add code for analysis of data

1 files changed, 989 insertions, 0 deletions

diff --git a/venv/lib/python3.8/site-packages/plotly/basewidget.py b/venv/lib/python3.8/site-packages/plotly/basewidget.py
new file mode 100644
index 0000000..08c655f
--- /dev/null
+++ b/venv/lib/python3.8/site-packages/plotly/basewidget.py
@@ -0,0 +1,989 @@
+from copy import deepcopy
+import pathlib
+from traitlets import List, Dict, observe, Integer
+from plotly.io._renderers import display_jupyter_version_warnings
+
+from .basedatatypes import BaseFigure, BasePlotlyType
+from .callbacks import BoxSelector, LassoSelector, InputDeviceState, Points
+from .serializers import custom_serializers
+import anywidget
+
+
+class BaseFigureWidget(BaseFigure, anywidget.AnyWidget):
+    """
+    Base class for FigureWidget. The FigureWidget class is code-generated as a
+    subclass
+    """
+
+    _esm = pathlib.Path(__file__).parent / "package_data" / "widgetbundle.js"
+
+    # ### _data and _layout ###
+    # These properties store the current state of the traces and
+    # layout as JSON-style dicts. These dicts do not store any subclasses of
+    # `BasePlotlyType`
+    #
+    # Note: These are only automatically synced with the frontend on full
+    # assignment, not on mutation. We use this fact to only directly sync
+    # them to the front-end on FigureWidget construction. All other updates
+    # are made using mutation, and they are manually synced to the frontend
+    # using the relayout/restyle/update/etc. messages.
+    _widget_layout = Dict().tag(sync=True, **custom_serializers)
+    _widget_data = List().tag(sync=True, **custom_serializers)
+    _config = Dict().tag(sync=True, **custom_serializers)
+
+    # ### Python -> JS message properties ###
+    # These properties are used to send messages from Python to the
+    # frontend. Messages are sent by assigning the message contents to the
+    # appropriate _py2js_* property and then immediatly assigning None to the
+    # property.
+    #
+    # See JSDoc comments in the FigureModel class in js/src/Figure.js for
+    # detailed descriptions of the messages.
+    _py2js_addTraces = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+    _py2js_restyle = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+    _py2js_relayout = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+    _py2js_update = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+    _py2js_animate = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+
+    _py2js_deleteTraces = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+    _py2js_moveTraces = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+
+    _py2js_removeLayoutProps = Dict(allow_none=True).tag(
+        sync=True, **custom_serializers
+    )
+    _py2js_removeTraceProps = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+
+    # ### JS -> Python message properties ###
+    # These properties are used to receive messages from the frontend.
+    # Messages are received by defining methods that observe changes to these
+    # properties. Receive methods are named `_handler_js2py_*` where '*' is
+    # the name of the corresponding message property.  Receive methods are
+    # responsible for setting the message property to None after retreiving
+    # the message data.
+    #
+    # See JSDoc comments in the FigureModel class in js/src/Figure.js for
+    # detailed descriptions of the messages.
+    _js2py_traceDeltas = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+    _js2py_layoutDelta = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+    _js2py_restyle = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+    _js2py_relayout = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+    _js2py_update = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+    _js2py_pointsCallback = Dict(allow_none=True).tag(sync=True, **custom_serializers)
+
+    # ### Message tracking properties ###
+    # The _last_layout_edit_id and _last_trace_edit_id properties are used
+    # to keep track of the edit id of the message that most recently
+    # requested an update to the Figures layout or traces respectively.
+    #
+    # We track this information because we don't want to update the Figure's
+    # default layout/trace properties (_layout_defaults, _data_defaults)
+    # while edits are in process. This can lead to inconsistent property
+    # states.
+    _last_layout_edit_id = Integer(0).tag(sync=True)
+    _last_trace_edit_id = Integer(0).tag(sync=True)
+
+    _set_trace_uid = True
+    _allow_disable_validation = False
+
+    # Constructor
+    # -----------
+    def __init__(
+        self, data=None, layout=None, frames=None, skip_invalid=False, **kwargs
+    ):
+        # Call superclass constructors
+        # ----------------------------
+        # Note: We rename layout to layout_plotly because to deconflict it
+        # with the `layout` constructor parameter of the `widgets.DOMWidget`
+        # ipywidgets class
+        super(BaseFigureWidget, self).__init__(
+            data=data,
+            layout_plotly=layout,
+            frames=frames,
+            skip_invalid=skip_invalid,
+            **kwargs,
+        )
+
+        # Validate Frames
+        # ---------------
+        # Frames are not supported by figure widget
+        if self._frame_objs:
+            BaseFigureWidget._display_frames_error()
+
+        # Message States
+        # --------------
+        # ### Layout ###
+
+        # _last_layout_edit_id is described above
+        self._last_layout_edit_id = 0
+
+        # _layout_edit_in_process is set to True if there are layout edit
+        # operations that have been sent to the frontend that haven't
+        # completed yet.
+        self._layout_edit_in_process = False
+
+        # _waiting_edit_callbacks is a list of callback functions that
+        # should be executed as soon as all pending edit operations are
+        # completed
+        self._waiting_edit_callbacks = []
+
+        # ### Trace ###
+        # _last_trace_edit_id: described above
+        self._last_trace_edit_id = 0
+
+        # _trace_edit_in_process is set to True if there are trace edit
+        # operations that have been sent to the frontend that haven't
+        # completed yet.
+        self._trace_edit_in_process = False
+
+        # View count
+        # ----------
+        # ipywidget property that stores the number of active frontend
+        # views of this widget
+        self._view_count = 0
+
+        # Initialize widget layout and data for third-party widget integration
+        # --------------------------------------------------------------------
+        self._widget_layout = deepcopy(self._layout_obj._props)
+        self._widget_data = deepcopy(self._data)
+
+    def show(self, *args, **kwargs):
+        return self
+
+    # Python -> JavaScript Messages
+    # -----------------------------
+    def _send_relayout_msg(self, layout_data, source_view_id=None):
+        """
+        Send Plotly.relayout message to the frontend
+
+        Parameters
+        ----------
+        layout_data : dict
+            Plotly.relayout layout data
+        source_view_id : str
+            UID of view that triggered this relayout operation
+            (e.g. By the user clicking 'zoom' in the toolbar). None if the
+            operation was not triggered by a frontend view
+        """
+        # Increment layout edit messages IDs
+        # ----------------------------------
+        layout_edit_id = self._last_layout_edit_id + 1
+        self._last_layout_edit_id = layout_edit_id
+        self._layout_edit_in_process = True
+
+        # Build message
+        # -------------
+        msg_data = {
+            "relayout_data": layout_data,
+            "layout_edit_id": layout_edit_id,
+            "source_view_id": source_view_id,
+        }
+
+        # Send message
+        # ------------
+        self._py2js_relayout = msg_data
+        self._py2js_relayout = None
+
+    def _send_restyle_msg(self, restyle_data, trace_indexes=None, source_view_id=None):
+        """
+        Send Plotly.restyle message to the frontend
+
+        Parameters
+        ----------
+        restyle_data : dict
+            Plotly.restyle restyle data
+        trace_indexes : list[int]
+            List of trace indexes that the restyle operation
+            applies to
+        source_view_id : str
+            UID of view that triggered this restyle operation
+            (e.g. By the user clicking the legend to hide a trace).
+            None if the operation was not triggered by a frontend view
+        """
+
+        # Validate / normalize inputs
+        # ---------------------------
+        trace_indexes = self._normalize_trace_indexes(trace_indexes)
+
+        # Increment layout/trace edit message IDs
+        # ---------------------------------------
+        layout_edit_id = self._last_layout_edit_id + 1
+        self._last_layout_edit_id = layout_edit_id
+        self._layout_edit_in_process = True
+
+        trace_edit_id = self._last_trace_edit_id + 1
+        self._last_trace_edit_id = trace_edit_id
+        self._trace_edit_in_process = True
+
+        # Build message
+        # -------------
+        restyle_msg = {
+            "restyle_data": restyle_data,
+            "restyle_traces": trace_indexes,
+            "trace_edit_id": trace_edit_id,
+            "layout_edit_id": layout_edit_id,
+            "source_view_id": source_view_id,
+        }
+
+        # Send message
+        # ------------
+        self._py2js_restyle = restyle_msg
+        self._py2js_restyle = None
+
+    def _send_addTraces_msg(self, new_traces_data):
+        """
+        Send Plotly.addTraces message to the frontend
+
+        Parameters
+        ----------
+        new_traces_data : list[dict]
+            List of trace data for new traces as accepted by Plotly.addTraces
+        """
+
+        # Increment layout/trace edit message IDs
+        # ---------------------------------------
+        layout_edit_id = self._last_layout_edit_id + 1
+        self._last_layout_edit_id = layout_edit_id
+        self._layout_edit_in_process = True
+
+        trace_edit_id = self._last_trace_edit_id + 1
+        self._last_trace_edit_id = trace_edit_id
+        self._trace_edit_in_process = True
+
+        # Build message
+        # -------------
+        add_traces_msg = {
+            "trace_data": new_traces_data,
+            "trace_edit_id": trace_edit_id,
+            "layout_edit_id": layout_edit_id,
+        }
+
+        # Send message
+        # ------------
+        self._py2js_addTraces = add_traces_msg
+        self._py2js_addTraces = None
+
+    def _send_moveTraces_msg(self, current_inds, new_inds):
+        """
+        Send Plotly.moveTraces message to the frontend
+
+        Parameters
+        ----------
+        current_inds : list[int]
+            List of current trace indexes
+        new_inds : list[int]
+            List of new trace indexes
+        """
+
+        # Build message
+        # -------------
+        move_msg = {"current_trace_inds": current_inds, "new_trace_inds": new_inds}
+
+        # Send message
+        # ------------
+        self._py2js_moveTraces = move_msg
+        self._py2js_moveTraces = None
+
+    def _send_update_msg(
+        self, restyle_data, relayout_data, trace_indexes=None, source_view_id=None
+    ):
+        """
+        Send Plotly.update message to the frontend
+
+        Parameters
+        ----------
+        restyle_data : dict
+            Plotly.update restyle data
+        relayout_data : dict
+            Plotly.update relayout data
+        trace_indexes : list[int]
+            List of trace indexes that the update operation applies to
+        source_view_id : str
+            UID of view that triggered this update operation
+            (e.g. By the user clicking a button).
+            None if the operation was not triggered by a frontend view
+        """
+
+        # Validate / normalize inputs
+        # ---------------------------
+        trace_indexes = self._normalize_trace_indexes(trace_indexes)
+
+        # Increment layout/trace edit message IDs
+        # ---------------------------------------
+        trace_edit_id = self._last_trace_edit_id + 1
+        self._last_trace_edit_id = trace_edit_id
+        self._trace_edit_in_process = True
+
+        layout_edit_id = self._last_layout_edit_id + 1
+        self._last_layout_edit_id = layout_edit_id
+        self._layout_edit_in_process = True
+
+        # Build message
+        # -------------
+        update_msg = {
+            "style_data": restyle_data,
+            "layout_data": relayout_data,
+            "style_traces": trace_indexes,
+            "trace_edit_id": trace_edit_id,
+            "layout_edit_id": layout_edit_id,
+            "source_view_id": source_view_id,
+        }
+
+        # Send message
+        # ------------
+        self._py2js_update = update_msg
+        self._py2js_update = None
+
+    def _send_animate_msg(
+        self, styles_data, relayout_data, trace_indexes, animation_opts
+    ):
+        """
+        Send Plotly.update message to the frontend
+
+        Note: there is no source_view_id parameter because animations
+        triggered by the fontend are not currently supported
+
+        Parameters
+        ----------
+        styles_data : list[dict]
+            Plotly.animate styles data
+        relayout_data : dict
+            Plotly.animate relayout data
+        trace_indexes : list[int]
+            List of trace indexes that the animate operation applies to
+        """
+
+        # Validate / normalize inputs
+        # ---------------------------
+        trace_indexes = self._normalize_trace_indexes(trace_indexes)
+
+        # Increment layout/trace edit message IDs
+        # ---------------------------------------
+        trace_edit_id = self._last_trace_edit_id + 1
+        self._last_trace_edit_id = trace_edit_id
+        self._trace_edit_in_process = True
+
+        layout_edit_id = self._last_layout_edit_id + 1
+        self._last_layout_edit_id = layout_edit_id
+        self._layout_edit_in_process = True
+
+        # Build message
+        # -------------
+        animate_msg = {
+            "style_data": styles_data,
+            "layout_data": relayout_data,
+            "style_traces": trace_indexes,
+            "animation_opts": animation_opts,
+            "trace_edit_id": trace_edit_id,
+            "layout_edit_id": layout_edit_id,
+            "source_view_id": None,
+        }
+
+        # Send message
+        # ------------
+        self._py2js_animate = animate_msg
+        self._py2js_animate = None
+
+    def _send_deleteTraces_msg(self, delete_inds):
+        """
+        Send Plotly.deleteTraces message to the frontend
+
+        Parameters
+        ----------
+        delete_inds : list[int]
+            List of trace indexes of traces to delete
+        """
+
+        # Increment layout/trace edit message IDs
+        # ---------------------------------------
+        trace_edit_id = self._last_trace_edit_id + 1
+        self._last_trace_edit_id = trace_edit_id
+        self._trace_edit_in_process = True
+
+        layout_edit_id = self._last_layout_edit_id + 1
+        self._last_layout_edit_id = layout_edit_id
+        self._layout_edit_in_process = True
+
+        # Build message
+        # -------------
+        delete_msg = {
+            "delete_inds": delete_inds,
+            "layout_edit_id": layout_edit_id,
+            "trace_edit_id": trace_edit_id,
+        }
+
+        # Send message
+        # ------------
+        self._py2js_deleteTraces = delete_msg
+        self._py2js_deleteTraces = None
+
+    # JavaScript -> Python Messages
+    # -----------------------------
+    @observe("_js2py_traceDeltas")
+    def _handler_js2py_traceDeltas(self, change):
+        """
+        Process trace deltas message from the frontend
+        """
+
+        # Receive message
+        # ---------------
+        msg_data = change["new"]
+        if not msg_data:
+            self._js2py_traceDeltas = None
+            return
+
+        trace_deltas = msg_data["trace_deltas"]
+        trace_edit_id = msg_data["trace_edit_id"]
+
+        # Apply deltas
+        # ------------
+        # We only apply the deltas if this message corresponds to the most
+        # recent trace edit operation
+        if trace_edit_id == self._last_trace_edit_id:
+            # ### Loop over deltas ###
+            for delta in trace_deltas:
+                # #### Find existing trace for uid ###
+                trace_uid = delta["uid"]
+                trace_uids = [trace.uid for trace in self.data]
+                trace_index = trace_uids.index(trace_uid)
+                uid_trace = self.data[trace_index]
+
+                # #### Transform defaults to delta ####
+                delta_transform = BaseFigureWidget._transform_data(
+                    uid_trace._prop_defaults, delta
+                )
+
+                # #### Remove overlapping properties ####
+                # If a property is present in both _props and _prop_defaults
+                # then we remove the copy from _props
+                remove_props = self._remove_overlapping_props(
+                    uid_trace._props, uid_trace._prop_defaults
+                )
+
+                # #### Notify frontend model of property removal ####
+                if remove_props:
+                    remove_trace_props_msg = {
+                        "remove_trace": trace_index,
+                        "remove_props": remove_props,
+                    }
+                    self._py2js_removeTraceProps = remove_trace_props_msg
+                    self._py2js_removeTraceProps = None
+
+                # #### Dispatch change callbacks ####
+                self._dispatch_trace_change_callbacks(delta_transform, [trace_index])
+
+            # ### Trace edits no longer in process ###
+            self._trace_edit_in_process = False
+
+            # ### Call any waiting trace edit callbacks ###
+            if not self._layout_edit_in_process:
+                while self._waiting_edit_callbacks:
+                    self._waiting_edit_callbacks.pop()()
+
+        self._js2py_traceDeltas = None
+
+    @observe("_js2py_layoutDelta")
+    def _handler_js2py_layoutDelta(self, change):
+        """
+        Process layout delta message from the frontend
+        """
+
+        # Receive message
+        # ---------------
+        msg_data = change["new"]
+        if not msg_data:
+            self._js2py_layoutDelta = None
+            return
+
+        layout_delta = msg_data["layout_delta"]
+        layout_edit_id = msg_data["layout_edit_id"]
+
+        # Apply delta
+        # -----------
+        # We only apply the delta if this message corresponds to the most
+        # recent layout edit operation
+        if layout_edit_id == self._last_layout_edit_id:
+            # ### Transform defaults to delta ###
+            delta_transform = BaseFigureWidget._transform_data(
+                self._layout_defaults, layout_delta
+            )
+
+            # ### Remove overlapping properties ###
+            # If a property is present in both _layout and _layout_defaults
+            # then we remove the copy from _layout
+            removed_props = self._remove_overlapping_props(
+                self._widget_layout, self._layout_defaults
+            )
+
+            # ### Notify frontend model of property removal ###
+            if removed_props:
+                remove_props_msg = {"remove_props": removed_props}
+
+                self._py2js_removeLayoutProps = remove_props_msg
+                self._py2js_removeLayoutProps = None
+
+            # ### Create axis objects ###
+            # For example, when a SPLOM trace is created the layout defaults
+            # may include axes that weren't explicitly defined by the user.
+            for proppath in delta_transform:
+                prop = proppath[0]
+                match = self.layout._subplot_re_match(prop)
+                if match and prop not in self.layout:
+                    # We need to create a subplotid object
+                    self.layout[prop] = {}
+
+            # ### Dispatch change callbacks ###
+            self._dispatch_layout_change_callbacks(delta_transform)
+
+            # ### Layout edits no longer in process ###
+            self._layout_edit_in_process = False
+
+            # ### Call any waiting layout edit callbacks ###
+            if not self._trace_edit_in_process:
+                while self._waiting_edit_callbacks:
+                    self._waiting_edit_callbacks.pop()()
+
+        self._js2py_layoutDelta = None
+
+    @observe("_js2py_restyle")
+    def _handler_js2py_restyle(self, change):
+        """
+        Process Plotly.restyle message from the frontend
+        """
+
+        # Receive message
+        # ---------------
+        restyle_msg = change["new"]
+
+        if not restyle_msg:
+            self._js2py_restyle = None
+            return
+
+        style_data = restyle_msg["style_data"]
+        style_traces = restyle_msg["style_traces"]
+        source_view_id = restyle_msg["source_view_id"]
+
+        # Perform restyle
+        # ---------------
+        self.plotly_restyle(
+            restyle_data=style_data,
+            trace_indexes=style_traces,
+            source_view_id=source_view_id,
+        )
+
+        self._js2py_restyle = None
+
+    @observe("_js2py_update")
+    def _handler_js2py_update(self, change):
+        """
+        Process Plotly.update message from the frontend
+        """
+
+        # Receive message
+        # ---------------
+        update_msg = change["new"]
+
+        if not update_msg:
+            self._js2py_update = None
+            return
+
+        style = update_msg["style_data"]
+        trace_indexes = update_msg["style_traces"]
+        layout = update_msg["layout_data"]
+        source_view_id = update_msg["source_view_id"]
+
+        # Perform update
+        # --------------
+        self.plotly_update(
+            restyle_data=style,
+            relayout_data=layout,
+            trace_indexes=trace_indexes,
+            source_view_id=source_view_id,
+        )
+
+        self._js2py_update = None
+
+    @observe("_js2py_relayout")
+    def _handler_js2py_relayout(self, change):
+        """
+        Process Plotly.relayout message from the frontend
+        """
+
+        # Receive message
+        # ---------------
+        relayout_msg = change["new"]
+
+        if not relayout_msg:
+            self._js2py_relayout = None
+            return
+
+        relayout_data = relayout_msg["relayout_data"]
+        source_view_id = relayout_msg["source_view_id"]
+
+        if "lastInputTime" in relayout_data:
+            # Remove 'lastInputTime'. Seems to be an internal plotly
+            # property that is introduced for some plot types, but it is not
+            # actually a property in the schema
+            relayout_data.pop("lastInputTime")
+
+        # Perform relayout
+        # ----------------
+        self.plotly_relayout(relayout_data=relayout_data, source_view_id=source_view_id)
+
+        self._js2py_relayout = None
+
+    @observe("_js2py_pointsCallback")
+    def _handler_js2py_pointsCallback(self, change):
+        """
+        Process points callback message from the frontend
+        """
+
+        # Receive message
+        # ---------------
+        callback_data = change["new"]
+
+        if not callback_data:
+            self._js2py_pointsCallback = None
+            return
+
+        # Get event type
+        # --------------
+        event_type = callback_data["event_type"]
+
+        # Build Selector Object
+        # ---------------------
+        if callback_data.get("selector", None):
+            selector_data = callback_data["selector"]
+            selector_type = selector_data["type"]
+            selector_state = selector_data["selector_state"]
+            if selector_type == "box":
+                selector = BoxSelector(**selector_state)
+            elif selector_type == "lasso":
+                selector = LassoSelector(**selector_state)
+            else:
+                raise ValueError("Unsupported selector type: %s" % selector_type)
+        else:
+            selector = None
+
+        # Build Input Device State Object
+        # -------------------------------
+        if callback_data.get("device_state", None):
+            device_state_data = callback_data["device_state"]
+            state = InputDeviceState(**device_state_data)
+        else:
+            state = None
+
+        # Build Trace Points Dictionary
+        # -----------------------------
+        points_data = callback_data["points"]
+        trace_points = {
+            trace_ind: {
+                "point_inds": [],
+                "xs": [],
+                "ys": [],
+                "trace_name": self._data_objs[trace_ind].name,
+                "trace_index": trace_ind,
+            }
+            for trace_ind in range(len(self._data_objs))
+        }
+
+        for x, y, point_ind, trace_ind in zip(
+            points_data["xs"],
+            points_data["ys"],
+            points_data["point_indexes"],
+            points_data["trace_indexes"],
+        ):
+            trace_dict = trace_points[trace_ind]
+            trace_dict["xs"].append(x)
+            trace_dict["ys"].append(y)
+            trace_dict["point_inds"].append(point_ind)
+
+        # Dispatch callbacks
+        # ------------------
+        for trace_ind, trace_points_data in trace_points.items():
+            points = Points(**trace_points_data)
+            trace = self.data[trace_ind]
+
+            if event_type == "plotly_click":
+                trace._dispatch_on_click(points, state)
+            elif event_type == "plotly_hover":
+                trace._dispatch_on_hover(points, state)
+            elif event_type == "plotly_unhover":
+                trace._dispatch_on_unhover(points, state)
+            elif event_type == "plotly_selected":
+                trace._dispatch_on_selection(points, selector)
+            elif event_type == "plotly_deselect":
+                trace._dispatch_on_deselect(points)
+
+        self._js2py_pointsCallback = None
+
+    # Display
+    # -------
+    def _repr_html_(self):
+        """
+        Customize html representation
+        """
+        raise NotImplementedError  # Prefer _repr_mimebundle_
+
+    def _repr_mimebundle_(self, include=None, exclude=None, validate=True, **kwargs):
+        """
+        Return mimebundle corresponding to default renderer.
+        """
+        display_jupyter_version_warnings()
+
+        # Widget layout and data need to be set here in case there are
+        # changes made to the figure after the widget is created but before
+        # the cell is run.
+        self._widget_layout = deepcopy(self._layout_obj._props)
+        self._widget_data = deepcopy(self._data)
+        return {
+            "application/vnd.jupyter.widget-view+json": {
+                "version_major": 2,
+                "version_minor": 0,
+                "model_id": self._model_id,
+            },
+        }
+
+    def _ipython_display_(self):
+        """
+        Handle rich display of figures in ipython contexts
+        """
+        raise NotImplementedError  # Prefer _repr_mimebundle_
+
+    # Callbacks
+    # ---------
+    def on_edits_completed(self, fn):
+        """
+        Register a function to be called after all pending trace and layout
+        edit operations have completed
+
+        If there are no pending edit operations then function is called
+        immediately
+
+        Parameters
+        ----------
+        fn : callable
+            Function of zero arguments to be called when all pending edit
+            operations have completed
+        """
+        if self._layout_edit_in_process or self._trace_edit_in_process:
+            self._waiting_edit_callbacks.append(fn)
+        else:
+            fn()
+
+    # Validate No Frames
+    # ------------------
+    @property
+    def frames(self):
+        # Note: This property getter is identical to that of the superclass,
+        # but it must be included here because we're overriding the setter
+        # below.
+        return self._frame_objs
+
+    @frames.setter
+    def frames(self, new_frames):
+        if new_frames:
+            BaseFigureWidget._display_frames_error()
+
+    @staticmethod
+    def _display_frames_error():
+        """
+        Display an informative error when user attempts to set frames on a
+        FigureWidget
+
+        Raises
+        ------
+        ValueError
+            always
+        """
+        msg = """
+Frames are not supported by the plotly.graph_objs.FigureWidget class.
+Note: Frames are supported by the plotly.graph_objs.Figure class"""
+        raise ValueError(msg)
+
+    # Static Helpers
+    # --------------
+    @staticmethod
+    def _remove_overlapping_props(input_data, delta_data, prop_path=()):
+        """
+        Remove properties in input_data that are also in delta_data, and do so
+        recursively.
+
+        Exception: Never remove 'uid' from input_data, this property is used
+        to align traces
+
+        Parameters
+        ----------
+        input_data : dict|list
+        delta_data : dict|list
+
+        Returns
+        -------
+        list[tuple[str|int]]
+            List of removed property path tuples
+        """
+
+        # Initialize removed
+        # ------------------
+        # This is the list of path tuples to the properties that were
+        # removed from input_data
+        removed = []
+
+        # Handle dict
+        # -----------
+        if isinstance(input_data, dict):
+            assert isinstance(delta_data, dict)
+
+            for p, delta_val in delta_data.items():
+                if isinstance(delta_val, dict) or BaseFigure._is_dict_list(delta_val):
+                    if p in input_data:
+                        # ### Recurse ###
+                        input_val = input_data[p]
+                        recur_prop_path = prop_path + (p,)
+                        recur_removed = BaseFigureWidget._remove_overlapping_props(
+                            input_val, delta_val, recur_prop_path
+                        )
+                        removed.extend(recur_removed)
+
+                        # Check whether the last property in input_val
+                        # has been removed. If so, remove it entirely
+                        if not input_val:
+                            input_data.pop(p)
+                            removed.append(recur_prop_path)
+
+                elif p in input_data and p != "uid":
+                    # ### Remove property ###
+                    input_data.pop(p)
+                    removed.append(prop_path + (p,))
+
+        # Handle list
+        # -----------
+        elif isinstance(input_data, list):
+            assert isinstance(delta_data, list)
+
+            for i, delta_val in enumerate(delta_data):
+                if i >= len(input_data):
+                    break
+
+                input_val = input_data[i]
+                if (
+                    input_val is not None
+                    and isinstance(delta_val, dict)
+                    or BaseFigure._is_dict_list(delta_val)
+                ):
+                    # ### Recurse ###
+                    recur_prop_path = prop_path + (i,)
+                    recur_removed = BaseFigureWidget._remove_overlapping_props(
+                        input_val, delta_val, recur_prop_path
+                    )
+
+                    removed.extend(recur_removed)
+
+        return removed
+
+    @staticmethod
+    def _transform_data(to_data, from_data, should_remove=True, relayout_path=()):
+        """
+        Transform to_data into from_data and return relayout-style
+        description of the transformation
+
+        Parameters
+        ----------
+        to_data : dict|list
+        from_data : dict|list
+
+        Returns
+        -------
+        dict
+            relayout-style description of the transformation
+        """
+
+        # Initialize relayout data
+        # ------------------------
+        relayout_data = {}
+
+        # Handle dict
+        # -----------
+        if isinstance(to_data, dict):
+            # ### Validate from_data ###
+            if not isinstance(from_data, dict):
+                raise ValueError(
+                    "Mismatched data types: {to_dict} {from_data}".format(
+                        to_dict=to_data, from_data=from_data
+                    )
+                )
+
+            # ### Add/modify properties ###
+            # Loop over props/vals
+            for from_prop, from_val in from_data.items():
+                # #### Handle compound vals recursively ####
+                if isinstance(from_val, dict) or BaseFigure._is_dict_list(from_val):
+                    # ##### Init property value if needed #####
+                    if from_prop not in to_data:
+                        to_data[from_prop] = {} if isinstance(from_val, dict) else []
+
+                    # ##### Transform property val recursively #####
+                    input_val = to_data[from_prop]
+                    relayout_data.update(
+                        BaseFigureWidget._transform_data(
+                            input_val,
+                            from_val,
+                            should_remove=should_remove,
+                            relayout_path=relayout_path + (from_prop,),
+                        )
+                    )
+
+                # #### Handle simple vals directly ####
+                else:
+                    if from_prop not in to_data or not BasePlotlyType._vals_equal(
+                        to_data[from_prop], from_val
+                    ):
+                        to_data[from_prop] = from_val
+                        relayout_path_prop = relayout_path + (from_prop,)
+                        relayout_data[relayout_path_prop] = from_val
+
+            # ### Remove properties ###
+            if should_remove:
+                for remove_prop in set(to_data.keys()).difference(
+                    set(from_data.keys())
+                ):
+                    to_data.pop(remove_prop)
+
+        # Handle list
+        # -----------
+        elif isinstance(to_data, list):
+            # ### Validate from_data ###
+            if not isinstance(from_data, list):
+                raise ValueError(
+                    "Mismatched data types: to_data: {to_data} {from_data}".format(
+                        to_data=to_data, from_data=from_data
+                    )
+                )
+
+            # ### Add/modify properties ###
+            # Loop over indexes / elements
+            for i, from_val in enumerate(from_data):
+                # #### Initialize element if needed ####
+                if i >= len(to_data):
+                    to_data.append(None)
+                input_val = to_data[i]
+
+                # #### Handle compound element recursively ####
+                if input_val is not None and (
+                    isinstance(from_val, dict) or BaseFigure._is_dict_list(from_val)
+                ):
+                    relayout_data.update(
+                        BaseFigureWidget._transform_data(
+                            input_val,
+                            from_val,
+                            should_remove=should_remove,
+                            relayout_path=relayout_path + (i,),
+                        )
+                    )
+
+                # #### Handle simple elements directly ####
+                else:
+                    if not BasePlotlyType._vals_equal(to_data[i], from_val):
+                        to_data[i] = from_val
+                        relayout_data[relayout_path + (i,)] = from_val
+
+        return relayout_data