\n",
"\n",
"**Experimental:** Calibration data can be read and inspected, but they\n",
"are not yet used to correct the data, and the API may change.\n",
"\n",
"
\n",
"\n",
"Before and during a recording, eye trackers are calibrated and the\n",
"calibration is checked (validated) by asking the participant to fixate a\n",
"set of points. The validation shows how accurately the gaze position is\n",
"measured in different parts of the screen. Poor accuracy in some region\n",
"affects all analyses of gaze positions there, e.g., with\n",
"[regions of interest](gaze_rois.ipynb)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "c20b78f7",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:35:46.337416Z",
"iopub.status.busy": "2026-11-10T13:35:46.337182Z",
"iopub.status.idle": "2026-11-10T13:35:46.831727Z",
"shell.execute_reply": "2026-11-10T13:35:46.830785Z"
}
},
"outputs": [],
"source": [
"import pypillometry as pp\n",
"import matplotlib.pyplot as plt\n",
"\n",
"pp.logging_set_level(\"WARNING\")"
]
},
{
"cell_type": "markdown",
"id": "ee4fcbd6",
"metadata": {},
"source": [
"`from_eyelink()` reads the validation results from Eyelink EDF files and\n",
"stores them as one `SpatialCalibration` object per eye in `calibration`:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "aabe519a",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:35:46.834284Z",
"iopub.status.busy": "2026-11-10T13:35:46.833980Z",
"iopub.status.idle": "2026-11-10T13:36:04.394007Z",
"shell.execute_reply": "2026-11-10T13:36:04.393198Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{'left': ,\n",
" 'right': }"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d = pp.EyeData.from_eyelink(\"../../data/test.edf\")\n",
"d.calibration"
]
},
{
"cell_type": "markdown",
"id": "a5acc45a",
"metadata": {},
"source": [
"Each object contains the target points, the measured gaze positions and\n",
"the error at each point (in degrees of visual angle). `get_stats()`\n",
"summarizes the error:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "73238792",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:36:04.396650Z",
"iopub.status.busy": "2026-11-10T13:36:04.396477Z",
"iopub.status.idle": "2026-11-10T13:36:04.400014Z",
"shell.execute_reply": "2026-11-10T13:36:04.399425Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{'n': 9,\n",
" 'mean': 0.9833333333333333,\n",
" 'sd': 0.32605384695033296,\n",
" 'max': 1.62,\n",
" 'min': 0.49}"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cal = d.calibration[\"left\"]\n",
"cal.get_stats()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "57498b09",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:36:04.401810Z",
"iopub.status.busy": "2026-11-10T13:36:04.401652Z",
"iopub.status.idle": "2026-11-10T13:36:04.405470Z",
"shell.execute_reply": "2026-11-10T13:36:04.404861Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(array([[960., 540.],\n",
" [960., 168.],\n",
" [960., 911.]]),\n",
" array([[975.5, 641.2],\n",
" [922.1, 161.6],\n",
" [998.6, 869.3]]))"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cal.points[:3], cal.measured[:3]"
]
},
{
"cell_type": "markdown",
"id": "6a93aa5c",
"metadata": {},
"source": [
"`plot_calibration()` shows the target (×) and measured (+) points of\n",
"each eye on the screen. The background is an interpolated map of the\n",
"error:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "fbfeae4d",
"metadata": {
"execution": {
"iopub.execute_input": "2026-11-10T13:36:04.407455Z",
"iopub.status.busy": "2026-11-10T13:36:04.407265Z",
"iopub.status.idle": "2026-11-10T13:36:05.462285Z",
"shell.execute_reply": "2026-11-10T13:36:05.461361Z"
}
},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d.plot.plot_calibration();"
]
},
{
"cell_type": "markdown",
"id": "0d303325",
"metadata": {},
"source": [
"In this recording, the right eye was measured more accurately than the\n",
"left eye, which had errors of more than 1° near the screen center. For\n",
"analyses that depend on precise gaze positions, the right eye would be\n",
"the better choice."
]
}
],
"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
}