{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Event-Related Pupil Dilations\n", "\n", "We are often interested in how the pupil responds to certain events, for example stimuli. On method to investigate this question is to extract the average pupil-dilation surrounding the events of interest." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sys\n", "sys.path.insert(0,\"..\") # this is not needed if you have installed pypillometry\n", "import pypillometry as pp\n", "import pylab as plt\n", "import numpy as np\n", "import pylab as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we will use the dataset created in the [importdata](importdata.html) example. We download this dataset `test.pd` from the Github page." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "d=pp.PupilData.from_file(\"https://github.com/ihrke/pypillometry/raw/master/data/test.pd\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we apply a basic blink-detection and interpolation pipeline as illustrated in the [blinks](blinks.html) example." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "d2=d.blinks_detect(min_offset_len=2)\\\n", " .blinks_merge(100)\\\n", " .blinks_interp_mahot(margin=(50,150))\\\n", " .lowpass_filter(cutoff=5)\\\n", " .scale()\n", " \n", "plt.figure(figsize=(15,5))\n", "plot_range=(3,4)\n", "d2.plot(plot_range, units=\"min\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we want to create ERPDs based on some of the event-markers in this dataset. The markers in this set have a special structure where each label consists of information about experimental condition, block etc. We can take a look at the first few events:" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['C_GW_1_1_UD_UD',\n", " 'F_GW_1_1_10_0',\n", " 'C_NW_1_2_UD_UD',\n", " 'R_NW_1_2_UD_UD',\n", " 'F_NW_1_2_-1_0']" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(d2.event_labels[0:5])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first letter contains information about which stimulus was presented, the letter combination after the first underscore codes the experimental condition. We can use the dataset's `get_erpd()` function to extract the pupillary signal in the vicinity of some of these events. For that, we have to indicates which events we want to select by providing the `event_select` argument to that function. We start by extracting all stimuli coded as \"C\" (cues) by providing `event_select=\"C_\"` as an argument. This will match all labels that contain the string \"C_\" somewhere. We set the name of the object to `\"cue\"` to distinguish this ERPD from others we will create soon. Finally, we apply a baseline-correction using the `baseline_win` parameter (setting this to `None` results in no baseline correction)." ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ERPD(cue):\n", " nevents: 75\n", " n : 1250\n", " window : (-500.0, 2000.0)" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "erpd_cue=d2.get_erpd(\"cue\", event_select=\"C_\", baseline_win=(-200,0))\n", "erpd_cue" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This ERPD contains data from 75 trials and goes from 500 ms before the cue-onset until 2000 ms post-cue onset. We can use the `plot()` function of that object to visualize the curve. In addition to the mean curve and its standard error, we also get the percentage of missing (interpolated) datapoints in the dataset (the light blue curve). We can choose what is displayed as the errorbars by passing a function to `varfct`. For example, we can use `varfct=np.std` to display standard deviation instead of standard error." ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,5))\n", "plt.subplot(121)\n", "erpd_cue.plot()\n", "plt.subplot(122)\n", "erpd_cue.plot(varfct=np.std)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes, extracting labels based on string-matching alone is not sufficient. For example, in our current dataset, we would like to compare cues (labels starting with \"C_\") that come from condition \"GW\" and \"NA\" against the cues from conditions \"NW\" and \"GA\" (what exactly that means is not so important for the present purposes). We can achieve that by passing a filter-function as argument `event_select` instead of passing a string. Such a function should return `True` whenever a label should be used and `False` when it should not be used. Here is an example of two such functions, one for cues from the \"GW\"/NA\" conditions (call them \"congruent\") and one for the \"NW\"/\"GA\" conditions (call them \"conflict\")." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "def is_conflict_cue(x):\n", " xs=x.split(\"_\")\n", " if len(xs)>=2 and xs[0]==\"C\" and xs[1] in [\"NW\",\"GA\"]:\n", " return True\n", " else:\n", " return False\n", "def is_congruent_cue(x):\n", " xs=x.split(\"_\")\n", " if len(xs)>=2 and xs[0]==\"C\" and xs[1] in [\"GW\",\"NA\"]:\n", " return True\n", " else:\n", " return False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, the label is split into parts using the substring \"_\". Further, we return `True` only when the first element is a \"C\" and the second element is one of the relevant conditions. We can try whether this function works, by applying them to some labels:" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(True, False)" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "is_congruent_cue(\"C_GW\"), is_congruent_cue(\"C_GA\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now get to ERPD objects, one for each of the filter-functions." ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "erpd_conf=d2.get_erpd(\"conflict\", event_select=is_conflict_cue, baseline_win=(-200,0))\n", "erpd_cong=d2.get_erpd(\"congruent\", event_select=is_congruent_cue, baseline_win=(-200,0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can plot the two objects together. For that, we can pass one of the objects as an additional argument to the `plot()` function of the other one:" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "erpd_conf.plot(overlays=erpd_cong)" ] } ], "metadata": { "hide_input": false, "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }