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  • Neuralensemble_tutorial_replay1.ipynb
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Neuralensemble_tutorial_replay1.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "48599aba",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pynapple as nap\n",
    "import numpy as np\n",
    "import seaborn as sns; sns.set_theme()\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from neural_ensemble import assemblyPCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4b887251",
   "metadata": {},
   "outputs": [],
   "source": [
    "recDuration = 2000.; #recording duration in secs\n",
    "sessionEpoch = nap.IntervalSet(start = 0, end = recDuration, time_units = 's')\n",
    "wakeEpoch = nap.IntervalSet(start = 0, end = 999, time_units = 's')\n",
    "sleepEp = nap.IntervalSet(start = 1000, end = recDuration, time_units = 's')\n",
    "\n",
    "# Let's imagine we have done some sleep scoring identifying NREM sleep episodes\n",
    "nremEp = nap.IntervalSet(start = [1100, 1500], end = [1200, 1700], time_units = 's')\n",
    "\n",
    "# We just create fake spike trains\n",
    "# This is the part you can edit to see the contribution of various parameters on the analysis.\n",
    "\n",
    "# spikes is first an array of nap.Ts, will eventually be converted to a TsGroup \n",
    "spikes =  {}\n",
    "\n",
    "for s in range(50):\n",
    "    random_rate = 10 * np.random.rand(1)\n",
    "    random_times = np.random.uniform(0, recDuration, int(np.rint(recDuration * random_rate)))\n",
    "    random_times = np.sort(random_times)\n",
    "    my_spike = nap.Ts(random_times, time_units = 's')\n",
    "    spikes[s] = my_spike\n",
    "    \n",
    "# Define pynapple's TsGroup (perfectly suited for spike trains)    \n",
    "spikeGrp = nap.TsGroup(data = spikes, time_support = sessionEpoch)\n",
    "\n",
    "# Bin the spike trains (in 100ms bins)\n",
    "binnedSpk = spikeGrp.count(0.1)\n",
    "\n",
    "# Define two intervalsets and append them in a list\n",
    "# This is totally random of course, just an example of how this can be used. \n",
    "# Real life examples may include sleep PRE/POST, NRE/REM, etc\n",
    "epochTest = [];\n",
    "epochTest.append(nap.IntervalSet(start = [1100,1300], end = [1200,1350], time_units = 's'))\n",
    "epochTest.append(sleepEp.intersect(nremEp))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c2bd85f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PCA based assembly activation, using 3 PCs\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Call the neuralensemble module to compute PCA-based assembly activation\n",
    "reactPCA, comp = assemblyPCA(binnedSpk, wakeEpoch, epochTest = epochTest, method = None, numComp = 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6f73f10d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<StemContainer object of 3 artists>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 1, figsize=(8, 5))\n",
    "ax1 = plt.subplot(131)\n",
    "plt.stem(comp[0,:], orientation = 'horizontal')\n",
    "ax1.set_ylabel('Neurons #')\n",
    "\n",
    "ax2 = plt.subplot(132, sharey=ax1)\n",
    "plt.stem(comp[1,:], orientation = 'horizontal')\n",
    "ax2.set_xlabel('Weights (a.u.)')\n",
    "\n",
    "ax3 = plt.subplot(133, sharey=ax1)\n",
    "plt.stem(comp[2,:], orientation = 'horizontal')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f50ebced",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Time (s)'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# and plot the result\n",
    "fig, axes = plt.subplots(2, 1, figsize=(10, 10))\n",
    "sns.lineplot(ax = axes[0], data=reactPCA[0].as_units('s'))\n",
    "sns.lineplot(ax = axes[1], data=reactPCA[1].as_units('s'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c91b2cee",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2eaf7e1f",
   "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": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}

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