diff --git a/reference/data.html b/reference/data.html
index 4f3e6c0..788b510 100644
--- a/reference/data.html
+++ b/reference/data.html
@@ -789,7 +789,8 @@
 <dt class="sig sig-object py" id="pyneon.video.sync_gaze_to_video">
 <span class="sig-prename descclassname"><span class="pre">pyneon.video.</span></span><span class="sig-name descname"><span class="pre">sync_gaze_to_video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">rec</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="recording.html#pyneon.NeonRecording" title="pyneon.NeonRecording"><span class="pre">NeonRecording</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><span class="pre">DataFrame</span></a></span></span><a class="headerlink" href="#pyneon.video.sync_gaze_to_video" title="Link to this definition">#</a></dt>
 <dd><p>Synchronize gaze data to video frames by applying windowed averaging
-around each video frame timestamp.</p>
+around each video frame timestamp. See <code class="xref py py-func docutils literal notranslate"><span class="pre">window_average()</span></code> for details
+on the averaging process.</p>
 <section id="parameters">
 <h2>Parameters:<a class="headerlink" href="#parameters" title="Link to this heading">#</a></h2>
 <dl class="simple">
@@ -815,7 +816,7 @@ <h2>Returns:<a class="headerlink" href="#returns" title="Link to this heading">#
 
 <dl class="py function">
 <dt class="sig sig-object py" id="pyneon.video.estimate_scanpath">
-<span class="sig-prename descclassname"><span class="pre">pyneon.video.</span></span><span class="sig-name descname"><span class="pre">estimate_scanpath</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">rec</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="recording.html#pyneon.NeonRecording" title="pyneon.NeonRecording"><span class="pre">NeonRecording</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">lk_params</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><span class="pre">DataFrame</span></a></span></span><a class="headerlink" href="#pyneon.video.estimate_scanpath" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">pyneon.video.</span></span><span class="sig-name descname"><span class="pre">estimate_scanpath</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">rec</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="recording.html#pyneon.NeonRecording" title="pyneon.NeonRecording"><span class="pre">NeonRecording</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">sync_gaze</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#pyneon.stream.NeonGaze" title="pyneon.stream.NeonGaze"><span class="pre">NeonGaze</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lk_params</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><span class="pre">DataFrame</span></a></span></span><a class="headerlink" href="#pyneon.video.estimate_scanpath" title="Link to this definition">#</a></dt>
 <dd><p>Map fixations to video frames.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
diff --git a/reference/recording.html b/reference/recording.html
index 81d9103..cfb47f9 100644
--- a/reference/recording.html
+++ b/reference/recording.html
@@ -627,7 +627,7 @@ <h1>NeonRecording class<a class="headerlink" href="#neonrecording-class" title="
 
 <dl class="py method">
 <dt class="sig sig-object py" id="pyneon.NeonRecording.sync_gaze_to_video">
-<span class="sig-name descname"><span class="pre">sync_gaze_to_video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><span class="pre">DataFrame</span></a></span></span><a class="headerlink" href="#pyneon.NeonRecording.sync_gaze_to_video" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sync_gaze_to_video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="data.html#pyneon.stream.NeonGaze" title="pyneon.stream.NeonGaze"><span class="pre">NeonGaze</span></a></span></span><a class="headerlink" href="#pyneon.NeonRecording.sync_gaze_to_video" title="Link to this definition">#</a></dt>
 <dd><p>Synchronize gaze data to video frames by applying windowed averaging
 around each video frame timestamp.</p>
 <section id="parameters">
@@ -645,10 +645,10 @@ <h2>Parameters:<a class="headerlink" href="#parameters" title="Link to this head
 </dl>
 <dl class="field-list simple">
 <dt class="field-odd">returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Gaze data synchronized to video frames.</p>
+<dd class="field-odd"><p>Gaze object containing data synchronized to video frames.</p>
 </dd>
 <dt class="field-even">rtype<span class="colon">:</span></dt>
-<dd class="field-even"><p>pd.DataFrame</p>
+<dd class="field-even"><p>NeonGaze</p>
 </dd>
 </dl>
 </section>
diff --git a/searchindex.js b/searchindex.js
index 40e16f2..fc04d9b 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"1. Setup: Loading a Neon Recording": [[13, "1.-Setup:-Loading-a-Neon-Recording"]], "2. Mapping Gaze Data to Video Frames": [[13, "2.-Mapping-Gaze-Data-to-Video-Frames"]], "3. Estimating the Scanpath": [[13, "3.-Estimating-the-Scanpath"]], "4. Understanding Fixation Status": [[13, "4.-Understanding-Fixation-Status"]], "5. Overlaying Fixations on the Video": [[13, "5.-Overlaying-Fixations-on-the-Video"]], "Classes for individual data types": [[1, null]], "Concatenating different streams": [[11, "Concatenating-different-streams"]], "Conclusion": [[8, "Conclusion"]], "Data and metadata of a NeonRecording": [[12, "Data-and-metadata-of-a-NeonRecording"]], "Data format": [[0, "data-format"]], "Data streams and events": [[12, "Data-streams-and-events"]], "Export Neon data recording to BIDS formats": [[9, null]], "Exportation module": [[3, null]], "Installation": [[0, "installation"]], "Interpolate Data and Concatenate Channels": [[11, null]], "Interpolating data streams": [[11, "Interpolating-data-streams"]], "License": [[0, "license"]], "Mapping Scanpath to video": [[13, null]], "NeonDataset class": [[2, null]], "NeonRecording class": [[6, null]], "Parameters:": [[1, "parameters"], [6, "parameters"], [6, "id1"], [6, "id2"]], "Preprocessing module": [[5, null]], "PyNeon API": [[4, null]], "PyNeon Tutorials": [[10, null]], "Reading a Neon dataset/recording": [[12, null]], "Reading sample data": [[12, "Reading-sample-data"]], "Returns:": [[1, "returns"]], "Step 1: Loading Sample Data": [[8, "Step-1:-Loading-Sample-Data"]], "Step 2: Constructing Event Times": [[8, "Step-2:-Constructing-Event-Times"]], "Step 3: Verifying Event Intervals": [[8, "Step-3:-Verifying-Event-Intervals"]], "Step 4: Creating Epochs from the Data": [[8, "Step-4:-Creating-Epochs-from-the-Data"]], "Step 5: Initializing the Epoch Class": [[8, "Step-5:-Initializing-the-Epoch-Class"]], "Step 6: Converting Epochs to NumPy Array": [[8, "Step-6:-Converting-Epochs-to-NumPy-Array"]], "Step 7: Averaging Across Epochs": [[8, "Step-7:-Averaging-Across-Epochs"]], "Step 8: Averaging Over Time": [[8, "Step-8:-Averaging-Over-Time"]], "Summary": [[13, "Summary"]], "Tutorial: Processing Eye-Tracking Data with PyNeon": [[8, null]], "Unequally sampled data": [[11, "Unequally-sampled-data"]], "Visualization module": [[7, null]], "Visualizing gaze heatmap": [[12, "Visualizing-gaze-heatmap"]], "Welcome to PyNeon documentation": [[0, null]]}, "docnames": ["index", "reference/data", "reference/dataset", "reference/export", "reference/index", "reference/preprocess", "reference/recording", "reference/vis", "tutorials/epoching", "tutorials/export_to_bids", "tutorials/index", "tutorials/interpolate_and_concat", "tutorials/read_recording", "tutorials/video"], "envversion": {"nbsphinx": 4, "sphinx": 64, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1}, "filenames": ["index.rst", "reference/data.rst", "reference/dataset.rst", "reference/export.rst", "reference/index.rst", "reference/preprocess.rst", "reference/recording.rst", "reference/vis.rst", "tutorials/epoching.ipynb", 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(pyneon.neonrecording property)": [[6, "pyneon.NeonRecording.events", false]], "export_motion_bids() (in module pyneon.export)": [[3, "pyneon.export.export_motion_bids", false]], "exports_eye_bids() (in module pyneon.export)": [[3, "pyneon.export.exports_eye_bids", false]], "extract_event_times() (in module pyneon.preprocess)": [[5, "pyneon.preprocess.extract_event_times", false]], "eye_states (pyneon.neonrecording property)": [[6, "pyneon.NeonRecording.eye_states", false]], "file (pyneon.stream.neonstream attribute)": [[1, "pyneon.stream.NeonStream.file", false]], "first_ts (pyneon.stream.neonstream property)": [[1, "pyneon.stream.NeonStream.first_ts", false]], "fixations (pyneon.neonrecording property)": [[6, "pyneon.NeonRecording.fixations", false]], "fps (pyneon.video.neonvideo attribute)": [[1, "pyneon.video.NeonVideo.fps", false]], "gaze (pyneon.neonrecording property)": [[6, "pyneon.NeonRecording.gaze", false]], "height (pyneon.video.neonvideo attribute)": [[1, "pyneon.video.NeonVideo.height", false]], "id (pyneon.events.neonev property)": [[1, "pyneon.events.NeonEV.id", false]], "imu (pyneon.neonrecording property)": [[6, "pyneon.NeonRecording.imu", false]], "info (pyneon.neonrecording attribute)": [[6, "pyneon.NeonRecording.info", false]], "interpolate() (in module pyneon.preprocess)": [[5, "pyneon.preprocess.interpolate", false]], "interpolate() (pyneon.stream.neonstream method)": [[1, "pyneon.stream.NeonStream.interpolate", false]], "is_uniformly_sampled (pyneon.stream.neonstream property)": [[1, "pyneon.stream.NeonStream.is_uniformly_sampled", false]], "last_ts (pyneon.stream.neonstream property)": [[1, "pyneon.stream.NeonStream.last_ts", false]], "load_enrichment() (pyneon.neondataset method)": [[2, "pyneon.NeonDataset.load_enrichment", false]], "module": [[0, "module-pyneon", false], [1, "module-pyneon.events", false], [1, "module-pyneon.stream", false], [1, "module-pyneon.tabular", false], [1, "module-pyneon.video", false], [3, "module-pyneon.export", false], [5, "module-pyneon.preprocess", false], [7, "module-pyneon.vis", false]], "n_frames (pyneon.video.neonvideo attribute)": [[1, "pyneon.video.NeonVideo.n_frames", false]], "neonblinks (class in pyneon.events)": [[1, "pyneon.events.NeonBlinks", false]], "neondataset (class in pyneon)": [[2, "pyneon.NeonDataset", false]], "neonev (class in pyneon.events)": [[1, "pyneon.events.NeonEV", false]], "neonevents (class in pyneon.events)": [[1, "pyneon.events.NeonEvents", false]], "neoneyestates (class in pyneon.stream)": [[1, "pyneon.stream.NeonEyeStates", false]], "neonfixations (class in pyneon.events)": [[1, "pyneon.events.NeonFixations", false]], "neongaze (class in pyneon.stream)": [[1, "pyneon.stream.NeonGaze", false]], "neonimu (class in pyneon.stream)": [[1, "pyneon.stream.NeonIMU", false]], "neonrecording (class in pyneon)": [[6, "pyneon.NeonRecording", false]], "neonsaccades (class in pyneon.events)": [[1, "pyneon.events.NeonSaccades", false]], "neonstream (class in pyneon.stream)": [[1, "pyneon.stream.NeonStream", false]], "neontabular (class in pyneon.tabular)": [[1, "pyneon.tabular.NeonTabular", false]], "neonvideo (class in pyneon.video)": [[1, "pyneon.video.NeonVideo", false]], "overlay_scanpath_on_video() (in module pyneon.video)": [[1, "pyneon.video.overlay_scanpath_on_video", false]], "overlay_scanpath_on_video() (pyneon.neonrecording method)": [[6, "pyneon.NeonRecording.overlay_scanpath_on_video", false]], "plot_distribution() (in module pyneon.vis)": [[7, "pyneon.vis.plot_distribution", false]], "plot_distribution() (pyneon.neonrecording method)": [[6, "pyneon.NeonRecording.plot_distribution", false]], "plot_frame() (in module pyneon.vis)": [[7, "pyneon.vis.plot_frame", false]], "plot_frame() (pyneon.video.neonvideo method)": [[1, "pyneon.video.NeonVideo.plot_frame", false]], "pyneon": [[0, "module-pyneon", false]], "pyneon.events": [[1, "module-pyneon.events", false]], "pyneon.export": [[3, "module-pyneon.export", false]], "pyneon.preprocess": [[5, "module-pyneon.preprocess", false]], "pyneon.stream": [[1, "module-pyneon.stream", false]], "pyneon.tabular": [[1, "module-pyneon.tabular", false]], "pyneon.video": [[1, "module-pyneon.video", false]], "pyneon.vis": [[7, "module-pyneon.vis", false]], "recording_dir (pyneon.neonrecording attribute)": [[6, "pyneon.NeonRecording.recording_dir", false]], "recording_id (pyneon.neonrecording attribute)": [[6, "pyneon.NeonRecording.recording_id", false]], "recordings (pyneon.neondataset attribute)": [[2, "pyneon.NeonDataset.recordings", false]], "saccades (pyneon.neonrecording property)": [[6, "pyneon.NeonRecording.saccades", false]], "sampling_freq_effective (pyneon.stream.neonstream property)": [[1, "pyneon.stream.NeonStream.sampling_freq_effective", false]], "sampling_freq_nominal (pyneon.stream.neonstream attribute)": [[1, "pyneon.stream.NeonStream.sampling_freq_nominal", false]], "scanpath (pyneon.neonrecording property)": [[6, 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