{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#Make sure retinatools is in the python path\n", "import sys\n", "sys.path.append('../') " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pylab as pl\n", "from scipy.optimize import minimize\n", "\n", "from retinatools.library import filter_video_PC, SimpleLowpass, LuminanceGainControl, nltan, rec, SimpleHighpass, compare_to_file" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "fitparameters = {'xoff': -1, 'yoff': 1, 'rcenterM': 8.0, 'rcenterL': 10, \\\n", " 'lum_factor': 870, 'tau1': 7.6, 'tau2': 44, 'k1': 0.082, 'tau3': 800,\\\n", " 'alpha': 0.7, 'k2': -5, 'o1': 0.1, 'dt': 1000/150.}\n", "\n", "file = './data/File225+L-Moff.txt'; # yes, +L-M" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lum_signalM, lum_signalL = filter_video_PC('../stimuli/1x10_256.mpg', 9750, fitparameters)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "signalM = SimpleLowpass(fitparameters['lum_factor']*lum_signalM, fitparameters['dt'], fitparameters['tau1'])\n", "signalM = SimpleLowpass(signalM, fitparameters['dt'], fitparameters['tau1'])\n", "signalM = SimpleLowpass(signalM, fitparameters['dt'], fitparameters['tau1'])\n", "signalM = LuminanceGainControl(signalM, fitparameters['dt'], fitparameters['tau2'])\n", "\n", "signalL = SimpleLowpass(fitparameters['lum_factor']*lum_signalL, fitparameters['dt'], fitparameters['tau1']) \n", "signalL = SimpleLowpass(signalL, fitparameters['dt'], fitparameters['tau1'])\n", "signalL = SimpleLowpass(signalL, fitparameters['dt'], fitparameters['tau1'])\n", "signalL = LuminanceGainControl(signalL, fitparameters['dt'], fitparameters['tau2'])\n", "\n", "bM = nltan(signalM, fitparameters['k1'])\n", "bL = nltan(signalL, fitparameters['k1'])\n", "out = rec( bM - fitparameters['alpha']*bL )\n", "\n", "out = SimpleHighpass(out, fitparameters['dt'], fitparameters['tau3'])\n", "Rpc = rec(fitparameters['k2']*out + fitparameters['o1'])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shift = 1 #shift 1 - as all PC cells\n", "\n", "pl.rcParams['figure.figsize'] = [15, 4]\n", "\n", "cell_activity = np.loadtxt(file)\n", "ttC = np.arange(0, len(cell_activity[:,0])/150., 1/150.)\n", "pl.plot(ttC, cell_activity[:,0], label = file)\n", "\n", "ttM = np.arange(-5+shift*0.006, -5+shift*0.006+len(Rpc)/150., 1/150.)\n", "pl.plot(ttM, Rpc, label = 'PC off model')\n", "\n", "pl.xlim([0, 5])\n", "pl.ylim([0,1.0])\n", "cc = compare_to_file(file, Rpc, fitparameters['dt'], 0, shift) \n", "pl.title('r=' + str(cc))\n", "pl.xlabel(\"Time [s]\")\n", "pl.ylabel(\"Activity\")\n", "pl.legend();" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.9.1" } }, "nbformat": 4, "nbformat_minor": 2 }