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": [
"13:08:55 [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>...</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",
" </thead>\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",
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" <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>True</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",
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" <th>1271</th>\n",
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" <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",
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" <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>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",
" <td>True</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",
" <td>1</td>\n",
" <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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"<p>5 rows × 75 columns</p>\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": 25,
"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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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"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": 27,
"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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993uHuvtCM/sq0TNzMHCBma1T5cmjt3r7XW8GhxEThq8KfDOVVM4hxsQtQ7RpfpV4j53ExARv5KWR+5v9rpmdCgxy95LDLlrQfKK68QEz+zExE9I4Ylq27dM2zxBz9lbjZSKAfdrMdiHadl9y9xfdfZGZ7UGU+ocCl5hZNlfoK8Tnvh9d4xLfIKZ2e5+7P2xmJxO/xfWBh83sR0QtyDhiwoVdgHmU6eBWT01REoT3q3/2JMbUDCGK+L8jTlY3ED36RhH1zDu5u+clcR1dVx0HE1fP11LalKlTp247YcKEiQCTJk0y4gfb7W/atGm5g0cLbnPSSSe9PzP+xRdffHux7Xryl9IDYMcdd2T8+PEQbUXXpWP0K1IAPPDAA3H379by9bO/eh8rd//DF7/4xWzVUOCbxCD3e4j2sp2Atp122olPfOITsdHQoau98847nUDnggULOidNmnQfqUfihRdeOCnNpNOZ8xp/33vvvbPq5JV32GGHN6s5BhtttNGWAMOGDRvek+3c/cGf/OQnQ4YPHw4lvutjxozhvPPOG5l6ktbsM8w99qeddtoVPdnO464FW9I1Ru2jxKDn+4iB41nb7mvAZ9w9m7Qg1810DU/4Qtr3zlRlLF2uJb77k4j5R/9GzLiUBcBHiOn3Kh2mkcnGyo4ihubcTwQ2ANz9bqLX8uvERecXU17uBa6kKwD+B9iqyLR336HrIm4i0QRwLzEd3S4p7YOqzHdN1TUImtn+ZtZpcSeBstz9cuKK51TixzWHaDfoIH5884iTYber9jT33XbEF2QuMZvIQovbgAwokydP5rrrrmOPPfZgwoQJDBs2jFVWWYXtt9+e3//+9xxySEOn4uu1E044gZ/+9KdsvvnmjBkzhsGDBzNy5EgmT57MDjvswGWXXcZJJ53Exz72MQAWLlzIzTdHc9Opp57Kc889B8BOO+3EZpttVvA1DjnkEFZZJSb1v/baa7nlllv64J112XbbbbnhhhvYe++9WWuttRg1ahRDhgxh7NixbLDBBnzjG9/gpptu4qMfrcvNAWoizQKyITHp9B+JksV7REnhLuDrgLn7TUX2f5kYL3kr8Zt+lxgD2+O7LQxQne6+K1Gyvp84v80hLhq+DnzY3V/oQbpHE9PaPUd8brPJq1Vx91uIi+tvAX8lmisWEfP63k1csK3lRSahd/dOdz+S6GRzZXqtd4lbKZ1DlBAfLbRvX2nr7OysS8KpeuRWYqqh/Al6K9l/eeIgTyGqA54gegQuT5T49nP3C3qZx8emTp261g033NCbZPrEfffdxx577AHAYYcdxn777VdmD5G6q/dAfpG6q0tJ0OIGsDdReq69cn5DBMCbgZXc/SPEVDzfJqq6zi4056KIiEilahoEzWyExZ3eb6Fr+pyepDONaG+YS9zw9A2IuSTd/cdE28NQGnwfKhER6d9q1jvU4kahtxE3SWwneuTtS9dA2WpMT8s/eOH7qJ1NjC3ZwcyWaLIppd735ptv8vLLvZ+wZcqU3t2V6Yknnii/URnjxo3LOuNIA7z22mvMmtX7WwquuWbzV56YWS0GT7/ii9//UKSgWg6RWIkIgPcSM308YGb79jCtTdPyriLr7ycaZ5ckxpj8tYevU1e33XYbRx11VPkNy7j11mJ3I6rMDjvsUH6jMg466CAOPvjgXqcjPXPllVdy5pm9H/bZvVN1Uyo6rKkKxxNT7omUVMsg+B/izsE3lt2yhDT7RDbWrdiNHBea2YtEKXN1mjQIijSb92b2pBNhYcMmrlyztEQapW69QwHMbAYRqCruHWpmy9I1a8gGaehDoe0eAD4EfDu1E/Ykf/2md6hItd6b+QKzP3Nl3dJf4fEj1DtU+r1mmjEmkzuub0HRrbruKl52HKCZPVZkVe8a20REpF9rmhljcpS6g3Ih9SvKivRDnR0dLHr7Ndrn9r4jjTSnaiciydnvwLTf9B685pC0b6eZlZ302sz2Sds29X1am7EkmHuX51Kz52f3kit7Kxx3L3grklRCXKvyrIk0v/a5r/PsISvQtnBJRvPdRmdHaixNRFL1fLLpBs49ajoayJo1CL5L3Blg2RLbjUvL/na/PJGGWer8LRnygRUbnQ3poTSG+hqqnIjEzD5BzE/bsImqm1XTBUF37zAzJ+6KsGqhbdK94j6QHj7ZR1kT6Rc6OzppW7gkbYu6n++GfGBF9ersh8xsBDFb1jGkyeEr3G8JYo7Qo2nO5q+Ga9aDcl9ablpk/UZEAF9AbcYUifR7WVvgohdfZPRD32XUI99sdJakBtJEJE8C30tPHUPc9qjcfpb2O4a4CcFRxO26JEfTlQSTq4jZZnYxsyPdfXbe+q+l5W+adbYYkb5WSVvg4CV7PJuhNE5PJyJZOe17T9rvITNr6G2LzGwIccPvSpzv7lV1/OmJhgZBM1uFGOIwP92WJXMrcQeJzYFrzezz7v7fNJD+cOKmqwtRI69IVdoGNVflz5PTBw8mbsI7EMxe/aL2anu3V6KnE5E8T/F7OTZKJ3FuL2YcYOn/sqXdWmh0SfBiYqLsO4i7VANxD6p0V+M7iJt1zjSzR4EJwArEgdzL3Xs/KaaINMST0wd/HjgTWK7ReamRV5+cPvig1S9qv7qWibr708DTPdjvSZqsz4S7twNbFFpnZqPpmirz/4h7HdZdo4NgUe7+rJltQNwpYjtgHWI4xJ+Bk9399lL7i7SaUh1ixlyxA8NWnkDbmCUK7Nkw55J3E9d+bjniPdU0CDapS8zsklollqpJryY6RD4BfCEFzLqraxB091XLrJ9WZv0s4ND0JyIldL71LqMfKtwWOHTCigxapuzkSiKVehJ4rcw2ywNTK0zvLODTwOvA59z9rV7krSpNWxIUkdpptrbAZF8GWHUo0NCOJ33o++5+aakN0mw255ZLyMy+BewHvAfs5O7P1iaLlVEQFOlnOjs6aJ/7erfn2+d1f66ZrX5R+9VPTh98DeoY07LM7PPASenh/u5+Z1/nQUFQpJ/JhkLk64/TpKWgUa5aTQYgM9uU6BzZBvzY3S9qRD4UBEUGsCbtECMtzsymANcR80NfSwzkbwgFQZEm19nRSeebXXNCdMxZQNvC7j1A2xZ17/gyaMwIdYiRpmJmywA3EmMCHwZ2c/eG3Q1IQVCkyXW++Q6vbnHWYs/1t2pPEQAzG06U/FYHZgCfdfd5jcyTgqDIAKZp0qTJfJ2YAAVgFnCumS0JDC2w7aJyw+hqQUFQZABr0qER0rqWyvn/I2W27ZOetm2dna17Y3Yze2zq1Klr3XDDDY3OikhRHbPnd6sOrdRydx1YzzbBtnolLNJXVBIU6YfmrnMqnUPmv/944omPMWR093tQq1eoSGkKgiJNIr8XaKbjje7PdQ6ZT+fQrv4Eg8aOYNBS6gUqUi0FQZEmUagXqIjUl1rNRUSkZakkKNKPTfzhIwwePZ7Bo7q3B4pIeQqCIv3Y4NHjGbLU+EZnQ6TfUhAUaWLjrt+bjiHzmXn02os9n9szVER6TkFQpMGyXqEds7sHto4h8+kcMmexnqAiUjsKgiINVqpX6Myj1y4YANUWKFIbCoIi/ZDaAkVqQ0MkRESkZSkIiohIy1J1qEgTmrvOaXQOmdetF6jaAkVqS0FQpI9UNzfovIIdYtQWKFJbCoIifURzg4o0HwVBkX5A1aAi9aEgKNIPqBpUpD4UBEVEmpyZrQZ8G9gKWAGYDdwLnOXuN5fYb1ngGGB7YCXgDeBu4GR3v7fKPEwDbk8PJ7n7jDLbXwTsCdzh7tOqea2+pCAoUmelpkUbd/3eDBq7+N3fF815nbePPaqvsidNzsw+DfweWAKYDzwOjCcC2/Zm9hN3P6LAfssTAW9K2u9fRCDcEdjOzPZz9wv65l00L40TFKmzrEPMrO0u7LZu0NglGLTMyMX/xo6Ats4G5FSajZmNA64gAuCVwAfcfX13nwDsCrQDh5vZzgV2/w0RAG8GVnL3jwAfIEqUg4GzzWzNPngbTU1BUESkee0DjAVmANPd/a1shbtfDpybHh6Qu1OqutwSmAt8xd3fSPt0uPuPgUuBocB36pz/pqcgKCLSvJ4jSoK/cPd3C6z/V1pOzHt+elr+wd1nFdjv7LTcwcyWKLC+ZahNUESkSbn7b4hqzWI+kpZP5T2/aVreVWS/+4FFwJIpjb/2NI/VyOtcU85e7n5R/XITFARFGmDcdXsxaJmRtI1p6YtwXlnrlMHAMo3OR43MXuHxI9r74oXMbAzwdWAvIpj9OGfdIGByevhMof3dfaGZvUiUIFenj4Ig8BbRWaeYycCK6f/n658dBUGRmsufHq3QtGhZJ5hW9spap3weOBNYrtF5qZFXX1nrlINWePyIq+v1AqkDzPHAVGA48ALwNXe/M2ezsXSd218rkdzrRBAcV4esFuTuDwFbFFpnZmsB96SHJ7j7bX2RJwVBkRrT9GgVOxdYutGZqKHliPdUtyAIbASsnfN4LPA5M7vT3eek53KvrhaUSCu7OuvJ1dhzZtaD3QpLwzluJL4PVwHH1SzxMhQERUT6j58DJwBLAZ8CTiF6hn7EzDZ190XEsIlq9GQ8zj+AQh11cq1GBaV8MxsJXE+USu8H9nT3PhsjpCAoIo2yLwOsOhQ4qJ4v4O7/Sf/OA35tZvcCDxOdW3YDLiKGRWRGlEgua5DuPotDeZ+vYsaYUtsMAi4HNiSqdrd391Kl15pTEBRpEp0dHbTPfZ32OaWacQaOFR4/4upX1jrlGtQxpsfc3c3sGuArwDS6guC7RJthqRnXs7bAV+uYxXJOI2a+mQds5+6v9HUGFARF+kD+9GiFeoW2z32dZw9ZoS+z1XApaLRG1O8BM1sGmATMLDLeD2BmWq4AMSDezBxYF1i1SLpDidljAJ6sWYarYGYHEz1cO4Bd3f3hRuRDg+VF+kD+9Ghtg9oanSXpH/5OtL/tXWKbbKD8iznP3ZeWm1LYRkQhaAHwUG8y2BNmti3ws/Tw2+7+h77OQ0ZBUESkef1fWu6TSm+LMbNViQmxITqXZK5Ky11SaTLf19LyN+7efQxPHZnZh4lZcAYBF7r7KX35+vkUBEUarLOjg0Vvv9YybYFSlVOIoQyrAZenCbUBMLMNgJuIDi53ArmlqVuJQelLA9emIQiY2SAzO5KYfHshOYPs+4KZrUIE6yWJvO/fl69fiNoERRqsVFug7ijf2tz9WTP7AjF12i7Atqm9bwQx0wvEfQV3zh1W4O6dZrYHcAfwUWCmmT0KTCDaDjuJacme6Lt3A0Rv4GxGmDbgujREYnCBbR9y94PrnSEFQZEmpjvKi7v/0czWA44gxgauSQxruIu4G8QF7r6wwH7PptLid4DtgHXSfn8mbqpb6RyetbRUzv+fKrPtonpmJKMgKCLS5Nz9aXpQdZh6lB6a/nqbh78QpbdKt59O190ssuem9TYftaYgKFKh/DlBiyk0V6iINCcFQZEK9eWcoGoLFOkbCoIiTUhtgSJ9Q0FQpI9k06Lla59bbCIQEak3BUGRPtKK06KJNDsFQZFeyJ8TtJi2MUvA3Hl9kCMRqYaCoEgRFd0hPs0JWjqdDtrnztKMMCJNSEFQpIha9QZVNahI81IQFGmgiSc+yuBR47o9r6ERIn1DQVCkgQaPGqehECINpLtIiIhIy1JJUCRP1iGmY/b8busquUN8JTQjjEhzUBAUyVOqQ0wlvUEroRlhRJqDqkNFRKRlqSQoUifZNGkaHyjSvBQERepE4wNFmp+CoEgFxl23F4OWGdnjjjAi0pwUBEUqMGiZkTXpECMizUUdY0REpGWpJCjShzQ+UKS5KAiK9CGNDxRpLgqCIr2kO8aL9F8KgiK9pKEQIv2XgqBIUmrOUBEZmBQERZJa3URXRPoPDZEQEZGWpZKgSB3ojvEi/YOCoEgd6I7xIv2DgqBICZozVGRgUxCUlpP1As3X8Ub35zRnqMjApiAoLUe9QEUko96hIiLSshQERUSkZSkIiohIy1KboAgw7vq9GTS2ew9Q9QoVGdhqFgTNbCRwJPAlYBIwB3gA+Jm7/6kH6a0KPFdms3+6+/rVpi2tJb83aMFeoGOXqLgXaP5dI3S3CJH+qyZB0MyWBG4FNgYWAo8CywKfAj5lZse5+x6iuHYAABvNSURBVPFVJrteWs4GniiyzVM9yK60mFr3BtVdI0QGjlqVBM8iAuDDwHbu/gKAme0OXAAcZ2Z3u/stVaSZBcGr3P1rNcqniIjI+3rdMcbMpgC7AR3ArlkABHD3S4AfpYfHVZl0FgQf6W0eRURECqlF79DdgcHA39z98QLrz07Lzc1slSrSzYLgo73JnIiISDG1qA7dNC3vKrTS3V80s5nARGBL4JJyCZrZKGByeqiSoFSkmunQ8nuD9rYXaP5dI3S3CJH+oRZBcGpaPlNimxlEEFy9wjTXBdqAl4DxZnY4sAGR3yeBK9z97h7lVgasajrAVNMbtBK6a4RI/1SLILhcWr5WYpusP3n3G6wVllWFjgUeJ6pbM1sBB5rZBcAB7r6wXGJm9liRVVMqzI+IiAxAtWgTzC6nF5TYJquPqvTSOwuCI4BzgbWB4URp8hhiGMbewOlV5VRERCRHLUqC7VQeTDsr3O6vKc2H3P2XOc8/D/zQzGYAlwIHmNlZ7l6spAeAu69d6PlUQlyrwjyJiMgAU4sgOJeothxRYpus18H8ShJ098uAy0qtN7PvAasB2wMlg6C0Lk2HJiKl1CIIziKCYKnucFlb4Ks1eL3MQ0QQnFTDNGWA6U0HmPzp0TKaJk1k4KhFEHyCCEarltgmW/dkpYma2VCgw93bi2ySVcGW7Rgj0hOaHk1k4KtFx5j70nLTQivNbCUgGyR/T7nEzGysmc0G3iOqOovZIC0LDdAXEREpqxZB8Oq0nGZmVmD9AWl5h7vPKJeYu78BvJIeTi+0jZntQgxveA+4pprMihTT2dHBordfe/9P1Z4iA1+vq0Pd/Skzuxz4CnCNmW3v7k8DmNluwLfSpj/I3zfNOzoUeMvdX85ZdRJwMbCtmZ0EHOfu76Z9dgEuTNud7O4v9fY9iICqP0VaUa3uInEIsE76+7eZPUJ0lpmY1n+nyB0kbk3b/JqcUp+7X2Jm6wKHA98mBsc/BSwPTEibnQd8r0b5F6lI/vRoGU2TJtI/1SQIuvvrZrYpcATwBWBNosPKHcAZ7l51laW7H2FmNwEHEe2N6xL3FvwjcLa731CLvEt9FZvPsx4KzRFaa5oeTWRgqdmd5d19HnG7pOOq2GfVMutvAaq5B6E0mVrf0LYesqEQ7XNKzfwnIgNRzYKgSH9Vqi1Qd4cQGdgUBEVKUPWnyMBWiyESIiIi/ZJKgtLnis3nWQ+F5gjNnw5N4wFFWpeCoPRKud6fhXps1vqGttWqZDzgxB8+wuDR49UGKDLAKQhKr/SH3p89MXj0eLUFirQABUFpGRoKISL5FASlZWhaNBHJpyAogsYDirQqBUGpuXK9P5vxru4aDyjSmhQEpSLFeoE2Y+9P3RFeRCqlICgV6U+9QKtp+9NQCJHWpiAoLU1DIURam4Kg9BvFqjnzqdpTRCqlICj9hoY4iEitKQgK0LPpz4r1Am3G3p+6I7yIFKIgKEDPOr40uhdoNTQEQkQKURCUpqfpzkSkXhQEpelVc+f3YlTtKSKFKAhKv6ZqThHpDQVBKao/Tn8mIlINBcEW0d9ufps7JlDj/kSkXhQEW0R/mvYMyo8J1HRnIlILCoLSL2m6MxGpBQVBaSjd8UFEGklBUBpKU6GJSCMpCLaw/tb7M3dMoNoCRaQWFAQHuKxXaMfs+d3W9adpz0BjAkWk9hQEB7hm6xWa3waotj8RaSQFQelTlbQB6o4PItJXFASl6ajaU0T6ioKg1JWqP0WkmSkItqBx1+3FoGVG9knvTw2BEJFmpiDYz5SbAzRfwTlBlxnZVL1C89sA1fYnIn1FQbCfabbenrWgNkARaRQFQalIsenNylEboIg0MwVBqUgt2/ZU/SkizUJBUPqcqj9FpFkoCA4A5eYAzVeoV2i56k5Va4rIQKQgOADUYg5QDWUQkVakICg9Vmx6s3LUBigizUJBUHpMbXsi0t8NanQGREREGkUlQSmqXHWnqjVFpL9TEGxSxaZHKzQNWr2oulNEBjoFwSY1EKdHExFpNgqCLULjAEVEulMQbBEaBygi0p16h4qISMtSSbAfKTY9Wqmb42bVoO1zXqtn1kRE+iUFwT5W6U1xC94MtwfTo6kaVESkOAXBPtZMvT41DlBEWp2CYAvTOEARaXUKgv3IojmvM2jIvKr20dAHEZHiFAT7kZlHr03n0OqCYCETf/gIg0ePV3WniLQ8BcEmUMlNcRfNeZ23jz2qJq83ePR4VYOKiKAgWHf5vUHL9fosNrNL59C50NZZv4yKiLQgBcE6q7Y3qIY0iIj0HQXBfkx3dhcR6R0FwX5MQxxERHpHQbAJ5A590JAGEZG+oyDYAOOu35uOIfOZefTaANHrs0Snl2LVnqrWFBHpHQXBOsl6hXbMnt9t3aCxS8CQjorH/KnaU0SkPhQE66SZ5ggVEZHCFATrpLOjo+i6RXNej3F/IiLSUAqCddI+742i64pNf6a2PxGRvqUg2ETU9ici0rcUBGskf7qz9nndpz6bu85pdA6ZR+eQ7p1lRESk7ykI1siit2cx48Cp7z9uWzSSURy22DadQ+bV5C4QIiJSGwqCNdL51ruMfui7JbdZ6Tt3MnSlCUXXq+1PRKRvKQj2ocFLLqs2PxGRJqIgWIVitzmCwm2AIiLS3BQEq1DqNkdtC5dkNKWrQwcvObYe2RIRkR5SECyh2w1x5yygbeGSBbdtWzSy23NjrtiBYSt3tQG2jSl993gREelbCoIlFJr6rFxpL9egMSPev2O8iIg0n0GNzoCIiEijKAjWkdoARUSam4JgHbUN0uEVEWlmahOs0tx1Tl1s2rOJJz7GkNGFB7mrI4yISHOrWRA0s5HAkcCXgEnAHOAB4Gfu/qceprkKcCywNbAc8BpwK3CSuz9Ri3xXq3PI/MWmPhs0dgSDllLnFxGR/qgm9XVmtiRwG/A9YDLwGDAP+BRwo5l9rwdpGvAg8FVgFPBPYASwO/CgmX26FnkXEZHWVatGq7OAjYGHgSnu/iF3nwjsASwCjjOzT1aamJkNAf4ILAtcAqzo7hsCKwJnEsHwSjOr62SbpW6MKyIi/V+vg6CZTQF2AzqAXd39hWydu18C/Cg9PK6KZHcDpgLPA/u4+zspvfeAQ4C/AmOAQ3ub/1JK3RhXRET6v1qUBHcHBgN/c/fHC6w/Oy03T218lZielpekwPc+d+8EzkkPv1xlXmtm4g8fYfIZr+jODyIi/VgtguCmaXlXoZXu/iIwMz3cslxiZjYI2KhUmsDdaTnZzFauMJ81NXj0eIYsNV7DIERE+rFanMGzO8k+U2KbGWm5egXpTQCysQXF0nwBaK8iTRERkW5qEQSXS8vXSmyT3WdoXBXpFU3T3duBt6pIs2ZWOvoOVYOKiAwQtRgnmA2SW1Bim+xWDJUMqMvdpiZpmtljRVat8fzzz7PNNtsUXNm5cCHt7W8t9tzgQ2+mbejQci8pMuA9/fTT17n7do3Oh0hv1CIItlN5ibKzwvSqUUmaxXS89957855++ukXymw3JS2fYeabvXg5qbGuz0VEpAdqEQTnAmOJsXvFZG1880tsk5teZgTFS4MVp+nua1fwukVlJcnepiO1pc9FRHqrFm2Cs9KyVCNZ1m73ahXpFU0zDaZfuoo0RUREuqlFEMzm8Fy1xDbZuifLJebuL9HV6aVYmisTYxMrSlNERKSQWgTB+9Jy00IrzWwlIBskf0+Fad5fKk1gs7ScmYKmiIhI1WoRBK9Oy2lp0ut8B6TlHe4+o8I0r0rLvcxsWIk0L6owPRERkW56HQTd/SngcqJ68hozywbPY2a7Ad9KD3+Qv6+ZTTGzNcxsxbxVlxI9/iYDl5vZ6LT9MDM7A9iCqDL9eW/zLyIirauts7M3IwxCupvD7cA6xBCHR4geoxPTJt9x9xML7DcjbfNrd5+et25D4GaiA8xc4N9EUFwGeA/Y2t1v73XmRUSkZdVk4kt3f51ovzue6KiyJtGz8w5g50IBsII0/w6sB5wPvJn+7wB+B2ysACgiIr1Vk5KgiIhIf6RbIIiISMtSEBQRkZalICgiIi1LQVBERFqWgqCIiLSsWtxFol8xs5HAkcCXgEnAHOAB4Gfu/qceprkKcCywNXFT4NeAW4GT3P2JUvtK7T8TM1sVeK7MZv909/WrTVtEBpaWGiJhZksSwWljYCHwKDGeMZvb9Dh3P77KNA24O6XzFvAUXYP6FwA7uPtNNXkDA1CdPpPtgWuB2XRN8J7vKXffq0eZFpEBo9WC4EXAnsDDwHbu/kJ6fnfgAqJkvJW731JhekOIk+xU4BJgf3d/J813eipwEDHQf2qaUEDy1PozSfseS0zccLa7f63mmRaRAaNl2gTNbAqwGzHrzK7ZyRbA3S8BfpQeHldFsrsRAfB5YB93fyel9x5wCPBXYAxwaG/zPxDV6TOBmF0IYvo+EZGiWiYIArsTk3z/zd0fL7D+7LTcPLXxVWJ6Wl6SAt/73L0TOCc9/HKVeW0V9fhMoCsIPtqbzInIwNdKQTC7N+FdhVa6+4vAzPRwy3KJmdkgYKNSaRJthQCTzWzlCvPZSmr6mQCY2SiiTRZUEhSRMlqpd2h2i6dnSmwzg7irxeoVpDcBWKJMmi8Qd9UYnNJ8och2rarWnwnAukAb8BIw3swOBzYgvutPAle4+90l9heRFtJKQXC5tHytxDZZ55VxVaRXNE13bzezt4ieopWk2Wpq/ZlAV1XoWOBx4gIksxVwoJldABzg7gsrzaiIDEytVB06Mi0XlNjmnbxtK0mvlmm2mlp/JtAVBEcA5wJrA8OJ0uQxxDCMvYHTq8qpiAxIrVQSbKfyoF/JuJH2Kl+/dcaiVK7WnwlEj9xBwEPu/suc558Hfphu5HwpcICZneXuj1WYrogMQK0UBOcSVWQjSmyTtfHNrzC9zAiKl2aqSbPV1Pozwd0vAy4rtd7MvgesBmwPKAiKtLBWqg6dlZbLltgma3d6tYr0iqaZBtMvXUWarabWn0mlHkrLSTVMU0T6oVYKgtn0WauW2CZb92S5xNz9JWKatFJprkxXx4yyabagmn4mGTMbamaDS2ySfe/VMUakxbVSELwvLTcttNLMVqJrvsp7Kkzz/lJpApul5cwUNGVxNf1MzGysmc0G3iOqOovZIC0LDdAXkRbSSkHw6rSclia9zndAWt7h7jMqTPOqtNwrzRdaLM2LKkyv1dT0M3H3N4BX0sPphbYxs12AKUSgvKaazIrIwNMyQdDdnwIuJ6onrzGzbKA2ZrYb8K308Af5+5rZFDNbw8xWzFt1KTHQezJwuZmNTtsPM7MzgC2IKtOf1/r9DAR1+kxOSsttzewkMxues88uwIXp4ckqnYtIq91FYlngdmAdonv+I0TvxIlpk++4+4kF9puRtvm1u0/PW7chcDPRAWYu8G+6bqX0HrC1u99e+3czMNTpMzkFODw9nEPc3mp5YpYfgPOIO3501PCtiEg/1DIlQYB0O6NNidvsPAmsSfRMvAPYudDJtoI0/04M0D6fuG3SesRdEX4HbKwAWFqdPpMjiNlh/kAMtl8XGAr8Eficu++rACgi0GIlQRERkVwtVRIUERHJpSAoIiItS0FQRERaloKgiIi0LAVBERFpWQqCIiLSshQERUSkZSkIiohIy1IQFBGRlqUgKCIiLUtBUEREWpaCoIiItKwhjc5Af2VmqwLPldjkPeBt4s4INwBnuvvbfZC1oswsmy19K3e/pZF5qVTecV7N3Z9uYHZEZIBREKyNR4mb5+YaBiwHbJb+9jezT+gkLiLSPBQEa+Ngd/9LoRVmNo24r90qwK+BzfsuWyIiUoraBOssBcej0sPNzOzDDcyOiIjkUBDsG7/P+X+ThuVCREQWo+rQvpHbXjg6f6WZ/Q9wCFFVuizwBvA34Ax3v61QgmY2BjgA+CywFrA0MA94BrgeON3d36gkc2Y2FbgD+ABwG7Ctu8+vcN8pwIEpH6sAi4g20guB8929I2/7wcB0YDdgfWAk8N/0+j919wdLvFybme0J7AesC3QCDpwPnOPunfk7mNlw4jh9iThOw4Dnic5Kp7j7y3nbTwNuB+4D9gLOBT5CdHK62N0Pz9l2+5SXDYExwGvpffyk0PvI6Zi0BPAZ4jPfIOXJgYuJDlQLC+w7DPgqsCuwBvE9eh64ETjJ3V8psM96wDeBjwHLA3OBfwC/cvff5W8v0opUEuwbq+X8/0LuCjP7EXHi3BkYDvwL6AC2B25N68nbZ7W03UnApsTJ919EAPoQ8D3gb2Y2qlzGzGwycdL/AHAT8LkqAuCOwMPAocBE4ImUl02BXwEXm1lbzvZLAXcC5wHTgDdTvpcmguLfzezQEi95HnARsCbR63YhEaB+SQTC/PytCNwL/AzYGJgNPE4E60OBR82sWBvteOBWIkg9DoxIr4mZDTGzS4FrieDfCfwzbfNl4H4zO6jE+/g+cA0RPJ8D5hAXBKcBlxR5H3cDvyAulN4gjvXKRCB90Mwm5u1zIPAAsAcwFniMCIKfAn5rZpelCxKRlqYg2De+mZbvAe8PTTCz/YFvEcFgN3dfxt0/QgSkLxElu2+Z2Vfz0juXOAHeC6zi7mu6+4eJE/ceRBA1YM9SmUonztuAlYA/Atu7+zuVvKFUArwUGEV0+FnB3T/s7lOIUs47RKlln5zdLiN6yr4CfMzdJ7n7hkQv2u8T38fTzGynIi+7BXAYsHx6vysQgQFgLzNbMyd/bcBvieByF7Bmer1svwuAZYBrzWyFAq81GZhPDMv4EPGZXJzWfT+9t/8AW7v78jnv4xAiKJ5hZlsVeR+HExcw49x9g5R2drHzRTNbP2/7C4hg/wzwYXdfzd3XByYB9wArApfnvPfPAD8H2oGvA2Pc/UPuPhH4JPAq8BXguCL5E2kZCoJ1YmZLmNkGZvZLIjBBVPf9N60fBhyfnt/b3S/L9nX3Tnf/DXBEeup4MxuS9lseWDs9v29udV7a7xLgL+mpdUrkb2WiBDiRaLPc2d3freItHk5UZd6b8v9+la+7/xn4Qfbe0uttAnwuPbdzbm9ad3/X3Y8FzklP/bjIa57v7qdl1YVpeThRVQnw0ZxttyMC7ktEoPKc13uLCM73AeOIUmEhJ7r7S2mfue6+IB3/bPvt3f2mnHTb3f3nRImuLecY5Lve3Y929wXZfsAxRAkPcnoQm9nGwNak2oHcatb02X+ZCHabmZll+U6v/213PyOln+1zK1EdDXCYmS1bJI8iLUFBsDZuN7PO3D+iFPEg0R4FUZX33Zx9NiPaaeYQQygKuYw4+U0gqjlx9/+6+3hgpLs/mr9DquLKgsLIIulOIALgJKJK7wvu/l5F77TLtml5bn67X3Im8EGi2jN3+/vd/Z4iaZ6allPN7IMF1ndrx0ol16fSw/E5q3ZMy2vdfV6B/TqJkmxu3vLdVeC5zxDV1o+XaL/MqjQ3MrPlCqy/vkB+2ul6H2NyVmV5u9vdHyuw3/NEle04d/c0uUBWkrw0f/u0z5+AWUTb5CeKvAeRlqCOMbWRP1i+E1gAvE60eV3r7o/n7ZOd5IcBd3ZdxHfTTlysrAHcnz3p7u+k6swNgalE9d2axAkwawssdpHzS+IECFE1WCiIFWVmI4hACtEW1k2aHSf3pL1GWj5QLF13f8rM3gaWIqpz84P8i0V2nZuWS+Q8lx3fbVMHkULGpuXqZtZWoGPNy/k75KS7kpkVCpKw+HFfg6h+zFXsfWRV0bm/y6lpWfA4A7j7IwXyB/D7Et+rETn5E2lZCoK1UXSwfAlLp+VwKhtA/37pIFV7nU1XKSvzNvBXoo2p2IkfIlhcB2xFDNk4DDilkkwnuVVoc4tutbil0jJ/Zp18c9K23XrREhcWlcqO78rpr5TB6fXyp7Ur1D6apbsUVX5uOcqVutty/s+OdaXHeemc/3uaP5GWoSDYOFkV3QOpM0xFUvXanUQnjOeJXpgPAv8GZrh7p5ldRukg+Guire6bRPA7wcyud/d/V5l3KBysCpmTlkuX3KrrpDyn5FblZXk82N3P7GVahdL9nbvvUsN0y71epcc52/51dx9Xh/yIDCgKgo2TddRY3cyGuPui/A1SD8dpRC/Emandbm8iAM4megrOKpD2SmVe+1J37zCznxK9UD8MXGhmmxdp31s84+5vmtmrKR8fJMae5ed9RaLDzQxgfyJIk16roNS7c8n08Kli21XIiQuBtYttkDoHTQCezzrAVJguZdIdSVRTv0B8bu3Ftq3Ak2lZqI00e71fEaX/X+Tkb1kzW6HQ+MG0zxZEdf2MSnsEiwxE6hjTOHcSVYOjiUHZhXyFGMLwb7qq9Cal5cxCAdDM1iLG6UGZi5x0cv4qMb4wqxat1J/Scu8i6z9PjM3bJPXGzDqDbGRmmxXZJ+t1+R/gkSLbVCp7vS8V6ZwCMfTgb8AVVaR7I9FOu0aJIRCHEj10H6YrqPfUjWm5hZmtnr8yvbfdgW2A+e7+BJBN0n5woQTT2Mi/EuMfNYORtDQFwQZJPRZPSg9PN7O9zOz9zyPNRnJ2eniVuz+T/s9KVOuZ2c4527eZ2dbAn4Gh6elivUNz8/FP4OT08AQzq7SjxMnAu8BHzezMVPrJ8rI18MOc7XD3v9F1Qv9dmpkl2364mR0P7JueOqLQ7C9V+g0RSMcAN5nZ+yU3MxttZr8gxsx10vU5lOXuM4lxmgBXmNn7PUvNbJCZ7UPX+Luzenv7rNTWfCfRbvn7vLGQE4CriU4u9+e0S2e9kL9tZkem4TjZPlsQ4ycB7nX323uTP5H+TtWhjXUyMIU4+V8AnGxmzxFVdB9I29xFlNYy5wP/S/Qa/K2ZzSRmaVmFqJ5cSJRCplG+WjRzAjFjjQEXpWrRklV47v64me1ODAc4ENjTzP5NDPvISq0XET1RM7sTJbTNiGElM1Lejeho0g58x92vrDDfpfK30Mx2IEqs6xOzwzgxdGV1ukpoh6ZxjdU4lDi2nwOuM7OXiB6fq9I1TOO3xNi/WvgyMZvPB4HHzOwJokfv6kTv4hlEtTYA7n5lmlXoeGLM5dFm9mTK26rZZsSsRCItTSXBBkqD2/cDPk20ny0ixnyNJgahHwJ8Incas1Sy2JCYYeQx4sT2QaJn4wVEm1tWRbmema1SQT7eJQaPdxJVmBVVi7r71US723lE+9K6RMeX24mxh3vllujcfTYRnPcjSjdj0j6ziOC+obsXGyhfNXd/lhhfeQQxMH5FYgKBt4kgtaW7n96DdBcQg/G/SJS8hxGf2xDive8JfLGXbYG5r/cS8bkcQQwxWYWYiu9ZYmD8+u7+XN4+3yeqxS8j3u96xHflIaKk+BF3zx+6IdJy2jo7e1vrJCIi0j+pJCgiIi1LQVBERFqWgqCIiLQsBUEREWlZCoIiItKyFARFRKRlKQiKiEjLUhAUEZGWpSAoIiItS0FQRERaloKgiIi0LAVBERFpWQqCIiLSshQERUSkZSkIiohIy1IQFBGRlqUgKCIiLUtBUEREWpaCoIiItKz/B31ivW7R5WLLAAAAAElFTkSuQmCC\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": 28,
"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 / \"statistics\" / f\"statistics_{cell_type}.tex\")\n",
" stat.to_csv(output_path / \"statistics\" / f\"statistics_{cell_type}.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# psd plots"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from septum_mec.analysis.plotting import plot_bootstrap_timeseries"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"coher = pd.read_feather(output_path / 'data' / 'coherence.feather')\n",
"freqs = pd.read_feather(output_path / 'data' / 'freqs.feather')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"freq = freqs.T.iloc[0].values\n",
"\n",
"mask = (freq < 100)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"for cell_type in ['gridcell', 'ns_inhibited', 'ns_not_inhibited']:\n",
" fig, axs = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(5,2))\n",
" axs = axs.repeat(2)\n",
" for i, (ax, query) in enumerate(zip(axs.ravel(), queries)):\n",
" selection = [\n",
" f'{r.action}_{r.channel_group}_{r.unit_name}' \n",
" for i, r in data.query(query + ' and ' + cell_type).iterrows()]\n",
" values = coher.loc[mask, selection].dropna(axis=1).to_numpy()\n",
" values = 10 * np.log10(values)\n",
" plot_bootstrap_timeseries(freq[mask], values, ax=ax, lw=1, label=labels[i], color=colors[i])\n",
" # ax.set_title(titles[i])\n",
" ax.set_xlabel('Frequency Hz')\n",
" ax.legend(frameon=False)\n",
" ax.set_ylim(-30, 0)\n",
" axs[0].set_ylabel('Coherence')\n",
" despine()\n",
" figname = f'spike-lfp-coherence-{cell_type}'.replace(' ', '-')\n",
" fig.savefig(\n",
" output_path / 'figures' / f'{figname}.png', \n",
" bbox_inches='tight', transparent=True)\n",
" fig.savefig(\n",
" output_path / 'figures' / f'{figname}.svg', \n",
" bbox_inches='tight', transparent=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Store results in Expipe action"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"action = project.require_action(\"stimulus-spike-lfp-response\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"copy_tree(output_path, str(action.data_path()))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"septum_mec.analysis.registration.store_notebook(action, \"20_stimulus-spike-lfp-response.ipynb\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}