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

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235 KiB
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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": [
"18:16:41 [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",
"from distutils.dir_util import copy_tree\n",
"from neo import SpikeTrain\n",
"import scipy\n",
"import seaborn as sns\n",
"from tqdm import tqdm_notebook as tqdm\n",
"from tqdm._tqdm_notebook import tqdm_notebook\n",
"tqdm_notebook.pandas()\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"
]
},
{
"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-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": [
"identify_neurons = actions['identify-neurons']\n",
"sessions = pd.read_csv(identify_neurons.data_path('sessions'))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"lfp_action = actions['stimulus-lfp-response']\n",
"lfp_results = pd.read_csv(lfp_action.data_path('results'))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"lfp_results = pd.merge(sessions, lfp_results, how='left')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def action_group(row):\n",
" a = int(row.channel_group in [0,1,2,3])\n",
" return f'{row.action}-{a}'\n",
"lfp_results['action_side_a'] = lfp_results.apply(action_group, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"lfp_results['stim_strength'] = lfp_results['stim_p_max'] / lfp_results['theta_energy']"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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_side_a</th>\n",
" <th>channel_group</th>\n",
" <th>signal_to_noise</th>\n",
" <th>stim_strength</th>\n",
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],
"text/plain": [
" action_side_a channel_group signal_to_noise stim_strength\n",
"68 1833-010719-1-0 4 0.006686 NaN\n",
"66 1833-010719-1-1 2 0.034550 NaN\n",
"694 1833-010719-2-0 6 0.004609 7.173297\n",
"691 1833-010719-2-1 3 0.003974 6.446883\n",
"580 1833-020719-1-0 4 0.008427 NaN"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lfp_results_hemisphere = lfp_results.sort_values(\n",
" by=['action_side_a', 'stim_strength', 'signal_to_noise'], ascending=[True, False, False]\n",
").drop_duplicates(subset='action_side_a', keep='first')\n",
"lfp_results_hemisphere.loc[:,['action_side_a','channel_group', 'signal_to_noise', 'stim_strength']].head()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"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": 20,
"metadata": {
"scrolled": false
},
"outputs": [
{
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\n",
"text/plain": [
"<Figure size 525x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x300 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, .7, .03),\n",
" 'theta_peak': np.arange(0, .7, .03),\n",
" 'theta_freq': np.arange(4, 10, .5),\n",
" 'theta_half_width': np.arange(0, 15, .5)\n",
"}\n",
"xlabel = {\n",
" 'theta_energy': 'Theta energy (dB)',\n",
" 'theta_peak': 'Peak PSD (dB/Hz)',\n",
" 'theta_freq': '(Hz)',\n",
" 'theta_half_width': '(Hz)',\n",
"}\n",
"# key = 'theta_energy'\n",
"# key = 'theta_peak'\n",
"for key in bins:\n",
" fig = plt.figure(figsize=(3.5,2))\n",
" plt.suptitle(key)\n",
" legend_lines = []\n",
" for color, query, label in zip(colors, queries, labels):\n",
" lfp_results_hemisphere.query(query)[key].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",
" \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()*0.025)\n",
" sns.despine()\n",
" plt.xlabel(xlabel[key])\n",
" figname = f'lfp-psd-histogram-{key}'\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": 21,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 480x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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34wL4DmUhk9WUZSbfDMwfz/ZONX0NwYh4EmWKw4OZeWvbrmWUO0g8C/hqRByamb+tJtIfCxwGrKLm89sr3/Xkvp+e3O6D1zNjkzFNfVSNZmzi9cDxtHzJjBnAFv1uR03u2WXpmpGObu9F+2pcb87MH0bEMT0ct2117BXVcddGxJvHoX09i4iZlN/dvfhMZo5o4M9o9Lsn+HnKQtmXAItbL2bmQET8XfX6s4GVEXE95RvM1pRpEUdl5s8mvMXjbMYm87wGpUZYvmTGocAngC373Zaa3Ll8yYw377J0zbk11zva1bhuBV6cmf9Xc3vGYoDSwRnKPCCqx6Nde3pE+h2CQ8rMX0TEXpQu/AHAHpTpEP9Huanuxf1sn6QxOx3YtN+NqNGWlJ+p1hAc7WpcmbmcGgcO1iEz1wD7dtoXEY9j3XrR3wY+OBFtGtcQzMzth9m/eJj9dwFvq/5IkiaHMyPizLoqq06TnksZEPkz4JVVYI67SdsT7IcFJ1zKrAX9vWbsNSg1yDGsZ6dDKQNPmmA53dd2BtgK2KnH+k4FXkhZE/qlmfn7MbRtRAzBNjPmzPV6nDRBdlm65tzlS2achwNjpqL3ZeZZ3QpUq9mcPlxFEfF24PXAI8BBmfmLeprYG0NQUt9UoTFcj0LrqYg4FDi5evqGzLx0otvg5ElJ0oSLiEWUGQLTgA9n5tJ+tMMQlCRNqIhYCHydcpOErwLv7FdbDEFJ0oSJiC2A8ylzAq8DDs/Mvt0SzxCUJE2IiNiQ0vPbBVgBvCQz+7pMlwNjJEkT5a2UVcAA7gJOj4g5wKwOZVcPN5e8DoagJGmiPL7t8d7DlJ2Q6SbTBgb6diq27yLihu3ZbPczZhwCwBYXvIoNttu2z62Spoxp/W6ANFZeE5QkNZYhKElqLENQktRYhqAkqbEMQUlSYxmCkqTGMgQlSY1lCEqSGssQlCQ1liEoSWosQ1CS1FiGoCSpsQxBSVJjGYKSpMYyBCVJjWUISpIayzvLS9IkFxE7A+8A9ge2Bu4BrgJOzcwLuxw3F3g38HJgAXAvcDnwkcy8aoRtWAxcXD3dITNXDFN+KXAkcElmLh7Je00ke4KSNIlFxAuBHwOvBeYCNwJrKMH27Yg4ZYjjtgKuBv4J2Ar4CTAAvAK4LCJeO/6tn/wMQUmapCJiHvBFYCPgS8ATM/NpmTkfOIwShsdGxMEdDj8HWAhcCCzIzL2BJ1J6lDOA0yJitwn4MSY1Q1CSJq+jgc2BFcCSzPx9a0dmng2cXj19Y/tB1anL/YD7gddk5r3VMWsz88PAWcAs4IRxbv+kZwhK0uT1S0pP8JOZ+acO+39Sbbcb9PqSavu1zLyrw3GnVdsDI2KjMbdyCnNgjCRNUpl5DuW05lD2rrY3DXp9UbW9bIjjvg+sBuZUdXxvtG0ciUGDa4ZzVGYuHb/WFIagpL65Y/dTZgBb9LsdNbln6xuPWzMRbxQRmwFvBY6ihNmH2/ZNB3asnt7S6fjMXBURt1F6kLswQSEI/J4yOnUoOwLbVI9vHf/mGIKS+uSO3U85FPgEsGW/21KTO+/Y/ZQ3b33jceeO1xtUA2DeA+wEbAj8CnhTZl7aVmxz1v1u/12X6u6mhOC8cWhqR5l5LbBvp30RsTtwRfX0vZl50US0yRCU1C+nA5v2uxE12pLyM41bCALPAJ7c9nxz4KURcWlm/rF6beO2/Q93qeuhDuV79cuIGMVhnVXTOc6nfB6+DJxUW+XDMAQlaer4L+C9wOOBFwCnUEaG7h0RizJzNWXaxEgMjKIdPwA6DdRptzM99PIjYmPgfym90u8DR2bmaNo0KoagpH45hvXsdCjw5vF8g8z8dfXwAeCMiLgKuI4yuOVwYCllWkTL7C7VtUaFPjiKphw6ghVjupWZDpwNPJ1yavflmdmt91o7Q1BSX2x943Hn3rH7KefhwJhRy8yMiPOA1wCLWReCf6JcM5zb5fDWtcA7x7GJw/kPyso3DwAHZOYdE90AQ1BS31Sh0W3wRqNFxBbADsDKIeb7AaystltDmRAfEQnsCWw/RL2zKKvHACyvrcEjEBH/SBnhuhY4LDOv60c7nCwvSZPXNZTrb93W+WxNlL+t7bWrq+0iOnsGpRP0MHDtWBo4GhHxMuCj1dN3ZObXJroNLYagJE1e3662R1e9tz8TEdtTFsSGMrik5cvV9pCqNznYm6rtOZn5UIf94yYi/pKyCs504HOZ2XEB8IliCErS5HUKZSrDzsDZ1YLaAETEXsC3KANcLgXae1PLKJPSNwW+Wk1BICKmR8TxlMW3V9E2yX4iRMSTKGE9h9L2N0zk+3fiNUFJmqQy8xcR8UrK0mmHAC+rrvfNpqz0AuW+gge3TyvIzIGI+DvgEuDZwMqIuB6YT7l2OEBZluxnE/fTAGU0cGtFmGnA16spEjM6lL02M/9xvBtkCErSJJaZ34iIpwLHUeYG7kaZ1nAZ5W4Qn83MVR2O+0XVWzwBOADYozru/yg31e11Dc86Pb7t8QuGKbt6PBvSMm1gYMLmJE46EXHD9my2+xkzDgFgiwtexQbbbdvnVklTxrR+N0AaK68JSpIayxCUJDWWIShJaixDUJLUWIagJKmxDEFJUmMZgpKkxjIEJUmNZQhKkhrLEJQkNZYhKElqLENQktRYhqAkqbEMQUlSYxmCkqTGMgQlSY1lCEqSGssQlCQ1liEoSWosQ1CS1FiGoCSpsQxBSVJjGYKSpMYyBCVJjWUISpIayxCUJDWWIShJaixDUJLUWIagJKmxDEFJUmMZgpKkxjIEJUmNZQhKkhrLEJQkNdbMuiqKiI2B44FXATsAfwR+CHw0My8YRX3bA78cptiPM/NpI61bkiSoKQQjYg6wDNgHWAVcD8wFXgC8ICJOysz3jLDap1bbe4CfDVHmplE0V5IkoL6e4KmUALwOOCAzfwUQEUcAnwVOiojLM/M7I6izFYJfzsw31dROSZIeNeZrghGxEDgcWAsc1gpAgMw8E/hQ9fSkEVbdCsGfjrWNkiR1UsfAmCOAGcCVmXljh/2nVdtnRcSTRlBvKwSvH0vjJEkaSh0huKjaXtZpZ2beBqysnu7XS4URsQmwY/XUnqAkaVzUcU1wp2p7S5cyK4DtgF16rHNPYBpwO/CEiDgW2IvS3uXAFzPz8lG1VpKkSh0huGW1/V2XMndX23k91tk6Fbo5cCPldGvL/sA/RMRngTdm5qpeGypJUrs6ToduXG0f7lLmoUFlh9MKwdnA6cCTgQ0pvcl3U6ZhvBb42IhaKklSmzp6gmvoPUwHeiz3varOazPzU22v3wp8ICJWAGcBb4yIUzPzhh7rlSTpUXWE4P2U05azu5TZqNo+2EuFmfkF4Avd9kfEicDOwMsBQ1CSNGJ1nA69q9rO7VKmdS3wzhrer+XaartDjXVKkhqkjhBsLWm2fZcyrX3Le600ImZFxIwuRVptd2CMJGlU6gjBq6vtok47I2IB0Jokf8VwlUXE5hFxD/AI5VTnUPaqtp0m6EuSNKw6QvDcars4IqLD/jdW20syc8VwlWXmvcAd1dMlncpExCHAQkpQnjeSxkqS1DLmEMzMm4CzKXP5zouI1uR5IuJw4O3V0/cPPjYiFkbErhGxzaBdJ1fbl0XEyRGxYdsxhwCfq55+JDNvH+vPIElqprruIvEWYI/qz88j4qeUEaPbVftPGOIOEsuqMmfQ1uvLzDMjYk/gWOAdlMnxNwFbAfOrYp8GTqyp/ZKkBqrlzvKZeTflmuB7KINfdqOMFr0EODgzPziKOo+jrA7zNcpk+z2BWcA3gJdm5jGZubaO9kuSmmnawECv89fXPxFxw/ZstvsZMw4BYIsLXsUG223b51ZJU8a0fjdAGqtaeoKSJE1FhqAkqbEMQUlSYxmCkqTGMgQlSY1lCEqSGssQlCQ1liEoSWosQ1CS1FiGoCSpsQxBSVJjGYKSpMYyBCVJjWUISpIayxCUJDWWIShJaixDUJLUWIagJKmxDEFJUmMZgpKkxjIEJUmNZQhKkhrLEJQkNZYhKElqLENQktRYhqAkqbEMQUlSYxmCkqTGMgQlSY1lCEqSGssQlCQ1liEoSWosQ1CS1FiGoCSpsQxBSVJjGYKSpMYyBCVJjWUISpIayxCUJDWWIShJaixDUJLUWIagJKmxDEFJUmMZgpKkxjIEJUmNZQhKkhrLEJQkNZYhKElqLENQktRYhqAkqbEMQUlSYxmCkqTGMgQlSY1lCEqSGssQlCQ1liEoSWosQ1CS1FiGoCSpsQxBSVJjGYKSpMYyBCVJjWUISpIayxCUJDWWIShJaixDUJLUWIagJKmxDEFJUmMZgpKkxjIEJUmNZQhKkhrLEJQkNZYhKElqLENQktRYhqAkqbEMQUlSYxmCkqTGMgQlSY1lCEqSGmtmXRVFxMbA8cCrgB2APwI/BD6amReMss4nAf8KvAjYEvgdsAw4OTN/Vke7JUnNVUtPMCLmABcBJwI7AjcADwAvAM6PiBNHUWcAPwJeB2wC/BiYDRwB/CgiXlhH2yVJzVXX6dBTgX2A64CFmfkXmbkd8HfAauCkiHh+r5VFxEzgG8Bc4Exgm8x8OrAN8AlKGH4pIubW1H5JUgONOQQjYiFwOLAWOCwzf9Xal5lnAh+qnp40gmoPB3YCbgWOzsyHqvoeAd4CfA/YDHjbWNsvSWquOnqCRwAzgCsz88YO+0+rts+qrvH1Ykm1PbMKvkdl5gDw39XTV4+wrZIkPaqOEFxUbS/rtDMzbwNWVk/3G66yiJgOPKNbncDl1XbHiNi2x3ZKkvRn6gjBnartLV3KrKi2u/RQ33xgo2Hq/BWwZgR1SpL0GHWE4JbV9nddytxdbeeNoL4h68zMNcDvR1CnJEmPUcc8wY2r7cNdyjw0qGwv9dVZ51C2vY0/cOSarwAw45gLmTZr1hiqk5rj5ptv/npmHtDvdkhjUUcIrqH3HuVAj/WNRC91DuXBVaxlBfeVEa0r7xtDVZKkqaaOELwf2Jwyd28orWt8D/ZYX8tshu4NjqTOjjJz69EeK0ma+uq4JnhXte02cb113e7OEdQ3ZJ3VZPpNR1CnJEmPUUcIttbw3L5Lmda+5cNVlpm3s27Qy1B1bkuZm9hTnZIkdVJHCF5dbRd12hkRC4DWJPkreqzz+93qBJ5ZbVdWoSlJ0ojVEYLnVtvF1aLXg72x2l6SmSt6rPPL1faoiNigS51Le6xPkqTHGHMIZuZNwNmU05PnRURr8jwRcTjw9urp+wcfGxELI2LXiNhm0K6zKBPldwTOjojHVeU3iIiPA/tSTpn+11jbL0lqrmkDA2OZYVBUd3O4GNiDMsXhp5QRo9tVRU7IzA92OG5FVeaMzFwyaN/TgQspA2DuB35OCcUtgEeAF2XmxWNuvCSpsWq5lVJm3k25fvceykCV3SgjOy8BDu4UgD3UeQ3wVOAzwH3V47XA/wD7GICSpLGqpScoSdJUVNdNdSVJmnIMQUlSYxmCkqTGMgQlSY1lCEqSGquOu0hMORGxMXA88CpgB+CPwA+Bj2bmBf1sm7prm1vazeaZ6X2xJA2rcVMkImIOsAzYB1gFXE+Z09ha3/SkzHxPn5qnLiJiM+BeyoIMV3Up+qLMvL/LfkkCmtkTPJUSgNcBB2TmrwAi4gjgs8BJEXF5Zn6nj21UZ3tW25syc9++tkTSeqFR1wQjYiFwOGXlmcNaAQiQmWcCH6qenjTxrVMPnlptf9rXVkhabzQqBIEjKAt9X5mZN3bYf1q1fVZEPKnDfvVXKwSv72srJK03mhaCrfsTXtZpZ2beBqysnu43IS3SSNgTlFSrpl0TbN3m6ZYuZVZQRh/uMu6tUc8iYgbwlOrp7RHxNuDZlLuM3AZ8Ezg3M9f2qYmSpqCmheCW1fZ3XcrcXW3njXNbNDK7ALOrxxcCjxu0/wjgnyPiwMz8zYS2TNKU1bTToRtX24e7lHloUFlNDk9te3wN8BxgDmV6y+HAHcAzgPMjYoOJb56kqahpPcE19B78zZpAOfmtBD5OGdn7L22nPR8EvhAR1wDXAk8DXgd8qi+tlDSlNC0E76fc8X52lzIbVdsHx7856lVmXglc2WX/8oj4AnAM8AoMQUk9aNrp0Luq7dwuZVrXAu9e69zPAAAFEElEQVQc57aoftdW2x362gpJU0bTQvBn1Xb7LmVa+5aPa0s0YhExfZjrfa3P86qJaI+kqa9pIXh1tV3UaWdELGDdGqJXTEiL1JOIuBR4BPi3LsX+otp2WghBkh6jaSF4brVdHBHRYf8bq+0lmbliYpqkHl1PWe3noIgYPD2CiNgO+Nvq6ZcmsmGSpq5GhWBm3gScTfllel5EtCbPExGHA2+vnr6/D81Td/8J/AmYD5wTEVu3dkTEU4FvUaZMXAqc15cWSppymngrpbnAxcAelCkTP6WMGG3do+6EzPxgn5qnLiLiYOAsyujeRyjXbWcCu1ZFfgC8MDPv6U8LJU01jQtBePSegscBrwR2pAyk+CHw8cy0FzGJVaex/wXYH3giZXGDGyk9/NMyc3UfmydpimlkCEqSBA27JihJUjtDUJLUWIagJKmxDEFJUmMZgpKkxjIEJUmNZQhKkhrLEJQkNZYhKElqLENQktRYhqAkqbEMQUlSYxmCql1EnBwRD7fu1xgRSyNiICK+2+PxA9WfJWNsxxERsTYiXjiWeiStvwxB1Soi9gWOp9yW6uY+N+cs4PvA0ojYvM9tkTQJGYKqTUTMBE4D7gP6fmPizBwAjgW2Bj7U5+ZImoQMQdXpaODJwEcz875+NwYgMy8DLgKOjogn97s9kiYXQ1C1iIhZwLuBNcBn+tycwU6jfNb/td8NkTS5zOx3A7TeOBiYD3w7M2+vu/KIWAoc2UvZzJw26KWvAX8ADoqI+Zl5W83NkzRF2RNUXf622n5znOpfDlze5c+aqtytgw/MzEcop0RnAoeMU/skTUH2BDVmETEDeG719LLxeI/M/CBDDLaJiBOAZwH3Ay8boorLgAOB/YGPjUcbJU09hqDqsBewKbAWuLFLuf0iYqDON46IVwPvq9771Zn5kyGK/rStDTMyc80Q5SQ1iCGoOuxQbW/LzIe7lPsD68Kom2f18qbVnMTPAdOAYzPzG12KZ7XdBHgCcEcv7yFp/WYIqg5bVtvhpkVcm5mLh6usl95iROwMfBXYEPh0Zv7HMIe0t21LDEFJODBG9WitxvLgRLxZRMwDLgDmAhcDf9/DYQ+0PXb1GEmAIah6tE6BbjbebxQRsylTHhYCNwGHZOaqHg5tD76HxqNtkqYeQ1B1aJ1anDeebxIR04AzgGcC9wIvzcx7ejy8vW2/rbttkqYmQ1B1aA062TwiNh7H9zkZeCWwGjg0M5eP4NgF1fZBOswllNRMhqDqcB3lmtt04K/G4w0i4hjg7cAA8LrMXDbCKlojTq+oFtaWJEeHauwyc1VELAMOAPalrM5Sm4jYCvhk9fRuyvJnRwCzKdMjBvtAZl4w6LV9q+35dbZN0tRmCKouZ1JC8MXAe2uueyPWfVbnAS8fpvxW7U8i4vGU64irgS/W3DZJU9i0gQHPDGnsqqXTfg7sBDwlM2/oc5MeFRF/D5wKfC4zX9vv9kiaPLwmqFpUy5B9oHp6TD/b0sExlAW2PzBcQUnNYgiqTmdReoNHVRPa+y4ing88jdILvKXf7ZE0uRiCqk1mrgaWAHOAE/vbGoiI6cC/Ab8GjutzcyRNQoagapWZVwMfAt5Qre/ZT0cCewJHZeZw65pKaiAHxkiSGsueoCSpsQxBSVJjGYKSpMYyBCVJjWUISpIayxCUJDWWIShJaixDUJLUWIagJKmxDEFJUmMZgpKkxjIEJUmNZQhKkhrLEJQkNdb/B4Gya31idJ+WAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 480x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 480x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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myP5dCHVfTpiOqW1UO/She0mxOQCkP8ktXsa83ae0uhrSD5SZjavScesB344/7Xj7q+XaNQjeChwDHGxmp7n7woL9J8TtLe6+jDaioQ8ikqY4G9eDhMlIugmB8BjCELFyxxlwP2Eik5WEScxPArZoZn37mpYGQTPbijDEYam7v5m36wHCChK7Abeb2SHu/tc4kP4U4HBgBerfFunTZk7s6gKGtLoeKVm43fXdtWa3VyN/Nq6T3P0ZMzumiuO2jMc+Ho+bYWYnNaF+VTOztQjf3dW4xt1rSvypR6tbgj8G9gQeBvZKnnT3nJl9PT6/BzDHzF4g/AUznDAsYpK7v9zrNRaRVMyc2HUIcAVhfcH+YN7MiV0nbXd999SUz1vvbFxvAl9w93tTrk8jcoQGTilDAYu/1zv3dE1aHQRLcvfXzWwnQhN+PLADYTjEvYRFdR9qZf3y5d8H1L0+KWfonUfROXjVnO8dG2d6/vergY1aXYkUbUp4TakGwXpn43L3mbRZ4qC7dwO7F9tnZoNYNV/0r4Dze6NOTQ2C7j6qwv69KuyfD3wr/rStSvcBqx360LVBuREh0kxrZHKmoGfRmufrHLyeskGlP7gxLmmXithNOpWQEPky8NUYMJuubVuC/YmGPrQ/ZXK2xDH0s+5QQuJJFsyk/NzOAJsBY6o83xTg84Q5ofd393caqFtNFARFpCW2u7576syJXdNQYkxf9F13/0m5AnE2m6srncjMTgeOBT4AvuLur6dTxeooCDYo19ND97uV/iASkWJi0NB/oIwys0OAC+LD49z9kd6ug4Jgg7qXLGDOWTus8Xz+fUDd6xMRWZ2ZjSOMEOgALnT361tRDwXBJtF9wL6vMJMzDRnPBhUBwMxGA9MJiyTcDpzZqrooCEqflHY2pzI5RXqHmQ0B7iaMCXwWmODuLVsST0GwDhoX2HrK5hTpe8xsXULLbztgNvCP7v5eK+ukIFiHiuMCz3te9wFFRNb0z4RZwADmA1eb2frA2kXKrqw0ljwNCoJN0DVoGB2dmrBdRKTAhnm/71yhrAbLi4jImirNxlXmuBENXHMlIZOz2vI/An5U8NzZhFUw2oaCoPQbaWdzKpNTpP9TEEyJxgU2rpaMT2VzikgaFARTonGBjVPGp4j0NmVv1EjTpImI9B8KgjUqNU2aiIj0PQqCIiKSWbonKG0h15OjZ+HSNZ6vJeNT2ZwiUisFwRrofmDz5BYvY/7469Z4XhmfItJM6g6tQcllkzRNmohIn6QgmAJNkyYi0jfpm1tERDJL9wSrkCydpPuBvWvo9ElKdhGRplIQrEK5pZN0PzBodJHbotOgDRlIR2fV8/WKiNRMQbBBuh8YaMozEemL9O0tIiKZpSAoIiKZpe7QOo0873m6Bg3T/UARaToz2xY4A/gHYDiwEHgSmOLu95U5bhPCIrYHACOARcBjwEXu/mSNddgLeCg+3NrdZ1cofz1wJPCwu+9Vy7V6k4JgnboGDdPSSRU0usitMkNFwMw+D/wvsB6wFHgJGEYIbAeY2SXufmqR4zYjBLzR8bjnCIHwy8B4MzvW3a/tnVfRvtQdKlVL5vcs+lNmkdt6f5QZKllnZkOBnxEC4M3AR9z9k+6+BXA40A2cYmYHFTn8FkIAvA8Y4e47Ax8htCi7gCvNbGwvvIy2ppagVE0ZoCK97mhgMDAbmOju7yc73P0mM9sDOD7+3Jbsi12XewJLgMPcfVE8pge40Mw+DkwAzorbzFJLUESkfb1BaAn+MD8A5nkubkcWPD8xbu9w9/lFjrsybg80s0zfd1BLUESkTbn7LYRuzVJ2jttZBc+Pi9tHSxz3NLASWD+e4zf11rEWBck1lUxy9+ubV5tAQVBEWuat7S/uAoa0uh4pWTj8pVO7e+NCZrYx8M/AJEIwuzBvXyewTXz4WrHj3X2Fmc0ltCC3o5eCIPAOIVmnlG2AzePvbza/OgqC0qByGaDK7pRy3tr+4kOAK4BNW12XlMx7a/uLTxr+0qlTm3WBmABzLjAGWBf4I3CCuz+SV2wwq77by014vIAQBIc2oapFufsMYPdi+8xse+Dx+PA/3P3B3qiTgqBUPe9nuQxQkTpcDWzU6kqkaFPCa2paEAR2AT6W93gwsL+ZPeLu78bn8v9DLi9zruQ/dD3/gd8wszoOKy4O57ib8Hm4FZic2skrUBAUZX2K9B2XA/8BbAjsC1xMyAzd2czGuftKwrCJWuTqqMfvgGKJOvm2pYpWvpkNBO4ktEqfBo5093rqVBcFwQpyPT1aQkmkOY6hn3WHAic18wLu/qf463vADWb2JPAsIbllAnA9YVhEYkCZ0yX3K5bWUZVDapgxplyZTuAm4DOErt0D3L1c6zV1CoIVdC9ZwJyzdmh1NUT6neEvnTr1re0vnoYSY+rm7m5m04DDgL1YFQTfJ9wzLDevY3IvcF4Tq1jJ9wkz37wHjHf3t3q7AgqCItIyMWioq6UEMxsCbA3MKTHeD2BO3A6HMCDezBz4BDCqxHnXJsweAzAztQrXwMy+Schw7QEOd/dnW1EPBUEpqtp5P5UBKtJUvyUMGzgduKhEmWSg/Ny8554iBMFxwDVFjtmF8P2/HJiRSk1rYGZfAi6ND89w9zt6uw4JzRiTccl8oIWqnfdT83uKNNWv4vbo2HpbjZmNIkyIDSG5JHFr3B4cW5OFTojbW9y9cmp4iszs04RZcDqB69z94t68fiEFwTqMPO/5frOEUm7xMuaPv67V1RCR4i4mDGXYFrgpTqgNgJntBPySkODyCJDfmnqAMCh9I+D2OAQBM+s0s9MIk2+vIG+QfW8ws60IwXp9Qt2P683rF6Pu0Dp0DRpGR6f+fhCR5nL3183sq4Sp0w4GvhTv9w0gzPQCYV3Bg/KHFbh7zsy+DjwM7AHMMbMXgC0I9w5zhGnJXu69VwOEbOBkRpgOYHocItFVpOwMd/9msyukIFiGhkeISKu5+y/MbEfgVMLYwLGEYQ2PAj8BrnX3FUWOez22Fs8CxgM7xOPuJSyqW+0cnmnaMO/3fSuUXdnMiiQ6crleG5PYdszsxTFjxmx/1113Fd2/8m9v8/rJw9d4fpsfvNVvFtTtWbi06ED5TR89UTPBSCW6ISx9nvr0ZA1Dp09S1qeIZIK6QzMqmS+0aGaosj5FJCMUBDNK84WKiKg7tGb9aXiEiEjWKQjWSMMjRET6D32bi4hIZumeoHxo6PRJISlGmaEikhEKghlUcr7QOB+oiEhWqDs0gzRfqIhIoCAoIiKZpSAoIiKZpSAoIiKZpSAogOYLFZFsUnZoEbmeHrqXLMjUMkqaL1REskhBsIjuJQuKLqEkIiL9i7pDRUQksxQERUQksxQERUQks3RPsEojz3uerkHDtIySiEg/oiBYpa5Bw1hrw2GtrkbDSs0bKiKSReoOzRjNGyoisoqCoIiIZJaCoIiIZJaCoIiIZJaCoGjeUBHJLGWHZkCuJ0du8TIAehYtW2O/5g0VkaxSEMyA3OJlzNt9SqurISLSdtQdKiIimaUgKCIimaUgKCIimaV7ghk19M6j6BwcMkKVGSoiWaUg2EflZ3xWUjQjdPB6dA4ZmHa1RET6FAXBPkoZnyIijdM9QRERyazUWoJmNhA4DfgasDXwLvAMcKm731PH+UYBb1Qo9gd3/2St5xYREYGUgqCZrQ88AOwKrABeADYB9gX2NbPJ7n5ujafdMW4XAi+XKDOrjuqKiIgA6bUEpxAC4LPAeHf/I4CZHQFcC0w2s8fc/f4azpkEwVvd/YSU6tmv5Wd8VqKMUBGRFIKgmY0GJgA9wOFJAARw9xvNbDvgbGAyUE8QfL7ROmaFMj5FRGqTRmLMEUAX8IS7v1Rk/5Vxu5uZbVXDeZMg+EIjlRMRESkljSA4Lm4fLbbT3ecCc+LDPas5oZltAGwTH6olKCIiTZHGPcExcftamTKzgZHAdlWe8xNAB/BnYJiZnQLsRKjvTOBn7v5YXbUtI9fTQ/eSBXS/+3bapxYRkTaURhDcNG7LRY4FcTu0ynMmXaGDgZcI3a2JfwBONLNrgePdfUW1Fa2ke8kCXj95eFqnExGRNpdGd2iSibG8TJlk3q5qszaSIDgAuBr4GLAuoTV5NmEYxlHAZTXVtI/K9eToWbh09Z8iU6GJiEht0mgJdlN9MM1VWe438Zwz3P2/855/EzjPzGYDPwGON7Mp7v5ileftkzRFmohIc6QRBJcQui0HlCmTDEpbWs0J3f2nwE/L7Tezc4BtgQOAfh0ERUSkOdIIgvMJQXCTMmWSe4HzUrheYgYhCG6d4jnXMPK85+kaNIyuDcq9PBER6YvSuCeYTGk2qkyZZN/Mak9qZmubWVeZIkndU0uMKaZr0DDW2nAYHZ2aa1xEpL9JoyX4FDCeVeMFV2NmI4BkkPzjlU5mZoMJwy0GAwcB00oU3Sluiw3Q7/eKTZGmqdBERGqTRvNmatzuZWZWZP/xcfuwu8+udDJ3XwS8FR9OLFbGzA4GRgMfUDpI9mvJFGn5Px2dHa2ulohIn9JwEHT3WcBNhLF808wsGTyPmU0ATo8Pv1d4rJmNNrOPmtnmBbsuiNsvmdkFZrZu3jEHA9fFhxe5+58bfQ0iIpJNaa0icTKwQ/x5xcyeJ3Rnjoz7zyqxgsQDscwN5LX64sTbnwBOAc4gDI6fBWwGbBGL/Qg4J6X6i4hIBqWS7eHuCwj3BM8lJL+MJWSLPgwc5O7n13HOUwmzw9xBGGz/CWBt4BfA/u5+jLv3pFF/ERHJptRWlnf39wjLJU2u4ZhRFfbfT23LL4mIiFRNef8iIpJZCoJtLpk3VERE0pdad2hf1s5LKOUWL2P++OsqFxQRkZopCKIllEREskrdoSIiklkKgiIiklkKgn3Q0OmTNE+oiEgKdE+whN5eQinXkyO3eM3V4outIK95QkVE0qEgWEKyhFJv0erxIiK9T92hIiKSWQqCIiKSWQqCIiKSWbon2MaKrR4PWkFeRCQtCoK9rKYs0Lh6vIiINIeCYC9TFqiISPvQPUEREcksBUEREcksBUEREcks3RNsA8oCFRFpDQXBJiqWCaosUBGR9qEgmMs1bUV5ZYKKiLS3zN8TzPV0M+esHVpdDRERaYHMB0EREckuBUEREcks3RPsZcUyQZUFKiLSGgqCRYw87/mGVpRPskJ7Fi5dY58yQUVE2oeCYBFdg4bR0Vl/T7GyQkVE+gbdExQRkcxSEBQRkcxSEBQRkczSPcFeMnT6JDqHDFQmqIhIG1EQ7CWdQwYqK1REpM2oO1RERDJLQVBERDJLQVBERDJLQVBERDJLQVBERDJL2aEpKjdnqIiItB8FwRRpzlARkb5F3aEiIpJZCoIiIpJZCoIiIpJZuifYZJozVESkfSkIViHJ+qykZ9GaZTRnqIhI+1IQrIKyPkVE+ifdExQRkcxSEBQRkcxSEBQRkczSPcE6Db3zKDoHV874VFaoiEj7UhAsIteTW23+z6JZn4PXU9aniEgfpyBYRO6d95n3hRtaXQ0REWky3RMUEZHMUhAUEZHMUhAUEZHM0j3BKhVmgyrrU0Sk71MQLJTroGfx8jWeVjaoiEj/o+7QAh0rB7L40NtbXQ0REekFCoIiIpJZCoI93a2ugYiItEjmg+AH815tdRVERKRFMh8EV5ProGPl+ms8PXT6JGWDioj0QwqCeTpWDmSD5/91jec7hwyko7OjBTUSEZFmUhAUEZHMUhAUEZHMUhAUEZHMUhCsQEkxIiL9l6ZNg5gVOrBoZqiSYkRE+i8FQUJW6KAZ/97qaoiISC9Td6iIiGSWgqCIiGSWgqCIiGSW7gmWMHT6pJAUo8xQEZF+S0GwhM4hA7WIrohIP6fuUBERySwFQRERySwFQRERySwFQRERySwFQRERyazUskPNbCBwGvA1YGvgXeAZ4FJ3v6fOc24FfAfYD9gUeBt4ALjA3V9Oo94duc6ic4aKiEj/l0pL0MzWBx4EzgG2AV4E3gP2Be42s3PqOKcBvwf+L7AB8AdgAHAE8Hsz+3wade9cPqzoavIiItL/pdUdOgXYFXgWGO3un3L3kcDXgZXAZDPbp9qTmdlawC+ATYAbgc3d/TPA5sAVhGB4s5ltklL9RUQkgxoOgmY2GpghmGOTAAALHUlEQVQA9ACHu/sfk33ufiPwn/Hh5BpOOwEYA7wJHO3uy+L5PgBOBn4DbAx8q9H6i4hIdqXREjwC6AKecPeXiuy/Mm53i/f4qjExbm+Mge9D7p4DrooPD62xriIiIh9KIwiOi9tHi+1097nAnPhwz0onM7NOYJdy5wQei9ttzGzLKutZlaHTJ7HpoydqzlARkQxIIwiOidvXypSZHbfbVXG+LYAkApU65x+B7hrOWbVkzlCtJi8i0v+lEQQ3jdu3y5RZELdDazhfyXO6ezfwTg3nFBERWUMa4wSTpRaWlymzrKBsNedL85ylbDmXv3Fk988/fKLrsAfp6NIcAiKVvPrqq9PdfXyr6yHSiDSCYDfVtyhzVZ6vFtWcs5SlK+hhNos/zGjljcUNnE5ERPqSNILgEmAwYexeKck9vqVVni8xgNKtwVrOWZS7D6/3WBER6fvS6PebH7flBq4n9+3m1XC+kueMg+k3quGcIiIia0gjCCZzeI4qUybZN7PSydz9z6xKeil1zi0JYxOrOqeIiEgxaQTBp+J2XLGdZjYCSAbJP17lOZ8ud07g7+J2TgyaIiIiNUsjCE6N273ipNeFjo/bh919dpXnvDVuJ5nZOmXOeX2V5xMREVlDw0HQ3WcBNxG6J6eZWTJ4HjObAJweH36v8FgzG21mHzWzzQt2/YQwUH4b4CYzGxTLr2NmPwB2J3SZXt5o/UVEJLs6crlGRhgEcTWHh4AdCEMcnidkjI6MRc5y9/OLHDc7lrnB3ScW7PsMcB8hAWYJ8AohKA4BPgD2c/eHGq68iIhkViqjwt19AeH+3bmERJWxhMzOh4GDigXAKs75W2BH4Bpgcfy9B7gN2FUBUEREGpVKS1BERKQv0vxgIiKSWQqCIiKSWQqCIiKSWQqCIiKSWQqCIiKSWWmsItGnmNlA4DTga8DWwLvAM8Cl7n5PK+sm6TOz44ArgWPc/UclytT1mYjjY88GDgBGAIuAx4CL3P3JNF+HiDRHplqCZrY+8CBwDmHg/YvAe8C+wN1mdk4LqycpixMuXFyhTF2fCTPbjDBv7r8AmwHPEda2/DLwqJkdldLLEJEmylQQBKYAuwLPAqPd/VPuPhL4OrASmGxm+7SygpIOM9sL+CUwqELRej8TtwCjCbMajXD3nYGPAGcQphC80szGpvFaRKR5MhMEzWw0MIEw68zh7v7havLufiPwn/Hh5N6vnaTFzAaY2WTgfsLUfeXK1vWZiAF2T8J0foe5+6J4TI+7X0iY+3Zt4KzGX5GINFNmgiBwBOEv9Cfc/aUi+6+M293MbKsi+6XNxcnbZxK6NiHcr5tT5pB6PxMT4/YOd5/PmpLjDjSz9aqpu4i0RpaCYLI24aPFdrr7XFZ9Ye7ZKzWStI0gLLj8JGF+2fMqlK/3M1H2OMJ6mCuB9YGdK9RBRFooS0EwWeLptTJlZsftds2tijTJn4Avuvs4d3+mivI1fybMrJOQQFPyOHdfAczNP05E2lOWhkhsGrdvlymzIG6HNrku0gTu/irwag2H1POZGMyq/zeVjhuJPksibS1LLcGBcbu8TJllBWWlf6vnM5H/2dBnSaSPy1IQ7K6hrNaXyoZ6PhO1HJN/nIi0oSwFwSVxO6BMmSSTb2mT6yLtoZ7PxJK8ffosifRxWQqCSSr7JmXKJPdv5jW5LtIe6vlMLAHer+M4EWlDWQqCL8ftqDJlkn0zm1oTaRc1fybcvQfwcseZ2dqE2WM+PE5E2lOWguBTcTuu2E4zGwEkA6If75UaSavV+5koexywCyGDdDkwo8E6ikgTZSkITo3bvczMiuw/Pm4fdvfZvVMlabF6PxO3xu3BZjakyHEnxO0t7r6syH4RaROZCYLuPgu4iTBN1rQ4xRYAZjYBOD0+/F4Lqict0MBn4gHCkkkbAbfHFSUws04zOw04HFgBXNjcVyAijcrSYHmAk4Ed4s8rZvY8YfDzyLj/LHe/v1WVk5ao+TPh7jkz+zrwMLAHMMfMXgC2AIYThkVMcveXEZG2lpmWIIC7LyDcxzmXkLAwlpDh9zBwkLuf38LqSQvU+5lw99eBnYBLCVOk7UAYMnEvsLe7/7T5tReRRnXkchrLKyIi2ZSplqCIiEg+BUEREcksBUEREcksBUEREcksBUEREcksBUEREcksBUEREcksBUEREcksBUEREcksBUEREcksBUEREcksBUEREcmsrC2lJA0ys0ozrq8E3gVeJ6yocIm7L065DgOBTfMXujWzicB1wFx3H5Hm9USk/1JLUOo1i7CwbOHPs3H/p4GzgBfNbMu0LmpmhxGWPNonrXOKSHapJSj1Ot/dry+2w8w6gcOAa4GPEFpoaQWt8wmL1xb6X+BJworuIiJVURCU1Ll7D/ATM9sO+HdgbzPb1t1nNfGa7wDvNOv8ItI/qTtUmunOvN8/3rJaiIiUoJagNFNP3u8dhTvN7JPAN4A9CF2cA4BFwDPAte7+87yyk4Fz8g6/2syuBs5198mVEmPMbO94rb8DNiG0Gn8HXO3u0xp4jSLSh6klKM30T3HbAzydv8PMTiAEu2OAzYBXgdeAjYAvAFPN7Ly8Q94kJN68Hx+/Gh+/WakSZnY5cD/wFWBtQvLOB8B+wG1mdouZrV3H6xORPk5BUFJnZgPM7GTgX+NT17r7n/L2bwtcRvj8nQ1s5u6fcvexhESaW2PRU81sMIC7X+vuuwNvxX0Xuvvu7n5thbr8G3ASYejGiYShFbu4+xbAV4ElcXtJwy9cRPocdYdKvb5tZkcXPNcJbAiMAdaNz90CnFxQbl9CUHrO3fNbe7j7QjM7hRCY1gaMkPVZMzMbQAiyAN9x9x8WXGuqmXUBPwNONLP/lz/2UET6PwVBqde28aeYWcA9wM3u/kThTnefAkwxs/VKHL807/eBDdRxD2BjQsCdUqLMLYRW4BbA/sAVDVxPRPoYBUGp16RknGAcFzgKOBU4ntClOatYACzwgZntQsgcHR1/dgA+mlemkS775Dyz3P1vxQq4e87Mfk8IgtbAtUSkD1IQlIbFcYGvAyeY2V8JWZyXm9kAdy96r83MjgQuADYv2PUGcA0hYaZRG8ZtpfGDSYAclMI1RaQPUWKMpO1c4L74+4VxaMJqYgC8nhAA7wWOA3YDhrj7NoQEljS8G7cbVSg3uKC8iGSEWoKSqti9OAl4kRB8bjCz7Qu6I8+M2x+7+5FFTpPWBNivxO22ZrZhsS7R2JW7U3zYtBltRKQ9qSUoqXP3ucAp8eEWwEUFRbaO22dKnCI/67TwD7VkAP4ag++LeJQw+H4tSrcuv0ZokeYIrVIRyRAFQWmWa4BH4u/HmtkeefuSFtpxZvbhZNhmtmGcGeaMvLKF2aFL4nZkpQq4+1LCfUeA/zCzb8SWX3K9g4Cr4sP/cfeZlc4pIv2LgqA0hbvngGMJM7x0EKY5S8YOnkVo0W0PvG5mz5nZc0CSVDObMHsMrNk1OiNuTzezGWZ2NuVdAvw3oTU4BfirmT1lZnOBnwMbxO2/1PVCRaRPUxCUpnF3B5LB8AZ8Jz7/C+AzwO2EGWDGAlsBzxPuF+4I/DQe96WC054C3Aa8F885tkIdcu7+DcIA/duBblbdA7wTONDdD3H35fW9ShHpyzpyuUoLhYuIiPRPagmKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhm/X8sZ7Le3L4M4QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 480x300 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, .7, .01),\n",
" 'stim_half_width': np.arange(0, 10, .5),\n",
" 'stim_p_max': np.arange(0, 4, .01),\n",
" 'stim_strength': np.arange(0, 160, 1)\n",
"}\n",
"xlabel = {\n",
" 'stim_energy': 'Energy (dB)',\n",
" 'stim_half_width': '(Hz)',\n",
" 'stim_p_max': 'Peak PSD (dB/Hz)',\n",
" 'stim_strength': 'Ratio',\n",
"}\n",
"# key = 'theta_energy'\n",
"# key = 'theta_peak'\n",
"for key in bins:\n",
" fig = plt.figure(figsize=(3.2,2))\n",
" plt.suptitle(key)\n",
" legend_lines = []\n",
" for color, query, label in zip(colors[1::2], queries[1::2], labels[1::2]):\n",
" lfp_results_hemisphere.query(query)[key].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",
" \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",
" sns.despine()\n",
" plt.xlabel(xlabel[key])\n",
" figname = f'lfp-psd-histogram-{key}'\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": [
"# Plot PSD"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"psd = pd.read_feather(output_path / 'data' / 'psd.feather')\n",
"freqs = pd.read_feather(output_path / 'data' / 'freqs.feather')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"from septum_mec.analysis.plotting import plot_bootstrap_timeseries"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"freq = freqs.T.iloc[0].values\n",
"\n",
"mask = (freq < 100)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"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"
}
],
"source": [
"\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}' \n",
" for i, r in lfp_results_hemisphere.query(query).iterrows()]\n",
" values = psd.loc[mask, selection].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",
"axs[0].set_ylabel('PSD (dB/Hz)')\n",
" \n",
"sns.despine()\n",
"\n",
"figname = 'lfp-psd'\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": 26,
"metadata": {},
"outputs": [],
"source": [
"action = project.require_action(\"stimulus-lfp-response\")"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/data/psd.feather',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/data/freqs.feather',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-stim_energy.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-stim_strength.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-theta_peak.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-stim_p_max.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-theta_freq.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-theta_energy.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-theta_freq.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-stim_half_width.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-stim_half_width.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-theta_half_width.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-theta_energy.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-theta_peak.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-stim_p_max.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-theta_half_width.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-stim_energy.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response/data/figures/lfp-psd-histogram-stim_strength.svg']"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"copy_tree(output_path, str(action.data_path()))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"septum_mec.analysis.registration.store_notebook(action, \"20_stimulus-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
}