0cTpwEHBZZj7d6WAAMnMDcDtwekQc1Ol4JE0dk6e6XkTsBnwV2AF8t8PhjLaO4vfoa50ORNLUmdHpAKQKPg0sAG7LzCdb3XhEXAOcUqVuZg6M+ugm4BngUxGxIDO3tDg8SV3IM09NByeU5c/a1P5G4K4GXzvKek+MPjAzX6S4dDsDOK5N8UnqMp55qqtFxK7AUeXmhnb0kZkXMc5DSBGxClgMPAscM04TG4BPAh8ELm9HjJK6i8lT3e6dwKuAncDDDeodERGDrew4Ik4CLij7PikzfzdO1QdHxLBrZu4Yp56kHmHyVLdbWJZbMvP5BvWeYTiJNbK4SqflO6VXAwPA2Zl5c4PqWZZ7Aa8G/lqlD0nTl8lT3W5eWTZ7PeX+zDyyWWNVzk4j4gDgJ8BM4KrMvLTJISNjm4fJU+p5PjCkbjc0e89zU9FZRMwFbgXmAHcAKyoc9p8R3zvbkNQHTJ7qdkOXavdpd0cRsTvFqyeLgE3AcZn5UoVDRybMbe2ITVJ3MXmq2w1dAp3bzk4iYgC4Fngf8BTw8cz8V8XDR8b2t1bHJqn7mDzV7YYexpkdEXu0sZ+LgeOB7cBnMnNjjWP3K8vnGONdUEm9x+SpbvcAxT3FXYDD2tFBRCwHzgUGgc9n5vqaTQw9wXt3OWG8pB7n07bqapn5UkSsB44FDqeYzadlImI+cGW5uZVimr2lwO4Ur6mMtjYzbx312eFleUsrY5PUvUyemg6uo0ieRwNrWtz2LIZ/D+YCn2hSf/7IjYjYm+I+6XbghhbHJqlLDQwOepVJ3a2cou9R4I3AwZn5UIdDellErACuAK7OzNM6HY+kqeE9T3W9crq7teXm8k7GMoblFBPHr21WUVLvMHlqurie4uzz1HIig46LiCXAOyjOOh/rdDySpo7JU9NCZm4HlgF7Aud1NhqIiF2AbwKbgXM6HI6kKWby1LSRmfcClwBfKOef7aRTgLcBp2Zms3l3JfUYHxiSJKkmzzwlSarJ5ClJUk0mT0mSajJ5SpJUk8lTkqSaTJ6SJNVk8pQkqSaTpyRJNZk8JUmqyeQpSVJNJk9JkmoyeUqSVJPJU5KkmkyekiTV9F9/wA7t459ANQAAAABJRU5ErkJggg==\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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+r87Fjr8AmGESy1sdeP+3e++NMQsJzb8cJyK/j1SBiFxLKKvYYmxGooCHCWXaujdK+8/ALoTe4XXma56Ba3qZwNMi8jh2ysEa7PW1Q7H5TcEmBr+z0f7h00dudff3xZNwOsyOIvKKMSbWUWiLM8ZUich0YBL2mu97InIHNmVbDva0zEXYNF7h0jHy8kpsz6gLdg7lg9ge3jZsMLqesMQKreRv2KxDxcDfRORAbCq4793H9sVmZsnD9g7+0jrNjOmv2NPJ+2DPJgwRkX9je9QF2ExXV2B/B7CZdxonhAj/n7jWzcKVAcxpYrBXZ1OJPUhZKCK3Y1OBFmIzHgXyBm+i6R5iYz9h/yf3FJsPezGwxRgTmNt6IXb8QhFwi9s5+A+wCjs6/ExCga8WuDj872aMWSMiv8YeNO8MLHLbP9dt/ynYhCUVpCjXdFvWKXueEDwley52zlYm9o/+AnbqygxsrtRC7IX2E40xplEVr2BT+4H9gv8YeCnBZmQPGjRoAvb0TIOfsWPHNh7lut3PbbfdFkwc8Pjjj8+Ktl0yP7Nnz57Ur1+/QPX9sae352ATNvwdGFJYWMgtt9xCRoYdfHncccfdEl7HFVdcEcx1+swzz8yL9lqxtjPGfDtt2rQuxcXFYL+IL8WeNZiPzTncf9y4cey7r81LkJ2dHfX9ivYzadKkYKLzOXPm/JTodsaYHx599NHioqIisIObTsQGz3nYnvOfgR55eXn89a9/9RpjUvq3cv/2AFx77bW3JbOdMaZ6wYIF+xx44IGBTUZgM+nMx/7Nrwfy8vPzuf322zHG3N+4/iVLlrzfp08w2dJY7Jfq7HfeecffaNvO7lPswUpP7IHXXOxp1fOwn58fsKn7Ys01jSRw2SATu9LQx8D/BZ50D3YOJTQPdjz2czrf3fck9/W3ACdEyYB0PzazlB87SO9ObNrKt7DBuYa2NRgubTps8BSRS0TEcY/AIjLGPIk97fh37Ad6G/Z05UbsB+9D7GjC6SKyTkReFJH93X0XY69bzMPOK6sC6kQkP42/Vovp3bs3//vf/7jssssYPHgwubm5ZGZm0rVrV0aNGsWVV17JG2+8weTJkxk50o4PmD17NpWVlSlvy+jRo3nttdf4+c9/zsCBA8nPzyc/P59Ro0Zx++23c8899+Dx2PEL+fmt8/aPGTOG119/ncsvv5yRI0dSXFwcfL+GDh3KpZdeyuuvv86kSZNapX3x6Nq1Kw8//DBTpkzhqKOOok+fPmRlZVFSUsLw4cO5+uqrefPNN5k4cWLE/XNzc3nkkUc4/PDD6dq1K1lZWfTp04e1a7dbuavTM8b8Djua/z3sZZIKbPKBG4E9jDGfJ1HtvdhZAd9gOwWlNDqF635v7Y5N7v42dk5mYNT0Iuyo+iGRUmmG1XE3NrHGQ9hsS9XYXu9/sQP3omVE61A8jtPxDgTd9GjvYk/1XWSMeaiJXRrv3xt7NDgQe4rla2zi897Y3ubFxphmp6ASkS8HDRq0x4wZM5pbVac3YcIEli5dyuDBg5k+fXrTO6jWlM5VZZRqER2u5yl2Yd43iZ23sinPYAPn20A/Y8w+2GsCv8WeOpwaKReuSq1vv/2Wiy++mL/85S988803Ubdbt24dK1asAGDIkMaXYZVSKvU6zIAhNyPOb7GnPeJNGRepnrHY6wLlwBmBtHDufLbb3QwyZwE3uLcqTbp3784HH3yA3+9n9erVTJkyJXh6NsDn83HrrbdSV2eTmhx11FGt0VSlVCfTIYKn2IWtZ2JXivdhA+hF2MWHE3Wee/tylBRqU7FBc6KI5KUhZV/Stm7dyk8/RcshH7+BAwcGBt60qm7dujFu3DjeeustZs2axTnnnMPkyZPp168fPp+PVatW8cwzz/D55/by0GGHHca4ceNaudXx6Wh/q1iWLVsWPLgBmDhxYjKT6DcbY75PXauUap4OETyx1yN3wo4au8IYs0hELkqyrsCCwJEWdQa7YkA9dij2PjScB9WqZs6cye9+97tm1/Puu+8SNtK2Vd18882sX7+exYsX89FHH/HRR5EXbBg/fjy33nprC7cueR3xbxXNxRdfzJo14Svskch0roDHCB3YKtXqOkrwXA38zBjzWpNbxuAuuxPIqPFdpG3cJZnWYHu1g2lDwbMj6tatG0899RQzZsxgxowZfPXVV2zevJmsrCx69erF8OHDmThxIgcddFBrN1Up1Yl0iOBpjFkGLEtBVSWE3pMNMbbbhA2ebSIZecCJJ57IiSd2vOQeXq+XCRMmMGHChKY3bida42/lryqjfssa6rasxl++CX91Gf7qcntbtQ2nrgZ/XQ1OZQ1OZRX+6hqc6hqc+lqc+nrw+cjMGkhB4Wl4fB4cnx/q/eBzQvczveRPGk7OoaGsbjNnzmzcFB1tq9q9DhE8Uyh8kmB11K3snM7G20clIl9GeWpgPPsrlQhfZSnVy+ZR88Nn1Kz+nJrVX1C/YQX+6uYvgFLDPHwL6sjeFD2VcM37y+m94Eo82fr1ojou/XQ35Gt6kwY63iRZ1S7VrPmSso+eo/LzN6lesRCc9OVo99bGngXm7Z4PHu1ctkUicgl20GNC899F5HLgHuB8Y8yjCb5mJqE1Ps82xjzRxPYXYjMk+YwxbTZGtdmGtZLwFehjrXwRyO8ZVzodY8zQSI+7PdI94muaUg35q8spnfMYpbPup3ZNtJMbjXfy4qnrgqe+EI8vB48vF48vB3w5ePxZ4HjB8eLJzsaTn4s3LxdPdg5kZeLJyiS7yxCyh+6JJzsDMrx4MjzurRcyvXjyssg5dACerKRni6k0cZPHNM7RHc9++2HXoFVhNHg2VI7NzZiDTQ4fTeBa5/q0t0ipRnwVW9ny+p1sfXcK/qrSiNt4C7qRlTsEluXj3dwDb3UPPLXFeOoK8ARyo+RkkjWsD1m79yJzQDcy+ncnc6eueHvk6ynXDsadv/4iCSaPEZEjsDm/O3yi90Tpf0gYY4xfRAw2KfaukbZx17Ds6xYTWS5IqWZx6uvY+u59bHrlL/grNm/3fE7/fSjc5ySytgnVj/yEf/X21zgzBnQj94jdyBk7kKyhfWwPUnVYySaPEZE84PfuT4fLRJcKGjy3twAbPMdgl+tpbDT2fasmuflqSiWs5ofPWfvQBdSs+qTB4968IooP+TnFh19KZnZfSm9+m8q3Gh3T5WSSd8wQ8s8YRdawPqjOIdnkMSIiwDvY+fP12GxqVxBa21ihwTOSZ7EfsMki8mtjTOND/MAae8+0pexCqmNyHIctr/+NjS/8AXyhLD2e3EK6HftrSo68Cm9eF2o+XMnG3zyCf1PYZfhML/knj6Dg0jFk9NS1qTuhZJPH7OTu+6G736cickUa29mkRoOOmvIfY0zU1bRSpdMGT3cV9HygslHar3exK6ocCLwkIicbY9a5CRSuwy4YW4deQFdp5q8qY+1D51O+6H8NHi865AJ6TL6FzKJeOI5DxeMLKbvjPfCHBn9nj96JopvGk7lrtxZutWpDkk0e8z1wTKxlyVqBg/1ejqYHIO79VelvTicOnsDj2ATw72MX7gXAGOOIyDnu4wcDq0TkC+wpiz7YP+L5xpivW7zFqtOo27CSNf+cQO2PXwUfy+zWj97nP0DBcJv83nEcyu6YReVji0I7ZmfQ5VeHkH/W3ni8HXu6yNLzMvKBtp3YNz61gx/1pXwh3GSTxxhjltLGxnMYY3xAxDRiItKFUDrVt4AWydPZmYNnVMaY5SIyCnuu/3hgOHZayhvAHcaYWa3ZPtWx1fz4NWvuPIr6LaF8sPnDxrPDZU+SUVACgON3KLvlHSqfWhzcxrtDESX3TCRr994t3uaWtvS8jLuAK+kYg1n8S8/LuHvwo76rW7shLWCaiExLVWXu6dznsONUvgZOcQNt2nXY4GmM2bWJ58c28fxG4Br3R6kWUb1yEav/dgz+8k3Bx0qO/TU9Jv8Fj9cOlnQch203v0XVc58Ft8ncozclU08io0enmVFwBR0jcIL9Pa4AOkPwXErs1KcAvYFBcdZ3L3AUNmXqccaYyHO30qDDBk+l2puaHz5j9R3j8VdutQ94PPQ65166HnZJg+3K75nbIHBmjdiBkgcm4y2Kldejw7mHjtPz9GF/n87gzwlkGIpJRH4DXAzUAicaY5anponx0eCpVBtQu/ZbVt95dChwZmTS56LHKNr/tAbbVb38BRVT5gXLWaP6UnL/ZLyFOS3Z3FY3+FHf1UvPy/g9es2zUxKRk4Hb3OIlxpjZLd0GDZ5KtbK6LWtYfed4fNvW2Qe8Gezwi6fpsvekBtvVfPQ9pX94M1jOGNCdkikndbrAGeAGHA06nYyIjMEO+PQAtyeaazdVOsIpD6XaLX9NJT/+axL1m0Kzpfr8/KHtAqdvQzml1063y35hk6+XTD2xs52qVZ2ciAwEXsHmHn8JaP6K8knS4KlUK3H8ftY+eB41K0NTTXqeeRdFB57TaDuH0t/MCCVAyM6g6z2TyOzXtSWbq1SrEpFuwGvYOZ2LgbOMMa22spUGT6VayaaX/0T5wheC5a7jrqDkyCu3267iwQXUzg/1TIt+exjZe/bdbjulOioRycH2NAcDK4FjjTEVrdkmveapVCuo+OwNNr/852A5f9h4ep7+9+22q13yI+X3zAmWc8YPJu/UkS3SRqXakF9ik9YAbAQeFJECICvCtvVNTUVMBQ2eSrWwus2r+emB0KnZrD7CDr94Gk9Gw39Hp7aebTe+AT57Zipjx2KK/3QUHl1oWnU+RWH392li2xZJkuBxnFY7ZdzpiciXgwYN2mPGjBmt3RTVQpz6On64/Qiqv7VpOj3Zeez8f/PJ6Tdsu23L7p4TmpbigW6Pn0723v1asrnpotFftXt6zVOpFrTxxT8EAydAr7Pvjhg465ZuoOLBBcFy/umjOkrgVKpD0OCpVAup/Opdtrx2Z7BcdODZFB103nbbOX6Hbf/3Zmhayg5FFF5zSEs1UykVBw2eSrUAX8VW1j50QbCc3Xd3ep1zb8Trl1UvfUHdZz8Fy8U3jcdb0BES6SjVcWjwVKoFbHjyauo3r7aFjCz6XPIE3pztk7j7y2so/2co01ju0ULOwf1bqplKqThp8FQqzcoWvsi2uaFVmLpP/CO5u0SeblJx//xQMoTcTLpcN7YFWqiUSpQGT6XSqH7betY/dlmwnDtoDN2OvT7ytiu3UPHYwmC58OejyehbFHFbpVTr0uCpVBpteOpafGUbAfBk59Pnwke2m88ZUPbP9xsMEiq4YHSLtVMplRgNnkqlSeVX71I278lguccpfyW7z24Rt6397Cdq3v42WO5y7SF48iIlT1FKtQUaPJVKA39dDesevyJYzh0wmq6HXxpxW8dxGgwSyhzam9yjh6S9jUqp5GnwVCoNtrx2J3Vrl9qCx0uvc+/D482IuG3thyupXRBK/N7lmkPweDUJj1JtmQZPpVKsdt0yNk+/NVjuOu5ycncZFXFbx+9Q9s8PguXs/XYme8wuaW+jUqp5NHgqlUKO47B+2pU49TUAZHTdge4n/inq9jUzv6X+q3XBcuE1h2jid6XaAQ2eSqVQ+cfPU/nFW8FyrzP+QUZe5OkmjuNQft+8YDnn8EFkj9gh7W1USjWfBk+lUsRXtY31T14TLOcPG0/hvidH3b7mve+o/2Z9sFz4iwPS2j6lVOpo8FQqRTa9+Ed8W21OWk9mDr3OvjvqKVjHcSifEtbrPGwgWXv0bpF2KqWaT4OnUilQvfITtr5zT7DcbcLvye49KOr2tR+soP6LtcFy4WXa61SqPdHgqVQzOX4f6x77BTg2O1BWn8GUREnBB4FrnR8GyzmHDCBrWJ+0t1MplTqR84QppeJW+t4D1Kz4OFjufc49eLNyom5f++HKBkuOFVw2Jq3tU52XiOwG/BY4EugDbAbmA/caY96OsV934EbgBKAfsAWYC9xhjJmfYBvGArPcYn9jzMomtn8UOBd43xgzNpHXakna81SqGepL17HxuRuC5S77n07+HkfE3Kf8gQXB+9kH7kr2nn3T1j7VeYnIUcAS4AKgO/AV4MMGxLdE5M4o+/UGFgBXA72BzwAHmATMEZELIu3X2WjwVKoZNjx9Hf6qUgC8ecX0PO1vMYnWyiMAACAASURBVLevXfIjdR//ECwXXqq9TpV6ItIDeArIA54G+hpjRhpjdgTOxAbR60TkpAi7PwMMBN4G+hlj9gH6YnuwGcBUEdm9BX6NNk2Dp1JJqvxqZsPE75NvIbNr7GuXFQ9/FLyfNaov2Xv3S1v7VKd2IVACrATOM8aUBp4wxjwJPOgWGyRcdk+xHgqUA2cYY7a4+/iNMbcDTwBZwA10cho8lUqCTfx+ebCc039fig+7OOY+9Ss2U/NOaOUUXXJMpdEKbM/zPmNMTYTnP3NvG+eCPM+9fdkYszHCflPd24kiktfsVrZjOmBIqSRsef1vDRK/946R+D2g4tGP7ZUjIGNAN3IOiz6VRanmMMY8gz39Gs0+7u23jR4PXEeYE2W/j4B6oMCt44Mo26VUo0FHTTnfGPNo+lpjafBUKkG165ax+ZVbguWu4y4nd9e9Yu7j21BO1UtfBssF54/WlVNUixORrsAvgfOxQfD2sOe8wAC3+F2k/Y0xdSKyBttjHUwLBU+gFDvaN5oBQCC35fcxtksZDZ5KJSDRxO8BldMWQZ0PAG+vQvImdPrxFs22do8784Hs1m5HCtT2+er6ynS+gDsw6GZgEJAD/ABcZoyZHbZZCaGYsCFGdZuwwbNHGpoakTHmU+CgSM+JyB5AYOL0n4wxM1uiTRo8lUpAIonfA/zlNVQ+vThYLjh7bzzZ+q/XHGv3uPMu4Eo6xrgN/9o97ry7z1fXX53G1xgNDA0rlwDHichsY0yZ+1h+2PPVMeqqirB9vFaISBK7ReZOq3kNKAaeBW5KWeVN6AgfPKVaxPaJ34+Mmfg9oOqZJTjltQB4CrPJO3XPtLWxE7mCjvP95cX+Pul0N1CInXJyHjYAXgrMFJHAkZwvwTqdJNqxEHv6NdbP+qh7hxGRfGA6thf8EXCuMSaZNiVFD3+VitP2id/vaXLtTae2noppi4Ll/NNG4i2Mnn1Ixe0eOk7P04f9fdLGGLPavVsBPCYi84HF2EE/ZwGPYqenBOTGqC4wyjaZU80nJ5BhKNY2XuBJYF/sKegTjDGxesspp8FTqThsn/j9dzETvwdUTf8a/3r3Oykrg/yz905XEzuVPl9df/XaPe78PXrNMynGGCMiLwJnAGMJBc8a7DXR7jF2D1zrjKuHmCb/wGZKqgCON8asbWL7lNPgqVQTIid+/3Uc+zlUPBJKipB3wlAyehamrZ2djRtwWjTotBci0g3oD6yKMl8TYJV72wdsIgQRMcAIYNco9WZhT/0CLE1ZgxMgIldiRwz7gTONMYub2CUtOsIpD6XSKtHE7wE1s5bhW77ZFjxQcP6+6WqiUo19jL2+GCsPbSBBwpqwxwKJl6PljRyN7XRVA582p4HJEJEJwF1u8bfGmJdbug0BGjyViiGZxO8B4an4co7Yjcz+3VLePqWiCAwJv9DtLTYgIrtiE72DHXQT8Kx7O9ntvTZ2mXv7jDGmKsLzaSMie2OzJnmBR4wxERPbtxQNnkrFkGji94DaT1ZT9+mPwXLBzzUVn2pRd2JH1O4GPOkmigdAREYBb2IH/swGwntv72JHvBYDL7lTQRARr4j8GptUvo6w5AotQUR2xgb5AmzbL2nJ149Er3kqFUUyid8DKv4TOs2btU8/XXZMtShjzHIROQWbom8yMMG9npmLzQwEdl3Pk8KndxhjHBE5B3gfOBhYJSJfADtir4062PR3X7fcbwPY0ciBDEIe4BV3qkqknJifGmOuTHeDNHgqFYG/top1j10WLOf036fJxO8B9d9tombWsmBZe52qNRhjXhWRPYHrgfHA7tgBVnOwq6M8bIypi7Dfcrd3egNwPDDc3e8N7GLY8eaYTaXwTCTjm9i2Pp0NCfA4TovNKVWNiMiXgwYN2mPGjBmt3RTVyMYX/sDm6bfagsfLzn9c0GT+2oDSG9+g6sXPAcgc1IPuL52neWwb0jdDtXtpueYpIvGd21KqDapZ/QWbX7sjWC456uq4A6dvfTlVr4QlgL9gXw2cSnVA6Tpt+72IvAk8AkyPdGpAqbbI8ftZ98gl4LNnfjK770L3STfFvX/ltEVQb+eDensXknusJoBXqiNK12jbDOBnwHPAjyJyl4iMTNNrKZUypbPup/q7+cFy73PvxZtTENe+/vIaKp8JSwB/zj54smOv8amUap/SFTx3AW7ELrTaHbgKWCQin4jIlSISK/WTUq2ibssaNj73u2C5y/6nUTDimLj3r3o2LAF8lxzyTh6R8jYqpdqGtARPY8xqY8ytxpgh2EwV9wNbgZHY7BBrROQ5EfmZm+BXqVa34Ymr8Ffb1Zm8BSX0PP0fce/r1PqoeDwsAfypmgBeqY4s7YHLGLPAGHMZdo7OKcCr2JyEJwGvAKtF5K8iMiTdbVEqmrJF/6N80UvBcs9T7yCzuHfc+1fNaJwAPr4BRkqp9qnFen3GmFpjzPPGmBOwWfl/hc2I3xs7D+lLEZktIhNbqk1KgbtO57SrguW8IWMpOvj8uPd3/A6VD2sCeKU6kxZNkuDmUzwDOBEYRWi+1xJs9oqDgAPdkbonG2MqWrJ9qnPa+PwN+LbaVHqezBx6nzelyXU6w9XMXk79d5tsQRPAK9UppD14ikgRcCpwNnCg+7AH2Az8F5vlYomIZGDXZ7sXOAr4F3BhutunOreqZfMonTklWO52/A1k9xkcY4+GHMeh4qEFwXLO4YM0AbxSnUBagqcbCI/FBszjsIurerDXOt8BHgZeMsbUBvYxxviAF0WkHJsGahIaPFUaOfW1dk6nm2Uru+8edDv2+oTqqFu4mrpPQis6FVygqfiU6gzS1fP8CTtFJXDuazl2pfJHjTGrm9j3G/dW8+6qtNr82t+oXRPKBtT7/PvxZGYnVEf51HnB+9mjdyJ71I4pa59Squ1KV4DqgV0O5wXsadn3Etg3F3gAWNTUhkolq3btUja/8pdgufjwS8nb7YDE6ljyI7XzVgXLBZdEWz9YKdXRpCt4Xgo8ZYwpS3RHY8xSd3+l0sJxHNY9ehlOfQ0AGV13oMfkWxOup+KBUCairBE7kL3/zilro1KqbUvXVJU+2HmcTRKRG0RkWpraodR2ts15lKpv3guWe531bzLyixOqo+6b9dTM+i5YLrh0TEIjdJVS7Vu6gudNwAVxbnsSdnCQUmlXv209G54ODQoqGHU8hXsn/vEL73VmSk9yDh2QkvYppdqHZp+2FZFdgCMiPNVbRGIFUA82B+4woLy57VAqHhue/BX+ii0AeHIL6XX23Qn3GOtXbKb6TRMsF16ivU6lOptUXPNcD9wM9A17zAEGAQ/Gsb8HO31FqbSq+OwNyuY/FSz3mHwrWd36JVxP+YPz7SccyBjQjZwjd0tVE5VS7USzg6cxpkpEfgPcEvbwLkANsDbGrn5sj/NT4LrmtkOpWPw1Fax7/PJgOXfAfnQ9PPFxafVrSqme/lWwXHjRfngydG0DpTqblIy2NcY8CTwZKIuIH/jYGHNIKupXqrk2/e9m6jeutIWMTHqfPxWPN/G1NiseWgA+2+3M6Fesi10r1Umla6rKzcD3aapbqYRUr/qULW/dFSx3O+Y6cnZKfK1N30/bqHrxi2C54Oej8WTpYtdKdUZpCZ7GmJvTUa9SiXL8PtY9ein4fQBk9RpIt+NvTKqu8vvnQ52tx9u7kLxJw1LWTqVU+5KK0baHu3c/NMZUN3osbsaYmc1ti1KNbZ05lZoVC4PlXufehzc7L+F66teUUvXi58Fy4SVj8GRrBkmlOqtU/Pe/gx38swewNOwxJ4E6nBS1Ramg+i0/sun5G4LlLmPOoGDouKTqqpgyD+r9AHj7FpF34vCUtFEp1T6lKmBFGm6YyMQ3nSSnUm79U7/CX20zRHrzu9LztL8lVU/9qi1UvRy61ll42Rg82XqtU6nOLBVTVbYLnJEeU6olVXz2BuUfPRcs9zjlNjKLeydVV/nUeaERtjsVk3f80JS0USnVfmmQUx2Ov6aS9dOuCJZzBx1A8SHJLQ1bv3xTw3mdlx2gI2yVUi1/nVFE8oBxQAYw2xizuaXboDq2zdNvoW7DClvIyKT3uffh8SZ3nFg+ZR743V7nriXkHrdHqpqplGrH0tbzFJEdReQ+N/tQ4LHdgW+Bl7Brfa4UkVPT1QbV+dSs+YrNr4eubZYcdQ05OyU3uKfu2w1Uv/Z1sFz4iwPwZOrJGqVUmoKniPQE5gOXAOErDN9PKAduGVAITHODqlLN4jgOG568Bnz1AGR234XuJ/wh6frK7/0wOGY8c2B3co8ZkopmKqU6gHQdRv8S2BFYBjwAICKDgIMAH3CgMaYr8FfsqeNr0tQO1YlUfPoKlV+G1hjoddZdeHMKkqqr7pv11Ly1NFguvPxAzWGrlApK17fBsUA9cJQxZob72M/c27nGmMBiiH8EtgIJJ1VQKpy/roYNT4XWF8gfdiQFIyckXV/5PXOD9zMH9yBn/OBmtU8p1bGkK3gOAJYaY1aGPXYk9iTY24EHjDF1wAoaLmemVMK2vnkXdRuW24I3g56n/yPpNTbrvlxLzcxlwXLhFQfi8epUZKVUSLqCZx5QHSiISCYQWGHlvUbb5pNYNiKlGqjf8iObpodWxOt6xOXk7Jj8qNjyu8N6nbv3IucIXa9TKdVQuoLnj0B/Eclyy4dgBweVYQcSAXZELraXqiuwqKRtfPEPODUVAHgLu9N94v8lXVft4jXUzF4eLBdeeVDSPVilVMeVruA5C+gK3C4iI7ALZTvADGOMD0BEegHTsAOG3k1TO1QHV7PmS7bNeTxY7nHin8goKEm6vvBeZ9bwHcg5dECz2qeU6pjSlSThduBk7KjbX2Jz19a5jyMiB2MDZgZQCiSXdNQlIvnAr4HTgP7YHu4i4C5jzOtJ1Lcr9lpsLEuMMSMTrVul1sbnbwDHJmzP3mEIxYcml0kIoHbhD9TOWxUsF151oPY6lVIRpaXnaYwxwHjgY6AG+Bw43hjzmbvJj9jA/QV22srKZF9LRAqAmdiRuwOAL4EK9/VfE5E/JlHtnu7tZmBulJ9Pk22zSo2qb+dS8en0YLn7SX/Gk5Hc8aDjOJT9e06wnLXXjmQfsGtzm6iU6qDSlp7PGDMP2D/K0yuAkWHBtDnuBfYDFmMD9A8AInI28DBwk4jMNca8E6OOxgLB81ljzGUpaKNKMcdx2Pjc74Pl3AH7Ubj3pKTrq523irqFq4Plwqv0WqdSKrpWmfVtjPGnInCKyEDgLOx6omcGAqf7GtOwSRgAbkqw6kDw/DzmVqrVVCx+laqloZ5ij5NvTTrYOY5D+d2hurL325mc0Ts3u41KqY4r7Ynh3euRxe5rRf12M8YkM+L2bOx107nGmK8iPD8VuBE4UER2TuA1AsHzi5hbqVbh+P1sfCGUdi9/xNHk7z426fpqZ6+gbslPwXLhVQc1p3lKqU4gbcFTRI7BjrLds6ltsSNxk2nLGPd2TqQnjTFrRGQVsAtwKHZ0b0wiUoi9dgra82yTyj95idrVoT9Nz8m3Jl2X4ziU3RPW6zyoP9mjdmxW+5RSHV9agqeIHAS8gj0tHM+5tGQvLg1yb7+Lsc1KbPCMN7/aCLc9PwI9ReQ6YBT2vVoKPGWMmRtjf5VGjuOweXooWBbucyI5O8dzfBZZzbvLqP9yXbDc5coDm9U+pVTnkK6e56+xp1M/A24Gvgaq0vA6vdzbDTG22eTe9oizzsA3cQnwFfb3CDgSuFxEHgYuddMLNklEvozy1MA426RcFUtmULMqNNC524Qbkq7L8TuUh/U6cw4bRNbwHZrVPqVU55Cu4HkANj3fUcaYdU1t3Az57m11jG0CQTs/xjbhAsEzF7uE2t3Y1WH6YK+x/hG4ADsF5xeJNFY1j+M4bH4llIavYORx5O6S/FTb6jcN9Us3BsuF2utUSsUpXcGzAPgyzYET7PJm8Y4Yjjd/7gdunZ8aY6aEPf49cIuIrASeAC4VkXuNMdF6lUHGmKGRHnd7pMknYe1kKr98m+rlHwXL3Y+/Mem6HJ/frtfpyhk/mKwhvWLsoZRSIekKnquA3mmqO1w59vRqboxt8tzbyngqNMb8F/hvrOfdxAu7ASdgkzKoNHMch00v/yVYzh82ntwB+yZdX/VbS/Etd8/oe+x6nUopFa90zfN8DugrIkekqf6AwDm37jG2CVzrXJ/C1w1cdOufwjpVDNXfzqX629A4re4n/CHG1rE5foeK++cFy7lHCVm7xXtJXCml0hc8b8P2yB4XkRNEJCdNr/O1e7trjG0Czy2Nt1IRyRKRjBibBN63uAYMqebb8uY/g/fzhowlb7cDkq6rZtayBtc6Cy4dE2NrpZTaXrpO2z4ErAaGAS8CPhHZDNRG2d4xxuySxOssAI4nNN+zARHpBwRSxXwYaZtG25dgp72UACdh2x7JKPc2UmIGlWK167+j/JOXg+WSo69Jui7HcSifGup15hwxiKzBPZvVPqVU55OunudpwNHufQ82SPcC+sX4ScZz7u1YEZEIz1/q3r4fT/J5Y8wWYK1bPC/SNiIyGTvFpJbowVWl0Na37wbHjvfK6jOYghHHJl1X7QcrGszrLNRep1IqCenqeZ6fpnobMMZ8KyJPAmcAL4rICcaYZQAichbwG3fTvzTe182LmwWUGmN+CnvqNuBxYIKI3AbcZIypcfeZDDzibneHMebHdPxeKsRXsZXS2Q8HyyXjr8LjTe6Yb7te5yEDyBrap9ltVEp1PmkJnsaYx9JRbxRXAcPdn29E5HPsadfAaeAboqyo8q67zWOE9TKNMdPcBbyvA36LTYrwLXb0cCBv20PY+Z4qzUpn/wenpgIAb0E3ig48J+m6aud/T93i0PFOwaXRFv1RSqnYWmVVlVQyxmzCXvO8GTsoaHfs6Nv3gZOMMQknPjXGXI/NJvQyNsnCCGwv9VXgOGPMRcYYf2p+AxWN46u3p2xdXQ+7BG9OQdL1hfc6s/ffmeyRmsNWKZWctK6q4o6yPQ+YAAwBio0xPUWkB3AncGeU1VASYoypwC47dlMC++zaxPPvAImsAapSrHzRi9RvdleZy8ii6xHJJ3Sq/WQ1dR8HV6yj8LLkR+sqpVTaep4iMhhYAtwHHItdqaSb+/QuwLnAQhE5IV1tUO3b1pn3B+93GX0KmSV9k66r4j8fB+9n7bUj2fvu1Ky2KaU6t7QETxEpBt7ErmTyPfB3Gq58Ugp8g80M9KyIDEtHO1T7VfvjN1R9816w3JxeZ/3yTdTMWhYsF16k1zqVUs2Trp7nNdje5avA7u41xMAUENwRscOBl7DXEn+Vpnaodmrrew8E7+fstCe5A/dLuq6KR0K9zsxBPcg+RBNDKaWaJ13B80Rs9p0LjTERVzwxxviAi7GrkxyWpnaodshfW8W2OaEB28WHXYzHk9ySr7715VS9ErqsXnDBvknXpZRSAekKngOwq6rEzCdrjNkIGEAXUVRBZR89i79yKwCe3EKKxpyZdF2VTyyCOh8A3t6F5B67e0raqJTq3NIVPP2EVjOJpw01aWqHaodKZ4VO2RbtfwbevC5J1eMvr6HymSXBcsE5++DJjpWyWCml4pOu4LkMGCgiMdO3iMhO2PUsl8XaTnUe1asWU/3d/GC5+LCLk66r6rnPcMrscZmnMJu8k0c0u31KKQXpC57/w84hvVdEIl5gcueA/geb+/aVNLVDtTOl7z8YvJ87YDS5u4yKsXV0Tq2PiscXBsv5p43EW5iuxX2UUp1NupIk3AVcAEwEFojIM9jE8IjIMdjVVi7ELij9E/DvNLVDtSP+uhrK5j8dLBePvSjpuqpf+xr/unJbyMog/6y9m9s8pZQKSldu2zI3SE4H9gHCv7ledW892MB5vLuaierkKpbMCA0Uys6jy74nJ1WP4zhUPL4oWM47fg8yehWmpI1KKQVpzDBkjPkG2BM75/MDYDPgA7YBHwN/AIYaYxZFrUR1Kts+fCJ4v3CviUkPFKpbtIb6b0IDvfPP2afZbVNKqXBpzW1rjKkE/uX+KBWVr3wzFUteC5aLDjgr6boqnggdj2XvvzNZu/VoVtuUUqqxlAdPdyDQwcBYYGfsCicOsAX4GpgDfGCMcVL92qr9KvvoWfDVAZBR1Jv8oeOSqsf34zZq3v02WNZrnUqpdEhZ8BSRLOCX2AWou4U95cEGz3A/ugtNT9WlvRTAtg//G7zfZf/T8GQk99GsfHox+OzHLaNfMTmHDkhJ+5RSKlxKrnmKSBE2Efzt2J6mBygDPgfmAguBb4F697kdgbuB10Uk+QUaVYdQu3451cs+DJaTPWXrVNdR+VwoKUL+GaPwZLT7JWuVUm1Qqnqez2JP0/qA+4H7jTGfN95IRLKB0cBFwJnAOGAaNheu6qTK5oV6ndl99yAnybmdVTO+xim1qZQ9eVnknTg8Je1TSqnGmh08ReQ4YDx2FO0EY8wH0bY1xtRir3nOEZGHsVNZThCRw4wxs5rbFtX+OI7TYJRt0QFnJpW43XEcKp/4JFjOPWEo3qLclLRRKaUaS8U5rbOw1zSviRU4GzPGvA/8DnsaN/nM36pdq/5uAXXrQtkZu4w5I6l66haupt5sCJYLzkiu96qUUvFIRfDcC5vY/YmmNozgUeyp3tEpaIdqh7aFnbLNGzKWrO47J1VPg+kpB+xC5iCdnqKUSp9UBM8+wHJjTF2iOxpjKoDl2CktqpNx6mspW/BMsFyUZK/Tt6aUmndDvdf8s3V6ilIqvVIRPPOA0mbsvwXQEbedUMXnb+Av3wSAJyuXwn0nJ1VP5VOfgt+dnrJTV3IO1ukpSqn0SkXwzMCeek1WXYraodqZ8LmdBaMmkJFfnHAd/spaKp//LFjOP2svPN7EBxwppVQiNGipVuGr2ErFp9OD5aIxyY0Zq371a5xt7pqd+VnkTRyWkvYppVQsGjxVqyhf+DxOvQ16GV16UDD86ITraDw9JW/iMLxddM1OpVT6pSpJQrGIHJLsvilqg2pHtn34ZPB+l9Gn4snMSriO2gXfU79sY7Ccf+ZeKWmbUko1JVXBcxigSQ5UXOo2rqLKvB8sdzkwuXR84b3O7IP6k9m/W4ytlVIqdVIVPJs7QkNXWOlEts0L9Tqzeu9Gbv99E66jfvVWamaFpqcUnKW9TqVUy0lF8OyfgjpUJ+E4DmUN0vGdlVQ6vsonPw0ecmXsUkL2QfoxVEq1nGYHT2PMqlQ0RHUONas+ofanb4LlZNLx+StqqXohtO5A/pk6PUUp1bJ0tK1qUdvmhnqdubsdSHavxBMaVE//CqfMnZ5SkE3exKEpa59SSsVDg6dqMY6vnrIFTwfLRQckPrfTcRwqwqenTBqGt1CnpyilWpYGT9ViKr98G9+29QB4MrPpMvqUhOuonbcK3/JNwXL+GTpQSCnV8jR4qhYTvm5nwZ7HklFQknAdlf8N9TpzDhlA5q6J16GUUs2lwVO1CH9VGeWfvBwsdzkg8bmd9au2UPPed8Fyvk5PUUq1Eg2eqkWULXoRp7YKAG9BCQUjjk24jsr/fhKantK/G9kH7JrCFiqlVPw0eKoWURa2gkqXfU/Gm5XYIB9/WQ1VL4ampxScvbdOT1FKtRoNnirt6javpvLrmcFyURLp+Kpe/Byn0q637inKJff4PVLWPqWUSpQGT5V2ZfOfAseeb83qOYDcQQcktL/j8zfIY5t/ygi8+dkpbaNSSiVCg6dKu/BFr7sccGbC6fhqZi3Dt6bUFjI85J8+KpXNU0qphGnwVGlV8/0SaleHrlUms+h1xeOLgvdzjxxMxg5FKWmbUkolS4OnSqvwuZ25A/Yju89uCe1f99U66hauDpbzz9k7ZW1TSqlkafBUaeP4fWyb/1SwXJTE3M6KJ0K9zqzhO5C1Z9+UtE0ppZpDg6dKm8ov3sa39SdbyMikcPTJCe3v21BO9YzQCiz55+yd1PJlSimVaho8Vdpsm/t48H7BiGPJLOqZ0P6V//0U6nwAeHsVkjt+cErbp5RSydLgqdLCV7G1QTq+4oPOTWh/f3kNlU9/Giznn7UXnqyMlLVPKaWaQ4OnSouyj5/FqasGwFvYnYI9E0vHV/XsEpxt7pqdhdnknzoy5W1USqlkafBUabFtzrTg/aL9T8eTGX9SA6e2vsH0lPzTRuLtomt2KqXaDg2eKuVq135L9bIPg+WiBE/ZVk3/Gv/6clvIyiD/bJ2eopRqWzR4qpQLHyiU3W8YObvEnxHI8TtUPPxRsJw3cSgZPQtT2j6llGouDZ4qpRy/n21zw07ZHnhOQtNLamYuw7disy14oOD80aluolJKNZsGT5VSlV/PpH7zD7bgzaBozBlx7+s4DhUPzg+Wc44cTOauJaluolJKNZsGT5VSpbMeCN4vGH4UmV13iHvfmtnLqft8bbBceOF+KW2bUkqligZPlTL1peso/zRsbufYi+Pe13Ecyu8NDTLKOXQAWcP6pLR9SimVKho8Vcpsm/MY+OoByCzZkYIRx8S9b837y6n/IqzX+YvE1vxUSqmWpMFTpYTj91P63oPBctEhP8eTkRnfvo5D+b1zg+WcsQPJGh7/6V6llGppGjxVSlR+PZO6DcttweOl+JAL4t63ZuYy6r9cFywXXq69TqVU26bBU6VE6cypwfsFI44hq/tOce3n1Psp++fsYDnnsIFkDdVrnUqptk2Dp2q2ug0rGyaBPyz+gUJVL36Ob7k7r9ProfDqg1PdPKWUSjkNnqrZtr57Hzh+ALJ6DaRgRHxJ4P0VtZTfE7rWmTdxGFm7JbZsmVJKtQYNnqpZ/NXllL7/ULDc9cir8Hjj+1hVPrYQ/8YKW8jJpPCKA9PRRKWUSjkNnqpZts15HH9VKQDevKK41+30rS2j4j+hHLYF5+xNRp8uaWmjUkqlmgZPlTTH72fLO3cHy0WHXIA3L74AWHb7LJyqOgA8JXkUaDYhpVQ7osFTJa180f+oW7vUFjxeSsZdEdd+NXNXUP2mGmpKCgAADztJREFUCZa7/OpQXa9TKdWuaPBUSXEch83Tbw2WC/eeRFbP/k3vV1vPtlveDZazRvYlb9KwtLRRKaXSRYOnSkrF4lep+X5xsNz9+Bvi2++hj/Ct3GILXg9FN47D441/yTKllGoLNHiqhDmOw6ZXbgmWC0ZNIGfnPZvcr+7rdZRPnRcs5582kqw9eqeljUoplU4aPFXCKr94i5oVHwfL3Y+/scl9nFofpb9/HertfFBvny4U/lITIiil2icNniohjt/PxudDp2jzhx9Fbv99mtyvfMqH1JsNwXLxX47WQUJKqXZLg6dKyLYPp1Gz6tNgufvEPza5T+3HP1Dx0IJgOe+0keQcsGs6mqeUUi1Cg6eKm7+mkk0v/CFY7rLfqeQNjD0/07ehnK3XTgefA0DGTsV0ufbQtLZTKaXSTYOnituWN/5B/ZY1AHgyc+gx+daY2zv1frZeOz2Ugi8rg65/Px5vQXa6m6qUUmmlwVPFpW7DSjbPuD1Y7jr+KrJ67hpzn7K/v0fdwtXBctHvDiNrmC43ppRq/zR4qiY5jsO6xy7Dqa0EIKNLD7od97uY+1RMW0TlY4uC5dzjdifv1JFpbadSSrUUDZ6qSWUfPkHlF28Fyz1P/wcZ+cVRt69+01D215nBcuaQXhTdNB6PR5MhKKU6Bg2eKqa6DStY/8RVwXL+8KPoMuaMqNvXfLCCrb+ZAXZ8EN6+RZTcfxLefL3OqZTqODJbuwGq7XLq6/hp6ln4q7YBdsmx3udOidqDrH73W7Ze80owEYKnKJdu908mo2dhi7VZKaVagvY8VVTrn7yG6u/mB8u9zp1CVo9dIm5bNePrhoEzP4uS+yaRObB7i7RVKaVakvY8VURbZ06hdOaUYLnooHMp2v+07bZz/A7l98ylIixnradLDiUPTCZ7z74t0lallGppGjzVdrbNf5r1064MlnP670uvc+7dbjv/tmpKf/86NTOXBR/zdM2j20Mna8J3pVSH1iGCp4jkA78GTgP6A2XAIuAuY8zrSda5M/B/wNFAL2AD8C5wmzHm61S0uy0q++hZ1j54LjhuRqCufel71Qt4s/MabFczdwWlN76Bf1158LGMAd0puWcSmbuWtGiblVKqpbX7a54iUgDMBP4IDAC+BCqA8cBrItJ08tXt6xTgE+DnQCGwBMgFzgY+EZGjUtP6tsNxHLa8+S9+mnIG+OoB8BZ2p9/1b5JVsmNwO9/GCkr/8AZbLnq+QeDMGTuQ7k+fqYFTKdUptPvgCdwL7AcsBgYaY/YyxuwCnAPUAzeJyLh4KxORTOBVoDswDdjBGLMvsANwDzaIPi0iHWYkjL+6nLX3n82Gp34V7HF6C7rR77rXydlxD7tNRS3l989n49EPUvXC56GdM70UXnMIXe+eiLdQV0lRSnUO7Tp4ishA4CzAD5xpjPkh8JwxZhrwV7d4UwLVngUMAr4HLjTGVLn11QJXAR8AXYFrmtv+tqB88QxW3jCCsvlPBR/L7L4zO9/wAbm77o1vfTll/5zNhiOmUv6vD3Aq60LbDelF9+fPofCi/fBktOuPklJKJaS9f+OdDWQA84wxX0V4fqp7e6B7DTMe57m309yAGWSMcYD73eLpCba1zXAch8qvZvLD7eP48a7jqd+0KvhcnhxKv2vfw/eJn80XP8+Gw6dS8eACnG01wW08xbl0+f0RdH/mLLIG92yNX0EppVpVex8wNMa9nRPpSWPMGhFZBewCHIo9DRuViHiB0bHqBOa6twNEZKfw3m5b5jgOdT8ZyhdPp3T2w9StXdpwA28WhX3PJseMZfPRzwfna4bzFGSTf9pICi7cD29xbgu1XCml2p72HjwHubffxdhmJTZ4Do6jvh2BwLDSaHX+APiwPd7BbrlNceprqdv8A3UbVlC7+kuqVy6iaulc6jetjLh9xrYB5K46Ae/83tTx43bPe/t0If/MUeSfMhJvF72uqZRS7T149nJvN8TYZpN72yOB+qLWaYzxiUgp0C3OOpNW99U6yt+cRfXG93F81Ti+OvDX4bg/+Otx/LX4fZU4/jL89eX4/WU4Til4nNiVOx4ySncjZ+3BZG7bbbunPcW55B6xG7nH70H2Pjvh8WpSd6WUCmjvwTPfva2OsU1Vo23jqS+VdSIiX0Z5asj333/Pz372s+2ecOp9+L7fgi97A3i2P4UaXRf3JzKPPwv8OXjqc/E4GdhZOEvA68GTm4knNwtPfhaenEz49A34NIGXVioOy5Yte8UYc3xrt0Op5mjvwdNH/IOemuiKBetLRDx1xuKvra2tWLZsWfRTv9VZzXyJSOrcn/CWAJXuz+YGzwx0b2OdGleWvldKdRLtPXiWAyXYuZfRBK5h/n979xprR1XGYfxBGwQalCNgKJRLi/IWuRQwCEVQ+IASQ1DBeMGSYMSEDxqjRDFpYsAQolGDgSB8ATVCFQhEYwAJYgMKFRHRtEDfNmjRFBEoF2kKtND6Ya0Nm8Nmc0a6L3PO80uadWbP2qvvNGn+Z2bWrNk4xfE6duD1zz6bjElmHjSVfuOoc9bc5mMYFv+tpJmj7Y+qPFHbfgsWdO5LPtZgvNcdsy6i0HkT9FTGlCRNM20Pz84as/v16dPZt7pPHwAy8xHgmTcYc2/KTNspjSlJmn7aHp5313ZRr50RMRfoLI5w1xTH/FO/MYFjavtwDVtJ0gzT9vC8rrbH18XcJzu7trdn5topjnltbT8fEdv3GfMnUxxPkjTNtDo8M3MNsJRyGfWGiOgsmkBELAbOrZsXTP5uROwfEQsiYs6kXVdRZkvOB5ZGxM61//YRcTFwLOXS7iXb+ngkSe2w3datb/Zpi9GqbzdZBhxCedRkBWUG7r61y5LMvLDH99bWPj/NzDMn7TsSuJUyMWgDsIoSpu8ENgEnZeaybX80kqQ2aPWZJ0BmrqfcnzyfMoHnQMpM2duB03oF5xTGvAdYCFwBPF1/3gJcDxxlcErSzNb6M09Jkoat9WeekiQNm+EpSVJDhqckSQ0ZnpIkNWR4SpLUUNvfqqIBiIidgG8AnwHmAc8C9wI/zMybR1nbuOl6Xrificx8evDVSBoWH1XRq0TEbOA24CjKSz9XUp6b7awRfF5mnj+i8sZKROwCPEVZnOOPfbqelJkb+uyX1DKeeWqySynB+VfglMz8F0BEnAFcCZwXEXdm5m9HWOO4OLS2azLz2JFWImmovOepl0XE/sBiympKn+sEJ0Bm/gz4Tt08b/jVjaWFtV0x0iokDZ3hqW5nUBbZX56ZD/TYf3ltPxAR+/TYP9N0wnPlSKuQNHSGp7p13mH6h147M3Md8HDd/NBQKhpvnnlKM5T3PNWt80q3h/r0WUuZXXrAwKsZYxHxVuDguvlIRHwVOI7yJp51wI3AdZm5ZUQlShogw1Pd3lXbx/v0WV/b3QZcy7g7ANih/nwrsPOk/WcAX4uIj2fmv4damaSB87Ktuu1U2+f79HluUt+ZamHXz/cAHwRmUx7rWQw8CrwfuCkith9+eZIGyTNPdXuJqf9CNdMfEH4YuJgyM/mcrsuzG4GrI+Ie4D7gMOALwGUjqVLSQBie6rYBmOCVy5G97FjbjYMvZ3xl5nJgeZ/9qyPiauCLwCcwPKVpxcu26vZEbXft06dzr/OxAdcyHdxX23kjrULSNmd4qtuDtd2vT5/OvtUDraQFIuItb3A/s/P/a/Mw6pE0PIanut1d20W9dkbEXF5Z4/auoVQ0piLiDmAT8P0+3Y6oba8FJyS1mOGpbtfV9viIiB77z67t7Zm5djglja2VlNWYTo2IyY+pEBH7Ap+um78YZmGSBs/w1Msycw2wlBIKN0REZ9EEImIxcG7dvGAE5Y2bi4AXgL2AayJij86OiFgI3EJ5dOUO4IaRVChpYHwlmV4lInYFlgGHUB5dWUGZgdt5Z+WSzLxwROWNlYg4DbiKMjt5E+U+8CxgQe3yZ+AjmfnkaCqUNCiGp16jvtPz68CngPmUCS/3AhdnpmdRXerl7XOAE4E9KYtIPEA5g788M18cYXmSBsTwlCSpIe95SpLUkOEpSVJDhqckSQ0ZnpIkNWR4SpLUkOEpSVJDhqckSQ0ZnpIkNWR4SpLUkOEpSVJDhqckSQ0ZnpIkNWR4Sg1ExNqI2BoRZ426FkmjY3hKktSQ4SlJUkOGpyRJDRmekiQ1NGvUBUj/j4g4E/gxcA1wCXApcCCwHvheZl4UEXOALwEnAu8GdgaeBVYB1wM/yszneow9BzgHOAXYG3gcuBb49mCPSlJbGJ5quwXALcCLwP2UAL0/Io4GbgZ2AZ4HHgI2A/OARfXPxyLihMx8qTNYRCys35sDbAJWAhOUMD0J2Gk4hyVpnHnZVm23EFgB7JuZRwBzgduAqyjB+Utgz8w8ODMPB3YHvlm/exwlEAGIiFnAUkpw/g7YJzPfl5nzgY9SzkJ3H8pRSRprhqemgyWZ+QxAZq6nBOquwAvAWZn5VKdjZm7OzO8Cf68fHdI1zqnAe4GngE9m5n+6vncz8OWBHoWk1jA81XZbgOXdH2TmXzJzApioYfoqEfE24Mm62X0Z9uTa/qo7cLv8HHjmzZcsqe2856m2e7rXpB+AzHwuIgI4AtgfmA8cBBwK7FC7df8CGbVd+TrjbY6I+4FjtkXhktrL8FTb9QzOiDgKuAw4fNKuJ4Cb6ufzJu2bqO2GPn9frzNSSTOM4alpJyIOBJYBOwIPAFcCfwMezMx1tc+dvDY81wPvAd7eZ/gdt3nBklrH8NR09BVKyK0CjszMjT36zO3xWQJH89qzVQAiYjvKhCJJM5wThjQddc4oH+wVnBFxIrBP3ez+BfL62p4SEXv1GPdkYI9tVqWk1jI8NR2tqu2HI+LYzocRMSsiPktZlaije7btjcCdwGzg1xExv+u7xwFXDK5kSW3iZVtNRz8ATgd2A34fEWuA/1Jm205QJgQtp6wy9PLl28zcEhGnA7+hXLpdHRErKAF7APAPYB1w2PAORdI48sxT005m/pPyOMplwGrKykALgEcp6+AeCiyp3U+IiNmTvrsI+BblHmgA76BMOlpEmVQkaYbbbuvWraOuQZKkVvHMU5KkhgxPSZIaMjwlSWrI8JQkqSHDU5KkhgxPSZIaMjwlSWrI8JQkqSHDU5KkhgxPSZIaMjwlSWrI8JQkqSHDU5KkhgxPSZIaMjwlSWrI8JQkqSHDU5KkhgxPSZIaMjwlSWrof2VEV2lwwyxRAAAAAElFTkSuQmCC\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": null,
"metadata": {},
"outputs": [],
"source": [
"from septum_mec.analysis.statistics import VonMisesKDE"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"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"
},
{
"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": null,
"metadata": {},
"outputs": [],
"source": [
"stats = {}\n",
"for cell_type, result in results.items():\n",
" stats[cell_type], _ = make_statistics_table(result, labels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"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>2.0e-01 ± 2.6e-02 (63)</td>\n",
" <td>1.7e-01 ± 1.9e-02 (63)</td>\n",
" <td>7.7e+00 ± 7.5e-02 (63)</td>\n",
" <td>6.4e-01 ± 3.8e-02 (63)</td>\n",
" <td>2.0e-01 ± 1.5e-02 (63)</td>\n",
" <td>3.7e+00 ± 1.0e-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>9.7e-02 ± 1.6e-02 (56)</td>\n",
" <td>6.9e-02 ± 7.0e-03 (56)</td>\n",
" <td>7.8e+00 ± 1.3e-01 (56)</td>\n",
" <td>4.3e-01 ± 7.6e-02 (56)</td>\n",
" <td>4.0e-02 ± 4.6e-03 (56)</td>\n",
" <td>3.3e+00 ± 2.7e-01 (56)</td>\n",
" <td>8.8e-02 ± 9.1e-03 (58)</td>\n",
" <td>2.2e-01 ± 6.8e-03 (58)</td>\n",
" <td>4.5e-01 ± 3.1e-02 (58)</td>\n",
" <td>9.0e+00 ± 8.9e-01 (58)</td>\n",
" <td>2.2e-01 ± 1.6e-02 (58)</td>\n",
" <td>2.9e+00 ± 2.6e-01 (58)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Baseline II</th>\n",
" <td>3.3e-01 ± 4.2e-02 (46)</td>\n",
" <td>2.5e-01 ± 2.5e-02 (46)</td>\n",
" <td>8.1e+00 ± 4.4e-02 (46)</td>\n",
" <td>8.2e-01 ± 6.4e-02 (46)</td>\n",
" <td>2.3e-01 ± 1.9e-02 (46)</td>\n",
" <td>4.0e+00 ± 1.1e-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>4.3e-02 ± 4.8e-03 (35)</td>\n",
" <td>4.2e-02 ± 4.7e-03 (35)</td>\n",
" <td>7.9e+00 ± 2.0e-01 (35)</td>\n",
" <td>3.0e-01 ± 2.7e-02 (35)</td>\n",
" <td>1.8e-02 ± 2.6e-03 (35)</td>\n",
" <td>3.8e+00 ± 3.1e-01 (35)</td>\n",
" <td>9.1e-02 ± 8.8e-03 (33)</td>\n",
" <td>2.5e-01 ± 4.0e-03 (33)</td>\n",
" <td>3.9e-01 ± 3.3e-02 (33)</td>\n",
" <td>1.3e+01 ± 1.5e+00 (33)</td>\n",
" <td>2.5e-01 ± 1.5e-02 (33)</td>\n",
" <td>2.6e+00 ± 2.4e-01 (33)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM Baseline I - 11 Hz</th>\n",
" <td>1.1e-01, 1.3e-01</td>\n",
" <td>5.3e-03, 1.2e-01</td>\n",
" <td>9.8e-01, -7.5e-03</td>\n",
" <td>7.8e-02, 2.7e-01</td>\n",
" <td>1.6e-03, 1.5e-01</td>\n",
" <td>2.0e-02, 4.3e-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>1.9e-01, -5.3e-02</td>\n",
" <td>1.2e-01, -4.2e-02</td>\n",
" <td>7.6e-02, 2.2e-01</td>\n",
" <td>6.6e-01, -3.6e-02</td>\n",
" <td>2.6e-01, -3.2e-02</td>\n",
" <td>6.9e-01, 1.4e-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>5.5e-02, 1.6e-01</td>\n",
" <td>1.8e-02, 1.4e-01</td>\n",
" <td>3.7e-01, -2.3e-01</td>\n",
" <td>1.1e-11, 3.8e-01</td>\n",
" <td>9.7e-04, 1.8e-01</td>\n",
" <td>4.7e-01, 3.5e-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>1.2e-02, 2.3e-01</td>\n",
" <td>1.1e-02, 1.7e-01</td>\n",
" <td>7.1e-01, 1.4e-01</td>\n",
" <td>1.4e-12, 4.2e-01</td>\n",
" <td>6.3e-04, 1.6e-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",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM 11 Hz - 30 Hz</th>\n",
" <td>5.2e-02, -6.2e-02</td>\n",
" <td>4.5e-02, -3.2e-02</td>\n",
" <td>5.5e-01, 2.8e-01</td>\n",
" <td>3.3e-01, -1.3e-01</td>\n",
" <td>1.6e-02, -2.7e-02</td>\n",
" <td>4.0e-01, 2.8e-01</td>\n",
" <td>8.7e-01, 6.2e-03</td>\n",
" <td>2.7e-01, 2.8e-02</td>\n",
" <td>7.5e-01, -3.0e-02</td>\n",
" <td>1.1e-01, 4.5e+00</td>\n",
" <td>6.8e-01, 3.0e-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>1.9e-02, 2.7e-01</td>\n",
" <td>2.5e-02, 1.9e-01</td>\n",
" <td>8.3e-01, 7.0e-02</td>\n",
" <td>6.4e-04, 4.8e-01</td>\n",
" <td>4.9e-04, 2.0e-01</td>\n",
" <td>6.1e-01, 3.0e-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 2.0e-01 ± 2.6e-02 (63) 1.7e-01 ± 1.9e-02 (63) \n",
"11 Hz 9.7e-02 ± 1.6e-02 (56) 6.9e-02 ± 7.0e-03 (56) \n",
"Baseline II 3.3e-01 ± 4.2e-02 (46) 2.5e-01 ± 2.5e-02 (46) \n",
"30 Hz 4.3e-02 ± 4.8e-03 (35) 4.2e-02 ± 4.7e-03 (35) \n",
"LMM Baseline I - 11 Hz 1.1e-01, 1.3e-01 5.3e-03, 1.2e-01 \n",
"LMM Baseline I - Baseline II 1.9e-01, -5.3e-02 1.2e-01, -4.2e-02 \n",
"LMM Baseline I - 30 Hz 5.5e-02, 1.6e-01 1.8e-02, 1.4e-01 \n",
"LMM 11 Hz - Baseline II 1.2e-02, 2.3e-01 1.1e-02, 1.7e-01 \n",
"LMM 11 Hz - 30 Hz 5.2e-02, -6.2e-02 4.5e-02, -3.2e-02 \n",
"LMM Baseline II - 30 Hz 1.9e-02, 2.7e-01 2.5e-02, 1.9e-01 \n",
"\n",
" Theta freq Theta half width \\\n",
"Baseline I 7.7e+00 ± 7.5e-02 (63) 6.4e-01 ± 3.8e-02 (63) \n",
"11 Hz 7.8e+00 ± 1.3e-01 (56) 4.3e-01 ± 7.6e-02 (56) \n",
"Baseline II 8.1e+00 ± 4.4e-02 (46) 8.2e-01 ± 6.4e-02 (46) \n",
"30 Hz 7.9e+00 ± 2.0e-01 (35) 3.0e-01 ± 2.7e-02 (35) \n",
"LMM Baseline I - 11 Hz 9.8e-01, -7.5e-03 7.8e-02, 2.7e-01 \n",
"LMM Baseline I - Baseline II 7.6e-02, 2.2e-01 6.6e-01, -3.6e-02 \n",
"LMM Baseline I - 30 Hz 3.7e-01, -2.3e-01 1.1e-11, 3.8e-01 \n",
"LMM 11 Hz - Baseline II 7.1e-01, 1.4e-01 1.4e-12, 4.2e-01 \n",
"LMM 11 Hz - 30 Hz 5.5e-01, 2.8e-01 3.3e-01, -1.3e-01 \n",
"LMM Baseline II - 30 Hz 8.3e-01, 7.0e-02 6.4e-04, 4.8e-01 \n",
"\n",
" Theta vec len Theta ang \\\n",
"Baseline I 2.0e-01 ± 1.5e-02 (63) 3.7e+00 ± 1.0e-01 (63) \n",
"11 Hz 4.0e-02 ± 4.6e-03 (56) 3.3e+00 ± 2.7e-01 (56) \n",
"Baseline II 2.3e-01 ± 1.9e-02 (46) 4.0e+00 ± 1.1e-01 (46) \n",
"30 Hz 1.8e-02 ± 2.6e-03 (35) 3.8e+00 ± 3.1e-01 (35) \n",
"LMM Baseline I - 11 Hz 1.6e-03, 1.5e-01 2.0e-02, 4.3e-01 \n",
"LMM Baseline I - Baseline II 2.6e-01, -3.2e-02 6.9e-01, 1.4e-01 \n",
"LMM Baseline I - 30 Hz 9.7e-04, 1.8e-01 4.7e-01, 3.5e-01 \n",
"LMM 11 Hz - Baseline II 6.3e-04, 1.6e-01 NaN \n",
"LMM 11 Hz - 30 Hz 1.6e-02, -2.7e-02 4.0e-01, 2.8e-01 \n",
"LMM Baseline II - 30 Hz 4.9e-04, 2.0e-01 6.1e-01, 3.0e-01 \n",
"\n",
" Stim energy Stim half width \\\n",
"Baseline I NaN NaN \n",
"11 Hz 8.8e-02 ± 9.1e-03 (58) 2.2e-01 ± 6.8e-03 (58) \n",
"Baseline II NaN NaN \n",
"30 Hz 9.1e-02 ± 8.8e-03 (33) 2.5e-01 ± 4.0e-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 8.7e-01, 6.2e-03 2.7e-01, 2.8e-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 ± 3.1e-02 (58) 9.0e+00 ± 8.9e-01 (58) \n",
"Baseline II NaN NaN \n",
"30 Hz 3.9e-01 ± 3.3e-02 (33) 1.3e+01 ± 1.5e+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 7.5e-01, -3.0e-02 1.1e-01, 4.5e+00 \n",
"LMM Baseline II - 30 Hz NaN NaN \n",
"\n",
" Stim vec len Stim ang \n",
"Baseline I NaN NaN \n",
"11 Hz 2.2e-01 ± 1.6e-02 (58) 2.9e+00 ± 2.6e-01 (58) \n",
"Baseline II NaN NaN \n",
"30 Hz 2.5e-01 ± 1.5e-02 (33) 2.6e+00 ± 2.4e-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 6.8e-01, 3.0e-02 4.9e-01, -4.2e-01 \n",
"LMM Baseline II - 30 Hz NaN NaN "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stats['gridcell']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for cell_type, stat in stats.items():\n",
" stat.to_latex(output_path / \"statistics\" / f\"statistics_{cell_type}.tex\")\n",
" stat.to_csv(output_path / \"statistics\" / f\"statistics_{cell_type}.csv\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for cell_type, cell_results in results.items():\n",
" for key, result in cell_results.items():\n",
" result.to_latex(output_path / \"statistics\" / f\"values_{cell_type}_{key}.tex\")\n",
" result.to_csv(output_path / \"statistics\" / f\"values_{cell_type}_{key}.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# psd plots"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from septum_mec.analysis.plotting import plot_bootstrap_timeseries"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"coher = pd.read_feather(output_path / 'data' / 'coherence.feather')\n",
"freqs = pd.read_feather(output_path / 'data' / 'freqs.feather')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"freq = freqs.T.iloc[0].values\n",
"\n",
"mask = (freq < 100)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"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
}