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": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"11:00:42 [I] klustakwik KlustaKwik2 version 0.2.6\n"
]
}
],
"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",
"\n",
"from tqdm.notebook import tqdm_notebook as tqdm\n",
"tqdm.pandas()\n",
"\n",
"\n",
"from spike_statistics.core import permutation_resampling\n",
"\n",
"from spikewaveform.core import calculate_waveform_features_from_template, cluster_waveform_features\n",
"\n",
"from septum_mec.analysis.plotting import violinplot, despine"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"plt.rc('axes', titlesize=12)\n",
"plt.rcParams.update({\n",
" 'font.size': 12, \n",
" 'figure.figsize': (6, 4), \n",
" 'figure.dpi': 150\n",
"})\n",
"\n",
"output_path = pathlib.Path(\"output\") / \"stimulus-spike-lfp-response\"\n",
"(output_path / \"statistics\").mkdir(exist_ok=True, parents=True)\n",
"(output_path / \"figures\").mkdir(exist_ok=True, parents=True)\n",
"output_path.mkdir(exist_ok=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"data_loader = dp.Data()\n",
"actions = data_loader.actions\n",
"project = data_loader.project"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"identification_action = actions['identify-neurons']\n",
"sessions = pd.read_csv(identification_action.data_path('sessions'))\n",
"units = pd.read_csv(identification_action.data_path('units'))\n",
"session_units = pd.merge(sessions, units, on='action')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"lfp_action = actions['stimulus-spike-lfp-response']\n",
"lfp_results = pd.read_csv(lfp_action.data_path('results'))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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": 8,
"metadata": {},
"outputs": [],
"source": [
"stim_action = actions['stimulus-response']\n",
"stim_results = pd.read_csv(stim_action.data_path('results'))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# lfp_results has old unit id's but correct on (action, unit_name, channel_group)\n",
"stim_results = stim_results.drop('unit_id', axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"statistics_action = actions['calculate-statistics']\n",
"shuffling = actions['shuffling']\n",
"\n",
"statistics_results = pd.read_csv(statistics_action.data_path('results'))\n",
"statistics_results = session_units.merge(statistics_results, how='left')\n",
"quantiles_95 = pd.read_csv(shuffling.data_path('quantiles_95'))\n",
"action_columns = ['action', 'channel_group', 'unit_name']\n",
"data = pd.merge(statistics_results, quantiles_95, on=action_columns, suffixes=(\"\", \"_threshold\"))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"data['unit_day'] = data.apply(lambda x: str(x.unit_idnum) + '_' + x.action.split('-')[1], axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"data = data.merge(lfp_results, how='left')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"data = data.merge(stim_results, how='left')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"waveform_action = actions['waveform-analysis']\n",
"waveform_results = pd.read_csv(waveform_action.data_path('results')).drop('template', axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"data = data.merge(waveform_results, how='left')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"colors = ['#1b9e77','#d95f02','#7570b3','#e7298a']\n",
"labels = ['Baseline I', '11 Hz', 'Baseline II', '30 Hz']\n",
"queries = ['baseline and Hz11', 'frequency==11', 'baseline and Hz30', 'frequency==30']"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"data.bs = data.bs.astype(bool)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"data.loc[data.eval('t_i_peak == t_i_peak and not bs'), 'ns_inhibited'] = True\n",
"data.ns_inhibited.fillna(False, inplace=True)\n",
"\n",
"data.loc[data.eval('t_i_peak != t_i_peak and not bs'), 'ns_not_inhibited'] = True\n",
"data.ns_not_inhibited.fillna(False, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# make baseline for inhibited vs not inhibited\n",
"data.loc[data.unit_id.isin(data.query('ns_inhibited').unit_id.values), 'ns_inhibited'] = True\n",
"data.loc[data.unit_id.isin(data.query('ns_not_inhibited').unit_id.values), 'ns_not_inhibited'] = True"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of sessions above threshold 194\n",
"Number of animals 4\n"
]
}
],
"source": [
"query = (\n",
" 'gridness > gridness_threshold and '\n",
" 'information_rate > information_rate_threshold and '\n",
" 'gridness > .2 and '\n",
" 'average_rate < 25'\n",
")\n",
"sessions_above_threshold = data.query(query)\n",
"print(\"Number of sessions above threshold\", len(sessions_above_threshold))\n",
"print(\"Number of animals\", len(sessions_above_threshold.groupby(['entity'])))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of gridcells 139\n",
"Number of gridcell recordings 231\n",
"Number of animals 4\n"
]
}
],
"source": [
"gridcell_sessions = data[data.unit_day.isin(sessions_above_threshold.unit_day.values)]\n",
"print(\"Number of gridcells\", gridcell_sessions.unit_idnum.nunique())\n",
"print(\"Number of gridcell recordings\", len(gridcell_sessions))\n",
"print(\"Number of animals\", len(gridcell_sessions.groupby(['entity'])))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>action</th>\n",
" <th>baseline</th>\n",
" <th>entity</th>\n",
" <th>frequency</th>\n",
" <th>i</th>\n",
" <th>ii</th>\n",
" <th>session</th>\n",
" <th>stim_location</th>\n",
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" <th>tag</th>\n",
" <th>...</th>\n",
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" <th>p_i_peak</th>\n",
" <th>half_width</th>\n",
" <th>peak_to_trough</th>\n",
" <th>average_firing_rate</th>\n",
" <th>bs</th>\n",
" <th>bs_stim</th>\n",
" <th>bs_ctrl</th>\n",
" <th>ns_inhibited</th>\n",
" <th>ns_not_inhibited</th>\n",
" </tr>\n",
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" <th>14</th>\n",
" <td>1839-120619-4</td>\n",
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" <td>ms</td>\n",
" <td>True</td>\n",
" <td>stim ii</td>\n",
" <td>...</td>\n",
" <td>0.0005</td>\n",
" <td>0.002365</td>\n",
" <td>0.265158</td>\n",
" <td>0.581451</td>\n",
" <td>3.984881</td>\n",
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" <td>ms</td>\n",
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" <td>NaN</td>\n",
" <td>0.266512</td>\n",
" <td>0.594033</td>\n",
" <td>2.704037</td>\n",
" <td>True</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <th>1271</th>\n",
" <td>1833-010719-2</td>\n",
" <td>False</td>\n",
" <td>1833</td>\n",
" <td>11.0</td>\n",
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" <td>True</td>\n",
" <td>stim i</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.223261</td>\n",
" <td>0.592553</td>\n",
" <td>9.658453</td>\n",
" <td>True</td>\n",
" <td>1.0</td>\n",
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" <td>NaN</td>\n",
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" <td>0.545188</td>\n",
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" <td>True</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" </tbody>\n",
"</table>\n",
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"</div>"
],
"text/plain": [
" action baseline entity frequency i ii session \\\n",
"14 1839-120619-4 False 1839 30.0 False True 4 \n",
"21 1839-120619-4 False 1839 30.0 False True 4 \n",
"29 1839-120619-4 False 1839 30.0 False True 4 \n",
"30 1839-120619-4 False 1839 30.0 False True 4 \n",
"31 1839-120619-4 False 1839 30.0 False True 4 \n",
"... ... ... ... ... ... ... ... \n",
"1263 1833-010719-2 False 1833 11.0 True False 2 \n",
"1264 1833-010719-2 False 1833 11.0 True False 2 \n",
"1268 1833-010719-2 False 1833 11.0 True False 2 \n",
"1271 1833-010719-2 False 1833 11.0 True False 2 \n",
"1275 1833-010719-2 False 1833 11.0 True False 2 \n",
"\n",
" stim_location stimulated tag ... t_i_peak p_i_peak half_width \\\n",
"14 ms True stim ii ... 0.0087 0.000055 0.259757 \n",
"21 ms True stim ii ... 0.0008 0.000880 0.242524 \n",
"29 ms True stim ii ... NaN NaN 0.279806 \n",
"30 ms True stim ii ... 0.0005 0.002365 0.265158 \n",
"31 ms True stim ii ... NaN NaN 0.246920 \n",
"... ... ... ... ... ... ... ... \n",
"1263 ms True stim i ... NaN NaN 0.280033 \n",
"1264 ms True stim i ... NaN NaN 0.281934 \n",
"1268 ms True stim i ... NaN NaN 0.266512 \n",
"1271 ms True stim i ... NaN NaN 0.223261 \n",
"1275 ms True stim i ... NaN NaN 0.257098 \n",
"\n",
" peak_to_trough average_firing_rate bs bs_stim bs_ctrl \\\n",
"14 0.362390 0.180529 False 0.0 NaN \n",
"21 0.534827 2.265039 True 1.0 NaN \n",
"29 0.598967 10.924422 True 1.0 NaN \n",
"30 0.581451 3.984881 True 1.0 NaN \n",
"31 0.570844 3.497452 True 1.0 NaN \n",
"... ... ... ... ... ... \n",
"1263 0.560729 4.760330 True 1.0 NaN \n",
"1264 0.627089 15.890929 True 1.0 NaN \n",
"1268 0.594033 2.704037 True 1.0 NaN \n",
"1271 0.592553 9.658453 True 1.0 NaN \n",
"1275 0.545188 5.292658 True 1.0 NaN \n",
"\n",
" ns_inhibited ns_not_inhibited \n",
"14 True False \n",
"21 False False \n",
"29 False False \n",
"30 False False \n",
"31 False False \n",
"... ... ... \n",
"1263 False False \n",
"1264 False False \n",
"1268 False False \n",
"1271 False False \n",
"1275 False False \n",
"\n",
"[231 rows x 73 columns]"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gridcell_sessions"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"data.loc[:,'gridcell'] = np.nan\n",
"data['gridcell'] = data.isin(gridcell_sessions)\n",
"\n",
"data.loc[data.eval('not gridcell and bs'), 'bs_not_gridcell'] = True\n",
"data.bs_not_gridcell.fillna(False, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>action</th>\n",
" <th>baseline</th>\n",
" <th>entity</th>\n",
" <th>frequency</th>\n",
" <th>i</th>\n",
" <th>ii</th>\n",
" <th>session</th>\n",
" <th>stim_location</th>\n",
" <th>stimulated</th>\n",
" <th>tag</th>\n",
" <th>...</th>\n",
" <th>half_width</th>\n",
" <th>peak_to_trough</th>\n",
" <th>average_firing_rate</th>\n",
" <th>bs</th>\n",
" <th>bs_stim</th>\n",
" <th>bs_ctrl</th>\n",
" <th>ns_inhibited</th>\n",
" <th>ns_not_inhibited</th>\n",
" <th>gridcell</th>\n",
" <th>bs_not_gridcell</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>1833-260619-1</td>\n",
" <td>True</td>\n",
" <td>1833</td>\n",
" <td>NaN</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>False</td>\n",
" <td>baseline i</td>\n",
" <td>...</td>\n",
" <td>0.272875</td>\n",
" <td>0.602667</td>\n",
" <td>5.945508</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <td>1833-260619-1</td>\n",
" <td>True</td>\n",
" <td>1833</td>\n",
" <td>NaN</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
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" <td>NaN</td>\n",
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" <td>baseline i</td>\n",
" <td>...</td>\n",
" <td>0.226452</td>\n",
" <td>0.274814</td>\n",
" <td>2.860048</td>\n",
" <td>False</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>1833-260619-1</td>\n",
" <td>True</td>\n",
" <td>1833</td>\n",
" <td>NaN</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
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" <td>baseline i</td>\n",
" <td>...</td>\n",
" <td>0.247266</td>\n",
" <td>0.570104</td>\n",
" <td>3.365674</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
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" <td>1833-260619-1</td>\n",
" <td>True</td>\n",
" <td>1833</td>\n",
" <td>NaN</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>False</td>\n",
" <td>baseline i</td>\n",
" <td>...</td>\n",
" <td>0.284542</td>\n",
" <td>0.644111</td>\n",
" <td>17.471520</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
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" <tr>\n",
" <th>40</th>\n",
" <td>1833-260619-1</td>\n",
" <td>True</td>\n",
" <td>1833</td>\n",
" <td>NaN</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>False</td>\n",
" <td>baseline i</td>\n",
" <td>...</td>\n",
" <td>0.259920</td>\n",
" <td>0.581698</td>\n",
" <td>5.891739</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
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],
"text/plain": [
" action baseline entity frequency i ii session \\\n",
"33 1833-260619-1 True 1833 NaN True False 1 \n",
"34 1833-260619-1 True 1833 NaN True False 1 \n",
"35 1833-260619-1 True 1833 NaN True False 1 \n",
"39 1833-260619-1 True 1833 NaN True False 1 \n",
"40 1833-260619-1 True 1833 NaN True False 1 \n",
"\n",
" stim_location stimulated tag ... half_width peak_to_trough \\\n",
"33 NaN False baseline i ... 0.272875 0.602667 \n",
"34 NaN False baseline i ... 0.226452 0.274814 \n",
"35 NaN False baseline i ... 0.247266 0.570104 \n",
"39 NaN False baseline i ... 0.284542 0.644111 \n",
"40 NaN False baseline i ... 0.259920 0.581698 \n",
"\n",
" average_firing_rate bs bs_stim bs_ctrl ns_inhibited \\\n",
"33 5.945508 True NaN 1.0 False \n",
"34 2.860048 False NaN 0.0 False \n",
"35 3.365674 True NaN 1.0 False \n",
"39 17.471520 True NaN 1.0 False \n",
"40 5.891739 True NaN 1.0 False \n",
"\n",
" ns_not_inhibited gridcell bs_not_gridcell \n",
"33 False True False \n",
"34 True True False \n",
"35 False True False \n",
"39 False True False \n",
"40 False True False \n",
"\n",
"[5 rows x 75 columns]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.query('baseline and Hz11 and gridcell').head()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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E7uUdCS2bzKAygu55zfXij4SfZZJnG7oDdOJJYBZhRkAShEoK2NFRhPvfowgBYhvCnOxPCa23H8c6zKHnoMS0fL9f1XICoadhZeDc2JNyJWEA5gTCQhyZAbSsv79x9PfhhN/FEYTMYtMJP89mwm2bowg9EovJso64u98Rs7LtTZgd8LiZnUO47bFcLCPJwPYh4X0n1/7ZzC4k9MatRVhf4BwgSan6ZUL64ySx0k19XWxF+mZpb2GvNX78+J0Jf4gV/7r55ptPaW7u+ps7Cnhs5ZVXfiI5vttuu3V1iz300EPv5Son33nu/tLNN988fOzYrqRcOxCyQv2V8Il+d6BpxIgRXHLJJYPc/W+Z5V900UVJCwxCDufHNt100+dj+U8ec8wxyajWJkJr7fZY/g2EIDdw0qRJ7LVXV4rnQXfffXdHOb+XZ5xxxmVJ4dOnT7+61PPc/b0zzzyzNfXz2BW4Ob6PWwgLIQzbeOONOeyww7q+GZdeeuk7Ga8BwMSJE3fMfO0jjzyyK/fyvffe+1o533/6y90/32qrrbpGPq+yyirErFnpcxZvt912XdP3VlhhhaRHZony0vXOFFd82prwAbCJ8PP+AyEt5tmEYH0xcH+uMujZtf5zwn343mQK6zV3n0m4hZCM3fg24ff4UULLemPCe0qnBS1q1awS63EXsBdhTnkbYQDhXwjfvx8SGlXT6JlPINOBhA8bEGZlXEL4Pb6NkBe9mdCS3yHLil1HEX5unYQPc6fE174f+BXdwfpG8tw+kOqoaMA2s8PMrNPMerX4g5mNNrOzzeyfZrbAzP5lZjeaWcFBEvVowoQJXHjhhWyyySa0trYyZMgQWlpamDu3XEmhul/nrrvu4qSTTmKrrbZizJgxDBw4kLa2NtZff32OOOII7rrrLr761a9mvX6bbbbhzDPPZMKECQwdOpTW1lbmz+/+X3X44Ydz2WWXse222zJmzBhaWloYOnQoq666KjvttBMXX3wxF198MV//ene+ibvuypeMrDa++c1vcs011zBlyhRWWGEFBg4cyODBg1l55ZXZZpttmD59OldddRV77NGd0K0e3wfA5MmTux5vvvnmWc/ZYovuP5tttslMela82BLegDAP/zHCYKTPgEeA/dz9sDyXJ2lrDyDcjmknjGCvZNdzrnq8QFjZ6qexLp/H+jxBmJv/VXpOYZqdWUaZ6nEDIQfAOYTphHMJreFbCHnU86Umxd3nu/t+hJ6PqwjBeX6s798JPWIbZhsJ7u6L3f0HhKmBFxGmNM4mzAB5h/AhfIq77+7u5f1HJSVr6uysTC+lhbVZ7yVM9p/m7r8p8foVgIcJXTXthDm+4wjdlYsJXblZU/aV8BrPjx8/fr077rij8MkiS596y+xWdfG22c7A5+6ebWqVSNVUpIVtZpMJI5b7sn7w7wnB+h5gnLt/mdA9czyhi+ciC4uui4gUzcxGmtndZnaBmWXvZgrnDaV7ta6nq1M7kdzKGrDNbEhcX/VP9CLdZaqcyYR1ZWcTlj2cBSHnc1xZ50rCoKYTchYiIpLdZ4RMgN8Dzo4jwrM5je7EKfkW5xCpirKNEjez8YSRqasQuqxPJAyWWC3fdTlMjdtb3D1bNqWLCAk8vmlmQ3VvpTF8+OGHfPRRodTNhU2Y0LgdK3PmzOHNN98sfGIBq666Km1tuQZhSz7uvtjMLiWMgP4i8H9xtPRLhBHZaxAG0yU52Z8ELqhFXUXSyjmtaxwhWP8VONLdHzezab0sK+mGyrVG798IS9q1EaYeZM4jljp0zTXXcP755/e5nLDkcmN67rnn2H//rHkwSvK73/0u5+AyKcqJhOQ5uxCC9iU5zvsL8O2YaESkpsoZsN8mjCbMt45zQTGtYZJ569Vs58RUi+8QWu/r0I8CdmdHJ52fdHcYLF68iFmfZM7EKLHMzk7mzS1muePK+uT9YhY+KuyNp58vfFKd+terr5etnDeGVDbvyGobV2PdltqIvXK7mtkUQmt6M8JylYsJ88SfIdx6u6XItcJFKq5sATvmLc63gHqxRtJdr3yrSH1MCNiVTM5fdZ2fzOWDieXvfauH9FzTGM605l7N8Otp7z59JqypzYAHyvE9OO1NupNkVcgL/TdgJ9z9DnquKy5St+ox01lr6nG+ZAFJM7Q1zzlAmL6V49BaxVZKRESkluoxYJfa/VRP6S77rLOj1usiiEi1mNnqhBW0sukkpJN9k7Ay2tnuXtLa9fUg5py/jLDk77jU8/cTZgOd7u4n1qZ2+ZnZDEKSnwfcfXJta1OfATudTShf9qOhcVtwMXV3z9q3F1ve6xVftcpbPGdWrasgIrXxHCEne6KFcItwA+ALwDQz29bdn61F5aT26jVgzyfcds23RF9y77o8I5nKJHPQWKk6PlnyLsDsDf+LzpbU55Kjb2HEqJWXOC8xt30Rl178ct7X2We/NRgytB5//CJLraPc/f7MJ81sNGF1sSnA9WY2wd37Q1fc/oRbmn2f67mUqLv/2O7eYWYObASsnu0cMxtId1L6l6pUtaJUYtBYZ0s7nQO7F4gaueYaLLfc6jnPnz17PnMH5eplC8ZusC7DhtXDUDQRycfdPzazAwi5vdchLOjzh9rWqu/icq1SgnpdrevRuN0yx/HNCB825hGSGiy1Ojo6mT17fo+vOXMW1LpaIlJG7v4xocscQhe5LIXqroUdXUvIkraHmR0Xl8JL+27c/n5pyHJ21Bf24a3h3dkTH2gb1fW4vX0Bp/7knoJlHHv8JNraustobc2VjVFE6lSyxvznmQfMrIWwJvZehEQwownJpd4lZKCc7u5L9Eaa2Y7AEYS1zEcS7qE/R/gf/Bt3X+LTv5kNB74PfIuQfGYA8E/CEpxnu/snxbyZbIPOUoPw/kWYF38QcCjdY42eIyzfOsPdlxhwXK661auaBmwzW5VwD6M9o3vkXsJKXVsBN5vZnu7+r5hU5YeEdVkXAmdWu8618FnLED4d1D3+rmlA6R0jbW2D1AUuVTfusuObgVEFT2wMM98+8Bc1SaJiZmsRWtYdZHSHx0VK7iAsrwnwOvAsYWXDtePXvma2tbs/mbruaODXcfddwhKjYwhBdBKwp5ltl04cY2brEkasr06Y0fMqYYrt+sBJwAFmtpO7/6OPb7mJcN9+P8LyrS8REmptEb+MsBBU+vtQrbrVTK1b2L8j/GI8AExOnnT3TjPbPz6/NfCGmT0HjAVWJEx3ONDdX6x6jTNkDjLrmLVkg3/MbQcxYGQY1L7o84954z9LS0jx2dCpqReE9tkLGLworE+t7m+pV+MuO35P4Hxg+VrXpUw+GHfZ8Ue+feAvrqvGi5lZM7As8BXgV4TW4unu/kbGqT8mBOuPgK+7+2OpMjYlrKu9EmFd7D3j88vS3eDZ292vSV2zA3Az4X/ynsA18fk24DZCQLwF+J67vxuPrQj8hjAw7lYz27iPvZ/LA/sQWssXxPzvQwgpZPcFjjWz/0qmuVW5bjVT64Cdk7v/08w2IazItQuwIWEK1x+AX7r7fbWsX6KYQWYDRg5lwKiQ32VAy5weA8gAVvv5czQPC4PeZ82fw+Qbp/c4/tnAoV2PBy9u4bzTHylH1UUq7RJgRK0rUUbLE95TpQL2fWaW7/iZwE+yPL8doeV9SjpYA7j7Y3Fhk1MJ/0MTRpg2O4uwlHH6mj+a2RmEgb/pFsEhhG7mJ4Dd0y1vd3/fzPYEXiS06KcCF+Z7M0X4b3c/N/Ua88zs3wk9rC2EsUxJlrpq160mKhqw3X31AscnFzj+EXBM/Oq3moeNoWX4cgAMmDeUTwcVTN6WV+b9atA9a5EGkDkPuxlYhhCIBhNWF2szs3/PCEgT48yZXEmkkjmh6X8srxHucY8EZpjZdHfvWvPb3X+WpZzd4vaabPnV3X2umV0PHAvsTN+D4m1ZXuNjM/uQ8OFp2RrWrSbqtoXdnyz6/GMGtIRW9eLZlZ9yqPvVUiem0c+6xIEjK1h+rnnYgwitwvPj6zcT1vLuEhdEGmlmWxCmfq0Zt5sQ7mVDalaQu39gZmcSejD3B/Y3s/cJ44f+CNyZZWnjZHT6NDPbNcd7WDFu1y34bgt7J8fzSXd2On5Vu241oYBdBW/85/pLdIOX4r7dfsCoIeHDcfvsBZz3grrEpf69feAvrht32fE3okFnfRJHal9sZisBJwOHmtkZ7v4WgJktQxg8ti/dI8khdGc/QZj6ulOWck80s8cJHwK+Sgho34lfi8zsGsJSyUmrP7m9kQxky2fZAseLUWiATlPqcbXrVhMK2BWQmZmsR5ayXhg1pJXRcSnFZLBZmqZsSb2KAa7h8l/XqVsIAbuZ0HJ+K/X8NoSW53nAX4HngZdjy3saWQI2gLvfBNwUp0NNIgw0+zqhFbovIRDuEk+fE/d3dvfby/ze+qqe61Y2CtgVkJmZrNLUBS6yVEinI20CiF3gyXSuKTkG447LfCJOBVsbaHL3p939M8I949sII7CPB84AdjazEbGV7YSBXusDWYOima1NCJxvVHmhknquW9nUa6YzERHpaUrcdgKPx8drpI4/TgYzayUkVIGeDbRDgaeBK82sKfM6IJ2NqTluk0Fgh8SAn/laLYTW/mOEaWjVVM91Kxu1sKsgPW0rm+Zh+dY4EZGlWQyouxEGiAFc7+5vx8fpJCAnmdl/uPvCeN16hNHQyT3d9Cjxa4FfEgZrnW1mJ7j7nHjdGOD0eN6jqUyTFxAGu40nzGc+OEl4ZWbLAf8DTCDce652UKznupWNAnYVpKdtiYjkcJ6ZfZrx3EBCMpBkpP3jdKdmxt2fNLNrCSlJjwWmmtlrhNSkSev7HmB7YBkzG+7un7n7e2Z2EHAlITnJwWb2KiEmrEWYo/0RcHDqtWaZ2S6E1ux2wGtm9gKhq94IU88WERKxVHUJ0HquWzmpS7xEnR2ddMxs7/7KktlMRKQXNiCkY05/bURYbvh24EBgi7gQSNo+hC7uxwj/0zcmBKjbgG+4+w5Akvp55+Qid/9fwiCz6wnpP9cDVgNeJty/nuDuz6dfyN3/Hut5KvAM4cPEBELu798BX3L3G/v0Xeileq5buTR1duaaa9//mdnz48ePX++OO+4ofHLUMbO9YGazzzf5WY9BZ2ue+37RLeyP581m46tP6/Hc03uf2DVKfPbs+Uss9nHSz7bXoDOphGz3NkWkRtTCFhERaQAK2CIiIg1AAVtERKQBaJR4GZQ7s1kPWk5TRERQwC6LSmY203KaIiICCtgVkZkoRYlRRESkrxSwK0CJUkREpNw06ExERKQBqIXdgLScpojI0kcBuwFpOU0RkaWPusRFREQagAK2iIhIA1DAFhERaQC6h12izo6OCpffyeBF3T+WwYsGVvT1RESkMShgl2jxnFkVLX9u+0J2f2GLir6GiIg0HnWJi4iINAAFbBERkQagLvECOjs66fxkbtd+xyfzylp+R2cHs+Z3r+41a/7cPGeLyNLAzA4DLgKmuftvSrjuCOB84EB3n1Hia7YAC+Pufu5+ZYHzDwEuARa7u2JJFeibXEDnJ3P5YOIFec8Zd8KDDBw3tmu/lMU+Zs1vZ+OrT+vaH7yohd3peQ/74GM2ZeyoZbv2ldlMpP8ys02Bs3px3ebAmeWvkdQLBewyaG4bXdHFPlpbByqzmchSwMwmAzcCy5R43b8BNwBtFaiW1AkFbBGRGjOzIcDxwIlAcwnXDQX+M35pTFI/px+wiEgNmdl44CXgp/GpE4E3irjO4nUnAh3AfwDvVKiaUgfUwu6F2Rv+F50t3QPFRo84oKKvN2Lw0IqWLyI1NQ5YBfgrcKS7P25m04q4bpV47SPxuifN7MgK1rOgjIFrhfzW3Q+pZH36GwXsXuhsaadz4Jyu/aYBTRV9vQFN6giRxvTS1OZmYFSt61EmM9eZsXhxBcp9G5ji7neWeN2bwNfc/Q8VqFNvdQIP5zk+BrD4uGAvgvSkgF1jSkUq/dVLU5v3JEwxWr7WdSmTD16a2nzkOjMWX1fOQt39FeCVXlz3EqFLvG64+2JgYrZjZrYM8FDc/SPw82rVq79QwK4xpSKVfuwSYEStK1FGyxPeU1kDdp26wsyuKFdhsav8OmAj4EVgrxjcpQQK2CIikukl4BwMnGcAACAASURBVMMC56wAjC+yvAuAHYGPgW+4+6d9qNtSSwFbRCplGv2sSxyo6aCuKvpZCZnO8jKzHwOHAguAb7n7P8tTxaWPAraIVMQ6MxZf99LU5hvRoLOllpntCZwRdw9z9wdrWZ9Gp4Bdh5SKVPqLGOAKda1KP2RmWwK/A5qAM0vNbS5LUsCuQ0pFKiKNzMzWAm4FhgA3E5K6SB9pgq+IiJSNmY0C7iTMuX4K2NfdO2tbq/5BAVtERMrCzAYTWtTrAK8DX3f3OXkvkqKpS1xERMrl+8DW8fFHwCVm1gZkywi1yN0nV6ti/YECtoiIlMvw1OMvFzhXI+5LpIAtIlJn3H31Xl43rg+vuYgworvY838D/CbjuRMJq4dJBegetoiISANQwBYREWkA6hIvoLOjo6zldXR2MGt+91ras+bPLWv5IiLSPylgF7B4zqyyljdrfjsbX31a1/7gRS3sjlbrEhGR/NQlLiIi0gDUwq6yzo5OBi/q/rYPXpRteqKIiEhPCthVNrd9Ibu/oC5wEREpjQJ2L4w74UEGjhvbtd88bHRZyx8xeGhZyxMRkcangN0LzW2jaRm+XMXKH9CkoQUiItKTIoOIiEgDUAu7Dhx8zKaMHbVs135r66Aa1kZEROqRAnYdaG0dyLBhg2tdDRERqWPqEhcREWkACtgiIiINQAFbRESkAShgi4iINAANOquwjo5O2tsXdO23ty+sYW1EpJ6Y2erAazkOdwKzgDeBu4Cz3f3DKlWtbMxsKnAZ8I67j0s9fz8wCTjd3U+sTe3yM7MZwAHAA+4+udhjlaKAXWHt7Qs49Sf31LoaIlL/ngM+Te23ACOBDYAvANPMbFt3f7YWlZPaU8AWEakPR7n7/ZlPmtlo4HJgCnC9mU1w945qV64C9gdagY9qXZFGoYAtIlLH3P1jMzsAeAdYB9gB+ENta9V37v5mrevQaDToTESkzrn7x4Qucwhd5LIUUgu7Bm5f53Hmt3QPPjuudVINayMiDWJg3H6eecDMWoC9gb2ALwKjgUXAu8Cfgenu/lKW63YEjgC2INwv/5TwweBa4DfuviDLNcOB7wPfAsYTGn7/BG4kDIz7pJg3k23QWWoQ3r+AlYCDgEOB9eJlzwEXAzPcvbNSdatXCtg1ML9lIfNbFnXtNw1oqmFtRCrnuGNubwZG1boeZTLzl2d/Y3EtXtjM1iK0rDvI6A43s6HAHcA28anXgWeBFYC149e+Zra1uz+Zuu5o4Ndx913gKWAMIYhOAvY0s+3cfXHqmnUJI9ZXBxYDrwJzgfWBk4ADzGwnd/9HH99yE+G+/X7AJ8BLwJqEDxZbAAYcn/F9qFbdakZd4mXW0dHJ7Nnzu77mzFniA6rIUuG4Y27fkxAIPugnX+/G91QVZtZsZqPNbGfgTsL/6zPc/Y2MU39MCNYfAZu5+xruvqm7rwpsBrwHtAH/mSp7WeDMuLu3u4+N16wB7EgIdJOBPVPXtAG3EQLiLcCq7m7u/gVgFcKHhtWAW+OHiL5YHtiH0Foe4+5fIrS4r4zHjzWzrjWOq1y3mlELu8w0jUukyyXAiFpXooyWJ7yn6ypU/n1mlu/4mcBPsjy/HaHlfYq7P5Y+4O6PmdmFwKnAhqlDBgwhzPP+fcY1fzSzM4CNgHSL4xBCN/MTwO7plre7v29mewIvElr0U4EL872ZIvy3u5+beo15ZvbvwHcIsWszQiCuRd1qQi1sEZH68BzwcOrrr8DzwPx4/AfAuWbWnL7I3ScSgu9FOcptj9vW1HOvEe5xjwRmmNnGGWX+zN33dPcbU0/vFrfXpANi6pq5wPVxd+dcb7IEt2V5jY+BJHnMsqlD1a5bTaiFLSKVMg04n9Ay7Q8+AI6sYPm55mEPIrQKz4+v3wx8L32Ouy80s5FmtgVh6teacbsJ4V42pBpo7v6BmZ0JnECYD72/mb0P3Av8EbjT3TPnRyej06eZ2a453sOKcbtuwXdb2Ds5np8bt+n4Ve261YQCtohUxC/P/sZ1xx1z+41o0FmfxJHaF5vZSsDJwKFmdoa7vwVgZssQBo/tS/dIcgjd2U8ATwI7ZSn3RDN7nPAh4KuEgPad+LXIzK4BjnT3JPtacnsjGciWz7IFjhej0ACg9GjdatetJhSwq+DY4yfR1jYIgFnz5nDVrQ/VuEYi1REDXMPlv65TtxACdjOh5fxW6vltCC3P8+juSn85trynkSVgA7j7TcBNcTrUJMJAs68TWqH7EgLhLvH0OXF/Z3e/vczvra/quW5lo4BdBW1tgxg2bDAQpnShWVwiUrp0OtImgNgFnkznmuLu92W5blzmE3Gk9NpAk7s/7e6fEe4Z30YYgX08cAaws5mNiK1sJwz0Wh/IGhTNbG1C4HyjyguV1HPdykaDzkREGsOUuO0EHo+P10gdf5wMZtZKSKgCPRtohwJPA1eaWbYmRHqqSzLILRkEdki2qVExecstwGPAr3K/jYqo57qVjQK2iEgdM7MmM/sWYYAYwPXu/nZ8nE4CcpKZDUxdtx4hkUhyTzc9Svxawj3iDYCz4zzm5LoxwOlx91F3nxkfX0CY0z2eMJ951dQ1y8UyJ8Ryqx0U67luZaMucRGR+nCemX2a8dxAQjKQZKT948B3k4Pu/qSZXUtISXosMNXMXiOkJk1a3/cA2wPLmNlwd//M3d8zs4MIiUi+DxxsZq8SYsJahGliHwEHp15rlpntQmjNbge8ZmYvELrqDRhMmCq2d7WXAK3nupWTWtgiIvVhA2CrjK+NCPOwbwcOBLaIc5HT9iF0cT9G+J++MSFA3QZ8w913AJKVsbrmILv7/xIGmV1PSP+5HiEb2MuE+9cT3P359Au5+99jPU8FniF8mJhAyP39O+BLGXO3q6ae61YuTZ2dS+RPX2qY2fPjx49f74477sh5zoI33mLm167p8dyou77NoNVWyXr+7Nnzl8h0dtQJX6F1WBglPnNeO9vcNL3H8af3PpHRQ4b15i2IVJKGR4rUkbJ1icfBDccB3yZ0xXxO6L45x93v6kV5qxOy8eTzdMwVW9cm3zS9x2IfIiIipSpLwI4DFu4FNgcWElLsjSYstL6DmZ3s7qeUWGySKm8mIQdsNi/3oroiIiINp1wt7AsIwfopYJdUBp79gEuBk83sYXf/UwllJgH7Wnf/bt4zRURE+rk+DzqL67TuSxiN950kWAO4+xXAL+LuySUWnQTshh3RJyIiUi7laGHvR5hY/7C7v5Dl+EXAicBWZraqu7+Z5ZxskoD9XBnqWFfu2+0HjBrSPSVy5ODWPGeLiIiUZ1rXlnGbNUG2u78DJAuuTyqmQDMbRlhtBvphC3vUkFZGDxnW9TWgSbPrREQkv3K0sMfH7at5znmdML9vnSLL3IgwpeRdYDkz+yEh2X0L8BJwtbs/3KvaioiINKByBOwkA0++ZOrJRP8xRZaZdIePBF6gO5cthIw9R5jZpcDh7r6wUGFm9nyOQ2sVWR8REZGaKkdfbHIDdl6ec5IFx4u9WZsE7CHAJYQVWAYTWuknEqaOHURYA1ZERKTfK0cLezHFB/5i06r9JZb5pLtfmHr+TeB0M3udkAP3cDO7IDN9XiZ3Xz/b87HlvV6RdRIREamZcgTs2YSu6yF5zkmWO2svpsCY4/Z/8x03s58SVqHZlbBYu4iISL9Vji7xj+J2dJ5zknvXH5Th9RJPxu0aec8SERHpB8oRsJO0oavnOSc59lKxhZrZQDNrznNKUveCg85EREQaXTkC9qNxu2W2g2Y2DkgWE3+kUGFmNtLMZhIWGt81z6mbxG22ZC0iIiL9SjkC9nVxO9nMLMvxw+P2AXd/vVBh7j4LeD/uTs12jpntQZiStQBo6PVNRUREitHngO3uLwNXEeZK32hmSSIVzGxf4Mdx97TMa81sLTNb18xWyjh0RtzubGZnmNng1DV7AJfF3V+6+7t9fQ+Jzo5OOma29/z6JN9sNRERkeoo12pdRwMbxq9/mNmzhJHjq8XjJ+RYqeveeM7lpFrT7n6FmW0E/BA4npAo5WVgBWBsPO03wE/LVH8AOj+ZywcTLyjpmo6OTtrbF3Ttz5mzIM/ZIiIivVOWgO3uH5vZlsCPgL2ACYTBYA8A57p7yd3W7v4jM7sbOJJwf3wjwtrYtwMXufsd5ah7X7W3L+DUn9xT62qISAMzs7UJjZPtgRUJ/+v+Clzg7jn/wZjZaEIyqV2BccAs4GFC7+NfS6zDZOC+uLtGoVuYZjYDOIBwu3NyKa8lvVOuFjbuPoewhObJJVyzeoHjfwJKWUNbRKShmNmOwE2EfBXthIG0yxGC8K5m9it3/1GW61YgBOe14nXPEIL2bsAuZnaou19anXch1aBlokREasTMxgBXE4L1NcDK7v4Fdx8LfIeQSfKHZrZ7lst/TwjW9wDj3P3LwMqElnozcJGZTajC25AqKVsLu79a9upv8tYvv9TjudEjDqhRbUSknzmEMN7ndWCqu89PDrj7VWa2NWGmzeHADcmx2H09iZBpcp84uwZ37wDONLMNgH2BE+JW+gEF7AIGLDuEzoFzejzXNKAp7zXHHj+JtrZBAMyaN4erbs26VLiIyGuEFvaT6WCd8kzcrpbx/NS4vcXdP2JJFxEC9TfNbKi7z81yjjQYBewKaGsbxLBhYSba/JaFYWVvEZEM7v57Qtd2Ll+O25cznk8SVeVqDfwNWAS0xTL+0ts6liJj4FohB7r7jMrVpv9RwK6AWfPmhEANzJxX1HonIv3S++ud1QyMqnU9ymTmii/8aHE1XsjMlgW+DxxICLxnpo4NANaMu69mu97dF5rZO4SW+TpUKWADnxIGwuWyJpDk3Xiz8tXpXxSwK2DyTdOZ37Ko1tUQqan31ztrT+B8YPla16VMPnh/vbOOXPGFH11X+NTeiYPLTgHGA4OBt4DvuvuDqdNG0v2/+8M8xX1MCNhj8pxTVu7+JDAx2zEzW4/u9NSnuvufq1Wv/kIBW0Qq5RJgRK0rUUbLE95TxQI2sBmwfmp/JPANM3vQ3T+Pz7WmjudLxZjct27Nc04ur2XPNN07cQranYTfh2spYfqvdFPAFhGpH+cBpwLDgR2AswgjxL9sZlu6+yLCVK9SdPaiHn8Hsg2CS1ubInpPzKwVuI3Q2v8bcIC796ZOSz0FbBGplGn0sy5xQubFinH3t+PDOcDlZvZX4CnCwLF9gRmEqVyJIXmKGxq3vRlIs2cJmc7ynTOAsNbEpoTu/V3dXQs09JICdhXct9sPGDWku1dq5ODe9FCJNJYVX/jRde+vd9aNaNBZr7m7m9mNwD7AZLoD9nzCPe7ReS5P7l1/UMEqFjKdkLFtDrCLu79f4HzJQwG7CkYNaWX0kGG1roZI1cUAl29g1FLNzEYBawBv5JhPDfBG3K4IITmKmTlhfYXVc5Q7kJD1DOClslW4BGZ2FGGkewfwHXd/qhb16E+UmlREpHYeI9wvPijPOUnSlHdSzz0at1uS3WaEBtk84Mm+VLA3zGxn4Jy4e7y731LtOvRHCtgpnR0dSzy3eM7HNaiJiCwl/hi3h8RWcQ9mtjphMQ8IA7cS18btHrGVnum7cfv7amc5M7MvEbK3DQAuc/ezqvn6/ZkCdsriObOWeO7t079ag5qIyFLiLML0q7WBq+JiIACY2SbA3YTBYw8C6VbqvYQEJSOAm+O0KcxsgJkdR1g4ZCGphCvVYGarEj5YtBHqflg1X7+/0z1sEZEacfd/mtlehPSkewA7x/vTQwgZyiCsi717eiqUu3ea2f7AA8DWwBtm9hwwlnCvu5OQ+vPF6r0bIMwKSDKZNQG3xmldzVnOfdLdj6pazfoBBWwRkRpy99vNbGPgR4S51xMIU7EeAq4ELnX3hVmu+2dshZ8A7AJsGK/7A/BLdy82p3c5DU893qHAuUoHWSIFbBGRGnP3V+hF93EcWX5M/OprHe6nhKWK3H0q3auGJc9N7ms9JDcF7ALGnfAgA8eN7fFc87B8Ux9FRETKTwG7gOa20bQMX67W1RARkaWcRomLiIg0AAVsERGRBqCALSIi0gAUsEVERBqAAraIiEgDUMAWERFpAJrWVaKOjk7a2xd07c+ZsyDP2SIiIuWhgF2i9vYFnPqTe2pdDRERWcqoS1xERKQBKGCLiIg0AAVsERGRBqB72GVw7PGTaGsbBMCseXO46taHalwjERHpbxSwy6CtbRDDhg0GYH7LwhIWqBMRESmOusRFREQagAK2iIhIA1CXeBnMmjcndIUDM+e117g2IiLSHylgl8Hkm6Yzv2VRrashIiL9mLrERUREGoACtoiISANQwBYREWkAuoddAfft9gNGDWnt2h85uDXP2SIiIoUpYFfAqCGtjB4yrNbVEBGRfkRd4iIiIg1AAVtERKQBKGCLiIg0AAVsERGRBqCALSIi0gAUsEVERBqAAraIiEgDUMAWERFpAArYIiIiDUABW0REpAEoYIuIiDQABewSdXR21LoKIiKyFFLALtGn8+fWugoiIrIUUsAWERFpAFpes4DOzg4+nje7a3+WWtgiIlIDCtgFfLpwHl+8+rSu/cGLWtidLWpYIxERWRopYJfBTV//LmNHj+jaHzm4tYa1ERGR/kgBuwxGDh7K6CHDal0NERHpxzToTEREpAEoYJfBiMFDa10FERHp5xSwy2BAk76NIiJSWYo0IiIiDUABW0REpAFolHgBnZ2dDF7U/W0avGhgDWsjIiJLKwXsAubNXczuLyhRioiI1Ja6xEVERBqAAraIiEgDUMAWERFpALqH3QsHH7MpY0ct27Xf2jqohrUREZGlgQJ2L7S2DmTYsMG1roaIiCxF1CUuIiLSABSwRUREGoACtoiISANQwBYREWkACtgiIiINQAE7pbOzY4nnPl0wrwY1ERER6UkBO+XThUsG56MfuLoGNREREelJAVtERKQBlC1xipm1AscB3wbWAD4HHgfOcfe7elnmqsBJwE7A8sCHwL3AGe7+YjnqLSIi0gjK0sI2szbgz8BPgTWB54E5wA7AnWb2016UacATwMHAMOBpYAiwH/CEme1YjrqLiIg0gnJ1iV8AbA48Bazl7l9099WA/YFFwMlmtl2xhZlZC3A7MBq4AljJ3TcFVgLOJwTua8xsdJnqn9O5k/Ze4rkRg4dW+mVFRER66HPANrO1gH2BDuA77v5WcszdrwB+EXdPLqHYfYHxwJvAIe4+N5a3ADga+AuwLHBMX+uf1tnZucRzgxcveddgQJNu/YuISHWVI/LsBzQD/+fuL2Q5flHcbhXvSRdjatxeEYN0F3fvBP4n7i7Z/O2DeXMXL/HcVVe8Vs6XEBER6ZVyBOwt4/ahbAfd/R3gjbg7qVBhZjYA2CxfmcDDcbumma1SZD1FREQaVjkC9vi4fTXPOa/H7TpFlDcWSG4S5yrzLSBpDhdTZkFvPP08H73yVuETRUREaqAc07qWj9sP85zzcdyOKaG8nGW6+2Iz+xQYVWSZBQ3e+07GlqMgERGRCihHwG6N23w5POdmnFtMeWUr08yez3Fo3TfffJMpU6awaPFHWU9Y/MIwBg4Z3OO5vfa6kKamQq8q0theeeWVW919l1rXQ0SCcgTsxRTftb7kMOzs5ZWimDJz6ViwYMGcV155ZVDcX7IL/t1P+lC8lMFacZvvlouISL9XjoA9GxhJmBudS3JPur3I8hJDyN3KLrpMd18/3/GkBV7oPKk+/WxERIJyDDpL+pLzJTFJ7jN/UEJ5OcuMiVVGlFCmiIhIQytHwE5yeq+e55zk2EuFCnP3d4FPC5S5CmHud1FlioiINLpyBOxH43bLbAfNbByQJEx5pMgy/5avTOArcftGDPAiIiL9WjkC9nVxOzku2JHp8Lh9wN1fL7LMa+P2QDMblOV4UuaMIssTERFpaH0O2O7+MnAVoYv6RjNLEqlgZvsCP467p2Vea2Zrmdm6ZrZSxqErCaOC1wSuMrNl4vmDzOxcYCKh2/y8vtZfRESkETRlW/CiVHHVrPuADQnTsp4ljBxfLZ5ygrv/PMt1r8dzLnf3qRnHNgXuIQwumw38gxDARwELgJ3c/b4+V15ERKQBlGXZKXf/mHC/+RTCILAJhBHeDwC7ZwvWRZT5GLAx8Fvgk/i4A7gB2FzBWkREliZlaWGLiIhIZWlhZxERkQaggC0iItIAFLBFREQagAK2iIhIA1DAFhERaQDlWK2rrphZK3Ac8G1gDeBz4HHgHHe/q5dlrgqcBOwELA98CNwLnOHuL+a7VrrFNLXHEr6PyRz914Dbgf9y96IXcokZ8GYDA/Oc9qm7L9vL6oqI1JV+Na3LzNoIgXRzYCHwHGE+eJLL/GR3P6XEMg14OJbzKfAy3Qlc5gHfdPe7y/IG+jEz2xq4FViWkFznFUJ2vDXi9n1gR3d/psjyNgaeIiyv+mSO0z5396/1seoiInWhvwXsGcABhH/ku7j7W/H5/YBLCT0K27v7n4osr4WwGtl44ArgMHefG1t3/wUcSUjqMj4mj5EszGxZQkKd5YA/AAe5+3vx2JrA74CtCK3t9dw91xro6TL3By4H/qCgLCJLg35zD9vM1gL2JWRD+04SrAHc/QrgF3H35BKK3ZcQrN8EDnH3ubG8BcDRwF8ILcZj+lr/fm4qIVi/C+yVBGsAd/8nsBswi9Da3qPIMjeO22fLV00RkfrVbwI2sB+ha/X/3P2FLMcvitut4j3pYkyN2ytikO7i7p3A/8TdvUus69Jmm7i93d0/zzzo7h/SvfTqpkWWmQTs5/pYNxGRhtCfAnaydvZD2Q66+zvAG3F3UqHCzGwAsFm+Mgn3tgHWNLNViqzn0ug0YH/CbYlcmuK2ucgy1cIWkaVKfxolnizr+Wqec14njE5ep4jyxgJDC5T5FmEAVXMs860c5y3V4kIuj+U6bmZjgMlx9/lC5ZnZysAYwvf+czM7gTDQsJVwH/zG3s4IEBGpV/0pYC8ftx/mOScZGDamhPJylunui83sU8KI8WLKlOx+TQi27YTV2ApJWtedhBb2kIzjh5jZHcDe2brgRUQaUX/qEm+N23wjjOdmnFtMeeUsUzKY2YnAPnH31CLnYicBuwW4DfgyoTdkReAIwtz7KcDvy1tbEZHa6U8t7MUU/wGkmLlsi0t8/f4zP65KzOyndI/avwX4ZZGXPgNcCLzv7qemnp8H/LeZPQM8CHzNzL6m7nER6Q/6U8CeDYxkye7RtOSedHuR5SWGkLuVXUqZQtf89guAQ+NTdwPfjiPvC3L3O4E78xx/yMz+BGxPmDKmgC0iDa8/dYl/FLej85yT3Gcuptv1o9TjrGXGwDOihDKXemY2nBBsk2D9e0KSm4LJUkqUZD9bo8zliojURH8K2ElO79XznJMce6lQYe7+LiEVab4yV6F7GlLBMpd2MZf4w4SWL8BZhIFhC3JflbOs5viBKZfkd3thqWWLiNSj/hSwH43bLbMdjMEiSZjySLZzsvhbvjKBr8TtGzHASw5xKtb9wAaE8QHfdffjiu0GzyjrdUIgPjrPaV+M22xJdEREGk5/CtjXxe3kuGBHpsPj9gF3f73IMq+N2wNj/vBcZc4osrylUvze3QqsBSwA9nT3i/JfldcLhEQr+2ZrZZvZZnRnV7umD68jIlI3+k3AdveXgasIXdQ3mlmSSAUz2xf4cdw9LfNaM1vLzNY1s5UyDl1JSJqyJnCVmS0Tzx9kZucCEwnd5ueV+/30Mz8GvhQfH+HuNxVzkZmtGn8umalkzySMyt8E+E28L55cM5kw4rwJuNLd/97XyouI1IP+tlrXaOA+YENCt+uzhJHjydrLJ7j7z7Nc93o853J3n5pxbFPgHsLgstnAP+heXnMBsJO731f+d9M/xNb1+4SfwyK6b13kcmfyMzKz+wlpZB9w98kZ5R4NTCd8QJsLOOFnlAwyuxPYvQKD2UREaqLftLAB4hKXWwKnEAaBTSCM8H6A8M97iWBdRJmPERJ1/JawlObGhBXBbgA2V7AuaENCsIYwjXCrAl/FpI3F3c8l/KyvBmYC6xMC9p8JC8F8Q8FaRPqTftXCFhER6a/6VQtbRESkv1LAFhERaQAK2CIiIg1AAVtERKQBKGCLiIg0AAVsERGRBqCALSIi0gAUsEVERBqAAraIiEgDUMAWERFpAArYIiIiDUABW0REpAEoYEufmdkZZjYvWYPczGaYWWdcHrOY6zvj19Q+1mM/M+swsx37Uo6ISD1SwJY+MbOJwHHAue7+So2rcyXwN2CGmY0sdLKISCNRwJZeM7MW4CLCOuElrzVebu7eCfwQWBH4RY2rIyJSVgrY0heHAOsD57j7J7WuDIC7PwT8GTjEzNavdX1ERMpFAVt6xcwGAicCi4Hf1rg6mS4i/G6fVOuKiIiUS0utKyANa3dgLPBHd3+33IWb2QzggGLOdfemjKduAT4DvmVmY939nTJXT0Sk6tTClt76f3F7R4XKfwl4OM/X4njem5kXuvsCQrd4C7BHheonIlJVamFLycysGdgm7j5Uiddw95+TYyCbmZ0AbAXMBnbOUcRDwDeB7YFfV6KOIiLVpIAtvbEJMALoAF7Ic94kM+ss5wub2d7Az+Jr7+3uz+Q49dlUHZrdfXGO80REGoICtvTGGnH7jrvPy3PeZ3QHzny2KuZF45zvy4Am4Ifufnue0z1uhwHLAe8X8xoiIvVKAVt6Y/m4LTSV60l3n1yosGJa4Wa2NnAzMBj4jbtPL3BJum7Lo4AtIg1Og86kN5IsYu3VeDEzGwPcBYwG7gO+V8Rlc1KPlfVMRBqeArb0RtINvmylX8jMhhCmaa0FvAzs4e4Li7g0HaTnVqJuIiLVpIAtvZF0L4+p5IuYWRNwOfAVYBbwDXefWeTl6br9q9x1ExGpNgVs6Y1kQNdIM2ut4OucAewFLAL2dPeXSrh2XNy2k2WutohIo1HAlt54inCPeACwRSVewMymAT8GOoGD3f3eCXgIEQAAAW5JREFUEotIRp4/EhcFERFpaBolLiVz94Vmdi+wCzCRkFWsbMxsBeC/4+7HhBSj+wFDCFO6Mp3u7ndlPDcxbu8sZ91ERGpFAVt66wpCwP4acGqZyx5K9+/mGGDXAuevkN4xs+GE+96LgKvLXDcRkZpo6uxUb6GULqYn/QcwHtjA3Z+vcZW6mNn3gAuAy9z9oFrXR0SkHHQPW3olpvo8Pe5Oq2VdsphGWBzk9EIniog0CgVs6YsrCa3sA2Nyk5ozs+2ALxBa16/Wuj4iIuWigC295u6LgKlAG/DT2tYGzGwA8CvgbeBHNa6OiEhZKWBLn7j7o8AvgMNivu9aOgDYCDjQ3QvlORcRaSgadCYiItIA1MIWERFpAArYIiIiDUABW0REpAEoYIuIiDQABWwREZEGoIAtIiLSABSwRUREGoACtoiISANQwBYREWkACtgiIiINQAFbRESkAShgi4iINAAFbBERkQaggC0iItIA/j94+mowyBwocAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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59id0XfUHTjezMYQf/WmElubeNCf/WEDIXpQ+4CZVzyExT/bDQH3MgHQr4Si8CvhlTKRyGyF4rUBoge5JSFSS0t/MqjJd3KCA/mxmmxK6tmcRUoNOpPnc4FHunj5S90xCF+63CXO0X47pQF8hdO9uRegKT7UaJ7p78jO8meY832fENK8PEbLMjSAM0NqFJQfs5GrJZ3IMYST+MOBXZnaTu+c7QK4QziUk9hgAnBsPYG4izG0fQPgh/zXhHH0jcFon1q2S1APHm9lahP/HzwnTH48jfFcAzsmWiCiL5HfxyJhJsRp4yt2b3P3vZnYJobdtJOH6AX8kpBqFkCv/CJp7oG7PcIGTU4Afxf1PidnTriCMCl+bkIp3FKElXooeoC6vu7ewR44aNWpHwtFsp/7dcccdv62uXjxg+VfA88svv/yLqfW77LLL4itlPfXUU59mKyfXdu4+9Y477ui/wgqLZxdtTfiBfYbQrbkbUDVgwAAuv/zyXu7+XHr5l1566b6J9+sM4PkNN9zw9Vj+S4cffngqAFURrnB1Tyz/NuBnQM8xY8awxx6L0y73evDBBxsL+V6eeeaZqSt1sffee1NXV1cVn/sBwojv84BhNTU1TJo0CXf/a3oZ7j73mWee+fYmmyw+xbcGoUXxL0KylCOBvtXV1Rx++OG4+5/S9r/zJz/5SWrfnoQfvwcIaT6vJxwYVe266658//shH0XPnj1Xmzt37uIyHn300cUJJ37yk58clKGOM/7whz+kDjp6jBw58p8LFizI+31qz3cqKY5t2JVwfrMq3r8pvkcPEFqNQwkBaT93fzxTOcLhhNz2OxPSAj9DSNc7Iq7/I80Z9fL1PM1zx8cS8hE8mSgTwu/M+YTPeRDwW+Dx+HcuS54u2ps0MRPad2ke/7EjcGes/+WEYH0fIfWpFEFRA7aZHWRmTWbWrgs+mNkQMzvfzN41swVm9j8zm2JmrQ6cKHejR4/mkksuYf3116e2tpY+ffpQU1PD3LmFvSrh6NGjuf/++zn55JPZbLPNGDp0KD179qSuro611lqLQw45hPvvv5/vfve7GfffcsstOeussxg9ejR9+/altraW+fObe98OPvhgrrrqKr73ve8xdOhQampq6Nu3LyuttBLbbLMNl112GZdddhnbbbfd4n3uv//+TE9VEBtssAF33XUXu+22G8OGDaN3796sssoq7LXXXtx7770kgmoLgwYN4uqrr+aSSy5h2223Zfnll6d379707t2bESNG8JOf/ITbb7+dgw9u0eMOwKRJkzj//PPZbLPNGDhwINXV1dTW1rLqqqvyox/9iOuuu44zzzyTLbfcEoCFCxfy8MNtu8rmDjvswOabh1OQ77zzDhdffHGb9u8od/874WBmEuGHeiZhKt0MQlKaM4A13P3qrIXIu4TzvH8iDF5cQMgEeCshB/3hbe2Bil3WWxEOAGbEMj+iOWER7t7g7kcQEvhcSpheOJsww+NjwkH29u6+m2e5PGqcbbIxoffuacIo9jmEZC+HEYJ4Q1vqLvmramoqTs9kTFv4KCH93wGZcs+2sv8yhC/ESMIR+5uEEbbLEL4QB7p7h86XmNnro0aNWvPee1u9RLKUsSlTpnDccccBcN5557H99tuXuEZdRimutiUiWRSlhW3houoPkjtXb2tuIgTrh4Hh7v4dQpfNRMK5mUtjVikREZEur6AB28z6WLjm6iO0I8VlopyxhFy6s4G94jxP3L3R3c8iXPGoJ+Ga0CIiIl1ewUaJm9ko4O+EcyYNwImEC6mvnGu/LCbE2zuzpDa8lDCf9Udm1jfb+RYpX1988QVfftnxrJWjR6uTpZyZ2WDCxVY66o0S5iYXKQuFnNY1nBCsnyFkenrBzA5oZ1mbxtunsqx/jjDQpY4wHSF97rCUuRtvvJGLLrqo9Q1b4d7RCxlJke0EXNXqVq1bhdxX4RLp8goZsD8ijDDMde3mVsUMQKlsW+9k2sbdF5rZx4TW++ooYOetqbGJpq9K3yHRNLcw1wdYMO1DFk1vTpW86IvpLJiWK5V4+WtoaODzb+a0vmGRrbxuZ1yrRUTyVbCA7e5vA28XoKhBNNcr15WjphMCdnsvHdctNX01l88379ypQJnsAexR3a7ZfkuYse2NfBd4IlXW2f9jxtk3drjcUit2Ori8vNHxgO3uk0lklROR9ivHTGe1ifvzsm7VfGnD2hzbAGH6VpZVI/OtlIiISCmVY8Bu66T7Ul+7VkSkXcxsBPBeltVNhMQ0HxCy7Z3v7m26Xn05MLMJhHEMH7v78MTyxwmzgU539xNLU7vczGwyMB54wt3HlrY25RmwZyfu57raT+qawvU5tgHA3TP27cWW95r5V01EpGheI+S+T6khnCL8FiEz2gFm9j13f7UUlZPSK9eAPZ9wGm9Iju1S567TL+IgbTT07v3oMahv6xt2gkXfTGfa8UseXw0/4Umq63J9FbqWT7/6misve2uJZTv8dHmG9df1FLq4X2XKv25mQwhX8doeuNXMRrt7sS/P2xl+Rjil2fH5nd1E2QVsd280MwfWYcnE9YuZWU+aE9VP7aSqdVk9BvWlx+BWhwJ0ih41c2jqueQI6Z7DV6Cm/9IlqlHn61E3g7m9luwlXXb0KFYcOrhENZJScvfpZjaekO97dcJFfB4oba06zt0/KHUdKk25Xq3r2Xi7aZb1GxEONuYRks6LiHRZ7j6d0GUOoYtcuqGya2FHNxOypP3YzI5x9xlp638Rb29SljMR6SZS15X/Jn2FmdUQrj2/B+Ga7kMIyaU+IWSgPM/dW/RGmtkPgUOATQjny2cRDgxuBq7IlF3OzPoTrnu+K+GSmj0IVyCbQhgY91U+LybToLPEILz/AcsB+wEH0jzW6DXgMmBypiuaFapu5aqkAdvMViKcw6hP6x55lHClrs2AO8xsd3f/X0yqchThWq0LgbM6u84ikr/hV02sBrpKX/6Mj/b9fUkuHWlmIwkt60bSusPNrC9wL7BlXPQ+8Crhyoarxb9xZraFu7+U2O8wwiU+IQT2lwljg8bEv93NbCt3b0jsswZhxPoIwoyedwhTbNcCTgbGm9k27v7fDr7kKsJ5+30I11+fSkiotUn8M9KuGd6JdSuZUneJ/41w2cy/JRfGI6efEbKnbQFMM7N/E87hnEWY7rCvu7/ZudUVkXwNv2ri7oRA8HkX+fskvqZOYWbVZjbEzHYE7iP8Xp/p7tPSNj2WEKy/BDZy91XcfUN3X4lw+vBTQhrn4xNlD6S5wbOnu68Q91kF+CEh0I0Fdk/sUwfcTQiIdwIrubu5+3qEtNT3EpJZ3RUPIjpiGLAXobU81N03ILS4r43rjzSzxQNbOrluJVOuXeK4+7tmtj7hilw7AWsTpnA9AJzt7o+Vsn7loq2pRhumt0x5ueib6fSoKX0qTICG2d1nwGhjUyMz57eclThzfpc5y3M5MKDUlSigYYTXdEuRyn/MzHKtPws4KcPyrQgt79+6+/PJFe7+vJldAkwi/IamGGHa7EzCpYyT+zxkZmcSBv4mu8T3J3Qzvwjslmx5u/tnZrY7oQG2GuECTpfkejF5+LO7X5B4jnlm9htCD2sN4WDk3hLVrSSKGrDdfUQr68e2sv5L4PD4JxkUItXotOPXajEyW4pv5vx61r3htBbLey+qYTc2KUGNpMTS52FXA0sRAlFv4Aigzsx+kxaQNo8zZ7IlkUodFSangrxHOMc9CJhsZue5+yuJMn+XoZxd4u2NyedP7DPXzG4FjgR2pONB8e4MzzHdzL4gHDwNLGHdSqJsW9giUvEOAC4i/Lh2BZ8Dhxax/GzzsHsRWoUXxeevBn6Z3CZeEGmQmW1CmPq1arxdn3AuGxKnQN39czM7i9CD+TPgZ2b2GWH80EPAfRkubZwanX6Ame2c5TUsG2/XaPXVtu7jLMtTXVDJ+NXZdSsJBWwRKYqP9v39LcOvmjgFDTrrkDhS+zIzWw44FTjQzM509w8BzGwpwuCxcTSPJIfQnf0iYerrNhnKPdHMXiAcBHyXEND2jn+LzOxGwqWSU63+1OmN1EC2XAa2sj4frV3/vCpxv7PrVhIK2CJSNDHAVVz+6zJ1JyFgVxNazh8mlm9JaHleCDwDvA68FVveB5AhYAO4++3A7XE61BjCQLPtCK3QcYRAuFPcfE58vKO731Pg19ZR5Vy3glHA7oJypRrNlPpzxbOeKetMYtX9uk9a0sd2OYI+i2q48I1/LrF8QO+KHdgqhZNMR1oFELvAU9O5ts8yGHd4+oI4Uno1oMrdX3H3rwnnjO8mjMCeCJwJ7GhmA2Ir2wkDvdYCMgZFM1uNEDindfKFSsq5bgWjgN0F9RjUl6qBfWiYPb3Fuqaes1sMMKvpv3RZB+zuZHCfWnov6tlieY+qUs/AlDKwfbxtAl6I91dJrH+BNGZWS0ioAkv+3h8I/BF4zczWyZCE5GFCwIbQoocQzDcC9jezC9KTVsXkLXcCowlTdcfn+boKoZzrVjD6FeiiGmZP593Dlm3xN+14ZTUUqSRmVmVmuxIGiAHc6u4fxfvJJCAnx9Hiqf3WJCQSSZ3TTY4Sv5lwjvhbwPlxHnNqv6HA6fHhs4lMkxcT5nSPIsxnXimxz9KxzNGx3HPb+XLbq5zrVjBqYYsUWWNjE/X1LcfP1M9bQO9FS/4L1s9ewKIGXeK9m7rQzGalLetJSAaSGmn/As2pmXH3l8zsZkJK0iOBCWb2HiE1aar1/TDwA2ApM+vv7l+7+6dmth8hEcmvgZ+b2TuEmDCSMEf7S+DnieeaaWY7EVqzWwHvmdkbhK56I0w9W0RIxNKplwAt57oVkgK2SJHV1y9g0kkPZ1yXPt86/dy1dCuZur/mEQbt3QPcBlzr7ovSttkLeIQwjW4UsG7c527gL+5+r5lNA1YizEG+DsDdrzOzjwijxDch5OueD7wVn++89Kld7v5vM/sWcBhhMFpqjvinwOPAH9z9Px14D9qtnOtWKFVNTd33aN7MXh81atSa9957b+sbl6nGGfUtEqcMe+oQGmvm8O5hy2bZa0mrXvCZzmEX0ezZ87MG7Hyd/Lsf0K9f7wLVKG9VrW8iIp1FLewKkS0FaePM/NNYrnzGa1T3G9pieXcahS0iUqkUsCtEIVKQVvcbqpa0iEiFUsAWKYEjJ45hQfVCxt5+3hLLH9/lCAb1qWuxfW1tr86qmoiUKQVskRKoq+tFTU0V82uWHD9U268X/fp0+rlqEakAmoctIiJSAdTCLjNtGVyWLQVp1cC+MFuXyxQR6UoUsMtMWwaX9RjUlx6Da1vfUEREKp66xEVERCqAAraIiEgFUMAWERGpADqHXQFyDi4TEZFuQQG7AmhwmYiIqEtcRESkAihgi4iIVAAFbBERkQqggC0iIlIBFLBFREQqgAK2iEiZMbODzKzJzPZv436HxP0mtOM5a+K+TWY2Lo/t94/bLmptWykMTeuqcE2NjTTMnt5iecPsL0tQGxHpKDPbEDinHfttDJxV+BpJuVDArnANs6fz7mHLlroaIlIAZjYWmAIs1cb9vg/cBtQVoVpSJhSwRURKzMz6ABOBE4HqNuzXFzg+/ukUZxenD1hEpITMbBQwFTglLjoRmJbHfhb3OxFoBI4DPi5SNaUMqIVdIk2NTTR9NbfF8saZLZeJSJc2HFgReAY41N1fMLMD8thvxbjvP+N+L5nZoUWsZ6vMrAZYmOfmf3X3Ng2q6+4UsEuk6au5fL75xUUpe+UzXqO639AWy6v7DSnK84lkM3VCdTUwuNT1KJAZq09uaChCuR8B27v7fW3c7wNgW3d/oAh1aq8m4Okc64cCFu+32osgS1LArhBtGQ1e3W8oNf2X7oxqiWQ1dUL17sBFwLBS16VAPp86ofrQ1Sc33FLIQt39beDtduw3ldAlXjbcvQHYPNM6M1sKeCo+fAg4o7Pq1VUoYFcIjQYvf42NTdTXL2ixfM6clsu6icuBAaWuRAENI7ymggbsMnWNmV1TqMJiV/ktwDrAm8AeMbhLGyhgixRIff0CJp30cKmrIVIIU4EvWtlmGWBUnuVdDPwQmA7s4O6zOlC3bksBu4wMvXs/egzq22J51cC+MHtOCWok0iEH0MW6xIGSDurqRBRafgQAACAASURBVL9z92tzbRCzsF3eWkFmdixwILAA2NXd3y1MFbsfBewy0mNQX3oMri11NUQKYvXJDbdMnVA9BQ0667bMbHfgzPjwIHd/spT1qXQK2BVMo8Gl3MUA11rXqnRBZrYp8DegCjjL3SeXtkaVTwG7RJoaG1ssW/TNdHrUZO761mjwynTkxDHU1fVqsby2thfzF+Q7XVWkspjZSOAuoA9wByGpi3SQAnaJNMyZ2WLZtOPXoqmnzlV3JXV1vejXr3epqyHSacxsMHAfYc71y8A4d28qba26BqUmFRGRgjCz3oQW9erA+8B27q5WSIGohd0JMqUhbfxqXolqIyJSNL8Gtoj3vwQuN7M6oGeGbRe5+9jOqlhXoIDdCYqZhlQ6nxKkiGTVP3H/O61sqxH3baSAXUaGn/AkPYevkPf2Gg1eGkqQIsXm7iPaud/wDjznIsKI7ny3vwK4Im3ZiYSrh0kRKGCXkeq6IRr13QU1NjUyc359i+Uz5rVcJiKSjQK2SJHNnF/PujecVupqiEiFU8AukYE3/IgPz95giWVDBowvUW1ERKTcKWCXSI+BfVrMua7qkffpIykzSpAiIsWmgC1SAEqQIiLFpoAtUgKP7XIEg/u0vNDLoN66+IuIZKaALVICg/vUMqRPv1JXQ0QqiFKTioiIVAAFbBERkQqggC0iIlIBFLBFREQqgAK2iIhIBVDAFhERqQCa1lVAma57DdA4s+UyERGRtlDALiBd91pERIpFXeIiIiIVQC1sEZESMbMRwHtZVjcBM4EPgPuB8939i06qWsGY2QTgKuBjdx+eWP44MAY43d1PLE3tcjOzycB44Al3H5vvumJRwC6RhjnTS12FbqmxsYn6+gUdKmPOnI7tL5LFa8CsxOMaYBDwLWA94AAz+567v1qKyknpKWAX2dC796Oxpp5px6+1xPKvzzoOdDXNTldfv4BJJz1c6mqIZPIrd388faGZDQGuBrYHbjWz0e7e2NmVK4KfAbXAl6WuSKVQwC6yHoP6Qk1ji2tfi4jkw92nm9l44GNgdWBr4IHS1qrj3P2DUteh0mjQmYhImXP36YQucwhd5NINqYUtIlIZesbbb9JXmFkNsCewB/BtYAiwCPgE+DtwnrtPzbDfD4FDgE0I58tnEQ4MbgaucPcWAzbMrD/wa2BXYBSh4fcuMIUwMO6rfF5MpkFniUF4/wOWA/YDDgTWjLu9BlwGTHb3pmLVrVwpYJfIyme8RnW/oUssq+43pES16d6OnDiGurpeHSqjtrZj+3dVxxx+TzUwuNT1KJAZZ5+/Q0MpntjMRhJa1o2kdYebWV/gXmDLuOh94FVgGWC1+DfOzLZw95cS+x0G/Ck+/AR4GRhKCKJjgN3NbCt3b0jsswZhxPoIoAF4B5gLrAWcDIw3s23c/b8dfMlVhPP2+wBfAVOBVQkHFpsABkxMex86q24lo4BdItX9hlLTf+lSV0OAurpe9OvXu8PlNDY1MnN+fYvlM+a1XNYdHHP4PbsDFwHDSl2XAvn8mMPvOfTs83e4pTOezMyqgYHA/wHnElqLp7v7tLRNjyUE6y+B7dz9+UQZGwJ3ElqrxwO7x+UDgbPiZnu6+42JfbYG7gDGxu1vjMvrgLsJAfFO4Jfu/klctyxwBWFg3F1mtq67dyTF4zBgL0Jr+WJ3bzCzPsDlwDjgSDP7Q2qaWyfXrWQUsEUKZOb8eta94bRSV6OcXA4MKHUlCmgY4TUVK2A/Zma51p8FnJRh+VaElvdvk8EawN2fN7NLgEnA2olVBvQhzPO+KW2fh8zsTGAdINklvj+hm/lFYLdky9vdPzOz3YE3CS36CcAluV5MHv7s7hcknmOemf0G2JsQuzYi9CyUom4loUFnIiLl4TXg6cTfM8DrwPy4/gjggtjyXszdNycE30uzlJvq4qlNLHuPcI57EDDZzNZNK/N37r67u09JLN4l3t6YDIiJfeYCt8aHO2Z7kW1wd4bnmA6kkscMLGHdSkItbOmSsiVIUdKTTnUAXaxLHDi0iOVnm4fdi9AqvCg+fzXwy+Q27r7QzAaZ2SaEqV+rxtv1CeeyIdFAc/fPzews4ATCfOifmdlnwKPAQ8B97p4+Pzo1Ov0AM9s5y2tYNt6u0eqrbd3HWZanurOT8auz61YSCtjSJSlBSumdff4Otxxz+D1T0KCzDokjtS8zs+WAU4EDzexMd/8QwMyWIgweG0fzSHII3dkvAi8B22Qo90Qze4FwEPBdQkDbO/4tMrMbgUPdPZV9LXV6IzWQLZeBrazPR2tH18nUU51dt5JQwBYposd2OYLBfWpbLB/Uu+WyrigGuIrLf12m7iQE7GpCy/nDxPItCS3PC2nuSn8rtrwPIEPABnD324Hb43SoMYSBZtsRWqHjCIFwp7j5nPh4R3e/p8CvraPKuW4Fo4AtUkSD+9QypE+/UldDuoZkOtIqgNgFnprOtb27P5Zhv+HpC+JUsNWAKnd/xd2/JpwzvpswAnsicCawo5kNiK1sJwz0WgvIGBTNbDVC4JzWyRcqKee6FYwGnYmIVIbt420T8EK8v0pi/QukMbNaQkIVWLKBdiDwCnCtmWW6qkHyfFJqkFtqENj+MeCnP1cNobX/PGEaWmcq57oVjFrY0m1kS5CipCdSzmJA3YUwQAzgVnf/KN5PJgE52cyOc/eFcb81CdOXUud0k+dhbgbOJgzWOt/MTnD3OXG/ocDpcbtn3X1GvH8xYbDbKMJ85p+n8oGb2dLAX4DRhHPPnR0Uy7luBaOALd1GoRKkiBTJhWY2K21ZT0IykNRI+xeAX6RWuvtLZnYzISXpkcAEM3uPkJo01fp+GPgBsJSZ9Xf3r939UzPbD7iWkJzk52b2DiEmjCRME/sS+HniuWaa2U6E1uxWwHtm9gahq96A3oSpYnt29iVAy7luhaQucRGR8vAtYLO0v3UI87DvAfYFNolzkZP2InRxP0/4TV+XEKDuBnZw962B1JWxFs9BdvfrCIPMbiWk/1wTWBl4i3D+erS7v558Inf/d6znJOA/hIOJ0YTc338DNkibu91pyrluhVLV1NQif3q3YWavjxo1as1777239Y3z0Dijns83v3iJZcOeOoTGmjm8e9iySyxf9YLPlJq0iGbPnt9iWtfJv/tBUVvY0+fNbpHp7JU9T6zkQWe6YrtIGSlYl3gc3HAM8FNCV8w3hO6bP7r7/e0obwQhG08ur7j7em0tu1iaGlteU37RN9Np6jm7BLWRYlHOcBEphYIE7Jh4/VFgY2AhIcXeEMKF1rc2s1Pd/bdtLDaVKm8GIQdsJm+1o7pF0zBnZotl045fi6aec0pQGykW5QwXkVIoVAv7YkKwfhnYKZGBZx/gSuBUM3va3R9pQ5mpgH2zu/8i55YiIiJdXIcHncXrtI4jjMbbOxWsAdz9GuD38eGpbSw6FbArdkSfiIhIoRRilPg+hIn1/3L3NzKsT11BZjMzW6kN5aYC9msdqZyIiEhXUIgu8U3j7VOZVrr7x2Y2jTBdYAxwTWsFmlk/wtVmoMJb2MNPeJKew1dosby635AS1EaKpbvnDBeR4itEwB4Vb9/Jsc37hIC9ep5lrkOYUvIJsLSZHUVIdl8DTAVucPen21XbTlZdN0TTt7oB5QwXkWIrRMBOZeDJlUw9NdF/aJ5lprrDBwFv0JzLFkLGnkPM7Erg4FQavlzM7PUsq0bmWR8REZGSKsQ57FSf37wc26QuOJ5v/2AqYPcBLidcgaU3oZV+ImHq2H6Ea8CKiIh0eYVoYTeQf+DPN63aP2KZL7n7JYnlHwCnm9n7hBy4B5vZxenp89K5+1qZlseW95p51klERKRkChGwZxO6rvvk2CZ1ubO8UkHFHLfX5VpvZqcQrkKzM+Fi7dINNTY2UV+/oMXyOXNaLhMRqWSFCNhfEgJ2rmHPqXPXnxfg+VJeIgTsVVrbsNCaGpto+mpui+WNX+U6KyDFUF+/oEXO8EJRClIRKSeFCNhvEgLniBzbpNZNzbdQM+sJNLp7Q5ZNUt3wrQ46K7Smr+a2uMiHdD1KQSoi5aQQg86ejbebZlppZsOBVMKUf7ZWmJkNMrMZhAuN75xj0/XjbaZkLSIiIl1KIQL2LfF2rJlZhvUHx9sn3P391gpz95nAZ/HhhEzbmNmPCVOyFgAVfX1TERGRfHS4S9zd3zKz6wkXUZ9iZju7+9sAZjYOODZu2qJvMeYh7wnMcvdPE6vOJFxwfEczOxM41d3nx31+DFwVtzvb3T/p6GuQruXIiWOoq+vVYnltbctlIiKVolBX6zoMWDv+/dfMXiUMRFs5rj8hy5W6Ho3bXE2iNe3u15jZOsBRwERCopS3gGWAVJ7PK4BTClT/Dht693401tQz7fglZ5ANGTC+RDXqvurqetGvX++ilK0UpCJSKgUJ2O4+3cw2BY4G9gBGEwaDPQFc4O5t7rZ296PN7EHgUML58XUI18a+B7jU3e8tRN0LpcegvlDT2OLa11U9qkpUIykGpSCVYjCz1QiNkx8AyxJ+654BLnb3rNMgzGwIIZnUzsBwYCbwNKH38Zk21mEs8Fh8uEprpzDNbDIwnnC6c2xbnkvap1AtbNx9DuESmqe2YZ8Rrax/BGjLNbRFRCqKmf0QuJ2Qr6KeMJB2aUIQ3tnMznX3ozPstwwhOI+M+/2HELR3AXYyswPd/crOeRXSGQox6ExERNrBzIYCNxCC9Y3A8u6+nruvAOxNyCR5lJntlmH3mwjB+mFguLt/B1ie0FKvBi41s9Gd8DKkkyhgi4iUzv6E8T7vAxPcfVZqhbtfT7iWAjTPtgEWd1+PIWSa3CvOrsHdG939LELq5p7ACUWuv3QiBWwRkdJ5j9DC/nNqJkya/8TbldOWT4i3d7r7lxn2uzTe/sjM+mZYLxWoYOewRUSkbdz9JkLXdjbfibdvpS1PJap6Kst+zwGLgLpYxj/aW8e2SBu41pp93X1y8WrT9Shgi5A5b7hyhnfcZ2ueUw0MLnU9CmTGsm8cnS1VckGZ2UDg18C+hMB7VmJdD2DV+PCdTPu7+0Iz+5jQMl+dTgrYwCzCQLhsVgWWi/c/KH51uhYFbBGUN7wYPlvznN2Bi4Bhpa5LgXz+2ZrnHLrsG0ff0vqm7RMHl/0WGAX0Bj4EfuHuTyY2G0Tzb/cXOYqbTgjYQ3NsU1Du/hKweaZ1ZrYmzempJ7n73zurXl2FAraIFMvlwIBSV6KAhhFeU9ECNrARkMy+NAjYwcyedPdv4rJklp5clwhMXVKwPVl93sucabp94hS0+wjfh5tpw/RfaaaALSJSPi4EJgH9ga2BcwgjxL9jZpu6+yLCVK+2aGpHPf4NZBoEl7QaefSemFktcDehtf8cMN7d21Onbk8BW0SK5QC6WJc4IfNi0bj7R/HuHOBqM3sGeJkwcGwcMJkwlSulT47iUqPD2zMYY/c2ZDrLtU0P4HpgQ0L3/s7unqtXQHJQwBbJIlPecOUMz9+ybxx9y2drnjMFDTprN3d3M5tCuLjSWJoD9nzCOe4hOXZPnbv+vIhVbM15hIxtc4Cd3P2zVraXHBSwpSI0NjZRX7+gxfI5c1ouKxTlDe+4GOByDYzq1sxsMLAKMC3LfGqAafF2WQjJUczMCddXGJGl3J6ErGcAUwtW4TYws18RRro3Anu7+8ulqEdXooAtFaG+fgGTTsp6DQSRSvU8YarTscDZWbZJJU35OLHsWULA3hT4a4Z9NiL8vs8DXipITdvAzHYE/hgfTnT3Ozu7Dl2RMp2JiJTOQ/F2/9gqXoKZjSBczAPCwK2Um+Ptj2MrPd0v4u1N7j43w/qiMbMNCNnbegBXufs5nfn8XZkCtohI6ZxDmH61GnB9vBgIAGa2PvAgYfDYk0CylfooIUHJAOCOOG0KM+thZscQLhyykETClc5gZisRDizqCHU/qDOfv6tTl7iISIm4+7tmtgchPemPgR3j+ek+hAxlEK6LvVtyKpS7N5nZz4AngC2AaWb2GrAC4Vx3EyH155ud92qAMCsglcmsCrgrTuuqzrDtS+7+q06rWReggN0OTY2NLZYt+mY6TT1nZ9haiuXIiWOoq+vVYnltbctlKZlSkILSkErpuPs9ZrYucDRh7vVowlSspwhX3brS3Rdm2O/d2Ao/AdgJWDvu9wBwtrvnm9O7kPon7m/dyraLilmRrkgBux0a5sxssWza8WvR1HNOCWrTfdXV9aJfv95t2kcpSKUcufvbtKP7OI4sPzz+dbQOjxNaxfluP4Hmq4allo3taD0kO53DFhERqQAK2CIiIhVAAVtERKQC6Bx2gQw/4Ul6Dl+hxfLqfrkyB0o5yJSCFJSGVETKiwJ2gVTXDaGm/9Klroa0g1KQikglUJe4iIhIBVDAFhERqQAK2CIiIhVAAVtERKQCKGCLiIhUAI0Sly5JOcNFpKtRwJYuSTnDRaSrUZe4iIhIBVDAFhERqQAK2CIiIhVA57Cl21DOcBGpZArY0m0oZ7iIVDJ1iYuIiFQABWwREZEKoIAtIiJSARSwRUREKoACtoiISAVQwBYREakACtgiIiIVQAFbRESkAihgi4iIVAAFbBERkQqggC0iIlIBFLBFREQqgAK2iIhIBVDAFhERqQC6vKbQ2NhEff2CUlcjpzlzyrt+IiLFpoAt1NcvYNJJD5e6GiIikoMCtlS0xqZGZs6vb7F8xryWy0REKpkCtlS0mfPrWfeG00pdDRGRotOgMxERkQqgFrZkdOTEMdTV9Sp1NXKqre3F/AULS10NEZFOoYAtGdXV9aJfv96lroaIiEQK2NLlPLbLEQzuU9ti+aDeLZeJiFQKBewcmhobaZg9vcXyhjktl0n5GNynliF9+pW6GiIiBaWAnUPD7Om8e9iyLZZXLaxjKU7Ku5xyT0yipCQiIuVPAbsTKDGJiIh0lKZ1iYiIVAAFbBERkQqggN1GK5/xGiuf8XqL5dV1g0pQGxER6S50DruNqvsNpceiuhbLq3q07din3BOT1NaWpm7ZcoNno5zhItJdKGDn0NTYRNXCJYNz48x5sKjjHRNKTJKZcoOLiGSmgJ1D06z5LPXSktO3Zmx7Y4lqIyIi3ZnOYYuIiFQABWwREZEKoC5xKXvZcoNno5zhItIVKWC30cAbfkSvFVdosbxqYN8S1KZ7UG5wEREF7DbrMbAPPQarBSciIp1L57BFREQqgAK2iIhIBVDAFhERqQA6h10h2pqys1Ip1aiISGYK2BVCKTtFRLo3dYmLiIhUALWw26GxsYn6+gV5bz9nTv7bioiIZKKA3Q719QuYdNLDpa6GiIh0IwrYFaytKTsrlVKNiogUMGCbWS1wDPBTYBXgG+AF4I/ufn87y1wJOBnYBhgGfAE8Cpzp7m8Wot6VTCk7RUS6j4IMOjOzOuDvwCnAqsDrwBxga+A+MzulHWUa8CLwc6Af8ArQB9gHeNHMfliIuouIiFSCQrWwLwY2Bl4GdnL3DwHMbB/gSuBUM3va3R/JpzAzqwHuAYYA1wAHuftcM+sF/AE4FLjRzEa5+/QCvYYOOXLiGOrqeuW9fW1t/tuKiIh0uIVtZiOBcUAjsHcqWAO4+zXA7+PDU9tQ7DhgFPABsL+7z43lLQAOA/4BDAQO72j9C6Wurhf9+vXO+69Hj6pSV1lERCpIIbrE9wGqgX+5+xsZ1l8abzeL56TzMSHeXhOD9GLu3gT8JT7cs411FRERqUiFCNibxtunMq1094+BafHhmNYKM7MewEa5ygSejrermtmKedZTRESkYhXiHPaoePtOjm3eB1YGVs+jvBWAvq2U+SHQQGjZrx4fd4pPv/qaeVUtzz/PnDeH+TULi/a8yrEtItK9FSJgD4u3X+TYJjUwbGgbystaprs3mNksYHCeZRbMlZe9xdxe77VYPvb285hfs6gzqyIiIt1IIQJ2KqvFvBzbzE3bNp/yClammb2eZdUaH3zwAdtvv33GlU0LF9LQMGuJZTP+1YumqpYDxqqfnUvfqqbWqlJQe9/8CtU9lA5eiuPtt9++y913KnU9RCQoRMBuIP9z4flEtIY2Pn9HomTjggUL5rz99tutdamPjLfvMCfzBlWzobPHfb/35Ted/Iwl1fwZiIh0Q4UI2LOBQYSkJtmkzknncyJ2duJ+H7K3svMu093XyuN5s0q10DtajrSfPgMR6e4K0Z/6ZbwdkmOb1Hnmz9tQXtYyY2KVAW0oU0REpKIVImCncnqPyLFNat3U1gpz90+A1InjbGWuSBghnleZIiIila4QAfvZeLtpppVmNhxIJUz5Z55lPperTOD/4u20GOBFRES6tEIE7Fvi7dh4wY50B8fbJ9z9/TzLvDne7hvzh2crc3Ke5YmIiFS0Dgdsd38LuJ7QRT3FzFKJVDCzccCx8eFp6fua2UgzW8PMlktbdS1hNPCqwPVmtlTcvpeZXQBsTug2v7Cj9RcREakEVU1NHZ87bGZDgMeAtQnTsl4ljBxfOW5ygrufkWG/9+M2V7v7hLR1GwIPEwaXzQb+Swjgg4EFwDbu/liHKy8iIlIBCpJ1I17iclPgt4RBYKMJI7yfAHbLFKzzKPN5YF3gr8BX8X4jcBuwsYK1iIh0JwVpYYuIiEhxKa+liIhIBVDAFhERqQAK2CIiIhVAAVtERKQCKGCLiIhUgEJcrauimFktcAzwU2AV4BvgBeCP7n5/O8tcCTgZ2AYYBnwBPAqc6e5v5tq3Oyr0Z2BmI4D3WtnsFXdfr61li4iUi241rcvM6giBdGNgIfAaYb54Ktf5qe7+2zaWacDTsZxZwFs0J3iZB/zI3R8syAvoAor0GewM3AHMoPliNOnecvd921VpEZEy0N0C9mRgPPAysJO7fxiX7wNcSehx+IG7P5JneTWEADEKuAY4yN3nxvznfwAOJSR9GRWTy3R7hf4M4r4nE5L2XOruvyh4pUVEykC3OYdtZiOBcYRsaXunAgWAu18D/D4+PLUNxY4jBOsPgP3dfW4sbwFwGPAPYCBweEfr3xUU6TOAkAUPQkpcEZEuqdsEbGAfwgVK/uXub2RYf2m83Syek87HhHh7TQzSi7l7E/CX+HDPNta1qyrGZwDNAfu1jlRORKScdaeAnbq29lOZVrr7x8C0+HBMa4WZWQ9go1xlEs5tA6xqZivmWc+urKCfAYCZ9SOMGQC1sEWkC+tOo8RTl/18J8c27xOuHrZ6HuWtAPRtpcwPCVcvq45lfphlu+6i0J8BwDpAFfAJsLSZHQWsT/huTwVucPenc+wvIlIRulPAHhZvv8ixTWpg2NA2lJe1THdvMLNZhBHj+ZTZ1RX6M4Dm7vBBwBuEg6OUHwCHmNmVwMHuvjDfioqIlJvu1CVeG2/n5dhmbtq2+ZRXyDK7ukJ/BtAcsPsAlwNrAb0JrfQTCVPH9gP+1KaaioiUme7Uwm4g/wOUfOa6NbTx+bvP/LnsCv0ZQBiJ3wN4yd0vSSz/ADjdzN4HrgUONrOL3f31PMsVESkr3SlgzyZ0m/bJsU3qnHR9nuWl9CF7q7EtZXZ1hf4McPfrgOtyrTezU4DVgJ0BBWwRqUjdqUv8y3g7JMc2qfOmn7ehvKxlxsQqA9pQZldX6M8gXy/F21UKWKaISKfqTgE7lbJyRI5tUuumtlaYu39CSEWaq8wVaR4E1WqZ3UBBP4MUM+tpZtU5Nkl9zzXoTEQqVncK2M/G200zrTSz4TTns/5nnmU+l6tM4P/i7bQY4Lu7gn4GZjbIzGYACwjd3dmsH28zJWsREakI3Slg3xJvx8YLdqQ7ON4+4e7v51nmzfF235g/PFuZk/Msr6sr6Gfg7jOBz+LDCZm2MbMfAyMJQX1KWyorIlJOuk3Adve3gOsJXdRTzCyVxAMzGwccGx+elr6vmY00szXMbLm0VdcSkoCsClxvZkvF7XuZ2QXA5oRu8wsL/XoqUZE+gzPj7Y5mdqaZ9U7s82PgqvjwbPVyiEgl625X6xoCPAasTZhi9Cph1PLKcZMT3P2MDPu9H7e52t0npK3bEHiYMLhsNvBfmi+vuQDYxt0fK/yrqUxF+gzOAY6KD78hXOJ0GUI2OoArCFdSayzgSxER6VTdpoUNEC9xuSnhUoxTgdGEEctPALtlChR5lPk8IXnHXwmX0lyXcDWq24CNFayXVKTP4GhCVrM7CYlX1gF6AvcAO7j7AQrWIlLpulULW0REpFJ1qxa2iIhIpVLAFhERqQAK2CIiIhVAAVtERKQCKGCLiIhUAAVsERGRCqCALSIiUgEUsEVERCqAAraIiEgFUMAWERGpAArYIiIiFUABW0REpALUlLoCuZjZBJqvZ9wWT7j7WDMbAbwXl63m7m8Xqm65mFkNsKq7T+2M5yt3ZvY4MAY43d1PLHF18pa4pOcB7n5FaWsjIt1dWQds4H/A0xmWrwSsCMwH/p1h/avFrFQuZrY1cAFwK1AxwUlERMpbWQdsd78fuD99uZmdCpwCfObum3d2vVpxPGClroSIiHQtOoctIiJSARSwRUREKkBZd4kXWJWZjQcOBNYBmgAH/gr8xd2b0ncws97AwcBPgTWBXsAHwL3AOe7+aWLbCSw5QO4EMzsBuNrdJyS2Ww/4JbAFsALQB5gJvABc6e635vuCEs95JzAeOA3YBRgCfATcFev5WZb9VwWOArYGhgPzCOf/rwaucveGDPvUAHsCewDfjs+1CPgE+DtwXr6D7cyslvBejo31/Z67v5Xnvv0Jn80ewCigN/AuMCW+5q8z7PN9wnv/f7HeswhjIC539ymtPN9mwLFx3zrgQ+A24Ax3/ybLPjsTvm8bAgOBL4AngHPd/cUM26e+g8sCfwB+BDQQvhtbu/uiuN26wBHAlsAywOz4Oi5z99sylPs4YdDftsCnwAnx8UDgY8L35wx3/yLL69gR2B/YABgGfAn8Azjb3V/IsP0ywJHADsCI+Br+C9wIXOzu8zI9j4jk1p1a2FcAk4HReAp5fwAADLVJREFUwFRgIfAd4BJC0F6CmS0HPAP8EdgYmAG8QRjwdjjwWvwRT0kNkEsFig/j46mJMn9B+PE9gPBD+zbwDjCA8GN6i5md3o7X1h94CjiU8OP4JmF08xHAC2a2dobXtyvwGvALYHnCD+oXwObA5cCDZtYvbZ++wEPA3wg/xgsIAX4GsBpwEPCima3fWoXNrA/hgGIsMA34bhuC9WjgReAswkHDx4T3cnXCQL9/mdnAtH0uBB4BdgV6Ai/H+m8D3GZmN5lZzyxPOZ4QoH5A+Fy/iK93YnyuvmnPVWNm1wJ3ANsRDg5fIRyc7Qk8Z2aH5niJtwF7Eb4b9YSxGqlgfQjhO/QzYBDwOiFgbw3cambXmVl1lnK3BZ4nHNR9GV/LKsBvgH+a2VJpr6PazP5G+Jx2AqqB/wB9CQdKz5jZtmn7bBbrdDThQOpdwkHuBsC5cZ9lc7x2EcmiOwXszQlH/cu4+waEVsyf47p9YxAAwMyqCKO81yMEwtHuvkpivyuBwcAdqR8fd78/DoB7KRbzN3ff3N3PiGWuBvyJ8J6fGOvxbXcfTQiYN8f9jjazQW18bVsSAshe7r6yu3+b8EP8r1j2DbFlnHp96wLXEwLIacAQd1/P3VcjBMC3gO8TDmaSjo3P9SWwUXxPNnT3lYCNCK23OsLAu6xiz8Wd8TneIQTr93Ltk9i3F3ATMJLQqlzd3ddy97UJB2NvEXpDLk7scyThYGYRcAgwzN03cvcVCIFndrw9N8vTbk54v1Zw9/Xj6x0X160FTEjb/nfA3oReg23cfRl335DQOj2MEMAvMLMfZHm+7wBj3X1dQi/MofF1bAtcSDgo+zUwMH6HVga2Aj4nBPpTs5R7GOGAa6X4no0Cdo7ljQJ+nrb90cA+hIOGPYHl3f07wHKE70YNcHPq+2pmKxA+1yGEg75h7v4td1+L8P18FliX5u+6iLRBdwrYf3X389x9IUC8PYrmFvEWiW13InR9fkL4wfXUCnefRegefBYYSmht52NrQsB4wd1PT9Ujljkj1gVC6689o8yPdvcbEmV+TPgxnkUIKj9ObHsqoQv5Qnc/yd3nJvZ7CdiN8CO+t5mtmdhvK6AR+K27P5988vg4FeBbtOhTYsCdQng/pgJj3P2DNrzOXWL53wA7JOfWx/sT4sPdzGxAbMmnpted7O5/dvfGxD63EHo8AA6Jc/fTvQmMj59Tar/rgIfjw8XfndgdnPpO7OzuDyb2aXD3C4HzgCrCwVImN7v7k3GfxsTznhH3m+juFyRPWbj7o4nXfqSZDclQ7ufAj5Onctz9LuC++HBxj1H8nCbGh0e5+42p00axS/tQwimlfoSDHQjf4SHAXe5+oLt/lXiedwjfx6+BLdJb5iLSuu4UsFuc24uBKtUNu3Ri1S7x9g53n5Nhvybg2vhwx3ye3N0vdvdaljwwSKpP3K/Np8yE2YQWTfpzfkEIjhB+LFOt29SP5bXp+8T9XiV0GVcRur5TyzcntMovzVKP1GvIVv+ewC2EbuJ3CMH64yzbZpN6v+9w9/9lqPs/Cd2vy8SDqy0I52oXkWh1p7mJ0K1eTeL1JtyZ6Xw+oXsYlvzubEs4GHoj03nq6Jp4u5HZ/7d3rjF2VVUc/01ba4tOWwM+A7bVTlcD01IjGoiNhpj4oSg2kUfBGPgAAVHUaiRgRAMkvkJs8EFC1ViMWlAMSFGa1gST4ismFgmlWaJ9+ED7oRJIo2lJHD+stXtP7pxz5t6Z+cDJ/H/JZM89Z5999jn33Lv2el57Tc3+x/s35EJifb5set8eJawfiwnrRT+/aPAfH8i26kZ4J+GqOUG4kvrP9T/gIsJFtC03l89N0/yO0lvkDPS5EUL0mEtBZ02C4Xi2VT/keLbvS/NxHcVsvdrMRuqC1ho4aWZvz3O8Of/WAmsqfYZdSD3ZEshThMrqbMcIgQJwt5mdaDhuebbVeeHuL5rZq8zs/BzzTdm+hfDLt83/Rnr3+fSWfm2syvaPTR36BGWZ/zN1gWjZf8LM/kCYn+usG9N5ds40s0mCN6le9xpC863yTyYzXvn/QbNGI8yiyrj9NF1HsbBUvw/KfX6maoGpklozABnvUJ6Zz5nZxxvOtaJlfkKIFuaSwB4mMnVptmflXxvzgVF6pvVGMkr9i4QPsMohIvDt2kkHDca/W/YVoVK0p6WVfecNMPYprSuDku4i/LfVAK2TRBDYPiKIq4nFRKDbCGGm/xahpQ1DMfUeb+3VY0m2z0/Rr7x/ozX7pvPsLKFiYm5hWc22OgFZfd+mO+7JKY4Zqfw/7H2uzm+8sVePuvkJIVqYSwJ7GIoZ/EZ3/8ZsDJjCenu+3AU8SAivA+7+XEYoT1dgv6JlX/kiLVpc1cQ/6u6DfiFDBBRdSAiUrxNR9PsJLexFM7uWdoH9BOEHXwX8GthoZle7+/Yh5lDmXydY6ygpV0tbe/UsJrUpWkNQ5vcTd7+ktef0xj3m7mfM4rhTnW/Q+1x9rta6+1OzPB8h5jwS2PU4Ec16TlMHMzuLMKH+1d2fHWDMW7L9nrtfVbP/zKFn2ePsFrN88Xvuz/YvREDZfOL6flc3oJm9jdAsD7n78TSBX5i7L3L3x2oOm+oafubux4BjZvY1Ip1oq5ntHvAeQgSqnUuLFmdmDxPBcV8g0tUAxsxsSUN+9jzCpA+9mIbpUgIU256d04jc7L8BRxr8403jnm5mr/Pm3PoNwDHgcJMpe0BKOuIqM1tU53Ixs+uJYMZd7n6nmR0l3CLnEIvRuvmtJZ69I+7+3AzmJ8ScYy4FnQ3Dzmw3NwQFQaR2/QbY0be9RCCP9G1fme2kQhPJNZX/h11IvZaaYKnMJd+UL38M4FHk45e57WN1g5nZSiLw6Ung0ty8stKlrljGaUTqDww2/88ChwnT6KSAuRZKRPP76yKhzWwdEdB0MRGA9ThRmGYBkdJVx2bCTTFBWD9mws+JBdGalrStLcR78ATt1pFTuPsBItccIhZgEpkDvZeoF3D+4FOuZS9hDn85kSrWf655xDP7biJSHOCRbD+a+/uPWQo8RrhOPjHD+Qkx55DArud+oiDIMqKAyCltycxGzexuwrQ7QfikqxQT8/K+7UXTuy7zVct4S/LHTG6u9B02ShzgO6ldlXFXEAUvXkkIh92Vvp8nhMqVZvbVaoEUMxsnhM5CoqDJD/vmDxFU9LLKMWcTP9IyNuj8M/r+uny50aJq2yDsILTgZUTw1Smt3iISq8z3AXc/6O7/ofce3W5mN1SFiZl9ALgnX27zGf4kqrsfobcA2ZFVwsq55pnZNfTypL/ZFAjXwK3Z3mxmN2XqVRl7A1E7AOC3DRaQgcmF3dZ8ubXvOhYTsQxvJWIDyv37EvH8bwC+b2ZnVI5ZTlS1KxXmmiL2hRANyCReQ/pjNxFCaD1R1cyJtKXV9LSiLe7er5HtIzS8D6a2t9fdP0KUg/wpUdTjYI4HIeQWERWhJoio8WHN488T5uu9Oe5/icjz+UQ09Yeq5nJ3/1X6m+8htL3rzexpwl85RlgHjhLlME/kMfvM7EdEzu2ngKvN7BDxBVy07z1ENbDRJvNzFXffbWb3EpXEtprZnqnSvNz9RL43u4iUrcNmtp/QBFflNe8jypYW7sw5fpgQFLeZ2UHiPr8h+zzA7Gl9W3Ls9wIPm9mzRIT2CnopYEP//Kq735cFeG4jqrx9xsz+lGOuKN3IFL5Z4HYiav4y4jqqVd5GiefsipLX7e5/NrPLiAXvFcAl+d4sJD43Cwhf90Z374+MF0JMgTTsBtz9IFH169OEn/f1hBB8gfiyfZe731Vz6JeJMqjHiC+pdTneI4Tf8iHgX0RVrjcSmvwthF/2BznGsDmqx4lKY98mgqdWEz7rm4B3uPvfa67vu3nObUQa0XjO5wDwFWBdjbZ5JVEb+/fEs3MuISh3EkVM3kOUoRzmGj5JLA6W0cvnbcXdn85z35HzHSMsGk8R1dgu6CtyMuHuNxDFWh4irAvFZ70T2OTul7akxg1FjnMxcDmxsFiY51tAmISvAi4f0HfdP/YdwAXEs/ICcR9eTSxSbgXOmy1h6FEOdTNxHXuIheq6PO92YH3mflePeZTwYW8lTPhGLKQOE5UF12auvBBiSEYmJgZNHxYvNaz34x//cPeZBK0JIYR4iSMNWwghhOgAEthCCCFEB5DAFkIIITqABLYQQgjRARR0JoQQQnQAadhCCCFEB5DAFkIIITqABLYQQgjRASSwhRBCiA4ggS2EEEJ0AAlsIYQQogNIYAshhBAdQAJbCCGE6AAS2EIIIUQHkMAWQgghOoAEthBCCNEBJLCFEEKIDiCBLYQQQnQACWwhhBCiA/wfyBVH1XRRf1gAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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5Strjd9llFy6++GLGjRvHgAEDaGpqYsWKjj42xx13HNdffz1f/epXaW5uprGxkQEDBrDBBhuwxx57cM0113DNNdfwjW90rMNx//33F/U5Flt3XzOAgw8+mBkzZjBx4kTWXXdd+vTpw1prrcW3v/1t7r77br7whfL25+nbty9XXHEFU6dOhbAQyVuEiURWEBLNnwg1rdR5piXG3X9MWETlcWAxoVb6EnAWsHmBY9ivJkxf+x/C32QxKc3j0Rzj4wgLeDxMGDO9itBC8hxhjv/N3P2BLLFfSZiS9TrCrG/LCbX73xOW23y0gNilCOoSidK0QJrZtoQ/7GDgGHe/LschqcevRfhmOobQxPRvQlPiWoQhMse6e7emyDOzV8eOHbv5vffe253TiBTNAw88wPe+F9ZfuPDCC/nmN8t6ubCQSUNEpERKUsM2swmEJqBsc/nm8kdCsn4YGOXu2xCa6M4gjAGdGq0uIyIi0usVNWGbWX8zO5cwg1XBE0BECX88YQrCg5NNb+7e7u4XAzcROiydmfEkIiIivUjReomb2Vjgz4TFHNoI12qOAToNX8nDpGh7l7unm3t5KmFyjv82swHuXtwLvFI2H3/8MfPm5ZpuO7dx49T40lPMbHPCYiHdsSBaa11EMijmsK5RhGT9NHCiuz9nZscUeK4dom2mISP/AFoJQwu2ofMYYalS06dP56qrrur2edy9CNFInu6jsC/mcTfQ8UVdRNIoZsJ+D9jL3bOt0ZxTtMxbcvadN9KVcfdVZjaH8CGxKUrYUmTtiXYWrmjJWS7RnmBZS/q1EBKJdhJLF+X7gPDpSj6e3bHK5/x35zD7pVfzO74ERm9VCWuyiEhS0RK2u78OvF6EUyWX9IPsK0TNJyTsQpeVkwp00kkncdJJJ5U7DBauaGGrm8/PWa5fayMHzOz+KMMBK1s5/rHX+Drw9YZoFOSvl8Ovu/X9t3tm5pew3X3D0gYiIlCZM501xX5fnrEUJK9bN2UpA4ThWxl2jck3KBERkXKqxITd1sXylTqVpYhIVma2IWFymnQShFnJ3gHuBy5z9y6tS18JzGwSYUreOe4+Knb/44TRQFPc/azyRJedmU0jTCf7hLtPKG80lZmwl8R+z7YS0IBom/NCo7unbduLat6b5x+aiEjJvEKYvSypkXCJ8HOEJS2PMbOvFjhLmvQClZqwVxBWb8q0WhB0XLueW/KIRIDH9v8Bw/uvfgWmZclKrpz5t9XuO+qUbWlq6kP7kgUsOm/b1fYNOe1B6gcOX/3E7Qnq3vsUHntttbtXTv0aiTUqdhEzKb6T3P3x1DujVdNuIKzkdpuZjcuynno1OZxwSbP74zhrRMUlbHdvNzMHtgQ2TFfGzPoQZj0D6MrydCIFG96/iRH9V1/ZsF/rik7l1h06hAEsoa3PSlYkPllt3/rrb0TjkJGr3de+oIW5e1/d6TyjPrcZ9cNzdtGQXs7d50fLcs4hjIrZDcg4F3i10Lj7rqvU1bqeibY7ZNi/HeHLxnLCyjgiFaNt6ULePHltZp/5+XKHIr2Eu88nNJlDaCKXGlRxNezILYRZ0r5lZj909wUp+5PryP5Rs5yJSI1Irh//aeoOM2skrLd9IPBfhMuJrcD7hBkoL3X3Tq2RZrY7YWWv7QnXyxcTvhjcAlzn7ivTHDME+B5hbe2xhIrfm4QlPC9z97wmH0jX6SzWCe8jYB3C+tvH0tHX6BXgGmBafC3vYsdWqcqasM1sA8I1jJaU5pFHCSt17QjcaWYT3f2jaFKV0wgLsa8CLu7pmKWGJKBfW8e/SMuSlZ2awJcu7fR5JjGjrj+jARies2B1WPDe5Iu6OoqlKMxsDKFm3U5Kc7iZDQDuBXaJ7nobeJmwsuEm0c+hZrazu78QO+5k4H+jm+8DLxL6Bo2Pfiaa2a7u3hY7ZjNCj/UNCSN63iAMsd2CsDb3EWa2h7v/p5tPuY5w3f4wYBHh0ufGhC8W2wNGWAgq/jr0VGxlU+4a9u8Ib4wngAnJO909YWaHR/fvDMw2s1eA9YC1CcMdJrv7v3s8YqkZ/dpWnxQltXNZKTXPmEzd0AG5C1awUdefMRG4Cliz3LEUydxR159x4nuTL7q1Jx7MzBqAocCXgV8QaotT3H12StEfEZL1POAb7v5s7BzbAncRaqs/ASZG9w+lo8JzkLtPjx2zG3An4TN5IjA9un8gcDchId4FfNfd34/2rU1YP3svYIaZbdXN1s81gYMJteWr3b3NzPoD1xLWkTjVzH6ZHObWw7GVTaVew8bd3wS2Bi4ndLb4PGGY1wPA19z992UMTySj9qWpV3Bg9JSX2fiKD2kY1DHwIdGeoH1BC+0LOo9MrB/eRF191S9HfS29J1lDeC7XlvD8j5lZIvlDaNKeB8wgdDa7GPh/aY7blVDzPi+erAGi27+KbsY7VRjh83QhYSnj+DEPARcCtwHxJqSjCc3MzwMHJBNidMyHhOQ+m1Cjn5T3s87s/9z9imQN392XA98nVNgaCX2ZyhVbWZS0hp1rysJcA9GjlbpOiX5EqsK7U3YmtW7cMHhkp97hiUXLmLtT597hUrNSx2E3AIMJiagf8ANgoJl9P95M7e47RSNnMk0ilfxGGB9y8BbhC8EwYJqZXeruL8XO+bM059k/2k6PP37smGVmdhtwKrAPHV8UCnV3mseYb2YfE748DS1jbGVR7iZxEem9jqGXNYkDJ5bw/JnGYfcl1Aqvih6/AfhuvEy0INIwM9ueUBvfONpuTbiWDbEWVXefa2YXA2cSxkMfbmYfEvoPPQTcl2Zp42Tv9GPMbL8Mz2HtaLtZzmeb25wM9yebs+P5q6djKwslbJEuOPWM8Qwc2Hnp59ZP5zP7J2FCvf6JTp14a9J7ky+6ddT1Z9yOOp11S9RT+xozWwc4FzjWzC5093cBzGwwofPYoXT0JIfQnP08YejrHmnOe5aZPUf4EvAVQkI7JPppNbPphKWSk7X+NaJtsiNbNkNz7M9Hrh6d8WtGPR1bWShhi3TBwIF9GTSo8+xjre19GJAySYpAlOCqbv7rCnUXIWE3EGrO78bu34VQ87wSeBp4FXgtqnkfQ5qEDeDudwB3RMOhxhM6mn2DUAs9lJAI942KL41u7+Pu9xT5uXVXJcdWNErYIiUy+oJXaBgUZtBNdjZLtCdILAoteu0LO3dUbZ4xOXQ4q/Ie4lIS8elI6wCiJvDkcK693P2xNMeNSr0jGgq2CVDn7i+5+yeEa8Z3E3pgn0HoeLaPma0R1bKd0NFrCyBtUjSzTQiJc3YPL1RSybEVTcX2EhepBon2dlo/+Zi2Tzv//zcMaqZxSOhsVlcf/tWSHc3m7nQ18/b5badj6oc39ZYe4lJ8e0XbBPBc9PtGsf3PkcLMmggTqsDqFbRjgZeAm8ws3Zvt4djvDdE22Qns6Cjhpz5WI6G2/yxhGFpPquTYikYJW6Qb2pbM1zSkUlJmVmdm3yR0EAO4zd3fi36PTwJydtRbPHnc5oSJRJLXdOO9xG8hXCP+HHBZNI45eVwzMCW6+UxspsmrgQ8IvdZnRBNfJY8ZGZ1zXHTenk6KlRxb0ahJXESkMlxpZotT7utDmAwk2dP+OTqmZsbdXzCzWwhTkp4KTDKztwhTkyZr3w8DXwcGm9kQd//E3T8wsyOBmwiTkxxlZm8QcsIYwhjtecBRscdaaGb7EmqzuwJvmdlMQlO9EYaetRImYunRJUArObZiUg1bRKQyfI4wHXP8Z0vCcsP3AJOB7aOFQOIOJjRxP0v4TN+KkKDuBvZ2992A5NTP+yQPiiafmkCYIGURYb7u0cBrhOvX49z91fgDufs/ozh/CvyL8GViHGHu798BX3T327v1KhSokmMrlrpEItNY+97PzF4dO3bs5vfee2+5Q5EKM3/5Era78aLVpiYFOPtnX1+tl3jrJx/z5slrpx4OwMZXfJh+Kc2UyVKa7z6S+mHhslvd0AGVdP26YgIRETWJixTd6Ckv0zB45GrTkGZTP2yA1r0WkZyUsEWKLN00pCIi3aVr2CIiIlVACVtERKQKKGGLiIhUAV3DFimh+FSkkH46UhGRfChhi6SRaE/Qr7VP7oK5zqM1r0WkSJSwRdJY1rKKvWd9MeP+RHs7bUvmp51DXESkFJSwRQqQnENcRKSnqNOZiIhIFVANW6SHxaciBbT2tYjkRQlbJE9HfX9bmpr65l0+0Z6gfUFLp/s1FamIFEIJWyRPTQP7UJ9lYY7UOcQTi5Yxb9/reyo8EenllLBFYtoT7Sxc0cKCFZ1rxrloDnERKSUlbJGYhSta2Orm8+nX2sgBbJ/7ABGRHqJe4iIiIlVACVukBzXPmKxe4SJSECVskR5UP7yJuiwd10QAzOw7ZpYws6O7eNwJ0XGTCnjMxujYhJkdmkf5o6OyrV19LCmMrmGL5GlIn/60fhKmIm1bMq/M0UhvZWbbApcUcNyXgIuLH5FUCiVskTwlWhbx5o/XL3cY0ouZ2QTgdmBwF4/7GvAnYGAJwpIKoYQtIlJmZtYfOAM4C2jownEDgJ9EP7rE2cvpDywiUkZmNhaYBZwT3XUWMDuP4yw67iygHfgxMKdEYUoFUA1bpMgS7QkSi5alnZZUJI1RwPrA08CJ7v6cmR2Tx3HrR8f+LTruBTM7sYRx5mRmjcCqPIv/xt271Kmu1ilhi3TD6AteoWFQM8BqU5LO3enqcoZVMWZNamgAhpc7jiJZsOm0trYSnPc9YC93v6+Lx70D7OnuD5QgpkIlgKey7G8GLPo9ZyuCrE4JW4SOKUnnL1+auczSBZ3uaxjUrOlIM5g1qWEicBWwZrljKZK5syY1nLjptLZbi3lSd38deL2A42YRmsQrhru3ATul22dmg4Eno5sPARf0VFy9hRK2CB1TkpKAfm2N9Gvt06nMu1N2RlOedMm1wBrlDqKI1iQ8p6Im7Ap1o5ndWKyTRU3ltwJbAv8GDoySu3SBErZITL+2Rg6YqTnEpebNAj7OUWYtYGye57sa2B2YD+zt7ou7EVvNUsIW6QHNMyaHWc5qa1rSY+hlTeJAWTt19aCfuftN2QpEs7Bdm+tEZvYj4FhgJfBNd3+zOCHWHiVskR5QP7yJ+uFN5Q6jR206re3WWZMabkedzmqWmU0ELoxufsfd/1LOeKqdErZIF8R7hUNHz3BJL0pwuZpWpRcysx2A3wF1wMXuPq28EVU/JWyRHA5YfCL9E4vpn/hUvcJF8mBmY4AZQH/gTsKkLtJNStgiOfRPLGZA4pNyhyFSFcxsOHAfYcz1i8Ch7p4ob1S9g6YmFRGRojCzfoQa9abA28A33D3z5AbSJaphi3RDchrSuPaFyzKUFun1vgfsHP0+D7jWzAYCnSc2gFZ3n9BTgfUGStgi3aBpSEVWMyT2+zY5yqrHfRcpYYuIVBh337DA40Z14zFbCT268y1/HXBdyn1nEVYPkxLQNWwREZEqoIQtIiJSBdQkLlKAbGteN999JPXDVp+CtMamJBWRElDCFilAts5m9cMG1Nw0pCJSemoSFxERqQJK2CJ5Gj3lZc0dLiJlo4QtkqeGwSOpq9e/jIiUh65hixRJja55LSI9RAlbhNDru19rI/1a082gmJ9aXPNaRHqOErYIsKxlFQfM3L7cYYiIZKQLciIiIlVANWypWe2JdhauCBOfLFyhFbZEpLIpYUvNWriiha1uPh+Afq2NHICaxEWkcilhi2RwwOIT6Z9YTP/Ep5/dl21KUhGRUlLCFsmgf2IxAxKfrHaf1r8WkXJRpzMREZEqoBq2iEiZmNmGwFsZdieAhcA7wP3AZe7+cQ+FVjRmNgm4Hpjj7qNi9z8OjAemuPtZ5YkuOzObBhwBPOHuE/LdVypK2CIileEVYHHsdiMwDPgc8AXgGDP7qru/XI7gpPyUsEW6SVOSSpGc5O6Pp95pZiOAG4C9gNvMbJy7t/d0cCVwONAEzCt3INVCCVukmzQlqZSSu883syOAOcCmwG7AA+WNqvvc/Z1yx1Bt1OlMRKTCuft8QpM5hCZyqUGqYYuIVIfkyjSfpu4ws0bgIOBA4L+AEUAr8D7wZ+BSd5+V5rjdgROA7QnXyxcTvhjcAlzn7ivTHDME+B7wTWAsoeL3JnA7oWPconyeTFinSLkAAByUSURBVLpOZ7FOeB8B6wBHAscCm0eHvQJcA0xz90SpYqtUStgiOYye8jINg0fSMGgEiUXLyx1OVfnhKfc0AMPLHUeRLPj5ZXu3leOBzWwMoWbdTkpzuJkNAO4Fdonueht4GVgL2CT6OdTMdnb3F2LHnQz8b3TzfeBFoJmQRMcDE81sV3dvix2zGaHH+oZAG/AGsAzYAjgbOMLM9nD3/3TzKdcRrtsfBiwCZgEbE75YbA8YcEbK69BTsZWNmsRFcmgYPJLGISOpq9e/S1f88JR7JhISwdxe8vN+9Jx6hJk1mNkIM9sHuI/weX2hu89OKfojQrKeB2zn7hu5+7buvgGwHfABMBD4SezcQ4GLo5sHuft60TEbAbsTEt0EYGLsmIHA3YSEeBewgbubu38BWJ/wpWE0MCP6EtEdawIHE2rLze7+RUKN+6Zo/6lmNrJMsZWNPoFEpFSuJXzw9hZrEp5TqTxmZonkD6FJex4wg9DZ7GLg/6U5bldCzfs8d382viO6/avo5udjuwzoTxjn/ceUYx4CLgRuA+JN4kcTmpmfBw5w9/djx3xISO6zCTX6SXk/68z+z92vSNbw3X058H3C+PRGwpeRcsVWFkrYIiKV4RXgqdjP08CrwIpo/w+AK8ysIX6Qu+9ESL5TM5w3OfF9fCjDW4QvBMOAaWa2Vco5f+buE9399tjd+0fb6fFm8tgxywhJHmCfTE+yC+5O8xjzgeTkMUPLGFtZ6Bq2iJTKMcBV9J5a9lzgxBKeP9M47L6EWuFV0eM3AN+Nl3H3VWY2zMy2J9TGN462WxOuZUOsgubuc83sYuBMwnjow83sQ+BR4CHgPndPHR+d7J1+jJntl+E5rB1tN8v5bHObk+H+5Fq48fzV07GVhRK2iJTEzy/b+9YfnnLP7ajTWbdEPbWvMbN1gHOBY83sQnd/F8DMBhM6jx1KR09yCM3ZzwMvAHukOe9ZZvYc4UvAVwgJ7ZDop9XMpgMnunty9rU1om2yI1s2Q3Psz0enHuop6mK/93RsZaGELSIlEyW4qpv/ukLdRUjYDYSa87ux+3ch1DyvpKMp/bWo5n0MaRI2gLvfAdwRDYcaT+ho9g1CLfRQQiLcNyq+NLq9j7vfU+Tn1l2VHFvRKGGLiFSH+HSkdQBRE3hyONde7v5YmuNGpd4R9ZTeBKhz95fc/RPCNeO7CT2wzyB0PNvHzNaIatlO6Oi1BZA2KZrZJoTEObuHFyqp5NiKRp3ORESqw17RNgE8F/2+UWz/c6QwsybChCqwegXtWOAl4CYzq0s9Dng49nuyk1uyE9jR6YZGRZO33AU8C/wi89MoiUqOrWiUsEVEKpiZ1ZnZNwkdxABuc/f3ot/jk4CcbWZ9YsdtTphIJHlNN95L/BbCNeLPAZdF45iTxzUDU6Kbz7j7guj3qwljuscSxjNvEDtmZHTOcdF5ezopVnJsRaMmcRGRynClmS1Oua8PYTKQZE/754Djkzvd/QUzu4UwJempwCQze4swNWmy9v0w8HVgsJkNcfdP3P0DMzuSMBHJ94CjzOwNQk4YQxgmNg84KvZYC81sX0JtdlfgLTObSWiqN6AfYajYQT29BGglx1ZMqmGLiFSGzwE7pvxsSRiHfQ8wGdg+GoscdzChiftZwmf6VoQEdTewt7vvBiRXxvpsDLK7/57Qyew2wvSfmxNmA3uNcP16nLu/Gn8gd/9nFOdPgX8RvkyMI8z9/Tvgiyljt3tMJcdWLHWJRKf502uGmb06duzYze+9995yhyJlMH/5Era6+XwA+rU2csDM7Vfbf8iiwxiQ+ISNr/iQxiFhFsT2BS3M3enq1cqt+eQJvXV5zXTXNkWkTIrWJB51bvgh8D+EpphPCc03l7v7/QWcb0PCbDzZvBTNFStScon2BO0LWnIXFBEpgaIk7KjDwqPAl4BVhCn2RhAWWt/NzM519/O6eNrkVHkLgH9nKPNaAeGKFCSxaBnz9r2+3GGISI0qVg37akKyfhHYNzYDz2HAb4Fzzewpd3+kC+dMJuxb3P34rCVFRER6uW53OovWaT2U0BvvkGSyBnD3G4GLopvndvHUyYRdtT36REREiqUYvcQPIwys/7u7z0yzP7mCzI7xsXF5SCbsV7oTnIiISG9QjIS9Q7R9Mt1Od59DWIcUwly1OZnZIMJqM6AatlSw5hmTqRvaaWIlEZGiK8Y17LHR9o0sZd4mjO/bNM9zbkkYUvI+MNLMTiNMdt8IzAJudvenCopWpIjqhzdRV6/RTyJSesVI2MkZeLJNpp4c6N+c5zmTzeHDgJl0zGULYcaeE8zst8Bx7r4q18nM7NUMu8bkGY+IiEhZFaNJPDljxPIsZZILjuc7u0QyYfcHriWswNKPUEs/izB07EjCGrAiIiK9XjFq2G3kn/jznVbtr9E5X3D3X8XufweYYmZvE+bAPc7Mrk6dPi+Vu2+R7v6o5r15njGJiIiUTTES9hJC03X/LGWSvXLymiYqmuP299n2m9k5hFVo9iMs1i7SJYn2BP1aw79Av9Y+OUqLiJRXMRL2PELCHpGlTPLa9dwiPF7SC4SEvVGugiJx7Yl2Fq5oYc7CxZ3mDxcRqVTFSNj/JiTODbOUSe6ble9Jo3Vd2929LUORZDN8zk5nInELV7Sw1c3nhwU/UMIWkepQjE5nz0TbHdLtNLNRQHLClL/lOpmZDTOzBYSFxvfLUnTraJtushYREZFepRgJ+9ZoO8HMLM3+46LtE+7+dq6TuftC4MPo5qR0ZczsW4QhWSuBql7fVEREJB/dTtju/hrwB8JY6dvNLDmRCmZ2KPCj6Ob5qcea2Rgz28zM1knZdWG03cfMLjSzfrFjvgUkl0z6ubu/393nIJJ0wOITOGTRYRyy6DD6Jz4tdzgiIp8p1mpdJwOfj37+Y2YvEzqijY72n5lhpa5HozI3EKtNu/uNZrYlcBpwBmGilNeAtYD1omLXAecUKX4RAPonPmFA4hMARk95mYbBI2kYlK0/pYhIzyhKwnb3+Wa2A3A6cCAwjtAZ7AngCnfvcrO1u59uZg8CJxKuj29JWBv7HmCqu99bjNhFMmkYPJLGISPLHYbUADPbhFA5+TqwNuGz7mngand/OMtxIwiTSe0HjAIWAk8RWh+f7mIME4DHopsb5bqEaWbTgCMIlzsndOWxpDDFqmHj7ksJS2ie24VjNsyx/xGgK2toi4hUFTPbHbiDMF9FC6Ej7UhCEt7PzH7h7qenOW4tQnIeEx33L0LS3h/Y18yOdfff9syzkJ5QjE5nIiJSADNrBm4mJOvpwLru/gV3Xw84hDCT5GlmdkCaw/9ISNYPA6PcfRtgXUJNvQGYambjeuBpSA9RwhYRKZ+jCf193gYmufvi5A53/wNhLQXoGG0DfNZ8PZ4w0+TB0ega3L3d3S8mTN3cBzizxPFLD1LCFhEpn7cINez/c/cVafb/K9qOTrl/UrS9y93npTluarT9bzPTgu29RNGuYYuISNe4+x8JTduZbBNtX0u5PzlR1ZMZjvsH0AoMjM7x10Jj7IqUjmu5THb3aaWLpvdRwhaRkvlw80sagOHljqNIFqw98/RMUyUXlZkNBb4HTCYk3otj++qBjaObb6Q73t1XmdkcQs18U3ooYQOLCR3hMtkYSM678U7pw+ldlLBFpCQ+3PySicBVwJrljqVI5n64+SUnrj3z9FtzFy1M1LnsPGAs0A94Fzje3f8SKzaMjs/uj7Ocbj4hYTdnKVNU7v4CsFO6fWa2OR3TU//U3f/cU3H1FkrYIlIq1wJrlDuIIlqT8JxKlrCB7YAtYreHAXub2V/cPTn1XlNs//Is51qWpny+3ko/03RhoiFo9xHeD7fQheG/0kEJW0SkclwJ/BQYAuwGXELoIb6Nme3g7q2EoV5dkSggjn8C6TrBxW1CHq0nZtYE3E2o7f8DOMLdC4mp5ilhi6STqKN94XLaW1s+u6t94bIsB0gax9DLmsQJMy+WjLu/F/26FLjBzJ4GXiR0HDsUmEYYypXUP8vpkr3DW7KUyWRiF2Y6y1amnrDWxLaE5v393D1bq4BkoYQtkkZdaxML9pxe7jCq2tozT7/1w80vuR11OiuYu7uZ3Q4cDEygI2GvIFzjzjbRffLa9dwShpjLpYQZ25YC+7r7hznKSxZK2CJSMlGCy9YxqqaZ2XBgI2B2hvHUALOj7doQJkcxMyesr7BhhvP2Icx6BjCraAF3gZmdROjp3g4c4u4vliOO3kQTp4iIlM+zhOvFR2Ypk5w0ZU7svmei7Q6ktx2hQrYceKE7ARbCzPYBLo9unuHud/V0DL2REraISPk8FG2PjmrFqzGzDQmLeUDouJV0S7T9VlRLT3V8tP2ju/do5wsz+yJh9rZ64Hp3v6QnH783U5O4SJ6a7z6S+mGrz/JYN1SzPkq3XELouLUJ8AczOz7ZNG5mWxMWBBkA/AWI11IfJUxQsiNwp5lNdPePok5epxEWDllFbMKVnmBmGxC+WAwEHgS+05OP39spYYvkqX7YAOqHFzKkVSQ9d3/TzA4kTE/6LWCf6Pp0f8IMZRDWxT4gPhTK3RNmdjjwBLAzMNvMXgHWI1zrThCm/vx3zz0bIIwKSM5kVgfMiIZ1NaQp+4K7n9RjkfUCSthSs+o0ElQqgLvfY2ZbAacTxl6PIwzFepKw6tZv3X1VmuPejGrhZwL7Ap+PjnsA+Lm75zundzENif2+W46yraUMpDdSwpaaNXiVxlVLZXD31ymg+ThqPj8l+uluDI8TasX5lp9Ex6phyfsmdDcOyUydzkRERKqAEraIiEgVUMIWiUtA3aqB1LUOLHckIiKr0TVskZhRJz3CqsO06p+IVB4lbKkpifZ22j+dxxorWxjc2nla6PqmYWWISkQkNyVsqSltS+az8PQx3AEsqxvC74fuWe6QRETyomvYIiIiVUA1bJEcmmdMpn54k6YhFZGyUsIWyaF+eJOmJBWRslOTuEhMQ9PQcocgIpKWErbUlESiPev+uvq8Z2YUEelRSthSUxat1PzhIlKdlLBFRESqgBK2iIhIFVDCFhERqQJK2CIiIlVA47ClJiTa22lbMp/2T+eVOxQRkYIoYUtNaFsynzdPXrvcYYiIFExN4iIiIlVACVtERKQKKGGLiIhUASVsqVknf+GgcocgIpI3JWypWZ80arlMEakeStgiIiJVQMO6RAASCQasaiOxUIuDiEhlUsIWAQasauP4x16j5bHXyh2KiEhaahIXERGpAqphS6+WnJK07dOPyx2KiEi3KGFLr6YpSUWkt1DCFsmgecZk6oc3UTdUw79EpPyUsEUyqB/eRP3wpnKHISICqNOZiIhIVVANW2rO5G0ms6hPEyvq1NQtItVDNWypOYv6NLG4bxOJunJHIiKSPyVsERGRKqCELSIiUgWUsEVERKqAEraIiEgVUMKWmnX7N44rdwgiInnTsC7pNZLzhse1LZmXsfzwfpoURUSqhxK29Bp5zxuegH6tjbQsXVX6oEREikQJW2pO37Y+7OXb85uZz5Y7FBGRvOkatoiISBVQwhYREakCahKXXm30Ba/QMKiZhSuWMuH2SwE0h7iIVCXVsKXqJdrbaf3kY9o+/bjTvoZBzTQOGUn94GYW9808h/jxJ325ByIVESmcathS9fLuHZ4qkWDAqjYAmla10VLkuEREikkJW2rWgFVtHP/YawC0RFsRkUqlJnEREZEqoIQttSUB/Vr7lDsKEZEuU5O49Eqjp7xMw+CRNAwasdr9/doa2XvWF8sUlYhI4ZSwpVdqGDySxiEju3xc891HUj8sDPuqG6rhXyJSOZSwpfZEvcMHrGzrtKt+2ADqh2tREBGpPErYUnPivcNFRKqFOp2JiIhUASVsERGRKqAmcakqifZ22pbMX+2+tiXzMpZvT7SzcEUL85cvLXVoIiIlpYQtVSPRnmDVu3OY/ZMtOu2rY+Bqt9sXLqe9tYUFsUU/hlJHv9a6tJ3NmmdMpn54k3qGi0jFUsKWqpFYtIwFe05nMP8vZ9kFe07/7PdHGJ6y981O5euHN6l3uIhUNF3DFhERqQJK2CIiIlVACVtERKQKFO0atpk1AT8E/gfYCPgUeA643N3vL/CcGwBnA3sAawIfA48CF7r7v4sRt1S+ZM/w9k+Xd9q35PO/ZMS5f+Pyq/5V8PlPO2O8OpuJSMUrSg3bzAYCfwbOATYGXgWWArsB95nZOQWc04DngaOAQcBLQH/gMOB5M9u9GLFL5Wv9ZB5vHT+Gd364Xad9icYW6ob2Z1nfxoJ/6oY1UVdfV4ZnJiKSv2LVsK8GvgS8COzr7u8CmNlhwG+Bc83sKXd/JJ+TmVkjcA8wArgR+I67LzOzvsAvgROB6WY21t3nZzmV9AKJxSsY/ELunuFxp54xnoED+7Jw+VIm3HHpavse3/8HDOvfMQysqalvUeIUESmlbtewzWwMcCjQDhySTNYA7n4jcFF089wunPZQYCzwDnC0uy+LzrcSOBn4KzAUOKW78UvvNHBgXwYN6kfToL6saGxd7adpUNiX/KlX7VpEqkAxmsQPAxqAv7v7zDT7p0bbHaNr0vmYFG1vjJL0Z9w9Afw6unlQF2MVERGpSsVI2DtE2yfT7XT3OcDs6Ob4XCczs3ogebEy7TmBp6Ltxma2fp5xSi80+oJXaRg4rNxhiIiUXDGuYY+Ntm9kKfM2MBrYNI/zrQcku+xmOue7QBuhZr9pdFuKZPZLr5Y7hNUkPpxL/5T7Vk79GnXrrsVHA/rTsuiTTscsXL6UFY2rWLC8pWeCFBEpsWIk7DWj7cdZyiQ7hjV34XwZz+nubWa2GBie5zmlC/oddF+5Q8jpN398h2V938+4f8Idl7KisbUHIxIRKa1iJOzkBMydB8l2WJZSNp/zFe2cZpapyrjZO++8w1577ZVHWLWjtS3z6leVYsHf+5Koy9xZrOGZZQyoS6Tdd8gtL9FQrzmDcnn99ddnuPu+5Y5DRIJiJOw28r8Wnv4TtPP5uiKfc2bSvnLlSl5//fVVZG/Sl0qTY7XMuiWQKZ2/Ne/ToofTA8ZEW71PRWpUMRL2EmAYdLrMGJe8Jp3PBcUlsd/7k7mWnfc53b3zeoyRZO07WxmRctP7VESK0S6YbD8dkaVM8jrz3C6cL+M5o4lV1ujCOUVERKpaMRJ2ck7vDbOUSe6bletk7v4+sDjHOdcn9BDP65wiIiLVrhgJ+5lou0O6nWY2CkhOmPK3PM/5j2znBL4cbWdHCV5ERKRXK0bCvjXaTogW7Eh1XLR9wt3fzvOct0TbydH84ZnOOS3P84mIiFS1bidsd38N+AOhifp2M0tOpIKZHQr8KLp5fuqxZjbGzDYzs3VSdt1E6A27MfAHMxscle9rZlcAOxGaza/sbvwiIiLVoC6R6M6oqMDMRgCPAZ8nDMt6mdBzfHRU5Ex3vyDNcW9HZW5w90kp+7YFHiZ0LlsC/IeQwIcDK4E93P2xbgcvIiJSBYoye0S0xOUOwHmETmDjCD28nwAOSJes8zjns8BWwG+ARdHv7cCfgC8pWYuISC0pSg1bRERESkvzM4qIiFQBJWwREZEqoIQtIiJSBZSwRUREqoAStoiISBUoxmpdVcfMmoAfAv8DbAR8CjwHXO7u95czNqltZvYdYCpwjLtfl6GM3r8iNajmathmNhD4M3AOYSKWVwmrK+8G3Gdm55QxPKlh0WRBl+Qoo/evSI2quYQNXA18CXgRGOPu/+Xuo4HDgVbgXDPbtZwBSu0xswnAg8DgHEX1/hWpUTWVsM1sDHAoYca0Q9z93eQ+d78RuCi6eW7PRye1yMz6m9m5wCOE6XyzldX7V6SG1VTCBg4jLFLyd3efmWb/1Gi7o5ltkGa/SNFEC+XMIjRvA5wFzM5yiN6/IjWs1hJ2cn3tJ9PtdPc5dHxgju+RiKSWjQLWB54mzI8/JUd5vX9Falit9RJPLv35RpYybxNWENu05NFIrXsP2Mvd78uzvN6/IjWs1hL2mtH24yxl5kfb5hLHIjXO3V8HXu/CIXr/itSwWmsSb4q2y7OUWZZSVqRS6P0rUsNqLWG3daGs1h2VSqP3r0gNq7WEvSTa9s9SZkC0bSlxLCJdpfevSA2rtYQ9L9qOyFImee1vboljEekqvX9FalitJex/R9sNs5RJ7ptV0khEuk7vX5EaVmsJ+5lou0O6nWY2CkhOOPG3HolIJH96/4rUsFpL2LdG2wlmZmn2Hxdtn3D3t3smJJG86f0rUsNqKmG7+2vAHwjTO94eTQ0JgJkdCvwounl+GcITyUrvX5HaVmsTpwCcDHw++vmPmb1MWHRhdLT/THd/pFzBieSg969IjaqpGjaAu88nXAM8j9AxZxyh1+0TwAHufkEZwxPJSu9fkdpVl0hofgUREZFKV3M1bBERkWqkhC0iIlIFlLBFRESqgBK2iIhIFVDCFhERqQJK2CIiIlVACVtERKQKKGGLiIhUASVsERGRKqCELSIiUgWUsEVERKqAEraIiEgVUMKWbjOzC81seXJ9ZjObZmYJM3s8z+MT0c+kbsZxmJm1m9nu3TmPiEglUsKWbjGznYAfAle4++tlDucm4B/ANDMbVuZYRESKSglbCmZmjcBUYBFQ9nWY3T0BnAasDVxU5nBERIpKCVu642hgC+Byd19U7mAA3P1J4M/A0Wa2RbnjEREpFiVsKYiZ9QHOAtqA35Q5nFRTCe/ts8sdiIhIsTSWOwCpWgcA6wEPufv7xT65mU0DjsinrLvXpdx1F/AJ8E0zW8/d5xQ5PBGRHqcathTq29H23hKdfxbwVJaftqjcO6kHuvtKQrN4I/CtEsUnItKjVMOWLjOzBmCX6OaTpXgMd7+ADB3ZzOxMYEdgCbBPhlM8Cfw38HXgf0sRo4hIT1LClkJsDawBtAMzs5Qbb2aJYj6wmR0E/Cx67IPc/V8Zir4ci6HB3dsylBMRqQpK2FKIjaLtHHdfnqXcJ3Qkzmx2zOdBozHf1wN1wGnufk+W4h5tBwEjgQ/zeQwRkUqlhC2FWDPa5hrK9YK7T8h1snxq4Wa2CXAn0A+4zt0vzXFIPLY1UcIWkSqnTmdSiOQsYi098WBm1gzcD4wAHgO+m8dhS2O/a9YzEal6SthSiGQz+NBSP5CZ9ScM0xoDvAZ8y91X5XFoPEkvK0VsIiI9SQlbCpFsXm4u5YOYWR1wA/BlYCGwt7svyPPweGwfFTs2EZGepoQthUh26BpmZk0lfJwLgQOBVmCiu8/qwrGjom0LacZqi4hUGyVsKcSLhGvE9cD2pXgAMzsG+BGQAI5y90e7eIpkz/O/RYuCiIhUNfUSly5z91Vm9iiwL7ATYVaxojGztYD/i27OJ0wxehjQnzCkK9UUd78/5b6dou19xYxNRKRclLClUDcSEvaewE+LfO4BdLw3m4H9cpRfK37DzIYQrnu3AjcXOTYRkbKoSyTUWihdF01P+h9gLPA5d3+1zCF9xsy+C1wNXO/uR5Y7HhGRYtA1bClINNXnlOjmMeWMJY1jCIuDTMlVUESkWihhS3fcRKhlT44mNyk7M9sV+AKhdv1GueMRESkWJWwpmLu3ApOAgcA55Y0GzKwe+AXwHnB6mcMRESkqJWzpFnd/BrgI+E4033c5HQFsCUx291zznIuIVBV1OhMREakCqmGLiIhUASVsERGRKqCELSIiUgWUsEVERKqAEraIiEgVUMIWERGpAkrYIiIiVUAJW0REpAooYYuIiFQBJWwREZEqoIQtIiJSBZSwRUREqoAStoiISBVQwhYREakC/x8ekchKHx7DMQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"density = True\n",
"cumulative = True\n",
"histtype = 'step'\n",
"lw = 2\n",
"bins = {\n",
" 'theta_energy': np.arange(0, 2.1, .03),\n",
" 'theta_peak': np.arange(0, 1, .03),\n",
" 'theta_freq': np.arange(4, 12, .1),\n",
" 'theta_half_width': np.arange(0, 5, .1)\n",
"}\n",
"xlabel = {\n",
" 'theta_energy': 'Theta coherence energy',\n",
" 'theta_peak': 'Theta peak coherence',\n",
" 'theta_freq': '(Hz)',\n",
" 'theta_half_width': '(Hz)',\n",
"}\n",
"results = {}\n",
"for cell_type in ['gridcell', 'ns_inhibited', 'ns_not_inhibited']:\n",
" results[cell_type] = {}\n",
" for key in bins:\n",
" results[cell_type][key] = pd.DataFrame()\n",
" fig = plt.figure(figsize=(3.5,2.2))\n",
" plt.suptitle(key + ' ' + cell_type)\n",
" legend_lines = []\n",
" for color, query, label in zip(colors, queries, labels):\n",
" values = data.query(query + ' and ' + cell_type)[key]\n",
" results[cell_type][key] = pd.concat([\n",
" results[cell_type][key], \n",
" values.rename(label).reset_index(drop=True)], axis=1)\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=lw, label=label))\n",
" plt.xlabel(xlabel[key])\n",
" plt.legend(\n",
" handles=legend_lines,\n",
" bbox_to_anchor=(1.04,1), borderaxespad=0, frameon=False)\n",
" plt.tight_layout()\n",
" plt.grid(False)\n",
" plt.xlim(-0.05, bins[key].max() - bins[key].max()*0.02)\n",
" despine()\n",
" figname = f'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": 26,
"metadata": {},
"outputs": [],
"source": [
"data['stim_strength'] = data.stim_p_max / data.theta_peak"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"scrolled": false
},
"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"
},
{
"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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FmdkyQrX0LMLFQdL+WWnpEzasqt+C0tV4jVhKyUTsbHQecF4sbe5N6Kn5KcIV/FsIpdL3Fd1J/8ttM51QQfrc2odi7a1S3JjySUhqh8rV7lQq93t6IWUP6b8TzpFblEoUh3VtVipNNfocQGOJ0oB1uTNUxKEAVwNXx8kBHiSUeD+CAmjFzOwdhPFyALe7+6Elkm/TD1lKxd2fM7MHCcOF3k/oVTyUUJK+OyfpbYQA+l4Ld4lJ2jmqCaC5NSC7U3o869tKrGt6saPWdsAW7r7+c45V5jcDN8dxkw/GdO81s+Hu/kY98ltA7r0j9yiaqldyUdbBhh0IpTKjzGybOPxkI/E3mQSgPxRKk0Jum+u7CJNlFGRmOxBmFVtO6EyVdJp6hBBAzcxGFeqpHf0TNSw49qkK18w2IVyFLGHD7tMbcPcl9JYKhuWtHqjVLLUyPef/3xdLZGHKstxJARrhTjv5kmrcfentfXtf3sk66aG4I723EltFiR9VAb+hdwKDucXa3s1sF0oH0IFwbP6aMMHIrQWGEAHr+zHk3jQ9/zdaN3G4URJEP2JmWxdLa2bvIVzMQ+jxnvv9DYTvsr98qsS63IlENhpSVUKpz38hvc1wR8VOksWcShjveRWh2SqR9LwdwoZTB+b7dJl8VqVPATR2Dkm61u9VbHYKM9uH0EsXNpwgAHLq0fuhE0Mzyh22sW+hcYSxunw+YZhIopGGsSSSALoVMDf+nz/86HZ62zO+EJc3uXtXpS8SA3LSHrw7efPaApjZZpTv0j4Qjs3kMx9GaOfciIUpNpNq2yeLjFGsp+/E5abANYW+CzPbht7vsydnm0Rue12zfpf95TQrMKWome1LmAEKYCmhF3elks9/o88+p7YSwrSm3y900WtmBxIm7oEwZC93UoTrCHMiA3zLCkzLGuPQF/Kf74talFLOIMwcMoQwv+gVhPaupwk96PYhzA8Koffo+Xnb57ZXnR2374ql1no4y8xWu3tN50zsg8WEz2grQmnpNjP7AaFdbyzh8/1/bNyTrS/jDTPh7n+Is95sTZiWEPLGxLn7KjNbSpiVKSkJVVN9mziN0PY+jXBCeDthsornCJ1mTiaU7l9jw9u55Wq0YzONS4EvEYY9fSFOgXYZYfzrMMJn8SV6J1w4ox6ZLOMKwkxE+xPm7v2TmX2XUCOTjCX+Er3t2ee6+515+8j9Lo+Nx9g64CF3fz3LzDeZtYTj4i4z+09C6bCN8NkfR/i83wSOzJ8Qpozk8x9nZv9B6JX/ursn43aTG3y8hTCC421m9kNC7cmE+PpzCIW+HuDY3Jord38t9gG5gXDuu9vMvkMo4LURmg6/QCgJd1Gj+5PWYhhLMnHvGsKH+xlCcfo+QiA9iXDV8SLwiQI9KRcQ3hCEN/gA8Mu+5qsPtp4+ffpHCV9Sn/+uuOKK9SWsf//3fz+n2nTu/sa8efO2GjZsfa3a3oRpzu4jjKc8GRg/depUTjiht1PamWeeeXfu/idNmjQFYNttt7X81z7nnHOSOzQQ81GT917o76CDDlpfBTds2DCWLl26KD/NkUceuWuSZpNNNuEPf/jDzwvtKzff3/nOd67JXefuHXfeeee0HXdcPyT0o4S7OdxHmPFl+j777MPBBx88AiB+Phvs/5e//OUZbW3rf2dfAB7Yeuut/5Cs//jHP76+qmjx4sV/L/aeK01X6O+4445bX3q+9tpr7602nbu/umDBgilbbrm+b817CbOxLCaUIL4LTBkyZAhf+cpXcPcr0nyvZNgzNJ6oP0XvvL3bEmY2u5swtds3CcGzk/B7OKXAPlbS2wSyM2Fs8t1U1q46mLxAONaHEy5C7yTUCn2Z3js/fTDFReR1Of+fTTjPr2/2ixOk/Au984LvQZi04T5CjDiKEF/eAOa6+/X5L+DuNxOGZ60hXBR/ndDj/A5C59UhhBmPSo0TrUqthrFcTTgo/4vQHvoPwsG8itC2ciphPs6pZtZj4a4oybbJDPn3Ehr+3wDWmVk7GxtjZt81s6fMbC3hagUaqM0mCzNnzuT//u//OPDAA5k8eTJDhw5l6NChTJgwgT333JMzzzyT66+/nkMOOYThw8MooZtvvrnOuS5s1qxZ6//fbbfd2GSTTTZK86539c6jvcceezBiRLECYmlbbrkl8+fP51vf+hZvf/vbGT16NO3t7cyYMYNTTz2Viy++mJwAuZGddtqJiy66iN1224329naGDRvGkCFDeOONRulfUxkz46abbuLEE09k9913Z8yYMQwZMoRRo0ax/fbbc+SRR7JgwQKOOaaWMxvWlruvcffDCSfZKwkl6DWESeQfItxRZkd3P69EyeijhCD8PKH0+Xc2nOpQAHe/iFAavJFQ8FlDmNHqPMC8gtutFdjnDYSC1kOEmsgO8s7bHm4r98+EGw0sIHQ0XBvTLyVUy+/s7rmzIeW/zi8I7eAXEGaleoNwUXA9Yf7hmk7l19LTk9mF4wbMbHdCdcAo4OhC85OW2X5LwhXjNMIH+hihGnBLQgn2s+7e52mazOyR6dOnz7jxxrJTrorIhrKcxUuk4fTLdG9mNovQMzLt7XUgVFtOI97Wy93fQWhL+yqhPvviQvPwioiIZCHTAGpmw+IYs1upbIBusf3MInQU6AAOTXoJunu3u3+b0KV5KAXaPkRERLKQ2VhBCzfavo3QTtlFaAc9mtAbsFpz4vL6InfjuJhwc+TZtRgE3tXVxWOPPVY+YRnTpk0r2MbXDNauXcuTTz5ZPmEZW221FaNHjy6fUBrGa6+9xsqVBcfRlzR79uz8MbVPlLjJQ0OI56m+Dmvp8HhvXRlcshxsP5kQPO8DjnP335vZ0WW2KSYZMLu4yPrfETotjSDcjPqulK8DhBPI7Nmz+7ILABYuXMjkyZPLJ2xAzz//fE0+g3POOYdPfOIT5RNKw3j44Yf59KdTjTfP75n5HnrvUduoLmXj+89WaxE5dxCSwSPLAPo34MPuXuo+iWXFe/ol07kVLBK5+zoze5pQut2BPgbQgaSnu5uujuqnrOz8R22muexc/SJrV/y1JvuS/tH5XBa37BUZeDILoLFKoxbVGmPozecLJdKtJgTQtLfGWW+zzTbjrrsGRgzu6ljNU8dX31O/Zd0IFrV9ve8Z+O5LvPjdn/Z9P9JvpgGL2o4qmy7fxEdPbLpeuO4+q955kObViPOl5ssdD1pqAGzS7llo/OhGzOyRIqsa7XZOIiLSgPplGEsfVTwHatQ/A1tFRBqEmR2TP0lNhdt9Pm43J8VrDonb9pjZ4RWkPyqmbZb7N5fVDCXQ3F58pWYcSm7UXdG8lu6+c6HnY8l0RmVZa2w93d10vVqq1ltEml2cpCZ/jvFKttsD+HbtczR4NEsAfZNwJ4ZxJdIlbZ/qARF1daxmxSm7bPT8lLMfpm1k6abi7pfW8OIHN2y7HH3NbFpHD+hZE0WaShwjfx1VTlJjZu8jzFmebp5MAZoggLp7t5k54e4cUwulifePSyYpX9ZPWWtabSPHM2SzDW/c3tPdQ8/LOcNnOzeu3d/kLZNoHVtRE7OIZMjMhhFmYTuVKu4sYmbDga/Fv2ZowmtoDR9Ao/sJAXQm8KMC699JeC9r2HgsmlSg5+U3eH6vC+udDREpI+0kNWZmhFnhJhPGzZ9CuEXZpFLbSXHNEkB/RjhAPmlmJ7n7i3nrPxeX1/Z1FiIRkQaXdpKat8Rt74nbLTGz4zLMZ1lmNoRwZ5xK/Mjdqx9flaGGCqDxrvLthBut5s4ltpBwJ5Y9gV+a2YHu/lycZOEEwl3K16EG8bKmnLWUtpGlmpJF6mfZnLY2em+M3exe3GFeV7WjCCqRdpKalYR7ef46gzyl1UM4txcznnB7MoAV2WenOg0VQAl3nt+HvKmx3L3HzD4dn98bWGFmDxOqHiYSvoS57t73CWwHuLZRW9DSqqYPaTzL5rQdCPwAmFDvvNTI88vmtB23w7yu+bXcadpJatx9GQ3WR8Tdu4C9Cq0zs1H0Tt96C+FG3A2l0QJoUe7+lJntRqi33x/YhTBk5dfAeWlu8jqQ1WIIy/hffYbWMcPXP24ZPbxEapE+uwTYvN6ZqKEJhPdU0wDaoK40s5rdrDpW7c4n9H15DDgoBtuG0q8B1N2nllk/q8z6VcCX45+U0NWxmhVf25WWzg17qXe/tIbuzo2Hyna/tHHTceuY4ep1KyKVWEbpqVYBtgSmV7i/C4F/JUzR+hF3f6UPectM05RApXotne2MWrLhfLb5YztFGsjRDLAqXEIv18HgTHe/qlSCOEvSJeV2ZGYnA58F1gKfcPenapPF2lMAFZGGsMO8rvnL5rRdhzoRDVpmdiBwTnx4jLvfWc/8lKMAKiINIwYczT85CJnZTEJH0hbg2+4+r745Kk/dMUVEpK7MbBqwgDDf+S+B/6hvjiqjEuggk9+zthT1uhWRrJnZWOAmwpjPh4DD3b0p7qqlADrIqGetiDQKM9uUUOLcAVgOfMjdX6trpqqgACoiIvXyRcLkOACrgEvMbAQwtEDaznJDHfubAqiIiNTLZjn/v6NM2obr0awAKiLS5MpNUlNiu8l9eM1OQo/ZStNfClya99yphLvJNCX1whUREUlBAVRERCQFBVAREZEU1AY6wPR0d9PVsbrPd2IREZHSFEAHmK6O1Tx1/EQAWhhRJrWIiKSlKlwREZEUFEBFRERSUAAVERFJQQF0oOppoaVTbaAiIllRAB2gWjrbGbn0K/XOhojIgKUAKiIikoIC6ADS092t8Z8iIv1EAXQA6epYzYpTdql3NkREBgUF0EFk/IK5tIweXu9siIgMCJqJaKDpaaGls71gD9zWse20tFZ89yERESlBAXSAaelsZ9SSr9c7GyIiA56qcEVERFJQCVREpMmY2fbAV4H3AxOBF4H7gAvd/bclthsHnAp8DJgMvATcDZzn7vdVmYdZwO3x4bbuvrxM+nnAkcAid59VzWs1KpVARUSaiJn9K/BH4DPAOOBRoIsQFG8xs/OLbLclcD/wJWBL4E9AD/BxYLGZfSb73A8sCqCDwPgFc5mw+PPqgSvS5MxsPHANMBz4KbC1u7/N3ScBhxEC6QlmdkCBza8FpgG/BSa7+zuArQkl2TbgYjPbqR/exoChADoItI5tVw9ckYHhKGAMsByY4+6vJCvc/Wrgkvjw2NyNYnXrPkAHcKi7vxS36Xb3bwNXAUOBUzLO/4CiACoi0jz+QiiB/tDd3yyw/k9xOSXv+Tlxeb27ryqw3cVxOdvMVFVVIXUiEhFpEu5+LaEqtph3xOXjec/PjMvFRbb7HdAJjIj7uCttHquR1xGpnLnuPi+73FRPAVREGsazM85vA8bWOx818uLER0/s6o8XMrPRwBeBuYRA+O2cda3AdvHhk4W2d/d1ZvY0oeS6A/0UQIFXCL2Ai9kO2Cr+vzL77FRHAVREGsKzM84/EPgBMKHeeamR55+dcf5xEx89cX5WLxA7C50BTAc2Bf4KfM7d78xJNobec32pu02sJgTQ8RlktSB3XwLsVWidmc0A7okPv+nut/VXviqlADoA9HR309WxWndikWZ3CbB5vTNRQxMI7ymzAAq8E9g55/EY4CNmdqe7vxqfa89Zv6bEvt4okL5SfzGzFJsVFofc3EQ4Hn4GnF6zndeQAugA0NWxmqeOnwhACxvPgSsiA9b3gW8CmwH7AecTeuC+w8xmunsnYWhLNXpS5ONBoFCnplzbU0Htgpm1A78ilIZ/Bxzp7mnylDkFUBFpFEczwKpwgeOyfAF3/1v89zXgcjO7D3iI0BHocGAeYehKYliJ3SW9b19PkZUDq5iJqFSaVuBqYHdCdfTH3L1UqbmuFEBFpCFMfPTE+c/OOP861IkoNXd3M7sOOBSYRW8AfZPQRjquxOZJ2+fzGWaxnO8QZlR6Ddjf3Z+tY17KUgAVkYYRA44a84sws7HAtsCKIuM5AVbE5UQIkyWYmQO7AlOL7HcoYVYigGU1y3AVzOwLhJ7E3cBh7v5QPfJRDU2kICLSPB4gtDeWmrc2mUTh6Zzn7o/LmRT2TkKBag2wpC8ZTMPMPgpcEB9+1d2v7+88pKEAKiLSPG6Jy6NiqXEDZjaVMDk8hI44iZ/F5SdjKTbf5+LyWtRK0WgAABOiSURBVHd/o8D6zJjZPxNmV2oFLnP3gpPhNyIF0IGkp4WWTvXCFRnAzicMN9keuDpOLg+Ame0G/IbQGehOILcUt5AwYcHmwC/jMBHMrNXMTiJMRL+OnAkY+oOZbUMI9CMIeT+mP1+/r9QGOoC0dLYzculX6p0NEcmIuz9lZgcRpvP7JPDR2L45jDCDEIT7gh6QO/TD3XvM7NPAImBvYIWZPQxMIrSV9hCmynus/94NEHpdJzMNtQAL4jCWtgJpl7j7F/otZxVQABURaSLufoOZvRU4kTD2cyfC0JPFhLuq/Njd1xXY7qlYSj0F2B/YJW73a8INtSudk7aWNsv5f78yaTuzzEgaLT09DTk+tW7M7JHp06fPuPHGG+udlYp1/uMFnjp+Ii3rRjBqydc3Wj9h8edpHZtmchGRquh+eTKoqA1UREQkBQXQAW78grm0jNbt/UREak0BdADo6e6hZd2Igj1wW8e209KqmjURkVpTJ6IBoOeVNwu2fYqISHZUAm1y4VZmxWb0EhGRrCiANrmujtX87ex96p0NEZFBRwFUREQkBbWBDlCjr5nNJm+ZpB64IiIZUQBtcj3dPYV7344epskTREQypCrcJtfzypsF579tGzGmDrkRERk8FEAHqJZWfbUiIlnSWbaJaQiLiEj9KIA2MQ1hERGpHwXQAWj0NbPV+1ZEJGMKoANQ6+hhmv9WRCRjCqAiIiIpKIAOQBrCIiKSPQXQAUhDWEREsqczrYiISAoKoCIiIikogIqIiKSgACoiIpKC7sbShMIUfqvpevWFemdFRGTQUgBtQl0dq3nq+IkAtLDxrcxERCR7qsIVERFJQQFUREQkBQXQZtbTQkunqnBFROpBAbSJtXS2M3LpV+qdDRGRQUkBVEREJAUFUBERkRQUQEVERFJQAB1gxi+YS8vo4fXOhojIgKcAOsC0jm2npbWl3tkQERnwFECbTE93t6bwExFpAAqgTaarYzUrTtml3tkQERn0MpsL18zagZOAg4FtgVeB3wMXuPvNKfY3FfhLmWR/dPe3VbtvERGRamUSQM1sBLAQ2ANYBzwMjAP2A/Yzs9Pd/Ywqd/vWuHwReKxImsdTZFdERKRqWZVALyQEz4eA/d39rwBmdgTwY+B0M7vb3W+tYp9JAP2Zu3+uprkVERGpUs3bQM1sGnA40A0clgRPAHe/Ejg3Pjy9yl0nAXRpX/MoIiLSV1l0IjoCaAPudfdHC6y/OC73NLNtqthvEkAf7kvmREREaiGLADozLhcXWunuTwMr4sN9KtmhmY0EtosPVQIVEZG6y6INdHpcPlkizXJgCrBDhfvcFWgBngG2MLMTgN0I+V8GXOPud6fKrYiISApZBNAJcVlqtP/quBxf4T6T6tsxwKOEKuLE+4HPm9mPgWPdfV0lOzSzR4qsmlZhnkREZBDLogq3PS7XlEjzRl7acpIAOgy4BNgZ2JRQij2VMFTmM8D3qspps+ppoWXdCN1MW0SkjrIogXZReWDuqTDdXXGfS9z9opznVwJnmdly4CrgWDO70N2LlS7Xc/edCz0fS6YzKsxXv0qm8WvpbGfUkq/XOzsiIoNaFgG0g1DVOqxEmuR2Ia9XskN3/wnwk1Lrzew0YHvgY0DZANqMkmn8WlDJU0Sk3rKowl0Vl+NKpEnaPp+v4esuictta7hPERGRgrIIoMk0e1NLpEnWLat0p2Y21MzaSiRJ3ktFnYhERET6Iosq3PuB/ekdD7oBM5sMJBMo3FNuZ2Y2hjAkZgxwAHBdkaS7xWWhyRsGvPEL5oZ7gepm2iIi/SKLEuj8uJxlZlZg/bFxucjdl5fbmbu/BDwbH84plMbMPkkYfrKW4gF2QGsd266baYuI9KOaB1B3fxy4mjBW8zozSyZWwMwOB06OD7+Vv62ZTTOzHc1sq7xV58TlR83sHDPbNGebTwKXxYfnufszNXorIiIiRWV1N5bjgV3i35/NbCmhCnZKXH9KkTuxLIxpLientOnuV5rZrsAJwFcJEyc8DmwJTIrJLgVOq/1bERER2VgWVbi4+2pCG+gZhI5COxF65S4CDnD3s1Ps80TCrEPXEyZi2BUYCtwAfMTdj3b37tq8AxERkdKyKoHi7q8Rbll2ehXbTC2z/lagmnuIioiIZCKTEqiIiMhAl1kJVGqnp7ubro7VdL1aan5+ERHpTwqgTaCrYzVPHT+x3tkQEZEcqsIVERFJQQFUREQkBQVQERGRFBRARUREUlAAFRERSUEBVEREJAUFUBERkRQUQEVERFJQABUREUlBAVRERCQFBVAREZEUFEBFRERSUAAVERFJQQFUREQkBQVQERGRFBRARUREUlAAbXA93d10vfpCzhMttHSOqF+GREQEUABteF0dq1lxyi7rH7d0tjNy6VfqmCMREQEFUBERkVQUQEVERFJQABUREUlBAXQAGL9gLi2jh9c7GyIig4oC6ADQOradltaWemdDRGRQUQAVERFJQQFUREQkBQVQERGRFBRARUREUlAAFRERSUEBVEREJAUFUBERkRQUQEVERFJQAG1gG93KTEREGoYCaAPLv5WZiIg0DgVQERGRFBRARUREUlAAFRERSUEBtMlM/tqiemdBRERQAG06bSPH1zsLIiKCAqiIiEgqCqAiIiIpKICKiIikoAAqIiKSwpB6Z0A21NPdTVfHagC6OlbVOTciIlKMAmiD6epYzVPHT6x3NkREpAxV4YqIiKSgACoiIpKCAqiIiEgKagNtAlPOfnj9DEQta4fXOTciIgIKoE2hbeR4hmy2BQDdL75e59yIiAioCldERCQVBVAREZEUFEBFRERSUABtIj3dPWoDFRFpEOpE1CCSKfy6Xn2heJqX32DV/pf1Y65ERKQYBdAGoSn8RESai6pwRUREUlAAFRERSUEBtMmNXzCXltGanUhEpL+pDbSBTTlrKW2jtqC1fSzdL75esAdu69h2Wlpb6pA7EZHBTQG0gbWN2oIhm21B94uv8/xeF9Y7OyIikkNVuA2gp7u75PAVERFpPAqgDaCrYzUrTtml3tkQEZEqKICKiIikoDbQJjV+wdzQgUg9cEVE6kIBtMEVm/+2dWw7rWPb65AjEREBVeE2rClnLaVt5DjNfysi0qAUQBtU26gtaGnV1yMi0qhUhVsnyd1XALo6VtU5NyIiUi0F0DrR3VdERJqb6gibkOa/FRGpPwXQJqT5b0VE6k8BVEREJAW1gTaQKWc/TNvI8QC0jRxX59yIiEgpCqANpG3keIZstkW9syEiIhVQFa6IiEgKKoH2s2T8p25fJiLS3DILoGbWDpwEHAxsC7wK/B64wN1vTrnPbYBvAB8AJgAvAAuBc9z9sVrkO2tFx3/2tND90hq6Ozec97b7pTf6KWciIlKNTAKomY0gBLY9gHXAw8A4YD9gPzM73d3PqHKfBtwd9/MK8EdgO+AI4EAzm+3uv6ndu+hfLZ3tvPjBn9Y7GyIiUqGs2kAvJATPh4Bp7v52d58CfBroBE43s30r3ZmZDQFuIATPK4Gt3H13YCvgB8Aw4Kdmpq6rIiLSL2oeQM1sGnA40A0c5u5/Tda5+5XAufHh6VXs9nBgOrASOMrd34j7WwscD9wFjAa+3Nf8i4iIVCKLEugRQBtwr7s/WmD9xXG5Z2zTrMScuLwyBs313L0H+J/48JAq89oQppy1lClnP1LvbIiISBWyaAOdGZeLC61096fNbAUwBdiHUCVblJm1Au8stU9C2yjAdmb2ltxSbzNoG7UFrZ0jNnp+/K8+Q+uYjee81Ty4IiL1l0UAnR6XT5ZIs5wQQHeoYH+TgCRiFNvnX4EuQsl3h/i45tau6Ptuu15bTcu6DYNl90troHPjyoDWMcNpHdve59cUEZHayyKATojLUgMdV8fl+Cr2V3Sf7t5lZq8AYyvcZyq16iU7iq9nsl8REek/WQTQpMi0pkSaZHBjJcWr3DS12idmVqzRcceVK1fy4Q9/eKMVnV39e+PrtkNvo6VNk0VJc3jiiScWuPv+9c6HSH/JIoB2UXnnpJ4K91eNSvZZSvfatWtfe+KJJ/Lra6fFZamq6dr6y8v99lJSE/1/jIhI3WQRQDuAMYSxmcUkbZqvl0iTu7/EMIqXQqvZJ+6+cyXpEkmJtdrtZPDQMSIyuGRRP5jUc5aa1CBpp3y+iv0V3WecaGHzKvYpIiLSJ1kE0GRO2qkl0iTrlpXbmbs/Q5i6r9Q+30LogVvRPkVERPoqiwB6f1zOLLTSzCYDyQQK91S4z9+V2ifw7rhcEQOuiIhIprIIoPPjclacAD7fsXG5yN2XV7jPn8XlXDPbpMQ+51W4PxERkT6peQB198eBqwlVqteZWTKxAmZ2OHByfPit/G3NbJqZ7WhmW+WtuorQs3E74GozGxXTb2Jm/w3sRajm/X6t34+IiEghLT09fR31sbF4V5TbgV0Iw1CWEnrmTolJTnH3swtstzymudzd5+St2x34LaGzUAfwZ0JAHQusBT7g7rfX/M2IiIgUkMkofXdfTWivPIPQqWcnQg/aRcABhYJnBft8AHgr8CPg5fh/N/ALYA8FTxER6U+ZlEBFREQGOs0TJyIikoICqIiISAoKoCIiIikogIqIiKSgACoiIpJCFndjGVDMrB04CTgY2BZ4Ffg9cIG731zPvEljMrNjgIuBo9390nrnR0SyoRJoCWY2ArgNOI0wacMjwGvAfsBNZnZaHbMnDShO+HF+vfMhItlTAC3tQmAP4CFgmru/3d2nAJ8GOoHTzWzfemZQGoeZzQJ+A4yqc1ZEpB8ogBZhZtOAwwmzHR3m7n9N1rn7lcC58eHp/Z87aSRmNszMTgduJUxZKSKDgAJocUcQJsS/190fLbD+4rjc08y2KbBeBoF4s4RlhGp+gFOBFfXLkYj0FwXQ4pJ7jy4utNLdn6b3RLlPv+RIGtFkwg3d7yPMyXxWnfMjIv1EvXCLS27D9mSJNMsJd4/ZIfPcSKP6G/Bhd7+p3hkRkf6lAFrchLh8oUSa1XE5PuO8SINy9yeAJ+qdDxHpf6rCLa49LteUSPNGXloRERkkFECL66oire4JJyIyyCiAFtcRl8NKpBkel69nnBcREWkwCqDFrYrLcSXSJG2fz2ecFxERaTAKoMU9FpdTS6RJ1i3LNCciItJwFECLuz8uZxZaaWaTgWQChXv6JUciItIwFECLmx+Xs8zMCqw/Ni4Xufvy/smSiIg0CgXQItz9ceBqwnR+18Up2wAws8OBk+PDb9UheyIiUmeaSKG044Fd4t+fzWwpYbLwKXH9Ke5+a70yJyIi9aMSaAnuvprQBnoGoaPQToReuYuAA9z97DpmT0RE6qilp0dzAIiIiFRLJVAREZEUFEBFRERSUAAVERFJQQFUREQkBQVQERGRFBRARUREUlAAFRERSUEBVEREJAUFUBERkRQUQEVERFJQABUREUlBAVRERCQFBVDpF2Z2jpmtSe6rambzzKzHzO6ocPue+Denj/k4wsy6zexf+7IfEREFUMmcme0FnAT8t7s/UefsXAX8DphnZmPqnBcRaWIKoJIpMxsCXAy8DNT9/qnu3gOcAEwEzq1zdkSkiSmAStaOAnYGLnD3l+udGQB3XwzcBhxlZjvXOz8i0pwUQCUzZjYUOBXoAn5U5+zku5hw/H+j3hkRkeY0pN4ZkAHtAGAScIu7P1PrnZvZPODIStK6e0veU9cD/wA+YWaT3P3pGmdPRAY4lUAlS5+Kyxsz2v8y4O4Sf10x3cr8Dd19LaEadwjwyYzyJyIDmEqgkgkzawPeEx8uzuI13P1sinRMMrNTgD2BDuCjRXaxGJgNvB/4XhZ5FJGBSwFUsrIbsDnQDTxaIt0+ZtZTyxc2s0OAM+NrH+LufyqSdGlOHtrcvatIOhGRjSiASla2jcun3X1NiXT/oDeQlbJnJS8ax5xeBrQAJ7j7DSWSe1yOBLYAnq3kNUREQAFUsjMhLssNXVni7rPK7aySUqqZbQ/8EtgUuNTdv1Nmk9y8TUABVESqoE5EkpVklp/X++PFzGw8cDMwDrgd+LcKNnst53/NSiQiVVEAlawk1bajs34hMxtGGJYyDXgc+KS7r6tg09yg+UYWeRORgUsBVLKSVIeOz/JFzKwFuBx4N/AS8BF3f7HCzXPz9lyt8yYiA5sCqGQl6aAzxszaM3ydc4CDgE7gQHdfVsW2k+PydQqMFRURKUUBVLLyEKGNsRV4VxYvYGZHAycDPcD/c/eFVe4i6dl7T5xkXkSkYuqFK5lw93VmthDYH9iLMOtPzZjZlsAP48PVhCn5jgCGEYaw5DvL3W/Oe26vuLyplnkTkcFBAVSydCUhgH4Q+GaN9z2c3uN3PPCxMum3zH1gZpsR2k07gWtqnDcRGQRaenpUcyXZiNP5/RmYDvyTuz9S5yytZ2b/BlwIXObun6l3fkSk+agNVDITp8Y7Kz48up55KeBowmTzZ5VLKCJSiAKoZO0qQil0bpzsoO7MbF/gbYTS55P1zo+INCcFUMmUu3cCc4ARwGn1zQ2YWSvwn8DfgBPrnB0RaWIKoJI5d78fOBc4Js5XW09HArsCc9293Dy9IiJFqRORiIhICiqBioiIpKAAKiIikoICqIiISAoKoCIiIikogIqIiKSgACoiIpKCAqiIiEgKCqAiIiIpKICKiIikoAAqIiKSggKoiIhICgqgIiIiKSiAioiIpKAAKiIiksL/Bx0u5OFzAvKcAAAAAElFTkSuQmCC\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": [
"\n",
"density = True\n",
"cumulative = True\n",
"histtype = 'step'\n",
"lw = 2\n",
"bins = {\n",
" 'stim_energy': np.arange(0, .4, .01),\n",
" 'stim_half_width': np.arange(0, 1.5, .01),\n",
" 'stim_p_max': np.arange(0, 1, .01),\n",
" 'stim_strength': np.arange(0, 50, 1)\n",
"}\n",
"xlabel = {\n",
" 'stim_energy': 'Coherence energy',\n",
" 'stim_half_width': '(Hz)',\n",
" 'stim_p_max': 'Peak coherence',\n",
" 'stim_strength': 'Ratio',\n",
"}\n",
"# key = 'theta_energy'\n",
"# key = 'theta_peak'\n",
"for cell_type in ['gridcell', 'ns_inhibited', 'ns_not_inhibited']:\n",
" for key in bins:\n",
" results[cell_type][key] = pd.DataFrame()\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[1::2], queries[1::2], labels[1::2]):\n",
" values = data.query(query + ' and ' + cell_type)[key]\n",
" results[cell_type][key] = pd.concat([\n",
" results[cell_type][key], \n",
" values.rename(label).reset_index(drop=True)], axis=1)\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=lw, label=label))\n",
" plt.xlabel(xlabel[key])\n",
" plt.legend(\n",
" handles=legend_lines,\n",
" bbox_to_anchor=(1.04,1), borderaxespad=0, frameon=False)\n",
" plt.tight_layout()\n",
" plt.grid(False)\n",
" plt.xlim(-0.05, bins[key].max() - bins[key].max()*0.02)\n",
" despine()\n",
" figname = f'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": [
"# stats"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"def summarize(data):\n",
" return \"{:.2f} ± {:.2f} ({})\".format(data.mean(), data.sem(), sum(~np.isnan(data)))\n",
"\n",
"\n",
"def MWU(df, keys):\n",
" '''\n",
" Mann Whitney U\n",
" '''\n",
" Uvalue, pvalue = scipy.stats.mannwhitneyu(\n",
" df[keys[0]].dropna(), \n",
" df[keys[1]].dropna(),\n",
" alternative='two-sided')\n",
"\n",
" return \"{:.2f}, {:.3f}\".format(Uvalue, pvalue)\n",
"\n",
"\n",
"def PRS(df, keys):\n",
" '''\n",
" Permutation ReSampling\n",
" '''\n",
" pvalue, observed_diff, diffs = permutation_resampling(\n",
" df[keys[0]].dropna(), \n",
" df[keys[1]].dropna(), statistic=np.median)\n",
"\n",
" return \"{:.2f}, {:.3f}\".format(observed_diff, pvalue)\n",
"\n",
"\n",
"def rename(name):\n",
" return name.replace(\"_field\", \"-field\").replace(\"_\", \" \").capitalize()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"stats = {}\n",
"for cell_type in results:\n",
" stat = pd.DataFrame()\n",
"\n",
" for key, df in results[cell_type].items():\n",
" Key = rename(key)\n",
" stat[Key] = df.agg(summarize)\n",
" stat[Key] = df.agg(summarize)\n",
"\n",
" for i, c1 in enumerate(df.columns):\n",
" for c2 in df.columns[i+1:]:\n",
" stat.loc[f'MWU {c1} {c2}', Key] = MWU(df, [c1, c2])\n",
" stat.loc[f'PRS {c1} {c2}', Key] = PRS(df, [c1, c2])\n",
"\n",
" stats[cell_type] = stat"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"stats['gridcell']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for cell_type, stat in stats.items():\n",
" stat.to_latex(output_path / f\"statistics_{cell_type}\" / \"statistics.tex\")\n",
" stat.to_latex(output_path / f\"statistics_{cell_type}\" / \"statistics.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# psd plots"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"from septum_mec.analysis.plotting import plot_bootstrap_timeseries"
]
},
{
"cell_type": "code",
"execution_count": 29,
"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": 30,
"metadata": {},
"outputs": [],
"source": [
"freq = freqs.T.iloc[0].values\n",
"\n",
"mask = (freq < 100)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 750x300 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 750x300 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 750x300 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"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": [
"# Store results in Expipe action"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"action = project.require_action(\"stimulus-spike-lfp-response\")"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/data/freqs.feather',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/data/coherence.feather',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-theta_freq-ns_not_inhibited.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_strength-not-bs.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_energy-not-bs.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-theta_peak-gridcell.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-theta_energy-ns_inhibited.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-theta_energy-gridcell.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_half_width-ns_not_inhibited.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-theta_half_width-ns_not_inhibited.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-not-bs.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_energy-gridcell.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-theta_peak-not-bs.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_strength-not-bs.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_p_max-not-bs.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-theta_peak-gridcell.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-gridcell.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_p_max-ns_not_inhibited.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_strength-ns_not_inhibited.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_strength-ns_inhibited.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_half_width-not-bs.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-theta_half_width-not-bs.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_half_width-ns_not_inhibited.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-theta_energy-ns_not_inhibited.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_energy-ns_not_inhibited.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-theta_half_width-ns_inhibited.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-ns_inhibited.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_half_width-ns_inhibited.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-theta_half_width-not-bs.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-stim_energy-ns_not_inhibited.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-theta_energy-gridcell.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-spike-lfp-response/data/figures/spike-lfp-coherence-histogram-theta_energy-ns_not_inhibited.svg',\n",
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]
},
"execution_count": 33,
"metadata": {},
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}
],
"source": [
"copy_tree(output_path, str(action.data_path()))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"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": []
}
],
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