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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Further analysis" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "pypillometry_path=\"../../pupil/pypillometry/\"\n", | |
| "import sys\n", | |
| "sys.path.insert(0,pypillometry_path) # this is not needed if you have installed pypillometry\n", | |
| "import pypillometry as pp\n", | |
| "import pylab as plt\n", | |
| "plt.rcParams.update({'figure.max_open_warning': 0})\n", | |
| "import pandas as pd\n", | |
| "import numpy as np\n", | |
| "import os, glob" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# generated by `preproc.ipynb`\n", | |
| "preprocs=pp.pd_read_pickle(\"data/export/eye_preproc.pd\")\n", | |
| "preprocs={subj:d.scale() for subj,d in preprocs.items()}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Cue-locked grand-ERPD congruent vs. conflict trials " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def is_conflict_cue(x):\n", | |
| " xs=x.split(\"_\")\n", | |
| " return True if len(xs)>=2 and xs[0]==\"C\" and xs[1] in [\"NW\",\"GA\"] else False\n", | |
| "def is_congruent_cue(x):\n", | |
| " xs=x.split(\"_\")\n", | |
| " return True if len(xs)>=2 and xs[0]==\"C\" and xs[1] in [\"GW\",\"NA\"] else False" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "erpd_congruent=pp.group_erpd(preprocs.values(), \"congruent\", is_congruent_cue, (-200,0), (-500,2000))\n", | |
| "erpd_conflict =pp.group_erpd(preprocs.values(), \"conflict\", is_conflict_cue, (-200,0), (-500,2000))\n", | |
| "erpd_congruent.plot(erpd_conflict)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Cue-locked Grand-ERPDs per card-type" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "card_types=[\"GW\", \"GA\", \"NW\", \"NA\"]\n", | |
| "erpd_cardtypes={ct:pp.group_erpd(preprocs.values(), ct, \"C_%s\"%ct, (-200,0), (-500,2000)) for ct in card_types}\n", | |
| "pp.pd_write_pickle(erpd_cardtypes, \"data/export/erpd_cardtypes.pd\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "erpd_cardtypes=pp.pd_read_pickle(\"data/export/erpd_cardtypes.pd\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "pp.plot_erpds(list(erpd_cardtypes.values()))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Cue-locked Grand-ERPDs per card-type and block" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "1\n", | |
| "2\n", | |
| "3\n", | |
| "4\n", | |
| "5\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "erpd_ct_per_block=[]\n", | |
| "for block in range(1,5+1):\n", | |
| " print(block)\n", | |
| " erpd={ct:pp.group_erpd(preprocs.values(), ct, \"C_%s_%i\"%(ct,block), (-200,0), (-500,2000)) for ct in card_types}\n", | |
| " erpd_ct_per_block.append(erpd)\n", | |
| "pp.pd_write_pickle(erpd_ct_per_block, \"data/export/erpd_ct_per_block.pd\") " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "erpd_ct_per_block=pp.pd_read_pickle(\"data/export/erpd_ct_per_block.pd\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1440x720 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.figure(figsize=(20,10))\n", | |
| "for block in range(5):\n", | |
| " plt.subplot(2,3,block+1)\n", | |
| " pp.plot_erpds(list(erpd_ct_per_block[block].values()))\n", | |
| " plt.title(\"block %i\"%(block+1))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Grand-ERPD passive viewing" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 28, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "erpd_pv=pp.group_erpd(preprocs.values(), \"passive\", \"V_UD\", (-200,0), (-500,3000))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 29, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "erpd_pv.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## ERPD by block and card-type and group" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 45, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import glob\n", | |
| "conditions={subj:pd.read_csv(glob.glob(\"data/behavioural/%s_*.csv\"%subj)[0], comment='#').condition[0] for subj in preprocs.keys()}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 47, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "{'4': 'yoked_bad',\n", | |
| " '39': 'yoked_good',\n", | |
| " '44': 'yoked_good',\n", | |
| " '56': 'yoked_bad',\n", | |
| " '35': 'yoked_good',\n", | |
| " '11': 'yoked_good',\n", | |
| " '37': 'yoked_good',\n", | |
| " '29': 'yoked_bad',\n", | |
| " '54': 'yoked_good',\n", | |
| " '25': 'yoked_bad',\n", | |
| " '46': 'yoked_bad',\n", | |
| " '13': 'yoked_good',\n", | |
| " '6': 'yoked_bad',\n", | |
| " '17': 'yoked_bad',\n", | |
| " '21': 'yoked_good',\n", | |
| " '42': 'yoked_bad',\n", | |
| " '33': 'yoked_good',\n", | |
| " '50': 'yoked_good',\n", | |
| " '2': 'yoked_good',\n", | |
| " '19': 'yoked_good',\n", | |
| " '52': 'yoked_good',\n", | |
| " '31': 'yoked_bad',\n", | |
| " '40': 'yoked_bad',\n", | |
| " '23': 'yoked_bad',\n", | |
| " '26': 'yoked_good',\n", | |
| " '49': 'yoked_bad',\n", | |
| " '34': 'yoked_good',\n", | |
| " '9': 'yoked_good',\n", | |
| " '7': 'yoked_good',\n", | |
| " '12': 'yoked_bad',\n", | |
| " '55': 'yoked_bad',\n", | |
| " '36': 'yoked_good',\n", | |
| " '47': 'yoked_good',\n", | |
| " '24': 'yoked_good',\n", | |
| " '3': 'yoked_bad',\n", | |
| " '43': 'yoked_bad',\n", | |
| " '51': 'yoked_bad',\n", | |
| " '32': 'yoked_bad',\n", | |
| " '16': 'yoked_bad',\n", | |
| " '30': 'yoked_bad',\n", | |
| " '53': 'yoked_bad',\n", | |
| " '41': 'yoked_bad',\n", | |
| " '14': 'yoked_bad',\n", | |
| " '1': 'yoked_bad'}" | |
| ] | |
| }, | |
| "execution_count": 47, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "conditions" | |
| ] | |
| } | |
| ], | |
| "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": "3.7.7" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 4 | |
| } |
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