{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Importing Data from Eyelink EDF files Example" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sys, os\n", "sys.path.insert(0,\"..\") # this is not needed if you have installed pypillometry\n", "import pypillometry as pp\n", "import pandas as pd\n", "import numpy as np\n", "import pylab as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The easiest way is to use a local filename or a URL where the EDF file is stored:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "tmpfxwzpzg0: 100%|██████████| 14.2M/14.2M [00:01<00:00, 11.6MiB/s]\n", "\u001b[32mpp: 10:45:45\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mread_eyelink\u001b[0m:\u001b[36m582\u001b[0m | \u001b[1mLoading EDF file: /tmp/tmpfxwzpzg0 (current log level: INFO, set to DEBUG to see eyelinkio output)\u001b[0m\n" ] }, { "data": { "text/plain": [ "EyeData(tmpfxwzpzg0, 61.1MiB):\n", " n : 598885\n", " sampling_rate : 500.0\n", " data : ['left_x', 'left_y', 'left_pupil', 'right_x', 'right_y', 'right_pupil']\n", " nevents : 1685\n", " screen_limits : ((0, 1280), (0, 1024))\n", " physical_screen_size: not set\n", " screen_eye_distance : not set\n", " duration_minutes : 19.962833333333336\n", " start_min : 0.0\n", " end_min : 19.9628\n", " parameters : {}\n", " glimpse : EyeDataDict(vars=6,n=598885,shape=(598885,)): \n", " left_x (float64): 668.2000122070312, 660.5999755859375, 650.0, 639.0999755859375, 628.4000244140625...\n", " left_y (float64): 491.1000061035156, 490.1000061035156, 489.3999938964844, 488.5, 488.0...\n", " left_pupil (float64): 724.0, 724.0, 725.0, 727.0, 727.0...\n", " right_x (float64): 682.7999877929688, 679.5, 674.5, 662.7000122070312, 644.2999877929688...\n", " right_y (float64): 505.20001220703125, 502.8999938964844, 501.29998779296875, 499.0, 496.3999938964844...\n", " right_pupil (float64): 637.0, 642.0, 644.0, 639.0, 636.0...\n", "\n", " eyes : ['right', 'left']\n", " nblinks : {}\n", " blinks : {'right': None, 'left': None}\n", " params : {}\n", " Info: 1 keys: eyelink_info\n", " History:\n", " *\n", " └ fill_time_discontinuities()" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url='https://osf.io/trsuq/download' # will download the file from OSF\n", "d = pp.EyeData.from_eyelink(url)\n", "d" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also cache a local copy of the file to avoid further downloads. The following command will download the file only the first time and read it from the local file the second time it is run:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 10:43:39\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mread_eyelink\u001b[0m:\u001b[36m582\u001b[0m | \u001b[1mLoading EDF file: example_data/test.edf (current log level: INFO, set to DEBUG to see eyelinkio output)\u001b[0m\n" ] } ], "source": [ "d=pp.EyeData.from_eyelink(url, cache_file=\"example_data/test.edf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This works for publicly shared EDF files such as the one under the link . If you want to load data from a private OSF repository, you will need to authenticate first. To do that, create a \"Personal access token\" on your OSF page under . \n", "\n", "Copy that token and store it in a variable or a protected file (CAUTION: if you share that token, they will be able to access your private OSF data). Here, I stored my token in a file \"my_osf_token.secret\" so that the token is not revealed in the documentation:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 10:47:38\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mosf_authenticate\u001b[0m:\u001b[36m81\u001b[0m | \u001b[1mOSF token validation succeeded.\u001b[0m\n", "tmpml4svjq1: 100%|██████████| 43.9M/43.9M [00:05<00:00, 8.24MiB/s]\n", "\u001b[32mpp: 10:47:46\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mread_eyelink\u001b[0m:\u001b[36m582\u001b[0m | \u001b[1mLoading EDF file: /tmp/tmpml4svjq1 (current log level: INFO, set to DEBUG to see eyelinkio output)\u001b[0m\n", "\u001b[32mpp: 10:48:20\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mfrom_eyelink\u001b[0m:\u001b[36m682\u001b[0m | \u001b[1mFiltering out Eyelink triggers\u001b[0m\n" ] } ], "source": [ "private_url = \"https://osf.io/5vkj3/download\"\n", "\n", "# read the token from the file\n", "with open(\"my_osf_token.secret\") as f:\n", " token = f.read().strip()\n", "\n", "# use the token to authenticate to OSF\n", "session = pp.osf_authenticate(token, validate=True)\n", "d = pp.EyeData.from_eyelink(private_url, session=session)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is an `EyeData` object containing all the data and samples." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the timeseries for a minute of data (min 10-11)\n", "d.plot_timeseries( (10, 11), units=\"min\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: The `EyeData.from_eyelink()` function removes Eyelink's triggers related to calibration and validation. If you want those, you can use keyword arguments\n", "\n", "- `remove_eyelink_triggers=False` to keep those\n", "- `return_edf_obj=True` to return the original `eyelinkio` object that contains all information (including saccade detection etc)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "tmpr8bngegk: 100%|██████████| 43.9M/43.9M [00:03<00:00, 14.0MiB/s]\n", "\u001b[32mpp: 10:53:42\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mread_eyelink\u001b[0m:\u001b[36m582\u001b[0m | \u001b[1mLoading EDF file: /tmp/tmpr8bngegk (current log level: INFO, set to DEBUG to see eyelinkio output)\u001b[0m\n", "\u001b[32mpp: 10:54:17\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mfrom_eyelink\u001b[0m:\u001b[36m682\u001b[0m | \u001b[1mFiltering out Eyelink triggers\u001b[0m\n" ] }, { "data": { "text/plain": [ " \n", " Version: EYELINK II 1 \n", " Eye: BINOCULAR \n", " Pupil unit: PUPIL_AREA \n", " Sampling frequency: 1000.0 Hz \n", " Calibrations: 4 \n", " Length: 1905.643 seconds " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d,edfobj = pp.EyeData.from_eyelink(private_url, session=session, return_edf_obj=True)\n", "edfobj" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'messages': array([( 0. , b'!CAL \\n>>>>>>> CALIBRATION (HV9,P-CR) FOR LEFT: <<<<<<<<<'),\n", " ( 0. , b'!CAL Calibration points: '),\n", " ( 0. , b'!CAL -15.8, -58.2 0, 264 '), ...,\n", " (1875.54 , b'TRIG_TASK_END_253'),\n", " (1905.633, b'TRIG_SESSION_END_249'), (1905.642, b'RECORDING_STOP')],\n", " dtype=[('stime', '