diff --git a/pyproject.toml b/pyproject.toml
index bf7f977bb..7d81efea6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -95,4 +95,4 @@ select = [
 "vizro-ai/examples/chart_by_vizro_ai.ipynb" = ["T201", "E501"]
 "vizro-ai/examples/dashboard_by_vizro_ai.ipynb" = ["T201", "E402", "E501"]
 # Ignore missing docstrings in visual-vocabulary examples to keep them succinct.
-"vizro-core/examples/_visual-vocabulary/pages/examples/**" = ["D100", "D103"]
+"vizro-core/examples/visual-vocabulary/pages/examples/**" = ["D100", "D103"]
diff --git a/vizro-core/changelog.d/20240923_095658_huong_li_nguyen_fix_typo_and_folder_name.md b/vizro-core/changelog.d/20240923_095658_huong_li_nguyen_fix_typo_and_folder_name.md
new file mode 100644
index 000000000..f1f65e73c
--- /dev/null
+++ b/vizro-core/changelog.d/20240923_095658_huong_li_nguyen_fix_typo_and_folder_name.md
@@ -0,0 +1,48 @@
+<!--
+A new scriv changelog fragment.
+
+Uncomment the section that is right (remove the HTML comment wrapper).
+-->
+
+<!--
+### Highlights ✨
+
+- A bullet item for the Highlights ✨ category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Removed
+
+- A bullet item for the Removed category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Added
+
+- A bullet item for the Added category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Changed
+
+- A bullet item for the Changed category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Deprecated
+
+- A bullet item for the Deprecated category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Fixed
+
+- A bullet item for the Fixed category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Security
+
+- A bullet item for the Security category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
diff --git a/vizro-core/examples/_visual-vocabulary/LICENSE.txt b/vizro-core/examples/visual-vocabulary/LICENSE.txt
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/LICENSE.txt
rename to vizro-core/examples/visual-vocabulary/LICENSE.txt
diff --git a/vizro-core/examples/_visual-vocabulary/README.md b/vizro-core/examples/visual-vocabulary/README.md
similarity index 99%
rename from vizro-core/examples/_visual-vocabulary/README.md
rename to vizro-core/examples/visual-vocabulary/README.md
index c5f0f02c5..18a9f9fde 100644
--- a/vizro-core/examples/_visual-vocabulary/README.md
+++ b/vizro-core/examples/visual-vocabulary/README.md
@@ -101,7 +101,7 @@ The dashboard is still in development. Below is an overview of the chart types f
 
 Contributions are welcome! To contribute a chart, follow the steps below:
 
-1. Check that a `svg` file named after the chart type is contained in the [assets](https://github.com/mckinsey/vizro/tree/main/vizro-core/examples/_visual-vocabulary/assets/images/charts) folder. If not, [raise an issue](https://github.com/mckinsey/vizro/issues) in the repository.
+1. Check that a `svg` file named after the chart type is contained in the [assets](https://github.com/mckinsey/vizro/tree/main/vizro-core/examples/visual-vocabulary/assets/images/charts) folder. If not, [raise an issue](https://github.com/mckinsey/vizro/issues) in the repository.
 2. Add the data set to `_pages_utils.py` if it doesn't already exist. Use existing data sets preferably or any other data set that is publicly available e.g. [plotlx.express.data](https://plotly.com/python-api-reference/generated/plotly.express.data.html)
 3. Create a new page for the chart type and add it to the relevant category `.py` file such as `correlation.py`,
    `deviation.py`, `distribution.py`, etc. Ensure you add the page to the list of `pages` at the end of the `.py` file.
@@ -111,6 +111,6 @@ Contributions are welcome! To contribute a chart, follow the steps below:
 
 ## How to run the example locally
 
-1. If you have `hatch` set up, run the example with the command `hatch run example _visual-vocabulary`.
+1. If you have `hatch` set up, run the example with the command `hatch run example visual-vocabulary`.
    Otherwise, with a virtual Python environment activated, run `pip install -r requirements.txt` and then `python app.py`.
 2. You should now be able to access the app locally via http://127.0.0.1:8050/.
diff --git a/vizro-core/examples/_visual-vocabulary/app.py b/vizro-core/examples/visual-vocabulary/app.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/app.py
rename to vizro-core/examples/visual-vocabulary/app.py
diff --git a/vizro-core/examples/_visual-vocabulary/assets/app.svg b/vizro-core/examples/visual-vocabulary/assets/app.svg
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/assets/app.svg
rename to vizro-core/examples/visual-vocabulary/assets/app.svg
diff --git a/vizro-core/examples/_visual-vocabulary/assets/css/custom.css b/vizro-core/examples/visual-vocabulary/assets/css/custom.css
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rename from vizro-core/examples/_visual-vocabulary/assets/css/custom.css
rename to vizro-core/examples/visual-vocabulary/assets/css/custom.css
diff --git a/vizro-core/examples/_visual-vocabulary/assets/favicon.ico b/vizro-core/examples/visual-vocabulary/assets/favicon.ico
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rename from vizro-core/examples/_visual-vocabulary/assets/favicon.ico
rename to vizro-core/examples/visual-vocabulary/assets/favicon.ico
diff --git a/vizro-core/examples/_visual-vocabulary/assets/images/charts/arc.svg b/vizro-core/examples/visual-vocabulary/assets/images/charts/arc.svg
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rename from vizro-core/examples/_visual-vocabulary/assets/images/charts/arc.svg
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rename to vizro-core/examples/visual-vocabulary/assets/images/charts/slope.svg
diff --git a/vizro-core/examples/_visual-vocabulary/assets/images/charts/sparkline.svg b/vizro-core/examples/visual-vocabulary/assets/images/charts/sparkline.svg
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/assets/images/charts/sparkline.svg
rename to vizro-core/examples/visual-vocabulary/assets/images/charts/sparkline.svg
diff --git a/vizro-core/examples/_visual-vocabulary/assets/images/charts/stacked-bar.svg b/vizro-core/examples/visual-vocabulary/assets/images/charts/stacked-bar.svg
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/assets/images/charts/stacked-bar.svg
rename to vizro-core/examples/visual-vocabulary/assets/images/charts/stacked-bar.svg
diff --git a/vizro-core/examples/_visual-vocabulary/assets/images/charts/stacked-column.svg b/vizro-core/examples/visual-vocabulary/assets/images/charts/stacked-column.svg
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/assets/images/charts/stacked-column.svg
rename to vizro-core/examples/visual-vocabulary/assets/images/charts/stacked-column.svg
diff --git a/vizro-core/examples/_visual-vocabulary/assets/images/charts/stepped-line.svg b/vizro-core/examples/visual-vocabulary/assets/images/charts/stepped-line.svg
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/assets/images/charts/stepped-line.svg
rename to vizro-core/examples/visual-vocabulary/assets/images/charts/stepped-line.svg
diff --git a/vizro-core/examples/_visual-vocabulary/assets/images/charts/surplus-deficit-filled-line.svg b/vizro-core/examples/visual-vocabulary/assets/images/charts/surplus-deficit-filled-line.svg
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/assets/images/charts/surplus-deficit-filled-line.svg
rename to vizro-core/examples/visual-vocabulary/assets/images/charts/surplus-deficit-filled-line.svg
diff --git a/vizro-core/examples/_visual-vocabulary/assets/images/charts/treemap.svg b/vizro-core/examples/visual-vocabulary/assets/images/charts/treemap.svg
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/assets/images/charts/treemap.svg
rename to vizro-core/examples/visual-vocabulary/assets/images/charts/treemap.svg
diff --git a/vizro-core/examples/_visual-vocabulary/assets/images/charts/venn.svg b/vizro-core/examples/visual-vocabulary/assets/images/charts/venn.svg
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/assets/images/charts/venn.svg
rename to vizro-core/examples/visual-vocabulary/assets/images/charts/venn.svg
diff --git a/vizro-core/examples/_visual-vocabulary/assets/images/charts/violin.svg b/vizro-core/examples/visual-vocabulary/assets/images/charts/violin.svg
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/assets/images/charts/violin.svg
rename to vizro-core/examples/visual-vocabulary/assets/images/charts/violin.svg
diff --git a/vizro-core/examples/_visual-vocabulary/assets/images/charts/waterfall.svg b/vizro-core/examples/visual-vocabulary/assets/images/charts/waterfall.svg
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/assets/images/charts/waterfall.svg
rename to vizro-core/examples/visual-vocabulary/assets/images/charts/waterfall.svg
diff --git a/vizro-core/examples/_visual-vocabulary/assets/logo.svg b/vizro-core/examples/visual-vocabulary/assets/logo.svg
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/assets/logo.svg
rename to vizro-core/examples/visual-vocabulary/assets/logo.svg
diff --git a/vizro-core/examples/_visual-vocabulary/chart_groups.py b/vizro-core/examples/visual-vocabulary/chart_groups.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/chart_groups.py
rename to vizro-core/examples/visual-vocabulary/chart_groups.py
diff --git a/vizro-core/examples/_visual-vocabulary/custom_charts.py b/vizro-core/examples/visual-vocabulary/custom_charts.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/custom_charts.py
rename to vizro-core/examples/visual-vocabulary/custom_charts.py
diff --git a/vizro-core/examples/_visual-vocabulary/custom_components.py b/vizro-core/examples/visual-vocabulary/custom_components.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/custom_components.py
rename to vizro-core/examples/visual-vocabulary/custom_components.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/__init__.py b/vizro-core/examples/visual-vocabulary/pages/__init__.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/__init__.py
rename to vizro-core/examples/visual-vocabulary/pages/__init__.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/_factories.py b/vizro-core/examples/visual-vocabulary/pages/_factories.py
similarity index 99%
rename from vizro-core/examples/_visual-vocabulary/pages/_factories.py
rename to vizro-core/examples/visual-vocabulary/pages/_factories.py
index ea8cd76eb..06b306ff2 100644
--- a/vizro-core/examples/_visual-vocabulary/pages/_factories.py
+++ b/vizro-core/examples/visual-vocabulary/pages/_factories.py
@@ -33,7 +33,7 @@ def butterfly_factory(group: str):
 
                 Use a butterfly chart when you wish to emphasize the comparison between two data sets sharing the same
                 parameters. Sharing this chart with your audience will help them see at a glance how two groups differ
-                within the same parameters. You can also **stack** two bars on each side To divide your
+                within the same parameters. You can also **stack** two bars on each side to divide your
                 categories.
             """
             ),
diff --git a/vizro-core/examples/_visual-vocabulary/pages/_pages_utils.py b/vizro-core/examples/visual-vocabulary/pages/_pages_utils.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/_pages_utils.py
rename to vizro-core/examples/visual-vocabulary/pages/_pages_utils.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/correlation.py b/vizro-core/examples/visual-vocabulary/pages/correlation.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/correlation.py
rename to vizro-core/examples/visual-vocabulary/pages/correlation.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/deviation.py b/vizro-core/examples/visual-vocabulary/pages/deviation.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/deviation.py
rename to vizro-core/examples/visual-vocabulary/pages/deviation.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/distribution.py b/vizro-core/examples/visual-vocabulary/pages/distribution.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/distribution.py
rename to vizro-core/examples/visual-vocabulary/pages/distribution.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/__init__.py b/vizro-core/examples/visual-vocabulary/pages/examples/__init__.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/__init__.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/__init__.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/area.py b/vizro-core/examples/visual-vocabulary/pages/examples/area.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/area.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/area.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/bar.py b/vizro-core/examples/visual-vocabulary/pages/examples/bar.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/bar.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/bar.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/boxplot.py b/vizro-core/examples/visual-vocabulary/pages/examples/boxplot.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/boxplot.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/boxplot.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/bubble.py b/vizro-core/examples/visual-vocabulary/pages/examples/bubble.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/bubble.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/bubble.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/bubble_map.py b/vizro-core/examples/visual-vocabulary/pages/examples/bubble_map.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/bubble_map.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/bubble_map.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/butterfly.py b/vizro-core/examples/visual-vocabulary/pages/examples/butterfly.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/butterfly.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/butterfly.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/choropleth.py b/vizro-core/examples/visual-vocabulary/pages/examples/choropleth.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/choropleth.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/choropleth.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/column_and_line.py b/vizro-core/examples/visual-vocabulary/pages/examples/column_and_line.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/column_and_line.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/column_and_line.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/connected_scatter.py b/vizro-core/examples/visual-vocabulary/pages/examples/connected_scatter.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/connected_scatter.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/connected_scatter.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/donut.py b/vizro-core/examples/visual-vocabulary/pages/examples/donut.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/donut.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/donut.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/dot_map.py b/vizro-core/examples/visual-vocabulary/pages/examples/dot_map.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/dot_map.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/dot_map.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/funnel.py b/vizro-core/examples/visual-vocabulary/pages/examples/funnel.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/funnel.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/funnel.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/heatmap.py b/vizro-core/examples/visual-vocabulary/pages/examples/heatmap.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/heatmap.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/heatmap.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/histogram.py b/vizro-core/examples/visual-vocabulary/pages/examples/histogram.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/histogram.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/histogram.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/line.py b/vizro-core/examples/visual-vocabulary/pages/examples/line.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/line.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/line.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/magnitude_column.py b/vizro-core/examples/visual-vocabulary/pages/examples/magnitude_column.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/magnitude_column.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/magnitude_column.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/ordered_bar.py b/vizro-core/examples/visual-vocabulary/pages/examples/ordered_bar.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/ordered_bar.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/ordered_bar.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/ordered_column.py b/vizro-core/examples/visual-vocabulary/pages/examples/ordered_column.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/ordered_column.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/ordered_column.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/paired_bar.py b/vizro-core/examples/visual-vocabulary/pages/examples/paired_bar.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/paired_bar.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/paired_bar.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/paired_column.py b/vizro-core/examples/visual-vocabulary/pages/examples/paired_column.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/paired_column.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/paired_column.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/parallel_coordinates.py b/vizro-core/examples/visual-vocabulary/pages/examples/parallel_coordinates.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/parallel_coordinates.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/parallel_coordinates.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/pie.py b/vizro-core/examples/visual-vocabulary/pages/examples/pie.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/pie.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/pie.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/sankey.py b/vizro-core/examples/visual-vocabulary/pages/examples/sankey.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/sankey.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/sankey.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/scatter.py b/vizro-core/examples/visual-vocabulary/pages/examples/scatter.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/scatter.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/scatter.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/scatter_matrix.py b/vizro-core/examples/visual-vocabulary/pages/examples/scatter_matrix.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/scatter_matrix.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/scatter_matrix.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/stacked_bar.py b/vizro-core/examples/visual-vocabulary/pages/examples/stacked_bar.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/stacked_bar.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/stacked_bar.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/stacked_column.py b/vizro-core/examples/visual-vocabulary/pages/examples/stacked_column.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/stacked_column.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/stacked_column.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/stepped_line.py b/vizro-core/examples/visual-vocabulary/pages/examples/stepped_line.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/stepped_line.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/stepped_line.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/time_column.py b/vizro-core/examples/visual-vocabulary/pages/examples/time_column.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/time_column.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/time_column.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/treemap.py b/vizro-core/examples/visual-vocabulary/pages/examples/treemap.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/treemap.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/treemap.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/examples/violin.py b/vizro-core/examples/visual-vocabulary/pages/examples/violin.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/examples/violin.py
rename to vizro-core/examples/visual-vocabulary/pages/examples/violin.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/flow.py b/vizro-core/examples/visual-vocabulary/pages/flow.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/flow.py
rename to vizro-core/examples/visual-vocabulary/pages/flow.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/magnitude.py b/vizro-core/examples/visual-vocabulary/pages/magnitude.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/magnitude.py
rename to vizro-core/examples/visual-vocabulary/pages/magnitude.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/part_to_whole.py b/vizro-core/examples/visual-vocabulary/pages/part_to_whole.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/part_to_whole.py
rename to vizro-core/examples/visual-vocabulary/pages/part_to_whole.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/ranking.py b/vizro-core/examples/visual-vocabulary/pages/ranking.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/ranking.py
rename to vizro-core/examples/visual-vocabulary/pages/ranking.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/spatial.py b/vizro-core/examples/visual-vocabulary/pages/spatial.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/spatial.py
rename to vizro-core/examples/visual-vocabulary/pages/spatial.py
diff --git a/vizro-core/examples/_visual-vocabulary/pages/time.py b/vizro-core/examples/visual-vocabulary/pages/time.py
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/pages/time.py
rename to vizro-core/examples/visual-vocabulary/pages/time.py
diff --git a/vizro-core/examples/_visual-vocabulary/requirements.in b/vizro-core/examples/visual-vocabulary/requirements.in
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/requirements.in
rename to vizro-core/examples/visual-vocabulary/requirements.in
diff --git a/vizro-core/examples/_visual-vocabulary/requirements.txt b/vizro-core/examples/visual-vocabulary/requirements.txt
similarity index 100%
rename from vizro-core/examples/_visual-vocabulary/requirements.txt
rename to vizro-core/examples/visual-vocabulary/requirements.txt
diff --git a/vizro-core/hatch.toml b/vizro-core/hatch.toml
index b4a9dcb4e..1bf15be24 100644
--- a/vizro-core/hatch.toml
+++ b/vizro-core/hatch.toml
@@ -85,10 +85,10 @@ serve = "mkdocs serve --open"
 dependencies = [
   "pip",
   "pyyaml",
-  # black is required to run the example _visual-vocabulary. This is completely independent of the black used in linting
+  # black is required to run the example visual-vocabulary. This is completely independent of the black used in linting
   # our code. When this moves to HuggingFace we can remove the requirement from here.
   "black==24.4.2",
-  "plotly>=5.24.0"  # to leverage new MapLibre features in _visual-vocabulary
+  "plotly>=5.24.0"  # to leverage new MapLibre features in visual-vocabulary
 ]
 installer = "uv"
 scripts = {example = "cd examples/{args:scratch_dev}; python app.py"}