{ "cells": [ { "cell_type": "markdown", "id": "b8d96c14", "metadata": {}, "source": [ "# Gaze in regions of interest around events\n", "\n", "Where do participants look after a stimulus appears, and does it relate to\n", "what they choose? This tutorial cuts the gaze data into segments around\n", "events and analyses them with regions of interest (ROIs):\n", "\n", "1. define ROIs on the screen\n", "2. cut the data around the events into segments (`get_segments()`)\n", "3. mark where the gaze is in an ROI (`seg.gaze.roi_hits()`) and plot the\n", " share of trials in each ROI over time (`seg.gaze.plot_roi()`)\n", "4. measures per trial: dwell time and first entry (`seg.gaze.dwell_time()`,\n", " `seg.gaze.first_entry()`)\n", "5. combine gaze and pupil in the same trials, and average across\n", " participants\n", "\n", "See [Events, intervals and segments](../user_guide/events_intervals.rst) and\n", "[Regions of interest](../user_guide/rois.rst) in the user guide for an\n", "overview." ] }, { "cell_type": "code", "execution_count": 1, "id": "40949209", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:09.191969Z", "iopub.status.busy": "2026-11-10T13:36:09.191757Z", "iopub.status.idle": "2026-11-10T13:36:10.312857Z", "shell.execute_reply": "2026-11-10T13:36:10.311729Z" } }, "outputs": [], "source": [ "import pypillometry as pp\n", "from pypillometry import u\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "pp.logging_set_level(\"WARNING\")" ] }, { "cell_type": "markdown", "id": "f46e780c", "metadata": {}, "source": [ "## The data\n", "\n", "The example dataset `rlmw_002` is a 20-minute reinforcement learning task\n", "(downloaded on first use). In each of its 300 trials, two options were shown\n", "to the left and right of the screen center; the participant chose one and\n", "received a reward. The events code this in their labels:\n", "\n", "- `S___`: stimulus onset\n", "- `C___`: choice (side 1 = left, 2 = right)\n", "- `R__`: reward\n", "\n", "We detect and interpolate the blinks, mask the gaze during blinks (blinks\n", "are detected on the pupil only) and outside the screen:" ] }, { "cell_type": "code", "execution_count": 2, "id": "98c20620", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:10.317139Z", "iopub.status.busy": "2026-11-10T13:36:10.316731Z", "iopub.status.idle": "2026-11-10T13:36:12.690809Z", "shell.execute_reply": "2026-11-10T13:36:12.689444Z" } }, "outputs": [ { "data": { "text/plain": [ "[np.str_('F_1'),\n", " np.str_('S_1_1_5'),\n", " np.str_('C_1_5_2'),\n", " np.str_('R_1_15'),\n", " np.str_('F_2'),\n", " np.str_('S_2_6_2'),\n", " np.str_('C_2_6_1'),\n", " np.str_('R_2_20')]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d = pp.get_example_data(\"rlmw_002\")\n", "d = d | pp.pupil.blinks_detect() | pp.pupil.blinks_interpolate()\n", "\n", "bl = d.get_blinks(variables=\"pupil\")\n", "d.mask_intervals({\"left_x\": bl[\"left_pupil\"], \"left_y\": bl[\"left_pupil\"],\n", " \"right_x\": bl[\"right_pupil\"], \"right_y\": bl[\"right_pupil\"]})\n", "d.gaze.mask_offscreen()\n", "list(d.events.labels[:8])" ] }, { "cell_type": "markdown", "id": "3111ee8c", "metadata": {}, "source": [ "The parts of the labels become metadata of the events (see the\n", "[event metadata tutorial](event_metadata.ipynb)); `fill_meta()` copies the\n", "choice to all events of a trial, so that the stimuli know which side was\n", "chosen:" ] }, { "cell_type": "code", "execution_count": 3, "id": "cedd3763", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:12.693568Z", "iopub.status.busy": "2026-11-10T13:36:12.693020Z", "iopub.status.idle": "2026-11-10T13:36:12.732816Z", "shell.execute_reply": "2026-11-10T13:36:12.732030Z" } }, "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", "
Onset (ms)Labeltrialchosensidereward
05677.0S_1_1_51.05.02.015.0
19575.0S_2_6_22.06.01.020.0
212574.0S_3_2_13.02.01.018.0

Total: 3 events

" ], "text/plain": [ "Events: 3 events | units=ms | meta=[trial, chosen, side, reward]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ev = d.events.parse_labels(r\"^[FSCR]_(?P\\d+)\")\n", "ev = ev.parse_labels(r\"^C_\\d+_(?P\\d+)_(?P\\d+)\")\n", "ev = ev.parse_labels(r\"^R_\\d+_(?P\\d+)\")\n", "ev = ev.fill_meta([\"chosen\", \"side\", \"reward\"])\n", "d.set_events(ev)\n", "d.events.filter(\"S_\")[:3]" ] }, { "cell_type": "markdown", "id": "2d87510f", "metadata": {}, "source": [ "## Regions of interest\n", "\n", "The options were shown 8° to the left and right of the screen center. A\n", "heatmap of the gaze shows them as two clusters next to the central\n", "fixation point. We mark each with a circle of 3° radius\n", "(`CircularROI.from_degrees()` converts degrees to pixels with the\n", "experimental setup of the data):" ] }, { "cell_type": "code", "execution_count": 4, "id": "2413df5f", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:12.736227Z", "iopub.status.busy": "2026-11-10T13:36:12.735783Z", "iopub.status.idle": "2026-11-10T13:36:13.051672Z", "shell.execute_reply": "2026-11-10T13:36:13.050814Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "setup = d.experimental_setup\n", "left_roi = pp.CircularROI.from_degrees((\"-8 deg\", \"0 deg\"), \"3 deg\", setup=setup, name=\"leftopt\")\n", "right_roi = pp.CircularROI.from_degrees((\"8 deg\", \"0 deg\"), \"3 deg\", setup=setup, name=\"rightopt\")\n", "d.plot.plot_heatmap(eyes=\"left\", rois=[left_roi, right_roi]);" ] }, { "cell_type": "markdown", "id": "abd0c7e0", "metadata": {}, "source": [ "## Segments around the stimuli\n", "\n", "`get_epochs()` defines a window around each stimulus, and `get_segments()`\n", "cuts all channels (pupil and gaze of both eyes) in these windows. The\n", "segments of all channels share the epochs, with the metadata of the events:" ] }, { "cell_type": "code", "execution_count": 5, "id": "8ad85215", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:13.054680Z", "iopub.status.busy": "2026-11-10T13:36:13.054488Z", "iopub.status.idle": "2026-11-10T13:36:13.233871Z", "shell.execute_reply": "2026-11-10T13:36:13.232931Z" } }, "outputs": [ { "data": { "text/html": [ "
\n", "

SegmentedEyeData — stimulus

\n", "\n", "
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Epochs
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S_
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Segments
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300
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Time points
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1,750
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Window
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-500 to 2998 ms
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Missing
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4.1%
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Sampling rate
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500 Hz
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\n", "\n", "\n", "
\n", " Channels (mean over segments; red line = event onset)\n", "
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left_x (7.0% missing)
\n", " \"left_x\n", "
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left_y (7.0% missing)
\n", " \"left_y\n", "
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left_pupil (0.0% missing)
\n", " \"left_pupil\n", "
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right_x (5.2% missing)
\n", " \"right_x\n", "
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right_y (5.2% missing)
\n", " \"right_y\n", "
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right_pupil (0.0% missing)
\n", " \"right_pupil\n", "
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\n", " Epochs\n", "
Epochs 'S_' | 300 epochs, window (-500, 3000) ms
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" ], "text/plain": [ "SegmentedEyeData(stimulus): 300 segments x 1750 time points (-500 to 2998 ms, 500 Hz)\n", " channels: left_x (7.0% missing), left_y (7.0% missing), left_pupil (0.0% missing), right_x (5.2% missing), right_y (5.2% missing), right_pupil (0.0% missing)\n", " epochs: Epochs 'S_' | 300 epochs, window (-500, 3000) ms" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "epochs = d.get_epochs(\"S_\", (-500, 3000) * u.ms)\n", "seg = d.get_segments(epochs, name=\"stimulus\")\n", "seg" ] }, { "cell_type": "markdown", "id": "32c14ca7", "metadata": {}, "source": [ "## Where is the gaze over time?\n", "\n", "`seg.gaze.roi_hits()` adds a channel per eye, named after the ROI\n", "(`left_leftopt`), that is 1 where the gaze is in\n", "the ROI and 0 outside (masked where the gaze is masked). Its mean over the\n", "trials at each time point is the share of trials in which the participant\n", "looked at the ROI, a *fixation curve*:" ] }, { "cell_type": "code", "execution_count": 6, "id": "17785167", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:13.236992Z", "iopub.status.busy": "2026-11-10T13:36:13.236681Z", "iopub.status.idle": "2026-11-10T13:36:13.320841Z", "shell.execute_reply": "2026-11-10T13:36:13.319771Z" } }, "outputs": [ { "data": { "text/plain": [ "['left_x',\n", " 'left_y',\n", " 'left_pupil',\n", " 'right_x',\n", " 'right_y',\n", " 'right_pupil',\n", " 'left_leftopt',\n", " 'right_leftopt',\n", " 'left_rightopt',\n", " 'right_rightopt']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "seg.gaze.roi_hits(left_roi)\n", "seg.gaze.roi_hits(right_roi)\n", "seg.channels" ] }, { "cell_type": "code", "execution_count": 7, "id": "9f9edde7", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:13.323615Z", "iopub.status.busy": "2026-11-10T13:36:13.323229Z", "iopub.status.idle": "2026-11-10T13:36:13.633594Z", "shell.execute_reply": "2026-11-10T13:36:13.632692Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "seg.gaze.plot_roi(\"leftopt\", eyes=\"left\", ax=ax, label=\"left option\")\n", "seg.gaze.plot_roi(\"rightopt\", eyes=\"left\", ax=ax, label=\"right option\", show_legend=True)\n", "ax.set_ylabel(\"share of trials\");" ] }, { "cell_type": "markdown", "id": "de71b7b8", "metadata": {}, "source": [ "The participant first looks at the left option (about 200 ms after the\n", "onset), then at the right one (about 600 ms), before choosing after about\n", "one second.\n", "\n", "The ROI channels are masked arrays like all channels, so other curves can\n", "be computed from them. Here, we combine them into the share of trials in\n", "which the participant looked at the option that was *chosen* in this trial,\n", "and at the other one. `np.ma.where` keeps the masks (`np.where` would drop\n", "them):" ] }, { "cell_type": "code", "execution_count": 8, "id": "7e6b0a9d", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:13.636267Z", "iopub.status.busy": "2026-11-10T13:36:13.636090Z", "iopub.status.idle": "2026-11-10T13:36:13.939213Z", "shell.execute_reply": "2026-11-10T13:36:13.938334Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seg = seg.filter(side=[1, 2]) # trials with a choice\n", "chose_left = seg.epochs.meta[\"side\"] == 1\n", "seg[\"left_chosen\"] = np.ma.where(chose_left, seg[\"left_leftopt\"], seg[\"left_rightopt\"])\n", "seg[\"left_other\"] = np.ma.where(chose_left, seg[\"left_rightopt\"], seg[\"left_leftopt\"])\n", "\n", "fig, ax = plt.subplots(figsize=(10, 4))\n", "seg.plot([\"left_chosen\", \"left_other\"], ax=ax, show_legend=True)\n", "ax.set_ylabel(\"share of trials\");" ] }, { "cell_type": "markdown", "id": "6fb8bb5d", "metadata": {}, "source": [ "Locked to the choice instead of the stimulus, the gaze moves to the option\n", "that is then chosen (the *gaze cascade*):" ] }, { "cell_type": "code", "execution_count": 9, "id": "c67722e3", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:13.941058Z", "iopub.status.busy": "2026-11-10T13:36:13.940894Z", "iopub.status.idle": "2026-11-10T13:36:14.194886Z", "shell.execute_reply": "2026-11-10T13:36:14.194046Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "choice = d.get_segments(d.get_epochs(\"C_\", (-1500, 300) * u.ms), eyes=\"left\",\n", " name=\"choice\").filter(side=[1, 2])\n", "choice.gaze.roi_hits(left_roi)\n", "choice.gaze.roi_hits(right_roi)\n", "chose_left = choice.epochs.meta[\"side\"] == 1\n", "choice[\"left_chosen\"] = np.ma.where(chose_left, choice[\"left_leftopt\"], choice[\"left_rightopt\"])\n", "choice[\"left_other\"] = np.ma.where(chose_left, choice[\"left_rightopt\"], choice[\"left_leftopt\"])\n", "\n", "fig, ax = plt.subplots(figsize=(10, 4))\n", "choice.plot([\"left_chosen\", \"left_other\"], ax=ax, show_legend=True)\n", "ax.set_ylabel(\"share of trials\");" ] }, { "cell_type": "markdown", "id": "48639cd1", "metadata": {}, "source": [ "## Measures per trial\n", "\n", "`seg.gaze.dwell_time()` gives the time the gaze spends in an ROI in each\n", "trial, `seg.gaze.first_entry()` the time of the first sample in the ROI\n", "(from the onset on, by default). Both take an ROI or the name of ROI\n", "channels, and return a table with the onsets, labels and metadata of the\n", "epochs, which converts to a pandas DataFrame:" ] }, { "cell_type": "code", "execution_count": 10, "id": "7fe2702c", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:14.198279Z", "iopub.status.busy": "2026-11-10T13:36:14.198098Z", "iopub.status.idle": "2026-11-10T13:36:14.211821Z", "shell.execute_reply": "2026-11-10T13:36:14.211122Z" } }, "outputs": [ { "data": { "text/html": [ "
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trialsiderewardleft_chosen
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" ], "text/plain": [ " trial side reward left_chosen\n", "0 1.0 2.0 15.0 378.0\n", "1 2.0 1.0 20.0 322.0\n", "2 3.0 1.0 18.0 476.0\n", "3 4.0 2.0 11.0 340.0\n", "4 5.0 2.0 17.0 542.0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dwell = pd.DataFrame(seg.gaze.dwell_time(\"chosen\", window=(0, 1000)))\n", "first = pd.DataFrame(seg.gaze.first_entry(\"chosen\"))\n", "dwell[[\"trial\", \"side\", \"reward\", \"left_chosen\"]].head()" ] }, { "cell_type": "code", "execution_count": 11, "id": "afbafba1", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:14.214077Z", "iopub.status.busy": "2026-11-10T13:36:14.213896Z", "iopub.status.idle": "2026-11-10T13:36:14.224859Z", "shell.execute_reply": "2026-11-10T13:36:14.224116Z" } }, "outputs": [ { "data": { "text/html": [ "
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dwell time (ms, first second)first entry (ms)
chosen437.0304.0
other333.0375.0
\n", "
" ], "text/plain": [ " dwell time (ms, first second) first entry (ms)\n", "chosen 437.0 304.0\n", "other 333.0 375.0" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dwell_other = seg.gaze.dwell_time(\"other\", window=(0, 1000))[\"left_other\"]\n", "first_other = seg.gaze.first_entry(\"other\")[\"left_other\"]\n", "pd.DataFrame({\n", " \"dwell time (ms, first second)\": [dwell[\"left_chosen\"].mean(), np.mean(dwell_other)],\n", " \"first entry (ms)\": [first[\"left_chosen\"].mean(), np.nanmean(first_other)],\n", "}, index=[\"chosen\", \"other\"]).round(0)" ] }, { "cell_type": "markdown", "id": "b9879b76", "metadata": {}, "source": [ "Masked samples (e.g., blinks) do not count; trials without usable samples\n", "get NaN.\n", "\n", "## Gaze and pupil in the same trials\n", "\n", "Because pupil and gaze are channels of the same segments, a selection of\n", "trials applies to both. Here, we compare the pupil response in the trials\n", "in which the participant looked at the later chosen option first with the\n", "others. `keep()` selects trials with a boolean array:" ] }, { "cell_type": "code", "execution_count": 12, "id": "392ec2e7", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:14.227160Z", "iopub.status.busy": "2026-11-10T13:36:14.226979Z", "iopub.status.idle": "2026-11-10T13:36:14.433403Z", "shell.execute_reply": "2026-11-10T13:36:14.432440Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chosen_first = first[\"left_chosen\"].values < np.nan_to_num(first_other, nan=np.inf)\n", "\n", "erpd = seg.pupil.baseline_correct((-200, 0), eyes=\"left\", inplace=False)\n", "fig, ax = plt.subplots(figsize=(10, 4))\n", "erpd.keep(chosen_first).pupil.plot(\"left\", ax=ax, label=\"chosen option first\")\n", "erpd.keep(~chosen_first).pupil.plot(\"left\", ax=ax, label=\"other option first\",\n", " show_legend=True);" ] }, { "cell_type": "markdown", "id": "5e684a91", "metadata": {}, "source": [ "## Several participants\n", "\n", "`pp.group_segments()` averages the trials of each participant (a list of\n", "segments, or a dict with their names). The result is again a\n", "`SegmentedEyeData` object, with one column per participant, so the fixation\n", "curves and ERPDs of the group are means across participants. Here, the\n", "first and second half of the session stand in for two participants:" ] }, { "cell_type": "code", "execution_count": 13, "id": "59cd8513", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:14.435687Z", "iopub.status.busy": "2026-11-10T13:36:14.435434Z", "iopub.status.idle": "2026-11-10T13:36:14.494253Z", "shell.execute_reply": "2026-11-10T13:36:14.493408Z" } }, "outputs": [ { "data": { "text/html": [ "
\n", "

SegmentedEyeData — group_stimulus

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Epochs
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S_
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Averages
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2
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\n", "
Trials
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299
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Time points
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1,750
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Window
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-500 to 2998 ms
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Missing
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7.0%
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Sampling rate
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500 Hz
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\n", "\n", "\n", "
\n", " Channels (mean over averages; red line = event onset)\n", "
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left_chosen (7.0% missing)
\n", " \"left_chosen\n", "
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\n", "
left_other (7.0% missing)
\n", " \"left_other\n", "
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\n", "\n", "\n", "
\n", " Epochs\n", "
Epochs 'S_' | 2 epochs without time, window (-500, 3000) ms
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\n", "
" ], "text/plain": [ "SegmentedEyeData(group_stimulus): 2 averages (of 299 trials) x 1750 time points (-500 to 2998 ms, 500 Hz)\n", " channels: left_chosen (7.0% missing), left_other (7.0% missing)\n", " epochs: Epochs 'S_' | 2 epochs without time, window (-500, 3000) ms" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "first_half = seg.filter(trial=lambda t: t <= 150)\n", "second_half = seg.filter(trial=lambda t: t > 150)\n", "group = pp.group_segments({\"first half\": first_half, \"second half\": second_half},\n", " channels=[\"left_chosen\", \"left_other\"])\n", "group" ] }, { "cell_type": "code", "execution_count": 14, "id": "9cf4517e", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:14.496150Z", "iopub.status.busy": "2026-11-10T13:36:14.495958Z", "iopub.status.idle": "2026-11-10T13:36:14.673450Z", "shell.execute_reply": "2026-11-10T13:36:14.672036Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "group.plot([\"left_chosen\", \"left_other\"], ax=ax, show_legend=True)\n", "ax.set_ylabel(\"share of trials (mean of participants)\");" ] }, { "cell_type": "markdown", "id": "5a5aadce", "metadata": {}, "source": [ "The participants are columns like the trials before, with their name and\n", "number of trials in the metadata of the epochs. Averages by other metadata\n", "work the same way: `pp.concat_segments()` stacks the trials of all\n", "participants (with the metadata column `\"subject\"`), and `average(by=...)`\n", "averages them, e.g., per participant and side of the chosen option:" ] }, { "cell_type": "code", "execution_count": 15, "id": "da636768", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:36:14.675983Z", "iopub.status.busy": "2026-11-10T13:36:14.675778Z", "iopub.status.idle": "2026-11-10T13:36:14.705073Z", "shell.execute_reply": "2026-11-10T13:36:14.704168Z" } }, "outputs": [ { "data": { "text/html": [ "
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labelsubjectsiden_trials
0first half/2.0first half2.088
1first half/1.0first half1.061
2second half/1.0second half1.088
3second half/2.0second half2.062
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" ], "text/plain": [ " label subject side n_trials\n", "0 first half/2.0 first half 2.0 88\n", "1 first half/1.0 first half 1.0 61\n", "2 second half/1.0 second half 1.0 88\n", "3 second half/2.0 second half 2.0 62" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "both = pp.concat_segments({\"first half\": first_half, \"second half\": second_half},\n", " channels=[\"left_chosen\", \"left_other\"])\n", "means = both.average(by=[\"subject\", \"side\"])\n", "means.epochs.as_pandas()[[\"label\", \"subject\", \"side\", \"n_trials\"]]" ] }, { "cell_type": "markdown", "id": "bcaac599", "metadata": {}, "source": [ "The segments, with their ROI channels, can be saved with\n", "`seg.write_file(\"stimulus.h5\")` and loaded with\n", "`pp.SegmentedEyeData.from_file()`." ] } ], "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 }