diff --git a/README.rst b/README.rst
index 44e2853..f605c8f 100644
--- a/README.rst
+++ b/README.rst
@@ -3,7 +3,7 @@
 Experimental plot.ly plugin for glue
 ------------------------------------
 
-This package is a plugin for `glue <https://glueviz.org/>`_ that allows functionality linking glue
+This package is a plugin for `glue <https://glueviz.org/>`_ that allows linking glue
 to `Plotly <https://plotly.com/>`_. This includes three main pieces of functionality:
 
 - Export glue views to standalone HTML pages
diff --git a/doc/PlotlyViewerExample.ipynb b/doc/PlotlyViewerExample.ipynb
index fa1ef8a..ccbc943 100644
--- a/doc/PlotlyViewerExample.ipynb
+++ b/doc/PlotlyViewerExample.ipynb
@@ -1,8 +1,25 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "d5103242-a264-4f98-a168-ab40087f8c0c",
+   "metadata": {},
+   "source": [
+    "# Plotly Viewer Examples\n",
+    "This notebook contains examples of how to use the viewers provided by the `glue-plotly` package"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9101e7af-1a3a-4152-b43f-829c52a3d166",
+   "metadata": {},
+   "source": [
+    "### Imports"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "75a31f1b-a32a-42ba-a016-f324faa9f3a7",
    "metadata": {},
    "outputs": [],
@@ -13,42 +30,37 @@
     "from glue_plotly.viewers.scatter.viewer import PlotlyScatterView"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "c015dc70-746f-415b-853f-c31ea92cff67",
+   "metadata": {},
+   "source": [
+    "Create a glue-jupyter application and session"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "0746adc6-dbe1-4f85-8690-da24458667c0",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/jon/opt/mambaforge/envs/glue-plotly/lib/python3.11/site-packages/glue/qglue.py:4: GlueDeprecationWarning: Importing from glue.qglue is deprecated, use glue_qt.qglue instead\n",
-      "  warnings.warn('Importing from glue.qglue is deprecated, use glue_qt.qglue instead', GlueDeprecationWarning)\n",
-      "/home/jon/opt/mambaforge/envs/glue-plotly/lib/python3.11/site-packages/glue/viewers/common/qt/__init__.py:3: GlueDeprecationWarning: Importing from glue.viewers.common.qt is deprecated, use glue_qt.viewers.common instead\n",
-      "  warnings.warn('Importing from glue.viewers.common.qt is deprecated, use glue_qt.viewers.common instead', GlueDeprecationWarning)\n",
-      "/home/jon/opt/mambaforge/envs/glue-plotly/lib/python3.11/site-packages/glue/viewers/common/qt/data_viewer_with_state.py:3: GlueDeprecationWarning: Importing from glue.viewers.common.qt.data_viewer_with_state is deprecated, use glue_qt.viewers.common.data_viewer_with_state instead\n",
-      "  warnings.warn('Importing from glue.viewers.common.qt.data_viewer_with_state is deprecated, use glue_qt.viewers.common.data_viewer_with_state instead', GlueDeprecationWarning)\n",
-      "/home/jon/opt/mambaforge/envs/glue-plotly/lib/python3.11/site-packages/glue/utils/qt/__init__.py:3: GlueDeprecationWarning: Importing from glue.utils.qt is deprecated, use glue_qt.utils instead\n",
-      "  warnings.warn('Importing from glue.utils.qt is deprecated, use glue_qt.utils instead', GlueDeprecationWarning)\n",
-      "/home/jon/opt/mambaforge/envs/glue-plotly/lib/python3.11/site-packages/glue/viewers/common/qt/toolbar.py:3: GlueDeprecationWarning: Importing from glue.viewers.common.qt.toolbar is deprecated, use glue_qt.viewers.common.toolbar instead\n",
-      "  warnings.warn('Importing from glue.viewers.common.qt.toolbar is deprecated, use glue_qt.viewers.common.toolbar instead', GlueDeprecationWarning)\n",
-      "/home/jon/opt/mambaforge/envs/glue-plotly/lib/python3.11/site-packages/glue_qt/viewers/common/tool.py:5: UserWarning:\n",
-      "\n",
-      "glue.viewers.common.tool is deprecated, use glue.viewers.common.tool instead\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "app = jglue()\n",
     "session = app.session\n",
     "dc = app.session.data_collection"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "7d6adbc6-93b8-4a0e-8505-83ef23fb2f6b",
+   "metadata": {},
+   "source": [
+    "Create some random data to use, and do a bit of styling"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "95d749da-73c8-432a-9a23-85d37e1b6fb5",
    "metadata": {},
    "outputs": [],
@@ -57,35 +69,84 @@
     "x = [randint(0, 100) for _ in range(100)]\n",
     "y = [randint(300, 400) for _ in range(100)]\n",
     "data = Data(label='data', x=x, y=y)\n",
-    "dc.append(data)"
+    "dc.append(data)\n",
+    "data.style.color = \"#0000ff\"\n",
+    "data.style.markersize = 6"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
+   "id": "92745ee0-25bf-455a-b022-045059fa8e19",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x2 = [randint(0, 100) for _ in range(100)]\n",
+    "y2 = [randint(300, 400) for _ in range(100)]\n",
+    "data2 = Data(label='data2', x=x2, y=y2)\n",
+    "dc.append(data2)\n",
+    "app.add_link(data, 'x', data2, 'x')\n",
+    "app.add_link(data, 'y', data2, 'y')\n",
+    "data.style.color = \"#0000ff\"\n",
+    "data.style.markersize = 6"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2c520488-472c-4c43-8f29-3ae91fe41c13",
+   "metadata": {},
+   "source": [
+    "### Create a Plotly Scatter Viewer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
    "id": "cf42768e-6d31-4375-90ee-facd8d19800a",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "d16a74d4189f4da0b614362141eb7dcb",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "LayoutWidget(controls={'toolbar_selection_tools': BasicJupyterToolbar(template=Template(template='<template>\\n…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "viewer = app.new_data_viewer(PlotlyScatterView, data=data)\n",
-    "layer = viewer.layers[0]\n",
-    "layer.state.color = \"#ff0000\"\n",
-    "layer.state.size = 4"
+    "scatter_viewer = app.new_data_viewer(\"plotly_scatter\", data=data)\n",
+    "# Alternatively, you can use the viewer class:\n",
+    "# viewer = app.new_data_viewer(PlotlyScatterView, data=data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cbeeb763-daf0-4828-8535-f05f97ec856f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scatter_viewer.add_data(data2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1355c76d-ad3d-4202-a08f-ee17b1facbd4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scatter_viewer.layers"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "143236d3-446b-4286-b24c-a9511204b970",
+   "metadata": {},
+   "source": [
+    "### Create a Plotly Histogram Viewer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "da0a70ee-f299-47cd-9eb0-9a634d983c02",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scatter_viewer.layers[1].state.zorder"
    ]
   },
   {
@@ -95,418 +156,49 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "viewer = app.new_data_viewer(PlotlyHistogramView, data=data)\n",
-    "layer = viewer.layers[0]"
+    "histogram_viewer = app.new_data_viewer(\"plotly_histogram\", data=data)\n",
+    "# Alternatively, you can use the viewer class:\n",
+    "# viewer = app.new_data_viewer(PlotlyHistogramView, data=data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "588347a7-8f4d-4f47-9838-a4a2e4106b02",
+   "metadata": {},
+   "source": [
+    "### Dotplot Viewer\n",
+    "`glue-plotly` provides an alternate layer artist for the histogram viewer that displays data as a dotplot. While we don't offer a built-in viewer that uses this functionality, you can use the simple implementation below as a starting point if you're interested in using dotplots."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "4f9d9ffe-ec2e-4d7f-aa8b-8b2a7524b9c2",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['__annotations__',\n",
-       " '__class__',\n",
-       " '__contains__',\n",
-       " '__del__',\n",
-       " '__delattr__',\n",
-       " '__dict__',\n",
-       " '__dir__',\n",
-       " '__doc__',\n",
-       " '__eq__',\n",
-       " '__format__',\n",
-       " '__ge__',\n",
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-       " '__getitem__',\n",
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-       " '__reduce_ex__',\n",
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-       " '__setattr__',\n",
-       " '__setitem__',\n",
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-       " '__sizeof__',\n",
-       " '__str__',\n",
-       " '__subclasshook__',\n",
-       " '__weakref__',\n",
-       " '_active_widgets',\n",
-       " '_add_annotation_like',\n",
-       " '_add_notifiers',\n",
-       " '_all_trait_default_generators',\n",
-       " '_allow_disable_validation',\n",
-       " '_animation_duration_validator',\n",
-       " '_animation_easing_validator',\n",
-       " '_batch_layout_edits',\n",
-       " '_batch_trace_edits',\n",
-       " '_bracket_re',\n",
-       " '_build_dispatch_plan',\n",
-       " '_build_update_params_from_batch',\n",
-       " '_call_widget_constructed',\n",
-       " '_comm_changed',\n",
-       " '_compare',\n",
-       " '_config',\n",
-       " '_control_comm',\n",
-       " '_cross_validation_lock',\n",
-       " '_data',\n",
-       " '_data_defaults',\n",
-       " '_data_objs',\n",
-       " '_data_validator',\n",
-       " '_default_keys',\n",
-       " '_descriptors',\n",
-       " '_dispatch_layout_change_callbacks',\n",
-       " '_dispatch_trace_change_callbacks',\n",
-       " '_display_frames_error',\n",
-       " '_dom_classes',\n",
-       " '_filter_by_selector',\n",
-       " '_frame_objs',\n",
-       " '_frames_validator',\n",
-       " '_gen_repr_from_keys',\n",
-       " '_get_child_prop_defaults',\n",
-       " '_get_child_props',\n",
-       " '_get_embed_state',\n",
-       " '_get_subplot_coordinates',\n",
-       " '_get_subplot_rows_columns',\n",
-       " '_get_trait_default_generator',\n",
-       " '_grid_ref',\n",
-       " '_grid_str',\n",
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-       " '_handle_custom_msg',\n",
-       " '_handle_msg',\n",
-       " '_handler_js2py_layoutDelta',\n",
-       " '_handler_js2py_pointsCallback',\n",
-       " '_handler_js2py_relayout',\n",
-       " '_handler_js2py_restyle',\n",
-       " '_handler_js2py_traceDeltas',\n",
-       " '_handler_js2py_update',\n",
-       " '_has_subplots',\n",
-       " '_holding_sync',\n",
-       " '_in_batch_mode',\n",
-       " '_index_is',\n",
-       " '_init_child_props',\n",
-       " '_initialize_layout_template',\n",
-       " '_instance_inits',\n",
-       " '_ipython_display_',\n",
-       " '_is_dict_list',\n",
-       " '_is_key_path_compatible',\n",
-       " '_is_numpy',\n",
-       " '_js2py_layoutDelta',\n",
-       " '_js2py_pointsCallback',\n",
-       " '_js2py_relayout',\n",
-       " '_js2py_restyle',\n",
-       " '_js2py_traceDeltas',\n",
-       " '_js2py_update',\n",
-       " '_last_layout_edit_id',\n",
-       " '_last_trace_edit_id',\n",
-       " '_layout',\n",
-       " '_layout_defaults',\n",
-       " '_layout_edit_in_process',\n",
-       " '_layout_obj',\n",
-       " '_layout_validator',\n",
-       " '_lock_property',\n",
-       " '_log_default',\n",
-       " '_make_axis_spanning_layout_object',\n",
-       " '_model_id',\n",
-       " '_model_module',\n",
-       " '_model_module_version',\n",
-       " '_model_name',\n",
-       " '_msg_callbacks',\n",
-       " '_normalize_trace_indexes',\n",
-       " '_notify_observers',\n",
-       " '_notify_trait',\n",
-       " '_perform_batch_animate',\n",
-       " '_perform_plotly_relayout',\n",
-       " '_perform_plotly_restyle',\n",
-       " '_perform_plotly_update',\n",
-       " '_perform_select_traces',\n",
-       " '_perform_update',\n",
-       " '_process_multiple_axis_spanning_shapes',\n",
-       " '_property_lock',\n",
-       " '_py2js_addTraces',\n",
-       " '_py2js_animate',\n",
-       " '_py2js_deleteTraces',\n",
-       " '_py2js_moveTraces',\n",
-       " '_py2js_relayout',\n",
-       " '_py2js_removeLayoutProps',\n",
-       " '_py2js_removeTraceProps',\n",
-       " '_py2js_restyle',\n",
-       " '_py2js_update',\n",
-       " '_raise_invalid_rows_cols',\n",
-       " '_register_validator',\n",
-       " '_relayout_child',\n",
-       " '_remove_notifiers',\n",
-       " '_remove_overlapping_props',\n",
-       " '_repr_html_',\n",
-       " '_repr_keys',\n",
-       " '_repr_mimebundle_',\n",
-       " '_restyle_child',\n",
-       " '_select_annotations_like',\n",
-       " '_select_layout_subplots_by_prefix',\n",
-       " '_select_subplot_coordinates',\n",
-       " '_selector_matches',\n",
-       " '_send',\n",
-       " '_send_addTraces_msg',\n",
-       " '_send_animate_msg',\n",
-       " '_send_deleteTraces_msg',\n",
-       " '_send_moveTraces_msg',\n",
-       " '_send_relayout_msg',\n",
-       " '_send_restyle_msg',\n",
-       " '_send_update_msg',\n",
-       " '_set_in',\n",
-       " '_set_trace_grid_position',\n",
-       " '_set_trace_uid',\n",
-       " '_should_send_property',\n",
-       " '_states_to_send',\n",
-       " '_static_immutable_initial_values',\n",
-       " '_str_to_dict_path',\n",
-       " '_subplot_not_empty',\n",
-       " '_to_ordered_dict',\n",
-       " '_trace_edit_in_process',\n",
-       " '_trait_default_generators',\n",
-       " '_trait_from_json',\n",
-       " '_trait_notifiers',\n",
-       " '_trait_to_json',\n",
-       " '_trait_validators',\n",
-       " '_trait_values',\n",
-       " '_traits',\n",
-       " '_transform_data',\n",
-       " '_valid_underscore_properties',\n",
-       " '_validate',\n",
-       " '_validate_get_grid_ref',\n",
-       " '_validate_rows_cols',\n",
-       " '_view_count',\n",
-       " '_view_module',\n",
-       " '_view_module_version',\n",
-       " '_view_name',\n",
-       " '_waiting_edit_callbacks',\n",
-       " '_widget_construction_callback',\n",
-       " '_widget_types',\n",
-       " 'add_annotation',\n",
-       " 'add_bar',\n",
-       " 'add_barpolar',\n",
-       " 'add_box',\n",
-       " 'add_candlestick',\n",
-       " 'add_carpet',\n",
-       " 'add_choropleth',\n",
-       " 'add_choroplethmapbox',\n",
-       " 'add_class',\n",
-       " 'add_cone',\n",
-       " 'add_contour',\n",
-       " 'add_contourcarpet',\n",
-       " 'add_densitymapbox',\n",
-       " 'add_funnel',\n",
-       " 'add_funnelarea',\n",
-       " 'add_heatmap',\n",
-       " 'add_heatmapgl',\n",
-       " 'add_histogram',\n",
-       " 'add_histogram2d',\n",
-       " 'add_histogram2dcontour',\n",
-       " 'add_hline',\n",
-       " 'add_hrect',\n",
-       " 'add_icicle',\n",
-       " 'add_image',\n",
-       " 'add_indicator',\n",
-       " 'add_isosurface',\n",
-       " 'add_layout_image',\n",
-       " 'add_mesh3d',\n",
-       " 'add_ohlc',\n",
-       " 'add_parcats',\n",
-       " 'add_parcoords',\n",
-       " 'add_pie',\n",
-       " 'add_pointcloud',\n",
-       " 'add_sankey',\n",
-       " 'add_scatter',\n",
-       " 'add_scatter3d',\n",
-       " 'add_scattercarpet',\n",
-       " 'add_scattergeo',\n",
-       " 'add_scattergl',\n",
-       " 'add_scattermapbox',\n",
-       " 'add_scatterpolar',\n",
-       " 'add_scatterpolargl',\n",
-       " 'add_scattersmith',\n",
-       " 'add_scatterternary',\n",
-       " 'add_selection',\n",
-       " 'add_shape',\n",
-       " 'add_splom',\n",
-       " 'add_streamtube',\n",
-       " 'add_sunburst',\n",
-       " 'add_surface',\n",
-       " 'add_table',\n",
-       " 'add_trace',\n",
-       " 'add_traces',\n",
-       " 'add_traits',\n",
-       " 'add_treemap',\n",
-       " 'add_violin',\n",
-       " 'add_vline',\n",
-       " 'add_volume',\n",
-       " 'add_vrect',\n",
-       " 'add_waterfall',\n",
-       " 'append_trace',\n",
-       " 'batch_animate',\n",
-       " 'batch_update',\n",
-       " 'blur',\n",
-       " 'class_own_trait_events',\n",
-       " 'class_own_traits',\n",
-       " 'class_trait_names',\n",
-       " 'class_traits',\n",
-       " 'close',\n",
-       " 'close_all',\n",
-       " 'comm',\n",
-       " 'cross_validation_lock',\n",
-       " 'data',\n",
-       " 'focus',\n",
-       " 'for_each_annotation',\n",
-       " 'for_each_coloraxis',\n",
-       " 'for_each_geo',\n",
-       " 'for_each_layout_image',\n",
-       " 'for_each_legend',\n",
-       " 'for_each_mapbox',\n",
-       " 'for_each_polar',\n",
-       " 'for_each_scene',\n",
-       " 'for_each_selection',\n",
-       " 'for_each_shape',\n",
-       " 'for_each_smith',\n",
-       " 'for_each_ternary',\n",
-       " 'for_each_trace',\n",
-       " 'for_each_xaxis',\n",
-       " 'for_each_yaxis',\n",
-       " 'frames',\n",
-       " 'full_figure_for_development',\n",
-       " 'get_manager_state',\n",
-       " 'get_state',\n",
-       " 'get_subplot',\n",
-       " 'get_view_spec',\n",
-       " 'handle_comm_opened',\n",
-       " 'handle_control_comm_opened',\n",
-       " 'has_trait',\n",
-       " 'hold_sync',\n",
-       " 'hold_trait_notifications',\n",
-       " 'keys',\n",
-       " 'layout',\n",
-       " 'log',\n",
-       " 'model_id',\n",
-       " 'notify_change',\n",
-       " 'observe',\n",
-       " 'on_edits_completed',\n",
-       " 'on_msg',\n",
-       " 'on_trait_change',\n",
-       " 'on_widget_constructed',\n",
-       " 'open',\n",
-       " 'plotly_relayout',\n",
-       " 'plotly_restyle',\n",
-       " 'plotly_update',\n",
-       " 'pop',\n",
-       " 'print_grid',\n",
-       " 'remove_class',\n",
-       " 'select_annotations',\n",
-       " 'select_coloraxes',\n",
-       " 'select_geos',\n",
-       " 'select_layout_images',\n",
-       " 'select_legends',\n",
-       " 'select_mapboxes',\n",
-       " 'select_polars',\n",
-       " 'select_scenes',\n",
-       " 'select_selections',\n",
-       " 'select_shapes',\n",
-       " 'select_smiths',\n",
-       " 'select_ternaries',\n",
-       " 'select_traces',\n",
-       " 'select_xaxes',\n",
-       " 'select_yaxes',\n",
-       " 'send',\n",
-       " 'send_state',\n",
-       " 'set_state',\n",
-       " 'set_subplots',\n",
-       " 'set_trait',\n",
-       " 'setup_instance',\n",
-       " 'show',\n",
-       " 'tabbable',\n",
-       " 'to_dict',\n",
-       " 'to_html',\n",
-       " 'to_image',\n",
-       " 'to_json',\n",
-       " 'to_ordered_dict',\n",
-       " 'to_plotly_json',\n",
-       " 'tooltip',\n",
-       " 'trait_defaults',\n",
-       " 'trait_events',\n",
-       " 'trait_has_value',\n",
-       " 'trait_metadata',\n",
-       " 'trait_names',\n",
-       " 'trait_values',\n",
-       " 'traits',\n",
-       " 'unobserve',\n",
-       " 'unobserve_all',\n",
-       " 'update',\n",
-       " 'update_annotations',\n",
-       " 'update_coloraxes',\n",
-       " 'update_geos',\n",
-       " 'update_layout',\n",
-       " 'update_layout_images',\n",
-       " 'update_legends',\n",
-       " 'update_mapboxes',\n",
-       " 'update_polars',\n",
-       " 'update_scenes',\n",
-       " 'update_selections',\n",
-       " 'update_shapes',\n",
-       " 'update_smiths',\n",
-       " 'update_ternaries',\n",
-       " 'update_traces',\n",
-       " 'update_xaxes',\n",
-       " 'update_yaxes',\n",
-       " 'widget_types',\n",
-       " 'widgets',\n",
-       " 'write_html',\n",
-       " 'write_image',\n",
-       " 'write_json']"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "dir(viewer.figure_widget)"
+    "from glue_plotly.viewers.histogram.dotplot_layer_artist import PlotlyDotplotLayerArtist\n",
+    "\n",
+    "class DotplotViewer(PlotlyHistogramView):\n",
+    "\n",
+    "    _data_artist_cls = PlotlyDotplotLayerArtist\n",
+    "    _subset_artist_cls = PlotlyDotplotLayerArtist"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "id": "5012f018-8871-4e82-9f16-aa5a6a5ef836",
+   "execution_count": null,
+   "id": "174cd945-0744-43dc-b23e-bcef244a0bff",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "plotly.graph_objs._figurewidget.FigureWidget"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "type(viewer.figure_widget)"
+    "dotplot_viewer = app.new_data_viewer(DotplotViewer, data=data)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d3aaa886-491b-4da9-bfbb-78befbd504ba",
+   "id": "26492697-440b-4df0-9624-a6cd3637f1cb",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -528,7 +220,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.12.1"
   }
  },
  "nbformat": 4,