{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "30c3da45", "metadata": {}, "outputs": [], "source": [ "import sys, os\n", "sys.path.append(os.path.join(os.getcwd(), '..'))\n", "sys.path.append(os.path.join(os.getcwd(), '..', '..'))" ] }, { "cell_type": "code", "execution_count": 2, "id": "94525066", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "from session.sessions import selected_009266, selected_008229, selected_009265\n", "from imports import *\n", "from matplotlib.patches import ConnectionPatch\n", "from scipy.stats import pearsonr\n", "from scipy import stats, signal\n", "from loading import load_session_data\n", "from target import build_tgt_matrix, get_spike_counts, build_silence_and_noise_events,\\\n", " get_idxs_of_event_periods, build_silence_matrix, get_spike_times_at\n", "np.set_printoptions(suppress=True)" ] }, { "cell_type": "code", "execution_count": 3, "id": "26ba4176", "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", " return false;\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%javascript\n", "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", " return false;\n", "}" ] }, { "cell_type": "code", "execution_count": 4, "id": "4ef2a8ae", "metadata": {}, "outputs": [], "source": [ "def get_pop_resp_profile_mx(session, hw, bc):\n", " animal = session.split('_')[0]\n", " h5_file = os.path.join(source, animal, session, session + '.h5')\n", " with h5py.File(h5_file, 'r') as f:\n", " unit_names = [x for x in f['units']]\n", " \n", " bins = np.linspace(-hw, hw, bc)\n", " profile_mx = np.zeros([len(unit_names), bc - 1])\n", " for i, unit_name in enumerate(unit_names):\n", " with h5py.File(h5_file, 'r') as f:\n", " shuffled = np.array(f['units'][unit_name]['psth_shuffled_micro_in_silence'])\n", " profiles = np.array(f['units'][unit_name]['psth_profiles_silence'])\n", "\n", " fr_mean = shuffled[:, 1]\n", " fr_std = shuffled[:, 2]\n", " fr_prof = profiles.mean(axis=0)\n", " profile_mx[i] = (fr_prof - fr_mean)/fr_std # z-scored\n", " \n", " return profile_mx, bins" ] }, { "cell_type": "code", "execution_count": 5, "id": "4484737e", "metadata": {}, "outputs": [], "source": [ "def get_unit_AM_for_periods(tl, periods, pulses_silence, spike_times, bin_size=0.05/3, shuffle=False):\n", " # overlay for each unit!!\n", " # pulses for each silence period (list of arrays)\n", " pulses_by_period = get_spike_times_at(tl, pulses_silence, periods, mode='overlay')\n", " shifts = [p[0] if len(p) > 0 else 0 for p in pulses_by_period] # shifts to align all pulses\n", "\n", " # first align all pulses\n", " adj_pulses = []\n", " for i, pulses in enumerate(pulses_by_period):\n", " if len(pulses) > 0:\n", " adj_pulses.append(pulses - shifts[i])\n", " else:\n", " adj_pulses.append([])\n", " max_l_idx = np.array([len(x) for x in adj_pulses]).argmax() # take the longest pulse train\n", " pulses_over = adj_pulses[max_l_idx]\n", "\n", " # create empty AM and binning\n", " bc_amx = int(pulses_over[-1]/bin_size)\n", " bins_amx = np.linspace(0, bin_size*bc_amx, bc_amx)\n", " unit_AM = np.zeros([len(spike_times.keys()), len(bins_amx) - 1])\n", "\n", " # then overlay and align all spiketrains\n", " for i, (unit_name, all_spikes) in enumerate(spike_times.items()):\n", " # spikes for each silence period (list of arrays)\n", " spikes_by_period = get_spike_times_at(tl, all_spikes, periods, mode='overlay')\n", "\n", " adj_spikes = []\n", " for j, spikes in enumerate(spikes_by_period):\n", " if len(spikes) > 0:\n", " adj_spikes.append(spikes - shifts[j])\n", " else:\n", " adj_spikes.append([])\n", "\n", " # combine all spikes in overlayed spiketrain\n", " spikes_over = np.array([item for sublist in adj_spikes for item in sublist]) # flatten to one array\n", " spikes_over = np.sort(spikes_over)\n", "\n", " # convert overlayed spike times into binned FR (60 Hz)\n", " spikes_binned, _ = np.histogram(spikes_over, bins=bins_amx)\n", " spikes_binned = stats.zscore(spikes_binned)\n", " unit_AM[i] = spikes_binned\n", " \n", " return pulses_over, unit_AM, bins_amx" ] }, { "cell_type": "code", "execution_count": 6, "id": "3d199339", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "['009266_hippoSIT_2023-04-13_08-57-46',\n", " '009266_hippoSIT_2023-04-14_09-17-34',\n", " '009266_hippoSIT_2023-04-17_09-06-10',\n", " '009266_hippoSIT_2023-04-17_17-04-17',\n", " '009266_hippoSIT_2023-04-18_10-10-37',\n", " '009266_hippoSIT_2023-04-18_17-03-10',\n", " '009266_hippoSIT_2023-04-19_10-33-51',\n", " '009266_hippoSIT_2023-04-20_08-57-39',\n", " '009266_hippoSIT_2023-04-20_15-24-14',\n", " '009266_hippoSIT_2023-04-21_08-43-00',\n", " '009266_hippoSIT_2023-04-21_13-12-31',\n", " '009266_hippoSIT_2023-04-24_10-08-11',\n", " '009266_hippoSIT_2023-04-24_16-56-55',\n", " '009266_hippoSIT_2023-04-26_08-20-17',\n", " '009266_hippoSIT_2023-05-02_12-22-14',\n", " '009266_hippoSIT_2023-05-04_09-11-06',\n", " '009266_hippoSIT_2023-05-04_19-47-15',\n", " '009266_hippoSIT_2023-05-22_09-27-22',\n", " '009266_hippoSIT_2023-05-23_09-18-05',\n", " '009266_hippoSIT_2023-05-25_15-55-57',\n", " '009266_hippoSIT_2023-06-14_08-21-23',\n", " '009266_hippoSIT_2023-06-19_08-58-35']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sessions = [s for s in selected_009266.keys()]\n", "sessions.sort()\n", "sessions" ] }, { "cell_type": "code", "execution_count": 7, "id": "e26ef1a3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'009266_hippoSIT_2023-04-17_17-04-17'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "session = sessions[3]\n", "session" ] }, { "cell_type": "code", "execution_count": 8, "id": "65b6c10d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'009266_hippoSIT_2023-04-17_17-04-17'" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "session_data = load_session_data(session)\n", "\n", "tl = session_data['tl']\n", "trials = session_data['trials']\n", "cfg = session_data['cfg']\n", "aeps_events = session_data['aeps_events']\n", "tgt_matrix = session_data['tgt_matrix']\n", "single_units = session_data['single_units']\n", "spike_times = session_data['spike_times']\n", "unit_names = session_data['unit_names']\n", "h5_file = session_data['h5_file']\n", "session" ] }, { "cell_type": "markdown", "id": "3964c422", "metadata": {}, "source": [ "## Dev: AM for all units" ] }, { "cell_type": "code", "execution_count": 13, "id": "cea0d0a0", "metadata": {}, "outputs": [], "source": [ "# all silence fake pulses\n", "s_offset, latency = aeps_events[0][0], 0.25\n", "drift = ((aeps_events[:, 0] - s_offset) % latency)[-1]\n", "pulses_silence, pulses_noise = build_silence_and_noise_events(tl, s_offset, latency, drift)\n", "\n", "event_type = 0 # silence\n", "periods = get_idxs_of_event_periods(tl, event_type)\n", "\n", "hw = 0.25\n", "bc = 31\n", "profile_mx, bins_prof = get_pop_resp_profile_mx(session, hw, bc)\n", "# reduce noise?\n", "#profile_mx[np.abs(profile_mx) < 1] = 0\n", "profile_mx_half = profile_mx[:, 15:]\n", "\n", "pulses_over, unit_AM, bins_amx = get_unit_AM_for_periods(tl, periods, pulses_silence, spike_times, bin_size=0.05/3, shuffle=False)" ] }, { "cell_type": "code", "execution_count": 14, "id": "26449950", "metadata": {}, "outputs": [], "source": [ "# check for single unit\n", "unit_idx = 11\n", "prof = profile_mx_half[unit_idx]\n", "spks = unit_AM[unit_idx]\n", "\n", "sig_CCR = signal.correlate(spks, prof, mode='same')" ] }, { "cell_type": "code", "execution_count": 17, "id": "8808d664", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rec_count = len(pulses_over) - 3\n", "psth_sig = np.zeros([rec_count, 30])\n", "for i in np.arange(rec_count) + 1:\n", " psth_sig[i-1] = sig_CCR[i*15 - 15:i*15 + 15] \n", "psth_sig_mean = psth_sig.sum(axis=0)/len(psth_sig)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(5, 4))\n", "ax.hist(bins_prof[:-1], bins=bins_prof, weights=psth_sig_mean, edgecolor='black', color='black', alpha=0.5, label='All')\n", "ax.axvline(0, color='black', ls='--')\n", "ax.axvspan(0, 0.05, alpha=0.3, color='gray')" ] }, { "cell_type": "code", "execution_count": 18, "id": "5ae19fb8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(27, 1769)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# create shuffled unit AM\n", "unit_AM_shuf = unit_AM.copy().T\n", "np.random.shuffle(unit_AM_shuf)\n", "unit_AM_shuf = unit_AM_shuf.T\n", "unit_AM_shuf.shape" ] }, { "cell_type": "code", "execution_count": 19, "id": "32b87a5a", "metadata": {}, "outputs": [], "source": [ "# CCR matrix for all units\n", "CCR_mx = np.zeros(unit_AM.shape)\n", "for unit_idx in range(len(profile_mx_half)):\n", " prof = profile_mx_half[unit_idx]\n", " spks = unit_AM[unit_idx]\n", " #spks = unit_AM_shuf[unit_idx]\n", " CCR_mx[unit_idx] = signal.correlate(spks, prof, mode='same')" ] }, { "cell_type": "code", "execution_count": 20, "id": "2d737cd5", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Time in silence, bins')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15, 4))\n", "ax.imshow(CCR_mx[:, 0:201])\n", "ax.set_ylabel('Unit #', fontsize=14)\n", "ax.set_xlabel('Time in silence, bins', fontsize=14) " ] }, { "cell_type": "code", "execution_count": 22, "id": "47555981", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sig = CCR_mx.mean(axis=0)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(16, 3))\n", "x_l, x_r = 400, 800\n", "ax.plot(bins_amx[x_l:x_r], sig[x_l:x_r])\n", "ax.vlines(pulses_over, sig.min(), sig.max(), color='red', lw=1, ls='--')\n", "ax.set_xlim(bins_amx[x_l], bins_amx[x_r])\n", "ax.axhline(0)" ] }, { "cell_type": "code", "execution_count": 29, "id": "07dc2826", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# PSTH for CCR\n", "rec_count = len(pulses_over) - 3\n", "psth_sig = np.zeros([rec_count, 30])\n", "for i in np.arange(rec_count) + 1:\n", " psth_sig[i-1] = sig[i*15 - 15:i*15 + 15] \n", "psth_sig_mean = psth_sig.sum(axis=0)/len(psth_sig)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(5, 4))\n", "ax.hist(bins_prof[:-1], bins=bins_prof, weights=psth_sig_mean, edgecolor='black', color='black', alpha=0.5, label='All')\n", "ax.axvline(0, color='black', ls='--')\n", "ax.axvspan(0, 0.05, alpha=0.3, color='gray')" ] }, { "cell_type": "markdown", "id": "8b7224fc", "metadata": {}, "source": [ "## Dev: single unit CCRs" ] }, { "cell_type": "code", "execution_count": 30, "id": "a361e603", "metadata": {}, "outputs": [], "source": [ "unit_name = '1-2'" ] }, { "cell_type": "code", "execution_count": 32, "id": "24095631", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAATsAAAEJCAYAAADrboBhAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAWfklEQVR4nO3de5BU5ZnH8e+jQQlqRJlZjMKEkETMZQ0mg0m5Rqd0Nl6Azc3VZFc3mFSR0rIqVLSyipe4oyHrRjbsBiFSMUuCkkAgWYXgJgyrGy01CA6ggIDgcDFmHExYWlGB5dk/ziFpJjPTPdOn+5w57+9T1UV3n8v7vNPMb95z3tPd5u6IiOTdUWkXICJSCwo7EQmCwk5EgqCwE5EgKOxEJAgKOxEJgsJORIKgsBugzOw8M3vIzF4yMzezSWVsc7KZfdfMnjezN8xsp5nNNrNhfWh3Utxeb7emCrrWb2bWFLdfl0b7fWVm7WZ2Q9p1hEJhN3AdDzwHfBV4o8xtTgVOA74O/CVwJXAe8OM+tLsAeGfRrRVY2OW5J/qwP8xsUF/WF+kXd9dtgN+A14BJ/dz2UuAQ8I5+br8UmFv0+ErgaaAAvAL8FDitaHkT4HG7K4H9wATgOOBHcV86gJu62fcxwF3ALmBf3M5F8bJR8X6Lb3N7qfs84DfAm3F73wGOKVr+KDALmAbsjvtyN3BU0TqfBdYR/bH5PfA/wPCi5ROB1XEbLwLfPNxGvP8j6k37/1HebxrZyTuAt4jCIwnHAN8APkwUYnV0P3K8C7gFOIModKYD5wOfAS6It/9El23+I17n74APAT8ElpjZh4GdwOfi9T5INML8ancFmtlpwMNAG3AW8GXgC8C3uqz698BB4BzgOmAKcEW8j1OAn8Q1vJ8oPOcVtXER8AAwM67nS8BlROEJUVDuAlr404hYqinttNWt8hv9HNkBQ4EtwL9X0PYRo69ulp9BNHIZET9uih9/rmid44lGeJ8veu444A+H9w28h2gE2tBl//8JzOqy77oSNX8z7nfxKG0SUegPiR8/CjzZZbvlwPfj+x+J23pXD238Gri1y3Ofjl8rix+3Azek/f8nlJtGdjllZlPN7LWiW0OX5ccDS4CXiM7hJdXuR8zsQTPbbmYFYFW8qKHLqquK7r8HGER0WAuAu79OdE7ysI8ABmwo7hcwPt6+L94PPOXuh4qee5xoVPreoufWddnut8BfxPfXEp2vfM7MFpvZNWZWX7TuR4Gbu9Q6nyjET+ljvZKAt6VdgFTN94gmDg777eE7cdAtix9OcPc3k2jQzI4DfkkUAlcRneeqAx4jCpJir/dx90cRjaTGAQe6LCt3gqYcxR8D1LUdj+vA3f/PzD4JfBz4JNGh8LfM7Hx3Xxuv909E5yy76kywXimTwi6n3P33RCfNj2BmJxCdrzLgYnd/LcFmzyAKt6nu/mLc3mfL2G4rUbCMA7bF2w0hOi+3NV6nLa75FHd/pIf97I//PbpEexuBy83sqKLR3bnx9lt73uxIHh2LPgk8aWYtwHqic3prgWeAM9z9hV52sb+MWiUhCrsBKh6dHT7kOgpoMLOxwO/dfUcP25wA/IpoUuLTwHHxaIx4u/3dbdcHO4jOe11nZvcQHS7eUWojd3/NzH4A3GVmu4GXiSYvDo/mcPfNZvYAMNfMricKk5OJztNtc/efAdvj9ceb2RLgjR7CfBbRZMMsM/s3YDTwz8BMdy9rosbMPg40E41kO4gmOkYCG+JVWoClZradaIR9kCi8z3b3w6cN2oFPmNn9wFvuvructqWf0j5pqFv/bvzpZHxfLrfoaRsHmorWexR4tMw6ul4ecgXR6OhNonNwFxXvnx4mEYgmKeYRHd52ADcCK4DZResMAm4nGv3tB34HPAR8tGidW4nC8lCJn8XhS0/e4k+Xnhzb5Wcws8s2c4Gl8f33E42QO+J9vAB8vcv6nyQ6hN8H7CU6T3ld0fKPE40C30SXnlT9dnhWSOSP4tHI99y966UYtazhWKKR2rfdfXpadUh+6DBWjmBmHyQaqdQ0YMzsLKLR0krgBOAf438X1LIOyS+FnRzB3dcDp6fU/NeAMUTnt9YA57n7rpRqkZzRYayIBEEXFYtIEFI5jK2rq/NRo0al0bQMIJs2beLQoUM0NHR980Xyjj76aAYPHlz1dqS6Vq9evdvd67tblkrYjRo1ilWrVpVeUYLW1NREoVBg/vz5VW9r7969jBs3rurtSHXFVxJ0S4exIhIEzcZKZt1yyy1s2rQp7TIkJxR2klnNzc2ceOKJaZchOaHDWMmsNWvWsHnz5rTLkJzQyE4ya8qUKTWboJD808hORIKgsBORICjsRCQIOmcnIke47bbb2LGj289//aOGhgZaWlpqVFEyFHaSWdOmTWPjxo1plxGcHTt2UOrtnO3t7TWpJUkKO8msc845h0GDBqVdhuSEztlJZj3xxBOsW9f12wxF+kcjO8msqVOnUigUOPfcc9MuRXJAIzsRCYJGdtKjUrNyA3FGTsKlsJMelZqVG4gzchIuHcaKSBA0spPMmjFjBuvXr0+7DMkJhZ1k1tixYzlw4EDaZUhOVHwYa2YjzewRM9tgZuvN7KtJFCbS2trKypUr0y5DciKJkd1B4Hp3f8bMTgBWm9lyd9+QwL4lYHfeeSeFQoHm5ua0S5EcqHhk5+4vu/sz8f0CsBE4rdL9iogkKdHZWDMbBZwF/KabZZPNbJWZrers7EyyWRGRkhILOzM7HlgMTHH3vV2Xu/scd29098b6+m6/w1ZEpGoSCTszG0QUdA+4+8+S2KeISJIqnqAwMwPuAza6+79WXpJI5N577+XZZ59NuwzJiSRmY/8KuAp41szWxM9NdfdlCexbAjZmzBj27v2zMyIi/VJx2Ln744AlUIvIEZYsWcKWLVsYP3582qVIDugdFJJZ06dPp1AoKOwkEfogABEJgsJORIKgsBORICjsRCQImqCQzJo3bx5r165NuwzJCY3sJLNGjhzJ8OHD0y5DckJhJ5m1YMECli9fnnYZkhMKO8ms2bNns3jx4rTLkJxQ2IlIEBR2IhIEhZ2IBEFhJyJB0HV2klmLFi2ira0t7TIkJzSyk8yqq6tj6NChaZchOaGwk8yaO3cuS5cuTbsMyQmFnWSWwk6SpHN2NXbbbbexY8eOXtdpaGigpaWlRhWJhEFhV2M7duxg1KhRva7T3t5ek1pEQqLDWBEJgsJORIKgw1jJrGXLlrF69eq0y5Cc0MhOMmvIkCEMHjw47TIkJxR2klmzZs1i0aJFaZchOaGwk8xauHAhra2taZchOaGwE5EgKOxEJAgKOxEJgsJORIKg6+wksx599FGefvrptMuQnEhkZGdmPzCzV8zsuST2JyKStKRGdnOBmcCPEtqf9CKUT065++672blzJ9dee23apSQiidctlNe+GhIJO3f/tZmNSmJfUloon5yydOlSCoVCbsIuidctlNe+Gmo2QWFmk81slZmt6uzsrFWzIiJADcPO3ee4e6O7N9bX19eqWRERQJeeiEggdOmJZNbb3/529u/fn3YZkhOJhJ2Z/RhoAurMbBfwDXe/L4l9S7gefvhhXWcniUlqNvYLSexHRKRadM5OMuuOO+7gvvt0gCDJ0Dk7yawVK1ZQKBTSLkNyQiM7EQmCwk5EghDUYWyp9xXqPYUi+RVU2JV6X6HeU5gtw4YN46ijdPAhyQgq7GRgWbx4sa6zk8Toz6aIBEFhJ5l10003cc8996RdhuSEDmMls5588skBdZ1dqQmwtra2kp9FJ9WjsBNJSKkJsMcff7x2xcif0WGsiARBI7uE6VBGJJsUdgnToUxyRowYwauvvpp2GZITCjvJrPvvv1/X2UlidM5ORIKgkZ1k1pQpU+jo6OD222+vaD8PPPAApb7Rrr6+nnHjxlXUjmSbwk4ya82aNYlcZ9fZ2cnw4cN7XUfnBvNPh7EiEgSN7DKora2NSZMm9bpcl6/kk1776lHYZdDrr7+uy1cCpde+ehR2klmnn356yYkFkXIp7CSz5syZo+vsJDGaoBCRICjsJLMmT57MtGnT0i5DckKHsZJZmzdvHlCfZyfZppGdiARBYSciQVDYiUgQdM5OMmvs2LF0dHSkXYbkhMJOMmvGjBm6zk4Sk8hhrJldbGabzOwFM7sxiX2KiCSp4pGdmR0N3AP8NbALeNrMHnL3DZXuW6qn1HdlQPpvOr/yyit59dVXmTFjRmo15FGo35OSxGHs2cAL7r4NwMx+AnwKUNhlWKnvyoD033S+a9cuXWdXBaF+T0oSYXcasLPo8S7gY11XMrPJwGSAhoaGPjdS6q/Rtm3bGD16dK/72LZtW8nlvX28ThJtnHrqqbS3t1e0Tjn7KKcvpZRqp1Qbh9fp7WfW2/Lnn3+eQ4cOlRzZdXR09PrhnOVMcuzZs0evfcJtlPPz6m2dhoYGWlpaet1HX9RsgsLd5wBzABobG72v25fz1+iCCy4ouZ+5c+f2uGzSpElVb6NWSvUFKq+znDZK/cx6Wz548GD27t1b8lOGN27cyJlnntnrOlOmTOl1+cyZMxk2bFiPy9va2nrdHqCpqSnRX87+ysJrX87vSql1SgVuXyURdi8BI4sej4ifE8mNs846KxN/xKT/kpiNfRp4n5m928yOAT4PPJTAfiVwI0aMYOjQoWmXITlRcdi5+0HgOuCXwEZgobuvr3S/Is3NzYwZMybtMiQnEjln5+7LgGVJ7EtEpBr0Doqcamho6PUEb39mxKvhuOOO67HORx55hAMHDvCxj/3Z5L70Ig+vPSRfp8Iup7IwK1iO3k78NzU1sWXLltoWlAN5eO2rQWEnA96xxx7b67V09fX1NaxGskphJwPe6NGjS15HJ6LPsxORIGhkJ5l14YUX8uabb6ZdhuSEwk4y69Zbb+WVV15JuwzJidyEXalpbKh8KrsWbYhIdeQm7Goxja33R9bWJZdcwoYNG7j66qvTLkVyQBMUkllvvPEGBw8eTLsMyQmFnYgEITeHsZJPgwYNKvnhm7poWMqhsJNMGzZsmC4YlkQo7CSzJkyYwM6dO0uvKFIGhZ1UVSWfbHHDDTfoe2MlMQo7qSpdrhOmLF6TqrCTzGpqaqJQKDB//vy0S5E+yuIfuQETdgPlAwlFJJsGTNgNlA8kFJFs0kXFIhIEhZ2IBGHAHMZKeC6//HK2b9+edhmSEwo7yaxrr71W19lJYnQYK5m1b98+fVKxJEYjO8msSy+9VNfZSWI0shORICjsRCQICjsRCYLCTkSCoAkKyaxJkybx4osvpl2G5ERFIzsz+1szW29mh8ysMamiRCAKuwkTJqRdhuREpYexzwGfBX6dQC0iR9i9ezd79uxJuwzJiYoOY919I4CZJVONSJHLLrtM19lJYmo2QWFmk81slZmt6uzsrFWzIiJAGSM7M2sFTulm0c3u/mC5Dbn7HGAOQGNjo5ddoYhIAkqGnbs316IQEZFq0qUn0m+lPir/8DoiWVBR2JnZZ4DvAvXAL8xsjbtflEhlknnV/qj8a665hq1bt1a1DQlHpbOxPwd+nlAtIke44oor9Hl2khi9XUwya+fOnXR0dKRdhuSEztlJZl111VW6zk4So5GdiARBIzsR6bOB+KX1CjsR6bOB+KX1OowVkSBoZCeZdf3117Nly5a0y5CcUNhJZk2cOFHX2UlidBgrmbVp0ya2b9+edhmSExrZSWZ95Stf0XV2khiN7EQkCAo7EQmCwk5EgqCwE5EgaIJCMuuWW25h06ZNaZchOaGwk8xqbm7mxBNPTLsMyQkdxkpmrVmzhs2bN6ddhuSERnaSWVOmTNF1dpIYjexEJAgKOxEJgsJORIKgsBORIGiCQjJr2rRpbNy4Me0yJCcUdpJZ55xzDoMGDUq7DMkJHcZKZj3xxBOsW7cu7TIkJzSyk8yaOnUqhUKBc889N+1SJAc0shORICjsRCQICjsRCYLCTkSCUNEEhZl9G5gI7Ae2Ale7+54E6hJhxowZrF+/Pu0yJCcqHdktBz7k7mcCm4GbKi9JJDJ27FhOP/30tMuQnKgo7Nz9V+5+MH74FDCi8pJEIq2traxcuTLtMiQnkrzO7kvAgp4WmtlkYDJAQ0NDgs1KXt15550UCgWam5vTLkVyoGTYmVkrcEo3i2529wfjdW4GDgIP9LQfd58DzAFobGz0flUrItJPJcPO3Xv9s2pmk4AJwIXurhATkUyqdDb2YuDrwPnuvi+ZkkREklfpbOxM4ARguZmtMbPvJVCTiEjiKhrZuft7kypEpKt7772XZ599Nu0yJCf0qSeSWWPGjGHv3r1plyE5obeLSWYtWbKExx57LO0yJCc0spPMmj59OoVCgfHjx6ddiuSARnYiEgSFnYgEQWEnIkFQ2IlIEDRBIZk1b9481q5dm3YZkhMa2UlmjRw5kuHDh6ddhuSEwk4ya8GCBSxfvjztMiQnFHaSWbNnz2bx4sVplyE5obATkSAo7EQkCAo7EQmCwk5EgqDr7CSzFi1aRFtbW9plSE5oZCeZVVdXx9ChQ9MuQ3JCYSeZNXfuXJYuXZp2GZITCjvJLIWdJElhJyJB0ASFCHDSSSfR3t7e4/KGhobaFSNVobAr0tDQoP/wgZo4cSLjxo1LuwypIoVdkZaWlrRLEJEqUdhJZi1btozVq1enXYbkhCYoJLOGDBnC4MGD0y5DckJhJ5k1a9YsFi1alHYZkhMKO8mshQsX0tramnYZkhMKOxEJgsJORIKgsBORICjsRCQI5u61b9SsE9he84ZLqwN2p11EQvLSl7z0A9SXWniXu9d3tyCVsMsqM1vl7o1p15GEvPQlL/0A9SVtOowVkSAo7EQkCAq7I81Ju4AE5aUveekHqC+p0jk7EQmCRnYiEgSFnYgEIeiwM7OTzWy5mW2J/z2pm3XGmtmTZrbezNaZ2RVp1FpKOX2J1/svM9tjZpn6Jhszu9jMNpnZC2Z2YzfLjzWzBfHy35jZqBTKLEsZfTnPzJ4xs4NmdlkaNZarjL58zcw2xL8bK8zsXWnUWY6gww64EVjh7u8DVsSPu9oH/IO7fxC4GJhhZkNrV2LZyukLwLeBq2pWVRnM7GjgHuAS4APAF8zsA11W+zLwB3d/L/Ad4K7aVlmeMvuyA5gEzK9tdX1TZl/agEZ3PxNYBPxLbassX+hh9yngh/H9HwKf7rqCu2929y3x/d8CrwDdXqGdspJ9AXD3FUChRjWV62zgBXff5u77gZ8Q9adYcf8WAReamdWwxnKV7Iu7t7v7OuBQGgX2QTl9ecTd98UPnwJG1LjGsoUedsPd/eX4/u+A4b2tbGZnA8cAW6tdWD/0qS8Zcxqws+jxrvi5btdx94PA/wLDalJd35TTl4Gir335MvBwVSuqQO6/g8LMWoFTull0c/EDd3cz6/E6HDN7JzAP+KK7p/IXOam+iCTNzK4EGoHz066lJ7kPO3dv7mmZmXWY2Tvd/eU4zF7pYb13AL8Abnb3p6pUaklJ9CWjXgJGFj0eET/X3Tq7zOxtwInAq7Upr0/K6ctAUVZfzKyZ6A/u+e7+Vo1q67PQD2MfAr4Y3/8i8GDXFczsGODnwI/cPctfiFCyLxn2NPA+M3t3/PP+PFF/ihX37zLgvz2bV8SX05eBomRfzOws4F7gb9w9239g3T3YG9E5nxXAFqAVODl+vhH4fnz/SuAAsKboNjbt2vvTl/jxY0An8AbROZiL0q49rutSYDPR+dCb4+daiH6JAAYDPwVeAFYCo9OuuYK+jIt/9q8TjU7Xp11zBX1pBTqKfjceSrvmnm56u5iIBCH0w1gRCYTCTkSCoLATkSAo7EQkCAo7EQmCwk5EgqCwE5Eg/D/R9cuwjiQDegAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot profile\n", "with h5py.File(h5_file, 'r') as f:\n", " shuffled = np.array(f['units'][unit_name]['psth_shuffled_micro_in_silence'])\n", " profiles = np.array(f['units'][unit_name]['psth_profiles_silence'])\n", "\n", "fr_mean = shuffled[:, 1]\n", "fr_std = shuffled[:, 2]\n", "fr_prof = profiles.mean(axis=0)\n", "profile_full = (fr_prof - fr_mean)/fr_std # z-scored\n", "profile_half = profile_full[15:]\n", "\n", "#prof_h = np.zeros(len(prof))\n", "#idxs = np.where((prof > 2) | (prof < -5))[0]\n", "#prof_h[idxs] = prof[idxs]\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(5, 4))\n", "ax.hist(bins_prof[:-1], bins=bins_prof, weights=profile_full, edgecolor='black', color='black', alpha=0.5, label='All')\n", "#ax.hist(bins[:-1], bins=bins, weights=fr_prof, edgecolor='black', color='black', alpha=0.5, label='All')\n", "ax.axvline(0, color='black', ls='--')\n", "ax.set_title(\"%s, Target onset\" % unit_name, fontsize=14)\n", "ax.axvspan(0, 0.05, alpha=0.3, color='gray')" ] }, { "cell_type": "markdown", "id": "56723cd8", "metadata": {}, "source": [ "### Building overlayed activity matrix" ] }, { "cell_type": "code", "execution_count": 33, "id": "1dfc0329", "metadata": { "scrolled": true }, "outputs": [], "source": [ "# all silence fake pulses\n", "s_offset, latency = aeps_events[0][0], 0.25\n", "drift = ((aeps_events[:, 0] - s_offset) % latency)[-1]\n", "pulses_silence, pulses_noise = build_silence_and_noise_events(tl, s_offset, latency, drift)\n", "\n", "# pulses for each silence period (list of arrays)\n", "pulses_by_period = get_spike_times_at(tl, pulses_silence, periods, mode='overlay')\n", "\n", "# spikes for each silence period (list of arrays)\n", "spikes_by_period = get_spike_times_at(tl, spike_times[unit_name], periods, mode='overlay')\n", "\n", "adj_pulses, adj_spikes = [], []\n", "for i, period in enumerate(periods):\n", " if len(pulses_by_period[i]) > 0:\n", " shift = pulses_by_period[i][0]\n", " adj_pulses.append(pulses_by_period[i] - shift)\n", " adj_spikes.append(spikes_by_period[i] - shift)\n", " \n", "# take the longest pulse train\n", "max_l_idx = np.array([len(x) for x in adj_pulses]).argmax()\n", "pulses_over = adj_pulses[max_l_idx]\n", "\n", "# combine all spikes in overlayed spiketrain\n", "spikes_over = np.array([item for sublist in adj_spikes for item in sublist]) # flatten to one array\n", "spikes_over = np.sort(spikes_over)" ] }, { "cell_type": "code", "execution_count": 34, "id": "0d1cf62b", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# PSTH for spike times for OVERLAYED periods (should match the profile)\n", "bins, counts = get_spike_counts(spikes_over, pulses_over, hw=0.25, bin_count=31)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(5, 4))\n", "ax.hist(bins_prof[:-1], bins=bins_prof, weights=stats.zscore(counts), edgecolor='black', color='black', alpha=0.5, label='All')\n", "#ax.hist(bins[:-1], bins=bins, weights=counts, edgecolor='black', color='black', alpha=0.5, label='All')\n", "ax.axvline(0, color='black', ls='--')\n", "ax.set_title(\"%s, Target onset\" % unit_name, fontsize=14)\n", "ax.axvspan(0, 0.05, alpha=0.3, color='gray')" ] }, { "cell_type": "code", "execution_count": 35, "id": "4f32ce5d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Time, s')" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# convert overlayed spike times into binned FR (60 Hz)\n", "bin_size = 0.05/3 # in sec, same for profiles\n", "bc_amx = int(pulses_over[-1]/bin_size)\n", "bins_amx = np.linspace(0, bin_size*bc_amx, bc_amx)\n", "\n", "spikes_binned, _ = np.histogram(spikes_over, bins=bins_amx)\n", "spikes_binned = stats.zscore(spikes_binned)\n", "\n", "b_l, b_r = 0, 400\n", "fig, ax = plt.subplots(1, 1, figsize=(16, 3))\n", "ax.plot(bins_amx[b_l:b_r], spikes_binned[b_l:b_r])\n", "ax.vlines(pulses_over, spikes_binned.min(), spikes_binned.max(), color='red', lw=1)\n", "ax.set_xlim(bins_amx[b_l], bins_amx[b_r])\n", "ax.set_xlabel(\"Time, s\", fontsize=14)" ] }, { "cell_type": "code", "execution_count": 36, "id": "dd57a023", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# PSTH for binned spiketrain - should roughly match the profile\n", "rec_count = len(pulses_over) - 3\n", "psth_spk_bin = np.zeros([rec_count, 30])\n", "for i in np.arange(rec_count) + 1:\n", " psth_spk_bin[i-1] = spikes_binned[i*15 - 15:i*15 + 15] \n", "psth_spk_mean = psth_spk_bin.sum(axis=0)/len(psth_spk_bin)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(5, 4))\n", "ax.hist(bins_prof[:-1], bins=bins_prof, weights=psth_spk_mean, edgecolor='black', color='black', alpha=0.5, label='All')\n", "ax.axvline(0, color='black', ls='--')\n", "ax.axvspan(0, 0.05, alpha=0.3, color='gray')" ] }, { "cell_type": "code", "execution_count": 37, "id": "614f8cc4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# create the same by CCR with 0/1 PULSE TRAIN, just to see the CCR\n", "pulse_train = np.zeros(len(bins_amx))\n", "pulse_train[::15] = 1\n", "\n", "s_rate = 60\n", "t_lag = 0.25\n", "i_rate = spikes_binned\n", "var_tl = pulse_train\n", "corr = signal.correlate(i_rate, var_tl)\n", "lags = signal.correlation_lags(len(var_tl), len(i_rate))\n", "\n", "idx_l, idx_r = int(len(lags)/2) - int(t_lag*s_rate), int(len(lags)/2) + int(t_lag*s_rate)\n", "bins_ccr = lags[idx_l-1:idx_r]/60\n", "sig_ccr = corr[idx_l:idx_r]\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(5, 4))\n", "ax.hist(bins_ccr[:-1], bins=bins_ccr, weights=sig_ccr, edgecolor='black', color='black', alpha=0.5, label='All')\n", "ax.axvline(0, color='black', ls='--')\n", "ax.axvspan(0, 0.05, alpha=0.3, color='gray')" ] }, { "cell_type": "code", "execution_count": 38, "id": "d968412d", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# NOW try to corr with profile kernel\n", "spikes_shuf = spikes_binned.copy()\n", "np.random.shuffle(spikes_shuf)\n", "\n", "sig = signal.correlate(spikes_binned, profile_half, mode='same')\n", "#sig = signal.correlate(spikes_shuf, profile_half, mode='same')\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(16, 3))\n", "x_l, x_r = 400, 800\n", "ax.plot(bins_amx[x_l:x_r], sig[x_l:x_r])\n", "ax.vlines(pulses_over, sig.min(), sig.max(), color='red', lw=1, ls='--')\n", "ax.set_xlim(bins_amx[x_l], bins_amx[x_r])\n", "ax.axhline(0)" ] }, { "cell_type": "code", "execution_count": 39, "id": "760bf762", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rec_count = len(pulses_over) - 3\n", "psth_sig = np.zeros([rec_count, 30])\n", "for i in np.arange(rec_count) + 1:\n", " psth_sig[i-1] = sig[i*15 - 15:i*15 + 15] \n", "psth_sig_mean = psth_sig.sum(axis=0)/len(psth_sig)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(5, 4))\n", "ax.hist(bins_prof[:-1], bins=bins_prof, weights=psth_sig_mean, edgecolor='black', color='black', alpha=0.5, label='All')\n", "ax.axvline(0, color='black', ls='--')\n", "ax.axvspan(0, 0.05, alpha=0.3, color='gray')" ] }, { "cell_type": "code", "execution_count": null, "id": "d4d30954", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "172be36d", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }