{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Figure 4 - Effective variables\n", "\n", "Create the figure panels describing the model's effective variables dependencies on US frequency, US amplitude and sonophore radius." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import matplotlib.pyplot as plt\n", "from PySONIC.plt import plotEffectiveVariables\n", "from PySONIC.utils import logger\n", "from PySONIC.neurons import getPointNeuron\n", "from utils import saveFigsAsPDF" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot parameters" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "figindex = 4\n", "fs = 12\n", "lw = 2\n", "ps = 15\n", "figs = {}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulation parameters" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "pneuron = getPointNeuron('RS')\n", "a = 32e-9 # m\n", "Fdrive = 500e3 # Hz\n", "Adrive = 50e3 # Pa" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Panel A: dependence on acoustic amplitude" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 252x720 with 11 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotEffectiveVariables(pneuron, a=a, f=Fdrive, cmap='Oranges', zscale='log')\n", "figs['a'] = fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Panel B: dependence on US frequency" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 28/04/2020 22:17:14: Rounding f value (4000000.000000001) to interval upper bound (4000000.0)" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 252x720 with 11 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotEffectiveVariables(pneuron, a=a, A=Adrive, cmap='Greens', zscale='log')\n", "figs['b'] = fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Panel C: dependence on sonophore radius" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 252x720 with 11 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotEffectiveVariables(pneuron, f=Fdrive, A=Adrive, cmap='Blues', zscale='log')\n", "figs['c'] = fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save figure panels\n", "\n", "Save figure panels as **pdf** in the *figs* sub-folder:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "saveFigsAsPDF(figs, figindex)" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }