From 9397afdf39d163c087d87216991e7172a163f45e Mon Sep 17 00:00:00 2001
From: Mohammed <mohammedosman06@gmail.com>
Date: Sat, 22 Oct 2022 17:18:50 -0400
Subject: [PATCH 01/14] Added NWB support

---
 snub/io/nwb/__init__.py |   1 +
 snub/io/nwb/convert.py  | 426 ++++++++++++++++++++++++++++++++++++++++
 snub/io/nwb/nwb_tree.py | 174 ++++++++++++++++
 3 files changed, 601 insertions(+)
 create mode 100644 snub/io/nwb/__init__.py
 create mode 100644 snub/io/nwb/convert.py
 create mode 100644 snub/io/nwb/nwb_tree.py

diff --git a/snub/io/nwb/__init__.py b/snub/io/nwb/__init__.py
new file mode 100644
index 0000000..087d1f6
--- /dev/null
+++ b/snub/io/nwb/__init__.py
@@ -0,0 +1 @@
+from .convert import create_project_from_nwb, add_nwb
\ No newline at end of file
diff --git a/snub/io/nwb/convert.py b/snub/io/nwb/convert.py
new file mode 100644
index 0000000..444e67e
--- /dev/null
+++ b/snub/io/nwb/convert.py
@@ -0,0 +1,426 @@
+"""
+Methods for converting NWB files into SNUB projects.
+"""
+
+from os.path import basename
+
+import numpy as np
+
+from pynwb import NWBHDF5IO
+from .nwb_tree import NWBTree
+
+import snub.io.project
+
+def create_project_from_nwb(
+    project_directory,
+    nwb_path,
+    branches=None,
+    use_branch_name=True,
+    **kwargs
+):
+    """
+    Given an NWB file and a specification of the branches
+    of the file to be visualized, this method creates a
+    SNUB project with the file's data.
+
+    Parameters
+    ----------
+    project_directory : str
+        Project path. A directory will be created at this location.
+    
+    nwb_path : str
+        File path to the NWB file. 
+    
+    branches : None or str or Tuple[str] or Tuple[Tuple[str]], optional
+        A specification of which subtrees of the NWB file (on
+        the basis of their path from the file root) to populate the
+        SNUB directory with. If None, the whole file will be crawled.
+        To get a sense for the expected format, see _format_branches.
+    
+    use_branch_name : bool, optional
+        Whether to use the full path in the NWB file when naming the
+        SNUB object corresponding to the NWB data. If False, only the
+        name of the leaf node will be used, in which case the client
+        is responsible for ensuring that each leaf node has a unique name.
+
+    **kwargs
+        key word arguments for snub.io.create_project
+    """
+    with NWBHDF5IO(nwb_path, mode='r') as io:
+        nwbfile = io.read()
+        tree = NWBTree(nwbfile)
+        start_time, end_time = _get_duration(tree)
+        snub.io.project.create_project(project_directory,
+                                       start_time=start_time,
+                                       end_time=end_time,
+                                       **kwargs)
+    add_nwb(project_directory, nwb_path,
+            branches, use_branch_name)
+
+def add_nwb(
+    project_directory,
+    nwb_path,
+    branches=None,
+    use_branch_name=True
+):
+    """
+    Given an NWB file and a specification of the branches
+    of the file to be visualized, this method adds the queried
+    data to an existing SNUB project directory.
+
+    Parameters
+    ----------
+    project_directory : str
+        Project path containing SNUB config file.
+    
+    nwb_path : str
+        File path to the NWB file. 
+    
+    branches : None or str or Tuple[str] or Tuple[Tuple[str]], optional
+        A specification of which subtrees of the NWB file (on
+        the basis of their path from the file root) to populate the
+        SNUB directory with. If None, the whole file will be crawled.
+        To get a sense for the expected format, see _format_branches.
+    
+    use_branch_name : bool, optional
+        Whether to use the full path in the NWB file when naming the
+        SNUB object corresponding to the NWB data. If False, only the
+        name of the leaf node will be used, in which case the client
+        is responsible for ensuring that each leaf node has a unique name.
+    """
+    branches = _format_branches(branches)
+    with NWBHDF5IO(nwb_path, mode='r') as io:
+        nwbfile = io.read()
+        tree = NWBTree(nwbfile)
+        for branch in branches:
+            subtree = _get_branch(tree, branch)
+            _add_recursive(project_directory, subtree, branch, use_branch_name)
+
+def _get_duration(tree, round_seconds=True):
+    """
+    Given an NWBTree, this method determines the temporal
+    interval spanned by the data it contains.
+
+    Parameters
+    ----------
+    tree : NWBTree
+        NWBTree object wrapping the file structure.
+    
+    round_seconds : bool, optional
+        Whether to round the interval to the nearest second.
+
+    Returns
+    -------
+    start : float
+        Starting time, in seconds.
+    
+    end : float
+        Ending time, in seconds.
+    """
+    if tree.is_leaf():
+        stamps = tree.get_timestamps()
+        start = stamps[0]
+        end = stamps[-1]
+        if round_seconds:
+            start = np.floor(start)
+            end = np.ceil(end)
+    else:
+        start = np.inf
+        end = -np.inf
+        for child in tree.values():
+            start_child, end_child = _get_duration(child, round_seconds)
+            start = min(start, start_child)
+            end = max(end, end_child)
+    return start, end
+
+def _format_branches(branches):
+    """
+    Given the branches to crawl, as provided by the client,
+    this function reformats them as a list of tuples of strings,
+    where each tuple specifies the sequence of keys to index.
+
+    Parameters
+    ----------
+    branches : None or str or Tuple[str] or Tuple[Tuple[str]]
+        Branches as specified by the client.
+
+    Returns
+    -------
+    reformatted : List[Tuple[str]]
+        Branches in the correct format.
+    """
+    # None, empty string -> root node
+    if not branches:
+        return [tuple()]
+    
+    # string or container of strings
+    if isinstance(branches[0], str):
+        branches = [branches]
+    
+    reformatted = []
+    for branch in branches:
+        if isinstance(branch, str):
+            reformatted.append((branch,))
+        else:
+            reformatted.append(tuple(branch))
+    return reformatted
+
+def _get_branch(tree, branch):
+    """
+    Given a branch (i.e. a list of keys specifying the
+    sequence of hops from the root to some subtree), this
+    method returns the specified subtree.
+
+    Parameters
+    ----------
+    tree : NWBTree
+        Tree to traverse.
+    
+    branch : tuple
+        Tuple specifying path from root of tree to desired subtree.
+
+    Returns
+    -------
+    subtree : NWBTree
+        Subtree specified by branch.
+    """
+    subtree = tree
+    for key in branch:
+        subtree = subtree[key]
+    return subtree
+
+def _add_recursive(project_directory, tree, branch, use_branch_name=True):
+    """
+    Recursively traverses the file tree, adding the data for
+    each leaf node to the snub project dir.
+
+    Parameters
+    ----------
+    project_directory : str
+        SNUB directory to add the data to.
+
+    tree : NWBTree
+        Tree object with root at position specified by branch.
+    
+    branch : tuple
+        Tuple of keys specifying path from root to tree.
+    
+    use_branch_name : bool, optional
+        Whether to name the data by the full branch or the leaf.
+    """
+    if _is_recursive_case(tree):
+        for key, subtree in tree.items():
+            _add_recursive(project_directory, subtree,
+                           branch + (key,), use_branch_name)
+        return
+
+    if use_branch_name:
+        name = '.'.join(branch)
+    else:
+        name = branch[-1]
+
+    if tree.is_video():
+        _add_video(project_directory, tree, name)
+    elif tree.is_keypoints():    # base cases
+        _add_keypoints(project_directory, tree, name)
+    elif tree.is_labels():
+        _add_labels(project_directory, tree, name)
+    else:
+        _add_timeseries(project_directory, tree, name)
+
+def _is_recursive_case(tree):
+    """
+    Helper method for _add_recursive that determines
+    whether the current tree is a recursive or base case.
+
+    Parameters
+    ----------
+    tree : NWBTree
+        File tree object.
+
+    Returns
+    -------
+    is_recursive_case : bool
+        Self-explanatory.
+    """
+    return not (tree.is_leaf() or tree.is_keypoints())
+
+def _add_video(project_directory, tree, name):
+    """
+    Given a leaf node that stores an NWB ImageSeries, adds
+    the corresponding video to the SNUB directory.
+
+    Parameters
+    ----------
+    project_directory : str
+        SNUB directory to add the data to.
+
+    tree : NWBTree
+        File tree object.
+    
+    name : str
+        Name to add to the SNUB project directory.
+    """
+    timestamps = tree.get_timestamps()
+    for path in tree.obj.external_file:
+        video_name, _ = basename(path).rsplit('.', 1)
+        video_name = f'{name}.{video_name}'
+        snub.io.project.add_video(project_directory,
+                                  path, name=video_name,
+                                  timestamps=timestamps)
+
+def _add_keypoints(project_directory, tree, name):
+    """
+    Given a leaf node that stores an NWB PoseEstimation,
+    adds the corresponding 3D keypoints to the SNUB directory.
+
+    Parameters
+    ----------
+    project_directory : str
+        SNUB directory to add the data to.
+
+    tree : NWBTree
+        File tree object.
+    
+    name : str
+        Name to add to the SNUB project directory.
+    """
+    joint_labels = tree.obj.nodes[:]
+    links = tree.obj.edges[:]
+    
+    keypoints = []
+    for joint in joint_labels:
+        data, timestamps = tree[joint].get_both()
+        keypoints.append(data)
+    keypoints = np.stack(keypoints, 1)
+
+    _add_generic(project_directory, keypoints, timestamps, name,
+                 links=links, joint_labels=joint_labels)
+
+def _add_labels(project_directory, tree, name, colormap='gray'):
+    """
+    Given a leaf node that stores an NWB LabelSeries, adds
+    the corresponding labels to the SNUB directory.
+
+    Parameters
+    ----------
+    project_directory : str
+        SNUB directory to add the data to.
+        
+    tree : NWBTree
+        File tree object.
+    
+    name : str
+        Name to add to the SNUB project directory.
+    
+    colormap : str, optional
+        Name of matplotlib colormap to use. 
+    """
+    data, timestamps = tree.get_both()
+    labels = tree.obj.vocabulary[:]
+    _add_generic(project_directory, data, timestamps, name,
+                 labels=labels, colormap=colormap)
+
+def _add_timeseries(project_directory, tree, name, colormap='plasma'):
+    """
+    Given a leaf node that stores an NWB TimeSeries, adds
+    the corresponding data to the SNUB directory.
+
+    Parameters
+    ----------
+    project_directory : str
+        SNUB directory to add the data to.
+
+    tree : NWBTree
+        File tree object.
+    
+    name : str
+        Name to add to the SNUB project directory.
+    
+    colormap : str, optional
+        Name of matplotlib colormap to use. 
+    """
+    data, timestamps = tree.get_both()
+    _add_generic(project_directory, data, timestamps, name, colormap=colormap)
+    
+def _add_generic(project_directory, data, timestamps, name, **kwargs):
+    """
+    Adds the data to SNUB project. Infers the data type based on
+    the number of dimensions in the input array. If the array is
+    one-dimensional, it is added as trace; if it's two dimensional,
+    it's added as a heatmap; and if it's a three dimensional, it's
+    added as a 3D pose.
+
+    Parameters
+    ----------
+    project_directory : str
+         SNUB directory to add the data to.
+
+    data : np.array
+        One-dimensional data signal.
+    
+    timestamps : np.array
+        Time stamps corresponding to datapoints.
+    
+    name : str
+        Name to add to the SNUB project directory.
+    """
+    if data.ndim == 1:
+        return _add_trace(project_directory, data, timestamps, name)
+    
+    time_intervals = _stamps_to_intervals(timestamps)
+    if data.ndim == 2:
+        data = data.T # (time, vars) - > (vars, time)
+        io_function = snub.io.project.add_heatmap
+    elif data.ndim == 3:
+        io_function = snub.io.project.add_pose3D
+    else:
+        raise ValueError('Data must be 1, 2, or 3 dimensional.')
+    
+    io_function(project_directory, name, data,
+                time_intervals=time_intervals, **kwargs)
+    
+def _add_trace(project_directory, data, timestamps, name):
+    """
+    Adds the data to SNUB project as a trace plot.
+
+    Parameters
+    ----------
+    project_directory : str
+         SNUB directory to add the data to.
+
+    data : np.array
+        One-dimensional data signal.
+    
+    timestamps : np.array
+        Time stamps corresponding to datapoints.
+    
+    name : str
+        Name to add to the SNUB project directory.
+    """
+    trace_name = name.rsplit('.', 1)[-1]
+    traces = {trace_name: np.stack((timestamps, data), -1)}
+    snub.io.project.add_traceplot(project_directory, name, traces)
+
+def _stamps_to_intervals(timestamps):
+    """
+    Converts an array of timestamps to an array of intervals
+    for each data point.
+
+    Parameters
+    ----------
+    timestamps : np.array
+        Times corresponding to each data point.
+
+    Returns
+    -------
+    intervals : np.array
+        Array of shape (T, 2) specifying the time interval for each point
+    """
+    min_step = np.min(timestamps[1:] - timestamps[:-1])
+    end = timestamps[-1] + min_step
+
+    starts = timestamps
+    ends = np.r_[timestamps[1:], end]
+    intervals = np.stack((starts, ends), -1)
+    return intervals
diff --git a/snub/io/nwb/nwb_tree.py b/snub/io/nwb/nwb_tree.py
new file mode 100644
index 0000000..4ca6322
--- /dev/null
+++ b/snub/io/nwb/nwb_tree.py
@@ -0,0 +1,174 @@
+"""
+This file implements the NWBTree, a convenience class that
+makes it simpler to recursively crawl through an NWB file.
+"""
+
+import numpy as np
+
+from pynwb import NWBFile, TimeSeries
+from pynwb.core import MultiContainerInterface
+from pynwb.image import ImageSeries
+
+"""
+Below we attempt to import some optional NWB extensions for
+storing keypoint data and behavioral labels. Each import
+will be skipped if the imported NWB extension is not installed,
+at which point it will be assumed that the NWB file being
+wrapped does not make use of the corresponding extension.
+
+https://github.com/ndx-complex-behavior/
+
+In general, an NWB file cannot be accessed if the relevant
+extension is not available, so this file should be modified to
+support more nwb extensions.
+"""
+
+try:
+    from ndx_pose import PoseEstimation
+except ModuleNotFoundError:
+    PoseEstimation = None
+    
+try:
+    from ndx_labels import LabelSeries
+except ModuleNotFoundError:
+    LabelSeries = None
+
+
+class NWBTree:
+    """
+    Tree data structure that wraps an NWB file to simplify
+    traversal of the file structure.
+
+    Parameters
+    ----------
+    obj
+        Some node in the NWB file structure.
+    """
+    def __init__(self, obj):
+        self.obj = obj
+    
+    """
+    Methods for determining the type of node at
+    the root of the tree.
+    """
+    def is_root(self):
+        return _is_nwb_file(self.obj)
+    
+    def is_module(self):
+        return _is_module(self.obj)
+    
+    def is_leaf(self):
+        return _is_timeseries(self.obj) 
+    
+    def is_video(self):
+        return _is_video(self.obj)
+    
+    def is_keypoints(self):
+        return _is_keypoints(self.obj)
+    
+    def is_labels(self):
+        return _is_labels(self.obj)
+    
+    """
+    Methods for traversing the tree.
+    """
+    def keys(self):
+        if self.is_leaf():
+            self._raise_leaf_error()
+        elif self.is_root():
+            return ['acquisition', 'processing']
+        elif self.is_keypoints():
+            return self.obj.pose_estimation_series.keys()
+        elif self.is_module():
+            return self.obj.data_interfaces.keys()
+        else:    # either processing or acquisition
+            return self.obj.keys()
+        
+    def values(self):
+        return [self[key] for key in self.keys()]
+
+    def items(self):
+        return [(key, self[key]) for key in self.keys()]
+    
+    def __iter__(self):
+        return self.keys()
+    
+    def __len__(self):
+        return len(self.keys())
+
+    """
+    Methods for retrieving the data at the present node.
+    """
+    def _raise_leaf_error(self):
+        raise KeyError('Cannot index a leaf node!')
+
+    def get_data(self, dtype=float):
+        assert self.is_leaf()
+        return self.obj.data[:].astype(dtype)
+        
+    def get_timestamps(self):
+        assert self.is_leaf()
+        return _get_timestamps(self.obj)
+    
+    def get_both(self, dtype=float):
+        data = self.get_data(dtype)
+        timestamps = self.get_timestamps()
+        return data, timestamps
+    
+    def __getitem__(self, key):
+        if self.is_leaf():
+            raise self._raise_leaf_error()
+        elif self.is_root():
+            if key == 'acquisition':
+                return NWBTree(self.obj.acquisition)
+            elif key == 'processing':
+                return NWBTree(self.obj.processing)
+            else:
+                raise KeyError('Key must be "processing" or "acquisition".')
+        elif self.is_keypoints():
+            return NWBTree(self.obj.pose_estimation_series[key])
+        else:
+            return NWBTree(self.obj[key])
+
+
+def _get_timestamps(ts):
+    """
+    Given a time series object, returns the timestamps for
+    the datapoints it contains.
+
+    Parameters
+    ----------
+    ts : TimeSeries
+        NWB TimeSeries object.
+    """
+    if ts.timestamps is None:
+        T = len(ts.data)
+        try:
+            start = ts.start
+        except AttributeError:
+            start = ts.starting_time
+        rate = ts.rate
+        stamps = start + np.arange(T) / rate
+    else:
+        stamps = ts.timestamps[:]
+    stamps = stamps.astype(float)
+    return stamps
+
+# Methods for determining the type of data stored at the current node
+def _is_nwb_file(obj):
+    return isinstance(obj, NWBFile)
+
+def _is_module(obj):
+    return isinstance(obj, MultiContainerInterface)
+
+def _is_timeseries(obj):
+    return isinstance(obj, TimeSeries)
+
+def _is_video(obj):
+    return isinstance(obj, ImageSeries)
+
+def _is_keypoints(obj):
+    return PoseEstimation and isinstance(obj, PoseEstimation)
+
+def _is_labels(obj):
+    return LabelSeries and isinstance(obj, LabelSeries)

From aee2d2adb4a5eba6938550e89898c60b1dac2162 Mon Sep 17 00:00:00 2001
From: Caleb Weinreb <calebsw@gmail.com>
Date: Sat, 6 Jan 2024 14:20:28 -0500
Subject: [PATCH 02/14] Applied black formater to all files and removed unused
 imports

---
 snub/__main__.py            |   4 +-
 snub/gui/__init__.py        |   2 +-
 snub/gui/main.py            |   2 -
 snub/gui/panels/pose3D.py   |   1 -
 snub/gui/panels/roi.py      | 157 +++++++++++++-------
 snub/gui/panels/scatter.py  | 287 ++++++++++++++++++++++--------------
 snub/gui/panels/video.py    |   1 -
 snub/gui/stacks/__init__.py |   2 +-
 snub/gui/stacks/base.py     |   7 +-
 snub/gui/stacks/panel.py    |  28 ++--
 snub/gui/stacks/track.py    |   1 -
 snub/gui/tracks/__init__.py |  12 +-
 snub/gui/tracks/base.py     |   3 -
 snub/gui/tracks/heatmap.py  |   1 -
 snub/gui/tracks/spike.py    | 161 ++++++++++++++------
 snub/gui/tracks/trace.py    |   1 -
 snub/gui/utils/__init__.py  |   2 +-
 snub/gui/utils/interval.py  | 119 ++++++++-------
 snub/gui/utils/widgets.py   |   2 +-
 snub/io/__init__.py         |   2 +-
 snub/io/manifold.py         | 125 ++++++----------
 snub/io/plot.py             |  23 ++-
 snub/io/project.py          |   2 -
 23 files changed, 557 insertions(+), 388 deletions(-)

diff --git a/snub/__main__.py b/snub/__main__.py
index 6978470..a42be42 100644
--- a/snub/__main__.py
+++ b/snub/__main__.py
@@ -1,4 +1,4 @@
 from snub.gui.main import run
 
-if __name__ == '__main__':
-    run()
\ No newline at end of file
+if __name__ == "__main__":
+    run()
diff --git a/snub/gui/__init__.py b/snub/gui/__init__.py
index 8a2fdfc..c626a80 100644
--- a/snub/gui/__init__.py
+++ b/snub/gui/__init__.py
@@ -1,4 +1,4 @@
 from . import panels
 from . import stacks
 from . import tracks
-from . import main
\ No newline at end of file
+from . import main
diff --git a/snub/gui/main.py b/snub/gui/main.py
index bec4103..ba85c28 100644
--- a/snub/gui/main.py
+++ b/snub/gui/main.py
@@ -2,12 +2,10 @@
 from PyQt5.QtWidgets import *
 from PyQt5.QtGui import *
 import sys, os, json
-import numpy as np
 from functools import partial
 from snub.gui.utils import IntervalIndex, CheckBox
 from snub.gui.stacks import PanelStack, TrackStack
 from snub.gui.tracks import TracePlot
-import time
 
 
 def set_style(app):
diff --git a/snub/gui/panels/pose3D.py b/snub/gui/panels/pose3D.py
index 06bb555..2b991eb 100644
--- a/snub/gui/panels/pose3D.py
+++ b/snub/gui/panels/pose3D.py
@@ -2,7 +2,6 @@
 from PyQt5.QtWidgets import *
 from PyQt5.QtGui import *
 import numpy as np
-import time
 import os
 
 from vispy.scene import SceneCanvas
diff --git a/snub/gui/panels/roi.py b/snub/gui/panels/roi.py
index 83276da..ed30a2a 100644
--- a/snub/gui/panels/roi.py
+++ b/snub/gui/panels/roi.py
@@ -2,81 +2,116 @@
 from PyQt5.QtWidgets import *
 from PyQt5.QtGui import *
 import numpy as np
-import time
 import os
-import cmapy
 import cv2
 from scipy.sparse import load_npz
-from functools import partial
 from vidio import VideoReader
 
 from vispy.scene import SceneCanvas
 from vispy.scene.visuals import Image, Line
 
 from snub.gui.panels import Panel
-from snub.gui.utils import HeaderMixin, IntervalIndex, AdjustColormapDialog
+from snub.gui.utils import HeaderMixin, AdjustColormapDialog
 from snub.io.project import _random_color
 
 
 def _roi_contours(rois, dims, threshold_max_ratio=0.2, blur_kernel=2):
-    rois = np.array(rois.todense()).reshape(rois.shape[0],*dims)
+    rois = np.array(rois.todense()).reshape(rois.shape[0], *dims)
     contour_coordinates = []
     for roi in rois:
-        roi_blur = cv2.GaussianBlur(roi,(11,11),blur_kernel)
-        roi_mask = roi_blur > roi_blur.max()*threshold_max_ratio
-        xy = cv2.findContours(roi_mask.astype(np.uint8), cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)[0][0].squeeze()
-        contour_coordinates.append(np.vstack((xy,xy[:1])))
+        roi_blur = cv2.GaussianBlur(roi, (11, 11), blur_kernel)
+        roi_mask = roi_blur > roi_blur.max() * threshold_max_ratio
+        xy = cv2.findContours(
+            roi_mask.astype(np.uint8), cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE
+        )[0][0].squeeze()
+        contour_coordinates.append(np.vstack((xy, xy[:1])))
     return contour_coordinates
 
 
 class ROIPanel(Panel, HeaderMixin):
     eps = 1e-10
 
-    def __init__(self, config, rois_path=None, labels_path=None, timestamps_path=None,
-                 dimensions=None, video_paths=None, contour_colors={}, linewidth=3, 
-                 initial_selected_rois=[], vmin=0, vmax=1, colormap='viridis', **kwargs):
-
+    def __init__(
+        self,
+        config,
+        rois_path=None,
+        labels_path=None,
+        timestamps_path=None,
+        dimensions=None,
+        video_paths=None,
+        contour_colors={},
+        linewidth=3,
+        initial_selected_rois=[],
+        vmin=0,
+        vmax=1,
+        colormap="viridis",
+        **kwargs
+    ):
         super().__init__(config, **kwargs)
 
         self.linewidth = linewidth
         self.colormap = colormap
-        self.vmin,self.vmax = vmin,vmax
+        self.vmin, self.vmax = vmin, vmax
         self.dims = dimensions
         self.current_frame_index = None
         self.is_visible = True
 
-        self.rois = load_npz(os.path.join(config['project_directory'],rois_path))
-        self.timestamps = np.load(os.path.join(config['project_directory'],timestamps_path))
+        self.rois = load_npz(os.path.join(config["project_directory"], rois_path))
+        self.timestamps = np.load(
+            os.path.join(config["project_directory"], timestamps_path)
+        )
 
-        if labels_path is None: self.labels = [str(i) for i in range(self.rois.shape[0])]
-        else: self.labels = open(os.path.join(config['project_directory'],labels_path),'r').read().split('\n')
+        if labels_path is None:
+            self.labels = [str(i) for i in range(self.rois.shape[0])]
+        else:
+            self.labels = (
+                open(os.path.join(config["project_directory"], labels_path), "r")
+                .read()
+                .split("\n")
+            )
 
         self.adjust_colormap_dialog = AdjustColormapDialog(self, self.vmin, self.vmax)
         self.adjust_colormap_dialog.new_range.connect(self.update_colormap_range)
 
-        self.canvas = SceneCanvas(self, keys='interactive', show=True)
+        self.canvas = SceneCanvas(self, keys="interactive", show=True)
         self.canvas.events.mouse_release.connect(self.mouse_release)
-        self.viewbox = self.canvas.central_widget.add_grid().add_view(row=0, col=0, camera='panzoom')
-        self.viewbox.camera.set_range(x=(0,self.dims[1]), y=(0,self.dims[0]), margin=0)
-        self.viewbox.camera.aspect=1
+        self.viewbox = self.canvas.central_widget.add_grid().add_view(
+            row=0, col=0, camera="panzoom"
+        )
+        self.viewbox.camera.set_range(
+            x=(0, self.dims[1]), y=(0, self.dims[0]), margin=0
+        )
+        self.viewbox.camera.aspect = 1
 
         self.contours = {}
-        for label,coordinates in zip(self.labels, _roi_contours(self.rois, self.dims)):
-            color = contour_colors[label] if label in contour_colors else _random_color()
-            self.contours[label] = Line(coordinates, color=np.array(color)/255, 
-                width=self.linewidth, connect='strip', parent=None)
-
-        self.vids = {name : VideoReader(
-            os.path.join(config['project_directory'],video_path)
-            ) for name,video_path in video_paths.items()}
+        for label, coordinates in zip(self.labels, _roi_contours(self.rois, self.dims)):
+            color = (
+                contour_colors[label] if label in contour_colors else _random_color()
+            )
+            self.contours[label] = Line(
+                coordinates,
+                color=np.array(color) / 255,
+                width=self.linewidth,
+                connect="strip",
+                parent=None,
+            )
+
+        self.vids = {
+            name: VideoReader(os.path.join(config["project_directory"], video_path))
+            for name, video_path in video_paths.items()
+        }
 
         self.dropDown = QComboBox()
         self.dropDown.addItems(list(video_paths.keys())[::-1])
         self.dropDown.activated.connect(self.update_image)
 
-        self.image = Image(np.zeros(self.dims, dtype=np.float32), 
-            cmap=colormap, parent=self.viewbox.scene, clim=(0,1))
-        self.update_current_time(config['init_current_time'])
+        self.image = Image(
+            np.zeros(self.dims, dtype=np.float32),
+            cmap=colormap,
+            parent=self.viewbox.scene,
+            clim=(0, 1),
+        )
+        self.update_current_time(config["init_current_time"])
         self.initUI(**kwargs)
 
     def initUI(self, **kwargs):
@@ -84,64 +119,76 @@ def initUI(self, **kwargs):
         self.layout.addWidget(self.dropDown)
         self.layout.addWidget(self.canvas.native)
         self.image.order = 1
-        for c in self.contours.values(): c.order=0
-        self.dropDown.setStyleSheet("""
+        for c in self.contours.values():
+            c.order = 0
+        self.dropDown.setStyleSheet(
+            """
             QComboBox::item { color: white; background-color : #3E3E3E;}
-            QComboBox::item:selected { background-color: #999999;} """)
+            QComboBox::item:selected { background-color: #999999;} """
+        )
 
     def update_visible_contours(self, visible_contours):
-        for l,c in self.contours.items():
+        for l, c in self.contours.items():
             if l in visible_contours:
                 c.parent = self.viewbox.scene
-            else: c.parent = None
+            else:
+                c.parent = None
 
     def update_current_time(self, t):
-        self.current_frame_index = min(self.timestamps.searchsorted(t), len(self.timestamps)-1)
-        if self.is_visible: self.update_image()
+        self.current_frame_index = min(
+            self.timestamps.searchsorted(t), len(self.timestamps) - 1
+        )
+        if self.is_visible:
+            self.update_image()
 
     def toggle_visiblity(self, *args):
         super().toggle_visiblity(*args)
-        if self.is_visible: self.update_image()
+        if self.is_visible:
+            self.update_image()
 
     def update_image(self):
         name = self.dropDown.currentText()
-        if self.current_frame_index is None: x = np.zeros(self.dims)
-        else: x = self.vids[name][self.current_frame_index][:,:,0]/255
-        image = (np.clip(x, self.vmin, self.vmax)-self.vmin)/(self.vmax-self.vmin)
+        if self.current_frame_index is None:
+            x = np.zeros(self.dims)
+        else:
+            x = self.vids[name][self.current_frame_index][:, :, 0] / 255
+        image = (np.clip(x, self.vmin, self.vmax) - self.vmin) / (self.vmax - self.vmin)
         self.image.set_data(image.astype(np.float32))
         self.canvas.update()
 
     def update_colormap_range(self, vmin, vmax):
-        self.vmin,self.vmax = vmin,vmax
+        self.vmin, self.vmax = vmin, vmax
         self.update_image()
 
     def show_adjust_colormap_dialog(self):
         self.adjust_colormap_dialog.show()
 
     def mouse_release(self, event):
-        if event.button == 2: self.context_menu(event)
+        if event.button == 2:
+            self.context_menu(event)
 
     def context_menu(self, event):
         contextMenu = QMenu(self)
-        def add_menu_item(name, slot, item_type='label'):
+
+        def add_menu_item(name, slot, item_type="label"):
             action = QWidgetAction(self)
-            if item_type=='checkbox': 
+            if item_type == "checkbox":
                 widget = QCheckBox(name)
                 widget.stateChanged.connect(slot)
-            elif item_type=='label': 
+            elif item_type == "label":
                 widget = QLabel(name)
                 action.triggered.connect(slot)
             action.setDefaultWidget(widget)
-            contextMenu.addAction(action)  
+            contextMenu.addAction(action)
             return widget
 
         # click to show adjust colormap range dialog
-        label = add_menu_item('Adjust colormap range',self.show_adjust_colormap_dialog)
+        label = add_menu_item("Adjust colormap range", self.show_adjust_colormap_dialog)
 
-        contextMenu.setStyleSheet("""
+        contextMenu.setStyleSheet(
+            """
             QMenu::item, QLabel, QCheckBox { background-color : #3E3E3E; padding: 5px 6px 5px 6px;}
             QMenu::item:selected, QLabel:hover, QCheckBox:hover { background-color: #999999;}
-            QMenu::separator { background-color: rgb(20,20,20);} """)
+            QMenu::separator { background-color: rgb(20,20,20);} """
+        )
         action = contextMenu.exec_(event.native.globalPos())
-
-
diff --git a/snub/gui/panels/scatter.py b/snub/gui/panels/scatter.py
index a67e39a..e9baac8 100644
--- a/snub/gui/panels/scatter.py
+++ b/snub/gui/panels/scatter.py
@@ -1,9 +1,7 @@
 from PyQt5.QtCore import *
 from PyQt5.QtWidgets import *
 from PyQt5.QtGui import *
-import pyqtgraph as pg
 import numpy as np
-import time
 import os
 import cmapy
 from functools import partial
@@ -16,173 +14,229 @@
 from snub.gui.utils import HeaderMixin, AdjustColormapDialog, IntervalIndex
 
 
-
-
- 
 class ScatterPanel(Panel, HeaderMixin):
     eps = 1e-10
 
-    def __init__(self, config, selected_intervals, data_path=None, name='',
-                 pointsize=10, linewidth=1, facecolor=(180,180,180), xlim=None, ylim=None, 
-                 selected_edgecolor=(255,255,0), edgecolor=(0,0,0), current_node_size=20, 
-                 current_node_color=(255,0,0), colormap='viridis',
-                 selection_intersection_threshold=0.5, variable_labels=[], **kwargs):
-
+    def __init__(
+        self,
+        config,
+        selected_intervals,
+        data_path=None,
+        name="",
+        pointsize=10,
+        linewidth=1,
+        facecolor=(180, 180, 180),
+        xlim=None,
+        ylim=None,
+        selected_edgecolor=(255, 255, 0),
+        edgecolor=(0, 0, 0),
+        current_node_size=20,
+        current_node_color=(255, 0, 0),
+        colormap="viridis",
+        selection_intersection_threshold=0.5,
+        variable_labels=[],
+        **kwargs
+    ):
         super().__init__(config, **kwargs)
         assert data_path is not None
         self.selected_intervals = selected_intervals
-        self.bounds = config['bounds']
-        self.min_step = config['min_step']
+        self.bounds = config["bounds"]
+        self.min_step = config["min_step"]
         self.pointsize = pointsize
         self.linewidth = linewidth
-        self.facecolor = np.array(facecolor)/256
-        self.edgecolor = np.array(edgecolor)/256
+        self.facecolor = np.array(facecolor) / 256
+        self.edgecolor = np.array(edgecolor) / 256
         self.colormap = colormap
-        self.selected_edgecolor = np.array(selected_edgecolor)/256
+        self.selected_edgecolor = np.array(selected_edgecolor) / 256
         self.current_node_size = current_node_size
-        self.current_node_color = np.array(current_node_color)/256
+        self.current_node_color = np.array(current_node_color) / 256
         self.selection_intersection_threshold = selection_intersection_threshold
-        self.variable_labels = ['Interval start','Interval end']+variable_labels
-        self.vmin,self.vmax = 0,1
-        self.current_variable_label = '(No color)'  
-        self.sort_nodes_by_variable = True  
+        self.variable_labels = ["Interval start", "Interval end"] + variable_labels
+        self.vmin, self.vmax = 0, 1
+        self.current_variable_label = "(No color)"
+        self.sort_nodes_by_variable = True
         self.show_marker_trail = False
 
-        self.data = np.load(os.path.join(config['project_directory'],data_path))
-        self.data[:,2:4] = self.data[:,2:4] + np.array([-self.eps, self.eps])
-        self.is_selected = np.zeros(self.data.shape[0])>0
+        self.data = np.load(os.path.join(config["project_directory"], data_path))
+        self.data[:, 2:4] = self.data[:, 2:4] + np.array([-self.eps, self.eps])
+        self.is_selected = np.zeros(self.data.shape[0]) > 0
         self.plot_order = np.arange(self.data.shape[0])
-        self.interval_index = IntervalIndex(min_step=self.min_step, intervals=self.data[:,2:4])
+        self.interval_index = IntervalIndex(
+            min_step=self.min_step, intervals=self.data[:, 2:4]
+        )
         self.adjust_colormap_dialog = AdjustColormapDialog(self, self.vmin, self.vmax)
         self.variable_menu = QListWidget(self)
         self.variable_menu.itemClicked.connect(self.variable_menu_item_clicked)
         self.show_variable_menu()
 
-        self.canvas = SceneCanvas(self, keys='interactive', show=True)
+        self.canvas = SceneCanvas(self, keys="interactive", show=True)
         self.canvas.events.mouse_move.connect(self.mouse_move)
         self.canvas.events.mouse_release.connect(self.mouse_release)
-        self.viewbox = self.canvas.central_widget.add_grid().add_view(row=0, col=0, camera='panzoom')
-        self.viewbox.camera.aspect=1
+        self.viewbox = self.canvas.central_widget.add_grid().add_view(
+            row=0, col=0, camera="panzoom"
+        )
+        self.viewbox.camera.aspect = 1
         self.scatter = Markers(antialias=0)
         self.scatter_selected = Markers(antialias=0)
         self.current_node_marker = Markers(antialias=0)
-        self.rect = Rectangle(border_color=(1,1,1), color=(1,1,1,.2), center=(0,0), width=1, height=1)
+        self.rect = Rectangle(
+            border_color=(1, 1, 1),
+            color=(1, 1, 1, 0.2),
+            center=(0, 0),
+            width=1,
+            height=1,
+        )
         self.viewbox.add(self.scatter)
-        self.initUI(name=name, xlim=xlim, ylim=ylim, )
+        self.initUI(
+            name=name,
+            xlim=xlim,
+            ylim=ylim,
+        )
 
     def initUI(self, xlim=None, ylim=None, **kwargs):
         super().initUI(**kwargs)
         splitter = QSplitter(Qt.Horizontal)
         splitter.addWidget(self.variable_menu)
         splitter.addWidget(self.canvas.native)
-        splitter.setStretchFactor(0,3)
-        splitter.setStretchFactor(1,3)
+        splitter.setStretchFactor(0, 3)
+        splitter.setStretchFactor(1, 3)
         self.layout.addWidget(splitter)
         self.update_scatter()
-        if xlim is None: xlim = [self.data[:,0].min(),self.data[:,0].max()]
-        if ylim is None: ylim = [self.data[:,1].min(),self.data[:,1].max()]
+        if xlim is None:
+            xlim = [self.data[:, 0].min(), self.data[:, 0].max()]
+        if ylim is None:
+            ylim = [self.data[:, 1].min(), self.data[:, 1].max()]
         self.viewbox.camera.set_range(x=xlim, y=ylim, margin=0.1)
         self.rect.order = 0
-        self.current_node_marker.order=1
-        self.scatter_selected.order=2
-        self.scatter.order=3
-        self.variable_menu.setStyleSheet("""
+        self.current_node_marker.order = 1
+        self.scatter_selected.order = 2
+        self.scatter.order = 3
+        self.variable_menu.setStyleSheet(
+            """
             QListWidget::item { background-color : #3E3E3E; color:white; padding: 5px 6px 5px 6px;}
             QListWidget::item:hover, QLabel:hover { background-color: #999999; color:white; } 
-            QListWidget { background-color : #3E3E3E; }""")
-
+            QListWidget { background-color : #3E3E3E; }"""
+        )
 
     def update_scatter(self):
         if self.current_variable_label in self.variable_labels:
-            x = self.data[:,2+self.variable_labels.index(self.current_variable_label)]
-            if self.sort_nodes_by_variable: self.plot_order = np.argsort(x)[::-1]
-            else: self.plot_order = np.arange(len(x))
-            x = np.clip((x - self.vmin) / (self.vmax - self.vmin), 0, 1)[self.plot_order]
-            face_color = cmapy.cmap(self.colormap).squeeze()[:,::-1][(255*x).astype(int)]/255
-        else: face_color = np.repeat(self.facecolor[None],self.data.shape[0],axis=0)
+            x = self.data[
+                :, 2 + self.variable_labels.index(self.current_variable_label)
+            ]
+            if self.sort_nodes_by_variable:
+                self.plot_order = np.argsort(x)[::-1]
+            else:
+                self.plot_order = np.arange(len(x))
+            x = np.clip((x - self.vmin) / (self.vmax - self.vmin), 0, 1)[
+                self.plot_order
+            ]
+            face_color = (
+                cmapy.cmap(self.colormap).squeeze()[:, ::-1][(255 * x).astype(int)]
+                / 255
+            )
+        else:
+            face_color = np.repeat(self.facecolor[None], self.data.shape[0], axis=0)
 
         self.scatter.set_data(
-            pos=self.data[self.plot_order,:2], 
+            pos=self.data[self.plot_order, :2],
             face_color=face_color,
-            edge_color=self.edgecolor, 
-            edge_width=self.linewidth, 
-            size=self.pointsize)
+            edge_color=self.edgecolor,
+            edge_width=self.linewidth,
+            size=self.pointsize,
+        )
 
         if self.is_selected.any():
             is_selected = self.is_selected[self.plot_order]
             self.scatter_selected.set_data(
-                pos=self.data[self.plot_order,:2][is_selected],
+                pos=self.data[self.plot_order, :2][is_selected],
                 face_color=face_color[is_selected],
-                edge_color=self.selected_edgecolor, 
-                edge_width=(self.linewidth*2), 
-                size=self.pointsize)
+                edge_color=self.selected_edgecolor,
+                edge_width=(self.linewidth * 2),
+                size=self.pointsize,
+            )
             self.scatter_selected.parent = self.viewbox.scene
-        else: self.scatter_selected.parent = None
-
+        else:
+            self.scatter_selected.parent = None
 
     def update_current_time(self, t):
-        if self.show_marker_trail: 
-            times = np.linspace(t,t-5,11)
-            sizes = np.exp(np.linspace(0,-1.5,11))
+        if self.show_marker_trail:
+            times = np.linspace(t, t - 5, 11)
+            sizes = np.exp(np.linspace(0, -1.5, 11))
         else:
             times = np.array([t])
             sizes = np.array([1])
-        nodes,time_indexes = self.interval_index.intervals_containing(times)
-        if len(nodes)>0:
+        nodes, time_indexes = self.interval_index.intervals_containing(times)
+        if len(nodes) > 0:
             self.current_node_marker.set_data(
-                pos=self.data[nodes,:2],
+                pos=self.data[nodes, :2],
                 face_color=self.current_node_color,
-                size=sizes[time_indexes]*self.current_node_size)
+                size=sizes[time_indexes] * self.current_node_size,
+            )
             self.current_node_marker.parent = self.viewbox.scene
-        else: self.current_node_marker.parent = None
-
+        else:
+            self.current_node_marker.parent = None
 
     def context_menu(self, event):
         contextMenu = QMenu(self)
-        def add_menu_item(name, slot, item_type='label'):
+
+        def add_menu_item(name, slot, item_type="label"):
             action = QWidgetAction(self)
-            if item_type=='checkbox': 
+            if item_type == "checkbox":
                 widget = QCheckBox(name)
                 widget.stateChanged.connect(slot)
-            elif item_type=='label': 
+            elif item_type == "label":
                 widget = QLabel(name)
                 action.triggered.connect(slot)
             action.setDefaultWidget(widget)
-            contextMenu.addAction(action)  
+            contextMenu.addAction(action)
             return widget
-        
+
         # show/hide variable menu
-        if self.variable_menu.isVisible(): add_menu_item('Hide variables menu', self.hide_variable_menu)
-        else: add_menu_item('Show variables menu', self.show_variable_menu)
+        if self.variable_menu.isVisible():
+            add_menu_item("Hide variables menu", self.hide_variable_menu)
+        else:
+            add_menu_item("Show variables menu", self.show_variable_menu)
 
         # get enriched variables (only available is nodes are selected)
-        label = add_menu_item('Sort variables by enrichment', self.get_enriched_variables)
-        if self.is_selected.sum()==0: label.setStyleSheet("QLabel { color: rgb(120,120,120); }")
-        label = add_menu_item('Restore original variable order', self.show_variable_menu)
+        label = add_menu_item(
+            "Sort variables by enrichment", self.get_enriched_variables
+        )
+        if self.is_selected.sum() == 0:
+            label.setStyleSheet("QLabel { color: rgb(120,120,120); }")
+        label = add_menu_item(
+            "Restore original variable order", self.show_variable_menu
+        )
         contextMenu.addSeparator()
 
         # toggle whether to plot high-variable-val nodes on top
-        checkbox = add_menu_item('Plot high values on top', self.toggle_sort_by_color_value, item_type='checkbox')
-        if self.sort_nodes_by_variable: checkbox.setChecked(True)
-        else: checkbox.setChecked(False)
+        checkbox = add_menu_item(
+            "Plot high values on top",
+            self.toggle_sort_by_color_value,
+            item_type="checkbox",
+        )
+        if self.sort_nodes_by_variable:
+            checkbox.setChecked(True)
+        else:
+            checkbox.setChecked(False)
         contextMenu.addSeparator()
 
         # click to show adjust colormap range dialog
-        label = add_menu_item('Adjust colormap range',self.show_adjust_colormap_dialog)
+        label = add_menu_item("Adjust colormap range", self.show_adjust_colormap_dialog)
         contextMenu.addSeparator()
 
-        if self.show_marker_trail: 
-            add_menu_item('Hide marker trail',partial(self.toggle_marker_trail,False))
-        else: add_menu_item('Show marker trail',partial(self.toggle_marker_trail,True))
-
+        if self.show_marker_trail:
+            add_menu_item("Hide marker trail", partial(self.toggle_marker_trail, False))
+        else:
+            add_menu_item("Show marker trail", partial(self.toggle_marker_trail, True))
 
-        contextMenu.setStyleSheet("""
+        contextMenu.setStyleSheet(
+            """
             QMenu::item, QLabel, QCheckBox { background-color : #3E3E3E; padding: 5px 6px 5px 6px;}
             QMenu::item:selected, QLabel:hover, QCheckBox:hover { background-color: #999999;}
-            QMenu::separator { background-color: rgb(20,20,20);} """)
+            QMenu::separator { background-color: rgb(20,20,20);} """
+        )
         action = contextMenu.exec_(event.native.globalPos())
 
-
     def toggle_marker_trail(self, visibility):
         self.show_marker_trail = visibility
         self.update_scatter()
@@ -195,24 +249,30 @@ def hide_variable_menu(self):
 
     def show_variable_menu(self, *args, variable_order=None):
         self.variable_menu.clear()
-        if variable_order is None: variable_order = self.variable_labels
-        for name in variable_order: self.variable_menu.addItem(name)
+        if variable_order is None:
+            variable_order = self.variable_labels
+        for name in variable_order:
+            self.variable_menu.addItem(name)
         self.variable_menu.show()
 
     def get_enriched_variables(self):
-        if self.is_selected.sum() > 0 and len(self.variable_labels)>0:
-            variables_zscore = (self.data[:,2:] - self.data[:,2:].mean(0))/(np.std(self.data[:,2:],axis=0)+self.eps)
+        if self.is_selected.sum() > 0 and len(self.variable_labels) > 0:
+            variables_zscore = (self.data[:, 2:] - self.data[:, 2:].mean(0)) / (
+                np.std(self.data[:, 2:], axis=0) + self.eps
+            )
             enrichment = variables_zscore[self.is_selected].mean(0)
             variable_order = [self.variable_labels[i] for i in np.argsort(-enrichment)]
             self.show_variable_menu(variable_order=variable_order)
 
     def update_colormap_range(self, vmin, vmax):
-        self.vmin,self.vmax = vmin,vmax
+        self.vmin, self.vmax = vmin, vmax
         self.update_scatter()
 
     def toggle_sort_by_color_value(self, check_state):
-        if check_state == 0: self.sort_nodes_by_variable = False
-        else: self.sort_nodes_by_variable = True
+        if check_state == 0:
+            self.sort_nodes_by_variable = False
+        else:
+            self.sort_nodes_by_variable = True
         self.update_scatter()
 
     def show_adjust_colormap_dialog(self):
@@ -221,14 +281,16 @@ def show_adjust_colormap_dialog(self):
     def colorby(self, label):
         self.current_variable_label = label
         if self.current_variable_label in self.variable_labels:
-            x = self.data[:,2+self.variable_labels.index(self.current_variable_label)]
-            self.vmin,self.vmax = x.min()-self.eps,x.max()+self.eps
-            self.adjust_colormap_dialog.update_range(self.vmin,self.vmax)
+            x = self.data[
+                :, 2 + self.variable_labels.index(self.current_variable_label)
+            ]
+            self.vmin, self.vmax = x.min() - self.eps, x.max() + self.eps
+            self.adjust_colormap_dialog.update_range(self.vmin, self.vmax)
         self.update_scatter()
 
     def mouse_release(self, event):
         self.rect.parent = None
-        if event.button == 2: 
+        if event.button == 2:
             self.context_menu(event)
 
     def mouse_move(self, event):
@@ -237,23 +299,28 @@ def mouse_move(self, event):
             if keys.SHIFT in mods or keys.CONTROL in mods:
                 current_pos = self.viewbox.scene.transform.imap(event.pos)[:2]
                 start_pos = self.viewbox.scene.transform.imap(event.press_event.pos)[:2]
-                if all((current_pos-start_pos)!=0):
-                    self.rect.center = (current_pos+start_pos)/2
-                    self.rect.width = np.abs(current_pos[0]-start_pos[0])
-                    self.rect.height = np.abs(current_pos[1]-start_pos[1])
+                if all((current_pos - start_pos) != 0):
+                    self.rect.center = (current_pos + start_pos) / 2
+                    self.rect.width = np.abs(current_pos[0] - start_pos[0])
+                    self.rect.height = np.abs(current_pos[1] - start_pos[1])
                     self.rect.parent = self.viewbox.scene
 
-                selection_value = int(mods[0]==keys.SHIFT)
-                enclosed_points = np.all([
-                    self.data[:,:2]>=np.minimum(current_pos, start_pos), 
-                    self.data[:,:2]<=np.maximum(current_pos, start_pos)],axis=(0,2))
+                selection_value = int(mods[0] == keys.SHIFT)
+                enclosed_points = np.all(
+                    [
+                        self.data[:, :2] >= np.minimum(current_pos, start_pos),
+                        self.data[:, :2] <= np.maximum(current_pos, start_pos),
+                    ],
+                    axis=(0, 2),
+                )
                 self.selection_change.emit(
-                    list(self.data[enclosed_points,2:4]), 
-                    [selection_value]*len(enclosed_points))
+                    list(self.data[enclosed_points, 2:4]),
+                    [selection_value] * len(enclosed_points),
+                )
 
     def update_selected_intervals(self):
-        intersections = self.selected_intervals.intersection_proportions(self.data[:,2:4])
+        intersections = self.selected_intervals.intersection_proportions(
+            self.data[:, 2:4]
+        )
         self.is_selected = intersections > self.selection_intersection_threshold
         self.update_scatter()
-
-
diff --git a/snub/gui/panels/video.py b/snub/gui/panels/video.py
index cef7a75..b4c7eaf 100644
--- a/snub/gui/panels/video.py
+++ b/snub/gui/panels/video.py
@@ -2,7 +2,6 @@
 from PyQt5.QtWidgets import *
 from PyQt5.QtGui import *
 import numpy as np
-import time
 import os
 
 from vidio import VideoReader
diff --git a/snub/gui/stacks/__init__.py b/snub/gui/stacks/__init__.py
index 50f3b74..f4e2fe5 100644
--- a/snub/gui/stacks/__init__.py
+++ b/snub/gui/stacks/__init__.py
@@ -1,3 +1,3 @@
 from .base import Stack
 from .panel import PanelStack
-from .track import TrackStack
\ No newline at end of file
+from .track import TrackStack
diff --git a/snub/gui/stacks/base.py b/snub/gui/stacks/base.py
index 7b82817..dfa90a4 100644
--- a/snub/gui/stacks/base.py
+++ b/snub/gui/stacks/base.py
@@ -11,12 +11,13 @@ def __init__(self, config, selected_intervals):
         self.selected_intervals = selected_intervals
 
     def change_layout_mode(self, layout_mode):
-        for widget in self.widgets: widget.change_layout_mode(layout_mode)
-        
+        for widget in self.widgets:
+            widget.change_layout_mode(layout_mode)
+
     def initUI(self):
         sizePolicy = QSizePolicy(QSizePolicy.Expanding, QSizePolicy.Expanding)
         sizePolicy.setHorizontalStretch(self.size_ratio)
         self.setSizePolicy(sizePolicy)
 
         widget_order = np.argsort([w.order for w in self.widgets])
-        self.widgets = [self.widgets[i] for i in widget_order]
\ No newline at end of file
+        self.widgets = [self.widgets[i] for i in widget_order]
diff --git a/snub/gui/stacks/panel.py b/snub/gui/stacks/panel.py
index 31114cb..202787d 100644
--- a/snub/gui/stacks/panel.py
+++ b/snub/gui/stacks/panel.py
@@ -1,45 +1,45 @@
 from PyQt5.QtCore import *
 from PyQt5.QtWidgets import *
 from PyQt5.QtGui import *
-import numpy as np
 
 from snub.gui.stacks import Stack
 from snub.gui.panels import VideoPanel, ScatterPanel, ROIPanel, Pose3DPanel
 
+
 class PanelStack(Stack):
     def __init__(self, config, selected_intervals):
         super().__init__(config, selected_intervals)
-        self.size_ratio = config['panels_size_ratio']
+        self.size_ratio = config["panels_size_ratio"]
 
-        for props in config['scatter']: # initialize scatter plots
+        for props in config["scatter"]:  # initialize scatter plots
             panel = ScatterPanel(config, self.selected_intervals, **props)
             self.widgets.append(panel)
 
-        for props in config['video']: # initialize video
+        for props in config["video"]:  # initialize video
             panel = VideoPanel(config, **props)
             self.widgets.append(panel)
 
-        for props in config['pose3D']: # initialize 3D pose viewer
+        for props in config["pose3D"]:  # initialize 3D pose viewer
             panel = Pose3DPanel(config, **props)
             self.widgets.append(panel)
 
-        for props in config['roiplot']: # initialize ROI plot
+        for props in config["roiplot"]:  # initialize ROI plot
             panel = ROIPanel(config, **props)
             self.widgets.append(panel)
 
         self.initUI()
 
-
     def initUI(self):
         super().initUI()
 
         hbox = QHBoxLayout(self)
         self.splitter = QSplitter(Qt.Vertical)
-        for panel in self.widgets: self.splitter.addWidget(panel)
+        for panel in self.widgets:
+            self.splitter.addWidget(panel)
         self.splitter.setSizes([w.size_ratio for w in self.widgets])
 
         hbox.addWidget(self.splitter)
-        self.splitter.setSizes([100000*p.size_ratio for p in self.widgets])
+        self.splitter.setSizes([100000 * p.size_ratio for p in self.widgets])
         hbox.setContentsMargins(0, 0, 0, 0)
 
     def get_by_name(self, name):
@@ -47,14 +47,16 @@ def get_by_name(self, name):
             if panel.name == name:
                 return panel
 
-    def update_current_time(self,t):
+    def update_current_time(self, t):
         for panel in self.widgets:
             panel.update_current_time(t)
 
     def update_selected_intervals(self):
-        for panel in self.widgets: 
+        for panel in self.widgets:
             panel.update_selected_intervals()
 
     def change_layout_mode(self, layout_mode):
-        self.splitter.setOrientation({'columns':Qt.Vertical, 'rows':Qt.Horizontal}[layout_mode])
-        super().change_layout_mode(layout_mode)
\ No newline at end of file
+        self.splitter.setOrientation(
+            {"columns": Qt.Vertical, "rows": Qt.Horizontal}[layout_mode]
+        )
+        super().change_layout_mode(layout_mode)
diff --git a/snub/gui/stacks/track.py b/snub/gui/stacks/track.py
index d1816a4..bc3fc79 100644
--- a/snub/gui/stacks/track.py
+++ b/snub/gui/stacks/track.py
@@ -2,7 +2,6 @@
 from PyQt5.QtWidgets import *
 from PyQt5.QtGui import *
 import numpy as np
-import time
 
 from snub.gui.stacks import Stack
 from snub.gui.tracks import *
diff --git a/snub/gui/tracks/__init__.py b/snub/gui/tracks/__init__.py
index 2eae32e..010e535 100644
--- a/snub/gui/tracks/__init__.py
+++ b/snub/gui/tracks/__init__.py
@@ -1,4 +1,12 @@
-from .base import Track, TrackGroup, Timeline, SelectionOverlay, LineOverlay, position_to_time, time_to_position
+from .base import (
+    Track,
+    TrackGroup,
+    Timeline,
+    SelectionOverlay,
+    LineOverlay,
+    position_to_time,
+    time_to_position,
+)
 from .trace import TracePlot, HeadedTracePlot
 from .heatmap import Heatmap, HeatmapTraceGroup, HeadedHeatmap
-from .spike import SpikePlot, HeadedSpikePlot, SpikePlotTraceGroup
\ No newline at end of file
+from .spike import SpikePlot, HeadedSpikePlot, SpikePlotTraceGroup
diff --git a/snub/gui/tracks/base.py b/snub/gui/tracks/base.py
index 1298d0e..1803365 100644
--- a/snub/gui/tracks/base.py
+++ b/snub/gui/tracks/base.py
@@ -2,9 +2,6 @@
 from PyQt5.QtWidgets import *
 from PyQt5.QtGui import *
 import numpy as np
-import os
-import time
-from functools import partial
 from snub.gui.utils import HeaderMixin
 
 
diff --git a/snub/gui/tracks/heatmap.py b/snub/gui/tracks/heatmap.py
index 8c6a553..bdb6f8f 100644
--- a/snub/gui/tracks/heatmap.py
+++ b/snub/gui/tracks/heatmap.py
@@ -5,7 +5,6 @@
 import os
 import numpy as np
 import cmapy
-import time
 from numba import njit, prange
 
 from snub.gui.tracks import Track, TracePlot, TrackGroup
diff --git a/snub/gui/tracks/spike.py b/snub/gui/tracks/spike.py
index 277f24b..5702424 100644
--- a/snub/gui/tracks/spike.py
+++ b/snub/gui/tracks/spike.py
@@ -1,46 +1,69 @@
 from PyQt5.QtCore import *
 from PyQt5.QtWidgets import *
 from PyQt5.QtGui import *
-from functools import partial
 import os
 import numpy as np
 import cmapy
-import time
 
 from vispy.scene import SceneCanvas
 from vispy.scene.visuals import Markers, Line
-from snub.gui.tracks import Track, TracePlot, TrackGroup, Heatmap
+from snub.gui.tracks import TracePlot, TrackGroup, Heatmap
 
 
-'''
+"""
 class SpikePlot(Heatmap):
     def __init__(self, config, selected_intervals, spikes_path=None, heatmap_path=None, **kwargs):
         print(spikes_path, heatmap_path)
         super().__init__(config, selected_intervals, data_path=heatmap_path, **kwargs)
         self.spike_data = np.load(os.path.join(config['project_directory'],spikes_path))
-'''
+"""
 
 
 class SpikePlot(Heatmap):
-    def __init__(self, config, selected_intervals, spikes_path=None, markersize=5,
-                       heatmap_path=None, heatmap_range=60, colormap='viridis', **kwargs):
-
+    def __init__(
+        self,
+        config,
+        selected_intervals,
+        spikes_path=None,
+        markersize=5,
+        heatmap_path=None,
+        heatmap_range=60,
+        colormap="viridis",
+        **kwargs
+    ):
         super().__init__(config, selected_intervals, data_path=heatmap_path, **kwargs)
         self.heatmap_range = heatmap_range
-        spike_data = np.load(os.path.join(config['project_directory'],spikes_path))
-        self.spike_times,self.spike_labels = spike_data[:,0], spike_data[:,1].astype(int)
+        spike_data = np.load(os.path.join(config["project_directory"], spikes_path))
+        self.spike_times, self.spike_labels = spike_data[:, 0], spike_data[:, 1].astype(
+            int
+        )
         self.max_label = self.spike_labels.max()
-        self.markersize=markersize
+        self.markersize = markersize
         self.colormap = colormap
-        self.cmap = cmapy.cmap(self.colormap).squeeze()[:,::-1].astype(np.float32)/255
-        self.canvas = SceneCanvas(self, keys='interactive', bgcolor=self.cmap[0], show=True)
-        self.viewbox = self.canvas.central_widget.add_grid().add_view(row=0, col=0, camera='panzoom')
-        line_verts = np.vstack([
-            np.ones(self.max_label)*self.spike_times.min()-10,
-            np.arange(self.max_label),
-            np.ones(self.max_label)*self.spike_times.max()+10,
-            np.arange(self.max_label)]).T
-        self.lines = Line(pos=line_verts.reshape(-1,2), color=np.clip(self.cmap[0]+.1,0,1), method='gl', width=0.5, connect='segments')
+        self.cmap = (
+            cmapy.cmap(self.colormap).squeeze()[:, ::-1].astype(np.float32) / 255
+        )
+        self.canvas = SceneCanvas(
+            self, keys="interactive", bgcolor=self.cmap[0], show=True
+        )
+        self.viewbox = self.canvas.central_widget.add_grid().add_view(
+            row=0, col=0, camera="panzoom"
+        )
+        line_verts = np.vstack(
+            [
+                np.ones(self.max_label) * self.spike_times.min() - 10,
+                np.arange(self.max_label),
+                np.ones(self.max_label) * self.spike_times.max() + 10,
+                np.arange(self.max_label),
+            ]
+        ).T
+        self.lines = Line(
+            pos=line_verts.reshape(-1, 2),
+            color=np.clip(self.cmap[0] + 0.1, 0, 1),
+            method="gl",
+            width=0.5,
+            connect="segments",
+        )
         self.viewbox.add(self.lines)
 
         self.scatter = Markers()
@@ -48,9 +71,9 @@ def __init__(self, config, selected_intervals, spikes_path=None, markersize=5,
         self.scatter.order = -1
         self.set_scatter_data()
         self.viewbox.add(self.scatter)
-        
+
         layout = QVBoxLayout(self)
-        layout.setContentsMargins(0,0,0,0)
+        layout.setContentsMargins(0, 0, 0, 0)
         layout.addWidget(self.canvas.native, 1)
         self.heatmap_image.raise_()
         self.heatmap_labels.raise_()
@@ -58,41 +81,65 @@ def __init__(self, config, selected_intervals, spikes_path=None, markersize=5,
 
     def update_current_range(self, current_range):
         super().update_current_range(current_range)
-        if (self.current_range[1]-self.current_range[0]) >= self.heatmap_range:
+        if (self.current_range[1] - self.current_range[0]) >= self.heatmap_range:
             self.heatmap_image.show()
         else:
             self.heatmap_image.hide()
-            self.viewbox.camera.set_range(x=self.current_range, y=self.get_ylim(), margin=1e-10)
-            bgcolor = self.cmap[0]*(self.current_range[1]-self.current_range[0])/self.heatmap_range
+            self.viewbox.camera.set_range(
+                x=self.current_range, y=self.get_ylim(), margin=1e-10
+            )
+            bgcolor = (
+                self.cmap[0]
+                * (self.current_range[1] - self.current_range[0])
+                / self.heatmap_range
+            )
             self.canvas.bgcolor = bgcolor
-            self.lines.set_data(color=np.clip(bgcolor+.1,0,1))
+            self.lines.set_data(color=np.clip(bgcolor + 0.1, 0, 1))
 
     def spike_coordinates(self):
-        ycoords = self.max_label-np.argsort(self.row_order)[self.spike_labels]+.5
-        return np.vstack((self.spike_times,ycoords)).T
+        ycoords = self.max_label - np.argsort(self.row_order)[self.spike_labels] + 0.5
+        return np.vstack((self.spike_times, ycoords)).T
 
     def spike_colors(self):
         image_data = self.get_image_data()
         rows = np.argsort(self.row_order)[self.spike_labels]
-        cols = np.around((self.spike_times-self.intervals[0,0])/self.min_step).astype(int)
-        colors = image_data[rows,np.clip(cols,0,image_data.shape[1]-1)].astype(np.float32)/255
+        cols = np.around(
+            (self.spike_times - self.intervals[0, 0]) / self.min_step
+        ).astype(int)
+        colors = (
+            image_data[rows, np.clip(cols, 0, image_data.shape[1] - 1)].astype(
+                np.float32
+            )
+            / 255
+        )
         return colors
 
     def zoom_in_vertical(self):
         super().zoom_in_vertical()
-        self.viewbox.camera.set_range(x=self.current_range, y=self.get_ylim(), margin=1e-10)
+        self.viewbox.camera.set_range(
+            x=self.current_range, y=self.get_ylim(), margin=1e-10
+        )
 
-    def zoom_vertical(self,origin,scale_factor):
-        super().zoom_vertical(origin,scale_factor)
-        self.viewbox.camera.set_range(x=self.current_range, y=self.get_ylim(), margin=1e-10)
+    def zoom_vertical(self, origin, scale_factor):
+        super().zoom_vertical(origin, scale_factor)
+        self.viewbox.camera.set_range(
+            x=self.current_range, y=self.get_ylim(), margin=1e-10
+        )
 
     def get_ylim(self):
-    	return self.max_label - np.array(self.vertical_range)[::-1] + 1
+        return self.max_label - np.array(self.vertical_range)[::-1] + 1
 
     def set_scatter_data(self):
         xy = self.spike_coordinates()
         c = self.spike_colors()
-        self.scatter.set_data(xy, edge_width=0, face_color=c, edge_color=None, symbol='vbar', size=self.markersize)
+        self.scatter.set_data(
+            xy,
+            edge_width=0,
+            face_color=c,
+            edge_color=None,
+            symbol="vbar",
+            size=self.markersize,
+        )
 
     def update_row_order(self, order):
         super().update_row_order(order)
@@ -103,27 +150,43 @@ def update_colormap_range(self, *args):
         self.set_scatter_data()
 
 
-
-
-
-
 class HeadedSpikePlot(TrackGroup):
     def __init__(self, config, selected_intervals, **kwargs):
         spikeplot = SpikePlot(config, selected_intervals, **kwargs)
-        super().__init__(config, tracks={'spikeplot':spikeplot}, track_order=['spikeplot'], **kwargs)
+        super().__init__(
+            config, tracks={"spikeplot": spikeplot}, track_order=["spikeplot"], **kwargs
+        )
 
 
 class SpikePlotTraceGroup(TrackGroup):
-    def __init__(self, config, selected_intervals, trace_height_ratio=1, 
-                 heatmap_height_ratio=2, height_ratio=1, **kwargs):
+    def __init__(
+        self,
+        config,
+        selected_intervals,
+        trace_height_ratio=1,
+        heatmap_height_ratio=2,
+        height_ratio=1,
+        **kwargs
+    ):
         self.height_ratio = trace_height_ratio + heatmap_height_ratio
 
-        spikeplot = SpikePlot(config, selected_intervals, height_ratio=heatmap_height_ratio, **kwargs)
+        spikeplot = SpikePlot(
+            config, selected_intervals, height_ratio=heatmap_height_ratio, **kwargs
+        )
 
         x = spikeplot.intervals.mean(1)
-        trace_data = {l:np.vstack((x,d)).T for l,d in zip(spikeplot.labels, spikeplot.data)}
-        trace = TracePlot(config, height_ratio=trace_height_ratio, data=trace_data, **kwargs)
-
-        super().__init__(config, tracks={'trace':trace, 'spikeplot':spikeplot}, 
-                    track_order=['trace','spikeplot'], height_ratio=height_ratio, **kwargs)
+        trace_data = {
+            l: np.vstack((x, d)).T for l, d in zip(spikeplot.labels, spikeplot.data)
+        }
+        trace = TracePlot(
+            config, height_ratio=trace_height_ratio, data=trace_data, **kwargs
+        )
+
+        super().__init__(
+            config,
+            tracks={"trace": trace, "spikeplot": spikeplot},
+            track_order=["trace", "spikeplot"],
+            height_ratio=height_ratio,
+            **kwargs
+        )
         spikeplot.display_trace_signal.connect(trace.show_trace)
diff --git a/snub/gui/tracks/trace.py b/snub/gui/tracks/trace.py
index 637a38f..ee24b59 100644
--- a/snub/gui/tracks/trace.py
+++ b/snub/gui/tracks/trace.py
@@ -2,7 +2,6 @@
 from PyQt5.QtWidgets import *
 from PyQt5.QtGui import *
 import pyqtgraph as pg
-import colorsys
 import numpy as np
 import pickle
 import os
diff --git a/snub/gui/utils/__init__.py b/snub/gui/utils/__init__.py
index eb4ec6d..862cea3 100644
--- a/snub/gui/utils/__init__.py
+++ b/snub/gui/utils/__init__.py
@@ -1,2 +1,2 @@
 from .interval import IntervalIndex
-from .widgets import AdjustColormapDialog, HeaderMixin, CheckBox
\ No newline at end of file
+from .widgets import AdjustColormapDialog, HeaderMixin, CheckBox
diff --git a/snub/gui/utils/interval.py b/snub/gui/utils/interval.py
index 1180f8a..4b512cb 100644
--- a/snub/gui/utils/interval.py
+++ b/snub/gui/utils/interval.py
@@ -2,8 +2,7 @@
 from numba import njit, prange
 
 
-
-#@njit 
+@njit
 def sum_by_index(x, ixs, n):
     out = np.zeros(n)
     for i in prange(len(ixs)):
@@ -11,69 +10,82 @@ def sum_by_index(x, ixs, n):
     return out
 
 
-class IntervalIndexBase():
-    def __init__(self, intervals=np.empty((0,2)), **kwargs):
+class IntervalIndexBase:
+    def __init__(self, intervals=np.empty((0, 2)), **kwargs):
         self.intervals = intervals
 
     def clear(self):
-        self.intervals = np.empty((0,2))
+        self.intervals = np.empty((0, 2))
 
     def partition_intervals(self, start, end):
-        ends_before = self.intervals[:,1] < start
-        ends_after = self.intervals[:,1] >= start
-        starts_before = self.intervals[:,0] <= end
-        starts_after = self.intervals[:,0] > end
+        ends_before = self.intervals[:, 1] < start
+        ends_after = self.intervals[:, 1] >= start
+        starts_before = self.intervals[:, 0] <= end
+        starts_after = self.intervals[:, 0] > end
         intersect = self.intervals[np.bitwise_and(ends_after, starts_before)]
         pre = self.intervals[ends_before]
         post = self.intervals[starts_after]
-        return pre,intersect,post
-        
+        return pre, intersect, post
+
     def add_interval(self, start, end):
-        pre,intersect,post = self.partition_intervals(start,end)
+        pre, intersect, post = self.partition_intervals(start, end)
         if intersect.shape[0] > 0:
-            merged_start = np.minimum(intersect[0,0],start)
-            merged_end = np.maximum(intersect[-1,1],end)
-        else: 
+            merged_start = np.minimum(intersect[0, 0], start)
+            merged_end = np.maximum(intersect[-1, 1], end)
+        else:
             merged_start, merged_end = start, end
-        merged_interval = np.array([merged_start, merged_end]).reshape(1,2)
+        merged_interval = np.array([merged_start, merged_end]).reshape(1, 2)
         self.intervals = np.vstack((pre, merged_interval, post))
 
     def remove_interval(self, start, end):
-        pre,intersect,post = self.partition_intervals(start,end)
-        pre_intersect = np.empty((0,2))
-        post_intersect = np.empty((0,2))
+        pre, intersect, post = self.partition_intervals(start, end)
+        pre_intersect = np.empty((0, 2))
+        post_intersect = np.empty((0, 2))
         if intersect.shape[0] > 0:
-            if intersect[0,0] < start: pre_intersect = np.array([intersect[0,0],start])
-            if intersect[-1,1] > end: post_intersect = np.array([end,intersect[-1,1]])
-        self.intervals = np.vstack((pre,pre_intersect,post_intersect,post))
+            if intersect[0, 0] < start:
+                pre_intersect = np.array([intersect[0, 0], start])
+            if intersect[-1, 1] > end:
+                post_intersect = np.array([end, intersect[-1, 1]])
+        self.intervals = np.vstack((pre, pre_intersect, post_intersect, post))
 
-    def intersection_proportions(self, query_intervals): 
+    def intersection_proportions(self, query_intervals):
         query_ixs, ref_ixs = self.all_overlaps_both(self.intervals, query_intervals)
-        if len(query_ixs)>0:
-            intersection_starts = np.maximum(query_intervals[query_ixs,0], self.intervals[ref_ixs,0])
-            intersection_ends = np.minimum(query_intervals[query_ixs,1], self.intervals[ref_ixs,1])
+        if len(query_ixs) > 0:
+            intersection_starts = np.maximum(
+                query_intervals[query_ixs, 0], self.intervals[ref_ixs, 0]
+            )
+            intersection_ends = np.minimum(
+                query_intervals[query_ixs, 1], self.intervals[ref_ixs, 1]
+            )
             intersection_lengths = intersection_ends - intersection_starts
-            query_intersection_lengths = sum_by_index(intersection_lengths, query_ixs, query_intervals.shape[0])
-            query_lengths = query_intervals[:,1] - query_intervals[:,0] + 1e-10
+            query_intersection_lengths = sum_by_index(
+                intersection_lengths, query_ixs, query_intervals.shape[0]
+            )
+            query_lengths = query_intervals[:, 1] - query_intervals[:, 0] + 1e-10
             return query_intersection_lengths / query_lengths
-        else: return np.zeros(query_intervals.shape[0])
+        else:
+            return np.zeros(query_intervals.shape[0])
 
     def all_containments_both(self, ref_intervals, query_locations):
         raise NotImplementedError()
 
     def intervals_containing(self, query_locations):
-        query_ixs,ref_ixs = self.all_containments_both(self.intervals, query_locations)
-        valid_containments = np.all([
-                self.intervals[ref_ixs,0] <= query_locations[query_ixs],
-                self.intervals[ref_ixs,1] >= query_locations[query_ixs]],axis=0)
+        query_ixs, ref_ixs = self.all_containments_both(self.intervals, query_locations)
+        valid_containments = np.all(
+            [
+                self.intervals[ref_ixs, 0] <= query_locations[query_ixs],
+                self.intervals[ref_ixs, 1] >= query_locations[query_ixs],
+            ],
+            axis=0,
+        )
         return ref_ixs[valid_containments], query_ixs[valid_containments]
 
 
 try:
-
     from ncls import NCLS
+
     # try executing so exception is triggered on import not at runtime
-    ncls.all_containments_both(np.arange(1),np.arange(1),np.arange(1));
+    ncls.all_containments_both(np.arange(1), np.arange(1), np.arange(1))
 
     class IntervalIndex(IntervalIndexBase):
         def __init__(self, min_step=0.033, **kwargs):
@@ -81,15 +93,19 @@ def __init__(self, min_step=0.033, **kwargs):
             self.min_step = min_step
 
         def preprocess_for_ncls(self, intervals):
-            intervals_discretized = (intervals/self.min_step).astype(int)
-            return (intervals_discretized[:,0].copy(order='C'),
-                    intervals_discretized[:,1].copy(order='C'),
-                    np.arange(intervals_discretized.shape[0]))
+            intervals_discretized = (intervals / self.min_step).astype(int)
+            return (
+                intervals_discretized[:, 0].copy(order="C"),
+                intervals_discretized[:, 1].copy(order="C"),
+                np.arange(intervals_discretized.shape[0]),
+            )
 
         def all_containments_both(self, ref_intervals, query_locations):
             query_locations = (query_locations / self.min_step).astype(int)
             ncls = NCLS(*self.preprocess_for_ncls(ref_intervals))
-            return ncls.all_containments_both(query_locations, query_locations, np.arange(len(query_locations)))
+            return ncls.all_containments_both(
+                query_locations, query_locations, np.arange(len(query_locations))
+            )
 
         def all_overlaps_both(self, ref_intervals, query_intervals):
             query_intervals = self.preprocess_for_ncls(query_intervals)
@@ -98,26 +114,23 @@ def all_overlaps_both(self, ref_intervals, query_intervals):
             return ncls.all_overlaps_both(*query_intervals)
 
 except:
-
     from interlap import InterLap
+
     class IntervalIndex(IntervalIndexBase):
         def __init__(self, **kwargs):
             super().__init__(**kwargs)
 
         def all_overlaps_both(self, ref_intervals, query_intervals):
-            inter = InterLap(ranges=[(s,e,i) for i,(s,e) in enumerate(ref_intervals)])
-            query_ixs,ref_ixs = [],[]
-            for i,(s,e) in enumerate(query_intervals):
-                overlap_ixs = [interval[2] for interval in inter.find((s,e))]
+            inter = InterLap(
+                ranges=[(s, e, i) for i, (s, e) in enumerate(ref_intervals)]
+            )
+            query_ixs, ref_ixs = [], []
+            for i, (s, e) in enumerate(query_intervals):
+                overlap_ixs = [interval[2] for interval in inter.find((s, e))]
                 ref_ixs.append(overlap_ixs)
-                query_ixs.append([i]*len(overlap_ixs))
-            return np.hstack(query_ixs).astype(int),np.hstack(ref_ixs).astype(int)
+                query_ixs.append([i] * len(overlap_ixs))
+            return np.hstack(query_ixs).astype(int), np.hstack(ref_ixs).astype(int)
 
         def all_containments_both(self, ref_intervals, query_locations):
-            query_intervals = np.repeat(query_locations[:,None],2,axis=1)
+            query_intervals = np.repeat(query_locations[:, None], 2, axis=1)
             return self.all_overlaps_both(ref_intervals, query_intervals)
-
-
-
-
-
diff --git a/snub/gui/utils/widgets.py b/snub/gui/utils/widgets.py
index 7e4cf9e..2b8af34 100644
--- a/snub/gui/utils/widgets.py
+++ b/snub/gui/utils/widgets.py
@@ -1,4 +1,4 @@
-import numpy as np, os
+import os
 from pyqtgraph import VerticalLabel
 from PyQt5.QtCore import *
 from PyQt5.QtWidgets import *
diff --git a/snub/io/__init__.py b/snub/io/__init__.py
index fab35c9..1096828 100644
--- a/snub/io/__init__.py
+++ b/snub/io/__init__.py
@@ -1,4 +1,4 @@
 from .project import *
 from .manifold import *
 from .video import *
-from .plot import *
\ No newline at end of file
+from .plot import *
diff --git a/snub/io/manifold.py b/snub/io/manifold.py
index ca7f427..1eae667 100644
--- a/snub/io/manifold.py
+++ b/snub/io/manifold.py
@@ -1,37 +1,29 @@
 import numpy as np
-import warnings
 
 
-# Binning / smoothing
-    
-def firing_rates(
-    spike_times, 
-    spike_labels, 
-    window_size=0.2, 
-    window_step=0.02
-):
+def firing_rates(spike_times, spike_labels, window_size=0.2, window_step=0.02):
     """Convert spike tikes to firing rates using a sliding window
-    
+
     Parameters
     ----------
     spike_times : ndarray
         Spike times (in seconds) for all units. The source of each spike is
         input separately using ``spike_labels``
-        
+
     spike_labels: ndarray
         The source/label for each spike in ``spike_times``. The maximum
         value of this array determines the number of rows in the heatmap.
-    
+
     window_size: float, default=0.2
         Length (in seconds) of the sliding window used to calculate firing rates
-        
+
     window_step: float, default=0.02
         Step-size (in seconds) between each window used to calculate firing rates
 
     Returns
     -------
     firing_rates: ndarray
-        Array of firing rates, where rows units and columns are sliding 
+        Array of firing rates, where rows units and columns are sliding
         window locations. ``firing_rates`` has shape ``(N,M)`` where::
 
             N = max(spike_labels)+1
@@ -43,27 +35,23 @@ def firing_rates(
         of the first window in ``firing_rates``.
     """
     # round spikes to window_step and factor our start time
-    spike_times = np.around(spike_times/window_step).astype(int)
+    spike_times = np.around(spike_times / window_step).astype(int)
     start_time = spike_times.min()
     spike_times = spike_times - start_time
-    
+
     # create heatmap of spike counts for each window_step-sized bin
     spike_labels = spike_labels.astype(int)
-    heatmap = np.zeros((spike_labels.max()+1, spike_times.max()+1))
-    np.add.at(heatmap, (spike_labels, spike_times), 1/window_step)
-    
+    heatmap = np.zeros((spike_labels.max() + 1, spike_times.max() + 1))
+    np.add.at(heatmap, (spike_labels, spike_times), 1 / window_step)
+
     # use convolution to get sliding window counts
-    kernel = np.ones(int(window_size//window_step))/(window_size//window_step)
-    for i in range(heatmap.shape[0]): heatmap[i,:] = np.convolve(heatmap[i,:],kernel, mode='same')
-    return heatmap, start_time-window_step/2
+    kernel = np.ones(int(window_size // window_step)) / (window_size // window_step)
+    for i in range(heatmap.shape[0]):
+        heatmap[i, :] = np.convolve(heatmap[i, :], kernel, mode="same")
+    return heatmap, start_time - window_step / 2
 
 
-def bin_data(
-    data, 
-    binsize,
-    axis=-1,
-    return_intervals=False
-):
+def bin_data(data, binsize, axis=-1, return_intervals=False):
     """Bin data using non-overlaping windows along `axis`
 
     Returns
@@ -73,46 +61,36 @@ def bin_data(
     bin_intervals: ndarray (returned if ``rerturn_intervals=True``)
         (N,2) array with the start and end index of each bin
     """
-    data = np.moveaxis(data,axis,-1)
-    pad_amount = (-data.shape[-1])%binsize
-    num_bins = int((data.shape[-1]+pad_amount)/binsize)
+    data = np.moveaxis(data, axis, -1)
+    pad_amount = (-data.shape[-1]) % binsize
+    num_bins = int((data.shape[-1] + pad_amount) / binsize)
 
-    data_padded = np.pad(data,[(0,0)]*(len(data.shape)-1)+[(0,pad_amount)])
+    data_padded = np.pad(data, [(0, 0)] * (len(data.shape) - 1) + [(0, pad_amount)])
     data_binned = data_padded.reshape(*data.shape[:-1], num_bins, binsize).mean(-1)
-    if pad_amount > 0: data_binned[...,-1] = data_binned[...,-1] * binsize/(binsize-pad_amount)
-    data_binned = np.moveaxis(data_binned,-1,axis)
+    if pad_amount > 0:
+        data_binned[..., -1] = data_binned[..., -1] * binsize / (binsize - pad_amount)
+    data_binned = np.moveaxis(data_binned, -1, axis)
 
     if return_intervals:
-        bin_starts = np.arange(0,num_bins)*binsize
-        bin_ends = np.arange(1,num_bins+1)*binsize
+        bin_starts = np.arange(0, num_bins) * binsize
+        bin_ends = np.arange(1, num_bins + 1) * binsize
         bin_ends[-1] = data.shape[-1]
-        bin_intervals = np.vstack((bin_starts,bin_ends)).T
+        bin_intervals = np.vstack((bin_starts, bin_ends)).T
         return data_binned, bin_intervals
-    else: return data_binned
-
+    else:
+        return data_binned
 
 
-# Normalization
-
 def zscore(data, axis=0, eps=1e-10):
     """
     Z-score standardize the data along ``axis``
     """
     mean = np.mean(data, axis=axis, keepdims=True)
     std = np.std(data, axis=axis, keepdims=True) + eps
-    return (data-mean)/std
-
-
+    return (data - mean) / std
 
-    
 
-# Dimensionality reduction
-
-def sort(
-    data, 
-    method='rastermap', 
-    options={}
-):
+def sort(data, method="rastermap", options={}):
     """Compute neuron ordering that groups neurons with similar activity
 
     Parameters
@@ -136,25 +114,25 @@ def sort(
         Ordering index that can be used for sorting (see `numpy.argsort`)
 
     """
-    valid_sort_methods = ['rastermap']
+    valid_sort_methods = ["rastermap"]
     if not method in valid_sort_methods:
-        raise AssertionError(method+' is not a valid sort method. Must be one of '+repr(valid_sort_methods))
-    if method=='rastermap':
-        print('Computing row order with rastermap')
+        raise AssertionError(
+            method
+            + " is not a valid sort method. Must be one of "
+            + repr(valid_sort_methods)
+        )
+    if method == "rastermap":
+        print("Computing row order with rastermap")
         from rastermap import mapping
-        model = mapping.Rastermap(n_components=1).fit(data)
-        return np.argsort(model.embedding[:,0])
+
+        model = mapping.Rastermap(n_components=1, **options).fit(data)
+        return np.argsort(model.embedding[:, 0])
 
 
 def umap_embedding(
-    data, 
-    standardize=True,
-    n_pcs=20, 
-    n_components=2, 
-    n_neighbors=100,
-    **kwargs
+    data, standardize=True, n_pcs=20, n_components=2, n_neighbors=100, **kwargs
 ):
-    """Generate a 2D embedding of neural activity using UMAP. The function 
+    """Generate a 2D embedding of neural activity using UMAP. The function
     generates the embedding in three steps:
 
         1. (Optionally) standardize (Z-score) the activity of each neuron
@@ -172,7 +150,7 @@ def umap_embedding(
         Whether to standardize (Z-score) the data prior to PCA
 
     n_pcs: int, default=20
-        Number of principal components to use during PCA. If ``n_pcs=None``, the binned 
+        Number of principal components to use during PCA. If ``n_pcs=None``, the binned
         data will be passed directly to UMAP
 
     n_components: int, default=2
@@ -192,16 +170,11 @@ def umap_embedding(
     from sklearn.decomposition import PCA
     from umap import UMAP
 
-    if standardize: data = zscore(data, axis=1)
+    if standardize:
+        data = zscore(data, axis=1)
     PCs = PCA(n_components=n_pcs).fit_transform(data.T)
-    umap_obj = UMAP(n_neighbors=n_neighbors, n_components=n_components, n_epochs=500, **kwargs)
+    umap_obj = UMAP(
+        n_neighbors=n_neighbors, n_components=n_components, n_epochs=500, **kwargs
+    )
     coordinates = umap_obj.fit_transform(PCs)
     return coordinates
-
-
-
-
-
-
-
-    
\ No newline at end of file
diff --git a/snub/io/plot.py b/snub/io/plot.py
index 42b4c13..d77c4a8 100644
--- a/snub/io/plot.py
+++ b/snub/io/plot.py
@@ -1,21 +1,28 @@
 import numpy as np
 
 
-
 def scatter_plot_bounds(xy, margin=0.05, n_neighbors=100, distance_cutoff=2):
     """
     Get xlim and ylim for a scatter plot such that outliers are excluded.
     Bounds are based on the largest component of a knn graph with distance cutoff.
     """
     import pynndescent, networkx as nx
-    edges,dists = pynndescent.NNDescent(xy,n_neighbors=n_neighbors).neighbor_graph
+
+    edges, dists = pynndescent.NNDescent(xy, n_neighbors=n_neighbors).neighbor_graph
     G = nx.Graph()
     G.add_nodes_from(np.arange(xy.shape[0]))
-    for i,j in zip(*np.nonzero(dists<distance_cutoff)): G.add_edge(i,edges[i,j])
+    for i, j in zip(*np.nonzero(dists < distance_cutoff)):
+        G.add_edge(i, edges[i, j])
     comps = list(nx.connected_components(G))
     largest_comp = np.array(list(comps[np.argmax([len(c) for c in comps])]))
-    xlim = [xy[largest_comp,0].min(), xy[largest_comp,0].max()]
-    ylim = [xy[largest_comp,1].min(), xy[largest_comp,1].max()]
-    xlim = [xlim[0] - margin*(xlim[1]-xlim[0]),xlim[1] + margin*(xlim[1]-xlim[0])]
-    ylim = [ylim[0] - margin*(ylim[1]-ylim[0]),ylim[1] + margin*(ylim[1]-ylim[0])]
-    return xlim, ylim
\ No newline at end of file
+    xlim = [xy[largest_comp, 0].min(), xy[largest_comp, 0].max()]
+    ylim = [xy[largest_comp, 1].min(), xy[largest_comp, 1].max()]
+    xlim = [
+        xlim[0] - margin * (xlim[1] - xlim[0]),
+        xlim[1] + margin * (xlim[1] - xlim[0]),
+    ]
+    ylim = [
+        ylim[0] - margin * (ylim[1] - ylim[0]),
+        ylim[1] + margin * (ylim[1] - ylim[0]),
+    ]
+    return xlim, ylim
diff --git a/snub/io/project.py b/snub/io/project.py
index 0b90652..c5368a3 100644
--- a/snub/io/project.py
+++ b/snub/io/project.py
@@ -2,11 +2,9 @@
 import json
 import os
 import shutil
-import pprint
 import warnings
 import pickle
 import colorsys
-import cv2
 import scipy.sparse
 from vidio import VideoReader
 

From 5b836ddff465d5240600840668982d8e7b2c9b96 Mon Sep 17 00:00:00 2001
From: Caleb Weinreb <calebsw@gmail.com>
Date: Sat, 6 Jan 2024 14:40:56 -0500
Subject: [PATCH 03/14] allow versioning with versioneer

---
 setup.cfg        |   43 +
 setup.py         |   37 +-
 snub/_version.py |  709 ++++++++++++++
 versioneer.py    | 2294 ++++++++++++++++++++++++++++++++++++++++++++++
 4 files changed, 3050 insertions(+), 33 deletions(-)
 create mode 100644 setup.cfg
 create mode 100644 snub/_version.py
 create mode 100644 versioneer.py

diff --git a/setup.cfg b/setup.cfg
new file mode 100644
index 0000000..4d7be13
--- /dev/null
+++ b/setup.cfg
@@ -0,0 +1,43 @@
+[metadata]
+name = snub
+author = Caleb Weinreb
+author_email = calebsw@gmail.com
+url = https://github.com/dattalab/SNUB
+classifiers =
+    Programming Language :: Python :: 3
+    Operating System :: OS Independent
+
+[options]
+entry_points = {"console_scripts": ["snub = snub.gui.main:run"]}
+packages = find:
+include_package_data = True
+python_requires = >=3.8
+install_requires =
+    PyQt5
+    numpy
+    scikit-learn
+    tqdm
+    cmapy
+    interlap
+    numba
+    vispy
+    imageio
+    imageio-ffmpeg
+    umap-learn
+    rastermap
+    ipykernel
+    pyqtgraph
+    networkx
+    opencv-python-headless
+    vidio>=0.0.3
+
+[options.package_data]
+* = *.md
+
+[versioneer]
+VCS = git
+style = pep440
+versionfile_source = snub/_version.py
+versionfile_build = snub/_version.py
+tag_prefix =
+parentdir_prefix = 
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 7b4600a..c5a6caf 100644
--- a/setup.py
+++ b/setup.py
@@ -1,40 +1,11 @@
 import setuptools
+import versioneer
 
-with open("README.md", "r") as f:
+with open("README.md", "r", encoding="utf-8") as f:
     long_description = f.read()
 
 setuptools.setup(
     name="snub",
-    version="0.0.3",
-    author="Caleb Weinreb",
-    author_email="calebsw@gmail.com",
-    description="Systems neuro browser",
-    include_package_data=True,
-    packages=setuptools.find_packages(),
-    classifiers=[
-        "Programming Language :: Python :: 3",
-        "Operating System :: OS Independent",
-    ],
-    entry_points={"console_scripts": ["snub = snub.gui.main:run"]},
-    python_requires=">=3.8",
-    install_requires=[
-        "PyQt5",
-        "numpy",
-        "scikit-learn",
-        "tqdm",
-        "cmapy",
-        "interlap",
-        "numba",
-        "vispy",
-        "imageio",
-        "imageio-ffmpeg",
-        "umap-learn",
-        "rastermap",
-        "ipykernel",
-        "pyqtgraph",
-        "networkx",
-        "opencv-python-headless",
-        "vidio>=0.0.3",
-    ],
-    url="https://github.com/calebweinreb/SNUB",
+    version=versioneer.get_version(),
+    cmdclass=versioneer.get_cmdclass(),
 )
diff --git a/snub/_version.py b/snub/_version.py
new file mode 100644
index 0000000..03d226b
--- /dev/null
+++ b/snub/_version.py
@@ -0,0 +1,709 @@
+# This file helps to compute a version number in source trees obtained from
+# git-archive tarball (such as those provided by githubs download-from-tag
+# feature). Distribution tarballs (built by setup.py sdist) and build
+# directories (produced by setup.py build) will contain a much shorter file
+# that just contains the computed version number.
+
+# This file is released into the public domain.
+# Generated by versioneer-0.28
+# https://github.com/python-versioneer/python-versioneer
+"""Git implementation of _version.py."""
+
+import errno
+import os
+import re
+import subprocess
+import sys
+from typing import Callable, Dict
+import functools
+
+
+def get_keywords():
+    """Get the keywords needed to look up the version information."""
+    # these strings will be replaced by git during git-archive.
+    # setup.py/versioneer.py will grep for the variable names, so they must
+    # each be defined on a line of their own. _version.py will just call
+    # get_keywords().
+    git_refnames = "$Format:%d$"
+    git_full = "$Format:%H$"
+    git_date = "$Format:%ci$"
+    keywords = {"refnames": git_refnames, "full": git_full, "date": git_date}
+    return keywords
+
+
+class VersioneerConfig:
+    """Container for Versioneer configuration parameters."""
+
+
+def get_config():
+    """Create, populate and return the VersioneerConfig() object."""
+    # these strings are filled in when 'setup.py versioneer' creates
+    # _version.py
+    cfg = VersioneerConfig()
+    cfg.VCS = "git"
+    cfg.style = "pep440"
+    cfg.tag_prefix = ""
+    cfg.parentdir_prefix = ""
+    cfg.versionfile_source = "keypoint_moseq/_version.py"
+    cfg.verbose = False
+    return cfg
+
+
+class NotThisMethod(Exception):
+    """Exception raised if a method is not valid for the current scenario."""
+
+
+LONG_VERSION_PY: Dict[str, str] = {}
+HANDLERS: Dict[str, Dict[str, Callable]] = {}
+
+
+def register_vcs_handler(vcs, method):  # decorator
+    """Create decorator to mark a method as the handler of a VCS."""
+
+    def decorate(f):
+        """Store f in HANDLERS[vcs][method]."""
+        if vcs not in HANDLERS:
+            HANDLERS[vcs] = {}
+        HANDLERS[vcs][method] = f
+        return f
+
+    return decorate
+
+
+def run_command(
+    commands, args, cwd=None, verbose=False, hide_stderr=False, env=None
+):
+    """Call the given command(s)."""
+    assert isinstance(commands, list)
+    process = None
+
+    popen_kwargs = {}
+    if sys.platform == "win32":
+        # This hides the console window if pythonw.exe is used
+        startupinfo = subprocess.STARTUPINFO()
+        startupinfo.dwFlags |= subprocess.STARTF_USESHOWWINDOW
+        popen_kwargs["startupinfo"] = startupinfo
+
+    for command in commands:
+        try:
+            dispcmd = str([command] + args)
+            # remember shell=False, so use git.cmd on windows, not just git
+            process = subprocess.Popen(
+                [command] + args,
+                cwd=cwd,
+                env=env,
+                stdout=subprocess.PIPE,
+                stderr=(subprocess.PIPE if hide_stderr else None),
+                **popen_kwargs,
+            )
+            break
+        except OSError:
+            e = sys.exc_info()[1]
+            if e.errno == errno.ENOENT:
+                continue
+            if verbose:
+                print("unable to run %s" % dispcmd)
+                print(e)
+            return None, None
+    else:
+        if verbose:
+            print("unable to find command, tried %s" % (commands,))
+        return None, None
+    stdout = process.communicate()[0].strip().decode()
+    if process.returncode != 0:
+        if verbose:
+            print("unable to run %s (error)" % dispcmd)
+            print("stdout was %s" % stdout)
+        return None, process.returncode
+    return stdout, process.returncode
+
+
+def versions_from_parentdir(parentdir_prefix, root, verbose):
+    """Try to determine the version from the parent directory name.
+
+    Source tarballs conventionally unpack into a directory that includes both
+    the project name and a version string. We will also support searching up
+    two directory levels for an appropriately named parent directory
+    """
+    rootdirs = []
+
+    for _ in range(3):
+        dirname = os.path.basename(root)
+        if dirname.startswith(parentdir_prefix):
+            return {
+                "version": dirname[len(parentdir_prefix) :],
+                "full-revisionid": None,
+                "dirty": False,
+                "error": None,
+                "date": None,
+            }
+        rootdirs.append(root)
+        root = os.path.dirname(root)  # up a level
+
+    if verbose:
+        print(
+            "Tried directories %s but none started with prefix %s"
+            % (str(rootdirs), parentdir_prefix)
+        )
+    raise NotThisMethod("rootdir doesn't start with parentdir_prefix")
+
+
+@register_vcs_handler("git", "get_keywords")
+def git_get_keywords(versionfile_abs):
+    """Extract version information from the given file."""
+    # the code embedded in _version.py can just fetch the value of these
+    # keywords. When used from setup.py, we don't want to import _version.py,
+    # so we do it with a regexp instead. This function is not used from
+    # _version.py.
+    keywords = {}
+    try:
+        with open(versionfile_abs, "r") as fobj:
+            for line in fobj:
+                if line.strip().startswith("git_refnames ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["refnames"] = mo.group(1)
+                if line.strip().startswith("git_full ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["full"] = mo.group(1)
+                if line.strip().startswith("git_date ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["date"] = mo.group(1)
+    except OSError:
+        pass
+    return keywords
+
+
+@register_vcs_handler("git", "keywords")
+def git_versions_from_keywords(keywords, tag_prefix, verbose):
+    """Get version information from git keywords."""
+    if "refnames" not in keywords:
+        raise NotThisMethod("Short version file found")
+    date = keywords.get("date")
+    if date is not None:
+        # Use only the last line.  Previous lines may contain GPG signature
+        # information.
+        date = date.splitlines()[-1]
+
+        # git-2.2.0 added "%cI", which expands to an ISO-8601 -compliant
+        # datestamp. However we prefer "%ci" (which expands to an "ISO-8601
+        # -like" string, which we must then edit to make compliant), because
+        # it's been around since git-1.5.3, and it's too difficult to
+        # discover which version we're using, or to work around using an
+        # older one.
+        date = date.strip().replace(" ", "T", 1).replace(" ", "", 1)
+    refnames = keywords["refnames"].strip()
+    if refnames.startswith("$Format"):
+        if verbose:
+            print("keywords are unexpanded, not using")
+        raise NotThisMethod("unexpanded keywords, not a git-archive tarball")
+    refs = {r.strip() for r in refnames.strip("()").split(",")}
+    # starting in git-1.8.3, tags are listed as "tag: foo-1.0" instead of
+    # just "foo-1.0". If we see a "tag: " prefix, prefer those.
+    TAG = "tag: "
+    tags = {r[len(TAG) :] for r in refs if r.startswith(TAG)}
+    if not tags:
+        # Either we're using git < 1.8.3, or there really are no tags. We use
+        # a heuristic: assume all version tags have a digit. The old git %d
+        # expansion behaves like git log --decorate=short and strips out the
+        # refs/heads/ and refs/tags/ prefixes that would let us distinguish
+        # between branches and tags. By ignoring refnames without digits, we
+        # filter out many common branch names like "release" and
+        # "stabilization", as well as "HEAD" and "master".
+        tags = {r for r in refs if re.search(r"\d", r)}
+        if verbose:
+            print("discarding '%s', no digits" % ",".join(refs - tags))
+    if verbose:
+        print("likely tags: %s" % ",".join(sorted(tags)))
+    for ref in sorted(tags):
+        # sorting will prefer e.g. "2.0" over "2.0rc1"
+        if ref.startswith(tag_prefix):
+            r = ref[len(tag_prefix) :]
+            # Filter out refs that exactly match prefix or that don't start
+            # with a number once the prefix is stripped (mostly a concern
+            # when prefix is '')
+            if not re.match(r"\d", r):
+                continue
+            if verbose:
+                print("picking %s" % r)
+            return {
+                "version": r,
+                "full-revisionid": keywords["full"].strip(),
+                "dirty": False,
+                "error": None,
+                "date": date,
+            }
+    # no suitable tags, so version is "0+unknown", but full hex is still there
+    if verbose:
+        print("no suitable tags, using unknown + full revision id")
+    return {
+        "version": "0+unknown",
+        "full-revisionid": keywords["full"].strip(),
+        "dirty": False,
+        "error": "no suitable tags",
+        "date": None,
+    }
+
+
+@register_vcs_handler("git", "pieces_from_vcs")
+def git_pieces_from_vcs(tag_prefix, root, verbose, runner=run_command):
+    """Get version from 'git describe' in the root of the source tree.
+
+    This only gets called if the git-archive 'subst' keywords were *not*
+    expanded, and _version.py hasn't already been rewritten with a short
+    version string, meaning we're inside a checked out source tree.
+    """
+    GITS = ["git"]
+    if sys.platform == "win32":
+        GITS = ["git.cmd", "git.exe"]
+
+    # GIT_DIR can interfere with correct operation of Versioneer.
+    # It may be intended to be passed to the Versioneer-versioned project,
+    # but that should not change where we get our version from.
+    env = os.environ.copy()
+    env.pop("GIT_DIR", None)
+    runner = functools.partial(runner, env=env)
+
+    _, rc = runner(
+        GITS, ["rev-parse", "--git-dir"], cwd=root, hide_stderr=not verbose
+    )
+    if rc != 0:
+        if verbose:
+            print("Directory %s not under git control" % root)
+        raise NotThisMethod("'git rev-parse --git-dir' returned error")
+
+    # if there is a tag matching tag_prefix, this yields TAG-NUM-gHEX[-dirty]
+    # if there isn't one, this yields HEX[-dirty] (no NUM)
+    describe_out, rc = runner(
+        GITS,
+        [
+            "describe",
+            "--tags",
+            "--dirty",
+            "--always",
+            "--long",
+            "--match",
+            f"{tag_prefix}[[:digit:]]*",
+        ],
+        cwd=root,
+    )
+    # --long was added in git-1.5.5
+    if describe_out is None:
+        raise NotThisMethod("'git describe' failed")
+    describe_out = describe_out.strip()
+    full_out, rc = runner(GITS, ["rev-parse", "HEAD"], cwd=root)
+    if full_out is None:
+        raise NotThisMethod("'git rev-parse' failed")
+    full_out = full_out.strip()
+
+    pieces = {}
+    pieces["long"] = full_out
+    pieces["short"] = full_out[:7]  # maybe improved later
+    pieces["error"] = None
+
+    branch_name, rc = runner(
+        GITS, ["rev-parse", "--abbrev-ref", "HEAD"], cwd=root
+    )
+    # --abbrev-ref was added in git-1.6.3
+    if rc != 0 or branch_name is None:
+        raise NotThisMethod("'git rev-parse --abbrev-ref' returned error")
+    branch_name = branch_name.strip()
+
+    if branch_name == "HEAD":
+        # If we aren't exactly on a branch, pick a branch which represents
+        # the current commit. If all else fails, we are on a branchless
+        # commit.
+        branches, rc = runner(GITS, ["branch", "--contains"], cwd=root)
+        # --contains was added in git-1.5.4
+        if rc != 0 or branches is None:
+            raise NotThisMethod("'git branch --contains' returned error")
+        branches = branches.split("\n")
+
+        # Remove the first line if we're running detached
+        if "(" in branches[0]:
+            branches.pop(0)
+
+        # Strip off the leading "* " from the list of branches.
+        branches = [branch[2:] for branch in branches]
+        if "master" in branches:
+            branch_name = "master"
+        elif not branches:
+            branch_name = None
+        else:
+            # Pick the first branch that is returned. Good or bad.
+            branch_name = branches[0]
+
+    pieces["branch"] = branch_name
+
+    # parse describe_out. It will be like TAG-NUM-gHEX[-dirty] or HEX[-dirty]
+    # TAG might have hyphens.
+    git_describe = describe_out
+
+    # look for -dirty suffix
+    dirty = git_describe.endswith("-dirty")
+    pieces["dirty"] = dirty
+    if dirty:
+        git_describe = git_describe[: git_describe.rindex("-dirty")]
+
+    # now we have TAG-NUM-gHEX or HEX
+
+    if "-" in git_describe:
+        # TAG-NUM-gHEX
+        mo = re.search(r"^(.+)-(\d+)-g([0-9a-f]+)$", git_describe)
+        if not mo:
+            # unparsable. Maybe git-describe is misbehaving?
+            pieces["error"] = (
+                "unable to parse git-describe output: '%s'" % describe_out
+            )
+            return pieces
+
+        # tag
+        full_tag = mo.group(1)
+        if not full_tag.startswith(tag_prefix):
+            if verbose:
+                fmt = "tag '%s' doesn't start with prefix '%s'"
+                print(fmt % (full_tag, tag_prefix))
+            pieces["error"] = "tag '%s' doesn't start with prefix '%s'" % (
+                full_tag,
+                tag_prefix,
+            )
+            return pieces
+        pieces["closest-tag"] = full_tag[len(tag_prefix) :]
+
+        # distance: number of commits since tag
+        pieces["distance"] = int(mo.group(2))
+
+        # commit: short hex revision ID
+        pieces["short"] = mo.group(3)
+
+    else:
+        # HEX: no tags
+        pieces["closest-tag"] = None
+        out, rc = runner(GITS, ["rev-list", "HEAD", "--left-right"], cwd=root)
+        pieces["distance"] = len(out.split())  # total number of commits
+
+    # commit date: see ISO-8601 comment in git_versions_from_keywords()
+    date = runner(GITS, ["show", "-s", "--format=%ci", "HEAD"], cwd=root)[
+        0
+    ].strip()
+    # Use only the last line.  Previous lines may contain GPG signature
+    # information.
+    date = date.splitlines()[-1]
+    pieces["date"] = date.strip().replace(" ", "T", 1).replace(" ", "", 1)
+
+    return pieces
+
+
+def plus_or_dot(pieces):
+    """Return a + if we don't already have one, else return a ."""
+    if "+" in pieces.get("closest-tag", ""):
+        return "."
+    return "+"
+
+
+def render_pep440(pieces):
+    """Build up version string, with post-release "local version identifier".
+
+    Our goal: TAG[+DISTANCE.gHEX[.dirty]] . Note that if you
+    get a tagged build and then dirty it, you'll get TAG+0.gHEX.dirty
+
+    Exceptions:
+    1: no tags. git_describe was just HEX. 0+untagged.DISTANCE.gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += plus_or_dot(pieces)
+            rendered += "%d.g%s" % (pieces["distance"], pieces["short"])
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0+untagged.%d.g%s" % (pieces["distance"], pieces["short"])
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def render_pep440_branch(pieces):
+    """TAG[[.dev0]+DISTANCE.gHEX[.dirty]] .
+
+    The ".dev0" means not master branch. Note that .dev0 sorts backwards
+    (a feature branch will appear "older" than the master branch).
+
+    Exceptions:
+    1: no tags. 0[.dev0]+untagged.DISTANCE.gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            if pieces["branch"] != "master":
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "%d.g%s" % (pieces["distance"], pieces["short"])
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0"
+        if pieces["branch"] != "master":
+            rendered += ".dev0"
+        rendered += "+untagged.%d.g%s" % (pieces["distance"], pieces["short"])
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def pep440_split_post(ver):
+    """Split pep440 version string at the post-release segment.
+
+    Returns the release segments before the post-release and the post-release
+    version number (or -1 if no post-release segment is present).
+    """
+    vc = str.split(ver, ".post")
+    return vc[0], int(vc[1] or 0) if len(vc) == 2 else None
+
+
+def render_pep440_pre(pieces):
+    """TAG[.postN.devDISTANCE] -- No -dirty.
+
+    Exceptions:
+    1: no tags. 0.post0.devDISTANCE
+    """
+    if pieces["closest-tag"]:
+        if pieces["distance"]:
+            # update the post release segment
+            tag_version, post_version = pep440_split_post(
+                pieces["closest-tag"]
+            )
+            rendered = tag_version
+            if post_version is not None:
+                rendered += ".post%d.dev%d" % (
+                    post_version + 1,
+                    pieces["distance"],
+                )
+            else:
+                rendered += ".post0.dev%d" % (pieces["distance"])
+        else:
+            # no commits, use the tag as the version
+            rendered = pieces["closest-tag"]
+    else:
+        # exception #1
+        rendered = "0.post0.dev%d" % pieces["distance"]
+    return rendered
+
+
+def render_pep440_post(pieces):
+    """TAG[.postDISTANCE[.dev0]+gHEX] .
+
+    The ".dev0" means dirty. Note that .dev0 sorts backwards
+    (a dirty tree will appear "older" than the corresponding clean one),
+    but you shouldn't be releasing software with -dirty anyways.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%d" % pieces["distance"]
+            if pieces["dirty"]:
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "g%s" % pieces["short"]
+    else:
+        # exception #1
+        rendered = "0.post%d" % pieces["distance"]
+        if pieces["dirty"]:
+            rendered += ".dev0"
+        rendered += "+g%s" % pieces["short"]
+    return rendered
+
+
+def render_pep440_post_branch(pieces):
+    """TAG[.postDISTANCE[.dev0]+gHEX[.dirty]] .
+
+    The ".dev0" means not master branch.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]+gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%d" % pieces["distance"]
+            if pieces["branch"] != "master":
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "g%s" % pieces["short"]
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0.post%d" % pieces["distance"]
+        if pieces["branch"] != "master":
+            rendered += ".dev0"
+        rendered += "+g%s" % pieces["short"]
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def render_pep440_old(pieces):
+    """TAG[.postDISTANCE[.dev0]] .
+
+    The ".dev0" means dirty.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%d" % pieces["distance"]
+            if pieces["dirty"]:
+                rendered += ".dev0"
+    else:
+        # exception #1
+        rendered = "0.post%d" % pieces["distance"]
+        if pieces["dirty"]:
+            rendered += ".dev0"
+    return rendered
+
+
+def render_git_describe(pieces):
+    """TAG[-DISTANCE-gHEX][-dirty].
+
+    Like 'git describe --tags --dirty --always'.
+
+    Exceptions:
+    1: no tags. HEX[-dirty]  (note: no 'g' prefix)
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"]:
+            rendered += "-%d-g%s" % (pieces["distance"], pieces["short"])
+    else:
+        # exception #1
+        rendered = pieces["short"]
+    if pieces["dirty"]:
+        rendered += "-dirty"
+    return rendered
+
+
+def render_git_describe_long(pieces):
+    """TAG-DISTANCE-gHEX[-dirty].
+
+    Like 'git describe --tags --dirty --always -long'.
+    The distance/hash is unconditional.
+
+    Exceptions:
+    1: no tags. HEX[-dirty]  (note: no 'g' prefix)
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        rendered += "-%d-g%s" % (pieces["distance"], pieces["short"])
+    else:
+        # exception #1
+        rendered = pieces["short"]
+    if pieces["dirty"]:
+        rendered += "-dirty"
+    return rendered
+
+
+def render(pieces, style):
+    """Render the given version pieces into the requested style."""
+    if pieces["error"]:
+        return {
+            "version": "unknown",
+            "full-revisionid": pieces.get("long"),
+            "dirty": None,
+            "error": pieces["error"],
+            "date": None,
+        }
+
+    if not style or style == "default":
+        style = "pep440"  # the default
+
+    if style == "pep440":
+        rendered = render_pep440(pieces)
+    elif style == "pep440-branch":
+        rendered = render_pep440_branch(pieces)
+    elif style == "pep440-pre":
+        rendered = render_pep440_pre(pieces)
+    elif style == "pep440-post":
+        rendered = render_pep440_post(pieces)
+    elif style == "pep440-post-branch":
+        rendered = render_pep440_post_branch(pieces)
+    elif style == "pep440-old":
+        rendered = render_pep440_old(pieces)
+    elif style == "git-describe":
+        rendered = render_git_describe(pieces)
+    elif style == "git-describe-long":
+        rendered = render_git_describe_long(pieces)
+    else:
+        raise ValueError("unknown style '%s'" % style)
+
+    return {
+        "version": rendered,
+        "full-revisionid": pieces["long"],
+        "dirty": pieces["dirty"],
+        "error": None,
+        "date": pieces.get("date"),
+    }
+
+
+def get_versions():
+    """Get version information or return default if unable to do so."""
+    # I am in _version.py, which lives at ROOT/VERSIONFILE_SOURCE. If we have
+    # __file__, we can work backwards from there to the root. Some
+    # py2exe/bbfreeze/non-CPython implementations don't do __file__, in which
+    # case we can only use expanded keywords.
+
+    cfg = get_config()
+    verbose = cfg.verbose
+
+    try:
+        return git_versions_from_keywords(
+            get_keywords(), cfg.tag_prefix, verbose
+        )
+    except NotThisMethod:
+        pass
+
+    try:
+        root = os.path.realpath(__file__)
+        # versionfile_source is the relative path from the top of the source
+        # tree (where the .git directory might live) to this file. Invert
+        # this to find the root from __file__.
+        for _ in cfg.versionfile_source.split("/"):
+            root = os.path.dirname(root)
+    except NameError:
+        return {
+            "version": "0+unknown",
+            "full-revisionid": None,
+            "dirty": None,
+            "error": "unable to find root of source tree",
+            "date": None,
+        }
+
+    try:
+        pieces = git_pieces_from_vcs(cfg.tag_prefix, root, verbose)
+        return render(pieces, cfg.style)
+    except NotThisMethod:
+        pass
+
+    try:
+        if cfg.parentdir_prefix:
+            return versions_from_parentdir(cfg.parentdir_prefix, root, verbose)
+    except NotThisMethod:
+        pass
+
+    return {
+        "version": "0+unknown",
+        "full-revisionid": None,
+        "dirty": None,
+        "error": "unable to compute version",
+        "date": None,
+    }
diff --git a/versioneer.py b/versioneer.py
new file mode 100644
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+++ b/versioneer.py
@@ -0,0 +1,2294 @@
+# Version: 0.28
+"""The Versioneer - like a rocketeer, but for versions.
+
+The Versioneer
+==============
+
+* like a rocketeer, but for versions!
+* https://github.com/python-versioneer/python-versioneer
+* Brian Warner
+* License: Public Domain (Unlicense)
+* Compatible with: Python 3.7, 3.8, 3.9, 3.10 and pypy3
+* [![Latest Version][pypi-image]][pypi-url]
+* [![Build Status][travis-image]][travis-url]
+
+This is a tool for managing a recorded version number in setuptools-based
+python projects. The goal is to remove the tedious and error-prone "update
+the embedded version string" step from your release process. Making a new
+release should be as easy as recording a new tag in your version-control
+system, and maybe making new tarballs.
+
+
+## Quick Install
+
+Versioneer provides two installation modes. The "classic" vendored mode installs
+a copy of versioneer into your repository. The experimental build-time dependency mode
+is intended to allow you to skip this step and simplify the process of upgrading.
+
+### Vendored mode
+
+* `pip install versioneer` to somewhere in your $PATH
+   * A [conda-forge recipe](https://github.com/conda-forge/versioneer-feedstock) is
+     available, so you can also use `conda install -c conda-forge versioneer`
+* add a `[tool.versioneer]` section to your `pyproject.toml` or a
+  `[versioneer]` section to your `setup.cfg` (see [Install](INSTALL.md))
+   * Note that you will need to add `tomli; python_version < "3.11"` to your
+     build-time dependencies if you use `pyproject.toml`
+* run `versioneer install --vendor` in your source tree, commit the results
+* verify version information with `python setup.py version`
+
+### Build-time dependency mode
+
+* `pip install versioneer` to somewhere in your $PATH
+   * A [conda-forge recipe](https://github.com/conda-forge/versioneer-feedstock) is
+     available, so you can also use `conda install -c conda-forge versioneer`
+* add a `[tool.versioneer]` section to your `pyproject.toml` or a
+  `[versioneer]` section to your `setup.cfg` (see [Install](INSTALL.md))
+* add `versioneer` (with `[toml]` extra, if configuring in `pyproject.toml`)
+  to the `requires` key of the `build-system` table in `pyproject.toml`:
+  ```toml
+  [build-system]
+  requires = ["setuptools", "versioneer[toml]"]
+  build-backend = "setuptools.build_meta"
+  ```
+* run `versioneer install --no-vendor` in your source tree, commit the results
+* verify version information with `python setup.py version`
+
+## Version Identifiers
+
+Source trees come from a variety of places:
+
+* a version-control system checkout (mostly used by developers)
+* a nightly tarball, produced by build automation
+* a snapshot tarball, produced by a web-based VCS browser, like github's
+  "tarball from tag" feature
+* a release tarball, produced by "setup.py sdist", distributed through PyPI
+
+Within each source tree, the version identifier (either a string or a number,
+this tool is format-agnostic) can come from a variety of places:
+
+* ask the VCS tool itself, e.g. "git describe" (for checkouts), which knows
+  about recent "tags" and an absolute revision-id
+* the name of the directory into which the tarball was unpacked
+* an expanded VCS keyword ($Id$, etc)
+* a `_version.py` created by some earlier build step
+
+For released software, the version identifier is closely related to a VCS
+tag. Some projects use tag names that include more than just the version
+string (e.g. "myproject-1.2" instead of just "1.2"), in which case the tool
+needs to strip the tag prefix to extract the version identifier. For
+unreleased software (between tags), the version identifier should provide
+enough information to help developers recreate the same tree, while also
+giving them an idea of roughly how old the tree is (after version 1.2, before
+version 1.3). Many VCS systems can report a description that captures this,
+for example `git describe --tags --dirty --always` reports things like
+"0.7-1-g574ab98-dirty" to indicate that the checkout is one revision past the
+0.7 tag, has a unique revision id of "574ab98", and is "dirty" (it has
+uncommitted changes).
+
+The version identifier is used for multiple purposes:
+
+* to allow the module to self-identify its version: `myproject.__version__`
+* to choose a name and prefix for a 'setup.py sdist' tarball
+
+## Theory of Operation
+
+Versioneer works by adding a special `_version.py` file into your source
+tree, where your `__init__.py` can import it. This `_version.py` knows how to
+dynamically ask the VCS tool for version information at import time.
+
+`_version.py` also contains `$Revision$` markers, and the installation
+process marks `_version.py` to have this marker rewritten with a tag name
+during the `git archive` command. As a result, generated tarballs will
+contain enough information to get the proper version.
+
+To allow `setup.py` to compute a version too, a `versioneer.py` is added to
+the top level of your source tree, next to `setup.py` and the `setup.cfg`
+that configures it. This overrides several distutils/setuptools commands to
+compute the version when invoked, and changes `setup.py build` and `setup.py
+sdist` to replace `_version.py` with a small static file that contains just
+the generated version data.
+
+## Installation
+
+See [INSTALL.md](./INSTALL.md) for detailed installation instructions.
+
+## Version-String Flavors
+
+Code which uses Versioneer can learn about its version string at runtime by
+importing `_version` from your main `__init__.py` file and running the
+`get_versions()` function. From the "outside" (e.g. in `setup.py`), you can
+import the top-level `versioneer.py` and run `get_versions()`.
+
+Both functions return a dictionary with different flavors of version
+information:
+
+* `['version']`: A condensed version string, rendered using the selected
+  style. This is the most commonly used value for the project's version
+  string. The default "pep440" style yields strings like `0.11`,
+  `0.11+2.g1076c97`, or `0.11+2.g1076c97.dirty`. See the "Styles" section
+  below for alternative styles.
+
+* `['full-revisionid']`: detailed revision identifier. For Git, this is the
+  full SHA1 commit id, e.g. "1076c978a8d3cfc70f408fe5974aa6c092c949ac".
+
+* `['date']`: Date and time of the latest `HEAD` commit. For Git, it is the
+  commit date in ISO 8601 format. This will be None if the date is not
+  available.
+
+* `['dirty']`: a boolean, True if the tree has uncommitted changes. Note that
+  this is only accurate if run in a VCS checkout, otherwise it is likely to
+  be False or None
+
+* `['error']`: if the version string could not be computed, this will be set
+  to a string describing the problem, otherwise it will be None. It may be
+  useful to throw an exception in setup.py if this is set, to avoid e.g.
+  creating tarballs with a version string of "unknown".
+
+Some variants are more useful than others. Including `full-revisionid` in a
+bug report should allow developers to reconstruct the exact code being tested
+(or indicate the presence of local changes that should be shared with the
+developers). `version` is suitable for display in an "about" box or a CLI
+`--version` output: it can be easily compared against release notes and lists
+of bugs fixed in various releases.
+
+The installer adds the following text to your `__init__.py` to place a basic
+version in `YOURPROJECT.__version__`:
+
+    from ._version import get_versions
+    __version__ = get_versions()['version']
+    del get_versions
+
+## Styles
+
+The setup.cfg `style=` configuration controls how the VCS information is
+rendered into a version string.
+
+The default style, "pep440", produces a PEP440-compliant string, equal to the
+un-prefixed tag name for actual releases, and containing an additional "local
+version" section with more detail for in-between builds. For Git, this is
+TAG[+DISTANCE.gHEX[.dirty]] , using information from `git describe --tags
+--dirty --always`. For example "0.11+2.g1076c97.dirty" indicates that the
+tree is like the "1076c97" commit but has uncommitted changes (".dirty"), and
+that this commit is two revisions ("+2") beyond the "0.11" tag. For released
+software (exactly equal to a known tag), the identifier will only contain the
+stripped tag, e.g. "0.11".
+
+Other styles are available. See [details.md](details.md) in the Versioneer
+source tree for descriptions.
+
+## Debugging
+
+Versioneer tries to avoid fatal errors: if something goes wrong, it will tend
+to return a version of "0+unknown". To investigate the problem, run `setup.py
+version`, which will run the version-lookup code in a verbose mode, and will
+display the full contents of `get_versions()` (including the `error` string,
+which may help identify what went wrong).
+
+## Known Limitations
+
+Some situations are known to cause problems for Versioneer. This details the
+most significant ones. More can be found on Github
+[issues page](https://github.com/python-versioneer/python-versioneer/issues).
+
+### Subprojects
+
+Versioneer has limited support for source trees in which `setup.py` is not in
+the root directory (e.g. `setup.py` and `.git/` are *not* siblings). The are
+two common reasons why `setup.py` might not be in the root:
+
+* Source trees which contain multiple subprojects, such as
+  [Buildbot](https://github.com/buildbot/buildbot), which contains both
+  "master" and "slave" subprojects, each with their own `setup.py`,
+  `setup.cfg`, and `tox.ini`. Projects like these produce multiple PyPI
+  distributions (and upload multiple independently-installable tarballs).
+* Source trees whose main purpose is to contain a C library, but which also
+  provide bindings to Python (and perhaps other languages) in subdirectories.
+
+Versioneer will look for `.git` in parent directories, and most operations
+should get the right version string. However `pip` and `setuptools` have bugs
+and implementation details which frequently cause `pip install .` from a
+subproject directory to fail to find a correct version string (so it usually
+defaults to `0+unknown`).
+
+`pip install --editable .` should work correctly. `setup.py install` might
+work too.
+
+Pip-8.1.1 is known to have this problem, but hopefully it will get fixed in
+some later version.
+
+[Bug #38](https://github.com/python-versioneer/python-versioneer/issues/38) is tracking
+this issue. The discussion in
+[PR #61](https://github.com/python-versioneer/python-versioneer/pull/61) describes the
+issue from the Versioneer side in more detail.
+[pip PR#3176](https://github.com/pypa/pip/pull/3176) and
+[pip PR#3615](https://github.com/pypa/pip/pull/3615) contain work to improve
+pip to let Versioneer work correctly.
+
+Versioneer-0.16 and earlier only looked for a `.git` directory next to the
+`setup.cfg`, so subprojects were completely unsupported with those releases.
+
+### Editable installs with setuptools <= 18.5
+
+`setup.py develop` and `pip install --editable .` allow you to install a
+project into a virtualenv once, then continue editing the source code (and
+test) without re-installing after every change.
+
+"Entry-point scripts" (`setup(entry_points={"console_scripts": ..})`) are a
+convenient way to specify executable scripts that should be installed along
+with the python package.
+
+These both work as expected when using modern setuptools. When using
+setuptools-18.5 or earlier, however, certain operations will cause
+`pkg_resources.DistributionNotFound` errors when running the entrypoint
+script, which must be resolved by re-installing the package. This happens
+when the install happens with one version, then the egg_info data is
+regenerated while a different version is checked out. Many setup.py commands
+cause egg_info to be rebuilt (including `sdist`, `wheel`, and installing into
+a different virtualenv), so this can be surprising.
+
+[Bug #83](https://github.com/python-versioneer/python-versioneer/issues/83) describes
+this one, but upgrading to a newer version of setuptools should probably
+resolve it.
+
+
+## Updating Versioneer
+
+To upgrade your project to a new release of Versioneer, do the following:
+
+* install the new Versioneer (`pip install -U versioneer` or equivalent)
+* edit `setup.cfg` and `pyproject.toml`, if necessary,
+  to include any new configuration settings indicated by the release notes.
+  See [UPGRADING](./UPGRADING.md) for details.
+* re-run `versioneer install --[no-]vendor` in your source tree, to replace
+  `SRC/_version.py`
+* commit any changed files
+
+## Future Directions
+
+This tool is designed to make it easily extended to other version-control
+systems: all VCS-specific components are in separate directories like
+src/git/ . The top-level `versioneer.py` script is assembled from these
+components by running make-versioneer.py . In the future, make-versioneer.py
+will take a VCS name as an argument, and will construct a version of
+`versioneer.py` that is specific to the given VCS. It might also take the
+configuration arguments that are currently provided manually during
+installation by editing setup.py . Alternatively, it might go the other
+direction and include code from all supported VCS systems, reducing the
+number of intermediate scripts.
+
+## Similar projects
+
+* [setuptools_scm](https://github.com/pypa/setuptools_scm/) - a non-vendored build-time
+  dependency
+* [minver](https://github.com/jbweston/miniver) - a lightweight reimplementation of
+  versioneer
+* [versioningit](https://github.com/jwodder/versioningit) - a PEP 518-based setuptools
+  plugin
+
+## License
+
+To make Versioneer easier to embed, all its code is dedicated to the public
+domain. The `_version.py` that it creates is also in the public domain.
+Specifically, both are released under the "Unlicense", as described in
+https://unlicense.org/.
+
+[pypi-image]: https://img.shields.io/pypi/v/versioneer.svg
+[pypi-url]: https://pypi.python.org/pypi/versioneer/
+[travis-image]:
+https://img.shields.io/travis/com/python-versioneer/python-versioneer.svg
+[travis-url]: https://travis-ci.com/github/python-versioneer/python-versioneer
+
+"""
+# pylint:disable=invalid-name,import-outside-toplevel,missing-function-docstring
+# pylint:disable=missing-class-docstring,too-many-branches,too-many-statements
+# pylint:disable=raise-missing-from,too-many-lines,too-many-locals,import-error
+# pylint:disable=too-few-public-methods,redefined-outer-name,consider-using-with
+# pylint:disable=attribute-defined-outside-init,too-many-arguments
+
+import configparser
+import errno
+import json
+import os
+import re
+import subprocess
+import sys
+from pathlib import Path
+from typing import Callable, Dict
+import functools
+
+have_tomllib = True
+if sys.version_info >= (3, 11):
+    import tomllib
+else:
+    try:
+        import tomli as tomllib
+    except ImportError:
+        have_tomllib = False
+
+
+class VersioneerConfig:
+    """Container for Versioneer configuration parameters."""
+
+
+def get_root():
+    """Get the project root directory.
+
+    We require that all commands are run from the project root, i.e. the
+    directory that contains setup.py, setup.cfg, and versioneer.py .
+    """
+    root = os.path.realpath(os.path.abspath(os.getcwd()))
+    setup_py = os.path.join(root, "setup.py")
+    versioneer_py = os.path.join(root, "versioneer.py")
+    if not (os.path.exists(setup_py) or os.path.exists(versioneer_py)):
+        # allow 'python path/to/setup.py COMMAND'
+        root = os.path.dirname(os.path.realpath(os.path.abspath(sys.argv[0])))
+        setup_py = os.path.join(root, "setup.py")
+        versioneer_py = os.path.join(root, "versioneer.py")
+    if not (os.path.exists(setup_py) or os.path.exists(versioneer_py)):
+        err = (
+            "Versioneer was unable to run the project root directory. "
+            "Versioneer requires setup.py to be executed from "
+            "its immediate directory (like 'python setup.py COMMAND'), "
+            "or in a way that lets it use sys.argv[0] to find the root "
+            "(like 'python path/to/setup.py COMMAND')."
+        )
+        raise VersioneerBadRootError(err)
+    try:
+        # Certain runtime workflows (setup.py install/develop in a setuptools
+        # tree) execute all dependencies in a single python process, so
+        # "versioneer" may be imported multiple times, and python's shared
+        # module-import table will cache the first one. So we can't use
+        # os.path.dirname(__file__), as that will find whichever
+        # versioneer.py was first imported, even in later projects.
+        my_path = os.path.realpath(os.path.abspath(__file__))
+        me_dir = os.path.normcase(os.path.splitext(my_path)[0])
+        vsr_dir = os.path.normcase(os.path.splitext(versioneer_py)[0])
+        if me_dir != vsr_dir and "VERSIONEER_PEP518" not in globals():
+            print(
+                "Warning: build in %s is using versioneer.py from %s"
+                % (os.path.dirname(my_path), versioneer_py)
+            )
+    except NameError:
+        pass
+    return root
+
+
+def get_config_from_root(root):
+    """Read the project setup.cfg file to determine Versioneer config."""
+    # This might raise OSError (if setup.cfg is missing), or
+    # configparser.NoSectionError (if it lacks a [versioneer] section), or
+    # configparser.NoOptionError (if it lacks "VCS="). See the docstring at
+    # the top of versioneer.py for instructions on writing your setup.cfg .
+    root = Path(root)
+    pyproject_toml = root / "pyproject.toml"
+    setup_cfg = root / "setup.cfg"
+    section = None
+    if pyproject_toml.exists() and have_tomllib:
+        try:
+            with open(pyproject_toml, "rb") as fobj:
+                pp = tomllib.load(fobj)
+            section = pp["tool"]["versioneer"]
+        except (tomllib.TOMLDecodeError, KeyError):
+            pass
+    if not section:
+        parser = configparser.ConfigParser()
+        with open(setup_cfg) as cfg_file:
+            parser.read_file(cfg_file)
+        parser.get("versioneer", "VCS")  # raise error if missing
+
+        section = parser["versioneer"]
+
+    cfg = VersioneerConfig()
+    cfg.VCS = section["VCS"]
+    cfg.style = section.get("style", "")
+    cfg.versionfile_source = section.get("versionfile_source")
+    cfg.versionfile_build = section.get("versionfile_build")
+    cfg.tag_prefix = section.get("tag_prefix")
+    if cfg.tag_prefix in ("''", '""', None):
+        cfg.tag_prefix = ""
+    cfg.parentdir_prefix = section.get("parentdir_prefix")
+    cfg.verbose = section.get("verbose")
+    return cfg
+
+
+class NotThisMethod(Exception):
+    """Exception raised if a method is not valid for the current scenario."""
+
+
+# these dictionaries contain VCS-specific tools
+LONG_VERSION_PY: Dict[str, str] = {}
+HANDLERS: Dict[str, Dict[str, Callable]] = {}
+
+
+def register_vcs_handler(vcs, method):  # decorator
+    """Create decorator to mark a method as the handler of a VCS."""
+
+    def decorate(f):
+        """Store f in HANDLERS[vcs][method]."""
+        HANDLERS.setdefault(vcs, {})[method] = f
+        return f
+
+    return decorate
+
+
+def run_command(
+    commands, args, cwd=None, verbose=False, hide_stderr=False, env=None
+):
+    """Call the given command(s)."""
+    assert isinstance(commands, list)
+    process = None
+
+    popen_kwargs = {}
+    if sys.platform == "win32":
+        # This hides the console window if pythonw.exe is used
+        startupinfo = subprocess.STARTUPINFO()
+        startupinfo.dwFlags |= subprocess.STARTF_USESHOWWINDOW
+        popen_kwargs["startupinfo"] = startupinfo
+
+    for command in commands:
+        try:
+            dispcmd = str([command] + args)
+            # remember shell=False, so use git.cmd on windows, not just git
+            process = subprocess.Popen(
+                [command] + args,
+                cwd=cwd,
+                env=env,
+                stdout=subprocess.PIPE,
+                stderr=(subprocess.PIPE if hide_stderr else None),
+                **popen_kwargs,
+            )
+            break
+        except OSError:
+            e = sys.exc_info()[1]
+            if e.errno == errno.ENOENT:
+                continue
+            if verbose:
+                print("unable to run %s" % dispcmd)
+                print(e)
+            return None, None
+    else:
+        if verbose:
+            print("unable to find command, tried %s" % (commands,))
+        return None, None
+    stdout = process.communicate()[0].strip().decode()
+    if process.returncode != 0:
+        if verbose:
+            print("unable to run %s (error)" % dispcmd)
+            print("stdout was %s" % stdout)
+        return None, process.returncode
+    return stdout, process.returncode
+
+
+LONG_VERSION_PY[
+    "git"
+] = r'''
+# This file helps to compute a version number in source trees obtained from
+# git-archive tarball (such as those provided by githubs download-from-tag
+# feature). Distribution tarballs (built by setup.py sdist) and build
+# directories (produced by setup.py build) will contain a much shorter file
+# that just contains the computed version number.
+
+# This file is released into the public domain.
+# Generated by versioneer-0.28
+# https://github.com/python-versioneer/python-versioneer
+
+"""Git implementation of _version.py."""
+
+import errno
+import os
+import re
+import subprocess
+import sys
+from typing import Callable, Dict
+import functools
+
+
+def get_keywords():
+    """Get the keywords needed to look up the version information."""
+    # these strings will be replaced by git during git-archive.
+    # setup.py/versioneer.py will grep for the variable names, so they must
+    # each be defined on a line of their own. _version.py will just call
+    # get_keywords().
+    git_refnames = "%(DOLLAR)sFormat:%%d%(DOLLAR)s"
+    git_full = "%(DOLLAR)sFormat:%%H%(DOLLAR)s"
+    git_date = "%(DOLLAR)sFormat:%%ci%(DOLLAR)s"
+    keywords = {"refnames": git_refnames, "full": git_full, "date": git_date}
+    return keywords
+
+
+class VersioneerConfig:
+    """Container for Versioneer configuration parameters."""
+
+
+def get_config():
+    """Create, populate and return the VersioneerConfig() object."""
+    # these strings are filled in when 'setup.py versioneer' creates
+    # _version.py
+    cfg = VersioneerConfig()
+    cfg.VCS = "git"
+    cfg.style = "%(STYLE)s"
+    cfg.tag_prefix = "%(TAG_PREFIX)s"
+    cfg.parentdir_prefix = "%(PARENTDIR_PREFIX)s"
+    cfg.versionfile_source = "%(VERSIONFILE_SOURCE)s"
+    cfg.verbose = False
+    return cfg
+
+
+class NotThisMethod(Exception):
+    """Exception raised if a method is not valid for the current scenario."""
+
+
+LONG_VERSION_PY: Dict[str, str] = {}
+HANDLERS: Dict[str, Dict[str, Callable]] = {}
+
+
+def register_vcs_handler(vcs, method):  # decorator
+    """Create decorator to mark a method as the handler of a VCS."""
+    def decorate(f):
+        """Store f in HANDLERS[vcs][method]."""
+        if vcs not in HANDLERS:
+            HANDLERS[vcs] = {}
+        HANDLERS[vcs][method] = f
+        return f
+    return decorate
+
+
+def run_command(commands, args, cwd=None, verbose=False, hide_stderr=False,
+                env=None):
+    """Call the given command(s)."""
+    assert isinstance(commands, list)
+    process = None
+
+    popen_kwargs = {}
+    if sys.platform == "win32":
+        # This hides the console window if pythonw.exe is used
+        startupinfo = subprocess.STARTUPINFO()
+        startupinfo.dwFlags |= subprocess.STARTF_USESHOWWINDOW
+        popen_kwargs["startupinfo"] = startupinfo
+
+    for command in commands:
+        try:
+            dispcmd = str([command] + args)
+            # remember shell=False, so use git.cmd on windows, not just git
+            process = subprocess.Popen([command] + args, cwd=cwd, env=env,
+                                       stdout=subprocess.PIPE,
+                                       stderr=(subprocess.PIPE if hide_stderr
+                                               else None), **popen_kwargs)
+            break
+        except OSError:
+            e = sys.exc_info()[1]
+            if e.errno == errno.ENOENT:
+                continue
+            if verbose:
+                print("unable to run %%s" %% dispcmd)
+                print(e)
+            return None, None
+    else:
+        if verbose:
+            print("unable to find command, tried %%s" %% (commands,))
+        return None, None
+    stdout = process.communicate()[0].strip().decode()
+    if process.returncode != 0:
+        if verbose:
+            print("unable to run %%s (error)" %% dispcmd)
+            print("stdout was %%s" %% stdout)
+        return None, process.returncode
+    return stdout, process.returncode
+
+
+def versions_from_parentdir(parentdir_prefix, root, verbose):
+    """Try to determine the version from the parent directory name.
+
+    Source tarballs conventionally unpack into a directory that includes both
+    the project name and a version string. We will also support searching up
+    two directory levels for an appropriately named parent directory
+    """
+    rootdirs = []
+
+    for _ in range(3):
+        dirname = os.path.basename(root)
+        if dirname.startswith(parentdir_prefix):
+            return {"version": dirname[len(parentdir_prefix):],
+                    "full-revisionid": None,
+                    "dirty": False, "error": None, "date": None}
+        rootdirs.append(root)
+        root = os.path.dirname(root)  # up a level
+
+    if verbose:
+        print("Tried directories %%s but none started with prefix %%s" %%
+              (str(rootdirs), parentdir_prefix))
+    raise NotThisMethod("rootdir doesn't start with parentdir_prefix")
+
+
+@register_vcs_handler("git", "get_keywords")
+def git_get_keywords(versionfile_abs):
+    """Extract version information from the given file."""
+    # the code embedded in _version.py can just fetch the value of these
+    # keywords. When used from setup.py, we don't want to import _version.py,
+    # so we do it with a regexp instead. This function is not used from
+    # _version.py.
+    keywords = {}
+    try:
+        with open(versionfile_abs, "r") as fobj:
+            for line in fobj:
+                if line.strip().startswith("git_refnames ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["refnames"] = mo.group(1)
+                if line.strip().startswith("git_full ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["full"] = mo.group(1)
+                if line.strip().startswith("git_date ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["date"] = mo.group(1)
+    except OSError:
+        pass
+    return keywords
+
+
+@register_vcs_handler("git", "keywords")
+def git_versions_from_keywords(keywords, tag_prefix, verbose):
+    """Get version information from git keywords."""
+    if "refnames" not in keywords:
+        raise NotThisMethod("Short version file found")
+    date = keywords.get("date")
+    if date is not None:
+        # Use only the last line.  Previous lines may contain GPG signature
+        # information.
+        date = date.splitlines()[-1]
+
+        # git-2.2.0 added "%%cI", which expands to an ISO-8601 -compliant
+        # datestamp. However we prefer "%%ci" (which expands to an "ISO-8601
+        # -like" string, which we must then edit to make compliant), because
+        # it's been around since git-1.5.3, and it's too difficult to
+        # discover which version we're using, or to work around using an
+        # older one.
+        date = date.strip().replace(" ", "T", 1).replace(" ", "", 1)
+    refnames = keywords["refnames"].strip()
+    if refnames.startswith("$Format"):
+        if verbose:
+            print("keywords are unexpanded, not using")
+        raise NotThisMethod("unexpanded keywords, not a git-archive tarball")
+    refs = {r.strip() for r in refnames.strip("()").split(",")}
+    # starting in git-1.8.3, tags are listed as "tag: foo-1.0" instead of
+    # just "foo-1.0". If we see a "tag: " prefix, prefer those.
+    TAG = "tag: "
+    tags = {r[len(TAG):] for r in refs if r.startswith(TAG)}
+    if not tags:
+        # Either we're using git < 1.8.3, or there really are no tags. We use
+        # a heuristic: assume all version tags have a digit. The old git %%d
+        # expansion behaves like git log --decorate=short and strips out the
+        # refs/heads/ and refs/tags/ prefixes that would let us distinguish
+        # between branches and tags. By ignoring refnames without digits, we
+        # filter out many common branch names like "release" and
+        # "stabilization", as well as "HEAD" and "master".
+        tags = {r for r in refs if re.search(r'\d', r)}
+        if verbose:
+            print("discarding '%%s', no digits" %% ",".join(refs - tags))
+    if verbose:
+        print("likely tags: %%s" %% ",".join(sorted(tags)))
+    for ref in sorted(tags):
+        # sorting will prefer e.g. "2.0" over "2.0rc1"
+        if ref.startswith(tag_prefix):
+            r = ref[len(tag_prefix):]
+            # Filter out refs that exactly match prefix or that don't start
+            # with a number once the prefix is stripped (mostly a concern
+            # when prefix is '')
+            if not re.match(r'\d', r):
+                continue
+            if verbose:
+                print("picking %%s" %% r)
+            return {"version": r,
+                    "full-revisionid": keywords["full"].strip(),
+                    "dirty": False, "error": None,
+                    "date": date}
+    # no suitable tags, so version is "0+unknown", but full hex is still there
+    if verbose:
+        print("no suitable tags, using unknown + full revision id")
+    return {"version": "0+unknown",
+            "full-revisionid": keywords["full"].strip(),
+            "dirty": False, "error": "no suitable tags", "date": None}
+
+
+@register_vcs_handler("git", "pieces_from_vcs")
+def git_pieces_from_vcs(tag_prefix, root, verbose, runner=run_command):
+    """Get version from 'git describe' in the root of the source tree.
+
+    This only gets called if the git-archive 'subst' keywords were *not*
+    expanded, and _version.py hasn't already been rewritten with a short
+    version string, meaning we're inside a checked out source tree.
+    """
+    GITS = ["git"]
+    if sys.platform == "win32":
+        GITS = ["git.cmd", "git.exe"]
+
+    # GIT_DIR can interfere with correct operation of Versioneer.
+    # It may be intended to be passed to the Versioneer-versioned project,
+    # but that should not change where we get our version from.
+    env = os.environ.copy()
+    env.pop("GIT_DIR", None)
+    runner = functools.partial(runner, env=env)
+
+    _, rc = runner(GITS, ["rev-parse", "--git-dir"], cwd=root,
+                   hide_stderr=not verbose)
+    if rc != 0:
+        if verbose:
+            print("Directory %%s not under git control" %% root)
+        raise NotThisMethod("'git rev-parse --git-dir' returned error")
+
+    # if there is a tag matching tag_prefix, this yields TAG-NUM-gHEX[-dirty]
+    # if there isn't one, this yields HEX[-dirty] (no NUM)
+    describe_out, rc = runner(GITS, [
+        "describe", "--tags", "--dirty", "--always", "--long",
+        "--match", f"{tag_prefix}[[:digit:]]*"
+    ], cwd=root)
+    # --long was added in git-1.5.5
+    if describe_out is None:
+        raise NotThisMethod("'git describe' failed")
+    describe_out = describe_out.strip()
+    full_out, rc = runner(GITS, ["rev-parse", "HEAD"], cwd=root)
+    if full_out is None:
+        raise NotThisMethod("'git rev-parse' failed")
+    full_out = full_out.strip()
+
+    pieces = {}
+    pieces["long"] = full_out
+    pieces["short"] = full_out[:7]  # maybe improved later
+    pieces["error"] = None
+
+    branch_name, rc = runner(GITS, ["rev-parse", "--abbrev-ref", "HEAD"],
+                             cwd=root)
+    # --abbrev-ref was added in git-1.6.3
+    if rc != 0 or branch_name is None:
+        raise NotThisMethod("'git rev-parse --abbrev-ref' returned error")
+    branch_name = branch_name.strip()
+
+    if branch_name == "HEAD":
+        # If we aren't exactly on a branch, pick a branch which represents
+        # the current commit. If all else fails, we are on a branchless
+        # commit.
+        branches, rc = runner(GITS, ["branch", "--contains"], cwd=root)
+        # --contains was added in git-1.5.4
+        if rc != 0 or branches is None:
+            raise NotThisMethod("'git branch --contains' returned error")
+        branches = branches.split("\n")
+
+        # Remove the first line if we're running detached
+        if "(" in branches[0]:
+            branches.pop(0)
+
+        # Strip off the leading "* " from the list of branches.
+        branches = [branch[2:] for branch in branches]
+        if "master" in branches:
+            branch_name = "master"
+        elif not branches:
+            branch_name = None
+        else:
+            # Pick the first branch that is returned. Good or bad.
+            branch_name = branches[0]
+
+    pieces["branch"] = branch_name
+
+    # parse describe_out. It will be like TAG-NUM-gHEX[-dirty] or HEX[-dirty]
+    # TAG might have hyphens.
+    git_describe = describe_out
+
+    # look for -dirty suffix
+    dirty = git_describe.endswith("-dirty")
+    pieces["dirty"] = dirty
+    if dirty:
+        git_describe = git_describe[:git_describe.rindex("-dirty")]
+
+    # now we have TAG-NUM-gHEX or HEX
+
+    if "-" in git_describe:
+        # TAG-NUM-gHEX
+        mo = re.search(r'^(.+)-(\d+)-g([0-9a-f]+)$', git_describe)
+        if not mo:
+            # unparsable. Maybe git-describe is misbehaving?
+            pieces["error"] = ("unable to parse git-describe output: '%%s'"
+                               %% describe_out)
+            return pieces
+
+        # tag
+        full_tag = mo.group(1)
+        if not full_tag.startswith(tag_prefix):
+            if verbose:
+                fmt = "tag '%%s' doesn't start with prefix '%%s'"
+                print(fmt %% (full_tag, tag_prefix))
+            pieces["error"] = ("tag '%%s' doesn't start with prefix '%%s'"
+                               %% (full_tag, tag_prefix))
+            return pieces
+        pieces["closest-tag"] = full_tag[len(tag_prefix):]
+
+        # distance: number of commits since tag
+        pieces["distance"] = int(mo.group(2))
+
+        # commit: short hex revision ID
+        pieces["short"] = mo.group(3)
+
+    else:
+        # HEX: no tags
+        pieces["closest-tag"] = None
+        out, rc = runner(GITS, ["rev-list", "HEAD", "--left-right"], cwd=root)
+        pieces["distance"] = len(out.split())  # total number of commits
+
+    # commit date: see ISO-8601 comment in git_versions_from_keywords()
+    date = runner(GITS, ["show", "-s", "--format=%%ci", "HEAD"], cwd=root)[0].strip()
+    # Use only the last line.  Previous lines may contain GPG signature
+    # information.
+    date = date.splitlines()[-1]
+    pieces["date"] = date.strip().replace(" ", "T", 1).replace(" ", "", 1)
+
+    return pieces
+
+
+def plus_or_dot(pieces):
+    """Return a + if we don't already have one, else return a ."""
+    if "+" in pieces.get("closest-tag", ""):
+        return "."
+    return "+"
+
+
+def render_pep440(pieces):
+    """Build up version string, with post-release "local version identifier".
+
+    Our goal: TAG[+DISTANCE.gHEX[.dirty]] . Note that if you
+    get a tagged build and then dirty it, you'll get TAG+0.gHEX.dirty
+
+    Exceptions:
+    1: no tags. git_describe was just HEX. 0+untagged.DISTANCE.gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += plus_or_dot(pieces)
+            rendered += "%%d.g%%s" %% (pieces["distance"], pieces["short"])
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0+untagged.%%d.g%%s" %% (pieces["distance"],
+                                          pieces["short"])
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def render_pep440_branch(pieces):
+    """TAG[[.dev0]+DISTANCE.gHEX[.dirty]] .
+
+    The ".dev0" means not master branch. Note that .dev0 sorts backwards
+    (a feature branch will appear "older" than the master branch).
+
+    Exceptions:
+    1: no tags. 0[.dev0]+untagged.DISTANCE.gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            if pieces["branch"] != "master":
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "%%d.g%%s" %% (pieces["distance"], pieces["short"])
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0"
+        if pieces["branch"] != "master":
+            rendered += ".dev0"
+        rendered += "+untagged.%%d.g%%s" %% (pieces["distance"],
+                                          pieces["short"])
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def pep440_split_post(ver):
+    """Split pep440 version string at the post-release segment.
+
+    Returns the release segments before the post-release and the
+    post-release version number (or -1 if no post-release segment is present).
+    """
+    vc = str.split(ver, ".post")
+    return vc[0], int(vc[1] or 0) if len(vc) == 2 else None
+
+
+def render_pep440_pre(pieces):
+    """TAG[.postN.devDISTANCE] -- No -dirty.
+
+    Exceptions:
+    1: no tags. 0.post0.devDISTANCE
+    """
+    if pieces["closest-tag"]:
+        if pieces["distance"]:
+            # update the post release segment
+            tag_version, post_version = pep440_split_post(pieces["closest-tag"])
+            rendered = tag_version
+            if post_version is not None:
+                rendered += ".post%%d.dev%%d" %% (post_version + 1, pieces["distance"])
+            else:
+                rendered += ".post0.dev%%d" %% (pieces["distance"])
+        else:
+            # no commits, use the tag as the version
+            rendered = pieces["closest-tag"]
+    else:
+        # exception #1
+        rendered = "0.post0.dev%%d" %% pieces["distance"]
+    return rendered
+
+
+def render_pep440_post(pieces):
+    """TAG[.postDISTANCE[.dev0]+gHEX] .
+
+    The ".dev0" means dirty. Note that .dev0 sorts backwards
+    (a dirty tree will appear "older" than the corresponding clean one),
+    but you shouldn't be releasing software with -dirty anyways.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%%d" %% pieces["distance"]
+            if pieces["dirty"]:
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "g%%s" %% pieces["short"]
+    else:
+        # exception #1
+        rendered = "0.post%%d" %% pieces["distance"]
+        if pieces["dirty"]:
+            rendered += ".dev0"
+        rendered += "+g%%s" %% pieces["short"]
+    return rendered
+
+
+def render_pep440_post_branch(pieces):
+    """TAG[.postDISTANCE[.dev0]+gHEX[.dirty]] .
+
+    The ".dev0" means not master branch.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]+gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%%d" %% pieces["distance"]
+            if pieces["branch"] != "master":
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "g%%s" %% pieces["short"]
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0.post%%d" %% pieces["distance"]
+        if pieces["branch"] != "master":
+            rendered += ".dev0"
+        rendered += "+g%%s" %% pieces["short"]
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def render_pep440_old(pieces):
+    """TAG[.postDISTANCE[.dev0]] .
+
+    The ".dev0" means dirty.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%%d" %% pieces["distance"]
+            if pieces["dirty"]:
+                rendered += ".dev0"
+    else:
+        # exception #1
+        rendered = "0.post%%d" %% pieces["distance"]
+        if pieces["dirty"]:
+            rendered += ".dev0"
+    return rendered
+
+
+def render_git_describe(pieces):
+    """TAG[-DISTANCE-gHEX][-dirty].
+
+    Like 'git describe --tags --dirty --always'.
+
+    Exceptions:
+    1: no tags. HEX[-dirty]  (note: no 'g' prefix)
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"]:
+            rendered += "-%%d-g%%s" %% (pieces["distance"], pieces["short"])
+    else:
+        # exception #1
+        rendered = pieces["short"]
+    if pieces["dirty"]:
+        rendered += "-dirty"
+    return rendered
+
+
+def render_git_describe_long(pieces):
+    """TAG-DISTANCE-gHEX[-dirty].
+
+    Like 'git describe --tags --dirty --always -long'.
+    The distance/hash is unconditional.
+
+    Exceptions:
+    1: no tags. HEX[-dirty]  (note: no 'g' prefix)
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        rendered += "-%%d-g%%s" %% (pieces["distance"], pieces["short"])
+    else:
+        # exception #1
+        rendered = pieces["short"]
+    if pieces["dirty"]:
+        rendered += "-dirty"
+    return rendered
+
+
+def render(pieces, style):
+    """Render the given version pieces into the requested style."""
+    if pieces["error"]:
+        return {"version": "unknown",
+                "full-revisionid": pieces.get("long"),
+                "dirty": None,
+                "error": pieces["error"],
+                "date": None}
+
+    if not style or style == "default":
+        style = "pep440"  # the default
+
+    if style == "pep440":
+        rendered = render_pep440(pieces)
+    elif style == "pep440-branch":
+        rendered = render_pep440_branch(pieces)
+    elif style == "pep440-pre":
+        rendered = render_pep440_pre(pieces)
+    elif style == "pep440-post":
+        rendered = render_pep440_post(pieces)
+    elif style == "pep440-post-branch":
+        rendered = render_pep440_post_branch(pieces)
+    elif style == "pep440-old":
+        rendered = render_pep440_old(pieces)
+    elif style == "git-describe":
+        rendered = render_git_describe(pieces)
+    elif style == "git-describe-long":
+        rendered = render_git_describe_long(pieces)
+    else:
+        raise ValueError("unknown style '%%s'" %% style)
+
+    return {"version": rendered, "full-revisionid": pieces["long"],
+            "dirty": pieces["dirty"], "error": None,
+            "date": pieces.get("date")}
+
+
+def get_versions():
+    """Get version information or return default if unable to do so."""
+    # I am in _version.py, which lives at ROOT/VERSIONFILE_SOURCE. If we have
+    # __file__, we can work backwards from there to the root. Some
+    # py2exe/bbfreeze/non-CPython implementations don't do __file__, in which
+    # case we can only use expanded keywords.
+
+    cfg = get_config()
+    verbose = cfg.verbose
+
+    try:
+        return git_versions_from_keywords(get_keywords(), cfg.tag_prefix,
+                                          verbose)
+    except NotThisMethod:
+        pass
+
+    try:
+        root = os.path.realpath(__file__)
+        # versionfile_source is the relative path from the top of the source
+        # tree (where the .git directory might live) to this file. Invert
+        # this to find the root from __file__.
+        for _ in cfg.versionfile_source.split('/'):
+            root = os.path.dirname(root)
+    except NameError:
+        return {"version": "0+unknown", "full-revisionid": None,
+                "dirty": None,
+                "error": "unable to find root of source tree",
+                "date": None}
+
+    try:
+        pieces = git_pieces_from_vcs(cfg.tag_prefix, root, verbose)
+        return render(pieces, cfg.style)
+    except NotThisMethod:
+        pass
+
+    try:
+        if cfg.parentdir_prefix:
+            return versions_from_parentdir(cfg.parentdir_prefix, root, verbose)
+    except NotThisMethod:
+        pass
+
+    return {"version": "0+unknown", "full-revisionid": None,
+            "dirty": None,
+            "error": "unable to compute version", "date": None}
+'''
+
+
+@register_vcs_handler("git", "get_keywords")
+def git_get_keywords(versionfile_abs):
+    """Extract version information from the given file."""
+    # the code embedded in _version.py can just fetch the value of these
+    # keywords. When used from setup.py, we don't want to import _version.py,
+    # so we do it with a regexp instead. This function is not used from
+    # _version.py.
+    keywords = {}
+    try:
+        with open(versionfile_abs, "r") as fobj:
+            for line in fobj:
+                if line.strip().startswith("git_refnames ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["refnames"] = mo.group(1)
+                if line.strip().startswith("git_full ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["full"] = mo.group(1)
+                if line.strip().startswith("git_date ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["date"] = mo.group(1)
+    except OSError:
+        pass
+    return keywords
+
+
+@register_vcs_handler("git", "keywords")
+def git_versions_from_keywords(keywords, tag_prefix, verbose):
+    """Get version information from git keywords."""
+    if "refnames" not in keywords:
+        raise NotThisMethod("Short version file found")
+    date = keywords.get("date")
+    if date is not None:
+        # Use only the last line.  Previous lines may contain GPG signature
+        # information.
+        date = date.splitlines()[-1]
+
+        # git-2.2.0 added "%cI", which expands to an ISO-8601 -compliant
+        # datestamp. However we prefer "%ci" (which expands to an "ISO-8601
+        # -like" string, which we must then edit to make compliant), because
+        # it's been around since git-1.5.3, and it's too difficult to
+        # discover which version we're using, or to work around using an
+        # older one.
+        date = date.strip().replace(" ", "T", 1).replace(" ", "", 1)
+    refnames = keywords["refnames"].strip()
+    if refnames.startswith("$Format"):
+        if verbose:
+            print("keywords are unexpanded, not using")
+        raise NotThisMethod("unexpanded keywords, not a git-archive tarball")
+    refs = {r.strip() for r in refnames.strip("()").split(",")}
+    # starting in git-1.8.3, tags are listed as "tag: foo-1.0" instead of
+    # just "foo-1.0". If we see a "tag: " prefix, prefer those.
+    TAG = "tag: "
+    tags = {r[len(TAG) :] for r in refs if r.startswith(TAG)}
+    if not tags:
+        # Either we're using git < 1.8.3, or there really are no tags. We use
+        # a heuristic: assume all version tags have a digit. The old git %d
+        # expansion behaves like git log --decorate=short and strips out the
+        # refs/heads/ and refs/tags/ prefixes that would let us distinguish
+        # between branches and tags. By ignoring refnames without digits, we
+        # filter out many common branch names like "release" and
+        # "stabilization", as well as "HEAD" and "master".
+        tags = {r for r in refs if re.search(r"\d", r)}
+        if verbose:
+            print("discarding '%s', no digits" % ",".join(refs - tags))
+    if verbose:
+        print("likely tags: %s" % ",".join(sorted(tags)))
+    for ref in sorted(tags):
+        # sorting will prefer e.g. "2.0" over "2.0rc1"
+        if ref.startswith(tag_prefix):
+            r = ref[len(tag_prefix) :]
+            # Filter out refs that exactly match prefix or that don't start
+            # with a number once the prefix is stripped (mostly a concern
+            # when prefix is '')
+            if not re.match(r"\d", r):
+                continue
+            if verbose:
+                print("picking %s" % r)
+            return {
+                "version": r,
+                "full-revisionid": keywords["full"].strip(),
+                "dirty": False,
+                "error": None,
+                "date": date,
+            }
+    # no suitable tags, so version is "0+unknown", but full hex is still there
+    if verbose:
+        print("no suitable tags, using unknown + full revision id")
+    return {
+        "version": "0+unknown",
+        "full-revisionid": keywords["full"].strip(),
+        "dirty": False,
+        "error": "no suitable tags",
+        "date": None,
+    }
+
+
+@register_vcs_handler("git", "pieces_from_vcs")
+def git_pieces_from_vcs(tag_prefix, root, verbose, runner=run_command):
+    """Get version from 'git describe' in the root of the source tree.
+
+    This only gets called if the git-archive 'subst' keywords were *not*
+    expanded, and _version.py hasn't already been rewritten with a short
+    version string, meaning we're inside a checked out source tree.
+    """
+    GITS = ["git"]
+    if sys.platform == "win32":
+        GITS = ["git.cmd", "git.exe"]
+
+    # GIT_DIR can interfere with correct operation of Versioneer.
+    # It may be intended to be passed to the Versioneer-versioned project,
+    # but that should not change where we get our version from.
+    env = os.environ.copy()
+    env.pop("GIT_DIR", None)
+    runner = functools.partial(runner, env=env)
+
+    _, rc = runner(
+        GITS, ["rev-parse", "--git-dir"], cwd=root, hide_stderr=not verbose
+    )
+    if rc != 0:
+        if verbose:
+            print("Directory %s not under git control" % root)
+        raise NotThisMethod("'git rev-parse --git-dir' returned error")
+
+    # if there is a tag matching tag_prefix, this yields TAG-NUM-gHEX[-dirty]
+    # if there isn't one, this yields HEX[-dirty] (no NUM)
+    describe_out, rc = runner(
+        GITS,
+        [
+            "describe",
+            "--tags",
+            "--dirty",
+            "--always",
+            "--long",
+            "--match",
+            f"{tag_prefix}[[:digit:]]*",
+        ],
+        cwd=root,
+    )
+    # --long was added in git-1.5.5
+    if describe_out is None:
+        raise NotThisMethod("'git describe' failed")
+    describe_out = describe_out.strip()
+    full_out, rc = runner(GITS, ["rev-parse", "HEAD"], cwd=root)
+    if full_out is None:
+        raise NotThisMethod("'git rev-parse' failed")
+    full_out = full_out.strip()
+
+    pieces = {}
+    pieces["long"] = full_out
+    pieces["short"] = full_out[:7]  # maybe improved later
+    pieces["error"] = None
+
+    branch_name, rc = runner(
+        GITS, ["rev-parse", "--abbrev-ref", "HEAD"], cwd=root
+    )
+    # --abbrev-ref was added in git-1.6.3
+    if rc != 0 or branch_name is None:
+        raise NotThisMethod("'git rev-parse --abbrev-ref' returned error")
+    branch_name = branch_name.strip()
+
+    if branch_name == "HEAD":
+        # If we aren't exactly on a branch, pick a branch which represents
+        # the current commit. If all else fails, we are on a branchless
+        # commit.
+        branches, rc = runner(GITS, ["branch", "--contains"], cwd=root)
+        # --contains was added in git-1.5.4
+        if rc != 0 or branches is None:
+            raise NotThisMethod("'git branch --contains' returned error")
+        branches = branches.split("\n")
+
+        # Remove the first line if we're running detached
+        if "(" in branches[0]:
+            branches.pop(0)
+
+        # Strip off the leading "* " from the list of branches.
+        branches = [branch[2:] for branch in branches]
+        if "master" in branches:
+            branch_name = "master"
+        elif not branches:
+            branch_name = None
+        else:
+            # Pick the first branch that is returned. Good or bad.
+            branch_name = branches[0]
+
+    pieces["branch"] = branch_name
+
+    # parse describe_out. It will be like TAG-NUM-gHEX[-dirty] or HEX[-dirty]
+    # TAG might have hyphens.
+    git_describe = describe_out
+
+    # look for -dirty suffix
+    dirty = git_describe.endswith("-dirty")
+    pieces["dirty"] = dirty
+    if dirty:
+        git_describe = git_describe[: git_describe.rindex("-dirty")]
+
+    # now we have TAG-NUM-gHEX or HEX
+
+    if "-" in git_describe:
+        # TAG-NUM-gHEX
+        mo = re.search(r"^(.+)-(\d+)-g([0-9a-f]+)$", git_describe)
+        if not mo:
+            # unparsable. Maybe git-describe is misbehaving?
+            pieces["error"] = (
+                "unable to parse git-describe output: '%s'" % describe_out
+            )
+            return pieces
+
+        # tag
+        full_tag = mo.group(1)
+        if not full_tag.startswith(tag_prefix):
+            if verbose:
+                fmt = "tag '%s' doesn't start with prefix '%s'"
+                print(fmt % (full_tag, tag_prefix))
+            pieces["error"] = "tag '%s' doesn't start with prefix '%s'" % (
+                full_tag,
+                tag_prefix,
+            )
+            return pieces
+        pieces["closest-tag"] = full_tag[len(tag_prefix) :]
+
+        # distance: number of commits since tag
+        pieces["distance"] = int(mo.group(2))
+
+        # commit: short hex revision ID
+        pieces["short"] = mo.group(3)
+
+    else:
+        # HEX: no tags
+        pieces["closest-tag"] = None
+        out, rc = runner(GITS, ["rev-list", "HEAD", "--left-right"], cwd=root)
+        pieces["distance"] = len(out.split())  # total number of commits
+
+    # commit date: see ISO-8601 comment in git_versions_from_keywords()
+    date = runner(GITS, ["show", "-s", "--format=%ci", "HEAD"], cwd=root)[
+        0
+    ].strip()
+    # Use only the last line.  Previous lines may contain GPG signature
+    # information.
+    date = date.splitlines()[-1]
+    pieces["date"] = date.strip().replace(" ", "T", 1).replace(" ", "", 1)
+
+    return pieces
+
+
+def do_vcs_install(versionfile_source, ipy):
+    """Git-specific installation logic for Versioneer.
+
+    For Git, this means creating/changing .gitattributes to mark _version.py
+    for export- subst keyword substitution.
+    """
+    GITS = ["git"]
+    if sys.platform == "win32":
+        GITS = ["git.cmd", "git.exe"]
+    files = [versionfile_source]
+    if ipy:
+        files.append(ipy)
+    if "VERSIONEER_PEP518" not in globals():
+        try:
+            my_path = __file__
+            if my_path.endswith((".pyc", ".pyo")):
+                my_path = os.path.splitext(my_path)[0] + ".py"
+            versioneer_file = os.path.relpath(my_path)
+        except NameError:
+            versioneer_file = "versioneer.py"
+        files.append(versioneer_file)
+    present = False
+    try:
+        with open(".gitattributes", "r") as fobj:
+            for line in fobj:
+                if line.strip().startswith(versionfile_source):
+                    if "export-subst" in line.strip().split()[1:]:
+                        present = True
+                        break
+    except OSError:
+        pass
+    if not present:
+        with open(".gitattributes", "a+") as fobj:
+            fobj.write(f"{versionfile_source} export-subst\n")
+        files.append(".gitattributes")
+    run_command(GITS, ["add", "--"] + files)
+
+
+def versions_from_parentdir(parentdir_prefix, root, verbose):
+    """Try to determine the version from the parent directory name.
+
+    Source tarballs conventionally unpack into a directory that includes both
+    the project name and a version string. We will also support searching up
+    two directory levels for an appropriately named parent directory
+    """
+    rootdirs = []
+
+    for _ in range(3):
+        dirname = os.path.basename(root)
+        if dirname.startswith(parentdir_prefix):
+            return {
+                "version": dirname[len(parentdir_prefix) :],
+                "full-revisionid": None,
+                "dirty": False,
+                "error": None,
+                "date": None,
+            }
+        rootdirs.append(root)
+        root = os.path.dirname(root)  # up a level
+
+    if verbose:
+        print(
+            "Tried directories %s but none started with prefix %s"
+            % (str(rootdirs), parentdir_prefix)
+        )
+    raise NotThisMethod("rootdir doesn't start with parentdir_prefix")
+
+
+SHORT_VERSION_PY = """
+# This file was generated by 'versioneer.py' (0.28) from
+# revision-control system data, or from the parent directory name of an
+# unpacked source archive. Distribution tarballs contain a pre-generated copy
+# of this file.
+
+import json
+
+version_json = '''
+%s
+'''  # END VERSION_JSON
+
+
+def get_versions():
+    return json.loads(version_json)
+"""
+
+
+def versions_from_file(filename):
+    """Try to determine the version from _version.py if present."""
+    try:
+        with open(filename) as f:
+            contents = f.read()
+    except OSError:
+        raise NotThisMethod("unable to read _version.py")
+    mo = re.search(
+        r"version_json = '''\n(.*)'''  # END VERSION_JSON",
+        contents,
+        re.M | re.S,
+    )
+    if not mo:
+        mo = re.search(
+            r"version_json = '''\r\n(.*)'''  # END VERSION_JSON",
+            contents,
+            re.M | re.S,
+        )
+    if not mo:
+        raise NotThisMethod("no version_json in _version.py")
+    return json.loads(mo.group(1))
+
+
+def write_to_version_file(filename, versions):
+    """Write the given version number to the given _version.py file."""
+    os.unlink(filename)
+    contents = json.dumps(
+        versions, sort_keys=True, indent=1, separators=(",", ": ")
+    )
+    with open(filename, "w") as f:
+        f.write(SHORT_VERSION_PY % contents)
+
+    print("set %s to '%s'" % (filename, versions["version"]))
+
+
+def plus_or_dot(pieces):
+    """Return a + if we don't already have one, else return a ."""
+    if "+" in pieces.get("closest-tag", ""):
+        return "."
+    return "+"
+
+
+def render_pep440(pieces):
+    """Build up version string, with post-release "local version identifier".
+
+    Our goal: TAG[+DISTANCE.gHEX[.dirty]] . Note that if you
+    get a tagged build and then dirty it, you'll get TAG+0.gHEX.dirty
+
+    Exceptions:
+    1: no tags. git_describe was just HEX. 0+untagged.DISTANCE.gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += plus_or_dot(pieces)
+            rendered += "%d.g%s" % (pieces["distance"], pieces["short"])
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0+untagged.%d.g%s" % (pieces["distance"], pieces["short"])
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def render_pep440_branch(pieces):
+    """TAG[[.dev0]+DISTANCE.gHEX[.dirty]] .
+
+    The ".dev0" means not master branch. Note that .dev0 sorts backwards
+    (a feature branch will appear "older" than the master branch).
+
+    Exceptions:
+    1: no tags. 0[.dev0]+untagged.DISTANCE.gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            if pieces["branch"] != "master":
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "%d.g%s" % (pieces["distance"], pieces["short"])
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0"
+        if pieces["branch"] != "master":
+            rendered += ".dev0"
+        rendered += "+untagged.%d.g%s" % (pieces["distance"], pieces["short"])
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def pep440_split_post(ver):
+    """Split pep440 version string at the post-release segment.
+
+    Returns the release segments before the post-release and the post-release
+    version number (or -1 if no post-release segment is present).
+    """
+    vc = str.split(ver, ".post")
+    return vc[0], int(vc[1] or 0) if len(vc) == 2 else None
+
+
+def render_pep440_pre(pieces):
+    """TAG[.postN.devDISTANCE] -- No -dirty.
+
+    Exceptions:
+    1: no tags. 0.post0.devDISTANCE
+    """
+    if pieces["closest-tag"]:
+        if pieces["distance"]:
+            # update the post release segment
+            tag_version, post_version = pep440_split_post(
+                pieces["closest-tag"]
+            )
+            rendered = tag_version
+            if post_version is not None:
+                rendered += ".post%d.dev%d" % (
+                    post_version + 1,
+                    pieces["distance"],
+                )
+            else:
+                rendered += ".post0.dev%d" % (pieces["distance"])
+        else:
+            # no commits, use the tag as the version
+            rendered = pieces["closest-tag"]
+    else:
+        # exception #1
+        rendered = "0.post0.dev%d" % pieces["distance"]
+    return rendered
+
+
+def render_pep440_post(pieces):
+    """TAG[.postDISTANCE[.dev0]+gHEX] .
+
+    The ".dev0" means dirty. Note that .dev0 sorts backwards
+    (a dirty tree will appear "older" than the corresponding clean one),
+    but you shouldn't be releasing software with -dirty anyways.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%d" % pieces["distance"]
+            if pieces["dirty"]:
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "g%s" % pieces["short"]
+    else:
+        # exception #1
+        rendered = "0.post%d" % pieces["distance"]
+        if pieces["dirty"]:
+            rendered += ".dev0"
+        rendered += "+g%s" % pieces["short"]
+    return rendered
+
+
+def render_pep440_post_branch(pieces):
+    """TAG[.postDISTANCE[.dev0]+gHEX[.dirty]] .
+
+    The ".dev0" means not master branch.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]+gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%d" % pieces["distance"]
+            if pieces["branch"] != "master":
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "g%s" % pieces["short"]
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0.post%d" % pieces["distance"]
+        if pieces["branch"] != "master":
+            rendered += ".dev0"
+        rendered += "+g%s" % pieces["short"]
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def render_pep440_old(pieces):
+    """TAG[.postDISTANCE[.dev0]] .
+
+    The ".dev0" means dirty.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%d" % pieces["distance"]
+            if pieces["dirty"]:
+                rendered += ".dev0"
+    else:
+        # exception #1
+        rendered = "0.post%d" % pieces["distance"]
+        if pieces["dirty"]:
+            rendered += ".dev0"
+    return rendered
+
+
+def render_git_describe(pieces):
+    """TAG[-DISTANCE-gHEX][-dirty].
+
+    Like 'git describe --tags --dirty --always'.
+
+    Exceptions:
+    1: no tags. HEX[-dirty]  (note: no 'g' prefix)
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"]:
+            rendered += "-%d-g%s" % (pieces["distance"], pieces["short"])
+    else:
+        # exception #1
+        rendered = pieces["short"]
+    if pieces["dirty"]:
+        rendered += "-dirty"
+    return rendered
+
+
+def render_git_describe_long(pieces):
+    """TAG-DISTANCE-gHEX[-dirty].
+
+    Like 'git describe --tags --dirty --always -long'.
+    The distance/hash is unconditional.
+
+    Exceptions:
+    1: no tags. HEX[-dirty]  (note: no 'g' prefix)
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        rendered += "-%d-g%s" % (pieces["distance"], pieces["short"])
+    else:
+        # exception #1
+        rendered = pieces["short"]
+    if pieces["dirty"]:
+        rendered += "-dirty"
+    return rendered
+
+
+def render(pieces, style):
+    """Render the given version pieces into the requested style."""
+    if pieces["error"]:
+        return {
+            "version": "unknown",
+            "full-revisionid": pieces.get("long"),
+            "dirty": None,
+            "error": pieces["error"],
+            "date": None,
+        }
+
+    if not style or style == "default":
+        style = "pep440"  # the default
+
+    if style == "pep440":
+        rendered = render_pep440(pieces)
+    elif style == "pep440-branch":
+        rendered = render_pep440_branch(pieces)
+    elif style == "pep440-pre":
+        rendered = render_pep440_pre(pieces)
+    elif style == "pep440-post":
+        rendered = render_pep440_post(pieces)
+    elif style == "pep440-post-branch":
+        rendered = render_pep440_post_branch(pieces)
+    elif style == "pep440-old":
+        rendered = render_pep440_old(pieces)
+    elif style == "git-describe":
+        rendered = render_git_describe(pieces)
+    elif style == "git-describe-long":
+        rendered = render_git_describe_long(pieces)
+    else:
+        raise ValueError("unknown style '%s'" % style)
+
+    return {
+        "version": rendered,
+        "full-revisionid": pieces["long"],
+        "dirty": pieces["dirty"],
+        "error": None,
+        "date": pieces.get("date"),
+    }
+
+
+class VersioneerBadRootError(Exception):
+    """The project root directory is unknown or missing key files."""
+
+
+def get_versions(verbose=False):
+    """Get the project version from whatever source is available.
+
+    Returns dict with two keys: 'version' and 'full'.
+    """
+    if "versioneer" in sys.modules:
+        # see the discussion in cmdclass.py:get_cmdclass()
+        del sys.modules["versioneer"]
+
+    root = get_root()
+    cfg = get_config_from_root(root)
+
+    assert cfg.VCS is not None, "please set [versioneer]VCS= in setup.cfg"
+    handlers = HANDLERS.get(cfg.VCS)
+    assert handlers, "unrecognized VCS '%s'" % cfg.VCS
+    verbose = verbose or cfg.verbose
+    assert (
+        cfg.versionfile_source is not None
+    ), "please set versioneer.versionfile_source"
+    assert cfg.tag_prefix is not None, "please set versioneer.tag_prefix"
+
+    versionfile_abs = os.path.join(root, cfg.versionfile_source)
+
+    # extract version from first of: _version.py, VCS command (e.g. 'git
+    # describe'), parentdir. This is meant to work for developers using a
+    # source checkout, for users of a tarball created by 'setup.py sdist',
+    # and for users of a tarball/zipball created by 'git archive' or github's
+    # download-from-tag feature or the equivalent in other VCSes.
+
+    get_keywords_f = handlers.get("get_keywords")
+    from_keywords_f = handlers.get("keywords")
+    if get_keywords_f and from_keywords_f:
+        try:
+            keywords = get_keywords_f(versionfile_abs)
+            ver = from_keywords_f(keywords, cfg.tag_prefix, verbose)
+            if verbose:
+                print("got version from expanded keyword %s" % ver)
+            return ver
+        except NotThisMethod:
+            pass
+
+    try:
+        ver = versions_from_file(versionfile_abs)
+        if verbose:
+            print("got version from file %s %s" % (versionfile_abs, ver))
+        return ver
+    except NotThisMethod:
+        pass
+
+    from_vcs_f = handlers.get("pieces_from_vcs")
+    if from_vcs_f:
+        try:
+            pieces = from_vcs_f(cfg.tag_prefix, root, verbose)
+            ver = render(pieces, cfg.style)
+            if verbose:
+                print("got version from VCS %s" % ver)
+            return ver
+        except NotThisMethod:
+            pass
+
+    try:
+        if cfg.parentdir_prefix:
+            ver = versions_from_parentdir(cfg.parentdir_prefix, root, verbose)
+            if verbose:
+                print("got version from parentdir %s" % ver)
+            return ver
+    except NotThisMethod:
+        pass
+
+    if verbose:
+        print("unable to compute version")
+
+    return {
+        "version": "0+unknown",
+        "full-revisionid": None,
+        "dirty": None,
+        "error": "unable to compute version",
+        "date": None,
+    }
+
+
+def get_version():
+    """Get the short version string for this project."""
+    return get_versions()["version"]
+
+
+def get_cmdclass(cmdclass=None):
+    """Get the custom setuptools subclasses used by Versioneer.
+
+    If the package uses a different cmdclass (e.g. one from numpy), it should
+    be provide as an argument.
+    """
+    if "versioneer" in sys.modules:
+        del sys.modules["versioneer"]
+        # this fixes the "python setup.py develop" case (also 'install' and
+        # 'easy_install .'), in which subdependencies of the main project are
+        # built (using setup.py bdist_egg) in the same python process. Assume
+        # a main project A and a dependency B, which use different versions
+        # of Versioneer. A's setup.py imports A's Versioneer, leaving it in
+        # sys.modules by the time B's setup.py is executed, causing B to run
+        # with the wrong versioneer. Setuptools wraps the sub-dep builds in a
+        # sandbox that restores sys.modules to it's pre-build state, so the
+        # parent is protected against the child's "import versioneer". By
+        # removing ourselves from sys.modules here, before the child build
+        # happens, we protect the child from the parent's versioneer too.
+        # Also see https://github.com/python-versioneer/python-versioneer/issues/52
+
+    cmds = {} if cmdclass is None else cmdclass.copy()
+
+    # we add "version" to setuptools
+    from setuptools import Command
+
+    class cmd_version(Command):
+        description = "report generated version string"
+        user_options = []
+        boolean_options = []
+
+        def initialize_options(self):
+            pass
+
+        def finalize_options(self):
+            pass
+
+        def run(self):
+            vers = get_versions(verbose=True)
+            print("Version: %s" % vers["version"])
+            print(" full-revisionid: %s" % vers.get("full-revisionid"))
+            print(" dirty: %s" % vers.get("dirty"))
+            print(" date: %s" % vers.get("date"))
+            if vers["error"]:
+                print(" error: %s" % vers["error"])
+
+    cmds["version"] = cmd_version
+
+    # we override "build_py" in setuptools
+    #
+    # most invocation pathways end up running build_py:
+    #  distutils/build -> build_py
+    #  distutils/install -> distutils/build ->..
+    #  setuptools/bdist_wheel -> distutils/install ->..
+    #  setuptools/bdist_egg -> distutils/install_lib -> build_py
+    #  setuptools/install -> bdist_egg ->..
+    #  setuptools/develop -> ?
+    #  pip install:
+    #   copies source tree to a tempdir before running egg_info/etc
+    #   if .git isn't copied too, 'git describe' will fail
+    #   then does setup.py bdist_wheel, or sometimes setup.py install
+    #  setup.py egg_info -> ?
+
+    # pip install -e . and setuptool/editable_wheel will invoke build_py
+    # but the build_py command is not expected to copy any files.
+
+    # we override different "build_py" commands for both environments
+    if "build_py" in cmds:
+        _build_py = cmds["build_py"]
+    else:
+        from setuptools.command.build_py import build_py as _build_py
+
+    class cmd_build_py(_build_py):
+        def run(self):
+            root = get_root()
+            cfg = get_config_from_root(root)
+            versions = get_versions()
+            _build_py.run(self)
+            if getattr(self, "editable_mode", False):
+                # During editable installs `.py` and data files are
+                # not copied to build_lib
+                return
+            # now locate _version.py in the new build/ directory and replace
+            # it with an updated value
+            if cfg.versionfile_build:
+                target_versionfile = os.path.join(
+                    self.build_lib, cfg.versionfile_build
+                )
+                print("UPDATING %s" % target_versionfile)
+                write_to_version_file(target_versionfile, versions)
+
+    cmds["build_py"] = cmd_build_py
+
+    if "build_ext" in cmds:
+        _build_ext = cmds["build_ext"]
+    else:
+        from setuptools.command.build_ext import build_ext as _build_ext
+
+    class cmd_build_ext(_build_ext):
+        def run(self):
+            root = get_root()
+            cfg = get_config_from_root(root)
+            versions = get_versions()
+            _build_ext.run(self)
+            if self.inplace:
+                # build_ext --inplace will only build extensions in
+                # build/lib<..> dir with no _version.py to write to.
+                # As in place builds will already have a _version.py
+                # in the module dir, we do not need to write one.
+                return
+            # now locate _version.py in the new build/ directory and replace
+            # it with an updated value
+            if not cfg.versionfile_build:
+                return
+            target_versionfile = os.path.join(
+                self.build_lib, cfg.versionfile_build
+            )
+            if not os.path.exists(target_versionfile):
+                print(
+                    f"Warning: {target_versionfile} does not exist, skipping "
+                    "version update. This can happen if you are running build_ext "
+                    "without first running build_py."
+                )
+                return
+            print("UPDATING %s" % target_versionfile)
+            write_to_version_file(target_versionfile, versions)
+
+    cmds["build_ext"] = cmd_build_ext
+
+    if "cx_Freeze" in sys.modules:  # cx_freeze enabled?
+        from cx_Freeze.dist import build_exe as _build_exe
+
+        # nczeczulin reports that py2exe won't like the pep440-style string
+        # as FILEVERSION, but it can be used for PRODUCTVERSION, e.g.
+        # setup(console=[{
+        #   "version": versioneer.get_version().split("+", 1)[0], # FILEVERSION
+        #   "product_version": versioneer.get_version(),
+        #   ...
+
+        class cmd_build_exe(_build_exe):
+            def run(self):
+                root = get_root()
+                cfg = get_config_from_root(root)
+                versions = get_versions()
+                target_versionfile = cfg.versionfile_source
+                print("UPDATING %s" % target_versionfile)
+                write_to_version_file(target_versionfile, versions)
+
+                _build_exe.run(self)
+                os.unlink(target_versionfile)
+                with open(cfg.versionfile_source, "w") as f:
+                    LONG = LONG_VERSION_PY[cfg.VCS]
+                    f.write(
+                        LONG
+                        % {
+                            "DOLLAR": "$",
+                            "STYLE": cfg.style,
+                            "TAG_PREFIX": cfg.tag_prefix,
+                            "PARENTDIR_PREFIX": cfg.parentdir_prefix,
+                            "VERSIONFILE_SOURCE": cfg.versionfile_source,
+                        }
+                    )
+
+        cmds["build_exe"] = cmd_build_exe
+        del cmds["build_py"]
+
+    if "py2exe" in sys.modules:  # py2exe enabled?
+        try:
+            from py2exe.setuptools_buildexe import py2exe as _py2exe
+        except ImportError:
+            from py2exe.distutils_buildexe import py2exe as _py2exe
+
+        class cmd_py2exe(_py2exe):
+            def run(self):
+                root = get_root()
+                cfg = get_config_from_root(root)
+                versions = get_versions()
+                target_versionfile = cfg.versionfile_source
+                print("UPDATING %s" % target_versionfile)
+                write_to_version_file(target_versionfile, versions)
+
+                _py2exe.run(self)
+                os.unlink(target_versionfile)
+                with open(cfg.versionfile_source, "w") as f:
+                    LONG = LONG_VERSION_PY[cfg.VCS]
+                    f.write(
+                        LONG
+                        % {
+                            "DOLLAR": "$",
+                            "STYLE": cfg.style,
+                            "TAG_PREFIX": cfg.tag_prefix,
+                            "PARENTDIR_PREFIX": cfg.parentdir_prefix,
+                            "VERSIONFILE_SOURCE": cfg.versionfile_source,
+                        }
+                    )
+
+        cmds["py2exe"] = cmd_py2exe
+
+    # sdist farms its file list building out to egg_info
+    if "egg_info" in cmds:
+        _egg_info = cmds["egg_info"]
+    else:
+        from setuptools.command.egg_info import egg_info as _egg_info
+
+    class cmd_egg_info(_egg_info):
+        def find_sources(self):
+            # egg_info.find_sources builds the manifest list and writes it
+            # in one shot
+            super().find_sources()
+
+            # Modify the filelist and normalize it
+            root = get_root()
+            cfg = get_config_from_root(root)
+            self.filelist.append("versioneer.py")
+            if cfg.versionfile_source:
+                # There are rare cases where versionfile_source might not be
+                # included by default, so we must be explicit
+                self.filelist.append(cfg.versionfile_source)
+            self.filelist.sort()
+            self.filelist.remove_duplicates()
+
+            # The write method is hidden in the manifest_maker instance that
+            # generated the filelist and was thrown away
+            # We will instead replicate their final normalization (to unicode,
+            # and POSIX-style paths)
+            from setuptools import unicode_utils
+
+            normalized = [
+                unicode_utils.filesys_decode(f).replace(os.sep, "/")
+                for f in self.filelist.files
+            ]
+
+            manifest_filename = os.path.join(self.egg_info, "SOURCES.txt")
+            with open(manifest_filename, "w") as fobj:
+                fobj.write("\n".join(normalized))
+
+    cmds["egg_info"] = cmd_egg_info
+
+    # we override different "sdist" commands for both environments
+    if "sdist" in cmds:
+        _sdist = cmds["sdist"]
+    else:
+        from setuptools.command.sdist import sdist as _sdist
+
+    class cmd_sdist(_sdist):
+        def run(self):
+            versions = get_versions()
+            self._versioneer_generated_versions = versions
+            # unless we update this, the command will keep using the old
+            # version
+            self.distribution.metadata.version = versions["version"]
+            return _sdist.run(self)
+
+        def make_release_tree(self, base_dir, files):
+            root = get_root()
+            cfg = get_config_from_root(root)
+            _sdist.make_release_tree(self, base_dir, files)
+            # now locate _version.py in the new base_dir directory
+            # (remembering that it may be a hardlink) and replace it with an
+            # updated value
+            target_versionfile = os.path.join(base_dir, cfg.versionfile_source)
+            print("UPDATING %s" % target_versionfile)
+            write_to_version_file(
+                target_versionfile, self._versioneer_generated_versions
+            )
+
+    cmds["sdist"] = cmd_sdist
+
+    return cmds
+
+
+CONFIG_ERROR = """
+setup.cfg is missing the necessary Versioneer configuration. You need
+a section like:
+
+ [versioneer]
+ VCS = git
+ style = pep440
+ versionfile_source = src/myproject/_version.py
+ versionfile_build = myproject/_version.py
+ tag_prefix =
+ parentdir_prefix = myproject-
+
+You will also need to edit your setup.py to use the results:
+
+ import versioneer
+ setup(version=versioneer.get_version(),
+       cmdclass=versioneer.get_cmdclass(), ...)
+
+Please read the docstring in ./versioneer.py for configuration instructions,
+edit setup.cfg, and re-run the installer or 'python versioneer.py setup'.
+"""
+
+SAMPLE_CONFIG = """
+# See the docstring in versioneer.py for instructions. Note that you must
+# re-run 'versioneer.py setup' after changing this section, and commit the
+# resulting files.
+
+[versioneer]
+#VCS = git
+#style = pep440
+#versionfile_source =
+#versionfile_build =
+#tag_prefix =
+#parentdir_prefix =
+
+"""
+
+OLD_SNIPPET = """
+from ._version import get_versions
+__version__ = get_versions()['version']
+del get_versions
+"""
+
+INIT_PY_SNIPPET = """
+from . import {0}
+__version__ = {0}.get_versions()['version']
+"""
+
+
+def do_setup():
+    """Do main VCS-independent setup function for installing Versioneer."""
+    root = get_root()
+    try:
+        cfg = get_config_from_root(root)
+    except (
+        OSError,
+        configparser.NoSectionError,
+        configparser.NoOptionError,
+    ) as e:
+        if isinstance(e, (OSError, configparser.NoSectionError)):
+            print(
+                "Adding sample versioneer config to setup.cfg", file=sys.stderr
+            )
+            with open(os.path.join(root, "setup.cfg"), "a") as f:
+                f.write(SAMPLE_CONFIG)
+        print(CONFIG_ERROR, file=sys.stderr)
+        return 1
+
+    print(" creating %s" % cfg.versionfile_source)
+    with open(cfg.versionfile_source, "w") as f:
+        LONG = LONG_VERSION_PY[cfg.VCS]
+        f.write(
+            LONG
+            % {
+                "DOLLAR": "$",
+                "STYLE": cfg.style,
+                "TAG_PREFIX": cfg.tag_prefix,
+                "PARENTDIR_PREFIX": cfg.parentdir_prefix,
+                "VERSIONFILE_SOURCE": cfg.versionfile_source,
+            }
+        )
+
+    ipy = os.path.join(os.path.dirname(cfg.versionfile_source), "__init__.py")
+    if os.path.exists(ipy):
+        try:
+            with open(ipy, "r") as f:
+                old = f.read()
+        except OSError:
+            old = ""
+        module = os.path.splitext(os.path.basename(cfg.versionfile_source))[0]
+        snippet = INIT_PY_SNIPPET.format(module)
+        if OLD_SNIPPET in old:
+            print(" replacing boilerplate in %s" % ipy)
+            with open(ipy, "w") as f:
+                f.write(old.replace(OLD_SNIPPET, snippet))
+        elif snippet not in old:
+            print(" appending to %s" % ipy)
+            with open(ipy, "a") as f:
+                f.write(snippet)
+        else:
+            print(" %s unmodified" % ipy)
+    else:
+        print(" %s doesn't exist, ok" % ipy)
+        ipy = None
+
+    # Make VCS-specific changes. For git, this means creating/changing
+    # .gitattributes to mark _version.py for export-subst keyword
+    # substitution.
+    do_vcs_install(cfg.versionfile_source, ipy)
+    return 0
+
+
+def scan_setup_py():
+    """Validate the contents of setup.py against Versioneer's expectations."""
+    found = set()
+    setters = False
+    errors = 0
+    with open("setup.py", "r") as f:
+        for line in f.readlines():
+            if "import versioneer" in line:
+                found.add("import")
+            if "versioneer.get_cmdclass()" in line:
+                found.add("cmdclass")
+            if "versioneer.get_version()" in line:
+                found.add("get_version")
+            if "versioneer.VCS" in line:
+                setters = True
+            if "versioneer.versionfile_source" in line:
+                setters = True
+    if len(found) != 3:
+        print("")
+        print("Your setup.py appears to be missing some important items")
+        print("(but I might be wrong). Please make sure it has something")
+        print("roughly like the following:")
+        print("")
+        print(" import versioneer")
+        print(" setup( version=versioneer.get_version(),")
+        print("        cmdclass=versioneer.get_cmdclass(),  ...)")
+        print("")
+        errors += 1
+    if setters:
+        print("You should remove lines like 'versioneer.VCS = ' and")
+        print("'versioneer.versionfile_source = ' . This configuration")
+        print("now lives in setup.cfg, and should be removed from setup.py")
+        print("")
+        errors += 1
+    return errors
+
+
+def setup_command():
+    """Set up Versioneer and exit with appropriate error code."""
+    errors = do_setup()
+    errors += scan_setup_py()
+    sys.exit(1 if errors else 0)
+
+
+if __name__ == "__main__":
+    cmd = sys.argv[1]
+    if cmd == "setup":
+        setup_command()

From 7db6132c88cf7c5d3232b45a7c0076bdd3a51763 Mon Sep 17 00:00:00 2001
From: Caleb Weinreb <calebsw@gmail.com>
Date: Sat, 6 Jan 2024 15:50:03 -0500
Subject: [PATCH 04/14] Proper formatting of entrypoints in setup.cfg

---
 setup.cfg | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/setup.cfg b/setup.cfg
index 4d7be13..293e291 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -8,7 +8,6 @@ classifiers =
     Operating System :: OS Independent
 
 [options]
-entry_points = {"console_scripts": ["snub = snub.gui.main:run"]}
 packages = find:
 include_package_data = True
 python_requires = >=3.8
@@ -31,6 +30,10 @@ install_requires =
     opencv-python-headless
     vidio>=0.0.3
 
+[options.entry_points]
+console_scripts =
+    snub = snub.gui.main:run
+
 [options.package_data]
 * = *.md
 

From 86de251002a2e03818fb4c182a44ade1f1e882f1 Mon Sep 17 00:00:00 2001
From: Caleb Weinreb <calebsw@gmail.com>
Date: Sat, 6 Jan 2024 15:50:44 -0500
Subject: [PATCH 05/14] added version number

---
 snub/__init__.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/snub/__init__.py b/snub/__init__.py
index 3e2a2db..abc1336 100644
--- a/snub/__init__.py
+++ b/snub/__init__.py
@@ -1,2 +1,6 @@
 from . import io
 from . import gui
+
+from . import _version
+
+__version__ = _version.get_versions()["version"]

From a47aba893b424a90a11b5dd0b5c1d1319c671a2b Mon Sep 17 00:00:00 2001
From: Caleb Weinreb <calebsw@gmail.com>
Date: Wed, 17 Jan 2024 09:58:16 -0500
Subject: [PATCH 06/14] add petrucco_2020_3925903 cite

---
 paper.bib | 9 +++++++++
 paper.md  | 2 +-
 2 files changed, 10 insertions(+), 1 deletion(-)

diff --git a/paper.bib b/paper.bib
index ba5f9e3..ae87796 100644
--- a/paper.bib
+++ b/paper.bib
@@ -91,3 +91,12 @@ @misc{umap
   copyright = {arXiv.org perpetual, non-exclusive license}
 }
 
+@misc{petrucco_2020_3925903,
+  author       = {Petrucco, Luigi},
+  title        = {Mouse head schema},
+  month        = jul,
+  year         = 2020,
+  publisher    = {Zenodo},
+  doi          = {10.5281/zenodo.3925903},
+  url          = {https://doi.org/10.5281/zenodo.3925903}
+}
\ No newline at end of file
diff --git a/paper.md b/paper.md
index f9edcf2..d35ca59 100644
--- a/paper.md
+++ b/paper.md
@@ -44,7 +44,7 @@ snub.io.add_splikeplot(project_directory, 'my_ephys_data', spike_times, spike_la
 
 SNUB is a flexible general-purpose tool that complements more specialized packages such as rastermap [@rastermap] and Bento [@bento]. The rastermap interface, for example, is hard-coded for the display of neural activity rasters, ROIs and 2D embeddings of neural activity. Bento is hard-coded for the display of neural activity rasters, behavioral videos and behavioral annotations. SNUB can reproduce either of these configurations and is especially useful when one wishes to include additional types of data or more directly customize the way that data is rendered.
 
-The graphics in SNUB are powered by vispy [@vispy]. SNUB includes wrappers for several dimensionality reduction methods, including rastermap [@rastermap] for ordering raster plots and UMAP [@umap] for 2D scatter plots. Fast video loading is enabled by vidio [@vidio].
+The graphics in SNUB are powered by vispy [@vispy]. SNUB includes wrappers for several dimensionality reduction methods, including rastermap [@rastermap] for ordering raster plots and UMAP [@umap] for 2D scatter plots. Fast video loading is enabled by vidio [@vidio]. The app icon was adapted from a drawing contributed to scidraw by Luigi Petrucco  [@petrucco_2020_3925903].
 
 # Acknowledgements
 

From 5d2e1fa4334dbd04d9720e022147da670de94671 Mon Sep 17 00:00:00 2001
From: Caleb Weinreb <calebsw@gmail.com>
Date: Wed, 17 Jan 2024 12:52:10 -0500
Subject: [PATCH 07/14] added basic test suite

---
 setup.cfg                                     |   2 +-
 snub/gui/tracks/base.py                       |   2 +-
 snub/gui/tracks/heatmap.py                    |   2 +-
 snub/io/project.py                            |   4 +-
 tests/data/behavior_annotations.npy           | Bin 0 -> 24128 bytes
 tests/data/behavior_labels.txt                |  10 ++
 tests/data/ir_video.mp4                       | Bin 0 -> 208964 bytes
 tests/data/umap_coordinates.npy               | Bin 0 -> 528 bytes
 tests/data/video_timestamps.npy               | Bin 0 -> 2528 bytes
 tests/project/IR_camera.mp4                   | Bin 0 -> 208964 bytes
 tests/project/IR_camera.timestamps.npy        | Bin 0 -> 2528 bytes
 .../behavior annotations.heatmap_data.npy     | Bin 0 -> 24128 bytes
 ...behavior annotations.heatmap_intervals.npy | Bin 0 -> 4928 bytes
 .../behavior annotations.heatmap_labels.txt   |  10 ++
 ...behavior annotations.heatmap_row_order.npy | Bin 0 -> 208 bytes
 tests/project/config.json                     | 154 ++++++++++++++++++
 tests/project/umap embedding.scatter_data.npy | Bin 0 -> 5728 bytes
 tests/test_gui.py                             |  38 +++++
 tests/test_io.py                              |  87 ++++++++++
 19 files changed, 304 insertions(+), 5 deletions(-)
 create mode 100644 tests/data/behavior_annotations.npy
 create mode 100644 tests/data/behavior_labels.txt
 create mode 100644 tests/data/ir_video.mp4
 create mode 100644 tests/data/umap_coordinates.npy
 create mode 100644 tests/data/video_timestamps.npy
 create mode 100644 tests/project/IR_camera.mp4
 create mode 100644 tests/project/IR_camera.timestamps.npy
 create mode 100644 tests/project/behavior annotations.heatmap_data.npy
 create mode 100644 tests/project/behavior annotations.heatmap_intervals.npy
 create mode 100644 tests/project/behavior annotations.heatmap_labels.txt
 create mode 100644 tests/project/behavior annotations.heatmap_row_order.npy
 create mode 100644 tests/project/config.json
 create mode 100644 tests/project/umap embedding.scatter_data.npy
 create mode 100644 tests/test_gui.py
 create mode 100644 tests/test_io.py

diff --git a/setup.cfg b/setup.cfg
index 293e291..268a70f 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -23,7 +23,7 @@ install_requires =
     imageio
     imageio-ffmpeg
     umap-learn
-    rastermap
+    rastermap==0.1.3
     ipykernel
     pyqtgraph
     networkx
diff --git a/snub/gui/tracks/base.py b/snub/gui/tracks/base.py
index 1803365..eb5dcd9 100644
--- a/snub/gui/tracks/base.py
+++ b/snub/gui/tracks/base.py
@@ -223,7 +223,7 @@ def get_visible_tick_positions(self):
         )
         tick_times = np.arange(first_tick, self.current_range[1], tick_interval)
         tick_positions = self._time_to_position(tick_times)
-        return tick_times, tick_positions
+        return tick_times, tick_positions.astype(int)
 
     def paintEvent(self, event):
         qp = QPainter()
diff --git a/snub/gui/tracks/heatmap.py b/snub/gui/tracks/heatmap.py
index bdb6f8f..5b6292f 100644
--- a/snub/gui/tracks/heatmap.py
+++ b/snub/gui/tracks/heatmap.py
@@ -219,7 +219,7 @@ def paintEvent(self, event):
                     qp.setPen(QColor(*self.label_colors[i], self.base_alpha))
                 qp.drawText(
                     self.label_margin,
-                    height * self.height() - self.max_label_height // 2,
+                    int(height * self.height()) - self.max_label_height // 2,
                     self.max_label_width,
                     self.max_label_height,
                     Qt.AlignVCenter,
diff --git a/snub/io/project.py b/snub/io/project.py
index c5368a3..2847af1 100644
--- a/snub/io/project.py
+++ b/snub/io/project.py
@@ -1003,10 +1003,10 @@ def add_heatmap(
             )
         )
     if vmin is None:
-        vmin = np.min(data)
+        vmin = float(np.min(data))
         print("Set vmin to {}".format(vmin))
     if vmax is None:
-        vmax = np.max(data)
+        vmax = float(np.max(data))
         print("Set vmax to {}".format(vmax))
 
     # generare random colors for traceplot or roiplot
diff --git a/tests/data/behavior_annotations.npy b/tests/data/behavior_annotations.npy
new file mode 100644
index 0000000000000000000000000000000000000000..28f7a0d659b5ecfab51c977dbd399727a99c3ec7
GIT binary patch
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zcmeI%F-yZh7zW^U^;cwzLWYQoh_jpG;@~8~Mij)BL|nvQ;UBi8b_t{<(#l=$$rA2M
zn!fjZ;S$LA&E56w{UrOyK8tD7J+{R~UR=JM7iC^N&D!_2etVd;(`H$}s$aWiQSYAX
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z*wuH_P_C0w@644z=mJCQLg=|;$v5O1OFb56ISCLTK!CtL1^UnJeg2ng6CglfDbQbc
a)?+#Z2oOkBV7(6Z_o;fAHvt0U1%3dE(;WH$

literal 0
HcmV?d00001

diff --git a/tests/data/behavior_labels.txt b/tests/data/behavior_labels.txt
new file mode 100644
index 0000000..a732a6b
--- /dev/null
+++ b/tests/data/behavior_labels.txt
@@ -0,0 +1,10 @@
+pause
+walk
+turn-right
+turn-left
+rear-up
+rear-down
+groom
+run
+error
+defensive
\ No newline at end of file
diff --git a/tests/data/ir_video.mp4 b/tests/data/ir_video.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..7bc5d5fae07c6ef40dc884f73534381ea1833271
GIT binary patch
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diff --git a/tests/project/behavior annotations.heatmap_labels.txt b/tests/project/behavior annotations.heatmap_labels.txt
new file mode 100644
index 0000000..a732a6b
--- /dev/null
+++ b/tests/project/behavior annotations.heatmap_labels.txt	
@@ -0,0 +1,10 @@
+pause
+walk
+turn-right
+turn-left
+rear-up
+rear-down
+groom
+run
+error
+defensive
\ No newline at end of file
diff --git a/tests/project/behavior annotations.heatmap_row_order.npy b/tests/project/behavior annotations.heatmap_row_order.npy
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diff --git a/tests/project/config.json b/tests/project/config.json
new file mode 100644
index 0000000..ce8b2ab
--- /dev/null
+++ b/tests/project/config.json
@@ -0,0 +1,154 @@
+{
+    "bounds": [
+        0.0,
+        9.966666666666667
+    ],
+    "layout_mode": "columns",
+    "panels_size_ratio": 1,
+    "tracks_size_ratio": 2,
+    "min_step": 0.03333333333333333,
+    "animation_fps": 30,
+    "zoom_gain": 0.001,
+    "min_range": 0.25,
+    "init_current_time": 0.0,
+    "initial_playspeed": 1,
+    "track_playhead": true,
+    "video": [
+        {
+            "name": "IR_camera",
+            "video_path": "IR_camera.mp4",
+            "timestamps_path": "IR_camera.timestamps.npy",
+            "size_ratio": 1,
+            "order": 0,
+            "initial_visibility": true
+        }
+    ],
+    "scatter": [
+        {
+            "name": "umap embedding",
+            "data_path": "umap embedding.scatter_data.npy",
+            "pointsize": 5,
+            "linewidth": 1,
+            "facecolor": [
+                180,
+                180,
+                180
+            ],
+            "edgecolor": [
+                0,
+                0,
+                0
+            ],
+            "colormap": "viridis",
+            "variable_labels": [
+                "pause",
+                "walk",
+                "turn-right",
+                "turn-left",
+                "rear-up",
+                "rear-down",
+                "groom",
+                "run",
+                "error",
+                "defensive"
+            ],
+            "selected_edgecolor": [
+                255,
+                255,
+                0
+            ],
+            "current_node_size": 20,
+            "current_node_color": [
+                255,
+                0,
+                0
+            ],
+            "selection_intersection_threshold": 0.5,
+            "size_ratio": 1,
+            "order": 0,
+            "initial_visibility": true
+        }
+    ],
+    "pose3D": [],
+    "heatmap": [
+        {
+            "name": "behavior annotations",
+            "data_path": "behavior annotations.heatmap_data.npy",
+            "intervals_path": "behavior annotations.heatmap_intervals.npy",
+            "labels_path": "behavior annotations.heatmap_labels.txt",
+            "initial_show_labels": true,
+            "row_order_path": "behavior annotations.heatmap_row_order.npy",
+            "max_label_width": 300,
+            "label_color": [
+                255,
+                255,
+                255
+            ],
+            "label_font_size": 12,
+            "colormap": "viridis",
+            "vmin": 0.0,
+            "vmax": 1.0,
+            "add_traceplot": true,
+            "height_ratio": 3,
+            "heatmap_height_ratio": 2,
+            "trace_height_ratio": 1,
+            "order": 0,
+            "row_colors": [
+                [
+                    0,
+                    87,
+                    255
+                ],
+                [
+                    0,
+                    74,
+                    255
+                ],
+                [
+                    255,
+                    154,
+                    0
+                ],
+                [
+                    255,
+                    105,
+                    0
+                ],
+                [
+                    0,
+                    255,
+                    205
+                ],
+                [
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+                ],
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+                ],
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+                ],
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+                ]
+            ],
+            "initial_visibility": true
+        }
+    ],
+    "spikeplot": [],
+    "traceplot": [],
+    "roiplot": []
+}
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diff --git a/tests/test_gui.py b/tests/test_gui.py
new file mode 100644
index 0000000..b7ad1e7
--- /dev/null
+++ b/tests/test_gui.py
@@ -0,0 +1,38 @@
+import pytest
+import os
+from PyQt5.QtWidgets import QApplication
+from snub.gui.main import MainWindow
+
+# @pytest.fixture(scope="module")
+# def qt_app():
+#     """Fixture to create a QApplication instance for the tests."""
+#     if QApplication.instance() is None:
+#         app = QApplication([])
+#     else:
+#         app = QApplication.instance()
+#     yield app
+
+
+@pytest.fixture(scope="module")
+def project_directory():
+    return os.path.join(os.path.dirname(os.path.realpath(__file__)), "project")
+
+
+@pytest.fixture(scope="module")
+def qt_app():
+    """Fixture to create a QApplication instance for the tests."""
+    app = QApplication([])
+    yield app
+
+
+@pytest.fixture
+def main_window(qt_app, project_directory):
+    """Fixture to create MainWindow instance."""
+    window = MainWindow([project_directory])
+    return window
+
+
+def test_main_window_loads(qt_app, main_window):
+    """Test to check if the main window loads without error."""
+    main_window.show()
+    assert main_window.isVisible()
diff --git a/tests/test_io.py b/tests/test_io.py
new file mode 100644
index 0000000..830066b
--- /dev/null
+++ b/tests/test_io.py
@@ -0,0 +1,87 @@
+import numpy as np
+import snub.io.project
+import snub.io.manifold
+import os
+import shutil
+import pytest
+
+
+@pytest.fixture(scope="session")
+def data_directory():
+    return os.path.join(os.path.dirname(os.path.realpath(__file__)), "data")
+
+
+@pytest.fixture(scope="session")
+def project_directory(data_directory):
+    """Create a temporary project directory for testing."""
+
+    project_dir = os.path.join(
+        os.path.dirname(os.path.realpath(__file__)), "tmp_project"
+    )
+    video_timestamps = np.load(os.path.join(data_directory, "video_timestamps.npy"))
+    snub.io.project.create_project(
+        project_dir,
+        start_time=video_timestamps.min(),
+        end_time=video_timestamps.max(),
+    )
+    yield project_dir
+    shutil.rmtree(project_dir)
+
+
+def test_add_video(project_directory, data_directory):
+    """Test snub.io.project.add_video"""
+
+    timestamps_path = os.path.join(data_directory, "video_timestamps.npy")
+    video_timestamps = np.load(timestamps_path)
+
+    snub.io.project.add_video(
+        project_directory,
+        os.path.join(data_directory, "ir_video.mp4"),
+        timestamps=video_timestamps,
+        name="IR_camera",
+    )
+
+
+def test_add_heatmap(project_directory, data_directory):
+    """Test snub.io.project.add_heatmap"""
+
+    annotations_path = os.path.join(data_directory, "behavior_annotations.npy")
+    behavior_annotations = np.load(annotations_path)
+
+    labels_path = os.path.join(data_directory, "behavior_labels.txt")
+    behavior_labels = open(labels_path, "r").read().split("\n")
+
+    snub.io.project.add_heatmap(
+        project_directory,
+        "behavior annotations",
+        behavior_annotations,
+        labels=behavior_labels,
+        height_ratio=3,
+        start_time=0.1,
+        binsize=1 / 30,
+    )
+
+
+def test_add_scatter(project_directory, data_directory):
+    """Test snub.io.project.add_scatter and snub.io.manifold.bin_data"""
+
+    coordinates_path = os.path.join(data_directory, "umap_coordinates.npy")
+    coordinates = np.load(coordinates_path)
+
+    annotations_path = os.path.join(data_directory, "behavior_annotations.npy")
+    behavior_annotations = np.load(annotations_path)
+    binned_behavior_annotations = snub.io.manifold.bin_data(behavior_annotations, 6)
+
+    labels_path = os.path.join(data_directory, "behavior_labels.txt")
+    behavior_labels = open(labels_path, "r").read().split("\n")
+
+    snub.io.project.add_scatter(
+        project_directory,
+        "umap embedding",
+        coordinates,
+        binsize=0.5,
+        start_time=6.666,
+        pointsize=5,
+        variables=binned_behavior_annotations.T,
+        variable_labels=behavior_labels,
+    )

From cd8b6788818c0f2008cce582e26d1a6e72a9fc94 Mon Sep 17 00:00:00 2001
From: Caleb Weinreb <calebsw@gmail.com>
Date: Wed, 17 Jan 2024 12:52:42 -0500
Subject: [PATCH 08/14] add deps for testing

---
 setup.cfg | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/setup.cfg b/setup.cfg
index 268a70f..f012954 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -29,6 +29,8 @@ install_requires =
     networkx
     opencv-python-headless
     vidio>=0.0.3
+    pytest
+    pytest-qt
 
 [options.entry_points]
 console_scripts =

From 158ed52f8b071182bc7f33e39ba2fda8d03e6977 Mon Sep 17 00:00:00 2001
From: Caleb Weinreb <calebsw@gmail.com>
Date: Mon, 22 Jan 2024 15:09:21 -0500
Subject: [PATCH 09/14] added automatic plot generation from NWB (refactor of
 Mo's original approach)

---
 docs/source/index.rst   |   3 +-
 setup.cfg               |   7 +
 snub/io/__init__.py     |   1 +
 snub/io/manifold.py     |   8 +-
 snub/io/nwb.py          | 488 ++++++++++++++++++++++++++++++++++++++++
 snub/io/nwb/__init__.py |   1 -
 snub/io/nwb/convert.py  | 426 -----------------------------------
 snub/io/nwb/nwb_tree.py | 174 --------------
 snub/io/project.py      |  12 +-
 9 files changed, 508 insertions(+), 612 deletions(-)
 create mode 100644 snub/io/nwb.py
 delete mode 100644 snub/io/nwb/__init__.py
 delete mode 100644 snub/io/nwb/convert.py
 delete mode 100644 snub/io/nwb/nwb_tree.py

diff --git a/docs/source/index.rst b/docs/source/index.rst
index 55fccd0..099d2b3 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -26,7 +26,6 @@ Loading data is simple with the ``snub.io`` module. For example the following co
 SNUB Documentation
 ------------------
 
-
 .. toctree::
    :maxdepth: 2
 
@@ -34,6 +33,8 @@ SNUB Documentation
 
    tutorials
 
+   nwb
+
    snub.io<api>
 
 
diff --git a/setup.cfg b/setup.cfg
index f012954..fc89035 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -31,6 +31,13 @@ install_requires =
     vidio>=0.0.3
     pytest
     pytest-qt
+    pynwb
+    ndx-pose
+    ndx-photometry
+    ndx-labels
+    ndx-depth-moseq
+    pandas
+
 
 [options.entry_points]
 console_scripts =
diff --git a/snub/io/__init__.py b/snub/io/__init__.py
index 1096828..94b77df 100644
--- a/snub/io/__init__.py
+++ b/snub/io/__init__.py
@@ -2,3 +2,4 @@
 from .manifold import *
 from .video import *
 from .plot import *
+from .nwb import *
diff --git a/snub/io/manifold.py b/snub/io/manifold.py
index 1eae667..fb90df7 100644
--- a/snub/io/manifold.py
+++ b/snub/io/manifold.py
@@ -1,7 +1,7 @@
 import numpy as np
 
 
-def firing_rates(spike_times, spike_labels, window_size=0.2, window_step=0.02):
+def firing_rates(spike_times, spike_labels, window_size=0.2, window_step=0.05):
     """Convert spike tikes to firing rates using a sliding window
 
     Parameters
@@ -17,7 +17,7 @@ def firing_rates(spike_times, spike_labels, window_size=0.2, window_step=0.02):
     window_size: float, default=0.2
         Length (in seconds) of the sliding window used to calculate firing rates
 
-    window_step: float, default=0.02
+    window_step: float, default=0.05
         Step-size (in seconds) between each window used to calculate firing rates
 
     Returns
@@ -34,7 +34,7 @@ def firing_rates(spike_times, spike_labels, window_size=0.2, window_step=0.02):
         The time (in seconds) corresponding to the left-boundary
         of the first window in ``firing_rates``.
     """
-    # round spikes to window_step and factor our start time
+    # round spikes to window_step and factor out start time
     spike_times = np.around(spike_times / window_step).astype(int)
     start_time = spike_times.min()
     spike_times = spike_times - start_time
@@ -48,7 +48,7 @@ def firing_rates(spike_times, spike_labels, window_size=0.2, window_step=0.02):
     kernel = np.ones(int(window_size // window_step)) / (window_size // window_step)
     for i in range(heatmap.shape[0]):
         heatmap[i, :] = np.convolve(heatmap[i, :], kernel, mode="same")
-    return heatmap, start_time - window_step / 2
+    return heatmap, (start_time - 1 / 2) * window_step
 
 
 def bin_data(data, binsize, axis=-1, return_intervals=False):
diff --git a/snub/io/nwb.py b/snub/io/nwb.py
new file mode 100644
index 0000000..8d16c7a
--- /dev/null
+++ b/snub/io/nwb.py
@@ -0,0 +1,488 @@
+import pynwb
+import os
+from ndx_pose import PoseEstimation
+from ndx_labels import LabelSeries
+import numpy as np
+import snub.io.project
+from vidio import VideoReader
+
+
+EPS = 1e-6
+
+
+def create_project_from_nwb(
+    project_directory,
+    nwb_path,
+    branches=["root"],
+    use_full_path=True,
+    project_options={},
+    subplot_options={},
+):
+    """
+    Given an NWB file and a specification of the branches of the file to be visualized,
+    this method creates a SNUB project with the file's data.
+
+    Parameters
+    ----------
+    project_directory : str
+        Project path. A directory will be created at this location.
+
+    nwb_path : str
+        Path to the NWB file.
+
+    branches : list of str, optional
+        A specification of which subtrees of the NWB file (on the basis of their name)
+        to include in the SNUB project. If None, all data with a supported type will be
+        included.
+
+    use_full_path : bool, optional
+        Whether to use the full path in the NWB file when naming the SNUB object
+        corresponding to the NWB data. If False, only the name of the leaf node will be
+        used. If these names are not unique, an error will be raised.
+
+    project_options, dict
+        Additonal key word arguments for snub.io.create_project
+
+    subplot_options, dict
+        Additonal key word arguments to be passed to the specific subplot-adding functions
+        as a dict mapping dataset names to dicts of options. The names should be full paths
+        if use_full_path is True, or just the names of the leaf nodes otherwise.
+    """
+    nwb_type_mapping = {
+        "IntervalSeries": add_interval_series,
+        "RoiResponseSeries": add_roi_response_series,
+        "TimeSeries": add_generic_timeseries,
+        "PoseEstimation": add_pose_estimation,
+        "ImageSeries": add_image_series,
+        "LabelSeries": add_label_series,
+        "TimeIntervals": add_time_intervals,
+        "Position": add_position,
+        "SpatialSeries": add_spatial_series,
+        "Units": add_ephys_units,
+        "Events": add_events,
+    }
+
+    with pynwb.NWBHDF5IO(nwb_path, mode="r", load_namespaces=True) as io:
+        nwbfile = io.read()
+
+        # Get all datasets to be included
+        children = list_included_datasets(nwbfile, branches, nwb_type_mapping)
+        print("The following datasets will be included in the SNUB plot:")
+        for child in children:
+            print(f"  {_generate_name(child, use_full_path)} ({child.neurodata_type})")
+        print("")
+
+        # Check that there is at least one dataset to be included
+        assert len(children) > 0, (
+            "No datasets found in NWB file that match the specified branch names and have"
+            " one of the following supported types: " + str(nwb_type_mapping.keys())
+        )
+
+        # Check that all datasets to be included have unique names
+        if not use_full_path:
+            names = [c.name for c in children]
+            assert len(names) == len(set(names)), (
+                "Not all datasets to be included have unique names. You must set "
+                "use_full_path=True to resolve this."
+            )
+
+        # Create project
+        start_time, end_time = _get_start_end_times(children)
+        snub.io.project.create_project(
+            project_directory,
+            start_time=start_time,
+            end_time=end_time,
+            **project_options,
+        )
+
+        # Add data
+        for child in children:
+            name = _generate_name(child, use_full_path)
+
+            if name in subplot_options:
+                opts = subplot_options[name]
+            else:
+                opts = {}
+
+            try:  # try/except catches malformed data
+                nwb_type_mapping[child.neurodata_type](
+                    project_directory, child, name, start_time, end_time, opts
+                )
+            except Exception as e:
+                print(f"Skipping data {name} because of error: {e}")
+
+
+def _get_start_end_times(objects):
+    """
+    Given a list of objects from an NWB file, returns the earliest and latest timestamps
+    from the object or its children.
+    """
+    starts, ends = [], []
+    for obj in objects:
+        if obj.neurodata_type == "PoseEstimation":
+            s, e = _get_start_end_times(obj.pose_estimation_series.values())
+        elif obj.neurodata_type == "Position":
+            s, e = _get_start_end_times(obj.spatial_series.values())
+        elif obj.neurodata_type == "Units":
+            s = obj.spike_times[()].min()
+            e = obj.spike_times[()].max()
+        elif obj.neurodata_type == "TimeIntervals":
+            s = obj.start_time[()].min()
+            e = obj.stop_time[()].max()
+        else:
+            print(obj.neurodata_type, obj.name)
+            timestamps = get_timestamps(obj)
+            s = timestamps.min()
+            e = timestamps.max()
+        starts.append(s)
+        ends.append(e)
+    return min(starts), max(ends)
+
+
+def list_included_datasets(nwbfile, branches, nwb_type_mapping):
+    """
+    Enumerates all datasets in an NWB file that should be included in the SNUB project.
+
+    Datasets are included if (a) their type is supported and (b) they belong to one of
+    the branches specified by the user. If an included dataset is the child of another
+    dataset, only the parent will be included (e.g. when a Position dataset is included,
+    its child SpatialSeries datasets will not be included). Datasets are also excluded
+    if they have a "rate" parameter that is set to 0.
+    """
+    included_datasets = []
+    for child in nwbfile.all_children():
+        ancestors = child.get_ancestors()
+        ancestor_names = [a.name for a in ancestors] + [child.name]
+
+        has_supported_type = child.neurodata_type in nwb_type_mapping
+        from_included_branch = len(set(branches).intersection(ancestor_names)) > 0
+        has_no_included_parents = (
+            len([c for c in included_datasets if c in ancestors]) == 0
+        )
+        has_valid_rate = (not "rate" in child.fields) or (child.rate > 0)
+
+        if np.all(
+            [
+                has_supported_type,
+                from_included_branch,
+                has_no_included_parents,
+                has_valid_rate,
+            ]
+        ):
+            included_datasets.append(child)
+
+    return included_datasets
+
+
+def get_timestamps(obj):
+    """
+    Get timestamps for a TimeSeries object or ImageSeries object.
+
+    Parameters
+    ----------
+    obj: pynwb.TimeSeries or pywnb.ImageSeries
+        NWB TimeSeries or ImageSeries object.
+    """
+    if obj.timestamps is None:
+        # Get start time
+        if "start" in obj.fields:
+            start = obj.start
+        elif "starting_time" in obj.fields:
+            start = obj.starting_time
+        else:
+            raise AssertionError(
+                f"TimeSeries {obj.name} has no start time. Cannot determine timestamps."
+            )
+
+        # Get rate
+        if "rate" not in obj.fields:
+            raise AssertionError(
+                f"TimeSeries {obj.name} has no rate. Cannot determine timestamps."
+            )
+        rate = obj.rate
+
+        # Get duration
+        if obj.neurodata_type == "ImageSeries":
+            T = len(VideoReader(obj.external_file[0]))
+        else:
+            T = len(obj.data)
+
+        # Compute timestamps
+        stamps = start + np.arange(T) / rate
+    else:
+        stamps = obj.timestamps[:]
+    stamps = stamps.astype(float)
+    return stamps
+
+
+def _timestamps_to_intervals(timestamps):
+    """
+    Given an array of timestamps, returns an array of intervals that are centered on the
+    timestamps and have width determined by the inter-timestamp intervals.
+    """
+    starts = np.hstack(
+        [
+            [timestamps[0] - (timestamps[1] - timestamps[0]) / 2],
+            (timestamps[1:] + timestamps[:-1]) / 2,
+        ]
+    )
+    ends = np.hstack(
+        [
+            (timestamps[1:] + timestamps[:-1]) / 2,
+            [timestamps[-1] + (timestamps[-1] - timestamps[-2]) / 2],
+        ]
+    )
+    return np.vstack([starts, ends]).T
+
+
+def _generate_name(child, use_full_path):
+    if use_full_path:
+        return ".".join(
+            [a.name for a in list(child.get_ancestors())[:-1][::-1] + [child]]
+        )
+    else:
+        return child.name
+
+
+def add_interval_series(project_directory, obj, name, start_time, end_time, options):
+    """
+    Adds an interval series to a SNUB project in the form of a traceplot.
+    """
+    print(f'Adding interval series "{name}" as a traceplot.')
+    timestamps = obj.timestamps[()]  # contains start and end times
+    data = obj.data[()]  # contains interval types numbers: + for start, - for end
+
+    traces = {}
+    interval_types = set(data[data > 0])
+    for i in interval_types:
+        trace = [[start_time, 0]]
+        starts = timestamps[data == i]
+        ends = timestamps[data == -i]
+        for start, end in zip(starts, ends):
+            trace.append([start - EPS, 0])
+            trace.append([start, 1])
+            trace.append([end - EPS, 1])
+            trace.append([end, 0])
+        trace.append([end_time, 0])
+        traces[str(i)] = np.array(trace)
+
+    snub.io.project.add_traceplot(project_directory, name, traces, **options)
+
+
+def add_roi_response_series(
+    project_directory, obj, name, start_time, end_time, options
+):
+    """
+    Adds an ROI response series to a SNUB project in the form of a heatmap.
+    """
+    print(f'Adding ROI response series "{name}" as a heatmap.')
+    data = obj.data[()].T
+    start_time = obj.starting_time
+    binsize = 1 / obj.rate
+
+    snub.io.project.add_heatmap(
+        project_directory,
+        name,
+        data,
+        start_time=start_time,
+        binsize=binsize,
+        **options,
+    )
+
+
+def add_spatial_series(project_directory, obj, name, start_time, end_time, options):
+    """
+    Adds a spatial series to a SNUB project in the form of a traceplot.
+    """
+    print(f"Adding spatial series {name} as a traceplot.")
+    data = obj.data[()]
+    timestamps = get_timestamps(obj)
+
+    if len(data.shape) == 1:
+        data = data[:, None]
+
+    traces = {}
+    for i in range(data.shape[1]):
+        trace = np.vstack([timestamps, data[:, i]]).T
+        traces[f"dim {i}"] = trace
+
+    snub.io.project.add_traceplot(project_directory, name, traces, **options)
+
+
+def add_position(project_directory, obj, name, start_time, end_time, options):
+    """
+    Adds position data to a SNUB project in the form of a traceplot.
+    """
+    print(f'Adding positions "{name}" as a traceplot.')
+
+    traces = {}
+    for key, child in obj.spatial_series.items():
+        timestamps = get_timestamps(child)
+        positions = child.data[()]
+        if len(positions.shape) == 1:
+            trace = np.vstack([timestamps, positions]).T
+            traces[key] = trace
+        else:
+            for i in range(positions.shape[1]):
+                trace = np.vstack([timestamps, positions[:, i]]).T
+                traces[f"{key} (dim {i})"] = trace
+
+    snub.io.project.add_traceplot(project_directory, name, traces, **options)
+
+
+def add_generic_timeseries(
+    project_directory, obj, name, start_time, end_time, options, heatmap_threshold=10
+):
+    """
+    Adds a generic timeseries to a SNUB project in the form of a traceplot or heatmap,
+    depending on the number of dimensions.
+    """
+    data = obj.data[()]
+    timestamps = get_timestamps(obj)
+
+    if len(data.shape) == 1:
+        data = data[:, None]
+
+    if data.shape[1] > heatmap_threshold:
+        print(f'Adding generic timeseries "{name}" as a heatmap.')
+        snub.io.project.add_heatmap(
+            project_directory,
+            name,
+            data.T,
+            time_intervals=_timestamps_to_intervals(timestamps),
+            **options,
+        )
+    else:
+        print(f'Adding generic timeseries "{name}" as a traceplot.')
+        traces = {}
+        for i in range(data.shape[1]):
+            trace = np.vstack([timestamps, data[:, i]]).T
+            traces[f"dim-{i}"] = trace
+
+        snub.io.project.add_traceplot(project_directory, name, traces, **options)
+
+
+def add_pose_estimation(project_directory, obj, name, start_time, end_time, options):
+    """
+    Adds pose estimation to a SNUB project in the form of a traceplot (and a 3D pose plot
+    if the pose estimation is 3D).
+    """
+    print(f'Adding pose estimation "{name}" as a traceplot.')
+
+    joint_labels = obj.nodes[:]
+    keypoints, traces = [], {}
+    for joint in joint_labels:
+        child = obj.pose_estimation_series[joint]
+        timestamps = get_timestamps(child)
+        keypoints.append(child.data[()])
+        for i in range(child.data.shape[1]):
+            label = f"{joint}-{['x','y','z'][i]}"
+            trace = np.vstack([timestamps, child.data[:, i]]).T
+            traces[label] = trace
+
+    snub.io.project.add_traceplot(project_directory, name, traces, **options)
+
+    if keypoints[-1].shape[1] == 3:
+        print(f'Adding pose estimation "{name}" as a 3D pose plot.')
+        snub.io.project.add_pose3D(
+            project_directory,
+            name,
+            np.stack(keypoints, axis=1),
+            links=obj.edges[:],
+            time_intervals=_timestamps_to_intervals(timestamps),
+        )
+
+
+def add_image_series(project_directory, obj, name, start_time, end_time, options):
+    """
+    Adds an image series to a SNUB project in the form of a video.
+    """
+    print(f'Adding image series "{name}" as a video.')
+    timestamps = get_timestamps(obj)
+    for path in obj.external_file:
+        if not os.path.exists(path):
+            print(f"Warning: external file {path} does not exist. Skipping.")
+        else:
+            snub.io.project.add_video(
+                project_directory, path, name, timestamps=timestamps, **options
+            )
+
+
+def add_label_series(project_directory, obj, name, start_time, end_time, options):
+    """
+    Adds a label series to a SNUB project in the form of a heatmap.
+    """
+    print(f'Adding label series "{name}" as a heatmap.')
+    data = obj.data[()].T
+    timestamps = get_timestamps(obj)
+    labels = obj.vocabulary[:]
+
+    snub.io.project.add_heatmap(
+        project_directory,
+        name,
+        data,
+        time_intervals=_timestamps_to_intervals(timestamps),
+        labels=labels,
+        **options,
+    )
+
+
+def add_time_intervals(project_directory, obj, name, start_time, end_time, options):
+    """
+    Adds a time intervals to a SNUB project in the form of a traceplot.
+    """
+    print(f'Adding time intervals "{name}" as a traceplot.')
+
+    ignored_fields = [
+        n for n in obj.colnames if n not in ["start_time", "stop_time", "timeseries"]
+    ]
+    if ignored_fields:
+        print(f'Warning: ignoring fields {ignored_fields} in time intervals "{name}"')
+
+    starts = obj.start_time[()]
+    ends = obj.stop_time[()]
+    trace = [[start_time, 0]]
+    for start, end in zip(starts, ends):
+        trace.append([start - EPS, 0])
+        trace.append([start, 1])
+        trace.append([end - EPS, 1])
+        trace.append([end, 0])
+    trace.append([end_time, 0])
+    traces = {"intervals": np.array(trace)}
+    snub.io.project.add_traceplot(project_directory, name, traces, **options)
+
+
+def add_ephys_units(project_directory, obj, name, start_time, end_time, options):
+    """
+    Adds ephys units to a SNUB project in the form of a spikeplot.
+    """
+    print(f'Adding ephys units "{name}" as a spikeplot.')
+
+    spike_times_per_unit = obj.to_dataframe()["spike_times"]
+    spike_times = np.hstack(spike_times_per_unit)
+    spike_labels = np.hstack(
+        [np.ones(len(spikes)) * i for i, spikes in enumerate(spike_times_per_unit)]
+    )
+    snub.io.project.add_spikeplot(
+        project_directory,
+        name,
+        spike_times,
+        spike_labels,
+        **options,
+    )
+
+
+def add_events(project_directory, obj, name, start_time, end_time, options):
+    """
+    Adds events to a SNUB project in the form of a traceplot.
+    """
+    print(f'Adding events "{name}" as a traceplot.')
+
+    trace = [(start_time, 0)]
+    for t in obj.timestamps[()]:
+        trace.append((t - EPS, 0))
+        trace.append((t, 1))
+        trace.append((t + EPS, 0))
+    trace.append((end_time, 0))
+    traces = {"events": np.array(trace)}
+    snub.io.project.add_traceplot(project_directory, name, traces, **options)
diff --git a/snub/io/nwb/__init__.py b/snub/io/nwb/__init__.py
deleted file mode 100644
index 087d1f6..0000000
--- a/snub/io/nwb/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-from .convert import create_project_from_nwb, add_nwb
\ No newline at end of file
diff --git a/snub/io/nwb/convert.py b/snub/io/nwb/convert.py
deleted file mode 100644
index 444e67e..0000000
--- a/snub/io/nwb/convert.py
+++ /dev/null
@@ -1,426 +0,0 @@
-"""
-Methods for converting NWB files into SNUB projects.
-"""
-
-from os.path import basename
-
-import numpy as np
-
-from pynwb import NWBHDF5IO
-from .nwb_tree import NWBTree
-
-import snub.io.project
-
-def create_project_from_nwb(
-    project_directory,
-    nwb_path,
-    branches=None,
-    use_branch_name=True,
-    **kwargs
-):
-    """
-    Given an NWB file and a specification of the branches
-    of the file to be visualized, this method creates a
-    SNUB project with the file's data.
-
-    Parameters
-    ----------
-    project_directory : str
-        Project path. A directory will be created at this location.
-    
-    nwb_path : str
-        File path to the NWB file. 
-    
-    branches : None or str or Tuple[str] or Tuple[Tuple[str]], optional
-        A specification of which subtrees of the NWB file (on
-        the basis of their path from the file root) to populate the
-        SNUB directory with. If None, the whole file will be crawled.
-        To get a sense for the expected format, see _format_branches.
-    
-    use_branch_name : bool, optional
-        Whether to use the full path in the NWB file when naming the
-        SNUB object corresponding to the NWB data. If False, only the
-        name of the leaf node will be used, in which case the client
-        is responsible for ensuring that each leaf node has a unique name.
-
-    **kwargs
-        key word arguments for snub.io.create_project
-    """
-    with NWBHDF5IO(nwb_path, mode='r') as io:
-        nwbfile = io.read()
-        tree = NWBTree(nwbfile)
-        start_time, end_time = _get_duration(tree)
-        snub.io.project.create_project(project_directory,
-                                       start_time=start_time,
-                                       end_time=end_time,
-                                       **kwargs)
-    add_nwb(project_directory, nwb_path,
-            branches, use_branch_name)
-
-def add_nwb(
-    project_directory,
-    nwb_path,
-    branches=None,
-    use_branch_name=True
-):
-    """
-    Given an NWB file and a specification of the branches
-    of the file to be visualized, this method adds the queried
-    data to an existing SNUB project directory.
-
-    Parameters
-    ----------
-    project_directory : str
-        Project path containing SNUB config file.
-    
-    nwb_path : str
-        File path to the NWB file. 
-    
-    branches : None or str or Tuple[str] or Tuple[Tuple[str]], optional
-        A specification of which subtrees of the NWB file (on
-        the basis of their path from the file root) to populate the
-        SNUB directory with. If None, the whole file will be crawled.
-        To get a sense for the expected format, see _format_branches.
-    
-    use_branch_name : bool, optional
-        Whether to use the full path in the NWB file when naming the
-        SNUB object corresponding to the NWB data. If False, only the
-        name of the leaf node will be used, in which case the client
-        is responsible for ensuring that each leaf node has a unique name.
-    """
-    branches = _format_branches(branches)
-    with NWBHDF5IO(nwb_path, mode='r') as io:
-        nwbfile = io.read()
-        tree = NWBTree(nwbfile)
-        for branch in branches:
-            subtree = _get_branch(tree, branch)
-            _add_recursive(project_directory, subtree, branch, use_branch_name)
-
-def _get_duration(tree, round_seconds=True):
-    """
-    Given an NWBTree, this method determines the temporal
-    interval spanned by the data it contains.
-
-    Parameters
-    ----------
-    tree : NWBTree
-        NWBTree object wrapping the file structure.
-    
-    round_seconds : bool, optional
-        Whether to round the interval to the nearest second.
-
-    Returns
-    -------
-    start : float
-        Starting time, in seconds.
-    
-    end : float
-        Ending time, in seconds.
-    """
-    if tree.is_leaf():
-        stamps = tree.get_timestamps()
-        start = stamps[0]
-        end = stamps[-1]
-        if round_seconds:
-            start = np.floor(start)
-            end = np.ceil(end)
-    else:
-        start = np.inf
-        end = -np.inf
-        for child in tree.values():
-            start_child, end_child = _get_duration(child, round_seconds)
-            start = min(start, start_child)
-            end = max(end, end_child)
-    return start, end
-
-def _format_branches(branches):
-    """
-    Given the branches to crawl, as provided by the client,
-    this function reformats them as a list of tuples of strings,
-    where each tuple specifies the sequence of keys to index.
-
-    Parameters
-    ----------
-    branches : None or str or Tuple[str] or Tuple[Tuple[str]]
-        Branches as specified by the client.
-
-    Returns
-    -------
-    reformatted : List[Tuple[str]]
-        Branches in the correct format.
-    """
-    # None, empty string -> root node
-    if not branches:
-        return [tuple()]
-    
-    # string or container of strings
-    if isinstance(branches[0], str):
-        branches = [branches]
-    
-    reformatted = []
-    for branch in branches:
-        if isinstance(branch, str):
-            reformatted.append((branch,))
-        else:
-            reformatted.append(tuple(branch))
-    return reformatted
-
-def _get_branch(tree, branch):
-    """
-    Given a branch (i.e. a list of keys specifying the
-    sequence of hops from the root to some subtree), this
-    method returns the specified subtree.
-
-    Parameters
-    ----------
-    tree : NWBTree
-        Tree to traverse.
-    
-    branch : tuple
-        Tuple specifying path from root of tree to desired subtree.
-
-    Returns
-    -------
-    subtree : NWBTree
-        Subtree specified by branch.
-    """
-    subtree = tree
-    for key in branch:
-        subtree = subtree[key]
-    return subtree
-
-def _add_recursive(project_directory, tree, branch, use_branch_name=True):
-    """
-    Recursively traverses the file tree, adding the data for
-    each leaf node to the snub project dir.
-
-    Parameters
-    ----------
-    project_directory : str
-        SNUB directory to add the data to.
-
-    tree : NWBTree
-        Tree object with root at position specified by branch.
-    
-    branch : tuple
-        Tuple of keys specifying path from root to tree.
-    
-    use_branch_name : bool, optional
-        Whether to name the data by the full branch or the leaf.
-    """
-    if _is_recursive_case(tree):
-        for key, subtree in tree.items():
-            _add_recursive(project_directory, subtree,
-                           branch + (key,), use_branch_name)
-        return
-
-    if use_branch_name:
-        name = '.'.join(branch)
-    else:
-        name = branch[-1]
-
-    if tree.is_video():
-        _add_video(project_directory, tree, name)
-    elif tree.is_keypoints():    # base cases
-        _add_keypoints(project_directory, tree, name)
-    elif tree.is_labels():
-        _add_labels(project_directory, tree, name)
-    else:
-        _add_timeseries(project_directory, tree, name)
-
-def _is_recursive_case(tree):
-    """
-    Helper method for _add_recursive that determines
-    whether the current tree is a recursive or base case.
-
-    Parameters
-    ----------
-    tree : NWBTree
-        File tree object.
-
-    Returns
-    -------
-    is_recursive_case : bool
-        Self-explanatory.
-    """
-    return not (tree.is_leaf() or tree.is_keypoints())
-
-def _add_video(project_directory, tree, name):
-    """
-    Given a leaf node that stores an NWB ImageSeries, adds
-    the corresponding video to the SNUB directory.
-
-    Parameters
-    ----------
-    project_directory : str
-        SNUB directory to add the data to.
-
-    tree : NWBTree
-        File tree object.
-    
-    name : str
-        Name to add to the SNUB project directory.
-    """
-    timestamps = tree.get_timestamps()
-    for path in tree.obj.external_file:
-        video_name, _ = basename(path).rsplit('.', 1)
-        video_name = f'{name}.{video_name}'
-        snub.io.project.add_video(project_directory,
-                                  path, name=video_name,
-                                  timestamps=timestamps)
-
-def _add_keypoints(project_directory, tree, name):
-    """
-    Given a leaf node that stores an NWB PoseEstimation,
-    adds the corresponding 3D keypoints to the SNUB directory.
-
-    Parameters
-    ----------
-    project_directory : str
-        SNUB directory to add the data to.
-
-    tree : NWBTree
-        File tree object.
-    
-    name : str
-        Name to add to the SNUB project directory.
-    """
-    joint_labels = tree.obj.nodes[:]
-    links = tree.obj.edges[:]
-    
-    keypoints = []
-    for joint in joint_labels:
-        data, timestamps = tree[joint].get_both()
-        keypoints.append(data)
-    keypoints = np.stack(keypoints, 1)
-
-    _add_generic(project_directory, keypoints, timestamps, name,
-                 links=links, joint_labels=joint_labels)
-
-def _add_labels(project_directory, tree, name, colormap='gray'):
-    """
-    Given a leaf node that stores an NWB LabelSeries, adds
-    the corresponding labels to the SNUB directory.
-
-    Parameters
-    ----------
-    project_directory : str
-        SNUB directory to add the data to.
-        
-    tree : NWBTree
-        File tree object.
-    
-    name : str
-        Name to add to the SNUB project directory.
-    
-    colormap : str, optional
-        Name of matplotlib colormap to use. 
-    """
-    data, timestamps = tree.get_both()
-    labels = tree.obj.vocabulary[:]
-    _add_generic(project_directory, data, timestamps, name,
-                 labels=labels, colormap=colormap)
-
-def _add_timeseries(project_directory, tree, name, colormap='plasma'):
-    """
-    Given a leaf node that stores an NWB TimeSeries, adds
-    the corresponding data to the SNUB directory.
-
-    Parameters
-    ----------
-    project_directory : str
-        SNUB directory to add the data to.
-
-    tree : NWBTree
-        File tree object.
-    
-    name : str
-        Name to add to the SNUB project directory.
-    
-    colormap : str, optional
-        Name of matplotlib colormap to use. 
-    """
-    data, timestamps = tree.get_both()
-    _add_generic(project_directory, data, timestamps, name, colormap=colormap)
-    
-def _add_generic(project_directory, data, timestamps, name, **kwargs):
-    """
-    Adds the data to SNUB project. Infers the data type based on
-    the number of dimensions in the input array. If the array is
-    one-dimensional, it is added as trace; if it's two dimensional,
-    it's added as a heatmap; and if it's a three dimensional, it's
-    added as a 3D pose.
-
-    Parameters
-    ----------
-    project_directory : str
-         SNUB directory to add the data to.
-
-    data : np.array
-        One-dimensional data signal.
-    
-    timestamps : np.array
-        Time stamps corresponding to datapoints.
-    
-    name : str
-        Name to add to the SNUB project directory.
-    """
-    if data.ndim == 1:
-        return _add_trace(project_directory, data, timestamps, name)
-    
-    time_intervals = _stamps_to_intervals(timestamps)
-    if data.ndim == 2:
-        data = data.T # (time, vars) - > (vars, time)
-        io_function = snub.io.project.add_heatmap
-    elif data.ndim == 3:
-        io_function = snub.io.project.add_pose3D
-    else:
-        raise ValueError('Data must be 1, 2, or 3 dimensional.')
-    
-    io_function(project_directory, name, data,
-                time_intervals=time_intervals, **kwargs)
-    
-def _add_trace(project_directory, data, timestamps, name):
-    """
-    Adds the data to SNUB project as a trace plot.
-
-    Parameters
-    ----------
-    project_directory : str
-         SNUB directory to add the data to.
-
-    data : np.array
-        One-dimensional data signal.
-    
-    timestamps : np.array
-        Time stamps corresponding to datapoints.
-    
-    name : str
-        Name to add to the SNUB project directory.
-    """
-    trace_name = name.rsplit('.', 1)[-1]
-    traces = {trace_name: np.stack((timestamps, data), -1)}
-    snub.io.project.add_traceplot(project_directory, name, traces)
-
-def _stamps_to_intervals(timestamps):
-    """
-    Converts an array of timestamps to an array of intervals
-    for each data point.
-
-    Parameters
-    ----------
-    timestamps : np.array
-        Times corresponding to each data point.
-
-    Returns
-    -------
-    intervals : np.array
-        Array of shape (T, 2) specifying the time interval for each point
-    """
-    min_step = np.min(timestamps[1:] - timestamps[:-1])
-    end = timestamps[-1] + min_step
-
-    starts = timestamps
-    ends = np.r_[timestamps[1:], end]
-    intervals = np.stack((starts, ends), -1)
-    return intervals
diff --git a/snub/io/nwb/nwb_tree.py b/snub/io/nwb/nwb_tree.py
deleted file mode 100644
index 4ca6322..0000000
--- a/snub/io/nwb/nwb_tree.py
+++ /dev/null
@@ -1,174 +0,0 @@
-"""
-This file implements the NWBTree, a convenience class that
-makes it simpler to recursively crawl through an NWB file.
-"""
-
-import numpy as np
-
-from pynwb import NWBFile, TimeSeries
-from pynwb.core import MultiContainerInterface
-from pynwb.image import ImageSeries
-
-"""
-Below we attempt to import some optional NWB extensions for
-storing keypoint data and behavioral labels. Each import
-will be skipped if the imported NWB extension is not installed,
-at which point it will be assumed that the NWB file being
-wrapped does not make use of the corresponding extension.
-
-https://github.com/ndx-complex-behavior/
-
-In general, an NWB file cannot be accessed if the relevant
-extension is not available, so this file should be modified to
-support more nwb extensions.
-"""
-
-try:
-    from ndx_pose import PoseEstimation
-except ModuleNotFoundError:
-    PoseEstimation = None
-    
-try:
-    from ndx_labels import LabelSeries
-except ModuleNotFoundError:
-    LabelSeries = None
-
-
-class NWBTree:
-    """
-    Tree data structure that wraps an NWB file to simplify
-    traversal of the file structure.
-
-    Parameters
-    ----------
-    obj
-        Some node in the NWB file structure.
-    """
-    def __init__(self, obj):
-        self.obj = obj
-    
-    """
-    Methods for determining the type of node at
-    the root of the tree.
-    """
-    def is_root(self):
-        return _is_nwb_file(self.obj)
-    
-    def is_module(self):
-        return _is_module(self.obj)
-    
-    def is_leaf(self):
-        return _is_timeseries(self.obj) 
-    
-    def is_video(self):
-        return _is_video(self.obj)
-    
-    def is_keypoints(self):
-        return _is_keypoints(self.obj)
-    
-    def is_labels(self):
-        return _is_labels(self.obj)
-    
-    """
-    Methods for traversing the tree.
-    """
-    def keys(self):
-        if self.is_leaf():
-            self._raise_leaf_error()
-        elif self.is_root():
-            return ['acquisition', 'processing']
-        elif self.is_keypoints():
-            return self.obj.pose_estimation_series.keys()
-        elif self.is_module():
-            return self.obj.data_interfaces.keys()
-        else:    # either processing or acquisition
-            return self.obj.keys()
-        
-    def values(self):
-        return [self[key] for key in self.keys()]
-
-    def items(self):
-        return [(key, self[key]) for key in self.keys()]
-    
-    def __iter__(self):
-        return self.keys()
-    
-    def __len__(self):
-        return len(self.keys())
-
-    """
-    Methods for retrieving the data at the present node.
-    """
-    def _raise_leaf_error(self):
-        raise KeyError('Cannot index a leaf node!')
-
-    def get_data(self, dtype=float):
-        assert self.is_leaf()
-        return self.obj.data[:].astype(dtype)
-        
-    def get_timestamps(self):
-        assert self.is_leaf()
-        return _get_timestamps(self.obj)
-    
-    def get_both(self, dtype=float):
-        data = self.get_data(dtype)
-        timestamps = self.get_timestamps()
-        return data, timestamps
-    
-    def __getitem__(self, key):
-        if self.is_leaf():
-            raise self._raise_leaf_error()
-        elif self.is_root():
-            if key == 'acquisition':
-                return NWBTree(self.obj.acquisition)
-            elif key == 'processing':
-                return NWBTree(self.obj.processing)
-            else:
-                raise KeyError('Key must be "processing" or "acquisition".')
-        elif self.is_keypoints():
-            return NWBTree(self.obj.pose_estimation_series[key])
-        else:
-            return NWBTree(self.obj[key])
-
-
-def _get_timestamps(ts):
-    """
-    Given a time series object, returns the timestamps for
-    the datapoints it contains.
-
-    Parameters
-    ----------
-    ts : TimeSeries
-        NWB TimeSeries object.
-    """
-    if ts.timestamps is None:
-        T = len(ts.data)
-        try:
-            start = ts.start
-        except AttributeError:
-            start = ts.starting_time
-        rate = ts.rate
-        stamps = start + np.arange(T) / rate
-    else:
-        stamps = ts.timestamps[:]
-    stamps = stamps.astype(float)
-    return stamps
-
-# Methods for determining the type of data stored at the current node
-def _is_nwb_file(obj):
-    return isinstance(obj, NWBFile)
-
-def _is_module(obj):
-    return isinstance(obj, MultiContainerInterface)
-
-def _is_timeseries(obj):
-    return isinstance(obj, TimeSeries)
-
-def _is_video(obj):
-    return isinstance(obj, ImageSeries)
-
-def _is_keypoints(obj):
-    return PoseEstimation and isinstance(obj, PoseEstimation)
-
-def _is_labels(obj):
-    return LabelSeries and isinstance(obj, LabelSeries)
diff --git a/snub/io/project.py b/snub/io/project.py
index 2847af1..edbf022 100644
--- a/snub/io/project.py
+++ b/snub/io/project.py
@@ -1003,10 +1003,10 @@ def add_heatmap(
             )
         )
     if vmin is None:
-        vmin = float(np.min(data))
+        vmin = float(np.nanmin(data))
         print("Set vmin to {}".format(vmin))
     if vmax is None:
-        vmax = float(np.max(data))
+        vmax = float(np.nanmax(data))
         print("Set vmax to {}".format(vmax))
 
     # generare random colors for traceplot or roiplot
@@ -1046,9 +1046,9 @@ def add_spikeplot(
     name,
     spike_times,
     spike_labels,
-    heatmap_range=60,
+    heatmap_range=10,
     window_size=0.2,
-    window_step=0.02,
+    window_step=0.05,
     labels=None,
     sort_method=None,
     initial_show_labels=True,
@@ -1094,7 +1094,7 @@ def add_spikeplot(
         The source/label for each spike in ``spike_times``. The maximum
         value of this array determines the number of rows in the heatmap.
 
-    heatmap_range: float, default=60
+    heatmap_range: float, default=10
         Defines the zoom-level at which the spike-view converts to
         a heatmap-view. The transition occurs when the currently
         visible range in the timeline is equal to ``heatmap_range`` (in seconds)
@@ -1102,7 +1102,7 @@ def add_spikeplot(
     window_size: float, default=0.2
         Length (in seconds) of the sliding window used to calculate firing rates
 
-    window_step: float, default=0.02
+    window_step: float, default=0.05
         Step-size (in seconds) between each window used to calculate firing rates
 
     initial_visibility: bool, default=True

From 595c94150d0ae0269602c978347551cb4cb501cb Mon Sep 17 00:00:00 2001
From: Caleb Weinreb <calebsw@gmail.com>
Date: Fri, 26 Jan 2024 11:17:20 -0500
Subject: [PATCH 10/14] changed fixture scope to module

---
 tests/test_io.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/test_io.py b/tests/test_io.py
index 830066b..a728482 100644
--- a/tests/test_io.py
+++ b/tests/test_io.py
@@ -6,12 +6,12 @@
 import pytest
 
 
-@pytest.fixture(scope="session")
+@pytest.fixture(scope="module")
 def data_directory():
     return os.path.join(os.path.dirname(os.path.realpath(__file__)), "data")
 
 
-@pytest.fixture(scope="session")
+@pytest.fixture(scope="module")
 def project_directory(data_directory):
     """Create a temporary project directory for testing."""
 

From 8e01ef0613ac223aeafd48a9469e4b39259e8800 Mon Sep 17 00:00:00 2001
From: Caleb Weinreb <calebsw@gmail.com>
Date: Fri, 26 Jan 2024 13:23:11 -0500
Subject: [PATCH 11/14] updated NWB docs

---
 docs/source/index.rst | 3 +++
 setup.cfg             | 1 +
 2 files changed, 4 insertions(+)

diff --git a/docs/source/index.rst b/docs/source/index.rst
index 099d2b3..7e59ccd 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -23,6 +23,9 @@ Loading data is simple with the ``snub.io`` module. For example the following co
    snub.io.add_splikeplot(project_directory, 'my_ephys_data', spike_times, spike_labels) 
 
 
+We also support automatic conversion of NWB files to SNUB projects. See the `nwb tutorial <tutorials/nwb>`_ for more information. Note that only a subset of NWB neurodata types are currently supported.
+
+
 SNUB Documentation
 ------------------
 
diff --git a/setup.cfg b/setup.cfg
index fc89035..71f641c 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -37,6 +37,7 @@ install_requires =
     ndx-labels
     ndx-depth-moseq
     pandas
+    dandi
 
 
 [options.entry_points]

From 1f83ce641c1a2c1739356afc3c06c03a09e56cde Mon Sep 17 00:00:00 2001
From: Caleb Weinreb <calebsw@gmail.com>
Date: Fri, 26 Jan 2024 13:54:41 -0500
Subject: [PATCH 12/14] updated NWB docs and added nwb test

---
 docs/source/index.rst |   2 +-
 docs/source/nwb.rst   | 131 ++++++++++++++++++++++++++++++++++++++++++
 tests/test_nwb.py     |  34 +++++++++++
 3 files changed, 166 insertions(+), 1 deletion(-)
 create mode 100644 docs/source/nwb.rst
 create mode 100644 tests/test_nwb.py

diff --git a/docs/source/index.rst b/docs/source/index.rst
index 7e59ccd..dd713f1 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -23,7 +23,7 @@ Loading data is simple with the ``snub.io`` module. For example the following co
    snub.io.add_splikeplot(project_directory, 'my_ephys_data', spike_times, spike_labels) 
 
 
-We also support automatic conversion of NWB files to SNUB projects. See the `nwb tutorial <tutorials/nwb>`_ for more information. Note that only a subset of NWB neurodata types are currently supported.
+We also support automatic conversion of NWB files to SNUB projects for a limited set of NWB neurodata types. 
 
 
 SNUB Documentation
diff --git a/docs/source/nwb.rst b/docs/source/nwb.rst
new file mode 100644
index 0000000..1021f6b
--- /dev/null
+++ b/docs/source/nwb.rst
@@ -0,0 +1,131 @@
+Neurodata Without Borders
+=========================
+
+We provide a rudimentary tool for automatically generating a SNUB project from NWB files, which contain raw and processed data from neuroscience recordings. The data are stored hierarchically, and each component of the hierarchy has a specific neurodata type that reflects the measurement modality (e.g ``Units`` for spike trains, ``ImageSeries`` for video, etc.). Our conversion tool generates a SNUB subplot for each supported neurodata type. Users can optionally restrict this process to a subset of the NWB hierarchy (e.g. include pose tracking while excluding electrophysiology, or include just a subset of electrophysiology measurements). 
+
+
+Neurodata types
+---------------
+
+The following neurodata types are supported:
+
+- ``IntervalSeries``
+    Contains start and end times for (possibly labeled) intervals. A SNUB trace plot is generated containing one trace per interval type.
+
+- ``RoiResponseSeries``
+    Contains fluorescence traces for regions of interest (ROIs). A SNUB heatmap is generated containing one row per ROI. Metadata associated with each ROI is not linked in the SNUB plot.
+
+- ``TimeSeries``
+    Contains time series in one or more dimensions. A SNUB heatmap is generated for 15 or more dimensions, and a SNUB trace plot is generaed for fewer than 15 dimensions.
+
+- ``PoseEstimation``
+    Contains pose tracking data (available via the ``ndx-pose`` extension). A SNUB trace plot is generated for each tracked body part and spatial dimension. For 3D data, a 3D pose plot is also generated.
+
+- ``ImageSeries``
+    Contains video data. We assume that the video is stored as a separate file and that the ``ImageSeries`` object contains frame timestamps and a relative path to that file. A SNUB video plot is then generated.
+
+- ``LabelSeries``
+    Contains discrete label time series in the form of a binary matrix with one column per label abd one row per time bin (available via the ``ndx-labels`` extension). A SNUB heatmap is generated directly from this matrix.
+
+- ``TimeIntervals``
+    Contains annotated intervals. Each interval has a start time, a stop time, and an arbitrary number of additional metadata fields. A SNUB trace plot is generated with one trace showing the start and stop times of each interval. All other metadata is ignored since it cannot be canonically represented using the currently available SNUB plot types.
+
+- ``Position``
+    Contains position data in the form of one or more ``SpatialSeries`` objects. A SNUB trace plot is generated with traces for each spatial dimensions of each consistuent spatial series.
+
+- ``SpatialSeries``
+    Contains spatial data in the form of a time series with one or more dimensions. A standalone SNUB trace plot is generated for the spatial series if it is not contained within a ``Position`` object.
+
+- ``Units``
+    Contains spike trains for one or more units. A corresponding SNUB spike plot is generated.
+
+- ``Events``
+    Contains a sequence of unlabeled event times (available via the ``ndx-events`` extension). A SNUB trace plot is generated with a single trace that spikes at each event time.
+
+
+Examples
+--------
+
+For each example, run the first code block in a terminal and the second in a python console or notebook.
+
+
+A change in behavioral state switches the pattern of motor output that underlies rhythmic head and orofacial movements
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+*Liao, Song-Mao; Kleinfeld, David; Rinehart, Duane; University of California San Diego (2023) Dataset for: A change in behavioral state switches the pattern of motor output that underlies rhythmic head and orofacial movements (Version 0.230515.0530) [Data set]. DANDI archive. https://doi.org/10.48324/dandi.000540/0.230515.0530*
+
+Includes the following SNUB-compatible neurodata types: ``TimeSeries``, ``ImageSeries``
+
+  .. code-block:: bash
+
+    # Download NWB file
+    dandi download https://api.dandiarchive.org/api/dandisets/000540/versions/0.230515.0530/assets/94307bee-459c-424e-b3a0-1e86b23f04b2/download/
+
+    # Download associated video and create directory for it
+    dandi download https://api.dandiarchive.org/api/dandisets/000540/versions/0.230515.0530/assets/942b0806-2c8b-4289-a072-9e965884fcb6/download/
+    mkdir sub-SLR087_ses-20180706_obj-14ua2bs_behavior+image
+    mv 9557b48e-46f0-45f2-a700-a2e15318c5bc_external_file_0.avi sub-SLR087_ses-20180706_obj-14ua2bs_behavior+image/
+
+
+  .. code-block:: python
+
+    import os, snub
+
+    # Define paths
+    nwb_file = "sub-SLR087_ses-20180706_obj-14ua2bs_behavior+image.nwb"
+    name = os.path.splitext(os.path.basename(nwb_file))[0]
+    project_directory = os.path.join(os.path.dirname(nwb_file), f"SNUB-{name}")
+
+    # Make SNUB plot that includes video and torso tracking
+    snub.io.create_project_from_nwb(project_directory, nwb_file, branches=['torso_dlc', 'ImageSeries'])
+
+
+A Unified Framework for Dopamine Signals across Timescales
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+*Kim, HyungGoo; Malik, Athar; Mikhael, John; Bech, Pol; Tsutsui-Kimura, Iku; Sun, Fangmiao; Zhang, Yajun; Li, Yulong; Watabe-Uchida, Mitsuko; Gershman, Samuel; Uchida, Naoshige (2023) A Unified Framework for Dopamine Signals across Timescales (Version draft) [Data set]. DANDI archive. https://dandiarchive.org/dandiset/000251/draft*
+
+Includes the following SNUB-compatible neurodata types: ``TimeSeries``, ``TimeIntervals``, ``SpatialSeries``, ``Events``
+
+  .. code-block:: bash
+
+    # Download NWB file
+    dandi download https://api.dandiarchive.org/api/dandisets/000251/versions/draft/assets/b28fcb84-2e23-472c-913c-383151bc58ef/download/
+
+
+  .. code-block:: python
+
+    import os, snub
+
+    # Define paths
+    nwb_file = "sub-108_ses-Ca-VS-VR-2.nwb"
+    name = os.path.splitext(os.path.basename(nwb_file))[0]
+    project_directory = os.path.join(os.path.dirname(nwb_file), f"SNUB-{name}")
+
+    # Make SNUB plot
+    snub.io.create_project_from_nwb(project_directory, nwb_file)
+
+
+Neural population dynamics during reaching
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+*Churchland, Mark; Cunningham, John P.; Kaufman, Matthew T.; Foster, Justin D.; Nuyujukian, Paul; Ryu, Stephen I.; Shenoy, Krishna V. (2022) Neural population dynamics during reaching (Version draft) [Data set]. DANDI archive. https://dandiarchive.org/dandiset/000070/draft*
+
+Includes the following SNUB-compatible neurodata types: ``Units``, ``TimeIntervals``, ``Position``
+
+  .. code-block:: bash
+      
+    # Download NWB file
+    dandi download https://api.dandiarchive.org/api/dandisets/000070/versions/draft/assets/7b95fe3a-c859-4406-b80d-e50bad775d01/download/
+
+  .. code-block:: python
+
+    import os, snub
+    
+    # Define paths
+    nwb_file = "sub-Jenkins_ses-20090912_behavior+ecephys.nwb"
+    name = os.path.splitext(os.path.basename(nwb_file))[0]
+    project_directory = os.path.join(os.path.dirname(nwb_file), f"SNUB-{name}")
+
+    # Make SNUB plot
+    snub.io.create_project_from_nwb(project_directory, nwb_file)
diff --git a/tests/test_nwb.py b/tests/test_nwb.py
new file mode 100644
index 0000000..6e1925b
--- /dev/null
+++ b/tests/test_nwb.py
@@ -0,0 +1,34 @@
+import os
+import shutil
+import pytest
+
+from snub.io import create_project_from_nwb
+from dandi.download import download
+
+
+@pytest.fixture(scope="module")
+def setup_and_teardown():
+    """Download NWB file and then delete it and the SNUB project after the test."""
+
+    # Create temporary directory for NWB file and SNUB plot
+    tmp_dir = os.path.join(os.path.dirname(os.path.realpath(__file__)), "tmp_nwb")
+    os.makedirs(tmp_dir, exist_ok=True)
+
+    # Download NWB file
+    nwb_url = "https://api.dandiarchive.org/api/dandisets/000251/versions/draft/assets/b28fcb84-2e23-472c-913c-383151bc58ef/download/"
+    download(nwb_url, tmp_dir)
+
+    # Yield path to NWB file
+    nwb_file = os.path.join(tmp_dir, "sub-108_ses-Ca-VS-VR-2.nwb")
+    yield nwb_file
+
+    # Delete temporary directory
+    shutil.rmtree(tmp_dir, ignore_errors=True)
+
+
+def test_nwb_conversion(setup_and_teardown):
+    """Test snub.io.nwb.create_project_from_nwb"""
+    nwb_file = setup_and_teardown
+    name = os.path.splitext(os.path.basename(nwb_file))[0]
+    project_directory = os.path.join(os.path.dirname(nwb_file), f"SNUB-{name}")
+    create_project_from_nwb(project_directory, nwb_file)

From 41c161411db9459aba32feafccaf5df5087b0049 Mon Sep 17 00:00:00 2001
From: Caleb Weinreb <calebsw@gmail.com>
Date: Sun, 28 Jan 2024 08:59:08 -0700
Subject: [PATCH 13/14] added NWB conversion tool description to the JOSS
 manuscript

---
 paper.bib | 180 ++++++++++++++++++++++++++++++------------------------
 paper.md  |   6 +-
 2 files changed, 105 insertions(+), 81 deletions(-)

diff --git a/paper.bib b/paper.bib
index ae87796..8913cc3 100644
--- a/paper.bib
+++ b/paper.bib
@@ -1,102 +1,124 @@
 @software{vispy,
-  author       = {Luke Campagnola and
-                  Eric Larson and
-                  Almar Klein and
-                  David Hoese and
-                  Siddharth and
-                  Cyrille Rossant and
-                  Adam Griffiths and
-                  Nicolas P. Rougier and
-                  asnt and
-                  Kai Mühlbauer and
-                  Alexander Taylor and
-                  MSS and
-                  Talley Lambert and
-                  sylm21 and
-                  Alex J. Champandard and
-                  Max Hunter and
-                  Thomas Robitaille and
-                  Mustafa Furkan Kaptan and
-                  Elliott Sales de Andrade and
-                  Karl Czajkowski and
-                  Lorenzo Gaifas and
-                  Alessandro Bacchini and
-                  Guillaume Favelier and
-                  Etienne Combrisson and
-                  ThenTech and
-                  fschill and
-                  Mark Harfouche and
-                  Michael Aye and
-                  Casper van Elteren and
-                  Cedric GESTES},
-  title        = {vispy/vispy: Version 0.11.0},
-  month        = jul,
-  year         = 2022,
-  publisher    = {Zenodo},
-  version      = {v0.11.0},
-  doi          = {10.5281/zenodo.6795163},
-  url          = {https://doi.org/10.5281/zenodo.6795163}
+  author    = {Luke Campagnola and
+               Eric Larson and
+               Almar Klein and
+               David Hoese and
+               Siddharth and
+               Cyrille Rossant and
+               Adam Griffiths and
+               Nicolas P. Rougier and
+               asnt and
+               Kai Mühlbauer and
+               Alexander Taylor and
+               MSS and
+               Talley Lambert and
+               sylm21 and
+               Alex J. Champandard and
+               Max Hunter and
+               Thomas Robitaille and
+               Mustafa Furkan Kaptan and
+               Elliott Sales de Andrade and
+               Karl Czajkowski and
+               Lorenzo Gaifas and
+               Alessandro Bacchini and
+               Guillaume Favelier and
+               Etienne Combrisson and
+               ThenTech and
+               fschill and
+               Mark Harfouche and
+               Michael Aye and
+               Casper van Elteren and
+               Cedric GESTES},
+  title     = {vispy/vispy: Version 0.11.0},
+  month     = jul,
+  year      = 2022,
+  publisher = {Zenodo},
+  version   = {v0.11.0},
+  doi       = {10.5281/zenodo.6795163},
+  url       = {https://doi.org/10.5281/zenodo.6795163}
 }
 
 
 
 @article{bento,
-  abstract = {The study of naturalistic social behavior requires quantification of animals' interactions. This is generally done through manual annotation---a highly time-consuming and tedious process. Recent advances in computer vision enable tracking the pose (posture) of freely behaving animals. However, automatically and accurately classifying complex social behaviors remains technically challenging. We introduce the Mouse Action Recognition System (MARS), an automated pipeline for pose estimation and behavior quantification in pairs of freely interacting mice. We compare MARS's annotations to human annotations and find that MARS's pose estimation and behavior classification achieve human-level performance. We also release the pose and annotation datasets used to train MARS to serve as community benchmarks and resources. Finally, we introduce the Behavior Ensemble and Neural Trajectory Observatory (BENTO), a graphical user interface for analysis of multimodal neuroscience datasets. Together, MARS and BENTO provide an end-to-end pipeline for behavior data extraction and analysis in a package that is user-friendly and easily modifiable.},
-  article_type = {journal},
-  author = {Segalin, Cristina and Williams, Jalani and Karigo, Tomomi and Hui, May and Zelikowsky, Moriel and Sun, Jennifer J and Perona, Pietro and Anderson, David J and Kennedy, Ann},
-  citation = {eLife 2021;10:e63720},
+  abstract      = {The study of naturalistic social behavior requires quantification of animals' interactions. This is generally done through manual annotation---a highly time-consuming and tedious process. Recent advances in computer vision enable tracking the pose (posture) of freely behaving animals. However, automatically and accurately classifying complex social behaviors remains technically challenging. We introduce the Mouse Action Recognition System (MARS), an automated pipeline for pose estimation and behavior quantification in pairs of freely interacting mice. We compare MARS's annotations to human annotations and find that MARS's pose estimation and behavior classification achieve human-level performance. We also release the pose and annotation datasets used to train MARS to serve as community benchmarks and resources. Finally, we introduce the Behavior Ensemble and Neural Trajectory Observatory (BENTO), a graphical user interface for analysis of multimodal neuroscience datasets. Together, MARS and BENTO provide an end-to-end pipeline for behavior data extraction and analysis in a package that is user-friendly and easily modifiable.},
+  article_type  = {journal},
+  author        = {Segalin, Cristina and Williams, Jalani and Karigo, Tomomi and Hui, May and Zelikowsky, Moriel and Sun, Jennifer J and Perona, Pietro and Anderson, David J and Kennedy, Ann},
+  citation      = {eLife 2021;10:e63720},
   date-modified = {2022-10-05 13:18:49 -0400},
-  doi = {10.7554/eLife.63720},
-  editor = {Berman, Gordon J and Wassum, Kate M and Gal, Asaf},
-  issn = {2050-084X},
-  journal = {eLife},
-  keywords = {social behavior, pose estimation, machine learning, computer vision, microendoscopic imaging, software},
-  month = {nov},
-  pages = {e63720},
-  pub_date = {2021-11-30},
-  publisher = {eLife Sciences Publications, Ltd},
-  title = {The Mouse Action Recognition System (MARS) software pipeline for automated analysis of social behaviors in mice},
-  url = {https://doi.org/10.7554/eLife.63720},
-  volume = 10,
-  year = 2021,
-  bdsk-url-1 = {https://doi.org/10.7554/eLife.63720}}
+  doi           = {10.7554/eLife.63720},
+  editor        = {Berman, Gordon J and Wassum, Kate M and Gal, Asaf},
+  issn          = {2050-084X},
+  journal       = {eLife},
+  keywords      = {social behavior, pose estimation, machine learning, computer vision, microendoscopic imaging, software},
+  month         = {nov},
+  pages         = {e63720},
+  pub_date      = {2021-11-30},
+  publisher     = {eLife Sciences Publications, Ltd},
+  title         = {The Mouse Action Recognition System (MARS) software pipeline for automated analysis of social behaviors in mice},
+  url           = {https://doi.org/10.7554/eLife.63720},
+  volume        = 10,
+  year          = 2021,
+  bdsk-url-1    = {https://doi.org/10.7554/eLife.63720}
+}
 
 
 @misc{rastermap,
-  author = {C. Stringer and M. Pachitariu},
-  title = {rastermap},
-  year = {2020},
+  author    = {C. Stringer and M. Pachitariu},
+  title     = {rastermap},
+  year      = {2020},
   publisher = {GitHub},
-  journal = {GitHub repository},
-  url = {https://github.com/MouseLand/rastermap}
+  journal   = {GitHub repository},
+  url       = {https://github.com/MouseLand/rastermap}
 }
 
 @misc{vidio,
-  author = {J. Bohnslav},
-  title = {VidIO: simple, performant video reading and writing in python},
-  year = {2020},
+  author    = {J. Bohnslav},
+  title     = {VidIO: simple, performant video reading and writing in python},
+  year      = {2020},
   publisher = {GitHub},
-  journal = {GitHub repository},
-  url = {https://github.com/jbohnslav/vidio}
+  journal   = {GitHub repository},
+  url       = {https://github.com/jbohnslav/vidio}
 }
 
 @misc{umap,
-  doi = {10.48550/ARXIV.1802.03426},
-  url = {https://arxiv.org/abs/1802.03426},
-  author = {McInnes, Leland and Healy, John and Melville, James},
-  keywords = {Machine Learning (stat.ML), Computational Geometry (cs.CG), Machine Learning (cs.LG), FOS: Computer and information sciences, FOS: Computer and information sciences},
-  title = {UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction},
+  doi       = {10.48550/ARXIV.1802.03426},
+  url       = {https://arxiv.org/abs/1802.03426},
+  author    = {McInnes, Leland and Healy, John and Melville, James},
+  keywords  = {Machine Learning (stat.ML), Computational Geometry (cs.CG), Machine Learning (cs.LG), FOS: Computer and information sciences, FOS: Computer and information sciences},
+  title     = {UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction},
   publisher = {arXiv},
-  year = {2018},
+  year      = {2018},
   copyright = {arXiv.org perpetual, non-exclusive license}
 }
 
 @misc{petrucco_2020_3925903,
-  author       = {Petrucco, Luigi},
-  title        = {Mouse head schema},
-  month        = jul,
-  year         = 2020,
-  publisher    = {Zenodo},
-  doi          = {10.5281/zenodo.3925903},
-  url          = {https://doi.org/10.5281/zenodo.3925903}
-}
\ No newline at end of file
+  author    = {Petrucco, Luigi},
+  title     = {Mouse head schema},
+  month     = jul,
+  year      = 2020,
+  publisher = {Zenodo},
+  doi       = {10.5281/zenodo.3925903},
+  url       = {https://doi.org/10.5281/zenodo.3925903}
+}
+
+
+@article{NWB,
+  article_type = {journal},
+  title        = {The Neurodata Without Borders ecosystem for neurophysiological data science},
+  author       = {Rübel, Oliver and Tritt, Andrew and Ly, Ryan and Dichter, Benjamin K and Ghosh, Satrajit and Niu, Lawrence and Baker, Pamela and Soltesz, Ivan and Ng, Lydia and Svoboda, Karel and Frank, Loren and Bouchard, Kristofer E},
+  editor       = {Colgin, Laura L and Jadhav, Shantanu P},
+  volume       = 11,
+  year         = 2022,
+  month        = {oct},
+  pub_date     = {2022-10-04},
+  pages        = {e78362},
+  citation     = {eLife 2022;11:e78362},
+  doi          = {10.7554/eLife.78362},
+  url          = {https://doi.org/10.7554/eLife.78362},
+  abstract     = {The neurophysiology of cells and tissues are monitored electrophysiologically and optically in diverse experiments and species, ranging from flies to humans. Understanding the brain requires integration of data across this diversity, and thus these data must be findable, accessible, interoperable, and reusable (FAIR). This requires a standard language for data and metadata that can coevolve with neuroscience. We describe design and implementation principles for a language for neurophysiology data. Our open-source software (Neurodata Without Borders, NWB) defines and modularizes the interdependent, yet separable, components of a data language. We demonstrate NWB’s impact through unified description of neurophysiology data across diverse modalities and species. NWB exists in an ecosystem, which includes data management, analysis, visualization, and archive tools. Thus, the NWB data language enables reproduction, interchange, and reuse of diverse neurophysiology data. More broadly, the design principles of NWB are generally applicable to enhance discovery across biology through data FAIRness.},
+  keywords     = {Neurophysiology, data ecosystem, data language, data standard, FAIR data, archive},
+  journal      = {eLife},
+  issn         = {2050-084X},
+  publisher    = {eLife Sciences Publications, Ltd}
+}
diff --git a/paper.md b/paper.md
index d35ca59..7a00bac 100644
--- a/paper.md
+++ b/paper.md
@@ -34,7 +34,7 @@ Direct inspection of behavior and neurophysiology recordings is hard because the
 
 We provide dedicated widgets and loading functions for exploring raw video, 3D animal pose, behavior annotations, electrophysiology recordings, and calcium imaging data - either as a raster or as a super-position of labeled regions of interest (ROIs). More broadly, SNUB can dislay any data that takes the form of a heatmap, scatter plot, video, or collection of named temporally-varying signals. 
 
-In addition to the front-end GUI, we include a library of functions for ingesting raw data and saving it to a format that is readable by the SNUB viewer. The following code, for example, creates a project with paired electrophysiology and video data.
+In addition to the front-end GUI, we include a library of functions that ingest raw data and save it to a format that is readable by the SNUB viewer. The following code, for example, creates a project with paired electrophysiology and video data.
 
 ```
 snub.io.create_project(project_directory, duration=1800)
@@ -42,12 +42,14 @@ snub.io.add_video(project_directory, 'path/to/my_video.avi', name='IR_camera')
 snub.io.add_splikeplot(project_directory, 'my_ephys_data', spike_times, spike_labels)
 ```
 
+We also provide a rudimentary tool for automatically generating SNUB datasets from Neurodata Without Borders (NWB) files, which contain raw and processed data from neuroscience recordings [@NWB]. The data in NWB files are stored hierarchically, and each component of the hierarchy has a specific neurodata type that reflects the measurement modality (e.g, "Units" for spike trains, "ImageSeries" for video). Our conversion tool generates a SNUB display element for each supported neurodata type. Users can optionally restrict this process to a subset of the NWB hierarchy (e.g., include pose tracking while excluding electrophysiology, or include just a subset of electrophysiology measurements). 
+
 SNUB is a flexible general-purpose tool that complements more specialized packages such as rastermap [@rastermap] and Bento [@bento]. The rastermap interface, for example, is hard-coded for the display of neural activity rasters, ROIs and 2D embeddings of neural activity. Bento is hard-coded for the display of neural activity rasters, behavioral videos and behavioral annotations. SNUB can reproduce either of these configurations and is especially useful when one wishes to include additional types of data or more directly customize the way that data is rendered.
 
 The graphics in SNUB are powered by vispy [@vispy]. SNUB includes wrappers for several dimensionality reduction methods, including rastermap [@rastermap] for ordering raster plots and UMAP [@umap] for 2D scatter plots. Fast video loading is enabled by vidio [@vidio]. The app icon was adapted from a drawing contributed to scidraw by Luigi Petrucco  [@petrucco_2020_3925903].
 
 # Acknowledgements
 
-We are grateful to Mohammed Osman for initial contributions to the 3D keypoint visualization tool. CW is a Fellow of The Jane Coffin Childs Memorial Fund for Medical Research. SRD is supported by NIH grants U19NS113201, RF1AG073625, R01NS114020, the Brain Research Foundation, and the Simons Collaboration on the Global Brain.
+We are grateful to Mohammed Osman for contributions to the 3D keypoint visualization and NWB conversion tools. CW is a Fellow of The Jane Coffin Childs Memorial Fund for Medical Research. SRD is supported by NIH grants U19NS113201, RF1AG073625, R01NS114020, the Brain Research Foundation, and the Simons Collaboration on the Global Brain.
 
 # References
\ No newline at end of file

From d4283262bdb4454e1510fa64e99239825e417365 Mon Sep 17 00:00:00 2001
From: Caleb Weinreb <calebsw@gmail.com>
Date: Sun, 28 Jan 2024 09:12:02 -0700
Subject: [PATCH 14/14] removed unused function from gui test module

---
 tests/test_gui.py | 9 ---------
 1 file changed, 9 deletions(-)

diff --git a/tests/test_gui.py b/tests/test_gui.py
index b7ad1e7..1dc691a 100644
--- a/tests/test_gui.py
+++ b/tests/test_gui.py
@@ -3,15 +3,6 @@
 from PyQt5.QtWidgets import QApplication
 from snub.gui.main import MainWindow
 
-# @pytest.fixture(scope="module")
-# def qt_app():
-#     """Fixture to create a QApplication instance for the tests."""
-#     if QApplication.instance() is None:
-#         app = QApplication([])
-#     else:
-#         app = QApplication.instance()
-#     yield app
-
 
 @pytest.fixture(scope="module")
 def project_directory():