{ "cells": [ { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Unsupervised Learning and Extraction of Blinking Patterns" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import espbm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Loading" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
FrameEAR_rEAR_l
000.2862740.269362
110.2912120.268412
220.2912120.269362
330.2977980.270195
440.2914790.269233
\n", "
" ], "text/plain": [ " Frame EAR_r EAR_l\n", "0 0 0.286274 0.269362\n", "1 1 0.291212 0.268412\n", "2 2 0.291212 0.269362\n", "3 3 0.297798 0.270195\n", "4 4 0.291479 0.269233" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ear_data = pd.read_csv('data/sample_ear_short.csv')\n", "display(ear_data.head())\n", "\n", "ear_l = ear_data['EAR_l'].values\n", "ear_r = ear_data['EAR_r'].values" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "espbm.plot.ear_time_series(ear_l, ear_r)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Manual Definition of Blinking State" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "prototype, params = espbm.manual.define_prototype(return_params=True)\n", "espbm.plot.manual_prototype(prototype=prototype, params=params)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/buechner/anaconda3/envs/espbm/lib/python3.10/site-packages/numba/np/ufunc/parallel.py:371: NumbaWarning: The TBB threading layer requires TBB version 2021 update 6 or later i.e., TBB_INTERFACE_VERSION >= 12060. Found TBB_INTERFACE_VERSION = 12050. The TBB threading layer is disabled.\n", " warnings.warn(problem)\n" ] } ], "source": [ "matches_l = espbm.match.find_prototype(ear_l, prototype, max_prototype_distance=3.0)\n", "matches_r = espbm.match.find_prototype(ear_r, prototype, max_prototype_distance=3.0)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Contains 11 matches\n", "Matches: [[589, 689, 3.5358267697667203], [1708, 1808, 3.0173705742151613], [2947, 3047, 7.50379639420479], [4154, 4254, 2.549847694541923], [6146, 6246, 3.8319857889474234], [6688, 6788, 7.9008293941488486], [9486, 9586, 5.908257854329013], [11121, 11221, 5.947827087428848], [12484, 12584, 4.0799082441139225], [14851, 14951, 3.5085707593298734], [17270, 17370, 3.6808498247376025]]\n" ] } ], "source": [ "espbm.match.describe(matches_l)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "espbm.plot.matches(ear_l, ear_r, matches_l, matches_r)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "matches_l = espbm.match.find_prototype(ear_l, prototype)\n", "matches_r = espbm.match.find_prototype(ear_r, prototype)\n", "matches_l, matches_r = espbm.match.index_matching(matches_l, matches_r)\n", "espbm.plot.matches(ear_l, ear_r, matches_l, matches_r)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interactive Demo" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from ipywidgets import interact" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "be01cb33fcb94794bf69a667288401e7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatSlider(value=10.0, description='sig1', max=20.0, min=1.0, step=1.0), FloatSlider(va…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# interactive selection of prototype parameters\n", "@interact(\n", " sig1=(1.0, 20.0, 1.0),\n", " sig2=(1.0, 20.0, 1.0),\n", " prominance=(0.0, 0.3, 0.01),\n", " apex_location=(0.0, 1.0, 0.1),\n", " window_size=(50, 200, 25),\n", " noise=[False, True],\n", ")\n", "def g(sig1, sig2, prominance, apex_location, window_size, noise):\n", " prototype, params = espbm.manual.define_prototype(\n", " sig1=sig1,\n", " sig2=sig2,\n", " baseline=0.3,\n", " prominance=prominance,\n", " apex_location=apex_location,\n", " window_size=window_size,\n", " noise=noise,\n", " return_params=True\n", " )\n", " espbm.plot.manual_prototype(prototype=prototype, params=params)\n", " plt.show()" ] } ], "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": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 2 }