{ "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": [ "08:27:49 [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", "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-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": [ "stim_action = actions['stimulus-response']\n", "stim_results = pd.read_csv(stim_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", "stim_results = stim_results.drop('unit_id', axis=1)" ] }, { "cell_type": "code", "execution_count": 8, "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": 9, "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": 10, "metadata": {}, "outputs": [], "source": [ "data = data.merge(stim_results, how='left')" ] }, { "cell_type": "code", "execution_count": 11, "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": 12, "metadata": {}, "outputs": [], "source": [ "data = data.merge(waveform_results, how='left')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "colors = ['#d95f02','#e7298a']\n", "labels = ['11 Hz', '30 HZ']\n", "queries = ['frequency==11', 'frequency==30']" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "data.bs = data.bs.astype(bool)" ] }, { "cell_type": "code", "execution_count": 15, "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": 16, "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": 17, "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": 18, "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": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actionbaselineentityfrequencyiiisessionstim_locationstimulatedtag...half_widthpeak_to_troughaverage_firing_ratebsbs_stimbs_ctrlns_inhibitedns_not_inhibitedgridcellbs_not_gridcell
331833-260619-1True1833NaNTrueFalse1NaNFalsebaseline i...0.2728750.6026675.945508TrueNaN1.0FalseFalseTrueFalse
341833-260619-1True1833NaNTrueFalse1NaNFalsebaseline i...0.2264520.2748142.860048FalseNaN0.0FalseTrueTrueFalse
351833-260619-1True1833NaNTrueFalse1NaNFalsebaseline i...0.2472660.5701043.365674TrueNaN1.0FalseFalseTrueFalse
391833-260619-1True1833NaNTrueFalse1NaNFalsebaseline i...0.2845420.64411117.471520TrueNaN1.0FalseFalseTrueFalse
401833-260619-1True1833NaNTrueFalse1NaNFalsebaseline i...0.2599200.5816985.891739TrueNaN1.0FalseFalseTrueFalse
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5 rows × 60 columns

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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 60 columns]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.query('baseline and Hz11 and gridcell').head()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "entity_date_ = data.query('stim_location==\"ms\"').entity_date.unique()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "data = data.query('stim_location!=\"mecl\" and stim_location!=\"mecr\"')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/lib/histograms.py:898: RuntimeWarning: invalid value encountered in true_divide\n", " return n/db/n.sum(), bin_edges\n" ] }, { "data": { "image/png": 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\n", 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zc3P+VCWIWzPOIcwXPcXd/6fI/FsQ/nIfAawC/gZsRVgwoZHQtfj77CUU9B6vjBw5cvR9993XlmKkkzn//PP54x/D4OK5c+cyeHAhe2RINrvvvjsfffQRBxxwANOmTevot883v1skcdqlxR3nlt5PCNqlupUQtB8EtnL3PQjPBs8nLHoxzcx2bGNVRaQETz75JGeccQaXXXYZ//hH9mnqL7/8Mh999BEAO+ywQ9Z0IlK4sg5Oi1Mmzidsk1eXJ3mucsYTlnhsAI5z9xUA8dnSZWa2E2F6x4Vkn+YhIu2kb9++zJkTFmxbu3YtP/jBDzZKs3r1aqZOnbr+/MADD9wojYgUr2yB28xGEgZobE3oyr4IOIUwWKRYE+Px7iwLa0wjBOzDzaynu2sJwQpZu3Ytb76ZcffNogwdOpQ4IK0kixYtYtWqVW2qQ69evdYPpJLcxowZw5gxY3jllVe46aabWLx4MYcccghbbrklq1ev5o033mDGjBksWBBm902YMIHRo0dXuNYinUM5W9xbEYL2U8B33f05MzulxLL2ice5Wa4/Q1hHujdhfuZjWdJJO1uyZAmHH17sFOCNTZ06la99rfRtii+66CKeeSbbBlCF2WuvvZg+vZTVP7umK6+8kpNPPpmFCxfy0EMP8dBDD2VMd+yxx3Leeed1cO1EOq9yBu6/A4e4+5/ypswhrlyUWkEqY1MuzkF9l9CaH4UCt0iH23rrrZk1axYzZ87kgQcewN15//336dljUwbX17P7brtwxKEHs8uYMTT/818Utdl2mWwyfOv8iUQSpt1GlQOY2UJCcC14VLmZDaJl1aix2RbuN7PnCIsenO/ul5VYP40qFymjdR+8x4KzhmzwWs0nvdns+Y2fgXeEIa9O0qhy6XSqceW09Mmea3KkSz3Xzjs51MxeyXJpRKGVEhERqQbVGLgb8yfZQPt1GYh0cc1NTTQ2LCs4fWNDe2zSJkkWl8adRpHreZjZmYS14E909+uLfM9utOzBfoK735Qn/cmENeQb3b0a4+IGqrGCDWnf98iaKiwjCGFxlpzcfUym12NLXENdRbJobFi2Ude3SKHiQlyXl5Bvb6CkR6BdQbUG7o8JOx3l2tg+tVVgsfsIiyRSc1MzzSs7duZj04drqPmkbbumDvvuQ3zw7Uc2eK3/zYdT2z/X3+WSdHE9jpkUuRCXmX0euJP23a430aoucLt7k5k5sAthZ56NmFl3wipqENYCFlmv2O7dpGhasYblB93S4e+7GW0bWNY6aANssvUwage2z9rlUlmlLsRlZj2B/4pfXX0DrJyqLnBHTxMC9z6ErRBb24tQ9zW07OgjAnTe7t2aT3q3OYiKtKdSF+IyMyNs5rIVYY2OCwk7ug3Lla+rqtbAfRvhh32UmZ3r7stbXT89Hm/VqmkiIlWj1IW4to55n4j5njezrFuxdoRWA9zy+Z27l7QLZikqGrjNbBvCdK5V7v522qU5hJ3B9gPuMrOj3f1fcXGWc4DjCTdUgxdEpEPMn1hXBwysdD3KZPmo6xuLncFTiFIX4nobOMjd/9wOdSpVMyEOZVMPWPx+UftXp0WlW9w3EjYTeQQYn3rR3ZvN7Jvx9c8Ai8xsHqHbZAjhhp7o7n/r8BpLTtXwfHndB++1eUBVNapZt/Ez4Yadf0Zzt7at0V6s4VNeodtmucaN5lfTv2f+RFVk/sS6owlTkzavdF3KZMn8iXXfHXV94+3lLNTd3wDeKCHffKpsvJK7NwLjMl0zs81oWZL7AaBD91qvdODOyt0XmNlYwrOOw4CdCVO//gz81N0frmT9JLNqeL5cyZW6Oto2P32W2gEdOzq7rs8gamq73Niha4F+la5EGW1O+ExlDdxVarqZlW0TgtiFfjthHNbfgK/HIN9h2jVwu/u2ea6Pz3N9KXB2/BKRVrptNojavhqdLZLDfOC9PGm2AEYWWN7VwJeAZcBX3P39NtStJFXb4hYRqSKn0Mm6ygmjtruC/1fEymk5mdl5wHeAtcDX3H1BeapYHAVuEZE8Rl3fePv8iXUz0eC0LsvMjgamxtNT3f3RStVFgVva3fAp86jrU58/YYGam5ppfv/jrNebVq5h5bF3bfDaoLsnUjeoEw5YS9ggrySLgS5fl6t0Qma2D2EwdQ1wWbFrp5ebAre0SetR5Jk2majrU0+3voPL9p5Ny1ex5KAbispTN6i3VuoSkaKZ2QjgHsLeGXcBF1S2Rgrc0kbVMIpcRKQ9mNlA4E+EOdsvABPcveI7Una5OR0iIiL5mNmmhBb2KGAhcLC7f1TRSkVqcYuIiGzs3wkLgAEsBa41s95A9wxp1+Wb3lxOCtxSccVuV9m0YuO09bNOonZA9oFaGsQlIkXqm/b9HnnSdugI/Zrm5op311eMmb0ycuTI0ffdd1+lq5JY6z54b6Nn3K1Hkedbaatp+SqWjLu6TfXYfO6ZGnwmmdRUugIi5aYWt5RduUeRi4hICw1OExERSRAFbhERkQRRV7l0qEwD0UoZbNaaBp+JSFehwC0dqnnl6oIGotUO6KnBZiIiGairXEREJEEUuEVERBJEXeVSXs01NK1YQ9O6VRkvZ3qeLSIihVPglrKqWdeL5QfdUlSeTAPRNNhMRCQzBW6pOA1EExEpnJ5xi4iIJIgCt4iISIKoq1zanXbuEhEpHwVuKUpzUxONDcvWnzc2LM2bR8+wRUTKR4FbitLYsGyjbTxFRKTj6Bm3iIhIgihwi4iIJIi6ykVEpGzM7FPA+cAXgSHAcuAp4Gp3fzBHvkHARcBXga2AFcDjwE/d/aki6zAeeDiebufuC/Okvx74FvCIu49Pe/0vwP7FvHch79dWCtzSZsOnzKOuTz0ATSvWFL1ymoh0Dmb2JeCPQE9gFfAqMJgQjL9qZv/t7pMy5NuCEKRHxHwvEYL3EcBhZvYdd/99x3yKDbxMYXFyLJAagftJ+1UnUOCWNqvrU0+3voMBsq5RLiKdm5nVAzcTgvYtwGnu/n68dhxwI3COmT3l7ne2yn4rIWg/CBzj7ivMrBaYBFwKTDOzJ939bx30cQBw9+/lS2NmE4Dp8fQX7v5u+9ZKz7hFRKQ8TgYGAAuBiamgDeDuM4Br4+lp6Zlit/b+QANwnLuviHma3P0y4CagO3BhO9e/aGa2J/A/8fQJ4NyOeF8FbhERKYe3CC3uX7v7xxmuvxSPw1u9PjEe73b3TAtDTIvHw82salZrMrOBwB3ApsB7wNfdvd27yUFd5SIiUgbufiuhyzubPeLx9Vav7xOPc7PkewZYB/SOZTxWah3LxcxqCF3/2wBNwLEd0UWeosAtIlKAxaMvrwMGVroeZbJ8yKuTGjvijcysP/DvwImEAHxZ2rVaYPt4+mam/O7+iZm9S2ipj6IKAjdwHnBI/P5id5/TkW+uwC0iksfi0ZcfDfwK2LzSdSmTJYtHX/7dIa9Our293sDMjgQuAUYSupPfAU5390fTkg2gJQ69l6O4ZYTAXd8OVS2KmX0G+HE8nQ38pKProMAtIpLftUC/SleijDYnfKZ2C9zAXsCYtPMBwFfM7FF3/zC+lr6JwZocZa3OkL5Qb5lZCdk2ZmaDCSPm64BFwAR3by5L4UVQ4JacStlUREQEuAr4EdAXOBC4nDCifA8z28fd1wHFdteXEiT/D8g0WC7dp8jTmxK79f8AbAmsBY529+Ul1KfNFLglJ20qIgLAKXSyrnLgu+35Bu7+9/jtR8ANZvYU8AJhgNkE4HrCFLCUHjmKS40mL2WhiKOLWDktlwsJq8EBnO3uz5ZQl7JQ4BYRyWPIq5NuXzz68plocFrJ3N3NbCZwHDCelsD9MeEZ+KAc2VPPtpe0YxWzMrMDgMnxdIa7/7oS9UhR4BYRKUAMdLkGUHVpcV7zdsCiLPOxITwXhrCGOe7eZGYO7AJsm6Xc7oTuaYD5ZatwgcxsCGF+ei1hCdfvdHQdWtMCLCIiUg7PEp4nn5QjTWrxlfQ5z0/H4z5kthehkbkGeL4tFSyWmdUBM4AtCL0DR7r7Rx1Zh0wUuKVow6fMY/tfLl7/VdcnVw+XiHQRD8TjybGVvAEz25awaQjArLRLt8XjUbHV3trp8Xiru6/OcL09TQYOiN+f4u6vdfD7Z6TALUVLbSrSre9g6vrU07xyDU3LV4WvFR39/0pEqsTlhGlbnwJmxE1HADCzscD9hEFmjwJ3p+WbQ9gZrB9wV9wpDDOrNbNzgeMJO25dRgcyswOB/4qnl7t71Wx7qGfc0ibNK1ezZNzVla6GiFSYuy8ws68Tlj09Cjg0Pr/uQVjxDMK+3Eemz31292Yz+ybwCPAZYJGZzQOGEZ6FNwMndvTOYIQ9xVON23Fmlm1J1tZ+4u6z26lOgAK3iIiUibvfa2a7ErbjPBDYkTCFay5hl6/fZ9qIIwb9sYQpV4cBO8d8fwZ+6u4Pd9BHSJfeI53t+XsmW5S7Iq0pcIuISNm4+xvAqSXkWwqcHb/aWoe/ADVFpJ9Iyy5lqdfGt7Ue7UXPuEVERBJELW4pu/pZJ1E7oGXb3Jr+VbOFrohI4ilwS9nVDuhJ7cBS9gIQEZF81FUuIiKSIArcIiIiCaLALSIikiAK3CIiIgmiwC0iIpIgCtwiIiIJosAtIiKSIArcIiIiCaLALSIikiAK3CIiIgmiwC0iIpIgCtwiIiIJosAtIiKSIArcIiIiCaLALSIikiAK3CIiIgmiwC0iIpIgCtwiIiIJosAtIiKSIArcIiIiCdKt0hWQ6tLc1ERjw7L1540NSytYGxERaU2BWzbQ2LCMBWcNqXQ1REQkC3WVi4iIJIgCt4iISIIocIuIiCSInnFLXsOnzKOuT/3687o+gypYGxGRrk2BW/Kq61NPt76DK10NERFBXeUiIiKJosAtIiKSIArcIiIiCaLALSIikiAK3CIiIglStlHlZtYLOBf4BrAd8CHwHPALd59dQnnbAm/lSfaiu+9WbNkiIiJJVZbAbWa9gTnA3sAnwDxgEHAgcKCZTXb3S4osdtd4XA78LUua10uoroiISGKVq8V9NSFovwAc5u7vAJjZCcDvgclm9ri7P1REmanAfZu7n16meoqIiCRam59xm9kIYALQBByfCtoA7j4duDSeTi6y6FTgfrmtdRQREeksyjE47QSgDnjS3V/NcH1aPO5nZtsUUW4qcM9rS+VEREQ6k3IE7n3icW6mi+7+LrAonu5fSIFm1gfYPp6qxS0iIhKV4xn3yHh8M0eahcBwYFSBZe4C1AD/AAab2TnAWEJ95wM3u/vjJdVWREQkwcoRuDePx/dypFkWj/U50qRLdZMPAF4ldMWnfBE408x+D5zm7p/kK8zMXslyaUSB9REREakK5egq7xWPa3KkWd0qbT6pwN0DuBYYA2xKaLVfRJhydhJwZVE1FRERSbhytLgbKfwPgOYC0z0Wy3ze3a9Je/1t4CdmthC4CTjNzK5292wtagDcfUym12NLfHSBdRIREam4cgTuBkKXdo8caXrG46pCCnT3PwB/yHXdzC4GPgV8FcgZuEVERDqLcnSVL43HQTnSpJ5tLynD+6U8H4/blbFMERGRqlaOwJ1ajnTbHGlS1+YXWqiZdTezuhxJUnXPOzhNRESksyhH4H46HvfJdNHMtgJSC688ka8wMxtgZsuBtYRu8GzGxmOmRV9EREQ6pXIE7tvjcbyZWYbrp8XjI+6+MF9h7r4CWBxPJ2ZKY2ZHEaZyrQVmFlNZERGRJGtz4Hb314EZhLnWM80stSALZjYBOC+e/rh1XjMbYWY7mNnQVpemxuOhZjbVzDZNy3MUcF08/am7/6Otn0EK19zUTNPyVS1fK1bnzyQiImVTrt3BzgJ2jl+vmdnLhJHmw+P1C7PsDDYnprmBtNa1u083s12Ac4DzCQuuvA5sAQyLyf4HuLhM9ZcCNa9czZJxV1e6GiIiXVY5uspx92WEZ9yXEAag7UgYZf4IcKS7TymhzEmEVdLuJizgsgvQHbgX+Iq7n+LuTeWov4iISFKUq8WNu39E2LpzchF5ts1z/SGgmD28RUREOrWytLhFRESkY5StxS3J1NzURGPDsvXnjQ1Lc6TOrH7WSdQO6Ln+vKZ/zxypRUSkLRS4u7jGhmUsOGtIm8qoHdCT2thlJkAAAA8YSURBVIGF7h8jIiJtoa5yERGRBFHgFhERSRAFbhERkQTRM27ZyPAp86jrU7/+vK5Pro3fRESkIylwy0bq+tTTre/gSldDREQyUFe5iIhIgihwi4iIJIgCt4iISIIocIuIiCSIAreIiEiCKHCLiIgkiAK3iIhIgihwi4iIJIgCt4iISIIocIuIiCSIAreIiEiCKHCLiIgkiDYZ6UKam5pobFi2wWuNDUsrVBsRESmFAncX0tiwjAVnDSkqT3NTM80rV68/b1qxOkdqERFpbwrcklPzytUsGXd1pashIiKRnnGLiIgkiAK3iIhIgqirvIsbPmUedX3qN3itrs+gCtVGRETyUeDu4ur61NOt7+Ci8tTPOonaAT3Xn9f075kjtYiIlJMCtxStdkBPagf2qnQ1RES6JD3jFhERSRAFbhERkQRR4BYREUkQBW4REZEEUeAWERFJEAVuERGRBFHgFhERSRAFbhERkQRR4BYREUkQBW4REZEEUeAWERFJEAVuERGRBFHgFhERSRAFbhERkQRR4BYREUkQBW4REZEEUeAWERFJEAVuERGRBFHgFhERSRAFbhERkQRR4BYREUkQBW4REZEEUeAWERFJEAVuERGRBFHgFhERSRAFbhERkQRR4BYREUkQBW4REZEEUeAWERFJEAVuERGRBFHgFhERSRAFbhERkQTpVukKSHVpbmqmeeXq9edNK1bnSC0iIh1NgVs20LxyNUvGXV3paoiISBbqKhcREUkQBW4REZEEUeAWERFJED3jlrzqZ51E7YCe689r+vfMkVpERNqTArfkVTugJ7UDe1W6GiIigrrKRUREEkWBW0REJEEUuEVERBJEgVtERCRBFLhFREQSRIFbREQkQRS4RUREEkSBW0REJEG0AEsn1tzURGPDsvXnjQ1LK1gbEREpBwXuTqyxYRkLzhpS6WqIiEgZqatcREQkQRS4RUREEqRsXeVm1gs4F/gGsB3wIfAc8At3n11imdsAPwS+DGwOvAfMAaa6+9/KUW8REZEkKUvgNrPehIC6N/AJMA8YBBwIHGhmk939kiLLNODxWM77wIvA9sAJwNFmdri731+O+nclw6fMo65P/frzuj6DKlgbEREpVrm6yq8mBO0XgBHuvru7Dwe+CawDJpvZFwotzMy6AfcSgvZ0YKi77wkMBX4F9ABuMTNFnSLV9amnW9/B679qavW0REQkSdr8W9vMRgATgCbgeHd/J3XN3acDl8bTyUUUOwEYCbwNnOzuq2N5a4GzgMeA/sDZba2/iIhIkpSjuXUCUAc86e6vZrg+LR73i8+sCzExHqfHYL2euzcDv4mnxxZZVxERkUQrR+DeJx7nZrro7u8Ci+Lp/vkKM7NaYK9cZRKefQNsb2ZbF1hPERGRxCvH4LSR8fhmjjQLgeHAqALKGwb0zFPmO0AjoaU/Kp63m7WL2rX4dtP40TJqPum9wWtNK9bQtG5V1jxNK1a3d7VERKQNyhG4N4/H93KkSa27WZ8jTevyspbp7o1m9j4wsMAy22T5Qbe091u0m834wQbnSf4sIiJSnsDdKx7X5EiTasb1ypGmdXllK9PMXslyaYe3336bQw45JGf+dY1de43vuuP+l5o6jT6X5HnjjTfucffDKl0PkXIqR+BupPBn5c0FlleMQsrMpmnt2rUfvfHGG7n6wkfEY65HAZ3bWyvLUYruY/noXop0YeUI3A3AAMLc6mxSz6yzP1zdsLyUHmRvdRdcpruPKeB9M0q11ttShug+lpPupUjXVo7+z1Q/cq7FUFLPoZcUUV7WMuMCLf2KKFNERKRTKEfgTq0Zvm2ONKlr8/MV5u7/ICxxmqvMrQkjygsqU0REpLMoR+B+Oh73yXTRzLYCUguvPFFgmc/kKhPYNx4XxUAvIiLSJZQjcN8ej+PjxiCtnRaPj7j7wgLLvC0eTzSzTXKUeX2B5YmIiHQKbQ7c7v46MIPQdT3TzFILsmBmE4Dz4umPW+c1sxFmtoOZDW116SbCiNntgRlmtllMv4mZ/RIYR+hOv6qt9RcREUmSmubmtsymCuIuXQ8DOxOmc71MGGk+PCa50N2nZMi3MKa5wd0ntrq2J/AgYRBaA/AaIZAPBNYCX3b3h9tceRERkQQpy6oa7r6M8Dz6EsJgsR0JI8IfAY7MFLQLKPNZYFfgd8DK+H0TcCewt4K2iIh0RWVpcYuIiEjH0DqWIiIiCaLALSIikiAK3CIiIgmiwC0iIpIgCtwiIiIJUo7dwaqGmfUCzgW+AWwHfAg8B/zC3WeXWOY2wA+BLwObA+8Bc4Cp7v63HPl2Ai4CDgD6A/8E/gT8xN3fLaUuHama7mWrMmqBR4H9gO7uvq6UunSkarqXZnYgcAawN2HKZgPwInAdMN3dNc1EpMp1mulgZtab8Itrb+ATYB7hF1NqnfTJ7n5JkWUa8Hgs533gdVoWgVkDHO7u92fI9xngAcK2pEuBRYABfYAVwOfc/YUiP2KHqaZ7maGcS2lZja/qA3c13Usz+xnwn/H0Q8LqhMOAwfG1e4Cj3P2TYuojIh2rM3WVX0345fgCMMLdd3f34cA3gXXAZDP7QqGFxa1D7yX8cpwODHX3PYGhwK8IQfmWuGpcer6BwN3x+mUx3x7AloTFYwYAd2ZZg71aVMW9bFVGnZldTkvQToqquJdmdjwhaDfGY393H+vumwNHEwL5YcCP2vJhRaT9dYrAbWYjgAmEldWOd/d3UtfcfTpwaTydXESxE4CRwNvAye6+Opa3FjgLeIzQBX52q3xnEYLzU+5+fqpF6O4fAscBCwito28WUZcOU2X3MlWnTxFarecU81kqrcru5aR4/LW7X+HuTWl1uYOWlvj3zGzTIuojIh2sUwRu4ATCJidPuvurGa5Pi8f94rPBQkyMx+nxl+J68Tngb+LpsVny/a51gbGc32fJVy2q6V5iZmcCrwD7A+8QnhUnRVXcy9gLtGs8vTlLuXfFY29gdIF1EZEK6CyBO7Vv99xMF+NgsEXxdP98hcUBUHvlKpPwjBFgezPbOuYbSsvGKvny7Wdm3fPVpQKq4l6m2TMerwJ2Ap7N955VpFru5RrgUOB0wjP2TGrSvq/LVxcRqZzOMqo8tZXomznSLCQE1VEFlDcM6JmnzHcIzwvrYpnvpNWjGXgrRz0ANiUMUMpV50qolnuZcidwibu/BZB5y/eqVRX30t1XEZ6L53J0PH5CGOwmIlWqs7S4N4/H93KkWRaP9UWUl7VMd28kjOhNLzOV7wN3/zhPPQqtS0erlnuZujYrFbQTqKruZTaxpyg1sv1ud38/V3oRqazOErh7xeOaHGlWt0pbSHnFlllMPQqtS0erlnvZGVT9vTSzfoTWeD1hTvcFBdRDRCqoswTuxiLSFjJxvZjy0sssNV81qZZ72RlU9b00s3rgIWD3mPZEd3+jyPcQkQ7WWQJ3Qzz2yJEm9WxwVRHlFVtmMfUotC4drVruZWdQtffSzEYSBrLtQZiudkqcFiYiVa6zBO6l8Zh1AQ9anvctKaK8rGXGhTD6tSozlW+zHCPG0587FlKXjlYt97IzqMp7aWbjgKcIg9fWAse6+0bTF0WkOnWWwJ1am3nbHGlS1+bnK8zd/0HLAJ9sZW5Ny7SZVJmpetTSsqRltnqsYcPR09WiWu5lZ1B199LMjiF0jw8ClgNfdPfb8r23iFSPzhK4n47HfTJdNLOtaAmkTxRY5jO5ygT2jcdF8Rcq7r6Clqk0+fI9HUcAV5uquJedRFXdSzP7BjCDMBXxLWBfd3+0wPcVkSrRWQL37fE43jJP9D0tHh9x94UFlplqhZyYZV3xVJnXZ8n3ndYZYjknZclXLarpXiZd1dxLM9sbuJHwf/5lQtD2At9TRKpIpwjc7v46oSVRB8yMA28AMLMJtGxM8ePWec1shJntEOeypruJsMjF9sAMM9sspt/EzH4JjCN0W17VKt8vgZXAZ8zsl6lfrjH/H2J5C+L3VafK7mWiVcu9NLM6QtDuTnju/WV3X1yeTykiHa0zbes5CHgY2JkwbeZlwmYfqSVIL3T3KRnyLYxpbnD3ia2u7Qk8SBjs0wC8Rsv2iWsJvwAfzlDmVwgrfm1CeI64gLCt52aEoD7O3V9py+dtT9V0LzO8x/hYN0jGtp4Vv5dmdhQtrf93aVm9L5vvufvzBX5EEelgnaLFDeDuywjP/S4hDMrZkTAA5xHgyEy/HAso81nC5gy/IwTcXQlTZ+4E9s4WaNz9XsI0m1sJS0juRvgFewPw6WoO2lBd9zLpquRepq+DPgzYL89XP0SkanWaFreIiEhX0Gla3CIiIl2BAreIiEiCKHCLiIgkiAK3iIhIgihwi4iIJIgCt4iISIIocIuIiCSIAreIiEiCKHCLiIgkiAK3iIhIgihwi4iIJIgCt4iISIIocIuIiCSIAreIiEiCKHCLiIgkiAK3iIhIgihwi4iIJEi3SldApL2Z2TDgPODLwHBgLfAO8CBwhbsvrFztRESKU9Pc3FzpOoi0GzMbATwBbA58BCyIl0YBmwIfAOPd/fnK1FBEpDjqKpfO7ieEoH0HMMTdd3H3XQgt7yeAvsDUCtZPRKQoCtzS2e0aj39w94bUi+7+L+DfgT8Dr1aiYiIipVBXuXRqZnYPcCjghOfcD7j76srWSkSkdArc0qmZ2W7AY0Cf+NLHhC7yB4E/ufuLlaqbiEgpFLil0zOz7YELgCOAQa0uvwyc4e5zO7xiIiIlUOCWLsPMaoFPA+OBzwOfA7oDq4Ad3P2dytVORKQwCtzSaZlZDWH0+Eh3fyjD9VHAs4SR5f/h7ld2cBVFRIqmUeXSmQ0EXgceNLM9Wl909/nA2/G0riMrJiJSKgVu6bTcfRkwO55eZ2Y7pK6ZWa2ZnQHsBDQRpoWJiFQ9dZVLp2ZmQ4GngG0IAfotYCWhC70+Jjvf3S+rTA1FRIqjwC2dnpltDpwDHARsTxiQ9i9gLnCVuz9RweqJiBRFgVtERCRB9IxbREQkQRS4RUREEkSBW0REJEEUuEVERBJEgVtERCRBFLhFREQSRIFbREQkQRS4RUREEkSBW0REJEEUuEVERBJEgVtERCRBFLhFREQSRIFbREQkQRS4RUREEkSBW0REJEEUuEVERBJEgVtERCRBFLhFREQSRIFbREQkQf4/3k7YaiIbMMQAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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ZgDA178O03xrC3c8BTiCMvOhH+KJwD+H9+w3tQftBYOfsFcri58LOtOdbTIj1f4zQUv8CYZ6E/ymn7tJ1ahq4zexIM2szs5IXYci6fpCZ/cLMXjezJWb2f2Z2s4XlGnusfv36cdVVV3HiiScybtw4+vbty9ChQ9l222256KKLuOSSS+jfP91flNddd11mzJjBIYccwvDhw+nTpw8jR45k0qRJ/PGPf+SYY/LPrdK3b1/OO+88rrnmGvbcc09GjhxJv3796NOnD8OHD2fSpElMnz6dn/zkJzQ3d/wvcNRRR3HFFVew/fbbM3jwYHr16kW/fv0YOXIkO+20E5deeimXXnopO++88/Jr7rzzzg7lFLLZZpstD/xz5szhjDM63BWoKTPjjjvu4Pjjj2eLLbZg4MCB9OrViwEDBrDeeutx6KGHMmPGDI488sgurVfKzCX06vw3YWGOTwk9M3cQ5hD/Rr4lVYvYjbDQy3uE1vY7ZM3H4O7nEm4n/Rz4J2F606WEsdd3EPJcJmbNwZ+8/iNgB8JQwHsIswB+QpgD/ieE1ni9xu9LEU1tbW3Fz6qAmW1B+EY3gI4LBZRy/ZqEb5pjCF1SLxJaT2sS7vEc4e6/62Qdnx87duz4P/3pT50ppsuYGQATJkzg8svT3gve0WOPPcYhh4QGyg9+8AOOOCLvqpsipUrrXP0iedWkxW1mEwnZj4XmEC7mekLQvhsY4e6bE2ah+hEhOetiM/t8J6sqIiKSKlUN3GbW18ymErpeOkwjWUY5EwkL3S8EDsxktLp7q7ufTbgP05s8qz+JiIh0V1XLKo/jBv9KyG5eBpxCGB87qoLipsTtre7+QY7jFxOyOfcws37Zy+rJimbNmsXHH3/cqTJWXnllRo3q+FbOnz+fd97p/ORsY8aM6XQZUjuLFi1i9uzZnS5n5MiRqc+/EKm3ag4HG0EI2o8CR7v7E2Z2eJFr8snMZPVQnuOPExIx+hOWqXuwwufpEU455RQef7xzC4RtueWWTJs2rcPjf/3rX/nxj8uZMjm3e++9t/hJUjfPPffc8vyDzrj66qvZaqutip8oInlVM3D/C9jF3Qutf1tUnMwgM04358IG7v6Zmb1FaM2PQ4FbpFPaWttom5+/46ptQTXWyAjltM7tXO9PW2sryxaVNh9Mn1FrFz9JJGWqFrjjjFCvFj2xuIG01+v9AufNIQTuSpdyTB13r+i6XC3latlrr73Ya6+9qlLWiBEjKn6N0jlt8z/hvQnZ83S0Gw3c31LRqM4VHfMY7xVdxrp6hr1wfJc9l0hXacSZ05Jz/y7Oe1YYc5h9fk5m9nyeQ7qxKiIiqdKIM6ctK37KCmozEF1ERDqt0om44spmbWY2pYLn7BWvbTOzySWc/6147tJyn6seGrHFnZytp9Ak95llBoveMHP3nMvvxZb4+NKrJiIipYoTcZ1bwXVbEeZjlxwaNXB/SlhxaVCB8zL3tt8rcI6IVGjwbd+keWDjLcO9dMEcZp204nfxESc/QEv/Qh8X0tXifBw3U+ZEXGb2VcK6ABo3mEfDBW53bzUzJ0zUPzrXOXHZuc/F3Ze7qGoiVVUsk7srtc7rWI/mgf1oXqNoCkmXa+61iLbei1Z4rPeI4fRadUidaiRJcbnhHxHm8mgp47p+hJX5TqIxb+M2jIYL3NFjhMC9NbmXptySUPfFwFM5jos0vGKZ3CJpU+lEXBYWYriHMB/IUsKsmEcTltKVLI0auG8gvNn7mNkJ7j436/i34/Z6zZomItIwKp2Ia+147d/jdU+Z2dE1rGdRZtaLsDpbKS539yqMlyxNXQO3mY0kDOf6OK5Dm3EvYWWwbYBbzGxfd/+/ODnLD4GDCL9QJS+ISJd4eUpLC7BGvetRJXPHXbms3BE8pah0Iq7ZwNfd/a4a1KlSbYQ4lM9gwtKqALNqX5129W5xX01YTOR+YGLmQXdvM7ND4uPbArPM7DlCt8kwwi/0MHd/sctrLCI9zstTWvYFLgCG1rsuVfLey1Najh535bIbq1lopRNxufvLNFi+krsvAybkOmZmA2ifkvsvwJldVS+of+DOy91fN7NNCfc6dgc2JAz9ugs4x93vq2f9RGqhkTK5m1ZvjHo0iN8Cq9W7ElU0lPCaqhq4G9Q0M6va9JGxC/1GQh7Wi8B+Mch3mZoGbncfXeT4xCLHPwCOjf9E6qYWGeBpyuQWSbGXKTx9NsCawNgSy7sQ2JEw7fau7v5hJ+pWkYZtcYs0EmWA93iH0826yglZ2z3Bf7v7NYVOiLO6/bZYQWZ2InAEsATYy91fr04Vy6PALSJSxLgrl9348pSWm1FyWo9lZvsCZ8XdI939gXrVRYFbRKQEMdAV63KVbsjMtiYkUzcBZ7v7lfWsjwK3iDSkttZWli2c0+HxZQs/qENtpKcyszHADMLaGbcAP65vjRS4RSpWiwxwZXK3W7ZwDq8fM6ze1ZAezMzWAO4gjNl+Gpjs7nVfkVKBWySH7CxyZYCL9CxmthKhhT0OmAns7O6LCl7URRS4RXJQFrlIj/efhAnAAD4Afmtm/YHeOc5dWmx4czUpcIuIiHS0auLnzYuc230mYBERqaZRZz5HyyqDOzzesorW4m5UxSbiKnDdiE4851JCBnip518GXJb12CmE1c0ajgK3iKRGyyqDte629HgK3CIlys4iVwa4iNSDArdIlMwkVxZ5beUbo52k8doiuSlwi0TKJO86GqMtUrnmeldARERESqfALSIikiIK3CIiIimie9wiBSQzyZVFXlv5xmgnaby2iAK39HDKJG8cGqMtUhoFbunRlEleXaUM8wIN9RLpDAVuEakaDfMSqT0lp4mIiKSIAreIiEiKqKtcJIsyyUWkkSlwi2RRJnl1lTLMCzTUS6RUCtwiUlMa5iVSXbrHLSIikiJqcYukVKljpruSxmeLma0H/Aj4GjAMmAs8Clzo7ncXuG4QcAowCRgBzAMeBs5x90fLrMNE4L64u467zyxy/pXAocD97j4x8fjfgO3Kee5Snq+zFLhFUkpjpqXRmNmOwB+BfsDHwAvAEEIwnmRm/+Pux+e4bk1CkB4Tr/snIXjvCexuZke4+++65lWs4FlKi5ObApnEmM9qV51AgVtERDrNzAYD1xKC9nXAUe7+YTx2IHA18EMze9Tdb8q6/HpC0L4b2N/d55lZM3A88DPgYjN7xN1f7KKXA4C7f6/YOWY2GZgWd3/p7m/Vtla6xy3dTFtrG61zPy79X475yUWkIt8CBgIzgSmZoA3g7tOB38bdo5IXxW7t7YCFwIHuPi9e0+ruZwPXAL2Bk2tc/7KZ2RbAZXH378AJXfG8anFLt6K5x0Xq5g1Ci/spd/80x/F/xu2orMenxO2t7p4rSeJiYDKwh5n1c/eG+LZtZmsAfwBWAt4H9nP3mneTgwK3SLdS6pjprqTx2T2Du19P6PLOZ/O4fSXr8a3j9qE81z0OLAX6xzIerLSO1WJmTYSu/5FAK3BAV3SRZyhwi3QjGjNdO++OP7cFWKPe9aiSucNeOH5ZVzyRma0O/CdwGCEAn5041gysG3dfy3W9u39mZm8RWurjaIDADZwI7BJ/PtXd7+3KJ1fgFhEp4t3x5+4LXAAMrXddquS9d8efe/SwF46/sVZPYGZ7A6cBYwndyW8C33b3BxKnDaQ9Dr1foLg5hMBd9+4kM9sWOD3u3gmc0dV1UOCWbi8593gpqjE/eVeMsdaY6S71W2C1eleiioYSXlPNAjewJbBBYn8gsKuZPeDuC+JjybmFFxcoK3Nfu5K5iN8wswou68jMhhAy5luAWcBkd2+rSuFlUOCW1GlrbaNtfu78lFxZ4vWYe1xjrEX4NfBTYFVgB+BcQkb55ma2tbsvBcrtrq8kSP4vkCtZLmk9ivSmxG793wOfA5YA+7r73Arq02kK3JI6yhyXOjicbtZVDhxdyydw93/FHxcBV5nZo8DThASzycCVhCFgGX0LFJfpBvu4gqrsW8bMaYWcTJgNDuBYd/9HBXWpCgVuEZEihr1w/I3vjj/3ZpScVjF3dzO7GTgQmEh74P6UcA+80PCDzL3t92pYxbzM7CvA1Lg73d0vqkc9MhS4RURKEANdoQSqHi2Oa14HmJVnPDaE+8IQ5jDH3VvNzIGNgNF5yu1N6J4GeLlqFS6RmQ0jjE9vJkzhekRX1yGbArdIF+mKMdYaMy119A/C0K4TgXPynJOZfCU55vkxQuDeGrg8xzVbEmLVYuCpqtS0RGbWAkwH1iT0Duzt7ou6sg65KHBLt1Aoc7waWeLVoDHW0s39hZB89i0z+0X2LGJmNpqwaAjAbYlDNxByCPYxsxNyJHx9O26vr8OsaVOBr8SfD3f3l7r4+XPSXOXSLWQyx3P9a2puqnf1RHqCcwnDttYDpsdFRwAws02BPxOSzB4Abk1cdy9hZbDVgFviSmGYWbOZnQAcRFhx62y6kJntAJwUd8919+u68vkLUYtbREQ6zd1fN7P9CNOe7gPsFu9f9yXMeAZhXe69k2Of3b3NzA4B7ge2BWaZ2XPAcMK98DbgsK5eGYywpnimcTvBzPJNyZrtDHe/s0Z1AhS4RUSkStz9djPbmLAc5w7A5wlDuB4irPL1u1wLccSgvylhyNXuwIbxuruAc9z9vi56CUnJHumt857V0ZrVrkg2BW4REakad38VOLKC6z4Ajo3/OluHvwEl3yNz9ym0r1KWeWxiZ+tRK7rHLSIikiIK3CIiIimirnJpWPnmJM81H7mISE+hwC0NS3OSi4h0pK5yERGRFFGLW7qtrlgTOx+tlS0itaLALd2W1sQWke5IgVtSJd+c5I0yH7mISK0pcEuqZOYkFxHpqZScJiIikiJqcUuP0hVrYuejtbJFpBoUuKVH0ZrYIpJ26ioXERFJEQVuERGRFFFXudRUvvnGS6E5yUVEOlLglprSfOMiItWlrnIREZEUUeAWERFJEQVuERGRFNE9buly+eYbL4XmJBeRnk6BWzroTCZ4tlyZ4ZpvXESkcgrc0kEjZoJXsra21sQWke5IgVtSQWtri4gESk4TERFJEQVuERGRFFFXuZSkM5ng2ZQZLiJSOQVuAVbMJE9LJngla2trTWwRSTsFbgEaM5O8GK2tLSI9ke5xi4iIpIha3NKwkmO3NSZbRCRQ4JaGpbHbIiIdKXBLXslMcmWCi4g0BgXuHiyNmeQiIj2dAncPlsZMchGRnk6BW1IlOXZbY7JFpCeqWuA2s5WBE4BvAOsAC4AngF+6+50VlDcaeKPIac+4+yblli3ppbHbItLTVSVwm1l/4F5gK+Az4DlgELADsIOZTXX308osduO4nQu8mOecVyqoroiISGpVq8V9ISFoPw3s7u5vApjZwcDvgKlm9rC731NGmZnAfYO7f7tK9ZQiaplJXu6a2hq7LSLSUacDt5mNASYDrcBBmaAN4O7TzGwccAowFagkcD/b2TpK6WqZSa5x2SIinVeNKU8PBlqAR9z9hRzHL47bbcxsZBnlZgL3c52pnIiISHdSjcC9ddw+lOugu78FzIq725VSoJmtAqwbd9XiFhERiapxj3ts3L5W4JyZwChgXIllbgQ0AW8DQ8zsh8CmhPq+DFzr7g9XVFsREZEUq0bgHhq37xc4J5ORVOriyZlu8oHAC4Su+IyvAd81s98BR7n7Z8UKM7Pn8xwaU2J9pEbKXVNbY7dFpKerRuDOZDItLnBOZj7NUrOeMoG7L3AJ8GvgVWAY4Z76qcA3gU+B75RTWWksGpctIlKeagTuZZR+r7ytxPMejGU+5e6/STw+GzjDzGYC1wBHmdmF7p6vRQ2Au2+Q6/HYEh9fYp0kodyhXaDhXSIi1VCNwL2Q0KXdt8A5mQHBH5dSoLv/Hvh9oeNmdiqwHjAJKBi4pfo0tEtEpD6qkVWeaUYVuvmYuYn5XhWeL+OpuF2nimWKiIg0tGoE7sx0pKMLnJM59nKphZpZbzNrKXBKpu5Fk9NERES6i2oE7sfidutcB81sBJCZeOXvxQozs4FmNhdYQugGz2fTuM016YuIiEi3VI173DcCZwATzczc3bOOHxW397v7zGKFufs8M3uXcN98CnBz9jlmtg9hKNeSXMclv7bWNtrmhyT/1nmfFDm7PEc+BuMAABLFSURBVOUO7QIN7xIRKVenA7e7v2Jm04EDgZvNbJK7vwpgZpOBE+Opp2dfG+c57w186O7vJA6dBVwN7GZmZwFT3f3TeM0+wBXxvHPc/e3OvoaepG3+J7w34cKalK2hXSIitVet1cGOATaM/14ys2cJLeZR8fjJeVYGuzeecxWhdQ0sX5xkI+CHwI8IE668AqwJDI+nXUYYzy0iItJjVOMeN+4+h3CP+zRCAtrnCVnm9wN7u/uZFZR5PGGWtFsJE7hsRGid3w7s6u6Hu3trNeovpWlrbWXpR++z9KP3NSZbRKROqtXixt0XEZbunFrGNaOLHL+H8pYClRrS2G0RkfqrWuCW9Bp82zdpHhjmyGlavV+Rs0VEpJ4UuLuhZOZ4tlyZ5M0D+9G8RqnTyIuISD0pcHdDtcwcFxGR+lLglk5Jjt3WmGwRkdpT4JZO0dhtEZGuVZXhYCIiItI11OLuIZKZ49myM8nzrbWtsdsiIvWnwN1NFJuDvJzMcY3XFhFpXArc3YQyyUVEegbd4xYREUkRBW4REZEUUVe5lCTfWtsauy0i0rUUuLuxas5BrvHaIiKNQYE7xaqZSS4iIumgwJ1i1cwkT47d1nhtEZHGpcAtgMZui4ikhbLKRUREUkSBW0REJEXUVd7NVDOTXEREGo8Cdwoks8eTap1JrrW2RUQajwJ3CtRrHnKN3RYRaTy6xy0iIpIianH3APnW107S2G0RkXRQ4O4BNEZbRKT7UOBOqWT2eJIyyUVEujcF7jrLlzGepHnIRUQkQ4G7zuqVMS4iIumkwN1D5VtfO0ljt0VEGo8Cdw+lMdoiIumkcdwiIiIpohZ3A8qXMZ6UnT1eaKy2xmiLiHQfCtwNqJKMcY3VFhHpGdRVLiIikiIK3CIiIimiwC0iIpIiusfdjRUaq60x2iIi6aTA3Y1prLaISPejrnIREZEUUYu7CxQaY926YHGHx5YumENzr0VlPYfGaouI9AwK3F2g0Bjrps/6M4D/WuGxWSdtQFvv8gK3iIj0DOoqFxERSREFbhERkRRR4BYREUkR3ePuam1NNC1dmREnP0BL/0G0zl/M/ANuWeGUUWc+T/PAvp1+Ko3VFhHpfhS4u1jT0pUZ8NR/8eE+d+c9p9eAQTSvWt4iIyIi0jOoq1xERCRF1OLupEJjtDM0xlpERKpFgbuTtA62iIh0JQXuBjD4tm/SPLDf8v2m1fsVOFtERHoyBe6uEDPJgeXbpOaB/WheQ8loIiJSnAJ3F8hkkouIiHSWAncNZK+D3TpvMXO/fl0dayQiIt2FAncNZK+D3br04zrWRkREuhON4xYREUkRtbjrJJlJrixyEREplQJ3J7W1ttH0Wf8VHmudt3iF7vHWeZ90uE6Z5CIiUgkF7k5q+/DTDhnjSkQTEZFa0T1uERGRFFHgFhERSREFbhERkRTRPe4aWP3aPeiz9vCC5yiTXEREKqHAXYHkUp7LFnVc0rN59b7KGBcRkZpQ4K5AcinPps/6MwDNQy4iIl1D97hFRERSRIFbREQkRRS4RUREUkSBuwZa+g+sdxVERKSbUnJaidpa22ibH+Ycb12wePn85E1LO2aPNzXr+5CIiNSGAneJ2uZ/wnsTLly+r0xyERGpBzUNS9TW2lrvKoiIiChwl2rZonn1roKIiIgCt4iISJroHncnLNzwPNp6fQzAqDOfp9eAQYDmIRcRkdpR4M6SzB5Pap2/uOO5vT6mrfciAJoH9qV5Vc1PLiIitaXAnSU7e7yQESc/QO8RYRWwllUG1bJaIiIigAJ3p7T0H0SvVYfUuxoiItKDKDlNREQkRRS4RUREUkRd5SVIZo8nDVrt0DrURkREerKqBW4zWxk4AfgGsA6wAHgC+KW731lhmSOBnwA7AUOB94F7gbPc/cVq1LsUyezxpKbmpq6qgoiICFClrnIz6w/8FTgVWBd4HlgE7ADcYWanVlCmAU8C/wGsAjwD9AUOBp40sx2rUXcREZE0qdY97guBrYCngTHu/gV3HwUcAiwFpprZv5damJn1Am4HBgHTgLXcfQtgLeACQgC/zsw0BktERHqUTgduMxsDTAZagYPc/c3MMXefBvws7k4to9jJwFhgNvAtd/8klrcEOAZ4EFgdOLaz9S/XqDOfY93z32Xd89/V2G0REely1WhxHwy0AI+4+ws5jl8ct9vEe9almBK302KwXs7d24BL4u4BZda101pWGUyvVYfQa9UhWndbRES6XDUiz9Zx+1Cug+7+FjAr7m5XrDAzawa2LFQm8HDcrmtma5dYTxERkdSrRuAeG7evFThnZtyOK6G84UBmlY58Zb4JLCujTBERkW6hGoF7aNy+X+CcOXE7uIzy8pbp7suAD8soU0REpFuoxjjuzJJYHZfPapdZbquU5bOS51SlTDN7Ps+h9WfPns0uu+yy/IG2Za0sWzZ3hZNanxtMW9MaAPTZbzJNLZq3RiQNXn311Rnuvnu96yFSTdWIQMsoveXeVmJ55SilzHxalyxZsujVV199M8exMXH7Got7tz/6xsxOPJ00sPb3W0SkgVUjcC8EBhLGVueTuWfdcd7Q3OVl9CV/q7vkMt19gxKedwWZVnol10r66P0WkbSoxj3uD+K20KDmzH3o98ooL2+ZcYKW1cooU0REpFuoRuDOzBk+usA5mWMvFyvM3d+mPfEsX5lrE8aOl1SmiIhId1GNwP1Y3G6d66CZjQAyE6/8vcQyHy9UJvCluJ0VA72IiEiPUI3AfWPcTowLg2Q7Km7vd/eZJZZ5Q9weZmZ9CpR5ZYnliYiIdAudDtzu/gowndB1fbOZZSZkwcwmAyfG3dOzrzWzMWa2vpmtlXXoGkJ277rAdDMbEM/vY2bnAxMI3em/7mz9RURE0qSpra0zo6mCuErXfcCGhOFczxIyzUfFU0529zNzXDcznnOVu0/JOrYFcDchCW0h8BIhkK8BLAF2cvf7Ol15ERGRFKnKKhnuPodwP/o0QrLY5wkZ4fcDe+cK2iWU+Q9gY+ByYH78uRW4CdhKQVtERHqiqrS4RUREpGtoXUoREZEUUeAWERFJEQVuERGRFFHgFhERSREFbhERkRTpFgtLm9nKwAnAN4B1gAXAE8Av3f3OCsscCfwE2AkYCrwP3Auc5e4vFrju34BTgK8AqwPvAHcAZ7j7W5XURTpqsPd8B+A7wFaEYZALgWeAK4Bp7q6hGyJSNakfDmZm/QkfrlsBnwHPET48M/OjT3X308os04CHYzkfAq/QPvnLYmAPd/9zjuu2Bf5CWI70A2AWYMAqwDxge3d/usyXKFka7D0/Dzgu7i4gzPg3HBgSH5sB7OPun5VTHxGRfLpDV/mFhA/wp4Ex7v4Fdx8FHAIsBaaa2b+XWlhcMvR2wgf4NGAtd98CWAu4gBCUr4uzxSWvWwO4NR4/O163OfA5wqQxA4Gb8sy9LuVplPf8IELQXha3q7v7pu4+FNiXEMh3B37amRcrIpKU6sBtZmOAyYQZ1Q5y9zczx9x9GvCzuDu1jGInA2OB2cC33P2TWN4S4BjgQUIX+LFZ1x1DCM6PuvuP3H1pvG4BcCDwOqEFd0gZdZEsDfaeHx+3F7n7L9y9NVGXP9DeEv+ema1URn1ERPJKdeAGDiYsbvKIu7+Q4/jFcbtNvH9ZiilxOy1+cC8X71VeEncPyHPd5dkFxnJ+l+c6KU9DvOexh2XjuHttnnJvidv+wPgS6yIiUlDaA3dmve6Hch2MyWCz4u52xQozs2Zgy0JlEu6DAqxrZmvH69aifUGVYtdtY2a9i9VF8mqI95xw33s34NuEe+y5NCV+bilWFxGRUqQ9qzyzhOhrBc6ZSQiq40oobzjQr0iZbxLuabbEMt9M1KMNeKNAPQBWIiRRFaqz5NcQ77m7f0y4L17IvnH7GSHZTUSk09Le4h4at+8XOGdO3A4uo7y8Zbr7MkLWcbLMzHUfufunRepRal0kt0Z5zwuKvTCZzPZb3f3DQueLiJQq7YF75bhdXOCcT7LOLaW8cssspx6l1kVya5T3PC8zW43QGh9MGNP94xLqISJSkrQH7mVlnFvKgPVyykuWWel1Ur5Gec9zMrPBwD3AF+K5h7n7q2U+h4hIXmkP3Avjtm+BczL3Lz8uo7xyyyynHqXWRXJrlPe8AzMbS0hk25wwXO3wOCxMRKRq0h64P4jbQQXOydyTfK+M8vKWGSfrWC2rzMx1AwpkjCfvjZZSF8mtUd7z7HMmAI8SkteWAAe4e4ehgSIinZX2wJ2ZP3p0gXMyx14uVpi7v017ElK+MtemfWhPpsxMPZppn3YzXz0WE7KUpTKN8p4vZ2b7E7rHBwFzga+5+w3FnltEpBJpD9yPxe3WuQ6a2QjaA+nfSyzz8UJlAl+K21nxQx93n0f7cJ9i1z0Ws5SlMg3xniee7xvAdMIwvzeAL7n7AyU+r4hI2dIeuG+M24lxkYhsR8Xt/e4+s8QyMy2lw/LMK54p88o81x2RfUEs55t5rpPyNMx7bmZbAVcT/h89SwjaXuJziohUJNWB291fIbR2WoCbY3IQAGY2GTgx7p6efa2ZjTGz9eN426RrCBNxrAtMN7MB8fw+ZnY+MIHQtfrrrOvOB+YD25rZ+ZkAEK//fSzv9fizVKhR3nMzayEE7d6E+947ufu71XmVIiL5dYdlPQcB9wEbEob2PEtY7CMzBenJ7n5mjutmxnOucvcpWce2AO4mJCQtBF6ifYnHJYQP6ftylLkrYSWwPoR7na8TlvUcQAjqE9z9+c68XmmM99zM9qG99f8W7TPj5fM9d3+qxJcoIpJXqlvcAO4+h3Bv8jRC4tDnCUlC9wN75/oAL6HMfxAWkLicEHA3JgzvuQnYKlfQjtfdThgKdD1hmstNCEHgKmAzBe3qaJD3PDkP+nBgmyL/VkNEpApS3+IWERHpSVLf4hYREelJFLhFRERSRIFbREQkRRS4RUREUkSBW0REJEUUuEVERFJEgVtERCRFFLhFRERSRIFbREQkRRS4RUREUkSBW0REJEUUuEVERFKkV70rINLIzGwiYQlRgN7uvrSO1RERUYtbREQkTRS4RUREUkSBW0REJEUUuEVERFJEyWnScMxsCnAFcCtwKHA6sCcwCPgXMAM4193fTVwzFTgVOBt4NG5HA+8AP3L36+J5/YCjgP2B8UAf4C3gbuA8d3+lQNVWMrOTgIOBtYEPgL8AP3P3lzv/ykVEilOLWxrZqsBDwNHAMuBFYBRwHPCEmW2Y45rtgD8AA+P5nwOeAjCzEcCTwM+BrQhB/TlgLeBI4J9mtn+B+twBnAb0B56Nz3EY8IyZ7diZFyoiUioFbmlkXwHWAw5091Hu/gVgHeARQkC+1syye42+SGiRr+3umwDD3d3NrAW4DVgfcGATdzd33xwYBlwG9AWmmdlWeeqzDfDdWOYWwHDg5njddDMbUrVXLiKShwK3NLrj3f3azI67vwVMAj4ENgD2yXHND93903j++/GxfYFNgMXAzu7+TKLMj9z9cOAuoDdwRp66nO3uF7l7W7xuPnAg8BqwBqHVLiJSUwrc0sgWAr/NfjAG45vj7qSsw++4++s5ytotbmfkOQ6hCx1gopmtluP4BTnq8ilwddzdJU+5IiJVo8Atjeyf7r4437G4HZf1+Dt5zl8/bp8o8HyZYy3A2Kxj77p7vrIzdfl8gbJFRKpCgVsa2dwCxxbG7epZj3+S5/xV4/bDAmV+lPh5QNaxBQWuyxxbucA5IiJVocAtjax/gWOZruz3SiwrE1xzdYFnDMxxfsYqJdRlXol1ERGpmAK3NLLxZtaU59gmcft8iWW9FLebFThn87htIyScJQ0zs+zWfcYX4vbZEusiIlIxBW5pZGsCu2Y/aGZrAXvE3RtLLOu2uN3dzNbJc8734/aRmDGe1ARMyVGXAYnHZ5RYFxGRiilwS6O73MwmZHbMbDQhQK4C/I0wc1kpbiQkkfUF7jSzjRNlDjCzS4EdgKXAiXnKOMvM9klcN5SQ3T4ceB24vMS6iIhUTFOeSiP7kDDu+kEzc0Li2YaErO9ngIMzY6qLcfelZjYJuJOQYf60mb1MuJc9HugXyz/K3R/KUcQswv30G81sNvA+8G/ASoRM9j3cfVHFr1REpERqcUsjWwhsSZjVbCBh6NfzwAnANu7+r3IKc/eZhPvYxwOPE6Y6HQ/MBn4FbOzuV+e5fDGwPXAeodt8Q0LA/mW8Tve3RaRLNLW1ldRgEekyiUVG3nL3EXWujohIQ1GLW0REJEUUuEVERFJEgVtERCRFFLhFRERSRMlpIiIiKaIWt4iISIoocIuIiKSIAreIiEiKKHCLiIikiAK3iIhIiihwi4iIpIgCt4iISIoocIuIiKSIAreIiEiKKHCLiIikiAK3iIhIiihwi4iIpIgCt4iISIoocIuIiKTI/wPEYYwI9nFtcAAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "density = True\n", "cumulative = True\n", "histtype = 'step'\n", "lw = 2\n", "bins = {\n", " 't_i_peak': np.arange(0, 0.02, 0.0005),\n", " 't_e_peak': np.arange(0, 0.03, 0.0005),\n", " 'p_i_peak': np.arange(0, 0.04, 0.0005),\n", " 'p_e_peak': np.arange(0, 0.04, 0.0005),\n", "}\n", "xlabel = {\n", " 't_i_peak': 's',\n", " 't_e_peak': 's',\n", " 'p_i_peak': 'prob',\n", " 'p_e_peak': 'prob',\n", "}\n", "\n", "for cell_type in ['gridcell', 'bs_not_gridcell', 'ns_inhibited', 'ns_not_inhibited']:\n", " for key in bins:\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", " data.query(query + ' and ' + cell_type)[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", " 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(-0.001, bins[key].max() - bins[key].max()*0.02)\n", " despine()\n", " figname = f'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": 23, "metadata": {}, "outputs": [], "source": [ "from septum_mec.analysis.plotting import plot_bootstrap_timeseries" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "psth = pd.read_feather(output_path / 'data' / 'psth.feather')\n", "times = pd.read_feather(output_path / 'data' / 'times.feather')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "times = times.T.iloc[0].values" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cs = ['#993404', '#980043', '#d95f02', '#e7298a']\n", "lb = ['GC 11 Hz', 'GC 30 Hz', 'NSI 11 Hz', 'NSI 30 Hz']\n", "\n", "fig, axs = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(5,2))\n", "ii = 0\n", "for cell_type, ls in zip(['gridcell', 'ns_inhibited'], ['-', '--']):\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 = psth.loc[:, selection].dropna(axis=1).to_numpy()\n", "\n", " plot_bootstrap_timeseries(times*1000, values, ax=ax, lw=2, label=lb[ii], color=cs[ii], ls=ls)\n", " # ax.set_title(titles[i])\n", " ax.set_xlabel('Time (ms)')\n", " ax.legend(frameon=False)\n", " ii += 1\n", " axs[0].set_ylabel('Probability density')\n", " despine()\n", " plt.xlim(-5, 30)\n", " \n", "figname = f'response-probability-gc-ns'\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": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cs = ['#d95f02', '#e7298a', '#993404', '#980043']\n", "lb = ['NSI 11 Hz', 'NSI 30 Hz', 'NS 11 Hz', 'NS 30 Hz']\n", "\n", "fig, axs = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(5,2))\n", "ii = 0\n", "for cell_type, ls in zip(['ns_inhibited', 'ns_not_inhibited'], ['--', '-']):\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 = psth.loc[:, selection].dropna(axis=1).to_numpy()\n", "\n", " plot_bootstrap_timeseries(times*1000, values, ax=ax, lw=2, label=lb[ii], color=cs[ii], ls=ls)\n", " # ax.set_title(titles[i])\n", " ax.set_xlabel('Time (ms)')\n", " ax.legend(frameon=False)\n", " ii += 1\n", " axs[0].set_ylabel('Probability density')\n", " despine()\n", " plt.xlim(-5, 30)\n", " \n", "figname = f'response-probability-nsi-ns'\n", "fig.savefig(\n", " output_path / 'figures' / f'{figname}.png', \n", " bbox_inches='tight', transparent=True)\n", "fig.savefig(\n", " output_path / 'figures' / f'{figname}.svg', \n", " bbox_inches='tight', transparent=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Store results in Expipe action" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "action = project.require_action(\"stimulus-response\")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['/media/storage/expipe/septum-mec/actions/stimulus-response/data/data/times.feather',\n", " '/media/storage/expipe/septum-mec/actions/stimulus-response/data/data/psth.feather',\n", " 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"execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "copy_tree(output_path, str(action.data_path()))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "septum_mec.analysis.registration.store_notebook(action, \"20_stimulus-spike-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 }