{
"cells": [
{
"cell_type": "markdown",
"id": "40d9edf5",
"metadata": {},
"source": [
"# Experimental setup and regions of interest\n",
"\n",
"
\n",
"\n",
"**Experimental:** Regions of interest work, but the API may change. For\n",
"event-related analyses (where the gaze is after each event, dwell time and\n",
"first entry per trial), use the segments and `seg.gaze`: see\n",
"[Regions of interest](../user_guide/rois.rst) and the tutorial\n",
"[Gaze in regions of interest around events](../notebooks/rois.ipynb).\n",
"\n",
"
\n",
"\n",
"Gaze positions are recorded in screen pixels. To relate them to what was\n",
"on the screen, or to express them in mm or degrees of visual angle,\n",
"`pypillometry` needs the geometry of the setup. Regions of interest (ROIs)\n",
"then mark parts of the screen, e.g., where stimuli were shown."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "29fbc820",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:35:31.734318Z",
"iopub.status.busy": "2026-11-10T13:35:31.734140Z",
"iopub.status.idle": "2026-11-10T13:35:32.539006Z",
"shell.execute_reply": "2026-11-10T13:35:32.537963Z"
}
},
"outputs": [],
"source": [
"import pypillometry as pp\n",
"from pypillometry import u\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"pp.logging_set_level(\"WARNING\")\n",
"\n",
"d = pp.get_example_data(\"rlmw_002_short\")"
]
},
{
"cell_type": "markdown",
"id": "dbbb993a",
"metadata": {},
"source": [
"## The experimental setup\n",
"\n",
"The geometry is stored in `d.experimental_setup`. For Eyelink files, the\n",
"screen resolution is read from the file; the example dataset also has\n",
"the physical screen size and the distance from the eye to the screen:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "3feb18a9",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:35:32.542199Z",
"iopub.status.busy": "2026-11-10T13:35:32.541898Z",
"iopub.status.idle": "2026-11-10T13:35:32.548678Z",
"shell.execute_reply": "2026-11-10T13:35:32.547636Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"ExperimentalSetup(\n",
" screen=1280x1024px\n",
" physical=300x200mm\n",
" d=600mm\n",
")"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.experimental_setup"
]
},
{
"cell_type": "markdown",
"id": "888832cf",
"metadata": {},
"source": [
"Missing values are set (or changed) with `set_experimental_setup()`.\n",
"Lengths and angles take units:\n",
"\n",
"```python\n",
"d.set_experimental_setup(physical_screen_size=(\"30 cm\", \"20 cm\"),\n",
" eye_to_screen_center=60 * u.cm)\n",
"```\n",
"\n",
"With this information, the setup converts between pixels, mm (relative to\n",
"the screen center, y up) and degrees of visual angle:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "ff120d42",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:35:32.550985Z",
"iopub.status.busy": "2026-11-10T13:35:32.550722Z",
"iopub.status.idle": "2026-11-10T13:35:32.554705Z",
"shell.execute_reply": "2026-11-10T13:35:32.553992Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(np.float64(14.036243467926479), np.float64(0.0))\n",
"(np.float64(280.2154631618779), np.float64(512.0))\n"
]
}
],
"source": [
"setup = d.experimental_setup\n",
"print(setup.pixels_to_degrees(1280, 512)) # right edge, middle\n",
"print(setup.degrees_to_pixels(-8, 0)) # 8 degrees left of the center"
]
},
{
"cell_type": "markdown",
"id": "068fd97e",
"metadata": {},
"source": [
"It also defines the screen boundaries, which are used, e.g., by\n",
"`gaze.mask_offscreen()` to mask samples outside the screen.\n",
"\n",
"## Where did the participant look?\n",
"\n",
"In this task, two stimuli were shown to the left and right of the screen\n",
"center. A heatmap of the gaze positions of the left eye shows them as two\n",
"clusters next to the central fixation point:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "3dacf3f4",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:35:32.556765Z",
"iopub.status.busy": "2026-11-10T13:35:32.556519Z",
"iopub.status.idle": "2026-11-10T13:35:32.993930Z",
"shell.execute_reply": "2026-11-10T13:35:32.993273Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d.plot.plot_heatmap(eyes=\"left\");"
]
},
{
"cell_type": "markdown",
"id": "e635d2eb",
"metadata": {},
"source": [
"## Defining regions of interest\n",
"\n",
"ROIs are circles (`CircularROI`) or rectangles (`RectangularROI`). They\n",
"are stored in pixels, but can be created from mm or degrees with\n",
"`from_mm()` and `from_degrees()`. Here, two circles with a radius of 3°,\n",
"8° to the left and right of the center:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "aa86d93c",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:35:32.996555Z",
"iopub.status.busy": "2026-11-10T13:35:32.996251Z",
"iopub.status.idle": "2026-11-10T13:35:33.000908Z",
"shell.execute_reply": "2026-11-10T13:35:33.000211Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(CircularROI(name=left stimulus)(center=[280.21546316 512. ], radius=146.36063450682056),\n",
" CircularROI(name=right stimulus)(center=[999.78453684 512. ], radius=146.36063450682056))"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"left_roi = pp.CircularROI.from_degrees((\"-8 deg\", \"0 deg\"), \"3 deg\",\n",
" setup=setup, name=\"left stimulus\")\n",
"right_roi = pp.CircularROI.from_degrees((\"8 deg\", \"0 deg\"), \"3 deg\",\n",
" setup=setup, name=\"right stimulus\")\n",
"left_roi, right_roi"
]
},
{
"cell_type": "markdown",
"id": "e6f8d1ad",
"metadata": {},
"source": [
"`plot_heatmap()` shows ROIs on top of the data:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "229da013",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:35:33.002517Z",
"iopub.status.busy": "2026-11-10T13:35:33.002353Z",
"iopub.status.idle": "2026-11-10T13:35:33.178175Z",
"shell.execute_reply": "2026-11-10T13:35:33.177330Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d.plot.plot_heatmap(eyes=\"left\", rois=[left_roi, right_roi]);"
]
},
{
"cell_type": "markdown",
"id": "e527f845",
"metadata": {},
"source": [
"## Which samples are in a region?\n",
"\n",
"`contains()` takes an array of (x, y) positions and returns `True` for\n",
"those inside the region. For single points, `in` works as well:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "ccfee543",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:35:33.180122Z",
"iopub.status.busy": "2026-11-10T13:35:33.179939Z",
"iopub.status.idle": "2026-11-10T13:35:33.185843Z",
"shell.execute_reply": "2026-11-10T13:35:33.185261Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"True\n",
"left: 14.6%, right: 18.7% of samples\n"
]
}
],
"source": [
"print((280, 512) in left_roi)\n",
"\n",
"gaze = np.column_stack([d[\"left_x\"], d[\"left_y\"]])\n",
"in_left = left_roi.contains(gaze)\n",
"in_right = right_roi.contains(gaze)\n",
"print(f\"left: {in_left.mean():.1%}, right: {in_right.mean():.1%} of samples\")"
]
},
{
"cell_type": "markdown",
"id": "301bbfdd",
"metadata": {},
"source": [
"## Combining ROIs with intervals and events\n",
"\n",
"The result is a boolean array with one value per sample, so it can be\n",
"converted to [intervals](../notebooks/intervals.ipynb): the periods in\n",
"which the participant looked at the left stimulus. Very short visits are\n",
"removed with `filter()`:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "b221bda8",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:35:33.187765Z",
"iopub.status.busy": "2026-11-10T13:35:33.187602Z",
"iopub.status.idle": "2026-11-10T13:35:33.192053Z",
"shell.execute_reply": "2026-11-10T13:35:33.191287Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Intervals 'left stimulus' | 18 intervals (total duration: 5768.00 ms), 320.44 ms +/- 163.24 ms, [166.00 ms, 844.00 ms]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"visits = pp.Intervals.from_mask(in_left, d, units=\"ms\", label=\"left stimulus\")\n",
"visits = visits.filter(min_duration=100 * u.ms)\n",
"visits"
]
},
{
"cell_type": "markdown",
"id": "52a9c2bc",
"metadata": {},
"source": [
"To get the proportion of time spent on the left stimulus after each\n",
"stimulus onset, we store the boolean array as a new variable and use\n",
"`stat_per_event()`:\n",
"\n",
"The segments around events do this per time point and trial:\n",
"`seg.gaze.dwell_time(left_roi, window=(0, 1000))` returns the time in the\n",
"ROI per trial, and `seg.gaze.roi_hits()` the share of trials in the ROI\n",
"over time (see [the tutorial](../notebooks/rois.ipynb))."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "a24df618",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:35:33.193593Z",
"iopub.status.busy": "2026-11-10T13:35:33.193434Z",
"iopub.status.idle": "2026-11-10T13:35:33.199501Z",
"shell.execute_reply": "2026-11-10T13:35:33.198671Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([0.418, 0.4 , 0.476, 0.494, 0.25 , 0.366, 0.248, 0.386, 0.342,\n",
" 0.414])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d[\"left\", \"in_left_roi\"] = in_left.astype(float)\n",
"props = d.stat_per_event(window=(0, 1000) * u.ms, event_select=\"S_\",\n",
" eyes=\"left\", variables=\"in_left_roi\")\n",
"props[\"left_in_left_roi\"]"
]
}
],
"metadata": {
"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
}