From 456bc9961f8f363c43d3cc3492b5d6bfd1a9baee Mon Sep 17 00:00:00 2001 From: Franziska Oschmann <franziskaoschmann@staff-net-als-0690.ethz.ch> Date: Mon, 9 Sep 2019 09:47:18 +0200 Subject: [PATCH] added visualization of eeg-data --- 09_eeg_use_case.ipynb | 73 ++++++++++++++++++++++--------------------- 1 file changed, 37 insertions(+), 36 deletions(-) diff --git a/09_eeg_use_case.ipynb b/09_eeg_use_case.ipynb index f8358fc..af4418e 100644 --- a/09_eeg_use_case.ipynb +++ b/09_eeg_use_case.ipynb @@ -118,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -133,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -152,7 +152,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -181,24 +181,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "(-1, 1100)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x360 with 2 Axes>" + "<Figure size 504x720 with 5 Axes>" ] }, "metadata": { @@ -208,26 +198,36 @@ } ], "source": [ - "plt.figure(figsize = (10,5))\n", - "plt.subplot(1, 2, 1)\n", - "plt.plot(all_events[:5000, 0]*3000, 'gray', alpha = .5)\n", - "plt.plot(all_events[:5000, 1]*3000, 'gray', alpha = .5)\n", - "plt.plot(all_events[:5000, 2]*3000, 'gray', alpha = .5)\n", - "plt.plot(all_events[:5000, 3]*3000, 'gray', alpha = .5)\n", - "plt.plot(all_events[:5000, 4]*3000, 'gray', alpha = .5)\n", - "plt.plot(all_events[:5000, 5]*3000, 'gray', alpha = .5)\n", - "plt.plot(all_data[:5000,10])\n", - "plt.ylim(-1, 1100)\n", - "\n", - "plt.subplot(1, 2, 2)\n", - "plt.plot(all_events[:1500, 0]*1100, 'gray', alpha = .5)\n", - "plt.plot(all_events[:1500, 1]*1100, 'gray', alpha = .5)\n", - "plt.plot(all_events[:1500, 2]*1100, 'gray', alpha = .5)\n", - "plt.plot(all_events[:1500, 3]*1100, 'gray', alpha = .5)\n", - "plt.plot(all_events[:1500, 4]*1100, 'gray', alpha = .5)\n", - "plt.plot(all_events[:1500, 5]*1100, 'gray', alpha = .5)\n", - "plt.plot(all_data[:1500,25])\n", - "plt.ylim(-1, 1100)" + "cols = ['C0', 'C1', 'C2', 'C3']\n", + "ix = np.arange(len(columns))[::8]\n", + "columns = pd.read_csv(path + all_data_sort[0]).columns[1:]\n", + "labels = columns[::8]\n", + "plt.figure(figsize = (7,10))\n", + "plt.subplots_adjust(hspace = 0.3)\n", + "for i, ch in enumerate(ix):\n", + " ax = plt.subplot(5,1,i+1)\n", + " ax.plot(all_data[(start-500):(start+3500), ch], linewidth = 1.5, color = cols[i], label = labels[i])\n", + " ax.spines['right'].set_visible(False)\n", + " ax.spines['top'].set_visible(False)\n", + " ax.set_yticks([])\n", + " ax.set_xticks([])\n", + " ax.legend(loc='upper left', bbox_to_anchor= (0, 1.1), fontsize = 14)\n", + " ax.set_ylim(-500,3000)\n", + " \n", + "ax = plt.subplot(5,1,5)\n", + "ax.spines['right'].set_visible(False)\n", + "ax.spines['top'].set_visible(False)\n", + "ax.spines['left'].set_visible(False)\n", + "ax.set_yticks([])\n", + "ax.set_xticks([])\n", + "ax.plot(all_events[(start-500):(start+3500)], linewidth = 2)\n", + "ax.set_xticks(np.arange(0,4100,1000))\n", + "ax.set_xticklabels(['0', '2', '4', '6', '8'], fontsize = 14)\n", + "ax.set_xlabel('Time [sec]', fontsize = 14)\n", + "ax.set_ylim(0.1,1)\n", + "lgd = ax.legend(['1', '2', '3', '4', '5', '6'],\n", + " loc='lower left', bbox_to_anchor= (0.85, 0.1), ncol=2, \n", + " borderaxespad=0, frameon=True, fontsize = 12)" ] }, { @@ -685,6 +685,7 @@ } ], "metadata": { + "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3", "language": "python", -- GitLab