{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Spike Train Analysis: Exercise 0 - Visualizing Spike Trains\n", "\n", "This tutorial covers the following topics:\n", "\n", "* Introduction to NEO and Elephant\n", "* Computing ISI distribution and PSTH of spike trains using Elephant functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NEO: representing electrophysiology data in Python\n", "\n", "\"Neo\n", "\n", "|||\n", "|--:|---|\n", "|Homepage|[http://neuralensemble.org/neo](http://neuralensemble.org/neo) |\n", "|GitHub|[https://github.com/NeuralEnsemble/python-neo](https://github.com/NeuralEnsemble/python-neo)|\n", "|Documentation|[https://neo.readthedocs.io/en/latest/](https://neo.readthedocs.io/en/latest/)|\n", "|Bug reports|[https://github.com/NeuralEnsemble/python-neo/issues](https://github.com/NeuralEnsemble/python-neo/issues) |\n", "|Python Package Index (PyPI)|[https://pypi.org/project/neo/](https://pypi.org/project/neo/) |\n", "\n", "NEO provides a collection of useful Python class objects that are designed specifically for storing electrophysiology recording data.\n", "\n", "The schematic below illustrates the NEO data object model.\n", "\n", "![Structure](images/base_schematic.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Elephant: data processing and analysis\n", "\n", "![Elephant](images/elephant_logo.png)\n", "\n", "|||\n", "|--:|---|\n", "|Homepage|[http://python-elephant.org](http://python-elephant.org) |\n", "|GitHub|[https://github.com/NeuralEnsemble/elephant](https://github.com/NeuralEnsemble/elephant)|\n", "|Documentation|[https://elephant.readthedocs.io/en/stable/](https://elephant.readthedocs.io/en/stable/)|\n", "|Bug reports|[https://github.com/NeuralEnsemble/elephant/issues](https://github.com/NeuralEnsemble/elephant/issues) |\n", "|Python Package Index (PyPI)|[https://pypi.org/project/elephant/](https://pypi.org/project/elephant/) |\n", "\n", "Elephant, short for ELEctroPHysiology Analysis Toolkit, is an open-source library for the analysis of electrophysiology data in Python.\n", "It depends on NEO as the backend for data representation. This means that many of Elephant functions take NEO data objects as input and return the results also as NEO data objects." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import quantities as pq\n", "import neo\n", "import elephant.spike_train_generation as stgen\n", "import elephant.statistics as stats\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Task 1.1: generate and handle `neo.SpikeTrain` object\n", "\n", "Let's first generate a `neo.SpikeTrain` object and play around with it, to get used to handling NEO data objects.\n", "\n", "To generate a spike train data, we use here an elephant function `elephant.spike_train_generation.StationaryPoissonProcess()`, which generates a random spike train as a realization of a stationary Poisson process with a given rate. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Generate a Poisson spike train\n", "rate = 10. * pq.Hz\n", "t_start = 0. * pq.ms\n", "t_stop = 1000. * pq.ms\n", "\n", "spiketrain = stgen.StationaryPoissonProcess(rate, t_start, t_stop).generate_spiketrain()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SpikeTrain containing 7 spikes; units ms; datatype float64 \n", "time: 0.0 ms to 1000.0 ms" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spiketrain" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[110.79693738 244.32981503 280.0937049 344.60708914 378.47823147\n", " 460.62583834 522.49564963] ms\n" ] } ], "source": [ "# spike times\n", "print(spiketrain.times)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.11079694 0.24432982 0.2800937 0.34460709 0.37847823 0.46062584\n", " 0.52249565] s\n" ] } ], "source": [ "# spike times in the units of second\n", "print(spiketrain.times.rescale('s'))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.11079694 0.24432982 0.2800937 0.34460709 0.37847823 0.46062584\n", " 0.52249565]\n" ] } ], "source": [ "# spike times as a plain numpy array in the units of second\n", "print(spiketrain.rescale('s').magnitude)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate 10 Poisson spike trains and draw a dot display\n", "rate = 10. * pq.Hz\n", "t_start = 0. * pq.ms\n", "t_stop = 10000. * pq.ms\n", "num_spiketrains = 10\n", "\n", "spiketrains = stgen.StationaryPoissonProcess(rate, t_start, t_stop).generate_n_spiketrains(num_spiketrains)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 3))\n", "ax.set_xlabel(\"Time (s)\")\n", "ax.set_ylabel(\"Spike train index\")\n", "for i, spiketrain in enumerate(spiketrains):\n", " spike_times = spiketrain.times.rescale('s').magnitude\n", " ax.plot(spike_times, np.ones_like(spike_times)*i, 'k.')\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise\n", "* Generate gamma spike trains by using `stgen.StationaryGammaProcess()` instead of `stgen.StationaryPoissonProcess()`, and draw the dot display. Note that you need to give 4 arguments to `stgen.StationaryGammaProcess()`: `rate`, `shape_factor`, `t_start`, and `t_stop`.\n", "* Try using different values of `shape_factor` and see how the look of the dot display changes." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate 10 Poisson spike trains and draw a dot display\n", "rate = 10. * pq.Hz\n", "t_start = 0. * pq.ms\n", "t_stop = 10000. * pq.ms\n", "num_spiketrains = 10\n", "shape_factor = 0.5\n", "\n", "spiketrains = stgen.StationaryGammaProcess(rate, shape_factor, t_start, t_stop).generate_n_spiketrains(num_spiketrains)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 3))\n", "ax.set_xlabel(\"Time (s)\")\n", "ax.set_ylabel(\"Spike train index\")\n", "for i, spiketrain in enumerate(spiketrains):\n", " spike_times = spiketrain.times.rescale('s').magnitude\n", " ax.plot(spike_times, np.ones_like(spike_times)*i, 'k.')\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`shape_factor` determines the density of the spike trains. When the variable has a smaller value it is more sparse, but if the value is larger then there are more events observerd." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Task 1.2: analyze spike trains using Elephant functions\n", "\n", "You can easily perform various analysis on spike trains by applying Elephant functions to `neo.SpikeTrain` objects." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[array(8.5) * Hz, array(11.9) * Hz, array(9.7) * Hz, array(10.6) * Hz, array(9.4) * Hz, array(11.6) * Hz, array(10.3) * Hz, array(9.9) * Hz, array(11.) * Hz, array(10.7) * Hz]\n" ] } ], "source": [ "# Generate again 10 Poisson spike trains\n", "rate = 10. * pq.Hz\n", "t_start = 0. * pq.ms\n", "t_stop = 10000. * pq.ms\n", "num_spiketrains = 10\n", "\n", "spiketrains = stgen.StationaryPoissonProcess(rate, t_start, t_stop).generate_n_spiketrains(num_spiketrains)\n", "\n", "# Compute the mean firing rates of the spike trains\n", "mean_rates = []\n", "for spiketrain in spiketrains:\n", " mean_rates.append(stats.mean_firing_rate(spiketrain).rescale('Hz'))\n", "\n", "print(mean_rates)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnalogSignal with 1 channels of length 10000; units Hz; datatype float64\n", "annotations: {'t_stop': array(10000.) * ms,\n", " 'kernel': {'type': 'GaussianKernel',\n", " 'sigma': '1642.1340816452318 ms',\n", " 'invert': False}}\n", "sampling rate: 1.0 1/ms\n", "time: 0.0 ms to 10000.0 ms" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Estimate the instantaneous firing rates of the spike trains\n", "inst_rates = []\n", "for spiketrain in spiketrains:\n", " inst_rates.append(stats.instantaneous_rate(spiketrain, sampling_period=1.*pq.ms))\n", "\n", "inst_rates[0]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10000, 1)\n", "[0.000e+00 1.000e+00 2.000e+00 ... 9.997e+03 9.998e+03 9.999e+03] ms\n" ] }, { "data": { "image/png": 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uPQoAWDw1GU/dmsI1RIg8hCRJ+NH1g7FiXiZ0agW+zj+P+a/vQ1O7Re7SSCYMI+RzPjl0Dk9+dAQAsHDSQPzythEMIkQe6Ja0OLyz+DrodSrkFNdj3mt70dDaIXdZJAOGEfIpX+dX42cf5EIIYN7ERPz2uyMZRIg8WGZiGN5ZfB3CgzQ4UtaIe1fuQX0LA4m/YRghn3G4tAE/WXMQNrvAnRkD8OzsNAYRIi+QNsCA//zoOkSFaHGysgkLVrHLxt8wjJBPKOhc4r3NYsP1w6Lwx++P4mBVIi8yNCYE7y6e6GwhefDNHLRbbHKXRf2EYYS8XnVTO+a/sQ91LR0YlWDAinmZnL5L5IWGRIfgrUUTEKJVYW9hHX7y9kFYOO3XL/A3Nnm1dosNi9/MQVl9G5IiAvHGwvEI0qrkLouIeiltgAGvLxwPnVqBrSer8dt1eVwYzQ8wjJDXEkLgFx8eQW5ZI0ID1XjzhxO4xDuRD5iQHI6/z82EJDnWC3p9Z6HcJVEfYxghr/XPr89gXW45VAoJK+aNxcDIILlLIiI3uWlkDH512wgAwB/Wn8Cm41UyV0R9iWGEvNKGY5X488ZTAIDfz05D1uAImSsiInd7YEoy/mdiIoQAHn33EE5WmuQuifoIwwh5nZOVJjz+n8MAHIua/c/ERHkLIqI+IUkSfve9VEweEoE2iw0PrznIKb8+imGEvEpTuwUPrzmINosNU4dG4tezRshdEhH1IbVSgb/PzUS8QYfCmhY88cERDmj1QQwj5DW6BqwW1rQg3qDD/92bARWn8BL5vPAgDf45LxNqpYQNeZV4bQcHtPoa/iYnr/H6zkJ8eawSaqWEf903FmFBGrlLIqJ+kpEYht98NxUA8PyGkzhQXC9zReRODCPkFXKK6vD8lycBAE/fPhJjjKHyFkRE/e6+iYmYPSYeNrvA0v8c4vgRH8IwQh6vrqUDj7xzCFa7wPdGx+P+65LkLomIZCBJEp69Iw0DQgNQWteGZ9Ydl7skchOGEfJoQgg8+dERVJraMTgqCMvvSufmd0R+TK9T46V7x0AhAR8dLMPnR8rlLoncgGGEPNq7+0qx6XgVNEoF/m9uBpd6JyKMHxiOn9wwBADwy4+PoqKxTeaK6FoxjJDHOlPdjN9/ngcA+MUtw5Eab5C5IiLyFI/NGIrRCQaY2q341dpjnO7r5RhGyCN1WO147L1DaLfYMXVoJBZNTpa7JCLyIGqlAn+aMxpqpYStJ6uxLpfdNd6MYYQ80osb85FXbkJYoBp/njMaCgXHiRBRd8NiQvC/3xkKAHhmXR5qms0yV0S9xTBCHienqA4rdxQAAF64exRi9DqZKyIiT/XQtMFIiQ1BfasFv/uMs2u8FcMIeZR2iw1PfHgEQgDfH5uAm1Nj5S6JiDyYRqXAH78/CgoJ+Cy3HFtOcHdfb8QwQh7lxY35KKxpQYxei6dvHyl3OUTkBUYlhOLBqYMAAM98lod2i03mishVDCPkMQ4U1+G1nY49J5bflQ5DgFrmiojIWzw2fShi9TqU1rVhxbazcpdDLmIYIY/w7e6ZuzMT8J2UGLlLIiIvEqRVOVtTV3xzFsW1LTJXRK5wKYwMHDgQkiRddCxZsuSS569evfqic3U6Dkaki/110ykUnG9BdIgWv2H3DBH1wm3psZgyJBIdVjueWZfHtUe8iEthZP/+/aioqHAemzZtAgDMmTPnstfo9fpu1xQXF19bxeRz8sobnd0zz92ZDkMgu2eIyHWSJOGZ76VCrZTwdf55bD5RLXdJ1EMuhZGoqCjExsY6j88//xyDBw/GtGnTLnuNJEndromJYfM7XWCzC/xy7THY7AKz0uMwYyT//SCi3hsSHYwHpjgGsz63/gQsNrvMFVFP9HrMSEdHB9asWYNFixZdceOy5uZmJCUlwWg0Yvbs2cjLy7vqa5vNZphMpm4H+aZ39hYjt7QBIVoVfvNdds8Q0bVbcuNgRAZrUFjTgnf2lshdDvVAr8PIJ598goaGBixcuPCy5wwfPhxvvPEGPv30U6xZswZ2ux2TJk1CWVnZFV97+fLlMBgMzsNoNPa2TPJg1U3t+OOGfADAz2cO5+JmROQWITo1ls4YBgB4afMpmNotMldEVyOJXo7wmTlzJjQaDT777LMeX2OxWDBixAjMnTsXzz777GXPM5vNMJsvLOtrMplgNBrR2NgIvV7fm3LJA/3vu4fwWW45RiUYsPYnk6Hkku9E5CZWmx0zX9qOs+db8ONpg7Ds1hFyl+SXTCYTDAbDVb+/e9UyUlxcjM2bN+PBBx906Tq1Wo2MjAycOXPmiudptVro9fpuB/mW7afO47Pccigkx6BVBhEicieVUoFf3uYIIKt2FaG0rlXmiuhKehVGVq1ahejoaMyaNcul62w2G44ePYq4uLjevC35CLPVht98egwAsGDSQKQNMMhcERH5ou+kRCNrUAQ6rHb8eWO+3OXQFbgcRux2O1atWoUFCxZApVJ1e27+/PlYtmyZ8+ff//732LhxIwoKCnDw4EHcd999KC4udrlFhXzLql1FKKptRWSwFj+9aZjc5RCRj5IkCb+a5WgdWZdbjpOVnAzhqVwOI5s3b0ZJSQkWLVp00XMlJSWoqKhw/lxfX4/FixdjxIgRuO2222AymbB7926MHMlZE/6quqkdf99yGgDw5C3DEaLjmiJE1HfSBhhwW3oshHAsrkieqdcDWPtTTwfAkOf7+Qe5+PBAGUYbQ7H24UlQcKwIEfWx01VNuPml7RAC+OyRKUhPYNdwf+nTAaxEvZFb2oAPDzimdf/2uyMZRIioXwyNCcEdYwYAAF7cxLEjnohhhPqF3S7wzGeOBe/uyhiAzMQwmSsiIn/y2PShUCokbMs/j5yiOrnLof/CMEL94tPcczhU0oBAjRJP3poidzlE5GcGRgZhztgEAMCLGzl2xNMwjFCfa7fY8MKXjqbRR74zhCutEpEs/nf6UGiUCmQX1GJPQa3c5dC3MIxQn3tjVyEqTe0YEBqARZOT5S6HiPzUgNAAzBnnaB3559dXXnyT+hfDCPWpupYOrPj6LADg5zOHQadWylwREfmzh6YNhlIhYcfpGuSWNshdDnViGKE+9Y+tZ9BktmJknB6zRw+Quxwi8nPG8EDMHh0PgK0jnoRhhPpMaV0r/r2nCADw1K0pnMpLRB7hJzcOhiQBG49X4VRVk9zlEBhGqA/9eWM+LDaBKUMicf2wKLnLISICAAyJDsEtqbEAgH+xdcQjMIxQnzha1ohPD5cDcLSKEBF5kp/cMASAY8+a4toWmashhhHqEy9sOAkAuGNMPHflJSKPk55gwLRhUbAL4JXtBXKX4/cYRsjtss/WYueZGqiVEn5283C5yyEiuqSHbxgMAPjoQBnqWjpkrsa/MYyQWwkh8JfOvR/uHZ8IY3igzBUREV3axORwpA8wwGy1Y82eYrnL8WsMI+RWO07XYH9RPTQqBZbcOETucoiILkuSJDw41bEQ41vZRWi32GSuyH8xjJDbCCHw4ibHng/zJiYi1sBl34nIs92WHoc4gw41zR1Yl1sudzl+i2GE3GbryWrkljZAp1Y4+2KJiDyZWqnAwkkDAQCv7yiEEELegvwUwwi5hWOsiKNVZEHWQESHsFWEiLzDvRMSEaRRIr+qCTtO18hdjl9iGCG3+CqvCnnlJgRplPjxNLaKEJH3MASocc94IwDg1R2c5isHhhG6Zna7wEubHa0iP5ycjPAgjcwVERG5ZtHkZCgkxyD801wivt8xjNA123i8CicrmxCiVWHx1EFyl0NE5DJjeCBuGhkDAPg3p/n2O4YRuiZCCPzj69MAgPmTkmAIVMtcERFR78zPGgjAsQhaU7tF3mL8DMMIXZNvTp3HsXMmBKiVWDQ5We5yiIh6bdLgCAyOCkJLhw1rD52Tuxy/wjBC1+SfnTte/s/EREQEa2Wuhoio9yRJwv3XJQEA3sou5jTffsQwQr22t6DWsdqqUoEfXc+xIkTk/e4am4BAjRJnqpuRXVArdzl+g2GEeu0fna0i3x+XgBg91xUhIu+n16lxV+YAAMC/szmQtb8wjFCv5JY2YMfpGigVEh7muiJE5EO6BrJuPF6FisY2eYvxEwwj1CtdrSKzx8RzZ14i8inDYkIwMTkcNrvAO3tL5C7HLzCMkMvyK5uw6XgVJAn4yQ3cmZeIfE9X68h/9pfCarPLW4wfYBghl3Utl3xLaiyGRAfLXA0RkfvdNDIGEUEaVDeZ8XX+ebnL8XkMI+SSysZ2fHrYMf+eM2iIyFdpVArcPTYBAPCf/eyq6WsMI+SS1buLYLEJTBgYjozEMLnLISLqMz/o3Dxv68lqVDa2y1yNb2MYoR5rNlvx9l7HVLfFbBUhIh83OCoYEwaGwy6AD3JK5S7HpzGMUI/9Z38pmtqtGBQVhOkp0XKXQ0TU5+6d4Ggd+U9OKex2rsjaV1wKIwMHDoQkSRcdS5Ysuew1H3zwAVJSUqDT6ZCeno7169dfc9HU/6w2O97YWQgAWDx1EBQKSeaKiIj63q1pcQjRqVBW34ZdZ2vkLsdnuRRG9u/fj4qKCuexadMmAMCcOXMuef7u3bsxd+5cPPDAAzh06BDuuOMO3HHHHTh27Ni1V079av2xSpxraENksAZ3ZgyQuxwion4RoFE6f+e9t49dNX3FpTASFRWF2NhY5/H5559j8ODBmDZt2iXP/9vf/oZbbrkFTzzxBEaMGIFnn30WmZmZ+Mc//uGW4ql/CCGwcvtZAI659zq1UuaKiIj6T9dA1o3HK1HbbJa5Gt/U6zEjHR0dWLNmDRYtWgRJunSTfXZ2NmbMmNHtsZkzZyI7O/uKr202m2EymbodJJ/sglocO2eCTq3AfZ07WhIR+YvUeANGJRhgsQmsPXRO7nJ8Uq/DyCeffIKGhgYsXLjwsudUVlYiJiam22MxMTGorKy84msvX74cBoPBeRiNxt6WSW7w+g7HWJHvj01AeJBG5mqIiPrfnHGO76EPD5TJXIlv6nUYef3113HrrbciPj7enfUAAJYtW4bGxkbnUVrKfjq5FNW0YGt+NQBg0eRkmashIpLHd0fFQaNU4GRlE46Xs7Xe3XoVRoqLi7F582Y8+OCDVzwvNjYWVVVV3R6rqqpCbGzsFa/TarXQ6/XdDpLHW9nFEAK4YXgUBkVx6Xci8k+hgRpMH+FY0uCjg2wdcbdehZFVq1YhOjoas2bNuuJ5WVlZ2LJlS7fHNm3ahKysrN68LfWzFrPVudDPwkkD5S2GiEhmd2c6lof/9PA5bp7nZi6HEbvdjlWrVmHBggVQqVTdnps/fz6WLVvm/Pmxxx7Dhg0b8OKLL+LkyZN45plnkJOTg0ceeeTaK6c+9/HBMjSZrRgUGYTrh0bJXQ4RkaymDY9CRJAGNc0d2H6am+e5k8thZPPmzSgpKcGiRYsueq6kpAQVFRXOnydNmoR33nkHK1euxOjRo/Hhhx/ik08+QVpa2rVVTX3ObhdYvbsIALBg0kAuckZEfk+tVOB7YxzjJD86yFk17iQJITx+fVuTyQSDwYDGxkaOH+kn20+dx/w39iFYq8KeX05HsFZ19YuIiHzcsXONuP3vO6FRKbD/lzNgCFTLXZJH6+n3N/emoUvqahWZMy6BQYSIqFNqvB7DY0LQYbXji6MVV7+AeoRhhC5SWNOCrSerIUnAgqyBcpdDROQxJEnCXZmO5eE5q8Z9GEboIm9lFwEAbhwejYGRQfIWQ0TkYe7MGACFBBworkdhTYvc5fgEhhHqpsVsxYc5jrS/gNN5iYguEq3XYUrnDMNPD3MgqzswjFA363LL0WS2IjkyCFOHRMpdDhGRR5o92jGrZl1uObxgHojHYxghJyEE1uwpBgDMm5jI6bxERJdxc2oMtCoFCs63II/Lw18zhhFyOlLWiLxyEzQqhXOlQSIiuliITu1cHv6z3HKZq/F+DCPk9PZeR6vI7elxCOPuvEREV/S9b3XV2O3sqrkWDCMEAGhss2BdZ7qfd12izNUQEXm+G4ZHI0SrQkVjO3KK6+Uux6sxjBAAYO3BMrRb7EiJDUFmYpjc5RAReTydWombUx270K/L5ayaa8EwQhBC4O29JQAcA1cliQNXiYh6YnbnXjXrj1bCwp18e41hhLC/qB6nq5sRqFHijowBcpdDROQ1Jg2OQGSwBnUtHdh1pkbucrwWwwg5B67OHhOPEB03fSIi6imVUoHb0uMAwDnujlzHMOLnapvN+PJoJQDgfyYkyVwNEZH36ZpV89WxSrRbbDJX450YRvzchwfK0GGzY3SCAekJBrnLISLyOpmJYRgQGoCWDhu+PlktdzleiWHEjwkh8J/9pQCAuRM4nZeIqDcUCgm3j3J01XxxtELmarwTw4gfyymuR0FNCwI1Stze2cxIRESuu7Vz3MjWk9XsqukFhhE/1tUqcvuoOARrVTJXQ0TkvUYnGDAgNACtHTZ8c+q83OV4HYYRP9VstuKLI47mxHvGGWWuhojIu0mShFvTHAugrWdXjcsYRvzU57nlaLPYMCgqCGOTuOIqEdG16uqq2XKCXTWuYhjxU+/nOLpo7hln5IqrRERukGEMRZxBh2azFTtPcwE0VzCM+KEz1U04WNIApULCXZlccZWIyB0UCgm3sKumVxhG/FDXwNXvpEQjOkQnczVERL6jazXWTSeqYLayq6anGEb8jMVmx8cHHbtLcuAqEZF7jU0MQ3SIFk3tVu5V4wKGET+z5UQ1als6EBWixY3Do+Quh4jIpygU355VUylzNd6DYcTPfNA5cPXuzASolPzrJyJyt65ZNRvzKtFhtctcjXfgt5EfqTK14+t8x74Jc8YlyFwNEZFvGj8wHJHBWpjardh9ll01PcEw4kc+OXQOdgGMSwrD4KhgucshIvJJSoWEW9JiAAAbjrGrpicYRvyEEAIfHSwDANw9lq0iRER96ZZUR1fN5hNVsNmFzNV4PoYRP5FXbsKpqmZoVArn1DMiIuobEweFI0SnQk1zBw6X1stdjsdjGPETXdN5bxoZA0OAWuZqiIh8m1qpwPSUaADAxrwqmavxfAwjfsBqs2NdriOM3JXBFVeJiPrDzamOKb5f5VVCCHbVXInLYeTcuXO47777EBERgYCAAKSnpyMnJ+ey52/btg2SJF10VFZyUE9/2XG6BjXNHYgI0uD6YVxbhIioP1w/LAoalQJFta04U90sdzkeTeXKyfX19Zg8eTJuvPFGfPnll4iKisLp06cRFnb1XV/z8/Oh1+udP0dHR7teLfVK18DV742Jh5prixAR9YtgrQpThkRi68lqbDxehaExIXKX5LFcCiMvvPACjEYjVq1a5XwsOTm5R9dGR0cjNDTUpeLo2pnaLdh43NFfeXcmZ9EQEfWnm0fGOMJIXiWW3DhE7nI8lkv/m7xu3TqMGzcOc+bMQXR0NDIyMvDqq6/26NoxY8YgLi4ON910E3bt2nXFc81mM0wmU7eDeufLoxXosNoxNDoYqfH6q19ARERuM31EDCQJyC1rREVjm9zleCyXwkhBQQFWrFiBoUOH4quvvsLDDz+MRx99FG+++eZlr4mLi8PLL7+Mjz76CB999BGMRiNuuOEGHDx48LLXLF++HAaDwXkYjdzQrbc+6pxFc1dmAiRJkrkaIiL/EhWixdhEx1CGzcc5q+ZyJOHCEF+NRoNx48Zh9+7dzsceffRR7N+/H9nZ2T1+02nTpiExMRH//ve/L/m82WyG2Wx2/mwymWA0GtHY2Nht3AldWWldK6b+8WtIErD7qe8gzhAgd0lERH5n5fazeG79SUwdGol/PzBR7nL6lclkgsFguOr3t0stI3FxcRg5cmS3x0aMGIGSkhKXipswYQLOnDlz2ee1Wi30en23g1y39pCjVWTS4AgGESIimdw00jHFN/tsLRrbLDJX45lcCiOTJ09Gfn5+t8dOnTqFpKQkl9708OHDiIvjKqB9SQjhDCN3ZXDgKhGRXJIjgzAsJhhWu8C2zs1KqTuXZtM8/vjjmDRpEp577jncc8892LdvH1auXImVK1c6z1m2bBnOnTuHt956CwDw0ksvITk5GampqWhvb8drr72GrVu3YuPGje79JNRNblkjCmtaEKBW4pa0WLnLISLyazePjMWpqjPYmFeF2WO4+OR/c6llZPz48Vi7di3effddpKWl4dlnn8VLL72EefPmOc+pqKjo1m3T0dGBn/3sZ0hPT8e0adOQm5uLzZs3Y/r06e77FHSRTw9fWP49SOtS5iQiIje7OdWxi++2/GqYrTaZq/E8Lg1glUtPB8CQg80ucN3yLTjfZMZr88dhxsgYuUsiIvJr9s7fy9VNZvz7gQmYOtQ/VsPukwGs5B32FtTifJMZhgA1l38nIvIACoWE73RunLflBMeN/DeGER+0LrccAHBbeiw0Kv4VExF5AmcYOVnFjfP+C7+pfIzZasP6oxUAgO+Ojpe5GiIi6jJ5SCQ0KgVK69q4cd5/YRjxMdtP1cDUbkV0iBYTkyPkLoeIiDoFaVXIGuT4vbzlJLtqvo1hxMd0ddF8d3Q8lAou/05E5Emmj3B01WzluJFuGEZ8SIvZ6tz74HvsoiEi8jg3DneEkZziOjS0dshcjedgGPEhm09Uoc1iQ1JEIEYlGOQuh4iI/osxPBDDY0JgF8A3p87LXY7HYBjxIesOO7povjc6njv0EhF5qO+M4BTf/8Yw4iPqWzqcKXv2GHbREBF5qumdU3y35VfDarPLXI1nYBjxEV8eq4TVLjAiTo8h0SFyl0NERJeRkRiGsEA1TO1W5BTXy12OR2AY8RHrch170XDgKhGRZ1MqJOdA1q2c4guAYcQnVJnasbewDgDw3dFxMldDRERXc2HcSJXMlXgGhhEf8OXRCggBZCaGIiEsUO5yiIjoKqYOjYJKIeHs+RYU1bTIXY7sGEZ8wPqjlQCA29LZKkJE5A0MAWqMHxgOgKuxAgwjXq/a1I79xY4uGoYRIiLv0bVxHtcbYRjxel8eq4QQQEZiKOJDA+Quh4iIemja8CgAwJ6CWrR12GSuRl4MI17ui84demexVYSIyKsMjQ5GvEGHDqsdewpq5S5HVgwjXqza1I79RY4umlsZRoiIvIokSZg2nF01AMOIV/t2F80AdtEQEXmdacMcXTXb8v17ECvDiBdjFw0RkXebPCQCKoWEotpWv57iyzDipdhFQ0Tk/UJ0aoxNCgPg3101DCNeakOeo4tmjJFdNERE3uwGjhthGPFWXxxhFw0RkS+4oXOK7+6zNWi3+OcUX4YRL1Td1I59zi6aWJmrISKia5ESG4IYvRbtFjv2de4z5m8YRrzQV52zaEYbuRcNEZG3kyTJOavGX7tqGEa8UNcsmtvZRUNE5BO6xo346xRfhhEvU93U7mzGYxcNEZFvmDwkEsrOXXxL61rlLqffMYx4mY15VbCzi4aIyKcYAtTITAwF4J9dNQwjXuarvEoAwK1pbBUhIvIlF1ZjZRghD9bYakH2WcdmSjNTGUaIiHxJ17iR3Wdr0GG1y1xN/2IY8SJb86tgtQsMiwlGcmSQ3OUQEZEbjYzTIzJYi9YOG3KK/GuKL8OIF9lwzNFFcwtbRYiIfI5CIeH6YZEAgG9O+1dXDcOIl2jrsDkHNd3MMEJE5JOuH+oYN7LzdI3MlfQvl8PIuXPncN999yEiIgIBAQFIT09HTk7OFa/Ztm0bMjMzodVqMWTIEKxevbq39fqtb06dR7vFjoSwAKTG6+Uuh4iI+sDkIY6WkbxyE2qazTJX039cCiP19fWYPHky1Go1vvzySxw/fhwvvvgiwsLCLntNYWEhZs2ahRtvvBGHDx/G0qVL8eCDD+Krr7665uL9ycbOWTQzU2MhSZLM1RARUV+ICtFiRJzjfzh3nfGf1hGVKye/8MILMBqNWLVqlfOx5OTkK17z8ssvIzk5GS+++CIAYMSIEdi5cyf++te/YubMmb0o2f9YbHZsPlEFgLNoiIh83fVDI3GiwoQdp2swe8wAucvpFy61jKxbtw7jxo3DnDlzEB0djYyMDLz66qtXvCY7OxszZszo9tjMmTORnZ192WvMZjNMJlO3w5/tKaiFqd2KyGANxiZdvhWKiIi835Shjq6anadrIISQuZr+4VIYKSgowIoVKzB06FB89dVXePjhh/Hoo4/izTffvOw1lZWViImJ6fZYTEwMTCYT2traLnnN8uXLYTAYnIfRaHSlTJ/TtdDZTSNjoFSwi4aIyJeNHxgOrUqBSlM7zp5vlrucfuFSGLHb7cjMzMRzzz2HjIwM/OhHP8LixYvx8ssvu7WoZcuWobGx0XmUlpa69fW9id0usDGPXTRERP5Cp1ZiQnI4AGD7Kf8YN+JSGImLi8PIkSO7PTZixAiUlJRc9prY2FhUVVV1e6yqqgp6vR4BAQGXvEar1UKv13c7/NWh0gZUN5kRolVh0uBIucshIqJ+MKVzVs1OPxnE6lIYmTx5MvLz87s9durUKSQlJV32mqysLGzZsqXbY5s2bUJWVpYrb+23umbR3JgSDY2Ky8IQEfmDqZ3rjewpqPWLpeFd+nZ7/PHHsWfPHjz33HM4c+YM3nnnHaxcuRJLlixxnrNs2TLMnz/f+fNDDz2EgoIC/OIXv8DJkyfxr3/9C++//z4ef/xx930KHyWEwIbOMHILN8YjIvIbKbEhiAzWoLXDhoMl9XKX0+dcCiPjx4/H2rVr8e677yItLQ3PPvssXnrpJcybN895TkVFRbdum+TkZHzxxRfYtGkTRo8ejRdffBGvvfYap/X2QH5VE4prW6FRKZy7ORIRke9TKCRnV80OP1gaXhJeMG/IZDLBYDCgsbHRr8aPvLT5FF7afBozRsTgtQXj5C6HiIj60YcHyvDzD3IxOsGATx+ZInc5vdLT728OQvBgXzln0cRc5UwiIvI1UzvXGzlyrhH1LR0yV9O3GEY8VFl9K05UmKCQgOkjGEaIiPxNjF6HYTHBEALYfbZW7nL6FMOIh9pyohoAMG5gOMKDNDJXQ0REcuiaVePr40YYRjxU1140N7FVhIjIb3UtDb/Dx5eGZxjxQKZ2C/YUOJrkZoxkGCEi8lcTk8OhUSpwrqENRbWtcpfTZxhGPND2U+dhsQkMjgpCcmSQ3OUQEZFMAjUq5wapvtxVwzDigTYfd3TRsFWEiIimDrvQVeOrGEY8jMVmx9aTjsGrHC9CRERdi5/tKaiF1eabS8MzjHiYnKJ6mNqtCA/SICMxTO5yiIhIZqnxBuh1KjS1W3Gs3CR3OX2CYcTDdM2i+U5KNJQKSeZqiIhIbkqFhOsGRQAAdvnoLr4MIx5ECOEMIzPYRUNERJ0md3bVZPvo4mcMIx7kTHWzc2O8rmWAiYiIJg9xtIzsL6pDu8UmczXuxzDiQTZ1topMHhyBIK1K5mqIiMhTDI4KRnSIFmarHQdL6uUux+0YRjwIp/QSEdGlSJKESYMdrSO7z/heVw3DiIc432TGodIGAMD0FIYRIiLqblLnuJFdZ31vECvDiIfYerIKQgCjEgyINejkLoeIiDxMV8vIkbJGNLVbZK7GvRhGPMSm446FzjiLhoiILiUhLBBJEYGw2QX2FdbJXY5bMYx4gLYOG3aecew5wDBCRESXM2lwZ1eNj40bYRjxALvO1KDdYseA0ACMiAuRuxwiIvJQXVN8d/vYuBGGEQ9wYaGzaEgSV10lIqJLy+pcifVkZRNqms0yV+M+DCMyE0I4N8abzi4aIiK6gohgLVJiHS3ovrQaK8OIzPLKTahuMiNQo8TEQeFyl0NERB6ua2l4X+qqYRiRWVeryOQhkdCqlDJXQ0REnq5r3IgvDWJlGJFZVxj5Tkq0zJUQEZE3GD8wHEqFhJK6VpTWtcpdjlswjMiottmM3LIGAMCNwxlGiIjo6kJ0aoxOMADwnXEjDCMy2pZ/HkIAI+P0XHWViIh6bLKPLQ3PMCKjrfnsoiEiItdldW2ad7YWQgiZq7l2DCMysdjs2H7KserqjQwjRETkgszEMGhVCpxvMuNMdbPc5VwzhhGZHCiuR1O7FeFBGowxhspdDhEReRGdWonxAx3LQew64/1dNQwjMvm6cxbNtGFRUCq46ioREbmmq6smu8D7B7EyjMika0ovu2iIiKg3rutcGn5vYR3sdu8eN8IwIoPSulacrm6GUiFh2tAoucshIiIvNCrBgECNEg2tFuRXNcldzjVxKYw888wzkCSp25GSknLZ81evXn3R+Todp7B+3TmLZmxiGAyBapmrISIib6RWKjCuc9yIt683onL1gtTUVGzevPnCC6iu/BJ6vR75+fnOn7krLbtoiIjIPa4bFI7tp85jT0EtFk1JlrucXnM5jKhUKsTGxvb4fEmSXDrf17V12JwJluuLEBHRtcj6r3EjCi+dEOHymJHTp08jPj4egwYNwrx581BSUnLF85ubm5GUlASj0YjZs2cjLy/vqu9hNpthMpm6Hb5i99kamK12DAgNwLCYYLnLISIiL5Y2wIAgjRKNbRacqPTe70qXwsjEiROxevVqbNiwAStWrEBhYSGmTp2KpqZLD5wZPnw43njjDXz66adYs2YN7HY7Jk2ahLKysiu+z/Lly2EwGJyH0Wh0pUyPdqGLJopdVkREdE2+PW5kT0GdzNX0niSuYR3ZhoYGJCUl4S9/+QseeOCBq55vsVgwYsQIzJ07F88+++xlzzObzTCbzc6fTSYTjEYjGhsbodfre1uu7IQQmPz8VpQ3tuONhePwnZQYuUsiIiIv9/I3Z/H8lycxY0QMXlswTu5yujGZTDAYDFf9/nZ5zMi3hYaGYtiwYThz5kyPzler1cjIyLjq+VqtFlqt9lpK80j5VU0ob2yHVqVA1qBIucshIiIf0LXeyL7CWtjswisX0rymdUaam5tx9uxZxMXF9eh8m82Go0eP9vh8X9PVRTNpcAQCNEqZqyEiIl+QFq9HsFYFU7sVJyq8c9yIS2Hk5z//Ob755hsUFRVh9+7duPPOO6FUKjF37lwAwPz587Fs2TLn+b///e+xceNGFBQU4ODBg7jvvvtQXFyMBx980L2fwkt0LQHPWTREROQuKqUC4weGAQD2eOnS8C6FkbKyMsydOxfDhw/HPffcg4iICOzZswdRUY5VREtKSlBRUeE8v76+HosXL8aIESNw2223wWQyYffu3Rg5cqR7P4UXaGy14EBxPQDghuEMI0RE5D5dXTXeGkZcGjPy3nvvXfH5bdu2dfv5r3/9K/7617+6XJQv2nHmPOwCGBodDGN4oNzlEBGRD+naNG9vYZ1Xjhvh3jT95Jv88wAcu/QSERG508g4PUK0KjS1W3G83PvGjTCM9AMhBL451RlGhjOMEBGRe6mUCoxP7lpvxPu6ahhG+sGJiiZUN5kRoFZifOfiNERERO6U5cXjRhhG+kFXq0jW4Ajo1JzSS0RE7ndhvZE6WG12matxDcNIP/jmlGNKL8eLEBFRXxkZr0eIToUmsxXHvWy9EYaRPtbUbkFOUdeUXoYRIiLqG0qFhIleOm6EYaSP7T5bC6tdYGBEIJIiguQuh4iIfFhXV032WYYR+hbnLBp20RARUR/rCiP7i+q9atwIw0gfEkI41xfhqqtERNTXRsTpodep0Gy2Is+L1hthGOlDZ88341xDGzQqBSYO4pReIiLqW0qFhAnJnV01XjRuhGGkD23rbBWZmByOQI1LK+8TERH1StfS8N40iJVhpA9xvAgREfW36zpb4vd70XojDCN9pLXDir0FdQA4pZeIiPpPSqxj3EhLh81rxo0wjPSRvQV16LDZMSA0AIOjguUuh4iI/IRSITm3HtlXWCdzNT3DMNJHtuV3rro6PAqS5F1bORMRkXfrmjSxl2HEv3G8CBERyaVrRs3+ojrY7ULmaq6OYaQPFNW0oKi2FSqFhMlDIuUuh4iI/ExavB6BGiUa2yzIr2qSu5yrYhjpA12tIuMGhiFYyym9RETUv1RKBcYmhQEA9nrBFF+GkT5woYuGq64SEZE8upaG31fk+eNGGEbcrN1iw+6zNQA4pZeIiOQzIfnCjBohPHvcCMOIm+0vqkO7xY7oEC1SYkPkLoeIiPzUqAQDtCoFapo7cPZ8i9zlXBHDiJt1bYw3bRin9BIRkXy0KiUyEkMBeP56IwwjbrbtFHfpJSIiz9A1xXdvoWcPYmUYcaNzDW04U90MhQRM4ZReIiKS2XWd40b2Fnj2uBGGETfaedrRKjLGGApDoFrmaoiIyN9lJIZBrZRQaWpHaV2b3OVcFsOIG20/7ZhFM3UoZ9EQEZH8AjRKjEoIBeDZXTUMI25iswvsOuMII9cPYxcNERF5hq4pvp68Tw3DiJscO9eIhlYLQrQqjO5MoURERHKbmOz5O/gyjLjJjs7xIpOGRECl5G0lIiLPMDYpDAoJKKlrRUWjZ44b4bemm3C8CBEReaIQnRppAwwAPLd1hGHEDZrNVhwsrgcAXM8wQkREHmbCQM8eN8Iw4gZ7ztbCahdIighEYkSg3OUQERF14xzE6qE7+DKMuEHXeJGpQzmLhoiIPE9XGDl7vgU1zWaZq7mYS2HkmWeegSRJ3Y6UlJQrXvPBBx8gJSUFOp0O6enpWL9+/TUV7Il2cLwIERF5sNBAjXPzVk8cN+Jyy0hqaioqKiqcx86dOy977u7duzF37lw88MADOHToEO644w7ccccdOHbs2DUV7UlK61pRUNMCpUJC1uAIucshIiK6JE+e4utyGFGpVIiNjXUekZGX75r429/+hltuuQVPPPEERowYgWeffRaZmZn4xz/+cU1Fe5KdnQudZRhDoddxCXgiIvJMFzbN84Ewcvr0acTHx2PQoEGYN28eSkpKLntudnY2ZsyY0e2xmTNnIjs7+4rvYTabYTKZuh2e6sJ4EXbREBGR5+oaN3Ky0oTGVovM1XTnUhiZOHEiVq9ejQ0bNmDFihUoLCzE1KlT0dTUdMnzKysrERMT0+2xmJgYVFZWXvF9li9fDoPB4DyMRqMrZfYbm11gZ9d4ES4BT0REHiwqRItBUUEQAthf5FmtIy6FkVtvvRVz5szBqFGjMHPmTKxfvx4NDQ14//333VrUsmXL0NjY6DxKS0vd+vrucqSsAaZ2K/Q6FUZ1LihDRETkqSY6u2o8a4rvNU3tDQ0NxbBhw3DmzJlLPh8bG4uqqqpuj1VVVSE2NvaKr6vVaqHX67sdnqhrFs3kIZFcAp6IiDyepw5ivaZv0ObmZpw9exZxcXGXfD4rKwtbtmzp9timTZuQlZV1LW/rMThehIiIvEnXuJFj5SY0m60yV3OBS2Hk5z//Ob755hsUFRVh9+7duPPOO6FUKjF37lwAwPz587Fs2TLn+Y899hg2bNiAF198ESdPnsQzzzyDnJwcPPLII+79FDJoarfgYEkDAC52RkRE3iE+NADG8ADY7AIHOrcx8QQuhZGysjLMnTsXw4cPxz333IOIiAjs2bMHUVGOloGSkhJUVFQ4z580aRLeeecdrFy5EqNHj8aHH36ITz75BGlpae79FDLIPlsLm10gOTIIxnAuAU9ERN5hwsDOcSMetDS8ypWT33vvvSs+v23btosemzNnDubMmeNSUd7gwqqrbBUhIiLvMTE5HB8dLPOoGTUcddlLHC9CRETeqGvcSG5pI9otNpmrcWAY6YWS2lYU1bZCpZBw3aBwucshIiLqsaSIQESFaNFhsyO3tEHucgAwjPTKjjOOVpHMxDCEcAl4IiLyIpIkYcJAx/9Ie0pXDcNIL+w4xfEiRETkvbq6ajxlnxqGERdZbXbsOtu1BDzHixARkfcZ39kycrC4HlabXeZqGEZcllvWiKZ2KwwBaqRzCXgiIvJCw2NDEKJToaXDhhMVl95frj8xjLioaxbNlCGRUCokmashIiJynVIhOVtHPGGfGoYRF3F9ESIi8gXjPWgQK8OICxrbLDjcOQ1qCsMIERF5sa5BrPuL6iGEkLUWhhEXdC0BPygqCAlhXAKeiIi8V/oAA3RqBepaOnD2fLOstTCMuGDXGUcXzZQhbBUhIiLvplEpMMYYCgDYVyjvpnkMIy5gGCEiIl8yIdmxad4+mQexMoz00LmGNhTUtEAhAdcNjpC7HCIiomt2YSVWtox4ha5WkdHGUOi5BDwREfmAjMRQKBUSzjW0oay+VbY6GEZ6iF00RETka4K0KqQNMECpkJBfKd/iZyrZ3tmL2O3CGUYmM4wQEZEPeekHYxAdokWQVr5IwDDSA/lVTahp7kCAWonMxDC5yyEiInKb5MgguUtgN01PdLWKTBwUDo2Kt4yIiMid+M3aAzs5XoSIiKjPMIxcRYfVjr0FjnX7OV6EiIjI/RhGruJQST3aLDZEBmswPCZE7nKIiIh8DsPIVXSNF5k0OBIKhSRzNURERL6HYeQqOF6EiIiobzGMXIGp3YLcskYAwOShDCNERER9gWHkCvacrYXNLpAcGYQBoQFyl0NEROSTGEau4MKqq9wYj4iIqK8wjFwBx4sQERH1PYaRy6hobMPZ8y1QSEDWIIYRIiKivsIwchm7ztQCANITQmEIVMtcDRERke9iGLmMXc4uGo4XISIi6ksMI5cghHCOF+ES8ERERH2LYeQSTlc343yTGTq1ApmJYXKXQ0RE5NOuKYw8//zzkCQJS5cuvew5q1evhiRJ3Q6dTnctb9vndp52tIqMHxgOnVopczVERES+TdXbC/fv349XXnkFo0aNuuq5er0e+fn5zp8lybP3eNnFKb1ERET9plctI83NzZg3bx5effVVhIVdvRtDkiTExsY6j5iYmN68bb+w2OzYU+CYScPxIkRERH2vV2FkyZIlmDVrFmbMmNGj85ubm5GUlASj0YjZs2cjLy/viuebzWaYTKZuR385XNqAlg4bwgLVGBmn77f3JSIi8lcuh5H33nsPBw8exPLly3t0/vDhw/HGG2/g008/xZo1a2C32zFp0iSUlZVd9prly5fDYDA4D6PR6GqZvdY1XmTSkEgoFJ7dnUREROQLXAojpaWleOyxx/D222/3eBBqVlYW5s+fjzFjxmDatGn4+OOPERUVhVdeeeWy1yxbtgyNjY3Oo7S01JUyrwnHixAREfUvlwawHjhwANXV1cjMzHQ+ZrPZsH37dvzjH/+A2WyGUnnl2SdqtRoZGRk4c+bMZc/RarXQarWulOYWTe0WHCptAMAwQkRE1F9cCiPTp0/H0aNHuz32wx/+ECkpKXjyySevGkQAR3g5evQobrvtNtcq7Qf7CutgswskRQTCGB4odzlERER+waUwEhISgrS0tG6PBQUFISIiwvn4/PnzMWDAAOeYkt///ve47rrrMGTIEDQ0NOBPf/oTiouL8eCDD7rpI7gPV10lIiLqf71eZ+RySkpKoFBcGIpSX1+PxYsXo7KyEmFhYRg7dix2796NkSNHuvutrxnHixAREfU/SQgh5C7iakwmEwwGAxobG6HX981022pTOyY8twWSBBz89U0IC9L0yfsQERH5i55+f3Nvmk5dXTRp8QYGESIion7EMNKJ40WIiIjkwTACQAjB8SJEREQyYRgBcPZ8M6pMZmhUCowbePW9doiIiMh9GEZwYQn48QPDoFNffa0UIiIich+GEQA7z3CXXiIiIrn4fRix2uzYU+AIIxwvQkRE1P/8PozkljWi2WxFaKAaqfEGucshIiLyO34fRrpm0UwaHAGlQpK5GiIiIv/j92GE64sQERHJy6/DSIvZikMl9QA4XoSIiEgufh1G9hXWwWITSAgLQGJ4oNzlEBER+SW/DiM7v7XqqiRxvAgREZEc/DqM7OJ4ESIiItmp5C5ALkIIPHzDYOw8XYNJgyPkLoeIiMhv+W0YkSQJs8cMwOwxA+QuhYiIyK/5dTcNERERyY9hhIiIiGTFMEJERESyYhghIiIiWTGMEBERkawYRoiIiEhWDCNEREQkK4YRIiIikhXDCBEREcmKYYSIiIhkxTBCREREsmIYISIiIlkxjBAREZGsvGLXXiEEAMBkMslcCREREfVU1/d21/f45XhFGGlqagIAGI1GmSshIiIiVzU1NcFgMFz2eUlcLa54ALvdjvLycoSEhECSJLe9rslkgtFoRGlpKfR6vdtel7rjfe4/vNf9g/e5f/A+94++vM9CCDQ1NSE+Ph4KxeVHhnhFy4hCoUBCQkKfvb5er+e/6P2A97n/8F73D97n/sH73D/66j5fqUWkCwewEhERkawYRoiIiEhWfh1GtFotfvvb30Kr1cpdik/jfe4/vNf9g/e5f/A+9w9PuM9eMYCViIiIfJdft4wQERGR/BhGiIiISFYMI0RERCQrhhEiIiKSlV+HkX/+858YOHAgdDodJk6ciH379sldksdavnw5xo8fj5CQEERHR+OOO+5Afn5+t3Pa29uxZMkSREREIDg4GHfffTeqqqq6nVNSUoJZs2YhMDAQ0dHReOKJJ2C1Wruds23bNmRmZkKr1WLIkCFYvXp1X388j/X8889DkiQsXbrU+Rjvs3ucO3cO9913HyIiIhAQEID09HTk5OQ4nxdC4De/+Q3i4uIQEBCAGTNm4PTp091eo66uDvPmzYNer0doaCgeeOABNDc3dzvnyJEjmDp1KnQ6HYxGI/74xz/2y+fzBDabDU8//TSSk5MREBCAwYMH49lnn+22Twnvc+9s374d3/3udxEfHw9JkvDJJ590e74/7+sHH3yAlJQU6HQ6pKenY/369a5/IOGn3nvvPaHRaMQbb7wh8vLyxOLFi0VoaKioqqqSuzSPNHPmTLFq1Spx7NgxcfjwYXHbbbeJxMRE0dzc7DznoYceEkajUWzZskXk5OSI6667TkyaNMn5vNVqFWlpaWLGjBni0KFDYv369SIyMlIsW7bMeU5BQYEIDAwUP/3pT8Xx48fF3//+d6FUKsWGDRv69fN6gn379omBAweKUaNGiccee8z5OO/ztaurqxNJSUli4cKFYu/evaKgoEB89dVX4syZM85znn/+eWEwGMQnn3wicnNzxfe+9z2RnJws2tranOfccsstYvTo0WLPnj1ix44dYsiQIWLu3LnO5xsbG0VMTIyYN2+eOHbsmHj33XdFQECAeOWVV/r188rlD3/4g4iIiBCff/65KCwsFB988IEIDg4Wf/vb35zn8D73zvr168WvfvUr8fHHHwsAYu3atd2e76/7umvXLqFUKsUf//hHcfz4cfHrX/9aqNVqcfToUZc+j9+GkQkTJoglS5Y4f7bZbCI+Pl4sX75cxqq8R3V1tQAgvvnmGyGEEA0NDUKtVosPPvjAec6JEycEAJGdnS2EcPzHo1AoRGVlpfOcFStWCL1eL8xmsxBCiF/84hciNTW123v94Ac/EDNnzuzrj+RRmpqaxNChQ8WmTZvEtGnTnGGE99k9nnzySTFlypTLPm+320VsbKz405/+5HysoaFBaLVa8e677wohhDh+/LgAIPbv3+8858svvxSSJIlz584JIYT417/+JcLCwpz3veu9hw8f7u6P5JFmzZolFi1a1O2xu+66S8ybN08IwfvsLv8dRvrzvt5zzz1i1qxZ3eqZOHGi+PGPf+zSZ/DLbpqOjg4cOHAAM2bMcD6mUCgwY8YMZGdny1iZ92hsbAQAhIeHAwAOHDgAi8XS7Z6mpKQgMTHReU+zs7ORnp6OmJgY5zkzZ86EyWRCXl6e85xvv0bXOf7297JkyRLMmjXronvB++we69atw7hx4zBnzhxER0cjIyMDr776qvP5wsJCVFZWdrtHBoMBEydO7HafQ0NDMW7cOOc5M2bMgEKhwN69e53nXH/99dBoNM5zZs6cifz8fNTX1/f1x5TdpEmTsGXLFpw6dQoAkJubi507d+LWW28FwPvcV/rzvrrrd4lfhpGamhrYbLZuv6wBICYmBpWVlTJV5T3sdjuWLl2KyZMnIy0tDQBQWVkJjUaD0NDQbud++55WVlZe8p53PXelc0wmE9ra2vri43ic9957DwcPHsTy5csveo732T0KCgqwYsUKDB06FF999RUefvhhPProo3jzzTcBXLhPV/odUVlZiejo6G7Pq1QqhIeHu/R34cueeuop3HvvvUhJSYFarUZGRgaWLl2KefPmAeB97iv9eV8vd46r990rdu0lz7JkyRIcO3YMO3fulLsUn1NaWorHHnsMmzZtgk6nk7scn2W32zFu3Dg899xzAICMjAwcO3YML7/8MhYsWCBzdb7j/fffx9tvv4133nkHqampOHz4MJYuXYr4+HjeZ+rGL1tGIiMjoVQqL5qBUFVVhdjYWJmq8g6PPPIIPv/8c3z99ddISEhwPh4bG4uOjg40NDR0O//b9zQ2NvaS97zruSudo9frERAQ4O6P43EOHDiA6upqZGZmQqVSQaVS4ZtvvsH//d//QaVSISYmhvfZDeLi4jBy5Mhuj40YMQIlJSUALtynK/2OiI2NRXV1dbfnrVYr6urqXPq78GVPPPGEs3UkPT0d999/Px5//HFnqx/vc9/oz/t6uXNcve9+GUY0Gg3Gjh2LLVu2OB+z2+3YsmULsrKyZKzMcwkh8Mgjj2Dt2rXYunUrkpOTuz0/duxYqNXqbvc0Pz8fJSUlznualZWFo0ePdvsPYNOmTdDr9c4vhqysrG6v0XWOv/y9TJ8+HUePHsXhw4edx7hx4zBv3jznP/M+X7vJkydfNDX91KlTSEpKAgAkJycjNja22z0ymUzYu3dvt/vc0NCAAwcOOM/ZunUr7HY7Jk6c6Dxn+/btsFgsznM2bdqE4cOHIywsrM8+n6dobW2FQtH9a0apVMJutwPgfe4r/Xlf3fa7xKXhrj7kvffeE1qtVqxevVocP35c/OhHPxKhoaHdZiDQBQ8//LAwGAxi27ZtoqKiwnm0trY6z3nooYdEYmKi2Lp1q8jJyRFZWVkiKyvL+XzXlNObb75ZHD58WGzYsEFERUVdcsrpE088IU6cOCH++c9/+tWU00v59mwaIXif3WHfvn1CpVKJP/zhD+L06dPi7bffFoGBgWLNmjXOc55//nkRGhoqPv30U3HkyBExe/bsS06NzMjIEHv37hU7d+4UQ4cO7TY1sqGhQcTExIj7779fHDt2TLz33nsiMDDQp6ecftuCBQvEgAEDnFN7P/74YxEZGSl+8YtfOM/hfe6dpqYmcejQIXHo0CEBQPzlL38Rhw4dEsXFxUKI/ruvu3btEiqVSvz5z38WJ06cEL/97W85tddVf//730ViYqLQaDRiwoQJYs+ePXKX5LEAXPJYtWqV85y2tjbxk5/8RISFhYnAwEBx5513ioqKim6vU1RUJG699VYREBAgIiMjxc9+9jNhsVi6nfP111+LMWPGCI1GIwYNGtTtPfzRf4cR3mf3+Oyzz0RaWprQarUiJSVFrFy5stvzdrtdPP300yImJkZotVoxffp0kZ+f3+2c2tpaMXfuXBEcHCz0er344Q9/KJqamrqdk5ubK6ZMmSK0Wq0YMGCAeP755/v8s3kKk8kkHnvsMZGYmCh0Op0YNGiQ+NWvftVtqijvc+98/fXXl/ydvGDBAiFE/97X999/XwwbNkxoNBqRmpoqvvjiC5c/jyTEt5bCIyIiIupnfjlmhIiIiDwHwwgRERHJimGEiIiIZMUwQkRERLJiGCEiIiJZMYwQERGRrBhGiIiISFYMI0RERCQrhhEiIiKSFcMIERERyYphhIiIiGTFMEJERESy+v8hz/y3yIKFEgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inst_rate = inst_rates[0]\n", "\n", "# neo.AnalogSignal is always a 2-dimensional array: the first dimension is for time, and the second is for channels\n", "print(inst_rate.shape)\n", "\n", "# the time stamps can be obtained as `times` property of the object\n", "print(inst_rate.times)\n", "\n", "# thus, plotting the analog signal as a function of time is as easy as...\n", "plt.plot(inst_rate.times, inst_rate) \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the above results separately for each spike train\n", "fig, axes = plt.subplots(len(spiketrains), 1, figsize=(12, 12), sharex='all', sharey='all')\n", "axes[-1].set_xlabel(\"Time (s)\")\n", "axes[-1].set_ylabel(\"Rate (Hz)\")\n", "for i, (spiketrain, mean_rate, inst_rate) in enumerate(zip(spiketrains, mean_rates, inst_rates)):\n", " ax = axes[i]\n", " ax.eventplot(spiketrain.times.rescale('s').magnitude, color='k')\n", " xs = inst_rate.times.rescale('s').magnitude\n", " ys = inst_rate.rescale('Hz').magnitude.flatten()\n", " sigma = float(inst_rate.annotations['kernel']['sigma'].split(' ')[0])\n", " ax.plot(xs, ys, color=\"C0\", label=f\"Inst. rate, kernel STD: {sigma:.0f} ms\")\n", " \n", " ax.axhline(mean_rate, ls=':', color='C0', label=f\"Mean rate: {mean_rate.rescale('Hz').magnitude:.1f} Hz\")\n", " ax.axhline(rate, lw=1, ls=':', color='k')\n", " ax.legend(loc='upper right')\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute ISIs of the spike trains\n", "isis = []\n", "for spiketrain in spiketrains:\n", " isis.append(stats.isi(spiketrain).rescale('ms').magnitude)\n", "isis = np.concatenate(isis)\n", "\n", "# Draw the ISI distribution\n", "fig, ax = plt.subplots(1, 1)\n", "ax.set_xlabel(\"ISI (ms)\")\n", "ax.set_ylabel(\"Probability density\")\n", "ax.hist(isis, bins='auto', density=True)\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise\n", "* Again, generate gamma spike trains by using `stgen.StationaryGammaProcess()` instead of `stgen.StationaryPoissonProcess()`, and draw the above plots.\n", "* Use different values of `shape_factor` and see how the estimated instantaneous rate and the ISI distribution change depending on the regularity/burstiness of the spike trains." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[array(8.8) * Hz, array(10.7) * Hz, array(11.5) * Hz, array(8.6) * Hz, array(8.5) * Hz, array(8.9) * Hz, array(9.7) * Hz, array(9.3) * Hz, array(9.6) * Hz, array(9.4) * Hz]\n" ] } ], "source": [ "# Generate 10 Poisson spike trains and draw a dot display\n", "rate = 10. * pq.Hz\n", "t_start = 0. * pq.ms\n", "t_stop = 10000. * pq.ms\n", "num_spiketrains = 10\n", "shape_factor = 0.8\n", "\n", "spiketrains = stgen.StationaryGammaProcess(rate, shape_factor, t_start, t_stop).generate_n_spiketrains(num_spiketrains)\n", "\n", "# Compute the mean firing rates of the spike trains\n", "mean_rates = []\n", "for spiketrain in spiketrains:\n", " mean_rates.append(stats.mean_firing_rate(spiketrain).rescale('Hz'))\n", "\n", "print(mean_rates)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnalogSignal with 1 channels of length 10000; units Hz; datatype float64\n", "annotations: {'t_stop': array(10000.) * ms,\n", " 'kernel': {'type': 'GaussianKernel',\n", " 'sigma': '441.85425843855836 ms',\n", " 'invert': False}}\n", "sampling rate: 1.0 1/ms\n", "time: 0.0 ms to 10000.0 ms" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Estimate the instantaneous firing rates of the spike trains\n", "inst_rates = []\n", "for spiketrain in spiketrains:\n", " inst_rates.append(stats.instantaneous_rate(spiketrain, sampling_period=1.*pq.ms))\n", "\n", "inst_rates[0]" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the above results separately for each spike train\n", "fig, axes = plt.subplots(len(spiketrains), 1, figsize=(12, 12), sharex='all', sharey='all')\n", "axes[-1].set_xlabel(\"Time (s)\")\n", "axes[-1].set_ylabel(\"Rate (Hz)\")\n", "for i, (spiketrain, mean_rate, inst_rate) in enumerate(zip(spiketrains, mean_rates, inst_rates)):\n", " ax = axes[i]\n", " ax.eventplot(spiketrain.times.rescale('s').magnitude, color='k')\n", " xs = inst_rate.times.rescale('s').magnitude\n", " ys = inst_rate.rescale('Hz').magnitude.flatten()\n", " sigma = float(inst_rate.annotations['kernel']['sigma'].split(' ')[0])\n", " ax.plot(xs, ys, color=\"C0\", label=f\"Inst. rate, kernel STD: {sigma:.0f} ms\")\n", " \n", " ax.axhline(mean_rate, ls=':', color='C0', label=f\"Mean rate: {mean_rate.rescale('Hz').magnitude:.1f} Hz\")\n", " ax.axhline(rate, lw=1, ls=':', color='k')\n", " ax.legend(loc='upper right')\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute ISIs of the spike trains\n", "isis = []\n", "for spiketrain in spiketrains:\n", " isis.append(stats.isi(spiketrain).rescale('ms').magnitude)\n", "isis = np.concatenate(isis)\n", "\n", "# Draw the ISI distribution\n", "fig, ax = plt.subplots(1, 1)\n", "ax.set_xlabel(\"ISI (ms)\")\n", "ax.set_ylabel(\"Probability density\")\n", "ax.hist(isis, bins='auto', density=True)\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When using a smaller value for `shape_factor` the ISI distribution becomes more heavily skewed to the right. Furthermore, the skew for smaller values has higher values for ms." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Task 1.3 generate nonstationary poisson spike trains and draw PSTH\n", "\n", "You can genearte Poisson spike trains with time-varying firing rates using `stgen.NonStationaryPoissonProcess()`.\n", "You need to specify the time-varing rate profile as an instance of `neo.AnalogSignal` object, as follows:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Here we generate a rate profile with a stepwise change in the rate from 10 Hz to 15 Hz\n", "rate1 = 10 * pq.Hz\n", "rate2 = 15 * pq.Hz\n", "sampling_period = 1 * pq.ms\n", "t_start = 0 * pq.ms\n", "t_stop = 2000 * pq.ms\n", "t_rate_jump = 1000 * pq.ms\n", "\n", "times = np.arange(t_start, t_stop, sampling_period)\n", "rate_profile = np.ones_like(times) * rate1\n", "rate_profile[times > t_rate_jump] = rate2\n", "rate_signal = neo.AnalogSignal(rate_profile, t_start=t_start, sampling_period=sampling_period)\n", "\n", "plt.plot(rate_signal.times, rate_signal)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate 10 Poisson spike trains with this rate profile\n", "num_spiketrains = 10\n", "\n", "spiketrains = stgen.NonStationaryPoissonProcess(rate_signal).generate_n_spiketrains(num_spiketrains)\n", "\n", "# Check the generated spike trains in a dot display\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 3))\n", "ax.set_xlabel(\"Time (s)\")\n", "ax.set_ylabel(\"Spike train index\")\n", "for i, spiketrain in enumerate(spiketrains):\n", " spike_times = spiketrain.times.rescale('s').magnitude\n", " ax.plot(spike_times, np.ones_like(spike_times)*i, 'k.')\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can compute a peri-stimulus time histogram (PSTH) by giving a list of `neo.SpikeTrain` objects to the elephant function `stats.time_histogram()`." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute and plot the PSTH\n", "bin_size = 100 * pq.ms\n", "\n", "psth = stats.time_histogram(spiketrains, bin_size, output='rate')\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "ax.set_xlabel(\"Time (ms)\")\n", "ax.set_ylabel(\"Firing rate (Hz)\")\n", "plt.plot(psth.times.rescale('s'), psth.rescale('Hz'))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise\n", "* Change the values of `num_spiketrains` and `bin_size`, and see how these parameters affect the amount of fluctuations in the firing rate estimated by the PSTH. \n", "* Again, generate gamma spike trains by using `stgen.StationaryGammaProcess()` instead of `stgen.StationaryPoissonProcess()`, and draw the PSTH.\n", "* Use different values of `shape_factor` and see how the effect of `num_spiketrains` and `bin_size` changes depending on the regularity/burstiness of the spike trains." ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate 10 Poisson spike trains with this rate profile\n", "num_spiketrains = 100\n", "\n", "spiketrains = stgen.NonStationaryPoissonProcess(rate_signal).generate_n_spiketrains(num_spiketrains)\n", "\n", "# Check the generated spike trains in a dot display\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 3))\n", "ax.set_xlabel(\"Time (s)\")\n", "ax.set_ylabel(\"Spike train index\")\n", "for i, spiketrain in enumerate(spiketrains):\n", " spike_times = spiketrain.times.rescale('s').magnitude\n", " ax.plot(spike_times, np.ones_like(spike_times)*i, 'k.')\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute and plot the PSTH\n", "bin_size = 200 * pq.ms\n", "\n", "psth = stats.time_histogram(spiketrains, bin_size, output='rate')\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "ax.set_xlabel(\"Time (ms)\")\n", "ax.set_ylabel(\"Firing rate (Hz)\")\n", "plt.plot(psth.times.rescale('s'), psth.rescale('Hz'))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the `num_spiketrains` increases the firing rate value increases more obviously at around 1ms, such that there is a clear jump in the firing rate. As the `bin_size` increases the PSTH becomes more smoothed. " ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate 10 Poisson spike trains with this rate profile\n", "rate = 10. * pq.Hz\n", "t_start = 0. * pq.ms\n", "t_stop = 10000. * pq.ms\n", "num_spiketrains = 100\n", "shape_factor = 0.1\n", "\n", "spiketrains = stgen.StationaryGammaProcess(rate, shape_factor, t_start, t_stop).generate_n_spiketrains(num_spiketrains)\n", "\n", "# Check the generated spike trains in a dot display\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 3))\n", "ax.set_xlabel(\"Time (s)\")\n", "ax.set_ylabel(\"Spike train index\")\n", "for i, spiketrain in enumerate(spiketrains):\n", " spike_times = spiketrain.times.rescale('s').magnitude\n", " ax.plot(spike_times, np.ones_like(spike_times)*i, 'k.')\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute and plot the PSTH\n", "bin_size = 500 * pq.ms\n", "\n", "psth = stats.time_histogram(spiketrains, bin_size, output='rate')\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "ax.set_xlabel(\"Time (ms)\")\n", "ax.set_ylabel(\"Firing rate (Hz)\")\n", "plt.plot(psth.times.rescale('s'), psth.rescale('Hz'))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using more `num_spiketrains` results in a smaller range within the firing rate, due to averaging. Again, using a larger `bin_size` value results in more smoothing of the distributionn as there is less granularity. Increasing the `shape_factor` value also shirnks the range for the firing rate." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "lascon2024_spike_train_analysis", "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 4 }