{
"cells": [
{
"cell_type": "markdown",
"id": "d10f3436",
"metadata": {},
"source": [
"# Poisson GLM\n",
"\n",
"data from Uzzell, V. J., & Chichilnisky, E. J. (2004). Precision of spike trains in primate retinal ganglion cells. Journal of neurophysiology, 92(2), 780-789.\n",
"and https://github.com/pillowlab/GLMspiketraintutorial"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "21a14691",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import seaborn as sns\n",
"sns.set_theme()\n",
"from matplotlib.pyplot import *\n",
"\n",
"from scipy.io import loadmat\n",
"import pynapple as nap\n"
]
},
{
"cell_type": "markdown",
"id": "59ee8618",
"metadata": {},
"source": [
"## Load the data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ab081228",
"metadata": {},
"outputs": [],
"source": [
"stim = np.squeeze(loadmat('data_RGCs/Stim.mat')['Stim']) # contains stimulus value at each frame\n",
"stim_times = np.squeeze(loadmat('data_RGCs/stimtimes.mat')['stimtimes']) # contains time in seconds at each frame (120 Hz)\n",
"all_spike_times = [np.squeeze(x) for x in np.squeeze(loadmat('data_RGCs/SpTimes.mat')['SpTimes'])] # time of spikes for 4 neurons (in units of stim frames)"
]
},
{
"cell_type": "markdown",
"id": "f1efd3b6",
"metadata": {},
"source": [
"## Putting the data into pynapple"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "4ef47c60",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Index Freq. (Hz) num_spikes\n",
"------- ------------ ------------\n",
" 0 26.24 31528\n",
" 1 17.94 21553\n",
" 2 41.58 49954\n",
" 3 35.89 43126\n"
]
}
],
"source": [
"dt = stim_times[1] - stim_times[0]\n",
"\n",
"main_ep = nap.IntervalSet(start=0, end=(stim.size)*dt)\n",
"stimulus = nap.Tsd(t = stim_times, d = stim, time_support = main_ep)\n",
"spikes = nap.TsGroup(\n",
" {i:nap.Ts(t = all_spike_times[i]) for i in range(len(all_spike_times))},\n",
" time_support = main_ep,\n",
" num_spikes = np.array([len(spk) for spk in all_spike_times])\n",
" )\n",
"\n",
"print(spikes)"
]
},
{
"cell_type": "markdown",
"id": "6a575716",
"metadata": {},
"source": [
"## Visualing the raw data for a small epoch"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "b6f9d2bd",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ep = nap.IntervalSet(start = 0, end = 1)\n",
"\n",
"\n",
"figure(figsize=(12,4))\n",
"subplot(211)\n",
"plot(stimulus.restrict(ep))\n",
"ylabel(\"Stimulus\")\n",
"title(\"Full field flicker\")\n",
"xlim(ep.values[0])\n",
"subplot(212)\n",
"for i, n in enumerate(spikes.keys()):\n",
" plot(spikes[n].restrict(ep).fillna(i), '|', markersize=10)\n",
"xlabel(\"Time (s)\")\n",
"ylabel(\"Neurons\")\n",
"xlim(ep.values[0])\n",
"show()"
]
},
{
"cell_type": "markdown",
"id": "6c5f3d1a",
"metadata": {},
"source": [
"## Fitting a Poisson GLM with Pynapple"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f5675ac3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting Poisson GLM for unit 0\n",
"Fitting Poisson GLM for unit 1\n",
"Fitting Poisson GLM for unit 2\n",
"Fitting Poisson GLM for unit 3\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Time (s)')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 700x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"regressors, offset, prediction = nap.compute_1d_poisson_glm(spikes, stimulus, dt, 0.2, ep = main_ep)\n",
"\n",
"figure(figsize = (7,3))\n",
"[plot(regressors[n], label = \"Neuron %i\"%n) for n in spikes.keys()]\n",
"legend()\n",
"title(\"Poisson GLM stimulus filter\")\n",
"xlabel(\"Time (s)\")"
]
},
{
"cell_type": "markdown",
"id": "3a894335",
"metadata": {},
"source": [
"## Plotting"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a6529088",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"count = spikes.count(dt)\n",
"\n",
"figure(figsize = (10,5))\n",
"tmp = count[2].restrict(ep)\n",
"stem(tmp.index.values, tmp.values)\n",
"plot(prediction[2].restrict(ep), color = 'orange')\n",
"title('Poisson GLM: spike count prediction')\n",
"ylabel('spike count')\n",
"xlabel('Time (s)') \n",
"show()\n"
]
}
],
"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": "3.8.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}