{ "cells": [ { "cell_type": "markdown", "id": "e1bbfcb3", "metadata": {}, "source": [ "# Modeling the pupillometric signal\n", "\n", "The algorithms in this notebook, together with simulation studies showing their advantage over more traditional approaches, are described in\n", "\n", "> Mittner, M., & Groot, J. M. (2025). A novel method for modeling tonic and phasic pupil dynamics in humans. *Behavior Research Methods*, 57(9), 233. \n", "\n", "Please cite this paper if you use `pupil.estimate_baseline()` or `pupil.estimate_response()`." ] }, { "cell_type": "code", "execution_count": 1, "id": "1b7e03cd", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:34.779740Z", "iopub.status.busy": "2026-11-10T13:34:34.779594Z", "iopub.status.idle": "2026-11-10T13:34:35.882330Z", "shell.execute_reply": "2026-11-10T13:34:35.881405Z" } }, "outputs": [], "source": [ "import pypillometry as pp\n", "from pypillometry import u\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import scipy.stats" ] }, { "cell_type": "markdown", "id": "06db3889", "metadata": {}, "source": [ "It can be useful to think about the pupillometric signal as being composed of different components. One common assumption, based on the finding that the pupil reflects activity in the norepinephrinergic system, is that it consists of slow, tonic (baseline) and faster, phasic (response) fluctuations.\n", "\n", "To illustrate this, we simulate data according to such a model: event-induced responses are superimposed on a slow, baseline-like component. The response to each event is a scaled version of a \"response kernel\" (Hoeks & Levelt, 1993), which can be plotted with `pp.signal.plot_prf()`:" ] }, { "cell_type": "code", "execution_count": 2, "id": "4e870597", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:35.884424Z", "iopub.status.busy": "2026-11-10T13:34:35.884110Z", "iopub.status.idle": "2026-11-10T13:34:36.051689Z", "shell.execute_reply": "2026-11-10T13:34:36.050873Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6, 3))\n", "pp.signal.plot_prf(npar=10.1, tmax=930);" ] }, { "cell_type": "markdown", "id": "25dd5d87", "metadata": {}, "source": [ "We create 100 events with random inter-stimulus intervals between 0.6 and 1.4 seconds (a \"fast\" paradigm in which the responses to successive events overlap), a slowly fluctuating baseline (`pp.signal.fake_pupil_baseline()`), a response of random amplitude to each event (using the design matrix from `pp.signal.pupil_build_design_matrix()`) and some measurement noise:" ] }, { "cell_type": "code", "execution_count": 3, "id": "dd0b4522", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:36.054073Z", "iopub.status.busy": "2026-11-10T13:34:36.053913Z", "iopub.status.idle": "2026-11-10T13:34:36.383054Z", "shell.execute_reply": "2026-11-10T13:34:36.382022Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rng = np.random.default_rng(12)\n", "fs = 50 # sampling rate (Hz)\n", "ntrials = 100\n", "\n", "event_onsets = 2000 + np.cumsum(rng.uniform(600, 1400, ntrials)) # in ms\n", "duration = event_onsets[-1] + 5000 # in ms\n", "\n", "# time (ms) and baseline\n", "tx, real_baseline, _ = pp.signal.fake_pupil_baseline(duration/1000, fs, mean=1000, amplitude=100,\n", " freq=0.1, seed=12)\n", "X = pp.signal.pupil_build_design_matrix(tx, event_onsets, fs, npar=10.1, tmax=930)\n", "real_response_coef = rng.uniform(50, 150, ntrials)\n", "real_response = real_response_coef @ X\n", "noise = rng.normal(0, 5, len(tx))\n", "\n", "faked = pp.EyeData(left_pupil=real_baseline + real_response + noise, time=tx,\n", " event_onsets=event_onsets, event_labels=[\"event\"]*ntrials,\n", " name=\"simulated\")\n", "\n", "plt.figure(figsize=(15, 5))\n", "faked.plot.plot_pupil(show_events=False)\n", "plt.plot(tx/1000, real_baseline, label=\"baseline\")\n", "plt.vlines(event_onsets/1000, *plt.ylim(), color=\"grey\", alpha=0.5)\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "6336cbe9", "metadata": {}, "source": [ "The orange line is the tonic, baseline component. At each event (grey lines), a scaled response kernel is added. The challenge is to extract both the size of the response and the baseline value at each event when only using the measured pupil data (the blue line).\n", "\n", "## Traditional approaches for disentangling tonic and phasic components\n", "\n", "One common way to analyse pupillometric data on the trial-by-trial level is to extract the average signal just before an event (as a measure of the baseline) and some time after the event (as a measure of the pupil's response). In `pypillometry`, this is implemented by `stat_per_event()`, which summarizes the signal in a time window around each event.\n", "\n", "For example, the following code extracts\n", "\n", "- the average signal from 200 ms before each event until the event (`0`) as baseline\n", "- the average signal from 800 ms until 1200 ms after each event as a measure of the response\n", "\n", "The baseline is then subtracted from the response:" ] }, { "cell_type": "code", "execution_count": 4, "id": "763d7a07", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:36.385486Z", "iopub.status.busy": "2026-11-10T13:34:36.385202Z", "iopub.status.idle": "2026-11-10T13:34:36.403068Z", "shell.execute_reply": "2026-11-10T13:34:36.402284Z" } }, "outputs": [ { "data": { "text/plain": [ "{'left_pupil': array([ 755.3445703 , 910.5008777 , 932.7298659 , 1032.40897831,\n", " 1064.03141911, 1056.86661384, 1091.24004593, 1054.12046947,\n", " 1070.96222088, 1139.40891598, 1113.25888123, 1195.99348093,\n", " 1199.65930305, 1300.49149841, 1316.62737324, 1282.12409623,\n", " 1246.72110993, 1136.01067965, 1059.99835976, 1044.56272194,\n", " 956.21648324, 859.03635638, 903.51045264, 873.00710252,\n", " 876.18155969, 932.69087178, 966.2978947 , 967.53196025,\n", " 1042.23556955, 1000.24557847, 958.35198931, 921.75006445,\n", " 990.53000669, 951.96188817, 994.59993086, 997.73060282,\n", " 938.00568988, 977.57391566, 1021.453641 , 1081.30504165,\n", " 1094.97402141, 1124.03325259, 1108.26405136, 1074.26110607,\n", " 1018.94383666, 949.14281559, 968.54194546, 869.84203316,\n", " 938.66220767, 1070.52615893, 1098.13718577, 1177.17278248,\n", " 1180.59678379, 1114.84777511, 1060.63578694, 1005.37472371,\n", " 980.93643544, 1016.52835625, 1028.4051062 , 1051.84671225,\n", " 1142.5630315 , 1166.94380007, 1234.42000908, 1202.93942607,\n", " 1164.63545442, 1153.9282239 , 1118.07155382, 1140.35593043,\n", " 1219.56578743, 1148.34374671, 1237.91395018, 1177.00180163,\n", " 1044.6882333 , 956.96898122, 935.12733253, 969.56222201,\n", " 1020.253291 , 1013.06523706, 1091.89257587, 1113.22617499,\n", " 1156.46164584, 1189.72445557, 1153.85375071, 1144.32535071,\n", " 1078.47147651, 1110.182412 , 1058.94757395, 1006.90644063,\n", " 1025.38538538, 1005.60095871, 992.93209897, 991.09570187,\n", " 951.00503493, 1040.14332618, 977.77872015, 1004.7527711 ,\n", " 1038.7322798 , 1015.5552674 , 1097.69076972, 1020.27321193])}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "baseline = faked.stat_per_event(event_select=\"event\", window=(-200, 0) * u.ms)\n", "response = faked.stat_per_event(event_select=\"event\", window=(800, 1200) * u.ms)\n", "baseline" ] }, { "cell_type": "markdown", "id": "5c3c6727", "metadata": {}, "source": [ "The result contains one array per eye and variable, with one value per event. We subtract the baseline from the response:" ] }, { "cell_type": "code", "execution_count": 5, "id": "67d6e76d", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:36.405450Z", "iopub.status.busy": "2026-11-10T13:34:36.405124Z", "iopub.status.idle": "2026-11-10T13:34:36.408061Z", "shell.execute_reply": "2026-11-10T13:34:36.407362Z" } }, "outputs": [], "source": [ "baseline = baseline[\"left_pupil\"]\n", "response = response[\"left_pupil\"] - baseline" ] }, { "cell_type": "markdown", "id": "2e27a6af", "metadata": {}, "source": [ "`stat_per_event()` supports selecting specific events (`event_select=`) and any summary function (`statfct=`, default is `numpy.mean`). Masked data (e.g., blinks) is ignored when computing the statistic, so the function has to handle masked arrays (e.g., `np.ma.median` instead of `np.median`):" ] }, { "cell_type": "code", "execution_count": 6, "id": "f38d0c7d", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:36.410128Z", "iopub.status.busy": "2026-11-10T13:34:36.409801Z", "iopub.status.idle": "2026-11-10T13:34:36.431253Z", "shell.execute_reply": "2026-11-10T13:34:36.430551Z" } }, "outputs": [ { "data": { "text/plain": [ "{'left_pupil': array([ 755.92091005, 907.89529851, 930.73411829, 1031.65582806,\n", " 1063.32439519, 1056.42293438, 1090.89687451, 1050.88269661,\n", " 1069.58743809, 1139.02064069, 1111.96922201, 1195.85132123,\n", " 1200.58884988, 1304.19762758, 1318.58902327, 1281.16290544,\n", " 1247.59004759, 1133.00943923, 1059.81610238, 1045.0975211 ,\n", " 957.29146249, 859.37766491, 903.91447365, 872.71620589,\n", " 875.11773972, 935.05155369, 966.75632829, 968.71623455,\n", " 1042.46240916, 1001.13380517, 957.60786568, 922.57282414,\n", " 990.97282501, 951.78999637, 992.8116932 , 994.68552031,\n", " 936.65360014, 976.94021008, 1021.28482066, 1081.64026888,\n", " 1097.19348532, 1123.37870692, 1109.40938278, 1073.47117931,\n", " 1020.16660628, 949.9561078 , 970.5497937 , 870.9889643 ,\n", " 938.98842965, 1070.78287978, 1098.14762076, 1179.25007842,\n", " 1180.88396895, 1116.67619587, 1058.05325367, 1006.53086871,\n", " 981.29214479, 1016.15942405, 1026.96828037, 1053.22477922,\n", " 1142.1563809 , 1166.98151226, 1235.29960898, 1203.72369645,\n", " 1168.51365154, 1154.16128504, 1116.87413336, 1138.41680091,\n", " 1216.94732524, 1146.40525942, 1237.81622373, 1179.40856231,\n", " 1047.62349375, 957.71144323, 934.87009215, 973.40229597,\n", " 1019.21802694, 1009.47026062, 1087.92048071, 1114.74169578,\n", " 1153.38104173, 1193.25887528, 1156.48598797, 1144.41650203,\n", " 1075.88090747, 1111.50299268, 1061.46855166, 1004.52165797,\n", " 1023.30285072, 1007.96107893, 992.75167008, 990.87522947,\n", " 949.595824 , 1040.70773824, 977.13194747, 1006.10751207,\n", " 1042.4995676 , 1013.38451585, 1097.11168414, 1022.60628766])}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "faked.stat_per_event(event_select=\"event\", window=(-200, 0) * u.ms, statfct=np.ma.median)" ] }, { "cell_type": "markdown", "id": "e201b621", "metadata": {}, "source": [ "## Advanced methods for tonic/phasic component estimation\n", "\n", "The simple method above is appealing for its simplicity but has severe limitations. Most importantly, multiple overlapping pupillary responses can \"look like\" baseline fluctuations when added together, thereby artificially inflating baseline estimates, particularly when events are spaced closely in time (\"fast paradigms\"). For that reason, we developed specialized algorithms to disentangle tonic and phasic components of the pupillometric signal.\n", "\n", "The algorithm uses an iterative procedure to remove an initial estimate of the responses from the signal to continue to estimate the underlying baseline. Details about how this algorithm works and which parameters it supports are available in [Mittner & Groot (2025)](https://doi.org/10.3758/s13428-025-02755-7).\n", "\n", "The functionality is implemented in `pupil.estimate_baseline()` and `pupil.estimate_response()`. The response estimation depends on the estimated baseline, hence `pupil.estimate_baseline()` should be called first. Both functions are slow for high sampling rates, so it is a good idea to low-pass filter and downsample the data first (here, the simulated data already has a sampling rate of 50 Hz):" ] }, { "cell_type": "code", "execution_count": 7, "id": "cd2dbfdc", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:36.433895Z", "iopub.status.busy": "2026-11-10T13:34:36.433722Z", "iopub.status.idle": "2026-11-10T13:34:41.921162Z", "shell.execute_reply": "2026-11-10T13:34:41.918854Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:34:37\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mpupil_response\u001b[0m:\u001b[36m598\u001b[0m | \u001b[1moptimizing both npar and tmax, might take a while...\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:34:38\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mlog_progress\u001b[0m:\u001b[36m601\u001b[0m | \u001b[1mnpar=9.25, tmax=992.01\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:34:39\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mlog_progress\u001b[0m:\u001b[36m601\u001b[0m | \u001b[1mnpar=7.68, tmax=976.09\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:34:39\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mlog_progress\u001b[0m:\u001b[36m601\u001b[0m | \u001b[1mnpar=6.66, tmax=959.13\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:34:39\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mlog_progress\u001b[0m:\u001b[36m601\u001b[0m | \u001b[1mnpar=6.89, tmax=955.95\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:34:39\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mlog_progress\u001b[0m:\u001b[36m601\u001b[0m | \u001b[1mnpar=6.91, tmax=953.34\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:34:40\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mlog_progress\u001b[0m:\u001b[36m601\u001b[0m | \u001b[1mnpar=6.90, tmax=952.99\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:34:40\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mlog_progress\u001b[0m:\u001b[36m601\u001b[0m | \u001b[1mnpar=6.90, tmax=952.96\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:34:40\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mlog_progress\u001b[0m:\u001b[36m601\u001b[0m | \u001b[1mnpar=6.90, tmax=952.98\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:34:41\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mlog_progress\u001b[0m:\u001b[36m601\u001b[0m | \u001b[1mnpar=6.90, tmax=952.98\u001b[0m\n" ] } ], "source": [ "d = faked | pp.pupil.estimate_baseline() | pp.pupil.estimate_response()" ] }, { "cell_type": "markdown", "id": "88153fc8", "metadata": {}, "source": [ "Here, we allowed the two shape parameters of the response kernel, `npar` and `tmax`, to vary freely together with the amplitudes of the responses. This allows an individualized shape of the pupillary response for each subject (which appears reasonable given the results in Hoeks & Levelt, 1993) but may take a long time to optimize and can result in pathological solutions. In that case, one or both of the parameters can be fixed, for example to reasonable group-level values (e.g., `pupil.estimate_response(npar=10.1, tmax=930)`).\n", "\n", "After running these methods, the baseline is stored as a new variable `baseline` and the predicted response as variable `response`:" ] }, { "cell_type": "code", "execution_count": 8, "id": "bccf6ce9", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:41.924923Z", "iopub.status.busy": "2026-11-10T13:34:41.924300Z", "iopub.status.idle": "2026-11-10T13:34:41.932626Z", "shell.execute_reply": "2026-11-10T13:34:41.931928Z" } }, "outputs": [ { "data": { "text/plain": [ "['pupil', 'baseline', 'response']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.variables" ] }, { "cell_type": "markdown", "id": "1822317c", "metadata": {}, "source": [ "The estimated parameters of the response are stored in `d.params[\"response\"]`:" ] }, { "cell_type": "code", "execution_count": 9, "id": "a1dc2846", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:41.940259Z", "iopub.status.busy": "2026-11-10T13:34:41.939914Z", "iopub.status.idle": "2026-11-10T13:34:41.963799Z", "shell.execute_reply": "2026-11-10T13:34:41.962123Z" } }, "outputs": [ { "data": { "text/plain": [ "{'npar': np.float64(6.898073863824489),\n", " 'npar_free': True,\n", " 'tmax': np.float64(952.9813212623851),\n", " 'tmax_free': True,\n", " 'coef': array([183.28911879, 84.04643122, 77.54227549, 53.06493822,\n", " 80.82517569, 98.19065567, 66.771559 , 60.47232813,\n", " 150.46244084, 156.96295404, 42.39546353, 110.77393718,\n", " 86.08681697, 61.37768494, 68.38481793, 108.44439133,\n", " 127.15683717, 76.50062899, 117.40338136, 73.73638378,\n", " 83.78826984, 161.86545469, 95.14261821, 106.27273525,\n", " 88.61519282, 94.76137818, 112.60369117, 153.57435172,\n", " 83.21178757, 81.47609056, 107.79893068, 183.3302553 ,\n", " 66.75597556, 85.36239623, 73.62776758, 96.02169245,\n", " 120.18382614, 130.98046227, 60.55223607, 84.67406329,\n", " 76.09955041, 54.48380836, 72.6847929 , 155.25686911,\n", " 141.13478619, 163.9118957 , 48.92529894, 80.84413828,\n", " 157.44370732, 157.71781099, 206.24919954, 126.34508741,\n", " 121.80487169, 167.62832281, 187.02334815, 191.95811714,\n", " 118.65565098, 99.18828573, 83.30767876, 83.4939494 ,\n", " 73.41970949, 97.41950475, 75.12146785, 84.91750688,\n", " 85.60071323, 48.83913909, 106.40510061, 143.88505571,\n", " 32.72912238, 85.63759271, 97.54719046, 86.56839365,\n", " 102.06446948, 58.10358953, 99.21977287, 126.88673397,\n", " 90.02978459, 68.66468092, 39.91344642, 100.61478132,\n", " 86.54381202, 118.91362733, 119.97832558, 153.76445372,\n", " 177.40643497, 120.67078531, 84.15320822, 106.65904961,\n", " 87.83733635, 82.1974781 , 144.08721123, 149.99290614,\n", " 157.01548329, 100.83537451, 0. , 137.45475764,\n", " 157.59419856, 161.5473934 , 84.83611519, 186.01864865]),\n", " 'bounds': {'npar': (1, 20), 'tmax': (100, 2000)},\n", " 'valid': array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.]),\n", " 'observed': array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.]),\n", " 'min_valid': 0.5}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.params[\"response\"][\"left_pupil\"]" ] }, { "cell_type": "markdown", "id": "63e24e54", "metadata": {}, "source": [ "We can plot the estimated baseline and the full model (baseline+response) together with the data and the real baseline:" ] }, { "cell_type": "code", "execution_count": 10, "id": "11cded50", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:41.967069Z", "iopub.status.busy": "2026-11-10T13:34:41.966661Z", "iopub.status.idle": "2026-11-10T13:34:42.361633Z", "shell.execute_reply": "2026-11-10T13:34:42.360433Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "plt.plot(d.tx/1000, d[\"left\", \"pupil\"], label=\"data\")\n", "plt.plot(d.tx/1000, real_baseline, label=\"real baseline\")\n", "plt.plot(d.tx/1000, d[\"left\", \"baseline\"], label=\"estimated baseline\")\n", "plt.plot(d.tx/1000, d[\"left\", \"baseline\"] + d[\"left\", \"response\"], label=\"model (baseline+response)\")\n", "plt.xlabel(\"seconds\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "77f771d0", "metadata": {}, "source": [ "The estimated baseline is more wiggly than the real one but gives a considerably better estimate than the traditional method. The overall fit of the model is excellent (which is to be expected for simulated data).\n", "\n", "We can quantify how well the baseline estimation works relative to the traditional method by comparing both to the \"ground truth\" which is available for simulated data. We get the real and estimated baseline at each event onset with `stat_per_event()`:" ] }, { "cell_type": "code", "execution_count": 11, "id": "5157662c", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:42.365341Z", "iopub.status.busy": "2026-11-10T13:34:42.365064Z", "iopub.status.idle": "2026-11-10T13:34:42.429914Z", "shell.execute_reply": "2026-11-10T13:34:42.428803Z" } }, "outputs": [], "source": [ "# store the real baseline as a variable so that we can use stat_per_event()\n", "d.data[\"left_realbaseline\"] = real_baseline\n", "\n", "at_onset = (0, 1000/fs) * u.ms # one sample at the event onset\n", "real_baseline_ev = d.stat_per_event(event_select=\"event\", window=at_onset)[\"left_realbaseline\"]\n", "novel_baseline = d.stat_per_event(event_select=\"event\", window=at_onset)[\"left_baseline\"]\n", "novel_response = d.params[\"response\"][\"left_pupil\"][\"coef\"]\n", "\n", "traditional_baseline = baseline\n", "traditional_response = response" ] }, { "cell_type": "markdown", "id": "fbd326c4", "metadata": {}, "source": [ "and compare them by means of the correlation between the estimated and the real values:" ] }, { "cell_type": "code", "execution_count": 12, "id": "f0c02083", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:42.433859Z", "iopub.status.busy": "2026-11-10T13:34:42.433580Z", "iopub.status.idle": "2026-11-10T13:34:42.451268Z", "shell.execute_reply": "2026-11-10T13:34:42.450328Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Traditional method:\n", "Baseline: Corr(trad, real) = 0.9552897127692387\n", "Response: Corr(trad, real) = 0.4355020295417933\n", "\n", "Novel method:\n", "Baseline: Corr(nov, real) = 0.9695993602751325\n", "Response: Corr(nov, real) = 0.6044710168795537\n" ] } ], "source": [ "print(\"Traditional method:\")\n", "print(\"Baseline: Corr(trad, real) =\", scipy.stats.pearsonr(traditional_baseline, real_baseline_ev)[0])\n", "print(\"Response: Corr(trad, real) =\", scipy.stats.pearsonr(traditional_response, real_response_coef)[0])\n", "print(\"\\nNovel method:\")\n", "print(\"Baseline: Corr(nov, real) =\", scipy.stats.pearsonr(novel_baseline, real_baseline_ev)[0])\n", "print(\"Response: Corr(nov, real) =\", scipy.stats.pearsonr(novel_response, real_response_coef)[0])" ] }, { "cell_type": "markdown", "id": "67db0c58", "metadata": {}, "source": [ "The correlations are higher for the novel method than for the traditional method. More detailed simulation studies are reported in [Mittner & Groot (2025)](https://doi.org/10.3758/s13428-025-02755-7).\n", "\n", "The parameters of the baseline estimation are described in the API documentation of `pp.signal.baseline_envelope_iter_bspline()` and, in more detail, in [Mittner & Groot (2025)](https://doi.org/10.3758/s13428-025-02755-7).\n", "\n", "The parameters of the response estimation are described in the API documentation of `pp.signal.pupil_response()`." ] } ], "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": "3.15.1" } }, "nbformat": 4, "nbformat_minor": 5 }