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+# Sphinx build info version 1
+# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: 55309faf28c386dc0eeaa9d35acda58c
+tags: 645f666f9bcd5a90fca523b33c5a78b7
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+
+# Contributing
+
+Contributions to `pyisx` are welcome from anyone!
+In order to contribute, please open a pull request on Github and fill out the required information in the pull request description.
+
+## Reporting Bugs
+
+If you have found a bug, we recommend searching the [issues page](https://github.com/inscopix/pyisx/issues) to see if it has already been reported. If not, please open a new issue.
+If you have a feature request, please open a new issue with the label `enhancement`.
+
+## Development
+
+Follow this [Development Guide](https://github.com/inscopix/pyisx?tab=readme-ov-file#development-guide) for instructions on how to setup a development environment and build the package from source.
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+
+# Examples
+
+This sections contains examples of how to use the `isx` package to process Inscopix data.
+
+::: {toctree}
+examples/readData
+examples/writeData
+:::
diff --git a/_sources/examples/readData.md.txt b/_sources/examples/readData.md.txt
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+
+# Reading Data
+
+This section demonstrates how the `isx` package can be used to read data from Inscopix files.
+Refer to the [file types](../overview) table for reference on the Inscopix file types and read support.
+
+:::{note}
+The following sections assume the `isx` package has been imported, i.e., `import isx`
+:::
+
+## Microscope & Behavior Movies
+
+`Microscope Movie` and `Behavior Movie` file types can be read using the `isx.Movie` class. 
+
+```python
+    # Open the movie for reading
+    movie = isx.Movie.read("movie.isxd")
+```
+
+Movie objects have timing and spacing properties which can be accessed:
+
+
+```python
+    # Timing information can be accessed using:
+    movie.timing
+
+    # The number of frames can be accessed using:
+    movie.timing.num_samples
+
+    # The time period can be accessed using:
+    movie.timing.period.secs_float
+
+    # Spacing information can be accessed using:
+    movie.spacing
+
+    # The dimensions of the frame can be accessed using:
+    # which will return a 2-tuple containing the dimensions of the frame
+    # (num_rows, num_cols), or (height, width)
+    movie.spacing.num_pixels
+```
+
+Frames from movies can be read into memory:
+
+```python
+    # The pixel data type can accessed using:
+    movie.data_type
+
+    # Read every frame of the movie, and process it
+    for i in range(movie.timing.num_samples):
+        # Dimensions of the frame are (num_rows, num_cols), or (height, width)
+        frame = movie.get_frame_data(i)
+        
+        # Process frame
+        ...
+```
+
+::: {warning}
+It's recommended to read one frame into memory at a time to prevent out of memory errors.
+:::
+
+::: {note}
+Python indexes by 0, so the first frame is at index 0, and the the second frame is at index 1, and so on.
+:::
+
+## Cell Sets
+
+`Cell Set` file types can be read using the `isx.CellSet` class. 
+
+```python
+    # Open the cell set for reading
+    cell_set = isx.CellSet.read("cell_set.isxd")
+```
+
+Similar to movies, cell sets have timing and spacing properties which can be accessed.
+These properties are derived from the parent movie which generated the cell set.
+
+```python
+    # Timing information can be accessed using:
+    cell_set.timing
+
+    # The number of frames can be accessed using:
+    cell_set.timing.num_samples
+
+    # The time period can be accessed using:
+    cell_set.timing.period.secs_float
+
+    # Spacing information can be accessed using:
+    cell_set.spacing
+
+    # The dimensions of the frame can be accessed using:
+    # which will return a 2-tuple containing the dimensions of the frame
+    # (num_rows, num_cols), or (height, width)
+    cell_set.spacing.num_pixels
+```
+
+Cell data from cell sets can be read into memory:
+
+```python
+    # The number of cells in the cell set can accessed using:
+    cell_set.num_cells
+
+    # Read data of every cell in the cell set, and process it
+    for i in range(cell_set.num_cells):
+        # Get the cell name
+        name = cell_set.get_cell_name(i)
+
+        # Get the temporal activity trace of a cell
+        trace = cell_set.get_cell_trace(i)
+
+        # Get the spatial footprint of a cell
+        footprint = cell_set.get_cell_image_data(i)
+        
+        # Process cell data
+        ...
+```
+
+## Event Sets
+
+`Event Set` file types can be read using the `isx.EventSet` class. 
+
+```python
+    # open the event set for reading
+    event_set = isx.EventSet.read("event_set.isxd")
+```
+
+Similar to cell sets, event sets have timing properties which can be accessed.
+These properties are derived from the parent cell set which generated the event set.
+
+```python
+    # Timing information can be accessed using:
+    event_set.timing
+
+    # The number of frames can be accessed using:
+    event_set.timing.num_samples
+
+    # The time period can be accessed using:
+    event_set.timing.period.secs_float
+```
+
+Cell data from event sets can be read into memory:
+
+```python
+    # Read data of every cell in the event set, and process it
+    for i in range(event_set.timing.num_samples):
+        # Get the cell name
+        name = event_set.get_cell_name(i)
+
+        # Get the event timestamps and amplitudes of a cell
+        offsets, amplitudes = event_set.get_cell_data(i)
+
+        # Process cell data
+        ...
+```
+
+## Vessel Sets
+
+`Vessel Set` file types can be read using the `isx.VesselSet` class. 
+
+```python
+    # Open the vessel set for reading
+    vessel_set = isx.VesselSet.read("vessel_set.isxd")
+```
+
+Similar to movies, vessel sets have timing and spacing properties which can be accessed.
+These properties are derived from the parent movie which generated the vessel set.
+
+```python
+    # Timing information can be accessed using:
+    vessel_set.timing
+
+    # The number of frames can be accessed using:
+    vessel_set.timing.num_samples
+
+    # The time period can be accessed using:
+    vessel_set.timing.period.secs_float
+
+    # Spacing information can be accessed using:
+    vessel_set.spacing
+
+    # The dimensions of the frame can be accessed using:
+    # which will return a 2-tuple containing the dimensions of the frame
+    # (num_rows, num_cols), or (height, width)
+    vessel_set.spacing.num_pixels
+```
+
+Vessel data from vessel sets can be read into memory:
+
+```python
+    # The number of vessels in the vessel set can be accessed using:
+    vessel_set.num_vessels
+
+    # The standard deviation projection image of the parent movie
+    # This is the same for every vessel
+    image = vessel_set.get_vessel_image_data(0)
+
+    # Read data of every vessel in the vessel set, and process it
+    for i in range(vessel_set.num_vessels):
+        # Get the vessel name
+        name = vessel_set.get_vessel_name(i)
+
+        # Get the vessel status
+        status = vessel_set.get_vessel_status(i)
+
+        # For vessel diameter vessel sets, get the following data:
+        # The vessel diameter trace
+        trace = vessel_set.get_vessel_trace_data(i)
+        # The direction of rbc velocity trace
+        center_trace = vessel_set.get_vessel_center_trace_data(i)
+        # The vessel line points
+        line = vessel_set.get_vessel_line_data(i)
+
+        # For rbc velocity vessel sets, get the following data:
+        # The rbc velocity trace
+        trace = vessel_set.get_vessel_trace_data(i)
+        # The direction of rbc velocity trace
+        direction_trace = vessel_set.get_vessel_direction_trace_data(i)
+        # The first correlation heatmap of the vessel
+        corr = vessel_set.get_vessel_correlations_data(i, 0)
+        # The vessel box points
+        box = vessel_set.get_vessel_line_data(i)
+
+        # Process vessel data
+        ...
+```
+
+## GPIO & IMU
+ 
+`GPIO` and `IMU` file types can be read using the `isx.GpioSet` class. 
+
+```python
+    # open the gpio set for reading
+    gpio_set = isx.GpioSet.read("signals.gpio")
+```
+
+Gpio sets have timing properties which can be accessed.
+
+```python
+    # Timing information can be accessed using:
+    gpio_set.timing
+
+    # The number of frames can be accessed using:
+    gpio_set.timing.num_samples
+
+    # The time period can be accessed using:
+    gpio_set.timing.period.secs_float
+```
+
+Signal data from gpio sets can be read into memory:
+
+```python
+    # Number of channels (i.e., signals) can be accessed using:
+    gpio_set.num_channels
+
+    # Read data of every cell in the cell set, and process it
+    for i in range(gpio_set.num_channels):
+        # Get the channel name
+        name = gpio_set.get_channel_name(i)
+
+        # Get the signal timestamps and amplitudes of a channel
+        offsets, amplitudes = gpio_set.get_channel_data(i)
+
+        # Process signal data
+        ...
+```
diff --git a/_sources/examples/writeData.md.txt b/_sources/examples/writeData.md.txt
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+
+# Writing Data
+
+This section demonstrates how the `isx` package can be used to write data to Inscopix files.
+Refer to [file types](../overview) for reference on the Inscopix file types and write support.
+
+::: {note}
+The following sections assume the `isx` package has been imported, i.e., `import isx`
+:::
+
+## Microscope Movies
+
+The `Microscope Movie` file type can be written using the `isx.Movie` class. 
+
+```python
+    # Define timing, spacing, data_type properties
+    timing = isx.Timing(num_samples=200, period=isx.Duration.from_msecs(10))
+    spacing = isx.Spacing(num_pixels=(300, 400))
+    data_type = numpy.float32
+
+    # Open the movie for writing
+    movie = isx.Movie.write('movie.isxd', timing, spacing, data_type)
+
+    for i in range(timing.num_samples):
+        # Generate frame to write
+        frame = ...
+
+        # Write to file
+        movie.set_frame_data(i, frame)
+    
+    # Flush to disk
+    movie.flush()
+```
+
+::: {note}
+Python indexes by 0, so the first frame is at index 0, and the the second frame is at index 1, and so on.
+:::
+
+## Cell Sets
+
+The `Cell Set` file type can be written using the `isx.CellSet` class. 
+
+```python
+    # Define timing, spacing properties
+    timing = isx.Timing(num_samples=200, period=isx.Duration.from_msecs(10))
+    spacing = isx.Spacing(num_pixels=(300, 400))
+    
+    # Open the cell set for writing
+    cell_set = isx.CellSet.write('cell_set.isxd', timing, spacing)
+
+    for i in range(timing.num_samples):
+        # Generate cell footprint and trace to write
+        image = ...
+        trace = ...
+
+        # Write to file
+        cell_set.set_cell_data(i, image, trace, 'C{}'.format(i))
+    
+    # Flush to disk
+    cell_set.flush()
+```
+
+## Event Sets
+
+The `Event Set` file type can be written using the `isx.EventSet` class. 
+
+```python
+    # Define timing properties
+    timing = isx.Timing(num_samples=200, period=isx.Duration.from_msecs(10))
+
+    # Open the event set for writing
+    cell_names = ['C00', 'C01', ...]
+    event_set = isx.EventSet.write('event_set.isxd', timing, cell_names)
+
+    for i in range(cell_set.num_cells):
+        # Generate event offsets and amplitudes
+        offsets = ...
+        amplitudes = ...
+
+        # Write to file
+        event_set.set_cell_data(c, offsets, amplitudes)
+    
+    # Flush to disk
+    event_set.flush()
+```
+
+## Vessel Sets
+
+The `Vessel Set` file type can be written using the `isx.VesselSet` class. 
+
+For vessel diameter vessel sets:
+
+```python
+    # Define timing, spacing, vessel type properties
+    timing = isx.Timing(num_samples=200, period=isx.Duration.from_msecs(10))
+    spacing = isx.Spacing(num_pixels=(300, 400))
+    vessel_type = "vessel diameter"
+
+    # Open the vessel set for writing
+    vessel_set = isx.VesselSet.write('vessel_set.isxd', timing, spacing, vessel_type)
+
+    # Generate a projection image of the parent movie
+    image = ...
+    for i in range(timing.num_samples):
+        # Generate vessel diameter line, trace, and center trace to write
+        line = ..
+        trace = ...
+        center_trace = ...
+
+        # Write to file
+        vessel_set.set_vessel_diameter_data(i, image, line, trace, center_trace, 'V{}'.format(i))
+    
+    # Flush to disk
+    vessel_set.flush()
+```
+
+For RBC velocity vessel sets:
+
+```python
+    # Define timing, spacing, vessel type properties
+    timing = isx.Timing(num_samples=200, period=isx.Duration.from_msecs(10))
+    spacing = isx.Spacing(num_pixels=(300, 400))
+    vessel_type = "rbc velocity"
+
+    # Open the vessel set for writing
+    vessel_set = isx.VesselSet.write('vessel_set.isxd', timing, spacing, vessel_type)
+
+    # Generate a projection image of the parent movie
+    image = ...
+    for i in range(timing.num_samples):
+        # Generate rbc velocity line, trace, and direction trace, and correlation heatmaps to write
+        line = ...
+        trace = ...
+        direction_trace = ...
+        correlations_trace = ...
+
+        # Write to file
+        vessel_set.set_rbc_velocity_data(i, image, line, trace, direction_trace, correlations_trace, 'V{}'.format(i))
+    
+    # Flush to disk
+    vessel_set.flush()
+```
diff --git a/_sources/faq.md.txt b/_sources/faq.md.txt
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+++ b/_sources/faq.md.txt
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+# FAQ
+
+* What's the difference between the [IDPS Python API](https://inscopix.com/software-analysis-miniscope-imaging/) and `pyisx`?
+    * The IDPS (Inscopix Data Processing Software) Python API is a python package included with the IDPS GUI application. `pyisx` is an open-source version of this package, which contains the exact same functionality (excluding any algorithms), and can be installed without installing the entire IDPS application.
+* Does this package include algorithms from the IDPS Python API?
+    * No, currently the algorithms from the IDPS Python API are not included in `pyisx`
+* What's the difference between `pyisx` and `isx`?
+    * [pyisx](https://github.com/inscopix/pyisx) project is a python binding for [isxcore](https://github.com/inscopix/isxcore), a C++ API for interacting with Inscopix data.
+    * `isx` is the python package for this project, with pre-built binaries available on [pypi](https://pypi.org/project/isx/).
+* How do I file a bug report or a feature request?
+    * If you have found a bug, we recommend searching the [issues page](https://github.com/inscopix/pyisx/issues) to see if it has already been reported. If not, please open a new issue.
+    * If you have a feature request, please open a new issue with the label `enhancement`.
+* Can I use this in my own projects?
+    * Absolutely! `pyisx` is an open-source project and free to use. Please refer to the (license)[#license] for more details on usage guidelines.
diff --git a/_sources/index.md.txt b/_sources/index.md.txt
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+
+# pyisx documentation
+
+`isx` is a python package for interacting with Inscopix data.
+This package encapsulates the following I/O functionality:
+
+* Reading Inscopix files (`.isxd`, `.isxb`, `.gpio`, `.imu`)
+* Writing Inscopix files (`.isxd`)
+* Exporting Inscopix files to third-party formats (`.mp4`, `.tiff`, `.csv`)
+
+The `isx` package is built from the `pyisx` project, a python binding for [isxcore](https://github.com/inscopix/isxcore), a C++ API for interacting with Inscopix data.
+
+::: {toctree}
+:maxdepth: 1
+:caption: Contents:
+
+overview
+installation
+reference
+examples
+contributing
+faq
+:::
+
+## Links
+
+* [Github](https://github.com/inscopix/pyisx)
+* [isxcore Github](https://github.com/inscopix/isxcore)
+* [Inscopix](https://inscopix.com/)
+
+## Quick Start
+
+To install `isx`, run the following command in a python environment:
+
+```python
+pip install isx
+```
+
+## License
+
+This project has been released under a [CC BY-NC license](https://creativecommons.org/licenses/by-nc/4.0). This means that you are free to:
+
+* Share — copy and redistribute the material in any medium or format
+* Adapt — remix, transform, and build upon the material
+
+   * The licensor cannot revoke these freedoms as long as you follow the license terms.
+
+Under the following terms:
+
+* Attribution — You must give appropriate credit , provide a link to the license, and indicate if changes were made . You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
+* NonCommercial — You may not use the material for commercial purposes .
+* No additional restrictions — You may not apply legal terms or technological measures that legally restrict others from doing anything the license permits.
diff --git a/_sources/installation.md.txt b/_sources/installation.md.txt
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+
+# Installation
+
+Pre-built binaries of this API can be installed from [PyPi](https://pypi.org/project/isx) for the supported platforms.
+
+```bash
+pip install isx
+```
+
+::: {attention}
+For Apple Silicon (i.e., macOS with arm64 architecture), the package is currently not natively supported. However, it's possible to use [anaconda](https://www.anaconda.com/) to configure an x86 environment and use the project.
+:::
+
+```bash
+CONDA_SUBDIR=osx-64 conda create -n <name> python=<python>
+conda activate <name>
+conda config --env --set subdir osx-64
+pip install isx
+```
+
+Replace `<name>` with a name for the conda environment, and `<python>` with the python version to use.
+
+## Supported Platforms
+
+This package has been built and tested on the following operating systems, for python versions `3.9 - 3.12`:
+
+|  OS | Version | Architecture |
+|  --------- | ------- | ----- |
+| macOS   | 13 | x86_64 |
+| Ubuntu (Linux) | 20.04 | x86_64 |
+| Windows | 11 | amd64 |
+
+## Development (advanced)
+
+In order to build the package locally, follow this [Development Guide](https://github.com/inscopix/pyisx?tab=readme-ov-file#development-guide).
diff --git a/_sources/overview.md.txt b/_sources/overview.md.txt
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+++ b/_sources/overview.md.txt
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+
+# Overview
+
+`isx` is a python package for interacting with Inscopix data.
+This package encapsulates the following I/O functionality:
+* Reading Inscopix files (`.isxd`, `.isxb`, `.gpio`, `.imu`)
+* Writing Inscopix files (`.isxd`)
+* Exporting Inscopix files to third-party formats (`.mp4`, `.tiff`, `.csv`)
+
+The `isx` package is built from the `pyisx` project, a python binding for [isxcore](https://github.com/inscopix/isxcore), a C++ API for interacting with Inscopix data.
+
+## Install
+
+
+This package is available on [pypi](https://pypi.org/project/isx/).
+To install `isx`, run the following command in a python environment:
+
+```python
+pip install isx
+```
+
+::: {attention}
+For Apple Silicon (i.e., macOS with arm64 architecture), the package is currently not natively supported. However, it's possible to use [anaconda](https://www.anaconda.com/) to configure an x86 environment and use the project.
+:::
+
+```bash
+CONDA_SUBDIR=osx-64 conda create -n <name> python=<python>
+conda activate <name>
+conda config --env --set subdir osx-64
+pip install isx
+```
+
+Please refer to the [Installation](#installation) guide for more details.
+
+## File Types
+
+This package encapsulates the following I/O functionality:
+
+
+The following table summarizes all Inscopix file types and the functionality supported by this package:
+
+| File Type | File Format | Read | Write | Export | Description |
+| --------- | ----------- | ---- | ----- | ------ | ----------- |
+| `Microscope Movie` | `.isxd` | Yes | Yes | `.mp4`, `.tiff`, `.csv` | Recording acquired from a microscope |
+| `Microscope Image` | `.isxd` | Yes | Yes | `.tiff` | Image acquired from a microscope |
+| `Behavior Movie` | `.isxb` | Yes | No | `.mp4` | Compressed recording acquired from a behavior camera | 
+| `Cell Set` | `.isxd` | Yes | Yes | `.tiff`, `.csv` | Neural cells represented as a set of temporal activity traces and spatial footprints. A `Cell Set` is generated from a `Microscope Movie` |
+| `Event Set` | `.isxd` | Yes | Yes | `.csv` | Neural events (e.g., calcium events) represented as a set of discrete signal traces. An `Event Set` is generated from a `Cell Set` |
+| `Vessel Set` | `.isxd` | Yes | Yes | `.tiff`, `.csv` | Vessels represented as a set of vessel diameter or red blood cell (rbc) velocity traces. A `Vessel Set` is generated from a blood flow `Microscope Movie` |
+| `GPIO`  | `.gpio`, `.isxd` | Yes | No | `.isxd`, `.csv` | General purpose input/output signals recorded from an acquisition device |
+| `IMU` | `.imu` | Yes | No | `.isxd`, `.csv` | Inertial measurement unit (accelerometer, magnetometer, orientation​) recorded from an acquisition device |
+| `Compressed Microscope Movie` | `.isxc` | No | No | N/A | Compressed recording acquired from a microscope. A `Compressed Microscope Movie` is decompressed into a `Microscope Movie` |
+
+## Next Steps
+
+To learn more about how to use the `isx` package, refer to the [Examples](#examples) guide and the [API Reference](#reference).
diff --git a/_sources/reference.rst.txt b/_sources/reference.rst.txt
new file mode 100644
index 0000000..5157890
--- /dev/null
+++ b/_sources/reference.rst.txt
@@ -0,0 +1,16 @@
+.. _reference:
+
+API Reference
+=============
+
+.. warning::
+
+    All hidden modules, classes, functions and members (i.e. those starting with \_)
+    are hidden because they are not part of the public API and their behavior
+    may change in future versions.
+    We recommend you do not use them and will not provide support for them.
+    This includes the ``_internal`` module.
+
+.. automodule:: isx
+    :members:
+    :imported-members:
diff --git a/_static/_sphinx_javascript_frameworks_compat.js b/_static/_sphinx_javascript_frameworks_compat.js
new file mode 100644
index 0000000..8141580
--- /dev/null
+++ b/_static/_sphinx_javascript_frameworks_compat.js
@@ -0,0 +1,123 @@
+/* Compatability shim for jQuery and underscores.js.
+ *
+ * Copyright Sphinx contributors
+ * Released under the two clause BSD licence
+ */
+
+/**
+ * small helper function to urldecode strings
+ *
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL
+ */
+jQuery.urldecode = function(x) {
+    if (!x) {
+        return x
+    }
+    return decodeURIComponent(x.replace(/\+/g, ' '));
+};
+
+/**
+ * small helper function to urlencode strings
+ */
+jQuery.urlencode = encodeURIComponent;
+
+/**
+ * This function returns the parsed url parameters of the
+ * current request. Multiple values per key are supported,
+ * it will always return arrays of strings for the value parts.
+ */
+jQuery.getQueryParameters = function(s) {
+    if (typeof s === 'undefined')
+        s = document.location.search;
+    var parts = s.substr(s.indexOf('?') + 1).split('&');
+    var result = {};
+    for (var i = 0; i < parts.length; i++) {
+        var tmp = parts[i].split('=', 2);
+        var key = jQuery.urldecode(tmp[0]);
+        var value = jQuery.urldecode(tmp[1]);
+        if (key in result)
+            result[key].push(value);
+        else
+            result[key] = [value];
+    }
+    return result;
+};
+
+/**
+ * highlight a given string on a jquery object by wrapping it in
+ * span elements with the given class name.
+ */
+jQuery.fn.highlightText = function(text, className) {
+    function highlight(node, addItems) {
+        if (node.nodeType === 3) {
+            var val = node.nodeValue;
+            var pos = val.toLowerCase().indexOf(text);
+            if (pos >= 0 &&
+                !jQuery(node.parentNode).hasClass(className) &&
+                !jQuery(node.parentNode).hasClass("nohighlight")) {
+                var span;
+                var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
+                if (isInSVG) {
+                    span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+                } else {
+                    span = document.createElement("span");
+                    span.className = className;
+                }
+                span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+                node.parentNode.insertBefore(span, node.parentNode.insertBefore(
+                    document.createTextNode(val.substr(pos + text.length)),
+                    node.nextSibling));
+                node.nodeValue = val.substr(0, pos);
+                if (isInSVG) {
+                    var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
+                    var bbox = node.parentElement.getBBox();
+                    rect.x.baseVal.value = bbox.x;
+                    rect.y.baseVal.value = bbox.y;
+                    rect.width.baseVal.value = bbox.width;
+                    rect.height.baseVal.value = bbox.height;
+                    rect.setAttribute('class', className);
+                    addItems.push({
+                        "parent": node.parentNode,
+                        "target": rect});
+                }
+            }
+        }
+        else if (!jQuery(node).is("button, select, textarea")) {
+            jQuery.each(node.childNodes, function() {
+                highlight(this, addItems);
+            });
+        }
+    }
+    var addItems = [];
+    var result = this.each(function() {
+        highlight(this, addItems);
+    });
+    for (var i = 0; i < addItems.length; ++i) {
+        jQuery(addItems[i].parent).before(addItems[i].target);
+    }
+    return result;
+};
+
+/*
+ * backward compatibility for jQuery.browser
+ * This will be supported until firefox bug is fixed.
+ */
+if (!jQuery.browser) {
+    jQuery.uaMatch = function(ua) {
+        ua = ua.toLowerCase();
+
+        var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
+            /(webkit)[ \/]([\w.]+)/.exec(ua) ||
+            /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
+            /(msie) ([\w.]+)/.exec(ua) ||
+            ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
+            [];
+
+        return {
+            browser: match[ 1 ] || "",
+            version: match[ 2 ] || "0"
+        };
+    };
+    jQuery.browser = {};
+    jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
+}
diff --git a/_static/basic.css b/_static/basic.css
new file mode 100644
index 0000000..f316efc
--- /dev/null
+++ b/_static/basic.css
@@ -0,0 +1,925 @@
+/*
+ * basic.css
+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+/* -- main layout ----------------------------------------------------------- */
+
+div.clearer {
+    clear: both;
+}
+
+div.section::after {
+    display: block;
+    content: '';
+    clear: left;
+}
+
+/* -- relbar ---------------------------------------------------------------- */
+
+div.related {
+    width: 100%;
+    font-size: 90%;
+}
+
+div.related h3 {
+    display: none;
+}
+
+div.related ul {
+    margin: 0;
+    padding: 0 0 0 10px;
+    list-style: none;
+}
+
+div.related li {
+    display: inline;
+}
+
+div.related li.right {
+    float: right;
+    margin-right: 5px;
+}
+
+/* -- sidebar --------------------------------------------------------------- */
+
+div.sphinxsidebarwrapper {
+    padding: 10px 5px 0 10px;
+}
+
+div.sphinxsidebar {
+    float: left;
+    width: 230px;
+    margin-left: -100%;
+    font-size: 90%;
+    word-wrap: break-word;
+    overflow-wrap : break-word;
+}
+
+div.sphinxsidebar ul {
+    list-style: none;
+}
+
+div.sphinxsidebar ul ul,
+div.sphinxsidebar ul.want-points {
+    margin-left: 20px;
+    list-style: square;
+}
+
+div.sphinxsidebar ul ul {
+    margin-top: 0;
+    margin-bottom: 0;
+}
+
+div.sphinxsidebar form {
+    margin-top: 10px;
+}
+
+div.sphinxsidebar input {
+    border: 1px solid #98dbcc;
+    font-family: sans-serif;
+    font-size: 1em;
+}
+
+div.sphinxsidebar #searchbox form.search {
+    overflow: hidden;
+}
+
+div.sphinxsidebar #searchbox input[type="text"] {
+    float: left;
+    width: 80%;
+    padding: 0.25em;
+    box-sizing: border-box;
+}
+
+div.sphinxsidebar #searchbox input[type="submit"] {
+    float: left;
+    width: 20%;
+    border-left: none;
+    padding: 0.25em;
+    box-sizing: border-box;
+}
+
+
+img {
+    border: 0;
+    max-width: 100%;
+}
+
+/* -- search page ----------------------------------------------------------- */
+
+ul.search {
+    margin: 10px 0 0 20px;
+    padding: 0;
+}
+
+ul.search li {
+    padding: 5px 0 5px 20px;
+    background-image: url(file.png);
+    background-repeat: no-repeat;
+    background-position: 0 7px;
+}
+
+ul.search li a {
+    font-weight: bold;
+}
+
+ul.search li p.context {
+    color: #888;
+    margin: 2px 0 0 30px;
+    text-align: left;
+}
+
+ul.keywordmatches li.goodmatch a {
+    font-weight: bold;
+}
+
+/* -- index page ------------------------------------------------------------ */
+
+table.contentstable {
+    width: 90%;
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table.contentstable p.biglink {
+    line-height: 150%;
+}
+
+a.biglink {
+    font-size: 1.3em;
+}
+
+span.linkdescr {
+    font-style: italic;
+    padding-top: 5px;
+    font-size: 90%;
+}
+
+/* -- general index --------------------------------------------------------- */
+
+table.indextable {
+    width: 100%;
+}
+
+table.indextable td {
+    text-align: left;
+    vertical-align: top;
+}
+
+table.indextable ul {
+    margin-top: 0;
+    margin-bottom: 0;
+    list-style-type: none;
+}
+
+table.indextable > tbody > tr > td > ul {
+    padding-left: 0em;
+}
+
+table.indextable tr.pcap {
+    height: 10px;
+}
+
+table.indextable tr.cap {
+    margin-top: 10px;
+    background-color: #f2f2f2;
+}
+
+img.toggler {
+    margin-right: 3px;
+    margin-top: 3px;
+    cursor: pointer;
+}
+
+div.modindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+div.genindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+/* -- domain module index --------------------------------------------------- */
+
+table.modindextable td {
+    padding: 2px;
+    border-collapse: collapse;
+}
+
+/* -- general body styles --------------------------------------------------- */
+
+div.body {
+    min-width: 360px;
+    max-width: 800px;
+}
+
+div.body p, div.body dd, div.body li, div.body blockquote {
+    -moz-hyphens: auto;
+    -ms-hyphens: auto;
+    -webkit-hyphens: auto;
+    hyphens: auto;
+}
+
+a.headerlink {
+    visibility: hidden;
+}
+
+a:visited {
+    color: #551A8B;
+}
+
+h1:hover > a.headerlink,
+h2:hover > a.headerlink,
+h3:hover > a.headerlink,
+h4:hover > a.headerlink,
+h5:hover > a.headerlink,
+h6:hover > a.headerlink,
+dt:hover > a.headerlink,
+caption:hover > a.headerlink,
+p.caption:hover > a.headerlink,
+div.code-block-caption:hover > a.headerlink {
+    visibility: visible;
+}
+
+div.body p.caption {
+    text-align: inherit;
+}
+
+div.body td {
+    text-align: left;
+}
+
+.first {
+    margin-top: 0 !important;
+}
+
+p.rubric {
+    margin-top: 30px;
+    font-weight: bold;
+}
+
+img.align-left, figure.align-left, .figure.align-left, object.align-left {
+    clear: left;
+    float: left;
+    margin-right: 1em;
+}
+
+img.align-right, figure.align-right, .figure.align-right, object.align-right {
+    clear: right;
+    float: right;
+    margin-left: 1em;
+}
+
+img.align-center, figure.align-center, .figure.align-center, object.align-center {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+img.align-default, figure.align-default, .figure.align-default {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.align-left {
+    text-align: left;
+}
+
+.align-center {
+    text-align: center;
+}
+
+.align-default {
+    text-align: center;
+}
+
+.align-right {
+    text-align: right;
+}
+
+/* -- sidebars -------------------------------------------------------------- */
+
+div.sidebar,
+aside.sidebar {
+    margin: 0 0 0.5em 1em;
+    border: 1px solid #ddb;
+    padding: 7px;
+    background-color: #ffe;
+    width: 40%;
+    float: right;
+    clear: right;
+    overflow-x: auto;
+}
+
+p.sidebar-title {
+    font-weight: bold;
+}
+
+nav.contents,
+aside.topic,
+div.admonition, div.topic, blockquote {
+    clear: left;
+}
+
+/* -- topics ---------------------------------------------------------------- */
+
+nav.contents,
+aside.topic,
+div.topic {
+    border: 1px solid #ccc;
+    padding: 7px;
+    margin: 10px 0 10px 0;
+}
+
+p.topic-title {
+    font-size: 1.1em;
+    font-weight: bold;
+    margin-top: 10px;
+}
+
+/* -- admonitions ----------------------------------------------------------- */
+
+div.admonition {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    padding: 7px;
+}
+
+div.admonition dt {
+    font-weight: bold;
+}
+
+p.admonition-title {
+    margin: 0px 10px 5px 0px;
+    font-weight: bold;
+}
+
+div.body p.centered {
+    text-align: center;
+    margin-top: 25px;
+}
+
+/* -- content of sidebars/topics/admonitions -------------------------------- */
+
+div.sidebar > :last-child,
+aside.sidebar > :last-child,
+nav.contents > :last-child,
+aside.topic > :last-child,
+div.topic > :last-child,
+div.admonition > :last-child {
+    margin-bottom: 0;
+}
+
+div.sidebar::after,
+aside.sidebar::after,
+nav.contents::after,
+aside.topic::after,
+div.topic::after,
+div.admonition::after,
+blockquote::after {
+    display: block;
+    content: '';
+    clear: both;
+}
+
+/* -- tables ---------------------------------------------------------------- */
+
+table.docutils {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    border: 0;
+    border-collapse: collapse;
+}
+
+table.align-center {
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table.align-default {
+    margin-left: auto;
+    margin-right: auto;
+}
+
+table caption span.caption-number {
+    font-style: italic;
+}
+
+table caption span.caption-text {
+}
+
+table.docutils td, table.docutils th {
+    padding: 1px 8px 1px 5px;
+    border-top: 0;
+    border-left: 0;
+    border-right: 0;
+    border-bottom: 1px solid #aaa;
+}
+
+th {
+    text-align: left;
+    padding-right: 5px;
+}
+
+table.citation {
+    border-left: solid 1px gray;
+    margin-left: 1px;
+}
+
+table.citation td {
+    border-bottom: none;
+}
+
+th > :first-child,
+td > :first-child {
+    margin-top: 0px;
+}
+
+th > :last-child,
+td > :last-child {
+    margin-bottom: 0px;
+}
+
+/* -- figures --------------------------------------------------------------- */
+
+div.figure, figure {
+    margin: 0.5em;
+    padding: 0.5em;
+}
+
+div.figure p.caption, figcaption {
+    padding: 0.3em;
+}
+
+div.figure p.caption span.caption-number,
+figcaption span.caption-number {
+    font-style: italic;
+}
+
+div.figure p.caption span.caption-text,
+figcaption span.caption-text {
+}
+
+/* -- field list styles ----------------------------------------------------- */
+
+table.field-list td, table.field-list th {
+    border: 0 !important;
+}
+
+.field-list ul {
+    margin: 0;
+    padding-left: 1em;
+}
+
+.field-list p {
+    margin: 0;
+}
+
+.field-name {
+    -moz-hyphens: manual;
+    -ms-hyphens: manual;
+    -webkit-hyphens: manual;
+    hyphens: manual;
+}
+
+/* -- hlist styles ---------------------------------------------------------- */
+
+table.hlist {
+    margin: 1em 0;
+}
+
+table.hlist td {
+    vertical-align: top;
+}
+
+/* -- object description styles --------------------------------------------- */
+
+.sig {
+	font-family: 'Consolas', 'Menlo', 'DejaVu Sans Mono', 'Bitstream Vera Sans Mono', monospace;
+}
+
+.sig-name, code.descname {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+.sig-name {
+	font-size: 1.1em;
+}
+
+code.descname {
+    font-size: 1.2em;
+}
+
+.sig-prename, code.descclassname {
+    background-color: transparent;
+}
+
+.optional {
+    font-size: 1.3em;
+}
+
+.sig-paren {
+    font-size: larger;
+}
+
+.sig-param.n {
+	font-style: italic;
+}
+
+/* C++ specific styling */
+
+.sig-inline.c-texpr,
+.sig-inline.cpp-texpr {
+	font-family: unset;
+}
+
+.sig.c   .k, .sig.c   .kt,
+.sig.cpp .k, .sig.cpp .kt {
+	color: #0033B3;
+}
+
+.sig.c   .m,
+.sig.cpp .m {
+	color: #1750EB;
+}
+
+.sig.c   .s, .sig.c   .sc,
+.sig.cpp .s, .sig.cpp .sc {
+	color: #067D17;
+}
+
+
+/* -- other body styles ----------------------------------------------------- */
+
+ol.arabic {
+    list-style: decimal;
+}
+
+ol.loweralpha {
+    list-style: lower-alpha;
+}
+
+ol.upperalpha {
+    list-style: upper-alpha;
+}
+
+ol.lowerroman {
+    list-style: lower-roman;
+}
+
+ol.upperroman {
+    list-style: upper-roman;
+}
+
+:not(li) > ol > li:first-child > :first-child,
+:not(li) > ul > li:first-child > :first-child {
+    margin-top: 0px;
+}
+
+:not(li) > ol > li:last-child > :last-child,
+:not(li) > ul > li:last-child > :last-child {
+    margin-bottom: 0px;
+}
+
+ol.simple ol p,
+ol.simple ul p,
+ul.simple ol p,
+ul.simple ul p {
+    margin-top: 0;
+}
+
+ol.simple > li:not(:first-child) > p,
+ul.simple > li:not(:first-child) > p {
+    margin-top: 0;
+}
+
+ol.simple p,
+ul.simple p {
+    margin-bottom: 0;
+}
+
+aside.footnote > span,
+div.citation > span {
+    float: left;
+}
+aside.footnote > span:last-of-type,
+div.citation > span:last-of-type {
+  padding-right: 0.5em;
+}
+aside.footnote > p {
+  margin-left: 2em;
+}
+div.citation > p {
+  margin-left: 4em;
+}
+aside.footnote > p:last-of-type,
+div.citation > p:last-of-type {
+    margin-bottom: 0em;
+}
+aside.footnote > p:last-of-type:after,
+div.citation > p:last-of-type:after {
+    content: "";
+    clear: both;
+}
+
+dl.field-list {
+    display: grid;
+    grid-template-columns: fit-content(30%) auto;
+}
+
+dl.field-list > dt {
+    font-weight: bold;
+    word-break: break-word;
+    padding-left: 0.5em;
+    padding-right: 5px;
+}
+
+dl.field-list > dd {
+    padding-left: 0.5em;
+    margin-top: 0em;
+    margin-left: 0em;
+    margin-bottom: 0em;
+}
+
+dl {
+    margin-bottom: 15px;
+}
+
+dd > :first-child {
+    margin-top: 0px;
+}
+
+dd ul, dd table {
+    margin-bottom: 10px;
+}
+
+dd {
+    margin-top: 3px;
+    margin-bottom: 10px;
+    margin-left: 30px;
+}
+
+.sig dd {
+    margin-top: 0px;
+    margin-bottom: 0px;
+}
+
+.sig dl {
+    margin-top: 0px;
+    margin-bottom: 0px;
+}
+
+dl > dd:last-child,
+dl > dd:last-child > :last-child {
+    margin-bottom: 0;
+}
+
+dt:target, span.highlighted {
+    background-color: #fbe54e;
+}
+
+rect.highlighted {
+    fill: #fbe54e;
+}
+
+dl.glossary dt {
+    font-weight: bold;
+    font-size: 1.1em;
+}
+
+.versionmodified {
+    font-style: italic;
+}
+
+.system-message {
+    background-color: #fda;
+    padding: 5px;
+    border: 3px solid red;
+}
+
+.footnote:target  {
+    background-color: #ffa;
+}
+
+.line-block {
+    display: block;
+    margin-top: 1em;
+    margin-bottom: 1em;
+}
+
+.line-block .line-block {
+    margin-top: 0;
+    margin-bottom: 0;
+    margin-left: 1.5em;
+}
+
+.guilabel, .menuselection {
+    font-family: sans-serif;
+}
+
+.accelerator {
+    text-decoration: underline;
+}
+
+.classifier {
+    font-style: oblique;
+}
+
+.classifier:before {
+    font-style: normal;
+    margin: 0 0.5em;
+    content: ":";
+    display: inline-block;
+}
+
+abbr, acronym {
+    border-bottom: dotted 1px;
+    cursor: help;
+}
+
+.translated {
+    background-color: rgba(207, 255, 207, 0.2)
+}
+
+.untranslated {
+    background-color: rgba(255, 207, 207, 0.2)
+}
+
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diff --git a/_static/doctools.js b/_static/doctools.js
new file mode 100644
index 0000000..4d67807
--- /dev/null
+++ b/_static/doctools.js
@@ -0,0 +1,156 @@
+/*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
+ * Base JavaScript utilities for all Sphinx HTML documentation.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([
+  "TEXTAREA",
+  "INPUT",
+  "SELECT",
+  "BUTTON",
+]);
+
+const _ready = (callback) => {
+  if (document.readyState !== "loading") {
+    callback();
+  } else {
+    document.addEventListener("DOMContentLoaded", callback);
+  }
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const Documentation = {
+  init: () => {
+    Documentation.initDomainIndexTable();
+    Documentation.initOnKeyListeners();
+  },
+
+  /**
+   * i18n support
+   */
+  TRANSLATIONS: {},
+  PLURAL_EXPR: (n) => (n === 1 ? 0 : 1),
+  LOCALE: "unknown",
+
+  // gettext and ngettext don't access this so that the functions
+  // can safely bound to a different name (_ = Documentation.gettext)
+  gettext: (string) => {
+    const translated = Documentation.TRANSLATIONS[string];
+    switch (typeof translated) {
+      case "undefined":
+        return string; // no translation
+      case "string":
+        return translated; // translation exists
+      default:
+        return translated[0]; // (singular, plural) translation tuple exists
+    }
+  },
+
+  ngettext: (singular, plural, n) => {
+    const translated = Documentation.TRANSLATIONS[singular];
+    if (typeof translated !== "undefined")
+      return translated[Documentation.PLURAL_EXPR(n)];
+    return n === 1 ? singular : plural;
+  },
+
+  addTranslations: (catalog) => {
+    Object.assign(Documentation.TRANSLATIONS, catalog.messages);
+    Documentation.PLURAL_EXPR = new Function(
+      "n",
+      `return (${catalog.plural_expr})`
+    );
+    Documentation.LOCALE = catalog.locale;
+  },
+
+  /**
+   * helper function to focus on search bar
+   */
+  focusSearchBar: () => {
+    document.querySelectorAll("input[name=q]")[0]?.focus();
+  },
+
+  /**
+   * Initialise the domain index toggle buttons
+   */
+  initDomainIndexTable: () => {
+    const toggler = (el) => {
+      const idNumber = el.id.substr(7);
+      const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`);
+      if (el.src.substr(-9) === "minus.png") {
+        el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`;
+        toggledRows.forEach((el) => (el.style.display = "none"));
+      } else {
+        el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`;
+        toggledRows.forEach((el) => (el.style.display = ""));
+      }
+    };
+
+    const togglerElements = document.querySelectorAll("img.toggler");
+    togglerElements.forEach((el) =>
+      el.addEventListener("click", (event) => toggler(event.currentTarget))
+    );
+    togglerElements.forEach((el) => (el.style.display = ""));
+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler);
+  },
+
+  initOnKeyListeners: () => {
+    // only install a listener if it is really needed
+    if (
+      !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS &&
+      !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS
+    )
+      return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.altKey || event.ctrlKey || event.metaKey) return;
+
+      if (!event.shiftKey) {
+        switch (event.key) {
+          case "ArrowLeft":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const prevLink = document.querySelector('link[rel="prev"]');
+            if (prevLink && prevLink.href) {
+              window.location.href = prevLink.href;
+              event.preventDefault();
+            }
+            break;
+          case "ArrowRight":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const nextLink = document.querySelector('link[rel="next"]');
+            if (nextLink && nextLink.href) {
+              window.location.href = nextLink.href;
+              event.preventDefault();
+            }
+            break;
+        }
+      }
+
+      // some keyboard layouts may need Shift to get /
+      switch (event.key) {
+        case "/":
+          if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break;
+          Documentation.focusSearchBar();
+          event.preventDefault();
+      }
+    });
+  },
+};
+
+// quick alias for translations
+const _ = Documentation.gettext;
+
+_ready(Documentation.init);
diff --git a/_static/documentation_options.js b/_static/documentation_options.js
new file mode 100644
index 0000000..7f51004
--- /dev/null
+++ b/_static/documentation_options.js
@@ -0,0 +1,13 @@
+const DOCUMENTATION_OPTIONS = {
+    VERSION: '2.0.0',
+    LANGUAGE: 'en',
+    COLLAPSE_INDEX: false,
+    BUILDER: 'html',
+    FILE_SUFFIX: '.html',
+    LINK_SUFFIX: '.html',
+    HAS_SOURCE: true,
+    SOURCELINK_SUFFIX: '.txt',
+    NAVIGATION_WITH_KEYS: false,
+    SHOW_SEARCH_SUMMARY: true,
+    ENABLE_SEARCH_SHORTCUTS: true,
+};
\ No newline at end of file
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diff --git a/_static/fonts/Lato/lato-bolditalic.eot b/_static/fonts/Lato/lato-bolditalic.eot
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diff --git a/_static/jquery.js b/_static/jquery.js
new file mode 100644
index 0000000..c4c6022
--- /dev/null
+++ b/_static/jquery.js
@@ -0,0 +1,2 @@
+/*! jQuery v3.6.0 | (c) OpenJS Foundation and other contributors | jquery.org/license */
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\ No newline at end of file
diff --git a/_static/js/versions.js b/_static/js/versions.js
new file mode 100644
index 0000000..818bc99
--- /dev/null
+++ b/_static/js/versions.js
@@ -0,0 +1,224 @@
+const themeFlyoutDisplay = "hidden";
+const themeVersionSelector = "True";
+const themeLanguageSelector = "True";
+
+if (themeFlyoutDisplay === "attached") {
+  function renderLanguages(config) {
+    if (!config.projects.translations.length) {
+      return "";
+    }
+
+    const languagesHTML = `
+      <dl>
+        <dt>Languages</dt>
+        ${config.projects.translations
+          .map(
+            (translation) => `
+        <dd ${translation.slug == config.projects.current.slug ? 'class="rtd-current-item"' : ""}>
+          <a href="${translation.urls.documentation}">${translation.language.code}</a>
+        </dd>
+        `,
+          )
+          .join("\n")}
+      </dl>
+    `;
+    return languagesHTML;
+  }
+
+  function renderVersions(config) {
+    if (!config.versions.active.length) {
+      return "";
+    }
+    const versionsHTML = `
+      <dl>
+        <dt>Versions</dt>
+        ${config.versions.active
+          .map(
+            (version) => `
+        <dd ${version.slug === config.versions.current.slug ? 'class="rtd-current-item"' : ""}>
+          <a href="${version.urls.documentation}">${version.slug}</a>
+        </dd>
+        `,
+          )
+          .join("\n")}
+      </dl>
+    `;
+    return versionsHTML;
+  }
+
+  function renderDownloads(config) {
+    if (!Object.keys(config.versions.current.downloads).length) {
+      return "";
+    }
+    const downloadsNameDisplay = {
+      pdf: "PDF",
+      epub: "Epub",
+      htmlzip: "HTML",
+    };
+
+    const downloadsHTML = `
+      <dl>
+        <dt>Downloads</dt>
+        ${Object.entries(config.versions.current.downloads)
+          .map(
+            ([name, url]) => `
+          <dd>
+            <a href="${url}">${downloadsNameDisplay[name]}</a>
+          </dd>
+        `,
+          )
+          .join("\n")}
+      </dl>
+    `;
+    return downloadsHTML;
+  }
+
+  document.addEventListener("readthedocs-addons-data-ready", function (event) {
+    const config = event.detail.data();
+
+    const flyout = `
+      <div class="rst-versions" data-toggle="rst-versions" role="note">
+        <span class="rst-current-version" data-toggle="rst-current-version">
+          <span class="fa fa-book"> Read the Docs</span>
+          v: ${config.versions.current.slug}
+          <span class="fa fa-caret-down"></span>
+        </span>
+        <div class="rst-other-versions">
+          <div class="injected">
+            ${renderLanguages(config)}
+            ${renderVersions(config)}
+            ${renderDownloads(config)}
+            <dl>
+              <dt>On Read the Docs</dt>
+              <dd>
+                <a href="${config.projects.current.urls.home}">Project Home</a>
+              </dd>
+              <dd>
+                <a href="${config.projects.current.urls.builds}">Builds</a>
+              </dd>
+              <dd>
+                <a href="${config.projects.current.urls.downloads}">Downloads</a>
+              </dd>
+            </dl>
+            <dl>
+              <dt>Search</dt>
+              <dd>
+                <form id="flyout-search-form">
+                  <input
+                    class="wy-form"
+                    type="text"
+                    name="q"
+                    aria-label="Search docs"
+                    placeholder="Search docs"
+                    />
+                </form>
+              </dd>
+            </dl>
+            <hr />
+            <small>
+              <span>Hosted by <a href="https://about.readthedocs.org/?utm_source=&utm_content=flyout">Read the Docs</a></span>
+            </small>
+          </div>
+        </div>
+    `;
+
+    // Inject the generated flyout into the body HTML element.
+    document.body.insertAdjacentHTML("beforeend", flyout);
+
+    // Trigger the Read the Docs Addons Search modal when clicking on the "Search docs" input from inside the flyout.
+    document
+      .querySelector("#flyout-search-form")
+      .addEventListener("focusin", () => {
+        const event = new CustomEvent("readthedocs-search-show");
+        document.dispatchEvent(event);
+      });
+  })
+}
+
+if (themeLanguageSelector || themeVersionSelector) {
+  function onSelectorSwitch(event) {
+    const option = event.target.selectedIndex;
+    const item = event.target.options[option];
+    window.location.href = item.dataset.url;
+  }
+
+  document.addEventListener("readthedocs-addons-data-ready", function (event) {
+    const config = event.detail.data();
+
+    const versionSwitch = document.querySelector(
+      "div.switch-menus > div.version-switch",
+    );
+    if (themeVersionSelector) {
+      let versions = config.versions.active;
+      if (config.versions.current.hidden || config.versions.current.type === "external") {
+        versions.unshift(config.versions.current);
+      }
+      const versionSelect = `
+    <select>
+      ${versions
+        .map(
+          (version) => `
+        <option
+  value="${version.slug}"
+  ${config.versions.current.slug === version.slug ? 'selected="selected"' : ""}
+              data-url="${version.urls.documentation}">
+              ${version.slug}
+          </option>`,
+        )
+        .join("\n")}
+    </select>
+  `;
+
+      versionSwitch.innerHTML = versionSelect;
+      versionSwitch.firstElementChild.addEventListener("change", onSelectorSwitch);
+    }
+
+    const languageSwitch = document.querySelector(
+      "div.switch-menus > div.language-switch",
+    );
+
+    if (themeLanguageSelector) {
+      if (config.projects.translations.length) {
+        // Add the current language to the options on the selector
+        let languages = config.projects.translations.concat(
+          config.projects.current,
+        );
+        languages = languages.sort((a, b) =>
+          a.language.name.localeCompare(b.language.name),
+        );
+
+        const languageSelect = `
+      <select>
+        ${languages
+          .map(
+            (language) => `
+              <option
+                  value="${language.language.code}"
+                  ${config.projects.current.slug === language.slug ? 'selected="selected"' : ""}
+                  data-url="${language.urls.documentation}">
+                  ${language.language.name}
+              </option>`,
+          )
+          .join("\n")}
+       </select>
+    `;
+
+        languageSwitch.innerHTML = languageSelect;
+        languageSwitch.firstElementChild.addEventListener("change", onSelectorSwitch);
+      }
+      else {
+        languageSwitch.remove();
+      }
+    }
+  });
+}
+
+document.addEventListener("readthedocs-addons-data-ready", function (event) {
+  // Trigger the Read the Docs Addons Search modal when clicking on "Search docs" input from the topnav.
+  document
+    .querySelector("[role='search'] input")
+    .addEventListener("focusin", () => {
+      const event = new CustomEvent("readthedocs-search-show");
+      document.dispatchEvent(event);
+    });
+});
\ No newline at end of file
diff --git a/_static/language_data.js b/_static/language_data.js
new file mode 100644
index 0000000..367b8ed
--- /dev/null
+++ b/_static/language_data.js
@@ -0,0 +1,199 @@
+/*
+ * language_data.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * This script contains the language-specific data used by searchtools.js,
+ * namely the list of stopwords, stemmer, scorer and splitter.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
+
+
+/* Non-minified version is copied as a separate JS file, if available */
+
+/**
+ * Porter Stemmer
+ */
+var Stemmer = function() {
+
+  var step2list = {
+    ational: 'ate',
+    tional: 'tion',
+    enci: 'ence',
+    anci: 'ance',
+    izer: 'ize',
+    bli: 'ble',
+    alli: 'al',
+    entli: 'ent',
+    eli: 'e',
+    ousli: 'ous',
+    ization: 'ize',
+    ation: 'ate',
+    ator: 'ate',
+    alism: 'al',
+    iveness: 'ive',
+    fulness: 'ful',
+    ousness: 'ous',
+    aliti: 'al',
+    iviti: 'ive',
+    biliti: 'ble',
+    logi: 'log'
+  };
+
+  var step3list = {
+    icate: 'ic',
+    ative: '',
+    alize: 'al',
+    iciti: 'ic',
+    ical: 'ic',
+    ful: '',
+    ness: ''
+  };
+
+  var c = "[^aeiou]";          // consonant
+  var v = "[aeiouy]";          // vowel
+  var C = c + "[^aeiouy]*";    // consonant sequence
+  var V = v + "[aeiou]*";      // vowel sequence
+
+  var mgr0 = "^(" + C + ")?" + V + C;                      // [C]VC... is m>0
+  var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$";    // [C]VC[V] is m=1
+  var mgr1 = "^(" + C + ")?" + V + C + V + C;              // [C]VCVC... is m>1
+  var s_v   = "^(" + C + ")?" + v;                         // vowel in stem
+
+  this.stemWord = function (w) {
+    var stem;
+    var suffix;
+    var firstch;
+    var origword = w;
+
+    if (w.length < 3)
+      return w;
+
+    var re;
+    var re2;
+    var re3;
+    var re4;
+
+    firstch = w.substr(0,1);
+    if (firstch == "y")
+      w = firstch.toUpperCase() + w.substr(1);
+
+    // Step 1a
+    re = /^(.+?)(ss|i)es$/;
+    re2 = /^(.+?)([^s])s$/;
+
+    if (re.test(w))
+      w = w.replace(re,"$1$2");
+    else if (re2.test(w))
+      w = w.replace(re2,"$1$2");
+
+    // Step 1b
+    re = /^(.+?)eed$/;
+    re2 = /^(.+?)(ed|ing)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      re = new RegExp(mgr0);
+      if (re.test(fp[1])) {
+        re = /.$/;
+        w = w.replace(re,"");
+      }
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1];
+      re2 = new RegExp(s_v);
+      if (re2.test(stem)) {
+        w = stem;
+        re2 = /(at|bl|iz)$/;
+        re3 = new RegExp("([^aeiouylsz])\\1$");
+        re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+        if (re2.test(w))
+          w = w + "e";
+        else if (re3.test(w)) {
+          re = /.$/;
+          w = w.replace(re,"");
+        }
+        else if (re4.test(w))
+          w = w + "e";
+      }
+    }
+
+    // Step 1c
+    re = /^(.+?)y$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(s_v);
+      if (re.test(stem))
+        w = stem + "i";
+    }
+
+    // Step 2
+    re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step2list[suffix];
+    }
+
+    // Step 3
+    re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step3list[suffix];
+    }
+
+    // Step 4
+    re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
+    re2 = /^(.+?)(s|t)(ion)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      if (re.test(stem))
+        w = stem;
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1] + fp[2];
+      re2 = new RegExp(mgr1);
+      if (re2.test(stem))
+        w = stem;
+    }
+
+    // Step 5
+    re = /^(.+?)e$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      re2 = new RegExp(meq1);
+      re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
+        w = stem;
+    }
+    re = /ll$/;
+    re2 = new RegExp(mgr1);
+    if (re.test(w) && re2.test(w)) {
+      re = /.$/;
+      w = w.replace(re,"");
+    }
+
+    // and turn initial Y back to y
+    if (firstch == "y")
+      w = firstch.toLowerCase() + w.substr(1);
+    return w;
+  }
+}
+
diff --git a/_static/minus.png b/_static/minus.png
new file mode 100644
index 0000000..d96755f
Binary files /dev/null and b/_static/minus.png differ
diff --git a/_static/plus.png b/_static/plus.png
new file mode 100644
index 0000000..7107cec
Binary files /dev/null and b/_static/plus.png differ
diff --git a/_static/pygments.css b/_static/pygments.css
new file mode 100644
index 0000000..84ab303
--- /dev/null
+++ b/_static/pygments.css
@@ -0,0 +1,75 @@
+pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #3D7B7B; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #3D7B7B; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #3D7B7B; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #9C6500 } /* Comment.Preproc */
+.highlight .cpf { color: #3D7B7B; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #3D7B7B; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #3D7B7B; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .ges { font-weight: bold; font-style: italic } /* Generic.EmphStrong */
+.highlight .gr { color: #E40000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #008400 } /* Generic.Inserted */
+.highlight .go { color: #717171 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
+.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #B00040 } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BA2121 } /* Literal.String */
+.highlight .na { color: #687822 } /* Name.Attribute */
+.highlight .nb { color: #008000 } /* Name.Builtin */
+.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
+.highlight .no { color: #880000 } /* Name.Constant */
+.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .ni { color: #717171; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #CB3F38; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nl { color: #767600 } /* Name.Label */
+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #19177C } /* Name.Variable */
+.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
+.highlight .mf { color: #666666 } /* Literal.Number.Float */
+.highlight .mh { color: #666666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
+.highlight .se { color: #AA5D1F; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #A45A77; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #A45A77 } /* Literal.String.Regex */
+.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
+.highlight .ss { color: #19177C } /* Literal.String.Symbol */
+.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #0000FF } /* Name.Function.Magic */
+.highlight .vc { color: #19177C } /* Name.Variable.Class */
+.highlight .vg { color: #19177C } /* Name.Variable.Global */
+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
\ No newline at end of file
diff --git a/_static/searchtools.js b/_static/searchtools.js
new file mode 100644
index 0000000..b08d58c
--- /dev/null
+++ b/_static/searchtools.js
@@ -0,0 +1,620 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+/**
+ * Simple result scoring code.
+ */
+if (typeof Scorer === "undefined") {
+  var Scorer = {
+    // Implement the following function to further tweak the score for each result
+    // The function takes a result array [docname, title, anchor, descr, score, filename]
+    // and returns the new score.
+    /*
+    score: result => {
+      const [docname, title, anchor, descr, score, filename] = result
+      return score
+    },
+    */
+
+    // query matches the full name of an object
+    objNameMatch: 11,
+    // or matches in the last dotted part of the object name
+    objPartialMatch: 6,
+    // Additive scores depending on the priority of the object
+    objPrio: {
+      0: 15, // used to be importantResults
+      1: 5, // used to be objectResults
+      2: -5, // used to be unimportantResults
+    },
+    //  Used when the priority is not in the mapping.
+    objPrioDefault: 0,
+
+    // query found in title
+    title: 15,
+    partialTitle: 7,
+    // query found in terms
+    term: 5,
+    partialTerm: 2,
+  };
+}
+
+const _removeChildren = (element) => {
+  while (element && element.lastChild) element.removeChild(element.lastChild);
+};
+
+/**
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
+ */
+const _escapeRegExp = (string) =>
+  string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
+
+const _displayItem = (item, searchTerms, highlightTerms) => {
+  const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
+  const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
+  const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
+  const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
+  const contentRoot = document.documentElement.dataset.content_root;
+
+  const [docName, title, anchor, descr, score, _filename] = item;
+
+  let listItem = document.createElement("li");
+  let requestUrl;
+  let linkUrl;
+  if (docBuilder === "dirhtml") {
+    // dirhtml builder
+    let dirname = docName + "/";
+    if (dirname.match(/\/index\/$/))
+      dirname = dirname.substring(0, dirname.length - 6);
+    else if (dirname === "index/") dirname = "";
+    requestUrl = contentRoot + dirname;
+    linkUrl = requestUrl;
+  } else {
+    // normal html builders
+    requestUrl = contentRoot + docName + docFileSuffix;
+    linkUrl = docName + docLinkSuffix;
+  }
+  let linkEl = listItem.appendChild(document.createElement("a"));
+  linkEl.href = linkUrl + anchor;
+  linkEl.dataset.score = score;
+  linkEl.innerHTML = title;
+  if (descr) {
+    listItem.appendChild(document.createElement("span")).innerHTML =
+      " (" + descr + ")";
+    // highlight search terms in the description
+    if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+      highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+  }
+  else if (showSearchSummary)
+    fetch(requestUrl)
+      .then((responseData) => responseData.text())
+      .then((data) => {
+        if (data)
+          listItem.appendChild(
+            Search.makeSearchSummary(data, searchTerms, anchor)
+          );
+        // highlight search terms in the summary
+        if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+          highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+      });
+  Search.output.appendChild(listItem);
+};
+const _finishSearch = (resultCount) => {
+  Search.stopPulse();
+  Search.title.innerText = _("Search Results");
+  if (!resultCount)
+    Search.status.innerText = Documentation.gettext(
+      "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
+    );
+  else
+    Search.status.innerText = _(
+      "Search finished, found ${resultCount} page(s) matching the search query."
+    ).replace('${resultCount}', resultCount);
+};
+const _displayNextItem = (
+  results,
+  resultCount,
+  searchTerms,
+  highlightTerms,
+) => {
+  // results left, load the summary and display it
+  // this is intended to be dynamic (don't sub resultsCount)
+  if (results.length) {
+    _displayItem(results.pop(), searchTerms, highlightTerms);
+    setTimeout(
+      () => _displayNextItem(results, resultCount, searchTerms, highlightTerms),
+      5
+    );
+  }
+  // search finished, update title and status message
+  else _finishSearch(resultCount);
+};
+// Helper function used by query() to order search results.
+// Each input is an array of [docname, title, anchor, descr, score, filename].
+// Order the results by score (in opposite order of appearance, since the
+// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically.
+const _orderResultsByScoreThenName = (a, b) => {
+  const leftScore = a[4];
+  const rightScore = b[4];
+  if (leftScore === rightScore) {
+    // same score: sort alphabetically
+    const leftTitle = a[1].toLowerCase();
+    const rightTitle = b[1].toLowerCase();
+    if (leftTitle === rightTitle) return 0;
+    return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
+  }
+  return leftScore > rightScore ? 1 : -1;
+};
+
+/**
+ * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
+ * custom function per language.
+ *
+ * The regular expression works by splitting the string on consecutive characters
+ * that are not Unicode letters, numbers, underscores, or emoji characters.
+ * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
+ */
+if (typeof splitQuery === "undefined") {
+  var splitQuery = (query) => query
+      .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
+      .filter(term => term)  // remove remaining empty strings
+}
+
+/**
+ * Search Module
+ */
+const Search = {
+  _index: null,
+  _queued_query: null,
+  _pulse_status: -1,
+
+  htmlToText: (htmlString, anchor) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    for (const removalQuery of [".headerlink", "script", "style"]) {
+      htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
+    }
+    if (anchor) {
+      const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`);
+      if (anchorContent) return anchorContent.textContent;
+
+      console.warn(
+        `Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.`
+      );
+    }
+
+    // if anchor not specified or not found, fall back to main content
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent) return docContent.textContent;
+
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template."
+    );
+    return "";
+  },
+
+  init: () => {
+    const query = new URLSearchParams(window.location.search).get("q");
+    document
+      .querySelectorAll('input[name="q"]')
+      .forEach((el) => (el.value = query));
+    if (query) Search.performSearch(query);
+  },
+
+  loadIndex: (url) =>
+    (document.body.appendChild(document.createElement("script")).src = url),
+
+  setIndex: (index) => {
+    Search._index = index;
+    if (Search._queued_query !== null) {
+      const query = Search._queued_query;
+      Search._queued_query = null;
+      Search.query(query);
+    }
+  },
+
+  hasIndex: () => Search._index !== null,
+
+  deferQuery: (query) => (Search._queued_query = query),
+
+  stopPulse: () => (Search._pulse_status = -1),
+
+  startPulse: () => {
+    if (Search._pulse_status >= 0) return;
+
+    const pulse = () => {
+      Search._pulse_status = (Search._pulse_status + 1) % 4;
+      Search.dots.innerText = ".".repeat(Search._pulse_status);
+      if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
+    };
+    pulse();
+  },
+
+  /**
+   * perform a search for something (or wait until index is loaded)
+   */
+  performSearch: (query) => {
+    // create the required interface elements
+    const searchText = document.createElement("h2");
+    searchText.textContent = _("Searching");
+    const searchSummary = document.createElement("p");
+    searchSummary.classList.add("search-summary");
+    searchSummary.innerText = "";
+    const searchList = document.createElement("ul");
+    searchList.classList.add("search");
+
+    const out = document.getElementById("search-results");
+    Search.title = out.appendChild(searchText);
+    Search.dots = Search.title.appendChild(document.createElement("span"));
+    Search.status = out.appendChild(searchSummary);
+    Search.output = out.appendChild(searchList);
+
+    const searchProgress = document.getElementById("search-progress");
+    // Some themes don't use the search progress node
+    if (searchProgress) {
+      searchProgress.innerText = _("Preparing search...");
+    }
+    Search.startPulse();
+
+    // index already loaded, the browser was quick!
+    if (Search.hasIndex()) Search.query(query);
+    else Search.deferQuery(query);
+  },
+
+  _parseQuery: (query) => {
+    // stem the search terms and add them to the correct list
+    const stemmer = new Stemmer();
+    const searchTerms = new Set();
+    const excludedTerms = new Set();
+    const highlightTerms = new Set();
+    const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
+    splitQuery(query.trim()).forEach((queryTerm) => {
+      const queryTermLower = queryTerm.toLowerCase();
+
+      // maybe skip this "word"
+      // stopwords array is from language_data.js
+      if (
+        stopwords.indexOf(queryTermLower) !== -1 ||
+        queryTerm.match(/^\d+$/)
+      )
+        return;
+
+      // stem the word
+      let word = stemmer.stemWord(queryTermLower);
+      // select the correct list
+      if (word[0] === "-") excludedTerms.add(word.substr(1));
+      else {
+        searchTerms.add(word);
+        highlightTerms.add(queryTermLower);
+      }
+    });
+
+    if (SPHINX_HIGHLIGHT_ENABLED) {  // set in sphinx_highlight.js
+      localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
+    }
+
+    // console.debug("SEARCH: searching for:");
+    // console.info("required: ", [...searchTerms]);
+    // console.info("excluded: ", [...excludedTerms]);
+
+    return [query, searchTerms, excludedTerms, highlightTerms, objectTerms];
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  _performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+    const allTitles = Search._index.alltitles;
+    const indexEntries = Search._index.indexentries;
+
+    // Collect multiple result groups to be sorted separately and then ordered.
+    // Each is an array of [docname, title, anchor, descr, score, filename].
+    const normalResults = [];
+    const nonMainIndexResults = [];
+
+    _removeChildren(document.getElementById("search-progress"));
+
+    const queryLower = query.toLowerCase().trim();
+    for (const [title, foundTitles] of Object.entries(allTitles)) {
+      if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) {
+        for (const [file, id] of foundTitles) {
+          const score = Math.round(Scorer.title * queryLower.length / title.length);
+          const boost = titles[file] === title ? 1 : 0;  // add a boost for document titles
+          normalResults.push([
+            docNames[file],
+            titles[file] !== title ? `${titles[file]} > ${title}` : title,
+            id !== null ? "#" + id : "",
+            null,
+            score + boost,
+            filenames[file],
+          ]);
+        }
+      }
+    }
+
+    // search for explicit entries in index directives
+    for (const [entry, foundEntries] of Object.entries(indexEntries)) {
+      if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
+        for (const [file, id, isMain] of foundEntries) {
+          const score = Math.round(100 * queryLower.length / entry.length);
+          const result = [
+            docNames[file],
+            titles[file],
+            id ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ];
+          if (isMain) {
+            normalResults.push(result);
+          } else {
+            nonMainIndexResults.push(result);
+          }
+        }
+      }
+    }
+
+    // lookup as object
+    objectTerms.forEach((term) =>
+      normalResults.push(...Search.performObjectSearch(term, objectTerms))
+    );
+
+    // lookup as search terms in fulltext
+    normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) {
+      normalResults.forEach((item) => (item[4] = Scorer.score(item)));
+      nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item)));
+    }
+
+    // Sort each group of results by score and then alphabetically by name.
+    normalResults.sort(_orderResultsByScoreThenName);
+    nonMainIndexResults.sort(_orderResultsByScoreThenName);
+
+    // Combine the result groups in (reverse) order.
+    // Non-main index entries are typically arbitrary cross-references,
+    // so display them after other results.
+    let results = [...nonMainIndexResults, ...normalResults];
+
+    // remove duplicate search results
+    // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
+    let seen = new Set();
+    results = results.reverse().reduce((acc, result) => {
+      let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
+      if (!seen.has(resultStr)) {
+        acc.push(result);
+        seen.add(resultStr);
+      }
+      return acc;
+    }, []);
+
+    return results.reverse();
+  },
+
+  query: (query) => {
+    const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query);
+    const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms);
+
+    // for debugging
+    //Search.lastresults = results.slice();  // a copy
+    // console.info("search results:", Search.lastresults);
+
+    // print the results
+    _displayNextItem(results, results.length, searchTerms, highlightTerms);
+  },
+
+  /**
+   * search for object names
+   */
+  performObjectSearch: (object, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const objects = Search._index.objects;
+    const objNames = Search._index.objnames;
+    const titles = Search._index.titles;
+
+    const results = [];
+
+    const objectSearchCallback = (prefix, match) => {
+      const name = match[4]
+      const fullname = (prefix ? prefix + "." : "") + name;
+      const fullnameLower = fullname.toLowerCase();
+      if (fullnameLower.indexOf(object) < 0) return;
+
+      let score = 0;
+      const parts = fullnameLower.split(".");
+
+      // check for different match types: exact matches of full name or
+      // "last name" (i.e. last dotted part)
+      if (fullnameLower === object || parts.slice(-1)[0] === object)
+        score += Scorer.objNameMatch;
+      else if (parts.slice(-1)[0].indexOf(object) > -1)
+        score += Scorer.objPartialMatch; // matches in last name
+
+      const objName = objNames[match[1]][2];
+      const title = titles[match[0]];
+
+      // If more than one term searched for, we require other words to be
+      // found in the name/title/description
+      const otherTerms = new Set(objectTerms);
+      otherTerms.delete(object);
+      if (otherTerms.size > 0) {
+        const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
+        if (
+          [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
+        )
+          return;
+      }
+
+      let anchor = match[3];
+      if (anchor === "") anchor = fullname;
+      else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
+
+      const descr = objName + _(", in ") + title;
+
+      // add custom score for some objects according to scorer
+      if (Scorer.objPrio.hasOwnProperty(match[2]))
+        score += Scorer.objPrio[match[2]];
+      else score += Scorer.objPrioDefault;
+
+      results.push([
+        docNames[match[0]],
+        fullname,
+        "#" + anchor,
+        descr,
+        score,
+        filenames[match[0]],
+      ]);
+    };
+    Object.keys(objects).forEach((prefix) =>
+      objects[prefix].forEach((array) =>
+        objectSearchCallback(prefix, array)
+      )
+    );
+    return results;
+  },
+
+  /**
+   * search for full-text terms in the index
+   */
+  performTermsSearch: (searchTerms, excludedTerms) => {
+    // prepare search
+    const terms = Search._index.terms;
+    const titleTerms = Search._index.titleterms;
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+
+    const scoreMap = new Map();
+    const fileMap = new Map();
+
+    // perform the search on the required terms
+    searchTerms.forEach((word) => {
+      const files = [];
+      const arr = [
+        { files: terms[word], score: Scorer.term },
+        { files: titleTerms[word], score: Scorer.title },
+      ];
+      // add support for partial matches
+      if (word.length > 2) {
+        const escapedWord = _escapeRegExp(word);
+        if (!terms.hasOwnProperty(word)) {
+          Object.keys(terms).forEach((term) => {
+            if (term.match(escapedWord))
+              arr.push({ files: terms[term], score: Scorer.partialTerm });
+          });
+        }
+        if (!titleTerms.hasOwnProperty(word)) {
+          Object.keys(titleTerms).forEach((term) => {
+            if (term.match(escapedWord))
+              arr.push({ files: titleTerms[term], score: Scorer.partialTitle });
+          });
+        }
+      }
+
+      // no match but word was a required one
+      if (arr.every((record) => record.files === undefined)) return;
+
+      // found search word in contents
+      arr.forEach((record) => {
+        if (record.files === undefined) return;
+
+        let recordFiles = record.files;
+        if (recordFiles.length === undefined) recordFiles = [recordFiles];
+        files.push(...recordFiles);
+
+        // set score for the word in each file
+        recordFiles.forEach((file) => {
+          if (!scoreMap.has(file)) scoreMap.set(file, {});
+          scoreMap.get(file)[word] = record.score;
+        });
+      });
+
+      // create the mapping
+      files.forEach((file) => {
+        if (!fileMap.has(file)) fileMap.set(file, [word]);
+        else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word);
+      });
+    });
+
+    // now check if the files don't contain excluded terms
+    const results = [];
+    for (const [file, wordList] of fileMap) {
+      // check if all requirements are matched
+
+      // as search terms with length < 3 are discarded
+      const filteredTermCount = [...searchTerms].filter(
+        (term) => term.length > 2
+      ).length;
+      if (
+        wordList.length !== searchTerms.size &&
+        wordList.length !== filteredTermCount
+      )
+        continue;
+
+      // ensure that none of the excluded terms is in the search result
+      if (
+        [...excludedTerms].some(
+          (term) =>
+            terms[term] === file ||
+            titleTerms[term] === file ||
+            (terms[term] || []).includes(file) ||
+            (titleTerms[term] || []).includes(file)
+        )
+      )
+        break;
+
+      // select one (max) score for the file.
+      const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
+      // add result to the result list
+      results.push([
+        docNames[file],
+        titles[file],
+        "",
+        null,
+        score,
+        filenames[file],
+      ]);
+    }
+    return results;
+  },
+
+  /**
+   * helper function to return a node containing the
+   * search summary for a given text. keywords is a list
+   * of stemmed words.
+   */
+  makeSearchSummary: (htmlText, keywords, anchor) => {
+    const text = Search.htmlToText(htmlText, anchor);
+    if (text === "") return null;
+
+    const textLower = text.toLowerCase();
+    const actualStartPosition = [...keywords]
+      .map((k) => textLower.indexOf(k.toLowerCase()))
+      .filter((i) => i > -1)
+      .slice(-1)[0];
+    const startWithContext = Math.max(actualStartPosition - 120, 0);
+
+    const top = startWithContext === 0 ? "" : "...";
+    const tail = startWithContext + 240 < text.length ? "..." : "";
+
+    let summary = document.createElement("p");
+    summary.classList.add("context");
+    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
+
+    return summary;
+  },
+};
+
+_ready(Search.init);
diff --git a/_static/sphinx_highlight.js b/_static/sphinx_highlight.js
new file mode 100644
index 0000000..8a96c69
--- /dev/null
+++ b/_static/sphinx_highlight.js
@@ -0,0 +1,154 @@
+/* Highlighting utilities for Sphinx HTML documentation. */
+"use strict";
+
+const SPHINX_HIGHLIGHT_ENABLED = true
+
+/**
+ * highlight a given string on a node by wrapping it in
+ * span elements with the given class name.
+ */
+const _highlight = (node, addItems, text, className) => {
+  if (node.nodeType === Node.TEXT_NODE) {
+    const val = node.nodeValue;
+    const parent = node.parentNode;
+    const pos = val.toLowerCase().indexOf(text);
+    if (
+      pos >= 0 &&
+      !parent.classList.contains(className) &&
+      !parent.classList.contains("nohighlight")
+    ) {
+      let span;
+
+      const closestNode = parent.closest("body, svg, foreignObject");
+      const isInSVG = closestNode && closestNode.matches("svg");
+      if (isInSVG) {
+        span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+      } else {
+        span = document.createElement("span");
+        span.classList.add(className);
+      }
+
+      span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+      const rest = document.createTextNode(val.substr(pos + text.length));
+      parent.insertBefore(
+        span,
+        parent.insertBefore(
+          rest,
+          node.nextSibling
+        )
+      );
+      node.nodeValue = val.substr(0, pos);
+      /* There may be more occurrences of search term in this node. So call this
+       * function recursively on the remaining fragment.
+       */
+      _highlight(rest, addItems, text, className);
+
+      if (isInSVG) {
+        const rect = document.createElementNS(
+          "http://www.w3.org/2000/svg",
+          "rect"
+        );
+        const bbox = parent.getBBox();
+        rect.x.baseVal.value = bbox.x;
+        rect.y.baseVal.value = bbox.y;
+        rect.width.baseVal.value = bbox.width;
+        rect.height.baseVal.value = bbox.height;
+        rect.setAttribute("class", className);
+        addItems.push({ parent: parent, target: rect });
+      }
+    }
+  } else if (node.matches && !node.matches("button, select, textarea")) {
+    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
+  }
+};
+const _highlightText = (thisNode, text, className) => {
+  let addItems = [];
+  _highlight(thisNode, addItems, text, className);
+  addItems.forEach((obj) =>
+    obj.parent.insertAdjacentElement("beforebegin", obj.target)
+  );
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const SphinxHighlight = {
+
+  /**
+   * highlight the search words provided in localstorage in the text
+   */
+  highlightSearchWords: () => {
+    if (!SPHINX_HIGHLIGHT_ENABLED) return;  // bail if no highlight
+
+    // get and clear terms from localstorage
+    const url = new URL(window.location);
+    const highlight =
+        localStorage.getItem("sphinx_highlight_terms")
+        || url.searchParams.get("highlight")
+        || "";
+    localStorage.removeItem("sphinx_highlight_terms")
+    url.searchParams.delete("highlight");
+    window.history.replaceState({}, "", url);
+
+    // get individual terms from highlight string
+    const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
+    if (terms.length === 0) return; // nothing to do
+
+    // There should never be more than one element matching "div.body"
+    const divBody = document.querySelectorAll("div.body");
+    const body = divBody.length ? divBody[0] : document.querySelector("body");
+    window.setTimeout(() => {
+      terms.forEach((term) => _highlightText(body, term, "highlighted"));
+    }, 10);
+
+    const searchBox = document.getElementById("searchbox");
+    if (searchBox === null) return;
+    searchBox.appendChild(
+      document
+        .createRange()
+        .createContextualFragment(
+          '<p class="highlight-link">' +
+            '<a href="javascript:SphinxHighlight.hideSearchWords()">' +
+            _("Hide Search Matches") +
+            "</a></p>"
+        )
+    );
+  },
+
+  /**
+   * helper function to hide the search marks again
+   */
+  hideSearchWords: () => {
+    document
+      .querySelectorAll("#searchbox .highlight-link")
+      .forEach((el) => el.remove());
+    document
+      .querySelectorAll("span.highlighted")
+      .forEach((el) => el.classList.remove("highlighted"));
+    localStorage.removeItem("sphinx_highlight_terms")
+  },
+
+  initEscapeListener: () => {
+    // only install a listener if it is really needed
+    if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return;
+      if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) {
+        SphinxHighlight.hideSearchWords();
+        event.preventDefault();
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diff --git a/_static/theme.css b/_static/theme.css
new file mode 100644
index 0000000..00a18c9
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+++ b/_static/theme.css
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+    max-width: 1200px !important;
+}
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diff --git a/contributing.html b/contributing.html
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+<h1>Contributing<a class="headerlink" href="#contributing" title="Link to this heading"></a></h1>
+<p>Contributions to <code class="docutils literal notranslate"><span class="pre">pyisx</span></code> are welcome from anyone!
+In order to contribute, please open a pull request on Github and fill out the required information in the pull request description.</p>
+<section id="reporting-bugs">
+<h2>Reporting Bugs<a class="headerlink" href="#reporting-bugs" title="Link to this heading"></a></h2>
+<p>If you have found a bug, we recommend searching the <a class="reference external" href="https://github.com/inscopix/pyisx/issues">issues page</a> to see if it has already been reported. If not, please open a new issue.
+If you have a feature request, please open a new issue with the label <code class="docutils literal notranslate"><span class="pre">enhancement</span></code>.</p>
+</section>
+<section id="development">
+<h2>Development<a class="headerlink" href="#development" title="Link to this heading"></a></h2>
+<p>Follow this <a class="reference external" href="https://github.com/inscopix/pyisx?tab=readme-ov-file#development-guide">Development Guide</a> for instructions on how to setup a development environment and build the package from source.</p>
+</section>
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+<!DOCTYPE html>
+<html class="writer-html5" lang="en" data-content_root="./">
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+             
+  <section id="examples">
+<h1>Examples<a class="headerlink" href="#examples" title="Link to this heading"></a></h1>
+<p>This sections contains examples of how to use the <code class="docutils literal notranslate"><span class="pre">isx</span></code> package to process Inscopix data.</p>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="examples/readData.html">Reading Data</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="examples/readData.html#microscope-behavior-movies">Microscope &amp; Behavior Movies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/readData.html#cell-sets">Cell Sets</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/readData.html#event-sets">Event Sets</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/readData.html#vessel-sets">Vessel Sets</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/readData.html#gpio-imu">GPIO &amp; IMU</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="examples/writeData.html">Writing Data</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="examples/writeData.html#microscope-movies">Microscope Movies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/writeData.html#cell-sets">Cell Sets</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/writeData.html#event-sets">Event Sets</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/writeData.html#vessel-sets">Vessel Sets</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
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+<li class="toctree-l1 current"><a class="reference internal" href="../examples.html">Examples</a><ul class="current">
+<li class="toctree-l2 current"><a class="current reference internal" href="#">Reading Data</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#microscope-behavior-movies">Microscope &amp; Behavior Movies</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#cell-sets">Cell Sets</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#event-sets">Event Sets</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#vessel-sets">Vessel Sets</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#gpio-imu">GPIO &amp; IMU</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="writeData.html">Writing Data</a></li>
+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="../faq.html">FAQ</a></li>
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+      <li class="breadcrumb-item active">Reading Data</li>
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+            <a href="../_sources/examples/readData.md.txt" rel="nofollow"> View page source</a>
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+  </ul>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="reading-data">
+<h1>Reading Data<a class="headerlink" href="#reading-data" title="Link to this heading"></a></h1>
+<p>This section demonstrates how the <code class="docutils literal notranslate"><span class="pre">isx</span></code> package can be used to read data from Inscopix files.
+Refer to the <a class="reference internal" href="../overview.html"><span class="doc std std-doc">file types</span></a> table for reference on the Inscopix file types and read support.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>The following sections assume the <code class="docutils literal notranslate"><span class="pre">isx</span></code> package has been imported, i.e., <code class="docutils literal notranslate"><span class="pre">import</span> <span class="pre">isx</span></code></p>
+</div>
+<section id="microscope-behavior-movies">
+<h2>Microscope &amp; Behavior Movies<a class="headerlink" href="#microscope-behavior-movies" title="Link to this heading"></a></h2>
+<p><code class="docutils literal notranslate"><span class="pre">Microscope</span> <span class="pre">Movie</span></code> and <code class="docutils literal notranslate"><span class="pre">Behavior</span> <span class="pre">Movie</span></code> file types can be read using the <code class="docutils literal notranslate"><span class="pre">isx.Movie</span></code> class.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Open the movie for reading</span>
+    <span class="n">movie</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Movie</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s2">&quot;movie.isxd&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Movie objects have timing and spacing properties which can be accessed:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Timing information can be accessed using:</span>
+    <span class="n">movie</span><span class="o">.</span><span class="n">timing</span>
+
+    <span class="c1"># The number of frames can be accessed using:</span>
+    <span class="n">movie</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span>
+
+    <span class="c1"># The time period can be accessed using:</span>
+    <span class="n">movie</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">period</span><span class="o">.</span><span class="n">secs_float</span>
+
+    <span class="c1"># Spacing information can be accessed using:</span>
+    <span class="n">movie</span><span class="o">.</span><span class="n">spacing</span>
+
+    <span class="c1"># The dimensions of the frame can be accessed using:</span>
+    <span class="c1"># which will return a 2-tuple containing the dimensions of the frame</span>
+    <span class="c1"># (num_rows, num_cols), or (height, width)</span>
+    <span class="n">movie</span><span class="o">.</span><span class="n">spacing</span><span class="o">.</span><span class="n">num_pixels</span>
+</pre></div>
+</div>
+<p>Frames from movies can be read into memory:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># The pixel data type can accessed using:</span>
+    <span class="n">movie</span><span class="o">.</span><span class="n">data_type</span>
+
+    <span class="c1"># Read every frame of the movie, and process it</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">movie</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">):</span>
+        <span class="c1"># Dimensions of the frame are (num_rows, num_cols), or (height, width)</span>
+        <span class="n">frame</span> <span class="o">=</span> <span class="n">movie</span><span class="o">.</span><span class="n">get_frame_data</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        
+        <span class="c1"># Process frame</span>
+        <span class="o">...</span>
+</pre></div>
+</div>
+<div class="admonition warning">
+<p class="admonition-title">Warning</p>
+<p>It’s recommended to read one frame into memory at a time to prevent out of memory errors.</p>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>Python indexes by 0, so the first frame is at index 0, and the the second frame is at index 1, and so on.</p>
+</div>
+</section>
+<section id="cell-sets">
+<h2>Cell Sets<a class="headerlink" href="#cell-sets" title="Link to this heading"></a></h2>
+<p><code class="docutils literal notranslate"><span class="pre">Cell</span> <span class="pre">Set</span></code> file types can be read using the <code class="docutils literal notranslate"><span class="pre">isx.CellSet</span></code> class.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Open the cell set for reading</span>
+    <span class="n">cell_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">CellSet</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s2">&quot;cell_set.isxd&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Similar to movies, cell sets have timing and spacing properties which can be accessed.
+These properties are derived from the parent movie which generated the cell set.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Timing information can be accessed using:</span>
+    <span class="n">cell_set</span><span class="o">.</span><span class="n">timing</span>
+
+    <span class="c1"># The number of frames can be accessed using:</span>
+    <span class="n">cell_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span>
+
+    <span class="c1"># The time period can be accessed using:</span>
+    <span class="n">cell_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">period</span><span class="o">.</span><span class="n">secs_float</span>
+
+    <span class="c1"># Spacing information can be accessed using:</span>
+    <span class="n">cell_set</span><span class="o">.</span><span class="n">spacing</span>
+
+    <span class="c1"># The dimensions of the frame can be accessed using:</span>
+    <span class="c1"># which will return a 2-tuple containing the dimensions of the frame</span>
+    <span class="c1"># (num_rows, num_cols), or (height, width)</span>
+    <span class="n">cell_set</span><span class="o">.</span><span class="n">spacing</span><span class="o">.</span><span class="n">num_pixels</span>
+</pre></div>
+</div>
+<p>Cell data from cell sets can be read into memory:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># The number of cells in the cell set can accessed using:</span>
+    <span class="n">cell_set</span><span class="o">.</span><span class="n">num_cells</span>
+
+    <span class="c1"># Read data of every cell in the cell set, and process it</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">cell_set</span><span class="o">.</span><span class="n">num_cells</span><span class="p">):</span>
+        <span class="c1"># Get the cell name</span>
+        <span class="n">name</span> <span class="o">=</span> <span class="n">cell_set</span><span class="o">.</span><span class="n">get_cell_name</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+        <span class="c1"># Get the temporal activity trace of a cell</span>
+        <span class="n">trace</span> <span class="o">=</span> <span class="n">cell_set</span><span class="o">.</span><span class="n">get_cell_trace</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+        <span class="c1"># Get the spatial footprint of a cell</span>
+        <span class="n">footprint</span> <span class="o">=</span> <span class="n">cell_set</span><span class="o">.</span><span class="n">get_cell_image_data</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        
+        <span class="c1"># Process cell data</span>
+        <span class="o">...</span>
+</pre></div>
+</div>
+</section>
+<section id="event-sets">
+<h2>Event Sets<a class="headerlink" href="#event-sets" title="Link to this heading"></a></h2>
+<p><code class="docutils literal notranslate"><span class="pre">Event</span> <span class="pre">Set</span></code> file types can be read using the <code class="docutils literal notranslate"><span class="pre">isx.EventSet</span></code> class.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># open the event set for reading</span>
+    <span class="n">event_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">EventSet</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s2">&quot;event_set.isxd&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Similar to cell sets, event sets have timing properties which can be accessed.
+These properties are derived from the parent cell set which generated the event set.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Timing information can be accessed using:</span>
+    <span class="n">event_set</span><span class="o">.</span><span class="n">timing</span>
+
+    <span class="c1"># The number of frames can be accessed using:</span>
+    <span class="n">event_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span>
+
+    <span class="c1"># The time period can be accessed using:</span>
+    <span class="n">event_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">period</span><span class="o">.</span><span class="n">secs_float</span>
+</pre></div>
+</div>
+<p>Cell data from event sets can be read into memory:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Read data of every cell in the event set, and process it</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">event_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">):</span>
+        <span class="c1"># Get the cell name</span>
+        <span class="n">name</span> <span class="o">=</span> <span class="n">event_set</span><span class="o">.</span><span class="n">get_cell_name</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+        <span class="c1"># Get the event timestamps and amplitudes of a cell</span>
+        <span class="n">offsets</span><span class="p">,</span> <span class="n">amplitudes</span> <span class="o">=</span> <span class="n">event_set</span><span class="o">.</span><span class="n">get_cell_data</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+        <span class="c1"># Process cell data</span>
+        <span class="o">...</span>
+</pre></div>
+</div>
+</section>
+<section id="vessel-sets">
+<h2>Vessel Sets<a class="headerlink" href="#vessel-sets" title="Link to this heading"></a></h2>
+<p><code class="docutils literal notranslate"><span class="pre">Vessel</span> <span class="pre">Set</span></code> file types can be read using the <code class="docutils literal notranslate"><span class="pre">isx.VesselSet</span></code> class.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Open the vessel set for reading</span>
+    <span class="n">vessel_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">VesselSet</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s2">&quot;vessel_set.isxd&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Similar to movies, vessel sets have timing and spacing properties which can be accessed.
+These properties are derived from the parent movie which generated the vessel set.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Timing information can be accessed using:</span>
+    <span class="n">vessel_set</span><span class="o">.</span><span class="n">timing</span>
+
+    <span class="c1"># The number of frames can be accessed using:</span>
+    <span class="n">vessel_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span>
+
+    <span class="c1"># The time period can be accessed using:</span>
+    <span class="n">vessel_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">period</span><span class="o">.</span><span class="n">secs_float</span>
+
+    <span class="c1"># Spacing information can be accessed using:</span>
+    <span class="n">vessel_set</span><span class="o">.</span><span class="n">spacing</span>
+
+    <span class="c1"># The dimensions of the frame can be accessed using:</span>
+    <span class="c1"># which will return a 2-tuple containing the dimensions of the frame</span>
+    <span class="c1"># (num_rows, num_cols), or (height, width)</span>
+    <span class="n">vessel_set</span><span class="o">.</span><span class="n">spacing</span><span class="o">.</span><span class="n">num_pixels</span>
+</pre></div>
+</div>
+<p>Vessel data from vessel sets can be read into memory:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># The number of vessels in the vessel set can be accessed using:</span>
+    <span class="n">vessel_set</span><span class="o">.</span><span class="n">num_vessels</span>
+
+    <span class="c1"># The standard deviation projection image of the parent movie</span>
+    <span class="c1"># This is the same for every vessel</span>
+    <span class="n">image</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_image_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+
+    <span class="c1"># Read data of every vessel in the vessel set, and process it</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">vessel_set</span><span class="o">.</span><span class="n">num_vessels</span><span class="p">):</span>
+        <span class="c1"># Get the vessel name</span>
+        <span class="n">name</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_name</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+        <span class="c1"># Get the vessel status</span>
+        <span class="n">status</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_status</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+        <span class="c1"># For vessel diameter vessel sets, get the following data:</span>
+        <span class="c1"># The vessel diameter trace</span>
+        <span class="n">trace</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_trace_data</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="c1"># The direction of rbc velocity trace</span>
+        <span class="n">center_trace</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_center_trace_data</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="c1"># The vessel line points</span>
+        <span class="n">line</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_line_data</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+        <span class="c1"># For rbc velocity vessel sets, get the following data:</span>
+        <span class="c1"># The rbc velocity trace</span>
+        <span class="n">trace</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_trace_data</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="c1"># The direction of rbc velocity trace</span>
+        <span class="n">direction_trace</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_direction_trace_data</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+        <span class="c1"># The first correlation heatmap of the vessel</span>
+        <span class="n">corr</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_correlations_data</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+        <span class="c1"># The vessel box points</span>
+        <span class="n">box</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_line_data</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+        <span class="c1"># Process vessel data</span>
+        <span class="o">...</span>
+</pre></div>
+</div>
+</section>
+<section id="gpio-imu">
+<h2>GPIO &amp; IMU<a class="headerlink" href="#gpio-imu" title="Link to this heading"></a></h2>
+<p><code class="docutils literal notranslate"><span class="pre">GPIO</span></code> and <code class="docutils literal notranslate"><span class="pre">IMU</span></code> file types can be read using the <code class="docutils literal notranslate"><span class="pre">isx.GpioSet</span></code> class.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># open the gpio set for reading</span>
+    <span class="n">gpio_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">GpioSet</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s2">&quot;signals.gpio&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Gpio sets have timing properties which can be accessed.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Timing information can be accessed using:</span>
+    <span class="n">gpio_set</span><span class="o">.</span><span class="n">timing</span>
+
+    <span class="c1"># The number of frames can be accessed using:</span>
+    <span class="n">gpio_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span>
+
+    <span class="c1"># The time period can be accessed using:</span>
+    <span class="n">gpio_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">period</span><span class="o">.</span><span class="n">secs_float</span>
+</pre></div>
+</div>
+<p>Signal data from gpio sets can be read into memory:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Number of channels (i.e., signals) can be accessed using:</span>
+    <span class="n">gpio_set</span><span class="o">.</span><span class="n">num_channels</span>
+
+    <span class="c1"># Read data of every cell in the cell set, and process it</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">gpio_set</span><span class="o">.</span><span class="n">num_channels</span><span class="p">):</span>
+        <span class="c1"># Get the channel name</span>
+        <span class="n">name</span> <span class="o">=</span> <span class="n">gpio_set</span><span class="o">.</span><span class="n">get_channel_name</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+        <span class="c1"># Get the signal timestamps and amplitudes of a channel</span>
+        <span class="n">offsets</span><span class="p">,</span> <span class="n">amplitudes</span> <span class="o">=</span> <span class="n">gpio_set</span><span class="o">.</span><span class="n">get_channel_data</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+        <span class="c1"># Process signal data</span>
+        <span class="o">...</span>
+</pre></div>
+</div>
+</section>
+</section>
+
+
+           </div>
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+<li class="toctree-l2 current"><a class="current reference internal" href="#">Writing Data</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#microscope-movies">Microscope Movies</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#cell-sets">Cell Sets</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#event-sets">Event Sets</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#vessel-sets">Vessel Sets</a></li>
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+      <li class="breadcrumb-item active">Writing Data</li>
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+            <a href="../_sources/examples/writeData.md.txt" rel="nofollow"> View page source</a>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="writing-data">
+<h1>Writing Data<a class="headerlink" href="#writing-data" title="Link to this heading"></a></h1>
+<p>This section demonstrates how the <code class="docutils literal notranslate"><span class="pre">isx</span></code> package can be used to write data to Inscopix files.
+Refer to <a class="reference internal" href="../overview.html"><span class="doc std std-doc">file types</span></a> for reference on the Inscopix file types and write support.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>The following sections assume the <code class="docutils literal notranslate"><span class="pre">isx</span></code> package has been imported, i.e., <code class="docutils literal notranslate"><span class="pre">import</span> <span class="pre">isx</span></code></p>
+</div>
+<section id="microscope-movies">
+<h2>Microscope Movies<a class="headerlink" href="#microscope-movies" title="Link to this heading"></a></h2>
+<p>The <code class="docutils literal notranslate"><span class="pre">Microscope</span> <span class="pre">Movie</span></code> file type can be written using the <code class="docutils literal notranslate"><span class="pre">isx.Movie</span></code> class.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Define timing, spacing, data_type properties</span>
+    <span class="n">timing</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Timing</span><span class="p">(</span><span class="n">num_samples</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="n">isx</span><span class="o">.</span><span class="n">Duration</span><span class="o">.</span><span class="n">from_msecs</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>
+    <span class="n">spacing</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Spacing</span><span class="p">(</span><span class="n">num_pixels</span><span class="o">=</span><span class="p">(</span><span class="mi">300</span><span class="p">,</span> <span class="mi">400</span><span class="p">))</span>
+    <span class="n">data_type</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">float32</span>
+
+    <span class="c1"># Open the movie for writing</span>
+    <span class="n">movie</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Movie</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;movie.isxd&#39;</span><span class="p">,</span> <span class="n">timing</span><span class="p">,</span> <span class="n">spacing</span><span class="p">,</span> <span class="n">data_type</span><span class="p">)</span>
+
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">):</span>
+        <span class="c1"># Generate frame to write</span>
+        <span class="n">frame</span> <span class="o">=</span> <span class="o">...</span>
+
+        <span class="c1"># Write to file</span>
+        <span class="n">movie</span><span class="o">.</span><span class="n">set_frame_data</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">frame</span><span class="p">)</span>
+    
+    <span class="c1"># Flush to disk</span>
+    <span class="n">movie</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>Python indexes by 0, so the first frame is at index 0, and the the second frame is at index 1, and so on.</p>
+</div>
+</section>
+<section id="cell-sets">
+<h2>Cell Sets<a class="headerlink" href="#cell-sets" title="Link to this heading"></a></h2>
+<p>The <code class="docutils literal notranslate"><span class="pre">Cell</span> <span class="pre">Set</span></code> file type can be written using the <code class="docutils literal notranslate"><span class="pre">isx.CellSet</span></code> class.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Define timing, spacing properties</span>
+    <span class="n">timing</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Timing</span><span class="p">(</span><span class="n">num_samples</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="n">isx</span><span class="o">.</span><span class="n">Duration</span><span class="o">.</span><span class="n">from_msecs</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>
+    <span class="n">spacing</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Spacing</span><span class="p">(</span><span class="n">num_pixels</span><span class="o">=</span><span class="p">(</span><span class="mi">300</span><span class="p">,</span> <span class="mi">400</span><span class="p">))</span>
+    
+    <span class="c1"># Open the cell set for writing</span>
+    <span class="n">cell_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">CellSet</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;cell_set.isxd&#39;</span><span class="p">,</span> <span class="n">timing</span><span class="p">,</span> <span class="n">spacing</span><span class="p">)</span>
+
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">):</span>
+        <span class="c1"># Generate cell footprint and trace to write</span>
+        <span class="n">image</span> <span class="o">=</span> <span class="o">...</span>
+        <span class="n">trace</span> <span class="o">=</span> <span class="o">...</span>
+
+        <span class="c1"># Write to file</span>
+        <span class="n">cell_set</span><span class="o">.</span><span class="n">set_cell_data</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">image</span><span class="p">,</span> <span class="n">trace</span><span class="p">,</span> <span class="s1">&#39;C</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+    
+    <span class="c1"># Flush to disk</span>
+    <span class="n">cell_set</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+<section id="event-sets">
+<h2>Event Sets<a class="headerlink" href="#event-sets" title="Link to this heading"></a></h2>
+<p>The <code class="docutils literal notranslate"><span class="pre">Event</span> <span class="pre">Set</span></code> file type can be written using the <code class="docutils literal notranslate"><span class="pre">isx.EventSet</span></code> class.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Define timing properties</span>
+    <span class="n">timing</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Timing</span><span class="p">(</span><span class="n">num_samples</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="n">isx</span><span class="o">.</span><span class="n">Duration</span><span class="o">.</span><span class="n">from_msecs</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>
+
+    <span class="c1"># Open the event set for writing</span>
+    <span class="n">cell_names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;C00&#39;</span><span class="p">,</span> <span class="s1">&#39;C01&#39;</span><span class="p">,</span> <span class="o">...</span><span class="p">]</span>
+    <span class="n">event_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">EventSet</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;event_set.isxd&#39;</span><span class="p">,</span> <span class="n">timing</span><span class="p">,</span> <span class="n">cell_names</span><span class="p">)</span>
+
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">cell_set</span><span class="o">.</span><span class="n">num_cells</span><span class="p">):</span>
+        <span class="c1"># Generate event offsets and amplitudes</span>
+        <span class="n">offsets</span> <span class="o">=</span> <span class="o">...</span>
+        <span class="n">amplitudes</span> <span class="o">=</span> <span class="o">...</span>
+
+        <span class="c1"># Write to file</span>
+        <span class="n">event_set</span><span class="o">.</span><span class="n">set_cell_data</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="n">offsets</span><span class="p">,</span> <span class="n">amplitudes</span><span class="p">)</span>
+    
+    <span class="c1"># Flush to disk</span>
+    <span class="n">event_set</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+<section id="vessel-sets">
+<h2>Vessel Sets<a class="headerlink" href="#vessel-sets" title="Link to this heading"></a></h2>
+<p>The <code class="docutils literal notranslate"><span class="pre">Vessel</span> <span class="pre">Set</span></code> file type can be written using the <code class="docutils literal notranslate"><span class="pre">isx.VesselSet</span></code> class.</p>
+<p>For vessel diameter vessel sets:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Define timing, spacing, vessel type properties</span>
+    <span class="n">timing</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Timing</span><span class="p">(</span><span class="n">num_samples</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="n">isx</span><span class="o">.</span><span class="n">Duration</span><span class="o">.</span><span class="n">from_msecs</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>
+    <span class="n">spacing</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Spacing</span><span class="p">(</span><span class="n">num_pixels</span><span class="o">=</span><span class="p">(</span><span class="mi">300</span><span class="p">,</span> <span class="mi">400</span><span class="p">))</span>
+    <span class="n">vessel_type</span> <span class="o">=</span> <span class="s2">&quot;vessel diameter&quot;</span>
+
+    <span class="c1"># Open the vessel set for writing</span>
+    <span class="n">vessel_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">VesselSet</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;vessel_set.isxd&#39;</span><span class="p">,</span> <span class="n">timing</span><span class="p">,</span> <span class="n">spacing</span><span class="p">,</span> <span class="n">vessel_type</span><span class="p">)</span>
+
+    <span class="c1"># Generate a projection image of the parent movie</span>
+    <span class="n">image</span> <span class="o">=</span> <span class="o">...</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">):</span>
+        <span class="c1"># Generate vessel diameter line, trace, and center trace to write</span>
+        <span class="n">line</span> <span class="o">=</span> <span class="o">..</span>
+        <span class="n">trace</span> <span class="o">=</span> <span class="o">...</span>
+        <span class="n">center_trace</span> <span class="o">=</span> <span class="o">...</span>
+
+        <span class="c1"># Write to file</span>
+        <span class="n">vessel_set</span><span class="o">.</span><span class="n">set_vessel_diameter_data</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">image</span><span class="p">,</span> <span class="n">line</span><span class="p">,</span> <span class="n">trace</span><span class="p">,</span> <span class="n">center_trace</span><span class="p">,</span> <span class="s1">&#39;V</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+    
+    <span class="c1"># Flush to disk</span>
+    <span class="n">vessel_set</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
+</pre></div>
+</div>
+<p>For RBC velocity vessel sets:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="c1"># Define timing, spacing, vessel type properties</span>
+    <span class="n">timing</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Timing</span><span class="p">(</span><span class="n">num_samples</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="n">isx</span><span class="o">.</span><span class="n">Duration</span><span class="o">.</span><span class="n">from_msecs</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>
+    <span class="n">spacing</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Spacing</span><span class="p">(</span><span class="n">num_pixels</span><span class="o">=</span><span class="p">(</span><span class="mi">300</span><span class="p">,</span> <span class="mi">400</span><span class="p">))</span>
+    <span class="n">vessel_type</span> <span class="o">=</span> <span class="s2">&quot;rbc velocity&quot;</span>
+
+    <span class="c1"># Open the vessel set for writing</span>
+    <span class="n">vessel_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">VesselSet</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;vessel_set.isxd&#39;</span><span class="p">,</span> <span class="n">timing</span><span class="p">,</span> <span class="n">spacing</span><span class="p">,</span> <span class="n">vessel_type</span><span class="p">)</span>
+
+    <span class="c1"># Generate a projection image of the parent movie</span>
+    <span class="n">image</span> <span class="o">=</span> <span class="o">...</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">):</span>
+        <span class="c1"># Generate rbc velocity line, trace, and direction trace, and correlation heatmaps to write</span>
+        <span class="n">line</span> <span class="o">=</span> <span class="o">...</span>
+        <span class="n">trace</span> <span class="o">=</span> <span class="o">...</span>
+        <span class="n">direction_trace</span> <span class="o">=</span> <span class="o">...</span>
+        <span class="n">correlations_trace</span> <span class="o">=</span> <span class="o">...</span>
+
+        <span class="c1"># Write to file</span>
+        <span class="n">vessel_set</span><span class="o">.</span><span class="n">set_rbc_velocity_data</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">image</span><span class="p">,</span> <span class="n">line</span><span class="p">,</span> <span class="n">trace</span><span class="p">,</span> <span class="n">direction_trace</span><span class="p">,</span> <span class="n">correlations_trace</span><span class="p">,</span> <span class="s1">&#39;V</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+    
+    <span class="c1"># Flush to disk</span>
+    <span class="n">vessel_set</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+</section>
+
+
+           </div>
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+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
+      <li class="breadcrumb-item active">FAQ</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/faq.md.txt" rel="nofollow"> View page source</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="faq">
+<h1>FAQ<a class="headerlink" href="#faq" title="Link to this heading"></a></h1>
+<ul class="simple">
+<li><p>What’s the difference between the <a class="reference external" href="https://inscopix.com/software-analysis-miniscope-imaging/">IDPS Python API</a> and <code class="docutils literal notranslate"><span class="pre">pyisx</span></code>?</p>
+<ul>
+<li><p>The IDPS (Inscopix Data Processing Software) Python API is a python package included with the IDPS GUI application. <code class="docutils literal notranslate"><span class="pre">pyisx</span></code> is an open-source version of this package, which contains the exact same functionality (excluding any algorithms), and can be installed without installing the entire IDPS application.</p></li>
+</ul>
+</li>
+<li><p>Does this package include algorithms from the IDPS Python API?</p>
+<ul>
+<li><p>No, currently the algorithms from the IDPS Python API are not included in <code class="docutils literal notranslate"><span class="pre">pyisx</span></code></p></li>
+</ul>
+</li>
+<li><p>What’s the difference between <code class="docutils literal notranslate"><span class="pre">pyisx</span></code> and <code class="docutils literal notranslate"><span class="pre">isx</span></code>?</p>
+<ul>
+<li><p><a class="reference external" href="https://github.com/inscopix/pyisx">pyisx</a> project is a python binding for <a class="reference external" href="https://github.com/inscopix/isxcore">isxcore</a>, a C++ API for interacting with Inscopix data.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">isx</span></code> is the python package for this project, with pre-built binaries available on <a class="reference external" href="https://pypi.org/project/isx/">pypi</a>.</p></li>
+</ul>
+</li>
+<li><p>How do I file a bug report or a feature request?</p>
+<ul>
+<li><p>If you have found a bug, we recommend searching the <a class="reference external" href="https://github.com/inscopix/pyisx/issues">issues page</a> to see if it has already been reported. If not, please open a new issue.</p></li>
+<li><p>If you have a feature request, please open a new issue with the label <code class="docutils literal notranslate"><span class="pre">enhancement</span></code>.</p></li>
+</ul>
+</li>
+<li><p>Can I use this in my own projects?</p>
+<ul>
+<li><p>Absolutely! <code class="docutils literal notranslate"><span class="pre">pyisx</span></code> is an open-source project and free to use. Please refer to the (license)[#license] for more details on usage guidelines.</p></li>
+</ul>
+</li>
+</ul>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="contributing.html" class="btn btn-neutral float-left" title="Contributing" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright Inscopix, Inc..</p>
+  </div>
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+          SphinxRtdTheme.Navigation.enable(true);
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+</html>
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diff --git a/genindex.html b/genindex.html
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@@ -0,0 +1,479 @@
+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" data-content_root="./">
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>Index &mdash; pyisx 2.0.0 documentation</title>
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=80d5e7a1" />
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+      <script src="_static/jquery.js?v=5d32c60e"></script>
+      <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
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+      <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="#" />
+    <link rel="search" title="Search" href="search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            pyisx
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
+<li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="reference.html">API Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
+<li class="toctree-l1"><a class="reference internal" href="contributing.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="faq.html">FAQ</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="index.html">pyisx</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
+      <li class="breadcrumb-item active">Index</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+
+<h1 id="index">Index</h1>
+
+<div class="genindex-jumpbox">
+ <a href="#A"><strong>A</strong></a>
+ | <a href="#C"><strong>C</strong></a>
+ | <a href="#D"><strong>D</strong></a>
+ | <a href="#E"><strong>E</strong></a>
+ | <a href="#F"><strong>F</strong></a>
+ | <a href="#G"><strong>G</strong></a>
+ | <a href="#H"><strong>H</strong></a>
+ | <a href="#I"><strong>I</strong></a>
+ | <a href="#L"><strong>L</strong></a>
+ | <a href="#M"><strong>M</strong></a>
+ | <a href="#O"><strong>O</strong></a>
+ | <a href="#R"><strong>R</strong></a>
+ | <a href="#S"><strong>S</strong></a>
+ | <a href="#T"><strong>T</strong></a>
+ | <a href="#V"><strong>V</strong></a>
+ | <a href="#W"><strong>W</strong></a>
+ 
+</div>
+<h2 id="A">A</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.align_start_times">align_start_times() (in module isx)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.Fraction.as_integer_ratio">as_integer_ratio() (isx.Fraction method)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="C">C</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.CellSet">CellSet (class in isx)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.convert_type_numpy_array">convert_type_numpy_array() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.create_cell_map">create_cell_map() (in module isx)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="D">D</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.Duration">Duration (class in isx)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="E">E</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.Enum">Enum (class in isx)</a>
+</li>
+      <li><a href="reference.html#isx.EventSet">EventSet (class in isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_aligned_timestamps">export_aligned_timestamps() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_cell_set_to_csv_tiff">export_cell_set_to_csv_tiff() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_ethovision_data_with_isxb_timestamps">export_ethovision_data_with_isxb_timestamps() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_event_set_to_csv">export_event_set_to_csv() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_gpio_set_to_csv">export_gpio_set_to_csv() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_gpio_to_isxd">export_gpio_to_isxd() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_image_to_isxd_tiff">export_image_to_isxd_tiff() (in module isx)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.export_image_to_tiff">export_image_to_tiff() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_isxd_image_to_tiff">export_isxd_image_to_tiff() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_movie_timestamps_to_csv">export_movie_timestamps_to_csv() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_movie_to_mp4">export_movie_to_mp4() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_movie_to_nwb">export_movie_to_nwb() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_movie_to_tiff">export_movie_to_tiff() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_nvision_movie_tracking_frame_data_to_csv">export_nvision_movie_tracking_frame_data_to_csv() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_nvision_movie_tracking_zone_data_to_csv">export_nvision_movie_tracking_zone_data_to_csv() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_tiff_to_isxd_image">export_tiff_to_isxd_image() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.export_vessel_set_to_csv_tiff">export_vessel_set_to_csv_tiff() (in module isx)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="F">F</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.CellSet.flush">flush() (isx.CellSet method)</a>
+
+      <ul>
+        <li><a href="reference.html#isx.EventSet.flush">(isx.EventSet method)</a>
+</li>
+        <li><a href="reference.html#isx.Movie.flush">(isx.Movie method)</a>
+</li>
+        <li><a href="reference.html#isx.VesselSet.flush">(isx.VesselSet method)</a>
+</li>
+      </ul></li>
+      <li><a href="reference.html#isx.Fraction">Fraction (class in isx)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.Fraction.from_decimal">from_decimal() (isx.Fraction class method)</a>
+</li>
+      <li><a href="reference.html#isx.Fraction.from_float">from_float() (isx.Fraction class method)</a>
+</li>
+      <li><a href="reference.html#isx.Duration.from_msecs">from_msecs() (isx.Duration class method)</a>
+</li>
+      <li><a href="reference.html#isx.Duration.from_secs">from_secs() (isx.Duration class method)</a>
+</li>
+      <li><a href="reference.html#isx.Duration.from_usecs">from_usecs() (isx.Duration class method)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="G">G</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.CellSet.get_acquisition_info">get_acquisition_info() (isx.CellSet method)</a>
+
+      <ul>
+        <li><a href="reference.html#isx.EventSet.get_acquisition_info">(isx.EventSet method)</a>
+</li>
+        <li><a href="reference.html#isx.GpioSet.get_acquisition_info">(isx.GpioSet method)</a>
+</li>
+        <li><a href="reference.html#isx.Movie.get_acquisition_info">(isx.Movie method)</a>
+</li>
+        <li><a href="reference.html#isx.VesselSet.get_acquisition_info">(isx.VesselSet method)</a>
+</li>
+      </ul></li>
+      <li><a href="reference.html#isx.EventSet.get_cell_data">get_cell_data() (isx.EventSet method)</a>
+</li>
+      <li><a href="reference.html#isx.CellSet.get_cell_image_data">get_cell_image_data() (isx.CellSet method)</a>
+</li>
+      <li><a href="reference.html#isx.EventSet.get_cell_index">get_cell_index() (isx.EventSet method)</a>
+</li>
+      <li><a href="reference.html#isx.CellSet.get_cell_name">get_cell_name() (isx.CellSet method)</a>
+
+      <ul>
+        <li><a href="reference.html#isx.EventSet.get_cell_name">(isx.EventSet method)</a>
+</li>
+      </ul></li>
+      <li><a href="reference.html#isx.CellSet.get_cell_status">get_cell_status() (isx.CellSet method)</a>
+</li>
+      <li><a href="reference.html#isx.CellSet.get_cell_trace_data">get_cell_trace_data() (isx.CellSet method)</a>
+</li>
+      <li><a href="reference.html#isx.GpioSet.get_channel_data">get_channel_data() (isx.GpioSet method)</a>
+</li>
+      <li><a href="reference.html#isx.GpioSet.get_channel_index">get_channel_index() (isx.GpioSet method)</a>
+</li>
+      <li><a href="reference.html#isx.GpioSet.get_channel_name">get_channel_name() (isx.GpioSet method)</a>
+</li>
+      <li><a href="reference.html#isx.Image.get_data">get_data() (isx.Image method)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.get_file_extension">get_file_extension() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.get_file_stem">get_file_stem() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.Movie.get_frame_data">get_frame_data() (isx.Movie method)</a>
+</li>
+      <li><a href="reference.html#isx.Movie.get_frame_timestamp">get_frame_timestamp() (isx.Movie method)</a>
+</li>
+      <li><a href="reference.html#isx.Timing.get_offsets_since_start">get_offsets_since_start() (isx.Timing method)</a>
+</li>
+      <li><a href="reference.html#isx.Timing.get_valid_samples">get_valid_samples() (isx.Timing method)</a>
+</li>
+      <li><a href="reference.html#isx.Timing.get_valid_samples_mask">get_valid_samples_mask() (isx.Timing method)</a>
+</li>
+      <li><a href="reference.html#isx.VesselSet.get_vessel_center_trace_data">get_vessel_center_trace_data() (isx.VesselSet method)</a>
+</li>
+      <li><a href="reference.html#isx.VesselSet.get_vessel_correlations_data">get_vessel_correlations_data() (isx.VesselSet method)</a>
+</li>
+      <li><a href="reference.html#isx.VesselSet.get_vessel_direction_trace_data">get_vessel_direction_trace_data() (isx.VesselSet method)</a>
+</li>
+      <li><a href="reference.html#isx.VesselSet.get_vessel_image_data">get_vessel_image_data() (isx.VesselSet method)</a>
+</li>
+      <li><a href="reference.html#isx.VesselSet.get_vessel_line_data">get_vessel_line_data() (isx.VesselSet method)</a>
+</li>
+      <li><a href="reference.html#isx.VesselSet.get_vessel_name">get_vessel_name() (isx.VesselSet method)</a>
+</li>
+      <li><a href="reference.html#isx.VesselSet.get_vessel_set_type">get_vessel_set_type() (isx.VesselSet method)</a>
+</li>
+      <li><a href="reference.html#isx.VesselSet.get_vessel_status">get_vessel_status() (isx.VesselSet method)</a>
+</li>
+      <li><a href="reference.html#isx.VesselSet.get_vessel_trace_data">get_vessel_trace_data() (isx.VesselSet method)</a>
+</li>
+      <li><a href="reference.html#isx.GpioSet">GpioSet (class in isx)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="H">H</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.VesselSet.has_correlation_heatmaps">has_correlation_heatmaps() (isx.VesselSet method)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="I">I</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.Image">Image (class in isx)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li>
+    isx
+
+      <ul>
+        <li><a href="reference.html#module-isx">module</a>
+</li>
+      </ul></li>
+  </ul></td>
+</tr></table>
+
+<h2 id="L">L</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.Fraction.limit_denominator">limit_denominator() (isx.Fraction method)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="M">M</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.make_output_file_path">make_output_file_path() (in module isx)</a>
+</li>
+      <li><a href="reference.html#isx.make_output_file_paths">make_output_file_paths() (in module isx)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li>
+    module
+
+      <ul>
+        <li><a href="reference.html#module-isx">isx</a>
+</li>
+      </ul></li>
+      <li><a href="reference.html#isx.Movie">Movie (class in isx)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="O">O</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.overlay_cell_map_on_image">overlay_cell_map_on_image() (in module isx)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.overlay_cellmaps">overlay_cellmaps() (in module isx)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="R">R</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.CellSet.read">read() (isx.CellSet class method)</a>
+
+      <ul>
+        <li><a href="reference.html#isx.EventSet.read">(isx.EventSet class method)</a>
+</li>
+        <li><a href="reference.html#isx.GpioSet.read">(isx.GpioSet class method)</a>
+</li>
+        <li><a href="reference.html#isx.Image.read">(isx.Image class method)</a>
+</li>
+        <li><a href="reference.html#isx.Movie.read">(isx.Movie class method)</a>
+</li>
+        <li><a href="reference.html#isx.VesselSet.read">(isx.VesselSet class method)</a>
+</li>
+      </ul></li>
+  </ul></td>
+</tr></table>
+
+<h2 id="S">S</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.CellSet.set_cell_data">set_cell_data() (isx.CellSet method)</a>
+
+      <ul>
+        <li><a href="reference.html#isx.EventSet.set_cell_data">(isx.EventSet method)</a>
+</li>
+      </ul></li>
+      <li><a href="reference.html#isx.CellSet.set_cell_status">set_cell_status() (isx.CellSet method)</a>
+</li>
+      <li><a href="reference.html#isx.Movie.set_frame_data">set_frame_data() (isx.Movie method)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.VesselSet.set_rbc_velocity_data">set_rbc_velocity_data() (isx.VesselSet method)</a>
+</li>
+      <li><a href="reference.html#isx.VesselSet.set_vessel_diameter_data">set_vessel_diameter_data() (isx.VesselSet method)</a>
+</li>
+      <li><a href="reference.html#isx.VesselSet.set_vessel_status">set_vessel_status() (isx.VesselSet method)</a>
+</li>
+      <li><a href="reference.html#isx.Spacing">Spacing (class in isx)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="T">T</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.Time">Time (class in isx)</a>
+</li>
+      <li><a href="reference.html#isx.Timing">Timing (class in isx)</a>
+</li>
+      <li><a href="reference.html#isx.Time.to_datetime">to_datetime() (isx.Time method)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.Duration.to_msecs">to_msecs() (isx.Duration method)</a>
+</li>
+      <li><a href="reference.html#isx.Duration.to_secs">to_secs() (isx.Duration method)</a>
+</li>
+      <li><a href="reference.html#isx.Duration.to_usecs">to_usecs() (isx.Duration method)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="V">V</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.verify_deinterleave">verify_deinterleave() (in module isx)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.VesselSet">VesselSet (class in isx)</a>
+</li>
+      <li><a href="reference.html#isx.VesselSet.VesselSetType">VesselSet.VesselSetType (class in isx)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="W">W</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference.html#isx.CellSet.write">write() (isx.CellSet class method)</a>
+
+      <ul>
+        <li><a href="reference.html#isx.EventSet.write">(isx.EventSet class method)</a>
+</li>
+        <li><a href="reference.html#isx.Image.write">(isx.Image class method)</a>
+</li>
+        <li><a href="reference.html#isx.Movie.write">(isx.Movie class method)</a>
+</li>
+        <li><a href="reference.html#isx.VesselSet.write">(isx.VesselSet class method)</a>
+</li>
+      </ul></li>
+  </ul></td>
+</tr></table>
+
+
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright Inscopix, Inc..</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
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+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
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+
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+</html>
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+            pyisx
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
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+<li class="toctree-l1"><a class="reference internal" href="faq.html">FAQ</a></li>
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+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
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+      <li class="breadcrumb-item active">pyisx documentation</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/index.md.txt" rel="nofollow"> View page source</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="pyisx-documentation">
+<h1>pyisx documentation<a class="headerlink" href="#pyisx-documentation" title="Link to this heading"></a></h1>
+<p><code class="docutils literal notranslate"><span class="pre">isx</span></code> is a python package for interacting with Inscopix data.
+This package encapsulates the following I/O functionality:</p>
+<ul class="simple">
+<li><p>Reading Inscopix files (<code class="docutils literal notranslate"><span class="pre">.isxd</span></code>, <code class="docutils literal notranslate"><span class="pre">.isxb</span></code>, <code class="docutils literal notranslate"><span class="pre">.gpio</span></code>, <code class="docutils literal notranslate"><span class="pre">.imu</span></code>)</p></li>
+<li><p>Writing Inscopix files (<code class="docutils literal notranslate"><span class="pre">.isxd</span></code>)</p></li>
+<li><p>Exporting Inscopix files to third-party formats (<code class="docutils literal notranslate"><span class="pre">.mp4</span></code>, <code class="docutils literal notranslate"><span class="pre">.tiff</span></code>, <code class="docutils literal notranslate"><span class="pre">.csv</span></code>)</p></li>
+</ul>
+<p>The <code class="docutils literal notranslate"><span class="pre">isx</span></code> package is built from the <code class="docutils literal notranslate"><span class="pre">pyisx</span></code> project, a python binding for <a class="reference external" href="https://github.com/inscopix/isxcore">isxcore</a>, a C++ API for interacting with Inscopix data.</p>
+<div class="toctree-wrapper compound">
+<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
+<li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="reference.html">API Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
+<li class="toctree-l1"><a class="reference internal" href="contributing.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="faq.html">FAQ</a></li>
+</ul>
+</div>
+<section id="links">
+<h2>Links<a class="headerlink" href="#links" title="Link to this heading"></a></h2>
+<ul class="simple">
+<li><p><a class="reference external" href="https://github.com/inscopix/pyisx">Github</a></p></li>
+<li><p><a class="reference external" href="https://github.com/inscopix/isxcore">isxcore Github</a></p></li>
+<li><p><a class="reference external" href="https://inscopix.com/">Inscopix</a></p></li>
+</ul>
+</section>
+<section id="quick-start">
+<h2>Quick Start<a class="headerlink" href="#quick-start" title="Link to this heading"></a></h2>
+<p>To install <code class="docutils literal notranslate"><span class="pre">isx</span></code>, run the following command in a python environment:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">pip</span> <span class="n">install</span> <span class="n">isx</span>
+</pre></div>
+</div>
+</section>
+<section id="license">
+<h2>License<a class="headerlink" href="#license" title="Link to this heading"></a></h2>
+<p>This project has been released under a <a class="reference external" href="https://creativecommons.org/licenses/by-nc/4.0">CC BY-NC license</a>. This means that you are free to:</p>
+<ul class="simple">
+<li><p>Share — copy and redistribute the material in any medium or format</p></li>
+<li><p>Adapt — remix, transform, and build upon the material</p>
+<ul>
+<li><p>The licensor cannot revoke these freedoms as long as you follow the license terms.</p></li>
+</ul>
+</li>
+</ul>
+<p>Under the following terms:</p>
+<ul class="simple">
+<li><p>Attribution — You must give appropriate credit , provide a link to the license, and indicate if changes were made . You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.</p></li>
+<li><p>NonCommercial — You may not use the material for commercial purposes .</p></li>
+<li><p>No additional restrictions — You may not apply legal terms or technological measures that legally restrict others from doing anything the license permits.</p></li>
+</ul>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="overview.html" class="btn btn-neutral float-right" title="Overview" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
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+
+  <div role="contentinfo">
+    <p>&#169; Copyright Inscopix, Inc..</p>
+  </div>
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+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" data-content_root="./">
+<head>
+  <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
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+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>Installation &mdash; pyisx 2.0.0 documentation</title>
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+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Installation</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#supported-platforms">Supported Platforms</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#development-advanced">Development (advanced)</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="reference.html">API Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
+<li class="toctree-l1"><a class="reference internal" href="contributing.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="faq.html">FAQ</a></li>
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+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="installation">
+<h1>Installation<a class="headerlink" href="#installation" title="Link to this heading"></a></h1>
+<p>Pre-built binaries of this API can be installed from <a class="reference external" href="https://pypi.org/project/isx">PyPi</a> for the supported platforms.</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>isx
+</pre></div>
+</div>
+<div class="admonition attention">
+<p class="admonition-title">Attention</p>
+<p>For Apple Silicon (i.e., macOS with arm64 architecture), the package is currently not natively supported. However, it’s possible to use <a class="reference external" href="https://www.anaconda.com/">anaconda</a> to configure an x86 environment and use the project.</p>
+</div>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nv">CONDA_SUBDIR</span><span class="o">=</span>osx-64<span class="w"> </span>conda<span class="w"> </span>create<span class="w"> </span>-n<span class="w"> </span>&lt;name&gt;<span class="w"> </span><span class="nv">python</span><span class="o">=</span>&lt;python&gt;
+conda<span class="w"> </span>activate<span class="w"> </span>&lt;name&gt;
+conda<span class="w"> </span>config<span class="w"> </span>--env<span class="w"> </span>--set<span class="w"> </span>subdir<span class="w"> </span>osx-64
+pip<span class="w"> </span>install<span class="w"> </span>isx
+</pre></div>
+</div>
+<p>Replace <code class="docutils literal notranslate"><span class="pre">&lt;name&gt;</span></code> with a name for the conda environment, and <code class="docutils literal notranslate"><span class="pre">&lt;python&gt;</span></code> with the python version to use.</p>
+<section id="supported-platforms">
+<h2>Supported Platforms<a class="headerlink" href="#supported-platforms" title="Link to this heading"></a></h2>
+<p>This package has been built and tested on the following operating systems, for python versions <code class="docutils literal notranslate"><span class="pre">3.9</span> <span class="pre">-</span> <span class="pre">3.12</span></code>:</p>
+<table class="docutils align-default">
+<thead>
+<tr class="row-odd"><th class="head"><p>OS</p></th>
+<th class="head"><p>Version</p></th>
+<th class="head"><p>Architecture</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p>macOS</p></td>
+<td><p>13</p></td>
+<td><p>x86_64</p></td>
+</tr>
+<tr class="row-odd"><td><p>Ubuntu (Linux)</p></td>
+<td><p>20.04</p></td>
+<td><p>x86_64</p></td>
+</tr>
+<tr class="row-even"><td><p>Windows</p></td>
+<td><p>11</p></td>
+<td><p>amd64</p></td>
+</tr>
+</tbody>
+</table>
+</section>
+<section id="development-advanced">
+<h2>Development (advanced)<a class="headerlink" href="#development-advanced" title="Link to this heading"></a></h2>
+<p>In order to build the package locally, follow this <a class="reference external" href="https://github.com/inscopix/pyisx?tab=readme-ov-file#development-guide">Development Guide</a>.</p>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="overview.html" class="btn btn-neutral float-left" title="Overview" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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+    <p>&#169; Copyright Inscopix, Inc..</p>
+  </div>
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+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
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+  <title>Overview &mdash; pyisx 2.0.0 documentation</title>
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Overview</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#file-types">File Types</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#next-steps">Next Steps</a></li>
+</ul>
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+<li class="toctree-l1"><a class="reference internal" href="reference.html">API Reference</a></li>
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+      <li class="breadcrumb-item active">Overview</li>
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+             
+  <section id="overview">
+<h1>Overview<a class="headerlink" href="#overview" title="Link to this heading"></a></h1>
+<p><code class="docutils literal notranslate"><span class="pre">isx</span></code> is a python package for interacting with Inscopix data.
+This package encapsulates the following I/O functionality:</p>
+<ul class="simple">
+<li><p>Reading Inscopix files (<code class="docutils literal notranslate"><span class="pre">.isxd</span></code>, <code class="docutils literal notranslate"><span class="pre">.isxb</span></code>, <code class="docutils literal notranslate"><span class="pre">.gpio</span></code>, <code class="docutils literal notranslate"><span class="pre">.imu</span></code>)</p></li>
+<li><p>Writing Inscopix files (<code class="docutils literal notranslate"><span class="pre">.isxd</span></code>)</p></li>
+<li><p>Exporting Inscopix files to third-party formats (<code class="docutils literal notranslate"><span class="pre">.mp4</span></code>, <code class="docutils literal notranslate"><span class="pre">.tiff</span></code>, <code class="docutils literal notranslate"><span class="pre">.csv</span></code>)</p></li>
+</ul>
+<p>The <code class="docutils literal notranslate"><span class="pre">isx</span></code> package is built from the <code class="docutils literal notranslate"><span class="pre">pyisx</span></code> project, a python binding for <a class="reference external" href="https://github.com/inscopix/isxcore">isxcore</a>, a C++ API for interacting with Inscopix data.</p>
+<section id="install">
+<h2>Install<a class="headerlink" href="#install" title="Link to this heading"></a></h2>
+<p>This package is available on <a class="reference external" href="https://pypi.org/project/isx/">pypi</a>.
+To install <code class="docutils literal notranslate"><span class="pre">isx</span></code>, run the following command in a python environment:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">pip</span> <span class="n">install</span> <span class="n">isx</span>
+</pre></div>
+</div>
+<div class="admonition attention">
+<p class="admonition-title">Attention</p>
+<p>For Apple Silicon (i.e., macOS with arm64 architecture), the package is currently not natively supported. However, it’s possible to use <a class="reference external" href="https://www.anaconda.com/">anaconda</a> to configure an x86 environment and use the project.</p>
+</div>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nv">CONDA_SUBDIR</span><span class="o">=</span>osx-64<span class="w"> </span>conda<span class="w"> </span>create<span class="w"> </span>-n<span class="w"> </span>&lt;name&gt;<span class="w"> </span><span class="nv">python</span><span class="o">=</span>&lt;python&gt;
+conda<span class="w"> </span>activate<span class="w"> </span>&lt;name&gt;
+conda<span class="w"> </span>config<span class="w"> </span>--env<span class="w"> </span>--set<span class="w"> </span>subdir<span class="w"> </span>osx-64
+pip<span class="w"> </span>install<span class="w"> </span>isx
+</pre></div>
+</div>
+<p>Please refer to the <a class="reference internal" href="installation.html"><span class="doc std std-doc">Installation</span></a> guide for more details.</p>
+</section>
+<section id="file-types">
+<h2>File Types<a class="headerlink" href="#file-types" title="Link to this heading"></a></h2>
+<p>This package encapsulates the following I/O functionality:</p>
+<p>The following table summarizes all Inscopix file types and the functionality supported by this package:</p>
+<table class="docutils align-default">
+<thead>
+<tr class="row-odd"><th class="head"><p>File Type</p></th>
+<th class="head"><p>File Format</p></th>
+<th class="head"><p>Read</p></th>
+<th class="head"><p>Write</p></th>
+<th class="head"><p>Export</p></th>
+<th class="head"><p>Description</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">Microscope</span> <span class="pre">Movie</span></code></p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.isxd</span></code></p></td>
+<td><p>Yes</p></td>
+<td><p>Yes</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.mp4</span></code>, <code class="docutils literal notranslate"><span class="pre">.tiff</span></code>, <code class="docutils literal notranslate"><span class="pre">.csv</span></code></p></td>
+<td><p>Recording acquired from a microscope</p></td>
+</tr>
+<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">Microscope</span> <span class="pre">Image</span></code></p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.isxd</span></code></p></td>
+<td><p>Yes</p></td>
+<td><p>Yes</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.tiff</span></code></p></td>
+<td><p>Image acquired from a microscope</p></td>
+</tr>
+<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">Behavior</span> <span class="pre">Movie</span></code></p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.isxb</span></code></p></td>
+<td><p>Yes</p></td>
+<td><p>No</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.mp4</span></code></p></td>
+<td><p>Compressed recording acquired from a behavior camera</p></td>
+</tr>
+<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">Cell</span> <span class="pre">Set</span></code></p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.isxd</span></code></p></td>
+<td><p>Yes</p></td>
+<td><p>Yes</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.tiff</span></code>, <code class="docutils literal notranslate"><span class="pre">.csv</span></code></p></td>
+<td><p>Neural cells represented as a set of temporal activity traces and spatial footprints. A <code class="docutils literal notranslate"><span class="pre">Cell</span> <span class="pre">Set</span></code> is generated from a <code class="docutils literal notranslate"><span class="pre">Microscope</span> <span class="pre">Movie</span></code></p></td>
+</tr>
+<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">Event</span> <span class="pre">Set</span></code></p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.isxd</span></code></p></td>
+<td><p>Yes</p></td>
+<td><p>Yes</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.csv</span></code></p></td>
+<td><p>Neural events (e.g., calcium events) represented as a set of discrete signal traces. An <code class="docutils literal notranslate"><span class="pre">Event</span> <span class="pre">Set</span></code> is generated from a <code class="docutils literal notranslate"><span class="pre">Cell</span> <span class="pre">Set</span></code></p></td>
+</tr>
+<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">Vessel</span> <span class="pre">Set</span></code></p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.isxd</span></code></p></td>
+<td><p>Yes</p></td>
+<td><p>Yes</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.tiff</span></code>, <code class="docutils literal notranslate"><span class="pre">.csv</span></code></p></td>
+<td><p>Vessels represented as a set of vessel diameter or red blood cell (rbc) velocity traces. A <code class="docutils literal notranslate"><span class="pre">Vessel</span> <span class="pre">Set</span></code> is generated from a blood flow <code class="docutils literal notranslate"><span class="pre">Microscope</span> <span class="pre">Movie</span></code></p></td>
+</tr>
+<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">GPIO</span></code></p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.gpio</span></code>, <code class="docutils literal notranslate"><span class="pre">.isxd</span></code></p></td>
+<td><p>Yes</p></td>
+<td><p>No</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.isxd</span></code>, <code class="docutils literal notranslate"><span class="pre">.csv</span></code></p></td>
+<td><p>General purpose input/output signals recorded from an acquisition device</p></td>
+</tr>
+<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">IMU</span></code></p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.imu</span></code></p></td>
+<td><p>Yes</p></td>
+<td><p>No</p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.isxd</span></code>, <code class="docutils literal notranslate"><span class="pre">.csv</span></code></p></td>
+<td><p>Inertial measurement unit (accelerometer, magnetometer, orientation​) recorded from an acquisition device</p></td>
+</tr>
+<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">Compressed</span> <span class="pre">Microscope</span> <span class="pre">Movie</span></code></p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">.isxc</span></code></p></td>
+<td><p>No</p></td>
+<td><p>No</p></td>
+<td><p>N/A</p></td>
+<td><p>Compressed recording acquired from a microscope. A <code class="docutils literal notranslate"><span class="pre">Compressed</span> <span class="pre">Microscope</span> <span class="pre">Movie</span></code> is decompressed into a <code class="docutils literal notranslate"><span class="pre">Microscope</span> <span class="pre">Movie</span></code></p></td>
+</tr>
+</tbody>
+</table>
+</section>
+<section id="next-steps">
+<h2>Next Steps<a class="headerlink" href="#next-steps" title="Link to this heading"></a></h2>
+<p>To learn more about how to use the <code class="docutils literal notranslate"><span class="pre">isx</span></code> package, refer to the <a class="reference internal" href="examples.html"><span class="doc std std-doc">Examples</span></a> guide and the <a class="reference internal" href="reference.html#reference"><span class="std std-ref">API Reference</span></a>.</p>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="index.html" class="btn btn-neutral float-left" title="pyisx documentation" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="installation.html" class="btn btn-neutral float-right" title="Installation" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
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+   <a href="#cap-i"><strong>i</strong></a>
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+     <tr class="pcap"><td></td><td>&#160;</td><td></td></tr>
+     <tr class="cap" id="cap-i"><td></td><td>
+       <strong>i</strong></td><td></td></tr>
+     <tr>
+       <td></td>
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+       <a href="reference.html#module-isx"><code class="xref">isx</code></a></td><td>
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+            pyisx
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+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
+<li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">API Reference</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#isx.CellSet"><code class="docutils literal notranslate"><span class="pre">CellSet</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#isx.CellSet.flush"><code class="docutils literal notranslate"><span class="pre">CellSet.flush()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.CellSet.get_acquisition_info"><code class="docutils literal notranslate"><span class="pre">CellSet.get_acquisition_info()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.CellSet.get_cell_image_data"><code class="docutils literal notranslate"><span class="pre">CellSet.get_cell_image_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.CellSet.get_cell_name"><code class="docutils literal notranslate"><span class="pre">CellSet.get_cell_name()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.CellSet.get_cell_status"><code class="docutils literal notranslate"><span class="pre">CellSet.get_cell_status()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.CellSet.get_cell_trace_data"><code class="docutils literal notranslate"><span class="pre">CellSet.get_cell_trace_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.CellSet.read"><code class="docutils literal notranslate"><span class="pre">CellSet.read()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.CellSet.set_cell_data"><code class="docutils literal notranslate"><span class="pre">CellSet.set_cell_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.CellSet.set_cell_status"><code class="docutils literal notranslate"><span class="pre">CellSet.set_cell_status()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.CellSet.write"><code class="docutils literal notranslate"><span class="pre">CellSet.write()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.Duration"><code class="docutils literal notranslate"><span class="pre">Duration</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Duration.from_msecs"><code class="docutils literal notranslate"><span class="pre">Duration.from_msecs()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Duration.from_secs"><code class="docutils literal notranslate"><span class="pre">Duration.from_secs()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Duration.from_usecs"><code class="docutils literal notranslate"><span class="pre">Duration.from_usecs()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Duration.to_msecs"><code class="docutils literal notranslate"><span class="pre">Duration.to_msecs()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Duration.to_secs"><code class="docutils literal notranslate"><span class="pre">Duration.to_secs()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Duration.to_usecs"><code class="docutils literal notranslate"><span class="pre">Duration.to_usecs()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.Enum"><code class="docutils literal notranslate"><span class="pre">Enum</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.EventSet"><code class="docutils literal notranslate"><span class="pre">EventSet</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#isx.EventSet.flush"><code class="docutils literal notranslate"><span class="pre">EventSet.flush()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.EventSet.get_acquisition_info"><code class="docutils literal notranslate"><span class="pre">EventSet.get_acquisition_info()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.EventSet.get_cell_data"><code class="docutils literal notranslate"><span class="pre">EventSet.get_cell_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.EventSet.get_cell_index"><code class="docutils literal notranslate"><span class="pre">EventSet.get_cell_index()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.EventSet.get_cell_name"><code class="docutils literal notranslate"><span class="pre">EventSet.get_cell_name()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.EventSet.read"><code class="docutils literal notranslate"><span class="pre">EventSet.read()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.EventSet.set_cell_data"><code class="docutils literal notranslate"><span class="pre">EventSet.set_cell_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.EventSet.write"><code class="docutils literal notranslate"><span class="pre">EventSet.write()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.Fraction"><code class="docutils literal notranslate"><span class="pre">Fraction</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Fraction.as_integer_ratio"><code class="docutils literal notranslate"><span class="pre">Fraction.as_integer_ratio()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Fraction.from_decimal"><code class="docutils literal notranslate"><span class="pre">Fraction.from_decimal()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Fraction.from_float"><code class="docutils literal notranslate"><span class="pre">Fraction.from_float()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Fraction.limit_denominator"><code class="docutils literal notranslate"><span class="pre">Fraction.limit_denominator()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.GpioSet"><code class="docutils literal notranslate"><span class="pre">GpioSet</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#isx.GpioSet.get_acquisition_info"><code class="docutils literal notranslate"><span class="pre">GpioSet.get_acquisition_info()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.GpioSet.get_channel_data"><code class="docutils literal notranslate"><span class="pre">GpioSet.get_channel_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.GpioSet.get_channel_index"><code class="docutils literal notranslate"><span class="pre">GpioSet.get_channel_index()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.GpioSet.get_channel_name"><code class="docutils literal notranslate"><span class="pre">GpioSet.get_channel_name()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.GpioSet.read"><code class="docutils literal notranslate"><span class="pre">GpioSet.read()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.Image"><code class="docutils literal notranslate"><span class="pre">Image</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Image.get_data"><code class="docutils literal notranslate"><span class="pre">Image.get_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Image.read"><code class="docutils literal notranslate"><span class="pre">Image.read()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Image.write"><code class="docutils literal notranslate"><span class="pre">Image.write()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.Movie"><code class="docutils literal notranslate"><span class="pre">Movie</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Movie.flush"><code class="docutils literal notranslate"><span class="pre">Movie.flush()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Movie.get_acquisition_info"><code class="docutils literal notranslate"><span class="pre">Movie.get_acquisition_info()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Movie.get_frame_data"><code class="docutils literal notranslate"><span class="pre">Movie.get_frame_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Movie.get_frame_timestamp"><code class="docutils literal notranslate"><span class="pre">Movie.get_frame_timestamp()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Movie.read"><code class="docutils literal notranslate"><span class="pre">Movie.read()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Movie.set_frame_data"><code class="docutils literal notranslate"><span class="pre">Movie.set_frame_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Movie.write"><code class="docutils literal notranslate"><span class="pre">Movie.write()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.Spacing"><code class="docutils literal notranslate"><span class="pre">Spacing</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.Time"><code class="docutils literal notranslate"><span class="pre">Time</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Time.to_datetime"><code class="docutils literal notranslate"><span class="pre">Time.to_datetime()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.Timing"><code class="docutils literal notranslate"><span class="pre">Timing</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Timing.get_offsets_since_start"><code class="docutils literal notranslate"><span class="pre">Timing.get_offsets_since_start()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Timing.get_valid_samples"><code class="docutils literal notranslate"><span class="pre">Timing.get_valid_samples()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.Timing.get_valid_samples_mask"><code class="docutils literal notranslate"><span class="pre">Timing.get_valid_samples_mask()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.VesselSet"><code class="docutils literal notranslate"><span class="pre">VesselSet</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.VesselSetType"><code class="docutils literal notranslate"><span class="pre">VesselSet.VesselSetType</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.flush"><code class="docutils literal notranslate"><span class="pre">VesselSet.flush()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.get_acquisition_info"><code class="docutils literal notranslate"><span class="pre">VesselSet.get_acquisition_info()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.get_vessel_center_trace_data"><code class="docutils literal notranslate"><span class="pre">VesselSet.get_vessel_center_trace_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.get_vessel_correlations_data"><code class="docutils literal notranslate"><span class="pre">VesselSet.get_vessel_correlations_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.get_vessel_direction_trace_data"><code class="docutils literal notranslate"><span class="pre">VesselSet.get_vessel_direction_trace_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.get_vessel_image_data"><code class="docutils literal notranslate"><span class="pre">VesselSet.get_vessel_image_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.get_vessel_line_data"><code class="docutils literal notranslate"><span class="pre">VesselSet.get_vessel_line_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.get_vessel_name"><code class="docutils literal notranslate"><span class="pre">VesselSet.get_vessel_name()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.get_vessel_set_type"><code class="docutils literal notranslate"><span class="pre">VesselSet.get_vessel_set_type()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.get_vessel_status"><code class="docutils literal notranslate"><span class="pre">VesselSet.get_vessel_status()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.get_vessel_trace_data"><code class="docutils literal notranslate"><span class="pre">VesselSet.get_vessel_trace_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.has_correlation_heatmaps"><code class="docutils literal notranslate"><span class="pre">VesselSet.has_correlation_heatmaps()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.read"><code class="docutils literal notranslate"><span class="pre">VesselSet.read()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.set_rbc_velocity_data"><code class="docutils literal notranslate"><span class="pre">VesselSet.set_rbc_velocity_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.set_vessel_diameter_data"><code class="docutils literal notranslate"><span class="pre">VesselSet.set_vessel_diameter_data()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.set_vessel_status"><code class="docutils literal notranslate"><span class="pre">VesselSet.set_vessel_status()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#isx.VesselSet.write"><code class="docutils literal notranslate"><span class="pre">VesselSet.write()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.align_start_times"><code class="docutils literal notranslate"><span class="pre">align_start_times()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.convert_type_numpy_array"><code class="docutils literal notranslate"><span class="pre">convert_type_numpy_array()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.create_cell_map"><code class="docutils literal notranslate"><span class="pre">create_cell_map()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_aligned_timestamps"><code class="docutils literal notranslate"><span class="pre">export_aligned_timestamps()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_cell_set_to_csv_tiff"><code class="docutils literal notranslate"><span class="pre">export_cell_set_to_csv_tiff()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_ethovision_data_with_isxb_timestamps"><code class="docutils literal notranslate"><span class="pre">export_ethovision_data_with_isxb_timestamps()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_event_set_to_csv"><code class="docutils literal notranslate"><span class="pre">export_event_set_to_csv()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_gpio_set_to_csv"><code class="docutils literal notranslate"><span class="pre">export_gpio_set_to_csv()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_gpio_to_isxd"><code class="docutils literal notranslate"><span class="pre">export_gpio_to_isxd()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_image_to_isxd_tiff"><code class="docutils literal notranslate"><span class="pre">export_image_to_isxd_tiff()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_image_to_tiff"><code class="docutils literal notranslate"><span class="pre">export_image_to_tiff()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_isxd_image_to_tiff"><code class="docutils literal notranslate"><span class="pre">export_isxd_image_to_tiff()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_movie_timestamps_to_csv"><code class="docutils literal notranslate"><span class="pre">export_movie_timestamps_to_csv()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_movie_to_mp4"><code class="docutils literal notranslate"><span class="pre">export_movie_to_mp4()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_movie_to_nwb"><code class="docutils literal notranslate"><span class="pre">export_movie_to_nwb()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_movie_to_tiff"><code class="docutils literal notranslate"><span class="pre">export_movie_to_tiff()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_nvision_movie_tracking_frame_data_to_csv"><code class="docutils literal notranslate"><span class="pre">export_nvision_movie_tracking_frame_data_to_csv()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_nvision_movie_tracking_zone_data_to_csv"><code class="docutils literal notranslate"><span class="pre">export_nvision_movie_tracking_zone_data_to_csv()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_tiff_to_isxd_image"><code class="docutils literal notranslate"><span class="pre">export_tiff_to_isxd_image()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.export_vessel_set_to_csv_tiff"><code class="docutils literal notranslate"><span class="pre">export_vessel_set_to_csv_tiff()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.get_file_extension"><code class="docutils literal notranslate"><span class="pre">get_file_extension()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.get_file_stem"><code class="docutils literal notranslate"><span class="pre">get_file_stem()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.make_output_file_path"><code class="docutils literal notranslate"><span class="pre">make_output_file_path()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.make_output_file_paths"><code class="docutils literal notranslate"><span class="pre">make_output_file_paths()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.overlay_cell_map_on_image"><code class="docutils literal notranslate"><span class="pre">overlay_cell_map_on_image()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.overlay_cellmaps"><code class="docutils literal notranslate"><span class="pre">overlay_cellmaps()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#isx.verify_deinterleave"><code class="docutils literal notranslate"><span class="pre">verify_deinterleave()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="examples.html">Examples</a></li>
+<li class="toctree-l1"><a class="reference internal" href="contributing.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="faq.html">FAQ</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="index.html">pyisx</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
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+  <ul class="wy-breadcrumbs">
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
+      <li class="breadcrumb-item active">API Reference</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/reference.rst.txt" rel="nofollow"> View page source</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="api-reference">
+<span id="reference"></span><h1>API Reference<a class="headerlink" href="#api-reference" title="Link to this heading"></a></h1>
+<div class="admonition warning">
+<p class="admonition-title">Warning</p>
+<p>All hidden modules, classes, functions and members (i.e. those starting with _)
+are hidden because they are not part of the public API and their behavior
+may change in future versions.
+We recommend you do not use them and will not provide support for them.
+This includes the <code class="docutils literal notranslate"><span class="pre">_internal</span></code> module.</p>
+</div>
+<p id="module-isx">The Inscopix Python API package.</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="isx.CellSet">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">CellSet</span></span><a class="headerlink" href="#isx.CellSet" title="Link to this definition"></a></dt>
+<dd><p>A cell set contains the image and trace data associated with components in
+a movie, such as cells or regions of interest.</p>
+<p>It is always backed by a file in the native <cite>.isxd</cite> format.</p>
+<section id="examples">
+<h2>Examples<a class="headerlink" href="#examples" title="Link to this heading"></a></h2>
+<p>Read an existing cell set from a file and get the image and trace data of
+the first cell.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">cell_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">CellSet</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;recording_20160613_105808-PP-PP-BP-MC-DFF-PCA-ICA.isxd&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">image_0</span> <span class="o">=</span> <span class="n">cell_set</span><span class="o">.</span><span class="n">get_cell_image_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">trace_0</span> <span class="o">=</span> <span class="n">cell_set</span><span class="o">.</span><span class="n">get_cell_trace_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Write a new cell set to a file with the same timing and spacing as an
+existing movie, with 3 random cell images and traces.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">movie</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Movie</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;recording_20160613_105808-PP-PP.isxd&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">cell_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">CellSet</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;cell_set.isxd&#39;</span><span class="p">,</span> <span class="n">movie</span><span class="o">.</span><span class="n">timing</span><span class="p">,</span> <span class="n">movie</span><span class="o">.</span><span class="n">spacing</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">3</span><span class="p">):</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">image</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">(</span><span class="n">cell_set</span><span class="o">.</span><span class="n">spacing</span><span class="o">.</span><span class="n">num_pixels</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">trace</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">(</span><span class="n">cell_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">cell_set</span><span class="o">.</span><span class="n">set_cell_data</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">image</span><span class="p">,</span> <span class="n">trace</span><span class="p">,</span> <span class="s1">&#39;C</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">cell_set</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+<section id="attributes">
+<h2>Attributes<a class="headerlink" href="#attributes" title="Link to this heading"></a></h2>
+<dl>
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file that stores this.</p>
+</dd>
+<dt>mode<span class="classifier">{‘r’, ‘w’}</span></dt><dd><p>The mode the file was opened with.</p>
+</dd>
+<dt>timing<span class="classifier"><a class="reference internal" href="#isx.Timing" title="isx.Timing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Timing</span></code></a></span></dt><dd><p>The timing of the samples in each cell trace.</p>
+</dd>
+<dt>spacing<span class="classifier"><a class="reference internal" href="#isx.Spacing" title="isx.Spacing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Spacing</span></code></a></span></dt><dd><p>The spacing of the pixels in each cell image.</p>
+</dd>
+<dt>num_cells<span class="classifier">int</span></dt><dd><p>The number of cells or components.</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.CellSet.flush">
+<span class="sig-name descname"><span class="pre">flush</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.CellSet.flush" title="Link to this definition"></a></dt>
+<dd><p>Flush all meta-data and cell data to the file.</p>
+<p>This should be called after setting all cell data of a cell set opened with <a class="reference internal" href="#isx.CellSet.write" title="isx.CellSet.write"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.CellSet.write()</span></code></a>.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.CellSet.get_acquisition_info">
+<span class="sig-name descname"><span class="pre">get_acquisition_info</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.CellSet.get_acquisition_info" title="Link to this definition"></a></dt>
+<dd><p>Get information about acquisition that may be stored in some files,
+such as nVista 3 movies and data derived from those.</p>
+<section id="returns">
+<h3>Returns<a class="headerlink" href="#returns" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>dict</dt><dd><p>A dictionary likely parsed from JSON that maps from string keys to variant values.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.CellSet.get_cell_image_data">
+<span class="sig-name descname"><span class="pre">get_cell_image_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.CellSet.get_cell_image_data" title="Link to this definition"></a></dt>
+<dd><p>Get the image data associated with a cell.</p>
+<section id="arguments">
+<h3>Arguments<a class="headerlink" href="#arguments" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a cell.</p>
+</dd>
+</dl>
+</section>
+<section id="id1">
+<h3>Returns<a class="headerlink" href="#id1" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></dt><dd><p>The image data in a 2D array.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.CellSet.get_cell_name">
+<span class="sig-name descname"><span class="pre">get_cell_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.CellSet.get_cell_name" title="Link to this definition"></a></dt>
+<dd><section id="id2">
+<h3>Arguments<a class="headerlink" href="#id2" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a cell.</p>
+</dd>
+</dl>
+</section>
+<section id="id3">
+<h3>Returns<a class="headerlink" href="#id3" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>str</dt><dd><p>The name of the indexed cell.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.CellSet.get_cell_status">
+<span class="sig-name descname"><span class="pre">get_cell_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.CellSet.get_cell_status" title="Link to this definition"></a></dt>
+<dd><section id="id4">
+<h3>Arguments<a class="headerlink" href="#id4" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a cell.</p>
+</dd>
+</dl>
+</section>
+<section id="id5">
+<h3>Returns<a class="headerlink" href="#id5" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>{‘accepted’, ‘undecided’, ‘rejected’}</dt><dd><p>The status of the indexed cell as a string.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.CellSet.get_cell_trace_data">
+<span class="sig-name descname"><span class="pre">get_cell_trace_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.CellSet.get_cell_trace_data" title="Link to this definition"></a></dt>
+<dd><p>Get the trace data associated with a cell.</p>
+<section id="id6">
+<h3>Arguments<a class="headerlink" href="#id6" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a cell.</p>
+</dd>
+</dl>
+</section>
+<section id="id7">
+<h3>Returns<a class="headerlink" href="#id7" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></dt><dd><p>The trace data in a 1D array.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.CellSet.read">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">read_only</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.CellSet.read" title="Link to this definition"></a></dt>
+<dd><p>Open an existing cell set from a file for reading.</p>
+<p>This is a light weight operation that simply reads the meta-data from the cell set,
+and does not read any image or trace data.</p>
+<section id="id8">
+<h3>Arguments<a class="headerlink" href="#id8" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file to read.</p>
+</dd>
+<dt>read_only<span class="classifier">bool</span></dt><dd><p>If true, only allow meta-data and data to be read, otherwise allow some meta-data
+to be written (e.g. cell status).</p>
+</dd>
+</dl>
+</section>
+<section id="id9">
+<h3>Returns<a class="headerlink" href="#id9" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><a class="reference internal" href="#isx.CellSet" title="isx.CellSet"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.CellSet</span></code></a></dt><dd><p>The cell set that was read. Meta-data is immediately available.
+Image and trace data must be read using <a class="reference internal" href="#isx.CellSet.get_cell_image_data" title="isx.CellSet.get_cell_image_data"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.CellSet.get_cell_image_data()</span></code></a>
+and <a class="reference internal" href="#isx.CellSet.get_cell_trace_data" title="isx.CellSet.get_cell_trace_data"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.CellSet.get_cell_trace_data()</span></code></a> respectively.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.CellSet.set_cell_data">
+<span class="sig-name descname"><span class="pre">set_cell_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trace</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.CellSet.set_cell_data" title="Link to this definition"></a></dt>
+<dd><p>Set the image and trace data of a cell.</p>
+<p>Cells must be set in increasing order, otherwise this will error.</p>
+<section id="id10">
+<h3>Arguments<a class="headerlink" href="#id10" title="Link to this heading"></a></h3>
+<dl>
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a cell.</p>
+</dd>
+<dt>image<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The image data in a 2D array.</p>
+</dd>
+<dt>trace<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The trace data in a 1D array.</p>
+</dd>
+<dt>name<span class="classifier">str</span></dt><dd><p>The name of the cell.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.CellSet.set_cell_status">
+<span class="sig-name descname"><span class="pre">set_cell_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.CellSet.set_cell_status" title="Link to this definition"></a></dt>
+<dd><p>Set the status of cell. This will also flush the file.</p>
+<div class="admonition warning">
+<p class="admonition-title">Warning</p>
+<p>As this flushes the file, only use this after all cells have been
+written using <a class="reference internal" href="#isx.CellSet.set_cell_data" title="isx.CellSet.set_cell_data"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.CellSet.set_cell_data()</span></code></a>.</p>
+</div>
+<section id="id11">
+<h3>Arguments<a class="headerlink" href="#id11" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a cell.</p>
+</dd>
+<dt>status<span class="classifier">{‘accepted’, ‘undecided’, ‘rejected’}</span></dt><dd><p>The desired status of the indexed cell.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.CellSet.write">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timing</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spacing</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.CellSet.write" title="Link to this definition"></a></dt>
+<dd><p>Open a new cell set to a file for writing.</p>
+<p>This is a light weight operation. It does not write any image or trace data immediately.</p>
+<section id="id12">
+<h3>Arguments<a class="headerlink" href="#id12" title="Link to this heading"></a></h3>
+<dl>
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file to write. If it already exists, this will error.</p>
+</dd>
+<dt>timing<span class="classifier"><a class="reference internal" href="#isx.Timing" title="isx.Timing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Timing</span></code></a></span></dt><dd><p>The timing of the cell set to write. Typically this comes from the movie this
+is derived from.</p>
+</dd>
+<dt>spacing<span class="classifier"><a class="reference internal" href="#isx.Spacing" title="isx.Spacing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Spacing</span></code></a></span></dt><dd><p>The spacing of the movie to write. Typically this comes from the movie this is
+derived from.</p>
+</dd>
+</dl>
+</section>
+<section id="id13">
+<h3>Returns<a class="headerlink" href="#id13" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><a class="reference internal" href="#isx.CellSet" title="isx.CellSet"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.CellSet</span></code></a></dt><dd><p>The empty cell set that was written.
+Image and trace data must be written with <a class="reference internal" href="#isx.CellSet.set_cell_data" title="isx.CellSet.set_cell_data"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.CellSet.set_cell_data()</span></code></a>.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="isx.Duration">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">Duration</span></span><a class="headerlink" href="#isx.Duration" title="Link to this definition"></a></dt>
+<dd><p>A duration of time.</p>
+<section id="id14">
+<h2>Examples<a class="headerlink" href="#id14" title="Link to this heading"></a></h2>
+<p>Make a period of 50 milliseconds</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">period</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Duration</span><span class="o">.</span><span class="n">from_msecs</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id15">
+<h2>Attributes<a class="headerlink" href="#id15" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>secs_float<span class="classifier">float</span></dt><dd><p>The duration in seconds as a floating point number.</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Duration.from_msecs">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_msecs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">msecs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Duration.from_msecs" title="Link to this definition"></a></dt>
+<dd><p>Make a duration from a number of milliseconds.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Duration.from_secs">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_secs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">secs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Duration.from_secs" title="Link to this definition"></a></dt>
+<dd><p>Make a duration from a number of seconds.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Duration.from_usecs">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_usecs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">usecs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Duration.from_usecs" title="Link to this definition"></a></dt>
+<dd><p>Make a duration from a number of microseconds.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Duration.to_msecs">
+<span class="sig-name descname"><span class="pre">to_msecs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.Duration.to_msecs" title="Link to this definition"></a></dt>
+<dd><p>Convert to an integer number of whole milliseconds.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Duration.to_secs">
+<span class="sig-name descname"><span class="pre">to_secs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.Duration.to_secs" title="Link to this definition"></a></dt>
+<dd><p>Convert to an integer number of whole seconds.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Duration.to_usecs">
+<span class="sig-name descname"><span class="pre">to_usecs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.Duration.to_usecs" title="Link to this definition"></a></dt>
+<dd><p>Convert to an integer number of whole microseconds.</p>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="isx.Enum">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">Enum</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Enum" title="Link to this definition"></a></dt>
+<dd><p>Generic enumeration.</p>
+<p>Derive from this class to define new enumerations.</p>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="isx.EventSet">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">EventSet</span></span><a class="headerlink" href="#isx.EventSet" title="Link to this definition"></a></dt>
+<dd><p>An event set contains the event data of a number of components or cells.</p>
+<p>It is typically derived from a cell set after applying an event detection
+algorithm.
+Each event of a cell is comprised of a time stamp offset and a value or amplitude.</p>
+<section id="id16">
+<h2>Examples<a class="headerlink" href="#id16" title="Link to this heading"></a></h2>
+<p>Read an existing event set from a file and get the event data associated with the
+first cell.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">event_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">EventSet</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;recording_20160613_105808-PP-PP-BP-MC-DFF-PCA-ICA-ED.isxd&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="p">[</span><span class="n">offsets</span><span class="p">,</span> <span class="n">amplitudes</span><span class="p">]</span> <span class="o">=</span> <span class="n">event_set</span><span class="o">.</span><span class="n">get_cell_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Write a new event set to a file by applying a threshold to the traces of an existing
+cell set.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">cell_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">CellSet</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;recording_20160613_105808-PP-PP-BP-MC-DFF-PCA-ICA.isxd&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">cell_names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;C</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">c</span><span class="p">)</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">cell_set</span><span class="o">.</span><span class="n">num_cells</span><span class="p">)]</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">event_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">EventSet</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;recording_20160613_105808-PP-PP-BP-MC-DFF-PCA-ICA-custom_ED.isxd&#39;</span><span class="p">,</span> <span class="n">cell_set</span><span class="o">.</span><span class="n">timing</span><span class="p">,</span> <span class="n">cell_names</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">offsets</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">x</span><span class="o">.</span><span class="n">to_usecs</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">cell_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">get_offsets_since_start</span><span class="p">()],</span> <span class="n">numpy</span><span class="o">.</span><span class="n">uint64</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">cell_set</span><span class="o">.</span><span class="n">num_cells</span><span class="p">):</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">trace</span> <span class="o">=</span> <span class="n">cell_set</span><span class="o">.</span><span class="n">get_cell_trace_data</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">above_thresh</span> <span class="o">=</span> <span class="n">trace</span> <span class="o">&gt;</span> <span class="mi">500</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">event_set</span><span class="o">.</span><span class="n">set_cell_data</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="n">offsets</span><span class="p">[</span><span class="n">above_thresh</span><span class="p">],</span> <span class="n">trace</span><span class="p">[</span><span class="n">above_thresh</span><span class="p">])</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">event_set</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+<section id="id17">
+<h2>Attributes<a class="headerlink" href="#id17" title="Link to this heading"></a></h2>
+<dl>
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file that stores this.</p>
+</dd>
+<dt>mode<span class="classifier">{‘r’, ‘w’}</span></dt><dd><p>The mode the file was opened with.</p>
+</dd>
+<dt>timing<span class="classifier"><a class="reference internal" href="#isx.Timing" title="isx.Timing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Timing</span></code></a></span></dt><dd><p>The timing of the samples in each event trace.</p>
+</dd>
+<dt>num_cells<span class="classifier">int</span></dt><dd><p>The number of cells or components.</p>
+</dd>
+<dt>cell_dict<span class="classifier">dict</span></dt><dd><p>Dictionary mapping cell names to cell indices</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.EventSet.flush">
+<span class="sig-name descname"><span class="pre">flush</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.EventSet.flush" title="Link to this definition"></a></dt>
+<dd><p>Flush all meta-data and cell data to the file.</p>
+<p>This should be called after setting all cell data of an event set opened with <a class="reference internal" href="#isx.EventSet.write" title="isx.EventSet.write"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.EventSet.write()</span></code></a>.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.EventSet.get_acquisition_info">
+<span class="sig-name descname"><span class="pre">get_acquisition_info</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.EventSet.get_acquisition_info" title="Link to this definition"></a></dt>
+<dd><p>Get information about acquisition that may be stored in some files,
+such as nVista 3 movies and data derived from those.</p>
+<section id="id18">
+<h3>Returns<a class="headerlink" href="#id18" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>dict</dt><dd><p>A dictionary likely parsed from JSON that maps from string keys to variant values.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.EventSet.get_cell_data">
+<span class="sig-name descname"><span class="pre">get_cell_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.EventSet.get_cell_data" title="Link to this definition"></a></dt>
+<dd><p>Get the event data associated with a cell.</p>
+<section id="id19">
+<h3>Arguments<a class="headerlink" href="#id19" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a cell.</p>
+</dd>
+</dl>
+</section>
+<section id="id20">
+<h3>Returns<a class="headerlink" href="#id20" title="Link to this heading"></a></h3>
+<dl>
+<dt>offsets<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The 1D array of time stamps offsets from the start in microseconds.</p>
+</dd>
+<dt>amplitudes<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The 1D array of event amplitudes.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.EventSet.get_cell_index">
+<span class="sig-name descname"><span class="pre">get_cell_index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.EventSet.get_cell_index" title="Link to this definition"></a></dt>
+<dd><section id="id21">
+<h3>Arguments<a class="headerlink" href="#id21" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>name<span class="classifier">int &gt;= 0</span></dt><dd><p>The name of a cell.</p>
+</dd>
+</dl>
+</section>
+<section id="id22">
+<h3>Returns<a class="headerlink" href="#id22" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>str</dt><dd><p>The index of the named cell.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.EventSet.get_cell_name">
+<span class="sig-name descname"><span class="pre">get_cell_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.EventSet.get_cell_name" title="Link to this definition"></a></dt>
+<dd><section id="id23">
+<h3>Arguments<a class="headerlink" href="#id23" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a cell.</p>
+</dd>
+</dl>
+</section>
+<section id="id24">
+<h3>Returns<a class="headerlink" href="#id24" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>str</dt><dd><p>The name of the indexed cell.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.EventSet.read">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.EventSet.read" title="Link to this definition"></a></dt>
+<dd><p>Open an existing event set from a file for reading.</p>
+<p>This is a light weight operation that simply reads the meta-data from the event set,
+and does not read any event data.</p>
+<section id="id25">
+<h3>Arguments<a class="headerlink" href="#id25" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file to read.</p>
+</dd>
+</dl>
+</section>
+<section id="id26">
+<h3>Returns<a class="headerlink" href="#id26" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><a class="reference internal" href="#isx.EventSet" title="isx.EventSet"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.EventSet</span></code></a></dt><dd><p>The event set that was read. Meta-data is immediately available.
+Event data must be read using <a class="reference internal" href="#isx.EventSet.get_cell_data" title="isx.EventSet.get_cell_data"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.EventSet.get_cell_data()</span></code></a>.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.EventSet.set_cell_data">
+<span class="sig-name descname"><span class="pre">set_cell_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">amplitudes</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.EventSet.set_cell_data" title="Link to this definition"></a></dt>
+<dd><p>Set the event data of a cell.</p>
+<section id="id27">
+<h3>Arguments<a class="headerlink" href="#id27" title="Link to this heading"></a></h3>
+<dl>
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a cell.</p>
+</dd>
+<dt>offsets<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The 1D array of time stamps offsets from the start in microseconds.</p>
+</dd>
+<dt>amplitudes<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The 1D array of event amplitudes.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.EventSet.write">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timing</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cell_names</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.EventSet.write" title="Link to this definition"></a></dt>
+<dd><p>Open a new event set to a file for writing.</p>
+<p>This is a light weight operation. It does not write any event data immediately.</p>
+<section id="id28">
+<h3>Arguments<a class="headerlink" href="#id28" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file to write. If it already exists, this will error.</p>
+</dd>
+<dt>timing<span class="classifier">isx.Timing</span></dt><dd><p>The timing of the event set to write. Typically this comes from the cell set this
+is derived from.</p>
+</dd>
+<dt>cell_names<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The names of the cells that will be written. Typically these come from the cell set
+this is derived from.</p>
+</dd>
+</dl>
+</section>
+<section id="id29">
+<h3>Returns<a class="headerlink" href="#id29" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><a class="reference internal" href="#isx.EventSet" title="isx.EventSet"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.EventSet</span></code></a></dt><dd><p>The empty event set that was written.
+Image and trace data must be written with <a class="reference internal" href="#isx.EventSet.set_cell_data" title="isx.EventSet.set_cell_data"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.EventSet.set_cell_data()</span></code></a>.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="isx.Fraction">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">Fraction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">numerator</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">denominator</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">_normalize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Fraction" title="Link to this definition"></a></dt>
+<dd><p>This class implements rational numbers.</p>
+<p>In the two-argument form of the constructor, Fraction(8, 6) will
+produce a rational number equivalent to 4/3. Both arguments must
+be Rational. The numerator defaults to 0 and the denominator
+defaults to 1 so that Fraction(3) == 3 and Fraction() == 0.</p>
+<p>Fractions can also be constructed from:</p>
+<blockquote>
+<div><ul class="simple">
+<li><p>numeric strings similar to those accepted by the
+float constructor (for example, ‘-2.3’ or ‘1e10’)</p></li>
+<li><p>strings of the form ‘123/456’</p></li>
+<li><p>float and Decimal instances</p></li>
+<li><p>other Rational instances (including integers)</p></li>
+</ul>
+</div></blockquote>
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Fraction.as_integer_ratio">
+<span class="sig-name descname"><span class="pre">as_integer_ratio</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.Fraction.as_integer_ratio" title="Link to this definition"></a></dt>
+<dd><p>Return the integer ratio as a tuple.</p>
+<p>Return a tuple of two integers, whose ratio is equal to the
+Fraction and with a positive denominator.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Fraction.from_decimal">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_decimal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dec</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Fraction.from_decimal" title="Link to this definition"></a></dt>
+<dd><p>Converts a finite Decimal instance to a rational number, exactly.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Fraction.from_float">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_float</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">f</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Fraction.from_float" title="Link to this definition"></a></dt>
+<dd><p>Converts a finite float to a rational number, exactly.</p>
+<p>Beware that Fraction.from_float(0.3) != Fraction(3, 10).</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Fraction.limit_denominator">
+<span class="sig-name descname"><span class="pre">limit_denominator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_denominator</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1000000</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Fraction.limit_denominator" title="Link to this definition"></a></dt>
+<dd><p>Closest Fraction to self with denominator at most max_denominator.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">Fraction</span><span class="p">(</span><span class="s1">&#39;3.141592653589793&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">limit_denominator</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
+<span class="go">Fraction(22, 7)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Fraction</span><span class="p">(</span><span class="s1">&#39;3.141592653589793&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">limit_denominator</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
+<span class="go">Fraction(311, 99)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Fraction</span><span class="p">(</span><span class="mi">4321</span><span class="p">,</span> <span class="mi">8765</span><span class="p">)</span><span class="o">.</span><span class="n">limit_denominator</span><span class="p">(</span><span class="mi">10000</span><span class="p">)</span>
+<span class="go">Fraction(4321, 8765)</span>
+</pre></div>
+</div>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="isx.GpioSet">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">GpioSet</span></span><a class="headerlink" href="#isx.GpioSet" title="Link to this definition"></a></dt>
+<dd><p>A GPIO set contains the data recorded across a number of channels.</p>
+<p>Each data point is comprised of a time stamp offset and a value or amplitude.</p>
+<section id="id30">
+<h2>Examples<a class="headerlink" href="#id30" title="Link to this heading"></a></h2>
+<p>Read an existing gpio set from a file and get the data associated with the first channel.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">gpio_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">GpioSet</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;2020-05-20-10-33-22_video.gpio&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="p">[</span><span class="n">offsets</span><span class="p">,</span> <span class="n">amplitudes</span><span class="p">]</span> <span class="o">=</span> <span class="n">gpio_set</span><span class="o">.</span><span class="n">get_channel_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id31">
+<h2>Attributes<a class="headerlink" href="#id31" title="Link to this heading"></a></h2>
+<dl>
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file that stores this.</p>
+</dd>
+<dt>mode<span class="classifier">{‘r’, ‘w’}</span></dt><dd><p>The mode the file was opened with.</p>
+</dd>
+<dt>timing<span class="classifier"><a class="reference internal" href="#isx.Timing" title="isx.Timing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Timing</span></code></a></span></dt><dd><p>The timing of the samples.</p>
+</dd>
+<dt>num_channels<span class="classifier">int</span></dt><dd><p>The number of channels.</p>
+</dd>
+<dt>channel_dict<span class="classifier">dict</span></dt><dd><p>Dictionary mapping channel names to channel indices</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.GpioSet.get_acquisition_info">
+<span class="sig-name descname"><span class="pre">get_acquisition_info</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.GpioSet.get_acquisition_info" title="Link to this definition"></a></dt>
+<dd><p>Get information about acquisition that may be stored in some files,
+such as nVista 3 movies and data derived from those.</p>
+<section id="id32">
+<h3>Returns<a class="headerlink" href="#id32" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>dict</dt><dd><p>A dictionary likely parsed from JSON that maps from string keys to variant values.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.GpioSet.get_channel_data">
+<span class="sig-name descname"><span class="pre">get_channel_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.GpioSet.get_channel_data" title="Link to this definition"></a></dt>
+<dd><p>Get the data associated with a channel.</p>
+<section id="id33">
+<h3>Arguments<a class="headerlink" href="#id33" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a channel.</p>
+</dd>
+</dl>
+</section>
+<section id="id34">
+<h3>Returns<a class="headerlink" href="#id34" title="Link to this heading"></a></h3>
+<dl>
+<dt>offsets<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The 1D array of time stamps offsets from the start in microseconds.</p>
+</dd>
+<dt>amplitudes<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The 1D array of amplitudes.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.GpioSet.get_channel_index">
+<span class="sig-name descname"><span class="pre">get_channel_index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.GpioSet.get_channel_index" title="Link to this definition"></a></dt>
+<dd><section id="id35">
+<h3>Arguments<a class="headerlink" href="#id35" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>name<span class="classifier">int &gt;= 0</span></dt><dd><p>The name of a channel.</p>
+</dd>
+</dl>
+</section>
+<section id="id36">
+<h3>Returns<a class="headerlink" href="#id36" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>str</dt><dd><p>The index of the named channel.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.GpioSet.get_channel_name">
+<span class="sig-name descname"><span class="pre">get_channel_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.GpioSet.get_channel_name" title="Link to this definition"></a></dt>
+<dd><section id="id37">
+<h3>Arguments<a class="headerlink" href="#id37" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a channel.</p>
+</dd>
+</dl>
+</section>
+<section id="id38">
+<h3>Returns<a class="headerlink" href="#id38" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>str</dt><dd><p>The name of the indexed channel.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.GpioSet.read">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.GpioSet.read" title="Link to this definition"></a></dt>
+<dd><p>Open an existing GPIO set from a file for reading.</p>
+<p>This is a light weight operation that simply reads the meta-data from the GPIO set,
+and does not read any GPIO data.</p>
+<section id="id39">
+<h3>Arguments<a class="headerlink" href="#id39" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file to read.</p>
+</dd>
+</dl>
+</section>
+<section id="id40">
+<h3>Returns<a class="headerlink" href="#id40" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><a class="reference internal" href="#isx.GpioSet" title="isx.GpioSet"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.GpioSet</span></code></a></dt><dd><p>The GPIO set that was read. Meta-data is immediately available.
+GPIO data must be read using <a class="reference internal" href="#isx.GpioSet.get_channel_data" title="isx.GpioSet.get_channel_data"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.GpioSet.get_channel_data()</span></code></a>.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="isx.Image">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">Image</span></span><a class="headerlink" href="#isx.Image" title="Link to this definition"></a></dt>
+<dd><p>An image is effectively a movie with one frame and no timing.</p>
+<p>It is always backed by a file, which can be read or written using this class.
+See <span class="xref std std-ref">importMovie</span> for details on what formats are supported for read.
+Only the native <cite>.isxd</cite> format is supported for write.</p>
+<section id="id41">
+<h2>Examples<a class="headerlink" href="#id41" title="Link to this heading"></a></h2>
+<p>Read an existing image and get its data.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">image</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Image</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;recording_20160613_105808-PP-PP-BP-Mean Image.isxd&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">image_data</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">get_data</span><span class="p">()</span>
+</pre></div>
+</div>
+<p>Calculate the minimum image from an existing movie and write it.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">movie</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Movie</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;recording_20160613_105808-PP-PP.isxd&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">min_image</span> <span class="o">=</span> <span class="mi">4095</span> <span class="o">*</span> <span class="n">numpy</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="n">movie</span><span class="o">.</span><span class="n">spacing</span><span class="o">.</span><span class="n">num_pixels</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">movie</span><span class="o">.</span><span class="n">data_type</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">movie</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">):</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">min_image</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">minimum</span><span class="p">(</span><span class="n">min_image</span><span class="p">,</span> <span class="n">movie</span><span class="o">.</span><span class="n">get_frame_data</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">isx</span><span class="o">.</span><span class="n">Image</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;recording_20160613_105808-PP-PP-min.isxd&#39;</span><span class="p">,</span> <span class="n">movie</span><span class="o">.</span><span class="n">spacing</span><span class="p">,</span> <span class="n">movie</span><span class="o">.</span><span class="n">data_type</span><span class="p">,</span> <span class="n">min_image</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="id42">
+<h2>Attributes<a class="headerlink" href="#id42" title="Link to this heading"></a></h2>
+<dl>
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file that stores this.</p>
+</dd>
+<dt>mode<span class="classifier">{‘r’, ‘w’}</span></dt><dd><p>The mode the file was opened with.</p>
+</dd>
+<dt>spacing<span class="classifier"><a class="reference internal" href="#isx.Spacing" title="isx.Spacing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Spacing</span></code></a></span></dt><dd><p>The spacing of the pixels in the image.</p>
+</dd>
+<dt>data_type<span class="classifier">{numpy.uint16, numpy.float32}</span></dt><dd><p>The data type of each pixel.</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Image.get_data">
+<span class="sig-name descname"><span class="pre">get_data</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.Image.get_data" title="Link to this definition"></a></dt>
+<dd><p>Get the data stored in the image.</p>
+<section id="id43">
+<h3>Returns<a class="headerlink" href="#id43" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></dt><dd><p>The image data.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Image.read">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Image.read" title="Link to this definition"></a></dt>
+<dd><p>Read an existing image from a file.</p>
+<section id="id44">
+<h3>Arguments<a class="headerlink" href="#id44" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the image file to read.</p>
+</dd>
+</dl>
+</section>
+<section id="id45">
+<h3>Returns<a class="headerlink" href="#id45" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><a class="reference internal" href="#isx.Image" title="isx.Image"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Image</span></code></a></dt><dd><p>The image that was read.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Image.write">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spacing</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Image.write" title="Link to this definition"></a></dt>
+<dd><p>Write an image to a file.</p>
+<section id="id46">
+<h3>Arguments<a class="headerlink" href="#id46" title="Link to this heading"></a></h3>
+<dl>
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file to write. If it already exists, this will error.</p>
+</dd>
+<dt>spacing<span class="classifier"><a class="reference internal" href="#isx.Spacing" title="isx.Spacing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Spacing</span></code></a></span></dt><dd><p>The spacing of the image to write.</p>
+</dd>
+<dt>data_type<span class="classifier">{numpy.uint16, numpy.float32}</span></dt><dd><p>The data type of each pixel.</p>
+</dd>
+<dt>data<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.array</span></code></span></dt><dd><p>The 2D array of data to write.</p>
+</dd>
+</dl>
+</section>
+<section id="id47">
+<h3>Returns<a class="headerlink" href="#id47" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><a class="reference internal" href="#isx.Image" title="isx.Image"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Image</span></code></a></dt><dd><p>The image that was written.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="isx.Movie">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">Movie</span></span><a class="headerlink" href="#isx.Movie" title="Link to this definition"></a></dt>
+<dd><p>A movie contains a number of frames with timing and spacing information.</p>
+<p>It is always backed by a file, which can be read or written using this class.
+See <span class="xref std std-ref">importMovie</span> for details on what formats are supported for read.
+Only the native <cite>.isxd</cite> format is supported for write.</p>
+<section id="id48">
+<h2>Examples<a class="headerlink" href="#id48" title="Link to this heading"></a></h2>
+<p>Read an existing movie and get its first frame as a numpy array.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">movie</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Movie</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;recording_20160613_105808-PP-PP.isxd&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">frame_data</span> <span class="o">=</span> <span class="n">movie</span><span class="o">.</span><span class="n">get_frame_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Write a 400x300 movie with 200 random frames of float32 values.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">timing</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Timing</span><span class="p">(</span><span class="n">num_samples</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">spacing</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Spacing</span><span class="p">(</span><span class="n">num_pixels</span><span class="o">=</span><span class="p">(</span><span class="mi">300</span><span class="p">,</span> <span class="mi">400</span><span class="p">))</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">movie</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Movie</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;movie-400x300x200.isxd&#39;</span><span class="p">,</span> <span class="n">timing</span><span class="p">,</span> <span class="n">spacing</span><span class="p">,</span> <span class="n">numpy</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">):</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">movie</span><span class="o">.</span><span class="n">set_frame_data</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">(</span><span class="n">spacing</span><span class="o">.</span><span class="n">num_pixels</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">float32</span><span class="p">))</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">movie</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+<section id="id49">
+<h2>Attributes<a class="headerlink" href="#id49" title="Link to this heading"></a></h2>
+<dl>
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file that stores this.</p>
+</dd>
+<dt>mode<span class="classifier">{‘r’, ‘w’}</span></dt><dd><p>The mode the file was opened with.</p>
+</dd>
+<dt>timing<span class="classifier"><a class="reference internal" href="#isx.Timing" title="isx.Timing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Timing</span></code></a></span></dt><dd><p>The timing of the frames.</p>
+</dd>
+<dt>spacing<span class="classifier"><a class="reference internal" href="#isx.Spacing" title="isx.Spacing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Spacing</span></code></a></span></dt><dd><p>The spacing of the pixels in each frame.</p>
+</dd>
+<dt>data_type<span class="classifier">{numpy.uint16, numpy.float32}</span></dt><dd><p>The data type of each pixel.</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Movie.flush">
+<span class="sig-name descname"><span class="pre">flush</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.Movie.flush" title="Link to this definition"></a></dt>
+<dd><p>Flush all meta-data and frame data to the file.</p>
+<p>This should be called after setting all frames of a movie opened with <a class="reference internal" href="#isx.Movie.write" title="isx.Movie.write"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.Movie.write()</span></code></a>.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Movie.get_acquisition_info">
+<span class="sig-name descname"><span class="pre">get_acquisition_info</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.Movie.get_acquisition_info" title="Link to this definition"></a></dt>
+<dd><p>Get information about acquisition that may be stored in some files,
+such as nVista 3 movies and data derived from those.</p>
+<section id="id50">
+<h3>Returns<a class="headerlink" href="#id50" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>dict</dt><dd><p>A dictionary likely parsed from JSON that maps from string keys to variant values.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Movie.get_frame_data">
+<span class="sig-name descname"><span class="pre">get_frame_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Movie.get_frame_data" title="Link to this definition"></a></dt>
+<dd><p>Get a frame from the movie by index.</p>
+<section id="id51">
+<h3>Arguments<a class="headerlink" href="#id51" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of the frame. If this is out of range, this should error.</p>
+</dd>
+</dl>
+</section>
+<section id="id52">
+<h3>Returns<a class="headerlink" href="#id52" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></dt><dd><p>The retrieved frame data.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Movie.get_frame_timestamp">
+<span class="sig-name descname"><span class="pre">get_frame_timestamp</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Movie.get_frame_timestamp" title="Link to this definition"></a></dt>
+<dd><p>Get a frame timestamp from the movie by index.</p>
+<p>The timestamps are in units of microseconds.
+This is a TSC (time stamp counter) value which is saved during acquisition.
+These values come from a hardware counter on a particular acquisition box.
+As a result, they can only be used to compare to other values that originate from the same hardware counter (e.g., paired recordings).</p>
+<p>To get timestamps relative to the start of the movie,
+simply subtract each timestamp with the timestamp of the first frame in the movie.
+To get timestamps relative to Unix epoch time, add the timestamps computed relative
+to the start of the movie with the Unix epoch start timestamp of the movie, accessible through the <cite>timing</cite> member of this class.
+Alternatively, the timestamps of a movie can be exported relative to the start of the movie,
+or relative to the Unix epoch time, using the function <cite>isx.export_movie_timestamps_to_csv</cite>.</p>
+<section id="id53">
+<h3>Arguments<a class="headerlink" href="#id53" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of the frame. If this is out of range, this should error.</p>
+</dd>
+</dl>
+</section>
+<section id="id54">
+<h3>Returns<a class="headerlink" href="#id54" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>int</dt><dd><p>The retreived frame timestamp.
+If the movie has no frame timestamps, the function will throw an error,</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Movie.read">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Movie.read" title="Link to this definition"></a></dt>
+<dd><p>Open an existing movie from a file for reading.</p>
+<p>This is a light weight operation that simply reads the meta-data from the movie,
+and does not read any frame data.</p>
+<section id="id55">
+<h3>Arguments<a class="headerlink" href="#id55" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file to read.</p>
+</dd>
+</dl>
+</section>
+<section id="id56">
+<h3>Returns<a class="headerlink" href="#id56" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><a class="reference internal" href="#isx.Movie" title="isx.Movie"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Movie</span></code></a></dt><dd><p>The movie that was read. Meta-data is immediately available.
+Frames must be read using <code class="xref py py-func docutils literal notranslate"><span class="pre">isx.Movie.get_frame()</span></code>.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Movie.set_frame_data">
+<span class="sig-name descname"><span class="pre">set_frame_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Movie.set_frame_data" title="Link to this definition"></a></dt>
+<dd><p>Set frame data in a writable movie.</p>
+<p>Frames must be set in increasing order, otherwise this will error.</p>
+<section id="id57">
+<h3>Arguments<a class="headerlink" href="#id57" title="Link to this heading"></a></h3>
+<dl>
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of the frame.</p>
+</dd>
+<dt>frame<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The frame data.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Movie.write">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timing</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spacing</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_type</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Movie.write" title="Link to this definition"></a></dt>
+<dd><p>Open a new movie to a file for writing.</p>
+<p>This is a light weight operation. It does not write any frame data immediately.</p>
+<section id="id58">
+<h3>Arguments<a class="headerlink" href="#id58" title="Link to this heading"></a></h3>
+<dl>
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file to write. If it already exists, this will error.</p>
+</dd>
+<dt>timing<span class="classifier"><a class="reference internal" href="#isx.Timing" title="isx.Timing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Timing</span></code></a></span></dt><dd><p>The timing of the movie to write.</p>
+</dd>
+<dt>spacing<span class="classifier"><a class="reference internal" href="#isx.Spacing" title="isx.Spacing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Spacing</span></code></a></span></dt><dd><p>The spacing of the movie to write.</p>
+</dd>
+<dt>data_type<span class="classifier">{numpy.uint16, numpy.float32}</span></dt><dd><p>The data type of each pixel.</p>
+</dd>
+</dl>
+</section>
+<section id="id59">
+<h3>Returns<a class="headerlink" href="#id59" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><a class="reference internal" href="#isx.Movie" title="isx.Movie"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Movie</span></code></a></dt><dd><p>The empty movie that was written.
+Frame data must be written with <a class="reference internal" href="#isx.Movie.set_frame_data" title="isx.Movie.set_frame_data"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.Movie.set_frame_data()</span></code></a>.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="isx.Spacing">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">Spacing</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">num_pixels</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">(0,</span> <span class="pre">0)</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Spacing" title="Link to this definition"></a></dt>
+<dd><p>The spacing associated with a set of pixels.</p>
+<section id="id60">
+<h2>Examples<a class="headerlink" href="#id60" title="Link to this heading"></a></h2>
+<p>Make spacing for a 1440x1080 image.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">spacing</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Spacing</span><span class="p">(</span><span class="n">num_pixels</span><span class="o">=</span><span class="p">(</span><span class="mi">1080</span><span class="p">,</span> <span class="mi">1440</span><span class="p">))</span>
+</pre></div>
+</div>
+</section>
+<section id="id61">
+<h2>Attributes<a class="headerlink" href="#id61" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>num_pixels<span class="classifier">2-tuple&lt;int&gt;</span></dt><dd><p>The number of pixels as (num_rows, num_cols).</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="isx.Time">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">Time</span></span><a class="headerlink" href="#isx.Time" title="Link to this definition"></a></dt>
+<dd><p>A time stamp that defines a calendar date and wall time.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Time.to_datetime">
+<span class="sig-name descname"><span class="pre">to_datetime</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.Time.to_datetime" title="Link to this definition"></a></dt>
+<dd><section id="id62">
+<h2>Returns<a class="headerlink" href="#id62" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">datetime.datetime</span></code></dt><dd><p>The nearest Python datetime.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="isx.Timing">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">Timing</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">num_samples=0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">period=&lt;isx.core.Duration</span> <span class="pre">object&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start=&lt;isx.core.Time</span> <span class="pre">object&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropped=[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cropped=[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">blank=[]</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.Timing" title="Link to this definition"></a></dt>
+<dd><p>The timing associated with a set of samples, such as the frames of a movie or the
+values of a trace.</p>
+<p>Some samples are described as invalid, meaning that the sample is missing.
+These include dropped samples, which could arise due to an error at acquisition time,
+and cropped samples, which are likely due to processing.</p>
+<section id="id63">
+<h2>Examples<a class="headerlink" href="#id63" title="Link to this heading"></a></h2>
+<p>Make timing for 9 samples, every 10 milliseconds.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">timing</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Timing</span><span class="p">(</span><span class="n">num_samples</span><span class="o">=</span><span class="mi">9</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="n">isx</span><span class="o">.</span><span class="n">Duration</span><span class="o">.</span><span class="n">from_msecs</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>
+</pre></div>
+</div>
+</section>
+<section id="id64">
+<h2>Attributes<a class="headerlink" href="#id64" title="Link to this heading"></a></h2>
+<dl>
+<dt>num_samples<span class="classifier">int &gt;= 0</span></dt><dd><p>The number of samples, including invalid (dropped, cropped, or blank) ones.</p>
+</dd>
+<dt>period<span class="classifier"><a class="reference internal" href="#isx.Duration" title="isx.Duration"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Duration</span></code></a></span></dt><dd><p>The period or duration of one sample.</p>
+</dd>
+<dt>start<span class="classifier"><a class="reference internal" href="#isx.Time" title="isx.Time"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Time</span></code></a></span></dt><dd><p>The time stamp associated with the start of the first sample.</p>
+</dd>
+<dt>dropped<span class="classifier">list&lt;int&gt;</span></dt><dd><p>The indices of the dropped samples.</p>
+</dd>
+<dt>cropped<span class="classifier">list&lt;2-tuple&gt;</span></dt><dd><p>The index ranges of the cropped samples.
+Each element specifies the inclusive lower and upper bounds of a range
+of indices.</p>
+</dd>
+<dt>blank<span class="classifier">list&lt;int&gt;</span></dt><dd><p>The indices of the blank samples.</p>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Timing.get_offsets_since_start">
+<span class="sig-name descname"><span class="pre">get_offsets_since_start</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.Timing.get_offsets_since_start" title="Link to this definition"></a></dt>
+<dd><p>Get the offsets from the start of the timing.</p>
+<section id="id65">
+<h3>Returns<a class="headerlink" href="#id65" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>list&lt;<a class="reference internal" href="#isx.Duration" title="isx.Duration"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Duration</span></code></a>&gt;</dt><dd><p>Each element is the offset from the start to a sample.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Timing.get_valid_samples">
+<span class="sig-name descname"><span class="pre">get_valid_samples</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.Timing.get_valid_samples" title="Link to this definition"></a></dt>
+<dd><section id="id66">
+<h3>Returns<a class="headerlink" href="#id66" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></dt><dd><p>The valid sample indices.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.Timing.get_valid_samples_mask">
+<span class="sig-name descname"><span class="pre">get_valid_samples_mask</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.Timing.get_valid_samples_mask" title="Link to this definition"></a></dt>
+<dd><p>Get a 1D array mask indicating whether each sample is valid.</p>
+<section id="id67">
+<h3>Returns<a class="headerlink" href="#id67" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></dt><dd><p>Each element indicates whether the corresponding sample is valid.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="isx.VesselSet">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">VesselSet</span></span><a class="headerlink" href="#isx.VesselSet" title="Link to this definition"></a></dt>
+<dd><p>A vessel set contains the image, line and trace data associated with components in
+a movie, such as vessels or regions of interest.</p>
+<p>It is always backed by a file in the native <cite>.isxd</cite> format.</p>
+<p>A vessel set can represent two types of data: vessel diameter and rbc velocity.
+Depending on the vessel type, different information will be stored to disk.</p>
+<p>Note: Since blood flow algorithms apply a sliding window over input movies,
+the timing of a vessel trace is different from the timing of its input movie.
+Each frame of a vessel trace represents a measurement for a particular window sampled from its input movie.
+Relative to the input movie, each frame maps to the start of the corresponding window sampled.
+The duration of a frame is equal to the time increment of the sliding window.</p>
+<p>The following examples will demonstrate the types of data accessible for both types of vessel sets.</p>
+<section id="id68">
+<h2>Examples<a class="headerlink" href="#id68" title="Link to this heading"></a></h2>
+<p><strong>Vessel Diameter</strong>
+Read an existing vessel set from a file and get the image, line and diameter trace data of
+the first vessel.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">vessel_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">VesselSet</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;bloodflow_movie_10s-VD.isxd&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">image_0</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_image_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">line_0</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_line_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">trace_0</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_trace_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">center_trace_0</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_center_trace_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Write a new vessel set to a file with the same timing and spacing as an
+existing movie, with 3 random vessel images, lines and diameter traces.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">movie</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Movie</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;recording_20160613_105808-PP-PP.isxd&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">vessel_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">VesselSet</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;vessel_set.isxd&#39;</span><span class="p">,</span> <span class="n">movie</span><span class="o">.</span><span class="n">timing</span><span class="p">,</span> <span class="n">movie</span><span class="o">.</span><span class="n">spacing</span><span class="p">,</span> <span class="s1">&#39;vessel diameter&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">3</span><span class="p">):</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">image</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">(</span><span class="n">vessel_set</span><span class="o">.</span><span class="n">spacing</span><span class="o">.</span><span class="n">num_pixels</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">lines</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">min</span><span class="p">(</span><span class="n">spacing</span><span class="o">.</span><span class="n">num_pixels</span><span class="p">),</span> <span class="p">(</span><span class="n">num_vessels</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">))</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">trace</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">(</span><span class="n">vessel_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">center_trace</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">(</span><span class="n">vessel_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">vessel_set</span><span class="o">.</span><span class="n">set_vessel_diameter_data</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">image</span><span class="p">,</span> <span class="n">lines</span><span class="p">,</span> <span class="n">trace</span><span class="p">,</span> <span class="n">center_trace</span><span class="p">,</span> <span class="s1">&#39;V</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">vessel_set</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
+</pre></div>
+</div>
+<p><strong>RBC Velocity</strong>
+Read an existing vessel set from a file and get the image, line and rbc velocity trace data of
+the first vessel.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">vessel_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">VesselSet</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;bloodflow_movie_10s-RBCV.isxd&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">image_0</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_image_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">line_0</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_line_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">trace_0</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_trace_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">direction_trace_0</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_direction_trace_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">corr_0</span> <span class="o">=</span> <span class="n">vessel_set</span><span class="o">.</span><span class="n">get_vessel_correlations_data</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="c1"># look at first frame of correlation data for the first vessel</span>
+</pre></div>
+</div>
+<p>Write a new vessel set to a file with the same timing and spacing as an
+existing movie, with 3 random vessel images, lines and rbc velocity traces.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">movie</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">Movie</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;recording_20160613_105808-PP-PP.isxd&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">vessel_set</span> <span class="o">=</span> <span class="n">isx</span><span class="o">.</span><span class="n">VesselSet</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;vessel_set.isxd&#39;</span><span class="p">,</span> <span class="n">movie</span><span class="o">.</span><span class="n">timing</span><span class="p">,</span> <span class="n">movie</span><span class="o">.</span><span class="n">spacing</span><span class="p">,</span> <span class="s1">&#39;rbc velocity&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">3</span><span class="p">):</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">image</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">(</span><span class="n">vessel_set</span><span class="o">.</span><span class="n">spacing</span><span class="o">.</span><span class="n">num_pixels</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">lines</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">min</span><span class="p">(</span><span class="n">spacing</span><span class="o">.</span><span class="n">num_pixels</span><span class="p">),</span> <span class="p">(</span><span class="n">num_vessels</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">))</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">trace</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">(</span><span class="n">vessel_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">direction_trace</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">(</span><span class="n">vessel_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">correlation_size</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,))</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">correlations_trace</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">([</span><span class="n">vessel_set</span><span class="o">.</span><span class="n">timing</span><span class="o">.</span><span class="n">num_samples</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">correlation_size</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">correlation_size</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span>    <span class="n">vessel_set</span><span class="o">.</span><span class="n">set_rbc_velocity_data</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">image</span><span class="p">,</span> <span class="n">lines</span><span class="p">,</span> <span class="n">trace</span><span class="p">,</span> <span class="n">direction_trace</span><span class="p">,</span> <span class="n">correlations_trace</span><span class="p">,</span> <span class="s1">&#39;V</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">vessel_set</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+<section id="id69">
+<h2>Attributes<a class="headerlink" href="#id69" title="Link to this heading"></a></h2>
+<dl>
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file that stores this.</p>
+</dd>
+<dt>mode<span class="classifier">{‘r’, ‘w’}</span></dt><dd><p>The mode the file was opened with.</p>
+</dd>
+<dt>timing<span class="classifier"><a class="reference internal" href="#isx.Timing" title="isx.Timing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Timing</span></code></a></span></dt><dd><p>The timing of the samples in each vessel trace.</p>
+</dd>
+<dt>spacing<span class="classifier"><a class="reference internal" href="#isx.Spacing" title="isx.Spacing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Spacing</span></code></a></span></dt><dd><p>The spacing of the pixels in each vessel image.</p>
+</dd>
+<dt>num_vessels<span class="classifier">int</span></dt><dd><p>The number of vessels or components.</p>
+</dd>
+</dl>
+<dl class="py class">
+<dt class="sig sig-object py" id="isx.VesselSet.VesselSetType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">VesselSetType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.VesselSetType" title="Link to this definition"></a></dt>
+<dd><p>An enumeration.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.flush">
+<span class="sig-name descname"><span class="pre">flush</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.flush" title="Link to this definition"></a></dt>
+<dd><p>Flush all meta-data and vessel data to the file.</p>
+<p>This should be called after setting all vessel data of a vessel set opened with <a class="reference internal" href="#isx.VesselSet.write" title="isx.VesselSet.write"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.VesselSet.write()</span></code></a>.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.get_acquisition_info">
+<span class="sig-name descname"><span class="pre">get_acquisition_info</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.get_acquisition_info" title="Link to this definition"></a></dt>
+<dd><p>Get information about acquisition that may be stored in some files,
+such as nVista 3 movies and data derived from those.</p>
+<section id="id70">
+<h3>Returns<a class="headerlink" href="#id70" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>dict</dt><dd><p>A dictionary likely parsed from JSON that maps from string keys to variant values.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.get_vessel_center_trace_data">
+<span class="sig-name descname"><span class="pre">get_vessel_center_trace_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.get_vessel_center_trace_data" title="Link to this definition"></a></dt>
+<dd><p>Get the center trace data associated with a vessel.
+This represents an index on the user drawn line where the center of the diamter was estimated to be.</p>
+<section id="id71">
+<h3>Arguments<a class="headerlink" href="#id71" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a vessel.</p>
+</dd>
+</dl>
+</section>
+<section id="id72">
+<h3>Returns<a class="headerlink" href="#id72" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></dt><dd><p>The center trace data in a 1D array.
+If no center traces are stored in the file, the function will throw an error</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.get_vessel_correlations_data">
+<span class="sig-name descname"><span class="pre">get_vessel_correlations_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.get_vessel_correlations_data" title="Link to this definition"></a></dt>
+<dd><p>Get the correlation trace data associated with a vessel at a certain frame.</p>
+<section id="id73">
+<h3>Arguments<a class="headerlink" href="#id73" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a vessel.</p>
+</dd>
+<dt>frame<span class="classifier">int &gt;= 0</span></dt><dd><p>The frame index of the time-series trace.</p>
+</dd>
+</dl>
+</section>
+<section id="id74">
+<h3>Returns<a class="headerlink" href="#id74" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></dt><dd><p>The correlations data in a 3D array of size (3, width, height)
+Each slice of the ndarray is a correlation heatmap for a particular temporal offset
+The mapping of temporal offsets is (slice 0 -&gt; t = -1, slice 1 -&gt; t = 0, slice 2 = t = 1)
+If no correlations are stored in the file, the function will throw an error</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.get_vessel_direction_trace_data">
+<span class="sig-name descname"><span class="pre">get_vessel_direction_trace_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.get_vessel_direction_trace_data" title="Link to this definition"></a></dt>
+<dd><p>Get the direction trace data associated with a vessel
+This is the direction component of each velocity measurement reported in degrees relative to positive x-axis.</p>
+<section id="id75">
+<h3>Arguments<a class="headerlink" href="#id75" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a vessel.</p>
+</dd>
+</dl>
+</section>
+<section id="id76">
+<h3>Returns<a class="headerlink" href="#id76" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></dt><dd><p>The direction trace data in a 1D array.
+If no direction traces are stored in the file, the function will throw an error</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.get_vessel_image_data">
+<span class="sig-name descname"><span class="pre">get_vessel_image_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.get_vessel_image_data" title="Link to this definition"></a></dt>
+<dd><p>Get the image data associated with a vessel.</p>
+<section id="id77">
+<h3>Arguments<a class="headerlink" href="#id77" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a vessel.</p>
+</dd>
+</dl>
+</section>
+<section id="id78">
+<h3>Returns<a class="headerlink" href="#id78" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></dt><dd><p>The image data in a 2D array.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.get_vessel_line_data">
+<span class="sig-name descname"><span class="pre">get_vessel_line_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.get_vessel_line_data" title="Link to this definition"></a></dt>
+<dd><p>Get the line data associated with a vessel.</p>
+<section id="id79">
+<h3>Arguments<a class="headerlink" href="#id79" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a vessel.</p>
+</dd>
+</dl>
+</section>
+<section id="id80">
+<h3>Returns<a class="headerlink" href="#id80" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></dt><dd><p>The line data in a 2D array.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.get_vessel_name">
+<span class="sig-name descname"><span class="pre">get_vessel_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.get_vessel_name" title="Link to this definition"></a></dt>
+<dd><section id="id81">
+<h3>Arguments<a class="headerlink" href="#id81" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a vessel.</p>
+</dd>
+</dl>
+</section>
+<section id="id82">
+<h3>Returns<a class="headerlink" href="#id82" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>str</dt><dd><p>The name of the indexed vessel.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.get_vessel_set_type">
+<span class="sig-name descname"><span class="pre">get_vessel_set_type</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.get_vessel_set_type" title="Link to this definition"></a></dt>
+<dd><p>Get the type of the vessel set.</p>
+<section id="id83">
+<h3>Returns<a class="headerlink" href="#id83" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>VesselSetType Enum</dt><dd><p>An enum representation of the different vessel set types.
+either VesselSetType.VESSEL_DIAMETER or VesselSetType.RBC_VELOCITY</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.get_vessel_status">
+<span class="sig-name descname"><span class="pre">get_vessel_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.get_vessel_status" title="Link to this definition"></a></dt>
+<dd><section id="id84">
+<h3>Arguments<a class="headerlink" href="#id84" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a vessel.</p>
+</dd>
+</dl>
+</section>
+<section id="id85">
+<h3>Returns<a class="headerlink" href="#id85" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>{‘accepted’, ‘undecided’, ‘rejected’}</dt><dd><p>The status of the indexed vessel as a string.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.get_vessel_trace_data">
+<span class="sig-name descname"><span class="pre">get_vessel_trace_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.get_vessel_trace_data" title="Link to this definition"></a></dt>
+<dd><p>Get the trace data associated with a vessel.</p>
+<section id="id86">
+<h3>Arguments<a class="headerlink" href="#id86" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a vessel.</p>
+</dd>
+</dl>
+</section>
+<section id="id87">
+<h3>Returns<a class="headerlink" href="#id87" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></dt><dd><p>The trace data in a 1D array.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.has_correlation_heatmaps">
+<span class="sig-name descname"><span class="pre">has_correlation_heatmaps</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.has_correlation_heatmaps" title="Link to this definition"></a></dt>
+<dd><p>If true, cross-correlation heatmaps for rbc velocity measurements are stored in this file.</p>
+<section id="id88">
+<h3>Returns<a class="headerlink" href="#id88" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>bool</dt><dd><p>Flag indicating whether heatmaps were saved.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.read">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">read_only</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.read" title="Link to this definition"></a></dt>
+<dd><p>Open an existing vessel set from a file for reading.</p>
+<p>This is a light weight operation that simply reads the meta-data from the vessel set,
+and does not read any image or trace data.</p>
+<section id="id89">
+<h3>Arguments<a class="headerlink" href="#id89" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file to read.</p>
+</dd>
+<dt>read_only<span class="classifier">bool</span></dt><dd><p>If true, only allow meta-data and data to be read, otherwise allow some meta-data
+to be written (e.g. vessel status).</p>
+</dd>
+</dl>
+</section>
+<section id="id90">
+<h3>Returns<a class="headerlink" href="#id90" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><a class="reference internal" href="#isx.VesselSet" title="isx.VesselSet"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.VesselSet</span></code></a></dt><dd><p>The vessel set that was read. Meta-data is immediately available.
+Image and trace data must be read using <a class="reference internal" href="#isx.VesselSet.get_vessel_image_data" title="isx.VesselSet.get_vessel_image_data"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.VesselSet.get_vessel_image_data()</span></code></a>
+and <a class="reference internal" href="#isx.VesselSet.get_vessel_trace_data" title="isx.VesselSet.get_vessel_trace_data"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.VesselSet.get_vessel_trace_data()</span></code></a> respectively.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.set_rbc_velocity_data">
+<span class="sig-name descname"><span class="pre">set_rbc_velocity_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">line</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trace</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">direction_trace</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">correlations_trace</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.set_rbc_velocity_data" title="Link to this definition"></a></dt>
+<dd><p>Set the image, line and rbc velocity trace data of a vessel.</p>
+<p>Vessels must be set in increasing order, otherwise this will error.</p>
+<section id="id91">
+<h3>Arguments<a class="headerlink" href="#id91" title="Link to this heading"></a></h3>
+<dl>
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a vessel.</p>
+</dd>
+<dt>image<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The image data in a 2D array.</p>
+</dd>
+<dt>line<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The line endpoint data in a 2D array.</p>
+</dd>
+<dt>trace<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The trace data in a 1D array.</p>
+</dd>
+<dt>direction_trace<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The direction trace data in a 1D array.</p>
+</dd>
+<dt>correlations_trace<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The correlations trace data in a 4D array T x 3 x W x H
+Where T is the number of time samples
+W is the width of the correlation heatmap
+H is the width of the correlation heatmap
+There are three heatmaps for each time sample representing the three temporal offsets (-1, 0, 1)</p>
+</dd>
+<dt>name<span class="classifier">str</span></dt><dd><p>The name of the vessel.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.set_vessel_diameter_data">
+<span class="sig-name descname"><span class="pre">set_vessel_diameter_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">line</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trace</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">center_trace</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.set_vessel_diameter_data" title="Link to this definition"></a></dt>
+<dd><p>Set the image, line and diameter trace data of a vessel</p>
+<p>Vessels must be set in increasing order, otherwise this will error.</p>
+<section id="id92">
+<h3>Arguments<a class="headerlink" href="#id92" title="Link to this heading"></a></h3>
+<dl>
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a vessel.</p>
+</dd>
+<dt>image<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The image data in a 2D array.</p>
+</dd>
+<dt>line<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The line endpoint data in a 2D array.</p>
+</dd>
+<dt>trace<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The trace data in a 1D array.</p>
+</dd>
+<dt>center_trace<span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></span></dt><dd><p>The center trace data in a 1D array.</p>
+</dd>
+<dt>name<span class="classifier">str</span></dt><dd><p>The name of the vessel.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.set_vessel_status">
+<span class="sig-name descname"><span class="pre">set_vessel_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.set_vessel_status" title="Link to this definition"></a></dt>
+<dd><p>Set the status of vessel. This will also flush the file.</p>
+<div class="admonition warning">
+<p class="admonition-title">Warning</p>
+<p>As this flushes the file, only use this after all vessels have been
+written using <code class="xref py py-func docutils literal notranslate"><span class="pre">isx.VesselSet.set_vessel_data()</span></code>.</p>
+</div>
+<section id="id93">
+<h3>Arguments<a class="headerlink" href="#id93" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt>index<span class="classifier">int &gt;= 0</span></dt><dd><p>The index of a vessel.</p>
+</dd>
+<dt>status<span class="classifier">{‘accepted’, ‘undecided’, ‘rejected’}</span></dt><dd><p>The desired status of the indexed vessel.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="isx.VesselSet.write">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timing</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spacing</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vessel_type</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.VesselSet.write" title="Link to this definition"></a></dt>
+<dd><p>Open a new vessel set to a file for writing.</p>
+<p>This is a light weight operation. It does not write any image or trace data immediately.</p>
+<section id="id94">
+<h3>Arguments<a class="headerlink" href="#id94" title="Link to this heading"></a></h3>
+<dl>
+<dt>file_path<span class="classifier">str</span></dt><dd><p>The path of the file to write. If it already exists, this will error.</p>
+</dd>
+<dt>timing<span class="classifier"><a class="reference internal" href="#isx.Timing" title="isx.Timing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Timing</span></code></a></span></dt><dd><p>The timing of the vessel set to write. Typically this comes from the movie this
+is derived from.</p>
+</dd>
+<dt>spacing<span class="classifier"><a class="reference internal" href="#isx.Spacing" title="isx.Spacing"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.Spacing</span></code></a></span></dt><dd><p>The spacing of the movie to write. Typically this comes from the movie this is
+derived from.</p>
+</dd>
+<dt>vessel_type<span class="classifier">str</span></dt><dd><p>The type of metric to store in the vessel set. Either ‘vessel diameter’ or ‘rbc velocity’.</p>
+</dd>
+</dl>
+</section>
+<section id="id95">
+<h3>Returns<a class="headerlink" href="#id95" title="Link to this heading"></a></h3>
+<dl class="simple">
+<dt><a class="reference internal" href="#isx.VesselSet" title="isx.VesselSet"><code class="xref py py-class docutils literal notranslate"><span class="pre">isx.VesselSet</span></code></a></dt><dd><p>The empty vessel set that was written.
+Image and trace data must be written with <code class="xref py py-func docutils literal notranslate"><span class="pre">isx.VesselSet.set_vessel_data()</span></code>.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.align_start_times">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">align_start_times</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ref_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_align_files</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.align_start_times" title="Link to this definition"></a></dt>
+<dd><p>Align the epoch start times of files originating from the same paired and synchronized start-stop recording session.
+The epoch start time stored in the input align files are modified in-place
+so that they are aligned relative to the epoch start time of the input timing reference file</p>
+<dl class="simple">
+<dt>For each input align file, the epoch start time is recomputed using the following formula:</dt><dd><p>align_epoch_start_ms = ref_epoch_start_ms + ((align_first_tsc_us - ref_first_tsc_us) / 1e3)</p>
+</dd>
+<dt>In the event that the first sample of an input align file is dropped, the tsc value of the first sample is inferred using the following formula:</dt><dd><p>align_first_tsc_us = align_first_valid_tsc_us - (align_first_valid_idx * align_sample_period_us)</p>
+</dd>
+</dl>
+<section id="id96">
+<h2>Arguments<a class="headerlink" href="#id96" title="Link to this heading"></a></h2>
+<blockquote>
+<div><dl class="simple">
+<dt>input_ref_file<span class="classifier">str</span></dt><dd><p>The path of the file to use as the timing reference to align with the other input files.
+This can be either a .gpio file, .isxd movie, or .isxb movie, otherwise the function will throw an error.
+If the timing reference is a movie, the movie must contain frame timestamps, otherwise this function will throw an error.</p>
+</dd>
+<dt>input_align_files<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The path of the files to align to the epoch start time of the input timing reference file.
+These files can either be an .isxd movie or .isxb movie, otherwise the function will throw an error.
+The movies must contain frame timestamps, otherwise this function will throw an error.</p>
+</dd>
+</dl>
+</div></blockquote>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.convert_type_numpy_array">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">convert_type_numpy_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">array</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype=&lt;class</span> <span class="pre">'numpy.uint16'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_0_to_1=False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.convert_type_numpy_array" title="Link to this definition"></a></dt>
+<dd><p>Convert a numpy array to a different data type by normalizing and mapping.</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.create_cell_map">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">create_cell_map</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">isxd_cellset_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selected_cell_statuses</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">['accepted']</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cell_thresh</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">binary</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rgb</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_isxd_cell_map_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_tiff_cell_map_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.create_cell_map" title="Link to this definition"></a></dt>
+<dd><p>Generate cell map from an .isxd cellset file, saving the image as isxd and tiff.</p>
+<section id="id97">
+<h2>Arguments<a class="headerlink" href="#id97" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>isxd_cellset_file<span class="classifier">str</span></dt><dd><p>Path to an .isxd cellset file.</p>
+</dd>
+<dt>selected_cell_statuses<span class="classifier">list&lt;str&gt;</span></dt><dd><p>a list of cell statuses for decision criteria to keep cell footprints.
+Possible list values are ‘accepted’, ‘undecided’, ‘rejected’.</p>
+</dd>
+<dt>cell_thresh<span class="classifier">float [0, 1]</span></dt><dd><p>Pixels with values lower than cell_thresh will be set to 0.</p>
+</dd>
+<dt>binary<span class="classifier">Bool</span></dt><dd><p>If true, pixels with values above cell_thresh are set to 1. (Pixels with values
+below cell_thresh are set to 0.)</p>
+</dd>
+<dt>rgb<span class="classifier">one of “red”, “blue”, or “green”</span></dt><dd><p>Color for the cell map.</p>
+</dd>
+<dt>output_isxd_cell_map_file<span class="classifier">str</span></dt><dd><p>Path to the output isxd cell map image. If not given, will not be generated.</p>
+</dd>
+<dt>output_tiff_cell_map_file<span class="classifier">str</span></dt><dd><p>Path to the output tiff cell map image. If not given, will not be generated.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_aligned_timestamps">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_aligned_timestamps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ref_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_align_files</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_ref_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_align_names</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_csv_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">time_ref</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'start'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_aligned_timestamps" title="Link to this definition"></a></dt>
+<dd><p>Export timestamps from files which originate from the same paired and synced start-stop recording session to a .csv file.
+Timestamps are aligned to a single start time which is defined as the start time of the specified timing reference file.</p>
+<section id="id98">
+<h2>Arguments<a class="headerlink" href="#id98" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_ref_file<span class="classifier">str</span></dt><dd><p>The path of the file to use as the timing reference to align with the other input files.
+Timestamps are exported relative to the start time of this file.
+This can be either a .gpio file, .isxd movie, or .isxb movie, otherwise the function will throw an error.
+If the timing reference is a movie, the movie must contain frame timestamps, otherwise this function will throw an error.</p>
+</dd>
+<dt>input_align_files<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The path of the files to align to the epoch start time of the input timing reference file.
+These files can either be a .gpio file, .isxd movie, or .isxb movie, otherwise the function will throw an error.
+The movies must contain frame timestamps, otherwise this function will throw an error.</p>
+</dd>
+<dt>input_ref_name<span class="classifier">str</span></dt><dd><p>The name of the reference data set to use in the output csv.</p>
+</dd>
+<dt>input_align_names<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The names of the align data sets to use in the output csv.</p>
+</dd>
+<dt>output_csv_file<span class="classifier">str</span></dt><dd><p>The path of the csv file to be written.</p>
+</dd>
+<dt>time_ref<span class="classifier">{‘start’, ‘unix’, ‘tsc’}</span></dt><dd><p>The time reference for the CSV time stamps.
+If ‘start’ is used, the timestamps represent the seconds since the start of the movie.
+If ‘unix’ is used, the timestamps represent the seconds since the Unix epoch.
+If ‘tsc’ is used, the timestamps represent the hardware counter value on the acquisition box when each frame was captured.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_cell_set_to_csv_tiff">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_cell_set_to_csv_tiff</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_cell_set_files</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_csv_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_tiff_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">time_ref</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'start'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_props_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_cell_set_to_csv_tiff" title="Link to this definition"></a></dt>
+<dd><p>Export cell sets to a CSV file with trace data and TIFF files with image data.</p>
+<p>For more details see <span class="xref std std-ref">exportCellsAndStuff</span>.</p>
+<p>Unlike the desktop application, this will only produce a TIFF cell map image file
+and not a PNG file too.</p>
+<section id="id99">
+<h2>Arguments<a class="headerlink" href="#id99" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_cell_set_files<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The file paths of the cell sets to export.</p>
+</dd>
+<dt>output_csv_file<span class="classifier">str</span></dt><dd><p>The path of the CSV file to write.</p>
+</dd>
+<dt>output_tiff_file<span class="classifier">str</span></dt><dd><p>The base name of the TIFF files to write.</p>
+</dd>
+<dt>time_ref<span class="classifier">{‘start’, ‘unix’}</span></dt><dd><p>The time reference for the CSV time stamps.
+If ‘start’ is used, the time stamps represent the seconds since the start of the cell set.
+If ‘unix’ is used, the time stamps represents the second since the Unix epoch.</p>
+</dd>
+<dt>output_props_file<span class="classifier">str</span></dt><dd><p>The path of the properties CSV file to write.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_ethovision_data_with_isxb_timestamps">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_ethovision_data_with_isxb_timestamps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ethovision_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_isxb_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_csv_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_ref_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">time_ref</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'start'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_ethovision_data_with_isxb_timestamps" title="Link to this definition"></a></dt>
+<dd><dl class="simple">
+<dt>Given paths to an Ethovision file and a nVision (.isxb) movie file,</dt><dd><p>writes a csv file with Ethovision data and a dedicated column,
+either <cite>isxb Frame Timestamp (s)</cite> or <cite>isxb Frame Timestamp (us)</cite>
+depending on the format of the timestamps,
+that contains aligned timestamps from the nVision movie.</p>
+</dd>
+<dt>It is important to note that internal Inscopix testing has shown that the Ethovision output file</dt><dd><p>can have a length that is one less than the number of frames in the input movie. When this is true,
+the missing data row appears to be at the beginning.
+This function applies .isxb timestamps to the Ethovision table while ignoring the first timestamp
+to compensate for the length mismatch if the mismatch exists. More recent versions of Ethovision
+should prevent this from occuring.</p>
+</dd>
+</dl>
+<section id="id100">
+<h2>Arguments<a class="headerlink" href="#id100" title="Link to this heading"></a></h2>
+<dl>
+<dt>input_ethovision_file: str</dt><dd><p>The path to the Ethovision file (.csv, .xlsx).</p>
+</dd>
+<dt>input_isxb_file: str</dt><dd><p>The path to the nVision (.isxb) movie file.</p>
+</dd>
+<dt>output_csv_file: str</dt><dd><p>The path to the output csv file.</p>
+</dd>
+<dt>input_ref_file: str | None</dt><dd><p>The path to the reference file (.isxd, .gpio, .isxb).
+Timestamps from the .isxb file are aligned to the start time of this file.
+Generally, this reference is a file from a miniscope recording which was synchronized with this .isxb file.
+This argument is required if the <cite>time_ref</cite> is selected as ‘start’ or ‘unix’.
+If the .isxb file is a standalone behaviour recording that is not synchronized to any miniscope file,
+simply provide the .isxb file as the reference (if it’s required).</p>
+</dd>
+<dt>time_ref<span class="classifier">{‘start’, ‘unix’, ‘tsc’}</span></dt><dd><p>The time reference for the nVision (.isxb) timestamps.
+If ‘tsc’ is used, the timestamps represent the hardware counter value in microseconds on the acquisition box when each frame was captured.
+If ‘start’ is used, the timestamps represent the seconds since the start of the experiment.</p>
+<blockquote>
+<div><p>Note: <cite>input_ref_file</cite> must be specified if this option is used, otherwise an exception is thrown.
+Timestamps are exported relative to the start time of the reference file.</p>
+</div></blockquote>
+<dl class="simple">
+<dt>If ‘unix’ is used, the timestamps represent the seconds since the Unix epoch.</dt><dd><p>Note: <cite>input_ref_file</cite> must be specified if this option is used, otherwise an exception is thrown.
+The <cite>input_ref_file</cite> ensures that <cite>isx.align_start_times</cite> has been called
+on the .isxb file with the corresponding, synchronized miniscope file.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_event_set_to_csv">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_event_set_to_csv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_event_set_files</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_csv_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">time_ref</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'start'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_props_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sparse_output</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">write_amplitude</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_event_set_to_csv" title="Link to this definition"></a></dt>
+<dd><p>Export event sets to a CSV file.</p>
+<p>For more details see <span class="xref std std-ref">exportCellsAndStuff</span>.</p>
+<section id="id101">
+<h2>Arguments<a class="headerlink" href="#id101" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_event_set_files<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The file paths of the cell sets to export.</p>
+</dd>
+<dt>output_csv_file<span class="classifier">str</span></dt><dd><p>The path of the CSV file to write.</p>
+</dd>
+<dt>time_ref<span class="classifier">{‘start’, ‘unix’}</span></dt><dd><p>The time reference for the CSV time stamps.
+If ‘start’ is used, the time stamps represent the seconds since the start of the cell set.
+If ‘unix’ is used, the time stamps represents the second since the Unix epoch.</p>
+</dd>
+<dt>output_props_file<span class="classifier">str</span></dt><dd><p>The path of the properties CSV file to write.</p>
+</dd>
+<dt>sparse_output: bool</dt><dd><p>If true, output events in sparse format showing all time points,
+otherwise, output events in dense format showing only timepoints with events.</p>
+</dd>
+<dt>write_amplitude: bool</dt><dd><p>Only relevant when sparse_output is True.
+If true, write amplitudes of each event,
+otherwise, writes 1 where events occur and 0 elsewhere.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_gpio_set_to_csv">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_gpio_set_to_csv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_gpio_set_files</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_csv_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inter_isxd_file_dir</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'/tmp'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">time_ref</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'start'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_gpio_set_to_csv" title="Link to this definition"></a></dt>
+<dd><p>Export gpio sets to a CSV file.</p>
+<p>If exporting more than one file, for correct formatting, files should either be all non .imu files or all .imu files.</p>
+<p>For more details see <span class="xref std std-ref">exportCellsAndStuff</span>.</p>
+<section id="id102">
+<h2>Arguments<a class="headerlink" href="#id102" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_gpio_set_files<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The file paths of the cell sets to export.</p>
+</dd>
+<dt>output_csv_file<span class="classifier">str</span></dt><dd><p>The path of the CSV file to write.</p>
+</dd>
+<dt>inter_isxd_file_dir<span class="classifier">str</span></dt><dd><p>The path of the directory to put intermediate .isxd file
+The default path for Mac &amp; Linux is /tmp. The default path for Windows is the directory containing the input gpio file.</p>
+</dd>
+<dt>time_ref<span class="classifier">{‘start’, ‘unix’}</span></dt><dd><p>The time reference for the CSV time stamps.
+If ‘start’ is used, the time stamps represent the seconds since the start of the cell set.
+If ‘unix’ is used, the time stamps represents the second since the Unix epoch.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_gpio_to_isxd">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_gpio_to_isxd</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_gpio_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_isxd_dir</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_gpio_to_isxd" title="Link to this definition"></a></dt>
+<dd><p>Export GPIO file (.gpio, .raw, .hdf5, .imu) to an Inscopix Data File (.isxd).</p>
+<p>Output file will have the name &lt;input_file_name&gt;_gpio.isxd</p>
+<section id="id103">
+<h2>Arguments<a class="headerlink" href="#id103" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_gpio_file<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The file path of the gpio file to be exported.</p>
+</dd>
+<dt>output_isxd_dir<span class="classifier">str</span></dt><dd><p>The path of the directory to write isxd file.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_image_to_isxd_tiff">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_image_to_isxd_tiff</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isxd_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tiff_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rgb</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_image_to_isxd_tiff" title="Link to this definition"></a></dt>
+<dd><p>Save an image as isxd and tiff.
+If rgb is one of ‘red’, ‘green’, ‘blue’, the images will be colored.</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_image_to_tiff">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_image_to_tiff</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tiff_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">write_rgb</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_image_to_tiff" title="Link to this definition"></a></dt>
+<dd><p>Save an image as a uint16 tiff.</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_isxd_image_to_tiff">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_isxd_image_to_tiff</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_isxd_image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_tiff_file</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_isxd_image_to_tiff" title="Link to this definition"></a></dt>
+<dd><p>Convert an ISXD image file to a tiff image. 
+WARNING: does not export tiff with alignment metadata, use align_image instead</p>
+<section id="id104">
+<h2>Arguments<a class="headerlink" href="#id104" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_isxd_image<span class="classifier">str</span></dt><dd><p>Path to the input ISXD image file.</p>
+</dd>
+<dt>output_tiff_file<span class="classifier">str</span></dt><dd><p>Path to the output tiff file.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_movie_timestamps_to_csv">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_movie_timestamps_to_csv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_movie_files</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_csv_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">time_ref</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'start'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_movie_timestamps_to_csv" title="Link to this definition"></a></dt>
+<dd><p>Export movie frame timestamps to a csv file.
+This operation is supported for .isxd and .isxb movies.</p>
+<p>For more details see <span class="xref std std-ref">exportMovie</span>.</p>
+<section id="id105">
+<h2>Arguments<a class="headerlink" href="#id105" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_movie_files<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The file paths of the movies to export frame timestamps from.</p>
+</dd>
+<dt>output_csv_file<span class="classifier">str</span></dt><dd><p>The path of the csv file to be written.</p>
+</dd>
+<dt>time_ref<span class="classifier">{‘start’, ‘unix’, ‘tsc’}</span></dt><dd><p>The time reference for the CSV time stamps.
+If ‘start’ is used, the timestamps represent the seconds since the start of the movie.
+If ‘unix’ is used, the timestamps represent the seconds since the Unix epoch.
+If ‘tsc’ is used, the timestamps represent the hardware counter value on the acquisition box when each frame was captured.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_movie_to_mp4">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_movie_to_mp4</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_movie_files</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_mp4_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">compression_quality</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">write_invalid_frames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_rate_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'float'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">draw_bounding_box</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">draw_bounding_box_center</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">draw_zones</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_movie_to_mp4" title="Link to this definition"></a></dt>
+<dd><p>Export movies to an MP4 file.</p>
+<p>For more details see <span class="xref std std-ref">exportMovie</span>.</p>
+<section id="id106">
+<h2>Arguments<a class="headerlink" href="#id106" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_movie_files<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The file paths of the movies to be exported.</p>
+</dd>
+<dt>output_mp4_file<span class="classifier">str</span></dt><dd><p>The path of the MP4 file to be written.</p>
+</dd>
+<dt>compression_quality<span class="classifier">float</span></dt><dd><p>A value between 0.001 and 1 that controls the quality and size of the output file for the MP4 format.
+The larger the value, the better the quality of the movie, but the larger the size of the file.
+The default value of 0.1 typically produces a good quality movie where the file is at most 10% of the uncompressed original file size,
+but may be smaller if the movie content can be efficiently encoded.
+More formally, this represents a rough maximum on the output file size as a fraction of the original file size.</p>
+</dd>
+<dt>write_invalid_frames<span class="classifier">bool</span></dt><dd><p>If True, write invalid (dropped, cropped, and blank) frames as zero,
+otherwise, do not write them at all.</p>
+</dd>
+<dt>frame_rate_format<span class="classifier">{“float”, “int”}</span></dt><dd><p>Format to encode the frame rate in the output mp4 file.
+If float, the frame rate will be exported as a precise estimate of the input movie sampling rate.
+If int, the frame rate will be rounded to the nearest integer.</p>
+</dd>
+<dt>draw_bounding_box<span class="classifier">bool</span></dt><dd><p>Only used for nVision <cite>.isxb</cite> movies.
+If there is nVision tracking data in the <cite>.isxb</cite> movie, and this flag is enabled,
+then draw the bounding box estimate on each frame of the exported mp4 movie.</p>
+</dd>
+<dt>draw_bounding_box_center<span class="classifier">bool</span></dt><dd><p>Only used for nVision <cite>.isxb</cite> movies.
+If there is nVision tracking data in the <cite>.isxb</cite> movie, and this flag is enabled,
+then draw the center of the bounding box estimate on each frame of the exported mp4 movie.</p>
+</dd>
+<dt>draw_zones<span class="classifier">bool</span></dt><dd><p>Only used for nVision <cite>.isxb</cite> movies.
+If there is nVision tracking data in the <cite>.isxb</cite> movie, and this flag is enabled,
+then draw the zones of the tracking area on each frame of the exported mp4 movie.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_movie_to_nwb">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_movie_to_nwb</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_movie_files</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_nwb_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">identifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">session_description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">comments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">experiment_description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">experimenter</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">institution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lab</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">session_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_movie_to_nwb" title="Link to this definition"></a></dt>
+<dd><p>Export movies to an HDF5-based neurodata without borders (NWB) file.</p>
+<p>For more details see <span class="xref std std-ref">exportMovie</span>.</p>
+<section id="id107">
+<h2>Arguments<a class="headerlink" href="#id107" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_movie_files<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The file paths of the movies to be exported.</p>
+</dd>
+<dt>output_nwb_file<span class="classifier">str</span></dt><dd><p>The path of the NWB file to be written.</p>
+</dd>
+<dt>identifier<span class="classifier">str</span></dt><dd><p>An identifier for the file according to the NWB spec.</p>
+</dd>
+<dt>session_description<span class="classifier">str</span></dt><dd><p>A session description for the file according to the NWB spec.</p>
+</dd>
+<dt>comments<span class="classifier">str</span></dt><dd><p>Comments on the recording session.</p>
+</dd>
+<dt>description<span class="classifier">str</span></dt><dd><p>Description for the file according to the NWB spec.</p>
+</dd>
+<dt>experiment_description<span class="classifier">str</span></dt><dd><p>Details about the experiment.</p>
+</dd>
+<dt>experimenter<span class="classifier">str</span></dt><dd><p>The person who recorded the data.</p>
+</dd>
+<dt>institution<span class="classifier">str</span></dt><dd><p>The place where the recording was performed.</p>
+</dd>
+<dt>lab<span class="classifier">str</span></dt><dd><p>The lab where the recording was performed.</p>
+</dd>
+<dt>session_id<span class="classifier">str</span></dt><dd><p>A unique session identifier for the recording.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_movie_to_tiff">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_movie_to_tiff</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_movie_files</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_tiff_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">write_invalid_frames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_movie_to_tiff" title="Link to this definition"></a></dt>
+<dd><p>Export movies to a TIFF file.</p>
+<p>For more details see <span class="xref std std-ref">exportMovie</span>.</p>
+<section id="id108">
+<h2>Arguments<a class="headerlink" href="#id108" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_movie_files<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The file paths of the movies to be exported.</p>
+</dd>
+<dt>output_tiff_file<span class="classifier">str</span></dt><dd><p>The path of the TIFF file to be written.</p>
+</dd>
+<dt>write_invalid_frames<span class="classifier">bool</span></dt><dd><p>If True, write invalid (dropped, cropped, and blank) frames as zero,
+otherwise, do not write them at all.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_nvision_movie_tracking_frame_data_to_csv">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_nvision_movie_tracking_frame_data_to_csv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_movie_files</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_csv_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">time_ref</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'start'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_nvision_movie_tracking_frame_data_to_csv" title="Link to this definition"></a></dt>
+<dd><p>Export frame tracking metadata from an nVision movie.
+This operation is supported for .isxb movies.</p>
+<dl class="simple">
+<dt>The frame tracking metadata is generated by the nVision tracking model, and includes the following columns:</dt><dd><ul class="simple">
+<li><p>Global Frame Number: The frame number in the input movie series.</p></li>
+<li><p>Movie Number: The movie number in the series.</p></li>
+<li><p>Local Frame Number: The frame number in the individual movie.</p></li>
+<li><p>Frame Timestamp: The frame timestamp. In units of seconds or microseconds based on the input <cite>time_ref</cite> parameter.</p></li>
+<li><p>Bounding Box Left: X coordinate of the top left corner of the bounding box. In units of pixels.</p></li>
+<li><p>Bounding Box Top: Y coordinate of the top left corner of the bounding box. In units of pixels.</p></li>
+<li><p>Bounding Box Right: X coordinate of the bottom right corner of the bounding box. In units of pixels.</p></li>
+<li><p>Bounding Box Bottom: Y coordinate of the bottom right corner of the bounding box. In units of pixels.</p></li>
+<li><p>Bounding Box Center X: X coordinate of the center point of the bounding box. In units of pixels.</p></li>
+<li><p>Bounding Box Center Y: Y coordinate of the center point of the bounding box. In units of pixels.</p></li>
+<li><p>Confidence: The nVision tracking model confidence of the bounding box estimate. In units of %.</p></li>
+<li><p>Zone ID: If the nVision tracking model detected the mouse was inside a zone, this column contains the id of that zone.</p></li>
+<li><p>Zone Name: If the nVision tracking model detected the mouse was inside a zone, this column contains the name of that zone.</p></li>
+</ul>
+</dd>
+</dl>
+<p>For more details see <span class="xref std std-ref">exportMovie</span>.</p>
+<section id="id109">
+<h2>Arguments<a class="headerlink" href="#id109" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_movie_files<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The file paths of the movies to export frame tracking metadata from.</p>
+</dd>
+<dt>output_csv_file<span class="classifier">str</span></dt><dd><p>The path of the csv file to be written.</p>
+</dd>
+<dt>time_ref<span class="classifier">{‘start’, ‘unix’, ‘tsc’}</span></dt><dd><p>The time reference for the CSV time stamps.
+If ‘start’ is used, the timestamps represent the seconds since the start of the movie.
+If ‘unix’ is used, the timestamps represent the seconds since the Unix epoch.
+If ‘tsc’ is used, the timestamps represent the hardware counter value on the acquisition box when each frame was captured.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_nvision_movie_tracking_zone_data_to_csv">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_nvision_movie_tracking_zone_data_to_csv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_movie_files</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_csv_file</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_nvision_movie_tracking_zone_data_to_csv" title="Link to this definition"></a></dt>
+<dd><p>Export zone tracking metadata from an nVision movie.
+This operation is supported for .isxb movies.</p>
+<dl class="simple">
+<dt>The zone tracking metadata used by the nVision tracking model, and includes the following columns:</dt><dd><ul class="simple">
+<li><p>ID: Unique identifier for the zone.</p></li>
+<li><p>Enabled: Flag indicating whether the zone is enabled for tracking.</p></li>
+<li><p>Name: User friendly name for the zone.</p></li>
+<li><p>Description: Optional description for the zone</p></li>
+<li><p>Type: The shape of the zone. Can be either rectangle, polygon, or ellipse.</p></li>
+<li><dl class="simple">
+<dt>X <cite>i</cite>: The ith X coordinate of the zone.</dt><dd><p>Note: Since zones can have different shapes, they can have a different number of coordinates.
+The csv output will contain <cite>n</cite> columns for the X coordinate, where <cite>n</cite> is the maxmimum
+number of coordinates across all zones in the metadata.</p>
+</dd>
+</dl>
+</li>
+<li><dl class="simple">
+<dt>Y <cite>i</cite>: The ith Y coordinate of the zone.</dt><dd><p>Note: Since zones can have different shapes, they can have a different number of coordinates.
+The csv output will contain <cite>n</cite> columns for the Y coordinate, where <cite>n</cite> is the maxmimum
+number of coordinates across all zones in the metadata.</p>
+</dd>
+</dl>
+</li>
+<li><p>Major Axis: only outputted for ellipse shaped zones. Length of the major axis.</p></li>
+<li><p>Minor Axis: only outputted for ellipse shaped zones. Length of the minor axis.</p></li>
+<li><p>Angle: only outputted for ellipse shaped zones. Ellipse rotation angle in degrees.</p></li>
+</ul>
+</dd>
+</dl>
+<p>For more details see <span class="xref std std-ref">exportMovie</span>.</p>
+<section id="id110">
+<h2>Arguments<a class="headerlink" href="#id110" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_movie_files<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The file paths of the movies to export frame tracking metadata from.</p>
+</dd>
+<dt>output_csv_file<span class="classifier">str</span></dt><dd><p>The path of the csv file to be written.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_tiff_to_isxd_image">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_tiff_to_isxd_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_tiff_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_isxd_file</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_tiff_to_isxd_image" title="Link to this definition"></a></dt>
+<dd><p>Convert an tiff image file to an ISXD image. 
+WARNING: does not export tiff with alignment metadata, use align_image instead</p>
+<section id="id111">
+<h2>Arguments<a class="headerlink" href="#id111" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_tiff_file<span class="classifier">str</span></dt><dd><p>Path to the input tiff file.</p>
+</dd>
+<dt>output_isxd_file<span class="classifier">str</span></dt><dd><p>Path to the output ISXD image file.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.export_vessel_set_to_csv_tiff">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">export_vessel_set_to_csv_tiff</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_vessel_set_files</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_trace_csv_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_line_csv_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_map_tiff_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_heatmaps_tiff_dir</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">time_ref</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'start'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.export_vessel_set_to_csv_tiff" title="Link to this definition"></a></dt>
+<dd><p>Export vessel sets to a CSV file with trace data and TIFF files with image data.</p>
+<section id="id112">
+<h2>Arguments<a class="headerlink" href="#id112" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_vessel_set_files<span class="classifier">list&lt;str&gt;</span></dt><dd><p>The file paths of the vessel sets to export.</p>
+</dd>
+<dt>output_trace_csv_file<span class="classifier">str</span></dt><dd><p>The path of the trace CSV file to write.</p>
+</dd>
+<dt>output_line_csv_file<span class="classifier">str</span></dt><dd><p>The path of the line CSV file to write.</p>
+</dd>
+<dt>output_map_tiff_file<span class="classifier">str</span></dt><dd><p>The name of the vessel map TIFF file to write.</p>
+</dd>
+<dt>output_heatmaps_tiff_dir<span class="classifier">str</span></dt><dd><p>The name of the directory to write correlation heatmaps as TIFF stacks.</p>
+</dd>
+<dt>time_ref<span class="classifier">{‘start’, ‘unix’}</span></dt><dd><p>The time reference for the CSV time stamps.
+If ‘start’ is used, the time stamps represent the seconds since the start of the vessel set.
+If ‘unix’ is used, the time stamps represents the second since the Unix epoch.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.get_file_extension">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">get_file_extension</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">in_file</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.get_file_extension" title="Link to this definition"></a></dt>
+<dd><p>Get full extension for file that can have multiple extensions.</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.get_file_stem">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">get_file_stem</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">in_file</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.get_file_stem" title="Link to this definition"></a></dt>
+<dd><p>Get the file stem for file that can have multiple extensions.</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.make_output_file_path">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">make_output_file_path</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">in_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out_dir</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suffix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ext</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'isxd'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.make_output_file_path" title="Link to this definition"></a></dt>
+<dd><p>Make an output file path from an input path, output directory, suffix and extension.</p>
+<p>This is useful for generate output file paths for processing steps.</p>
+<section id="id113">
+<h2>Arguments<a class="headerlink" href="#id113" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>in_file<span class="classifier">str</span></dt><dd><p>The input file path.</p>
+</dd>
+<dt>out_dir<span class="classifier">str</span></dt><dd><p>The output directory path.</p>
+</dd>
+<dt>suffix<span class="classifier">str</span></dt><dd><p>The suffix to append to the file stem with a ‘-‘.
+If left empty, no suffix is appended.</p>
+</dd>
+<dt>ext<span class="classifier">‘isxd’</span></dt><dd><p>The output file extension, not including the ‘.’.</p>
+</dd>
+</dl>
+</section>
+<section id="id114">
+<h2>Returns<a class="headerlink" href="#id114" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>str</dt><dd><p>The output file path.</p>
+</dd>
+</dl>
+</section>
+<section id="id115">
+<h2>Examples<a class="headerlink" href="#id115" title="Link to this heading"></a></h2>
+<p>Make the output file path for a preprocessed recording.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">make_output_file_path</span><span class="p">(</span><span class="s1">&#39;in_dir/in_file.xml&#39;</span><span class="p">,</span> <span class="s1">&#39;out_dir&#39;</span><span class="p">,</span> <span class="s1">&#39;PP&#39;</span><span class="p">)</span>
+<span class="go">&#39;out_dir/in_file-PP.isxd&#39;</span>
+</pre></div>
+</div>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.make_output_file_paths">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">make_output_file_paths</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">in_files</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out_dir</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suffix</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ext</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'isxd'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.make_output_file_paths" title="Link to this definition"></a></dt>
+<dd><p>Like <a class="reference internal" href="#isx.make_output_file_path" title="isx.make_output_file_path"><code class="xref py py-func docutils literal notranslate"><span class="pre">isx.make_output_file_path()</span></code></a>, but for many files.</p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.overlay_cell_map_on_image">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">overlay_cell_map_on_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_isxd_cell_map_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_isxd_image_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_tiff_image_file</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.overlay_cell_map_on_image" title="Link to this definition"></a></dt>
+<dd><p>Overlay a cellmap onto an image, and save as isxd. Can save tiff as well.</p>
+<section id="id116">
+<h2>Arguments<a class="headerlink" href="#id116" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>input_isxd_cell_map_file<span class="classifier">str</span></dt><dd><p>Path to an .isxd cell map image file.</p>
+</dd>
+<dt>input_isxd_image_file<span class="classifier">str</span></dt><dd><p>Path to an .isxd image file to overlay on.</p>
+</dd>
+<dt>output_tiff_image_file<span class="classifier">str</span></dt><dd><p>Path to the output isxd cell map image.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.overlay_cellmaps">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">overlay_cellmaps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">first_tiff_cellmap_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">second_tiff_cellmap_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overlayed_tiff_cellmap_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">background_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#000000'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">first_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#00ff00'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">second_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#ff00ff'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cell_thresh</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.overlay_cellmaps" title="Link to this definition"></a></dt>
+<dd><p>Overlay two cellmaps using different colors to show overlap.</p>
+<section id="id117">
+<h2>Arguments<a class="headerlink" href="#id117" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>first_tiff_cellmap_file<span class="classifier">str</span></dt><dd><p>Path to the first tiff cellmap image.</p>
+</dd>
+<dt>second_tiff_cellmap_file<span class="classifier">str</span></dt><dd><p>Path to the second tiff cellmap image.</p>
+</dd>
+<dt>overlayed_tiff_cellmap_file<span class="classifier">str</span></dt><dd><p>Path to the output tiff cellmap.</p>
+</dd>
+<dt>background_color<span class="classifier">str</span></dt><dd><p>Hex color code for background. Format: #RRGGBB</p>
+</dd>
+<dt>first_color<span class="classifier">str</span></dt><dd><p>Hex color code for cells in first cellmap. Format: #RRGGBB</p>
+</dd>
+<dt>second_color<span class="classifier">str</span></dt><dd><p>Hex color code for cells in second cellmap. Format: #RRGGBB</p>
+</dd>
+<dt>cell_thresh<span class="classifier">float [0, 1]</span></dt><dd><p>Pixel values less than cell_thresh will be considered as the background.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="isx.verify_deinterleave">
+<span class="sig-prename descclassname"><span class="pre">isx.</span></span><span class="sig-name descname"><span class="pre">verify_deinterleave</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">in_file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">efocus</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#isx.verify_deinterleave" title="Link to this definition"></a></dt>
+<dd><p>Verify if all frames from movie has the same efocus as provided.</p>
+<section id="id118">
+<h2>Arguments<a class="headerlink" href="#id118" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>in_file<span class="classifier">str</span></dt><dd><p>The input file path.</p>
+</dd>
+<dt>efocus<span class="classifier">int</span></dt><dd><p>The efocus value to be compared with.</p>
+</dd>
+</dl>
+</section>
+<section id="id119">
+<h2>Returns<a class="headerlink" href="#id119" title="Link to this heading"></a></h2>
+<dl class="simple">
+<dt>bool</dt><dd><p>True if the movie is successfully verified, False otherwise.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+</section>
+
+
+           </div>
+          </div>
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+<head>
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