{ "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": [ "12:13:51 [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 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, 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('not t_i_peak.isnull() and not bs'), 'ns_inhibited'] = True\n", "data.ns_inhibited.fillna(False, inplace=True)\n", "\n", "data.loc[data.eval('t_i_peak.isnull() 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": { "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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iynWMH6pWnUSZOWosDq+W3x4a2pUzq+VrImLOGF9DkqTa6WZX+XbA9pQZiN6bmT+LiLePsa59q+W1w2z/CeX+yRtS5iW+Zpj9tI4Y6B9g4JF179bHA/39rH784V43Y8pab+H2vW6C1HXdDO7/Ag7OzO+Op5LqPHbjzkkthyZXcy//jjLl4S4Y3Ou8gUdWcP/+Z/S6GZpitrr12JF3kmqma8GdmXcwOE/xeMxjsF0PtNlvGSW4R7yNYESsNb90ZefRNU2SpN6ainOVN89xvbLNfo1+0TrOiS1J0phMxZnTVo+8yxpGHBafmS3vpFQdiTtThCRNkLFOxBUR76HcA/1tmXnWKF9zFuXGMQCHZebZI+x/JOXueaszcyrm4hqmYgOb7yq0wbB7ldvnQZmcRVrLgouPoG/e9L7o4KnHlrH0hDW/l2534tXM3HB+j1okDRrrRFwRsQ/lNrtqYaoG9x+B9YF2f30a57bvn/AWqZb65s2hb/PpfSalb9bjDMx+fI11s7fbllmbbNGjFknFWCfiiogXA9+gXDWkFqZccGdmf0QksAewY6t9ImI20LhF0W2T1DRJ0gjaTMQ1Urk5wAnVz1QcfzVlTLngrvyYEtz7Al9osX1vSttXAjdOYrtqbTpf69z/8PR8X1KdVBNx/QdlTo/VlPB+O+UKoHblAricMh/IU8CJwHuBbSeyvXU1VYP7fMqH/YaIOC4zHxqy/V3V8rzM9C92h7zWWdIEG+tEXNtXZa+vyt0YEe+dwHaOaMgAt5F8ITOPnMj2NOtpcEfEDpTLuZ7IzHuaNl1BuTPYfsC3IuLQzPyfanKWY4A3U36hDl6QNCluO3zmTGDzXrejSx7a5azVo72CpxNjnYjrHuAVmfn9CWjTWA1Qcmg4C4CoHo91eu8x6fUR91eAA4CrgAMbKzNzICLeUq1/IbA0In5F6TbZivILfZt3BpM0GW47fOahlEuTtux1W7rk/tsOn/neXc5afUE3Kx3rRFyZeRtTbLxSZq4G9m+1LSI2ZnBK7kuBUyarXdD74B5WZt4VEXtSznUcAjybcunX94GPZ+aVvWyfpHXK54BNe92ILtqS8p66GtxT1JLqjpJdUXWhX0AZh/Vr4K+qkJ80ExrcmbnjCNsPHGH7g8D7qh9NgOl8rfOMzabn+5I0KrfRfvpsgKcBizqs7wzgZZRpt1+ZmY+Oo21jMmWPuDU51oVrnaUueDvTrKucMmp7XfD/jWLmtLYi4njgHcAq4HWZeVd3mjg6Bvc0NNxlX14yJY3NLmetvuC2w2deiIPT1lkRcShwavX0nZl5da/aYnBPQ172JXVfFXQjdblqGoqIfSmDqWcAp4127vRuc3YaSZKGERE7AxdR7p3xLeADvW2RwS1JUksRsTnwXco12zcBizNzxDtSTjSDW5KkISJifcoR9i7A3cBfZubjbQtNEs9xryOGu+zLS6YkqaW/o0wABvAg8LmI2BCY3WLfp0a6vLmbDO51hJd9SdKobNL0+AUj7Dt9JmCRJK3bRpqIq0257cbxmk9RRoB3uv/ngc8PWXcS5e5mU47nuCVJqhGPuKehgf7+tdY99dgy+mZNiXEV6qLVyx/sdRMkTTKDexpa/fjDa61besLuDMw2uCWp7uwqlySpRgxuSZJqxOCWJKlGPMe9jtjuxKuZvd22vW6GJsHMjeb3ugmSJpDBXWPD3r7zkZVrrZu54XxmbbLFZDRLkjSBDO4a8/adkrTu8Ry3JEk1YnBLklQjBrckSTXiOe5pZsHFR9A/6wmWnrD7Guvnb/rWHrVIktRNBvc00zdvDszqX2t60xl9Hd8oR5I0hdlVLklSjRjckiTViF3lkqSuiYhnAO8HXgpsBTwE/Ag4IzMva1NuPnAS8GpgO+Bh4Drg45n5o1G24UDgyurp0zPz7hH2Pwt4K3BVZh7YtP6HwAGjee1OXm+8DG5JUldExMuAbwJzgCeAW4EtKGH86oj4p8w8tkW5p1FCeueq3C8p4f1a4JCIeEdmfnFy3sUabqaznNwTmFs9fnLimlMY3JKkcYuIBcDXKKF9LnBUZj5abXsT8BXgmIj4UWZ+Y0jx8yihfRnw15n5cET0AccCHwPOjIgbMvPXk/R2AMjMvx1pn4hYDCypnn4iM383sa3yHLckqTuOBOYBdwOHN0IbIDPPAT5XPT2quVDVrX0AsBx4U2Y+XJXpz8zTgLOB2cCJE9z+UYuIvYDPV0+vB46bjNc1uCVJ3fBbyhH3ZzLzjy22/7JaLhyy/vBq+e3MfLBFuTOr5WsiYs64W9klEbE58HVgfeAB4K8yc8K7ycGucklSF2TmeZQu7+G8oFrePmT9vtXy2mHK/QR4CtiwquOasbaxWyJiBqXrfwegH3jjZHSRNxjcktSB+3Y7fSawea/b0SUPbXXrsasn44UiYjPg74C3UQL4tKZtfcBO1dM7W5XPzCcj4neUI/VdmALBDRwPHFw9/lBmXjGZL25wS9II7tvt9EOBfwO27HVbuuT++3Y7/b1b3XrsBRP1AhHxeuDDwCJKd/K9wLsy8+qm3eYxmEMPtKluGSW4F0xAU0clIl4IfKR6+j3go5PdBoNbkkb2OWDTXjeii7akvKcJC25gb6D5pgnzgFdGxNWZ+Vi1bm7T9pVt6lrRYv9O/TYixlBsbRGxBWXE/ExgKbA4Mwe6UvkoGNySpInwaeAfgU2Ag4DTKSPKXxAR+2bmU8Bou+vHEpL/CbQaLNfsGYzQm1J1638V2AZYBRyamQ+NoT3jZnBL0sjezjTrKgfeO5EvkJn/VT18HPhyRPwIuIkywGwxcBblErCGDdpU1xhN/sQYmnLoKGZOa+dEymxwAO/LzJ+OoS1dYXBL0gi2uvXYC+7b7fQLcXDamGVmRsSFwJuAAxkM7j9SzoHPb1O8cW77/gls4rAi4kXAydXTczLzM71oR4PBLUkdqIKu3QCqdVp1XfPTgaXDXI8N5bwwlDnMycz+iEhgD2DHYeqdTemeBritaw3uUERsRbk+vY8yhes7JrsNQzkBiySpG35KOZ98RJt9GpOvNF/z/ONquS+t7U05yFwJ3DieBo5WRMwEzgGeRukdeH1mPj6ZbWjF4JYkdcOl1fLI6ih5DRGxI+WmIQAXN206v1q+oTpqH+pd1fK8zFzRYvtEOhl4UfX47Zn5m0l+/ZYMbklSN5xOuWzrGcA51U1HAIiIPYEfUAaZXQ18u6ncFZQ7g20KfKu6UxgR0RcRxwFvptxx6zQmUUQcBJxQPT09M8+dzNdvx3PckqRxy8y7IuKvKNOevgF4VXX+egPKjGdQ7sv9+uZrnzNzICLeAlwFvBBYGhG/AralnAsfAN422XcGo9xTvHFwu39EDDcl61AfzczvTVCbAINbktQlmXlJRDyHcjvOg4BnUi7hupZyl68vtroRRxX6e1IuuToEeHZV7vvAxzPzykl6C82ae6SHO//eytO63ZChDG5JUtdk5h3AO8dQ7kHgfdXPeNvwQ2DGKPY/nMG7lDXWHTjedkwUz3FLklQjBrckSTViV/kUN9A/wMAjra+A6H94sq+MkCT1msE9xQ08soL79z+j182QJE0RdpVLklQjBrckSTVicEuSVCOe466hBRcfQd+8OS23zdhsDizv+Rz4kqQJYnDXUN+8OfRtPrfXzZAk9YBd5ZIk1YjBLUlSjRjckiTViMEtSVKNGNySJNWIwS1JUo14OdgUN9Dfv9a6px5bRt+s4a/VXr38wYlskiSphwzuKW714w+vtW7pCbszMNtJViRpXWRXuSRJNWJwS5JUIwa3JEk14jnuGtruxKuZvd22oyozc6P5E9QaSdJkMrhraOaG85m1yRa9boYkqQfsKpckqUYMbkmSasSu8ilioH+AgUdWrLW+/5GVPWiNJGmqMriniIFHVnD//mf0uhmSpCnOrnJJkmrE4JYkqUYMbkmSasRz3FPYgouPoH/WEyw9Yfc11s/f9K09apEkqdcM7imsb94cmNW/1p3AZvTN6FGLJEm9Zle5JEk1YnBLklQjBrckSTXStXPcETEXOA74G+DpwGPAz4BPZOb3xlDfjsBvR9jtF5n53NHWLUlSXXUluCNiQ+AKYB/gSeBXwHzgIOCgiDg5Mz88ymqfUy0fAn49zD63j6G5kiTVVreOuM+ghPZNwCGZeS9ARBwGfBE4OSKuy8zLR1FnI7jPz8x3damdkiTV2rjPcUfEzsBioB94cyO0ATJzCfCx6unJo6y6Edw3j7eNkiRNF90YnHYYMBO4ITNvbbH9zGq5X0TsMIp6G8H9q/E0TpKk6aQbwb1vtby21cbM/B2wtHp6QCcVRsRGwE7V02l1xD3QP0D/Q0+s/fPw2rf0lCRpqG6c415ULe9ss8/dwEJglw7r3AOYAfwe2CIijgH2pLT3NuBrmXndmFrbY96+U5I0Ht0I7i2r5QNt9llWLRd0WGejm3wecCulK77hpcB7IuKLwFGZ+eRIlUXELcNs2rnD9kiSNCV0o6t8brVc2WafRj/w3Db7NGsE9wbA54DdgfUpR+0nUS45OwL45KhaKklSzXXjiHs1nX8BGOhwv2uqOm/MzP/XtP4e4KMRcTdwNnBURJyRmcMdUQOQmbu3Wl8die/WYZskSeq5bgT3ckqX9gZt9plTLZ/opMLM/Crw1XbbI+JDwDOAVwNtg3uqW3DxEeVOYEPM2GwOLH+8RQlJ0rqqG8H9ICW457fZp3Fu+/4uvF7DjZTgfnoX6+yJvnlz6Nu807MIkqR1WTfOcTemI92xzT6Nbbd1WmlEzI6ImW12abR9xMFpkiRNF90I7h9Xy31bbYyI7YDGxCvXj1RZRMyLiIeAVZRu8OHsWS1bTfoiSdK01I3gvqBaHhgR0WL7UdXyqsy8e6TKMvNh4L7q6eGt9omIN1Au5VoFXDiaxkqSVGfjDu7MvB04h3Kt9YUR0ZiQhYhYDBxfPf3I0LIRsXNE7BoRWw/ZdGq1fFVEnBoR6zeVeQPwperpxzPz9+N9D5Ik1UW37g52NPDs6uc3EXEzZcDawmr7icPcGeyKap8v03R0nZlLImIP4Bjg/ZQJV24HngZsW+32eeBDXWq/JEm10I2ucjJzGeUc94cpA9CeSRllfhXw+sw8ZQx1HkuZJe3blAlc9gBmA5cAr8zMt2dmfzfaL0lSXXTriJvMfJxy686TR1FmxxG2Xw6M5h7ekiRNa1054pYkSZPD4JYkqUYMbkmSasTgliSpRgxuSZJqxOCWJKlGDG5JkmrE4JYkqUYMbkmSasTgliSpRro25em6aqC/n9XLl3W8f/9jK9da99Rjy+ib9XjL/Vcvf3DMbZMkTT8G9zitXr6Mu47equP9Zzy5IRvzwTXWLT1hdwZmtw5uSZKa2VUuSVKNGNySJNWIwS1JUo14jnsCLDzlV8zcaEHLbf0Pr+ShV5w7ZP9b6Ju3Qcf1z9xo/rjaJ0mqL4N7AszcaAEzN1rAwCMr1t741NqdHLM2nk/fJnMnoWWSpLozuCfIwCMruH//M3rdDEnSNOM5bkmSasTgliSpRgxuSZJqxHPck2jBxUfQN2/OWutnbLb2OkmSWjG4J1HfvDn0be7ocUnS2NlVLklSjRjckiTViMEtSVKNGNySJNWIwS1JUo0Y3JIk1YjBLUlSjRjckiTViMEtSVKNGNySJNWIwS1JUo0Y3JIk1YjBLUlSjRjckiTViMEtSVKNGNySJNWIwS1JUo0Y3JIk1YjBLUlSjRjckiTViMEtSVKNGNySJNWIwS1JUo0Y3JIk1YjBLUlSjRjckiTViMEtSVKNGNySJNWIwS1JUo0Y3JIk1YjBLUlSjRjckiTViMEtSVKNGNySJNWIwS1JUo0Y3JIk1cisXjegLgb6+1m9fNla61cvf7AHrZEkrasM7g6tXr6Mu47eqtfNkCSt4wzu8RqYwYyn5q6xqv/hlfCUZyEkSd1ncI/TjKfmsvGNH1xj3UOvOLdHrZEkTXceFkqSVCMG9zgsPOVXLDzlll43Q5K0DrGrfBxmbrSAvqc27HUzJEnrEIN7Aiy4+Aj65s1Za/2MzdZeJ0nSaBjcE6Bv3hz6Np878o6SJI2S57glSaoRg1uSpBoxuCVJqhGDW5KkGjG4JUmqEYNbkqQaMbglSaqoTKpGAAAKp0lEQVQRg1uSpBpxApYODfQPMOPJNac39fadkqTJ1rXgjoi5wHHA3wBPBx4DfgZ8IjO/N8Y6dwD+AXg5sCXwAHAFcGpm/rob7e7UwKN/9PadkqSe68rhYkRsCPwH8CFgJ+AW4HHgIOC7EfGhMdQZwM+B/w1sBPwC2AA4DPh5RLysG22XJKlOutXPewawD3ATsHNmPi8zFwJvAZ4CTo6Il3RaWUTMAi4B5gNLgK0zcy9ga+DfKAF+bkTM71L7JUmqhXEHd0TsDCwG+oE3Z+a9jW2ZuQT4WPX05FFUuxhYBNwDHJmZK6r6VgFHA9cAmwHvG2/7JUmqk26c4z4MmAlcl5m3tth+JnASsF9E7JCZ93RQ5+HVckkV1n+SmQMR8VnghcAbq7p7YrOvvYb1tt92rfXevlOSNFG60VW+b7W8ttXGzPwdsLR6esBIlUVEH7B3uzqB66rlThGxfYft7Lq+zTagb/O5a/3M6JvRqyZJkqa5bgT3omp5Z5t97q6Wu3RQ37ZA45B1uDrvBVaPok5JkqaFbgT3ltXygTb7LKuWC0ZR37B1ZuZq4NFR1ClJ0rTQjXPcc6vlyjb7rBiybyf1da3OiLhlmE273nPPPRx88MEjNmrgySdZvfrRNdbNfPtlzJg9e8SyknrjjjvuuCgzD+l1O6Ru6kZwr6bzI/eBDusbjU7qHE7/qlWrHr/jjjvuHXnXP9m5Wt7J0kfG8dKqgcHPWpKmiG4E93JgHuXa6uE0zlk/0WF9DRsw/FF3x3Vm5u4dvG5HGkfv3axTU5OftaSpqBvnuB+slu0mQ2mch75/FPUNW2c1Qcumo6hTkqRpoRvB3ZgzfMc2+zS23TZSZZn5ewYHng1X5/aUa8c7qlOSpOmiG8H942q5b6uNEbEdsEP19PoO6/xJuzqBP6+WS6uglyRpndCN4L6gWh5Y3RhkqKOq5VWZeXeHdZ5fLd8WEeu1qfOsDuuTJGlaGHdwZ+btwDmUrusLI6IxIQsRsRg4vnr6kaFlI2LniNg1IrYesulsykjenYBzImLjav/1IuJTwP6U7vRPj7f9kiTVyYyBgfFcTVVUd+m6Eng25XKumykjzRdWu5yYmae0KHd3tc+XM/PwIdv2Ai6jDEJbDvyGEuSbA6uAl2fmleNuvCRJNdKV23pm5jLK+egPUwaLPZMyIvwq4PWtQruDOn8KPAf4AvBI9bgf+Aawj6EtSVoXdeWIW5IkTY6uHHFLkqTJYXBLklQjBrckSTVicEuSVCMGtyRJNdKNu4NNWRExFzgO+Bvg6cBjwM+AT2Tm98ZY5w7APwAvB7YEHgCuAE7NzF+3Kfcs4CTgRcBmwH8D3wU+mpm/G0tbNGgqfdZD6ugDrgb2A2Zn5lNjaYskNUzby8EiYkPKH9l9gCeBX1GuLW/Mm35yZn54lHUGcF1Vz6PA7QxOCrMSeE1m/qBFuRcCl1JuU/ogsBQIYCPgYeAvMvOmUb5FVabSZ92ino8xOHugwS1p3KZzV/kZlD/kNwE7Z+bzMnMh8BbgKeDkiHhJp5VVtxK9hPKHfAmwdWbuBWwN/BsllM+tZpFrLrc58O1q+2lVuRcA21Amk5kHfGOYOdnVmSnxWQ+pY2ZEnM5gaEtSV0zL4I6InYHFlJnW3pyZ9za2ZeYS4GPV05NHUe1iYBFwD3BkZq6o6lsFHA1cQ+kCf9+QckdTwvlHmfn+xhFXZj4GvAm4i3Ik95ZRtEWVKfZZN9r0DEoPwDGjeS+S1IlpGdzAYZSbntyQmbe22H5mtdyvOo/ZicOr5ZLqD/ifZOYA8Nnq6RuHKfeFoRVW9XxxmHLqzFT6rImI9wC3AAcA91LOu0tS10zX4G7cx/vaVhurwWBLq6cHjFRZNcBo73Z1Us6HAuwUEdtX5bZm8EYrI5XbLyJmj9QWrWVKfNZN9qqWnwaeBfx0pNeUpNGYrsHduLXonW32ubta7tJBfdsCc0ao817KndGa62y0YwD47QjtWJ/BwVTq3FT5rBu+AURmHp2Zf+jg9SRpVKZrcG9ZLR9os8+yarlgFPUNW2dmrqaMPm6us1HuD5n5xxHa0WlbtKap8lk3tl2cmcN9SZOkcZuuwT23Wq5ss8+KIft2Ut9o6xxNOzpti9Y0VT5rSZoU0zW4V4+8y590ciH7aOprrnOs5dS5qfJZS9KkmK7BvbxabtBmn8Z5zCdGUd9o6xxNOzpti9Y0VT5rSZoU0zW4H6yWw06QweC5yftHUd+wdVaTdmw6pM5GuY3bjBhvPkfaSVu0pqnyWUvSpJiuwd2YR3rHNvs0tt02UmWZ+XsGByMNV+f2lOuJm+tstKOP4UeMN+pbSRmtrNGZKp+1JE2K6RrcP66W+7baGBHbMRik13dY50/a1Qn8ebVcWv3xJzMfpsxx3Um5H1ejlTU6U+KzlqTJMl2D+4JqeWB1s4ihjqqWV2Xm3R3WeX61fNsw84o36jxrmHLvGFqgqueIYcqpM1Pps5akCTctgzszbwfOoXRnXhgRjUk6iIjFDN744SNDy0bEzhGxazXrWbOzKRNy7AScExEbV/uvFxGfAvandLF+eki5TwGPAC+MiE81gqAq/9WqvruqxxqlKfZZS9KEm8639ZwPXAk8m3KJz82Um300piA9MTNPaVHu7mqfL2fm4UO27QVcRhmYtBz4DYO3elwFvDwzr2xR5yspM2qtBzxECeoANqaE+v6Zect43u+6bCp91i1e48CqbeBtPSV1wbQ84gbIzGWUc5QfpgwgeiZllPBVwOtb/SHvoM6fAs+h3DDkkepxPyWU9xnuD3lmXgK8ADiPcr/o51LC4MvA8w3t8ZlKn7UkTbRpe8QtSdJ0NG2PuCVJmo4MbkmSasTgliSpRgxuSZJqxOCWJKlGDG5JkmrE4JYkqUYMbkmSasTgliSpRgxuSZJqxOCWJKlGDG5JkmrE4JYkqUYMbkmSasTgliSpRgxuSZJqxOCWJKlGZvW6AdJEi4htgeOBlwMLgVXAvcBlwL9m5t29a50kjc6MgYGBXrdBmjARsTNwPbAl8DhwV7VpF2B94A/AgZl5Y29aKEmjY1e5pruPUkL768BWmblHZu5BOfK+HtgEOLWH7ZOkUTG4Nd09p1p+NTOXN1Zm5v8Afwd8H7i1Fw2TpLGwq1zTWkRcBLwKSMp57kszc0VvWyVJY2dwa1qLiOcC1wAbVav+SOkivwz4bmb+oldtk6SxMLg17UXETsAHgNcC84dsvhl4d2ZeO+kNk6QxMLi1zoiIPuD5wIHAi4G/AGYDTwC7Zua9vWudJHXG4Na0FREzKKPHF2Xm5S227wL8lDKy/P9k5icnuYmSNGqOKtd0tjlwO3BZRLxg6MbMvA24p3o6czIbJkljZXBr2srMZcD3qqdfiohdG9sioi8i3g08C+inXBYmSVOeXeWa1iJia+BHwA6UgP4t8AilC31Btdv7M/O03rRQkkbH4Na0FxFbAscArwB2ogxI+x/gWuDTmXl9D5snSaNicEuSVCOe45YkqUYMbkmSasTgliSpRgxuSZJqxOCWJKlGDG5JkmrE4JYkqUYMbkmSasTgliSpRgxuSZJqxOCWJKlGDG5JkmrE4JYkqUYMbkmSasTgliSpRgxuSZJqxOCWJKlGDG5JkmrE4JYkqUb+fxreRfB9PyG+AAAAAElFTkSuQmCC\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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\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", "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": 21, "metadata": {}, "outputs": [], "source": [ "from septum_mec.analysis.plotting import plot_bootstrap_timeseries" ] }, { "cell_type": "code", "execution_count": 22, "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": 23, "metadata": {}, "outputs": [], "source": [ "times = times.T.iloc[0].values" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cs = ['#e7298a', '#d95f02', '#993404', '#980043']\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(0, 29)\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": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/pandas/core/indexing.py:1494: FutureWarning: \n", "Passing list-likes to .loc or [] with any missing label will raise\n", "KeyError in the future, you can use .reindex() as an alternative.\n", "\n", "See the documentation here:\n", "https://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n", " return self._getitem_tuple(key)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cs = ['#993404', '#980043', '#d95f02', '#e7298a']\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(0, 29)\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": "markdown", "metadata": {}, "source": [ "# Store results in Expipe action" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "action = project.require_action(\"stimulus-response\")" ] }, { "cell_type": "code", "execution_count": 27, "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", " '/media/storage/expipe/septum-mec/actions/stimulus-response/data/figures/histogram-t_i_peak-ns_inhibited.svg',\n", " 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