{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ensemble average\n", "\n", "> Marcos Duarte \n", "> [Laboratory of Biomechanics and Motor Control](https://bmclab.pesquisa.ufabc.edu.br/) \n", "> Federal University of ABC, Brazil" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A usual procedure employed to present the average pattern of a variable as a function of time or movement cycle across trials or across subjects is to show the ensemble average curve, which is a fancy name for (typically) the mean $\\pm$ 1 standard-deviation curve.\n", "\n", "Let's simulate some data and explore different aesthetic variations to present the ensemble average." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2019-11-20T20:19:47.223181Z", "start_time": "2019-11-20T20:19:47.054140Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import sys\n", "from tnorma import tnorma" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2019-11-20T20:19:48.431212Z", "start_time": "2019-11-20T20:19:48.038549Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# slighly different data with slightly different duration (number of points)\n", "from scipy.signal import butter, filtfilt\n", "# Butterworth filter\n", "b, a = butter(1, (5/(100/2)), btype = 'low')\n", "N = 10\n", "y = np.empty([120, N]) * np.NaN\n", "for i in range(N):\n", " t = np.arange(0, 100 + np.random.randint(-20, high=20)) / 100\n", " y[0: t.size, i] = 2*np.sin(2 * np.pi * t) + np.random.randn(t.size) / 2 + t.size / 20\n", " y[0: t.size, i] = filtfilt(b, a, y[0: t.size, i])\n", "\n", "plt.figure(figsize=(9, 4))\n", "plt.plot(y)\n", "plt.xlabel('data points')\n", "plt.title('Plot of trials')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To calculate the mean and standard deviation across these trials the different trials must have the same number of points. \n", "We can do this with the [time normalization of data](http://nbviewer.ipython.org/github/demotu/BMC/blob/master/notebooks/TimeNormalization.ipynb), where we will normalize each trial to the same percent cycle (from 0 to 100%):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2019-11-20T20:19:49.974921Z", "start_time": "2019-11-20T20:19:49.789443Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# yn, tn, indie = tnorma(y, axis=0, step=1, k=3, smooth=0, mask=None,\n", "# nan_at_ext='delete', show=False, ax=None)\n", "yn, tn, indie = tnorma(y)\n", "# plot of the normalized data\n", "plt.figure(figsize=(10, 5))\n", "plt.plot(yn)\n", "plt.xlabel('Cycle [%]')\n", "plt.title('Plot of normalized trials')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, the trials have the same number of points, now we can calculate the mean and standard deviation curves and plot the ensemble average" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2019-11-20T20:19:52.019040Z", "start_time": "2019-11-20T20:19:51.877516Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ym, ysd = np.mean(yn, axis=1), np.std(yn, axis=1, ddof=1) # one line is all we need\n", "# plot of the ensemble average\n", "plt.figure(figsize=(10,5))\n", "plt.errorbar(tn, ym, ysd, linewidth=2)\n", "plt.xlabel('Cycle [%]')\n", "plt.title('Plot of ensemble average')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And here are some aesthetic variations to show the ensemble average:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2019-11-20T20:19:54.394738Z", "start_time": "2019-11-20T20:19:53.662726Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rc('axes', labelsize=10, titlesize=12)\n", "plt.rc('xtick', labelsize=10)\n", "plt.rc('ytick', labelsize=10)\n", "plt.figure(figsize=(10, 7))\n", "\n", "ax1 = plt.subplot(221)\n", "ax1.set_title('Errorbar every two data points and zero cap size')\n", "ax1.errorbar(tn, ym, ysd, color = [0, 0, 1, 0.5], capsize=0, errorevery=2, lw=4)\n", "\n", "ax2 = plt.subplot(222)\n", "ax2.set_title('Mean curve and shaded area')\n", "ax2.fill_between(tn, ym+ysd, ym-ysd, color = [0, 0, 1, 0.5])\n", "ax2.plot(tn, ym, color = [0, 0, 1, .8], lw=2, label='Data')\n", "ax2.legend(fontsize=14, loc='best', framealpha=.8)\n", "\n", "ax3 = plt.subplot(223)\n", "ax3.set_title('Semi-transparent shaded areas overlap well')\n", "ax3.fill_between(tn, ym+ysd, ym-ysd, color=[0, 0, 1, 0.5], edgecolor=None)\n", "y2 = np.mean(ym) - ym + ym[0]\n", "ax3.fill_between(tn, y2+ysd, y2-ysd, color=[1, 0, 0, 0.5], edgecolor=None)\n", "ax3.set_xlabel('Cycle [%]')\n", "p1 = plt.Rectangle((0, 0), 1, 1, color=[0, 0, 1, 0.5])\n", "p2 = plt.Rectangle((0, 0), 1, 1, color=[1, 0, 0, 0.5])\n", "# fill_between() command creates a PolyCollection that is not supported by the legend()\n", "ax3.legend([p1, p2], ['Group 1', 'Group 2'], fontsize=14, loc='best', framealpha=.8)\n", "\n", "ax4 = plt.subplot(224)\n", "ax4.set_title('Combine errorbar and shaded area')\n", "ax4.errorbar(tn, ym, ysd, color = [0, 0, 1, 0.5], capsize=0, lw=1.5)\n", "y2 = np.mean(ym) - ym + ym[0]\n", "ax4.fill_between(tn, y2+ysd, y2-ysd, color=[1, 0, 0, 0.5], edgecolor=None)\n", "ax4.set_xlabel('Cycle [%]')\n", "p1 = plt.Line2D((0, 1), (1, 1), color=[0, 0, 1, 1], lw=1.5)\n", "p2 = plt.Rectangle((0, 0), 1, 1, color=[1, 0, 0, 0.5])\n", "# fill_between() command creates a PolyCollection that is not supported by the legend()\n", "ax4.legend([p1, p2], ['Group 1', 'Group 2'], fontsize=14, loc='best', framealpha=.8)\n", "\n", "plt.suptitle(r'$\\mathrm{Aesthetic\\,variations\\,for\\,the\\,ensemble\\,average}$', fontsize=18, y=1.04)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of mean and standard deviation we can use median and the first and third quartiles:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2017-12-30T06:47:24.336704Z", "start_time": "2017-12-30T06:47:24.161285Z" } }, "outputs": [ { "data": { "image/png": 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", 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