diff --git a/tests/examples_arguments_syntax/distributions_and_medians_of_likert_scale_ratings.py b/tests/examples_arguments_syntax/distributions_and_medians_of_likert_scale_ratings.py
new file mode 100644
index 000000000..0a20be819
--- /dev/null
+++ b/tests/examples_arguments_syntax/distributions_and_medians_of_likert_scale_ratings.py
@@ -0,0 +1,277 @@
+"""
+Distributions and Medians of Likert Scale Ratings
+-------------------------------------------------
+Distributions and Medians of Likert Scale Ratings. (Figure 9 from @jhoffswell and @zcliu’s ‘Interactive Repair of Tables Extracted from PDF Documents on Mobile Devices’ – http://idl.cs.washington.edu/files/2019-InteractiveTableRepair-CHI.pdf).
+
+Adapted from `Distributions and Medians of Likert Scale Ratings <https://vega.github.io/vega-lite/examples/layer_likert.html>`_.
+"""
+# category: distributions
+import altair as alt
+import pandas as pd
+
+medians = pd.DataFrame(
+    [
+        {"name": "Identify Errors:", "median": 1.999976, "lo": "Easy", "hi": "Hard"},
+        {"name": "Fix Errors:", "median": 2, "lo": "Easy", "hi": "Hard"},
+        {
+            "name": "Easier to Fix:",
+            "median": 1.999969,
+            "lo": "Toolbar",
+            "hi": "Gesture",
+        },
+        {
+            "name": "Faster to Fix:",
+            "median": 2.500045,
+            "lo": "Toolbar",
+            "hi": "Gesture",
+        },
+        {
+            "name": "Easier on Phone:",
+            "median": 1.500022,
+            "lo": "Toolbar",
+            "hi": "Gesture",
+        },
+        {
+            "name": "Easier on Tablet:",
+            "median": 2.99998,
+            "lo": "Toolbar",
+            "hi": "Gesture",
+        },
+        {
+            "name": "Device Preference:",
+            "median": 4.500007,
+            "lo": "Phone",
+            "hi": "Tablet",
+        },
+    ]
+)
+
+values = pd.DataFrame(
+    [
+        {"value": "P1", "name": "Participant ID", "id": "P1"},
+        {"value": 2, "name": "Identify Errors:", "id": "P1"},
+        {"value": 2, "name": "Fix Errors:", "id": "P1"},
+        {"value": 3, "name": "Easier to Fix:", "id": "P1"},
+        {"value": 4, "name": "Faster to Fix:", "id": "P1"},
+        {"value": 2, "name": "Easier on Phone:", "id": "P1"},
+        {"value": 5, "name": "Easier on Tablet:", "id": "P1"},
+        {"value": 5, "name": "Device Preference:", "id": "P1"},
+        {"value": 1, "name": "Tablet_First", "id": "P1"},
+        {"value": 1, "name": "Toolbar_First", "id": "P1"},
+        {"value": "P2", "name": "Participant ID", "id": "P2"},
+        {"value": 2, "name": "Identify Errors:", "id": "P2"},
+        {"value": 3, "name": "Fix Errors:", "id": "P2"},
+        {"value": 4, "name": "Easier to Fix:", "id": "P2"},
+        {"value": 5, "name": "Faster to Fix:", "id": "P2"},
+        {"value": 5, "name": "Easier on Phone:", "id": "P2"},
+        {"value": 5, "name": "Easier on Tablet:", "id": "P2"},
+        {"value": 5, "name": "Device Preference:", "id": "P2"},
+        {"value": 1, "name": "Tablet_First", "id": "P2"},
+        {"value": 1, "name": "Toolbar_First", "id": "P2"},
+        {"value": "P3", "name": "Participant ID", "id": "P3"},
+        {"value": 2, "name": "Identify Errors:", "id": "P3"},
+        {"value": 2, "name": "Fix Errors:", "id": "P3"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P3"},
+        {"value": 1, "name": "Faster to Fix:", "id": "P3"},
+        {"value": 2, "name": "Easier on Phone:", "id": "P3"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P3"},
+        {"value": 5, "name": "Device Preference:", "id": "P3"},
+        {"value": 1, "name": "Tablet_First", "id": "P3"},
+        {"value": 0, "name": "Toolbar_First", "id": "P3"},
+        {"value": "P4", "name": "Participant ID", "id": "P4"},
+        {"value": 3, "name": "Identify Errors:", "id": "P4"},
+        {"value": 3, "name": "Fix Errors:", "id": "P4"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P4"},
+        {"value": 2, "name": "Faster to Fix:", "id": "P4"},
+        {"value": 4, "name": "Easier on Phone:", "id": "P4"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P4"},
+        {"value": 5, "name": "Device Preference:", "id": "P4"},
+        {"value": 1, "name": "Tablet_First", "id": "P4"},
+        {"value": 0, "name": "Toolbar_First", "id": "P4"},
+        {"value": "P5", "name": "Participant ID", "id": "P5"},
+        {"value": 2, "name": "Identify Errors:", "id": "P5"},
+        {"value": 2, "name": "Fix Errors:", "id": "P5"},
+        {"value": 4, "name": "Easier to Fix:", "id": "P5"},
+        {"value": 4, "name": "Faster to Fix:", "id": "P5"},
+        {"value": 4, "name": "Easier on Phone:", "id": "P5"},
+        {"value": 5, "name": "Easier on Tablet:", "id": "P5"},
+        {"value": 5, "name": "Device Preference:", "id": "P5"},
+        {"value": 0, "name": "Tablet_First", "id": "P5"},
+        {"value": 1, "name": "Toolbar_First", "id": "P5"},
+        {"value": "P6", "name": "Participant ID", "id": "P6"},
+        {"value": 1, "name": "Identify Errors:", "id": "P6"},
+        {"value": 3, "name": "Fix Errors:", "id": "P6"},
+        {"value": 3, "name": "Easier to Fix:", "id": "P6"},
+        {"value": 4, "name": "Faster to Fix:", "id": "P6"},
+        {"value": 4, "name": "Easier on Phone:", "id": "P6"},
+        {"value": 4, "name": "Easier on Tablet:", "id": "P6"},
+        {"value": 4, "name": "Device Preference:", "id": "P6"},
+        {"value": 0, "name": "Tablet_First", "id": "P6"},
+        {"value": 1, "name": "Toolbar_First", "id": "P6"},
+        {"value": "P7", "name": "Participant ID", "id": "P7"},
+        {"value": 2, "name": "Identify Errors:", "id": "P7"},
+        {"value": 3, "name": "Fix Errors:", "id": "P7"},
+        {"value": 4, "name": "Easier to Fix:", "id": "P7"},
+        {"value": 5, "name": "Faster to Fix:", "id": "P7"},
+        {"value": 3, "name": "Easier on Phone:", "id": "P7"},
+        {"value": 2, "name": "Easier on Tablet:", "id": "P7"},
+        {"value": 4, "name": "Device Preference:", "id": "P7"},
+        {"value": 0, "name": "Tablet_First", "id": "P7"},
+        {"value": 0, "name": "Toolbar_First", "id": "P7"},
+        {"value": "P8", "name": "Participant ID", "id": "P8"},
+        {"value": 3, "name": "Identify Errors:", "id": "P8"},
+        {"value": 1, "name": "Fix Errors:", "id": "P8"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P8"},
+        {"value": 4, "name": "Faster to Fix:", "id": "P8"},
+        {"value": 2, "name": "Easier on Phone:", "id": "P8"},
+        {"value": 5, "name": "Easier on Tablet:", "id": "P8"},
+        {"value": 5, "name": "Device Preference:", "id": "P8"},
+        {"value": 0, "name": "Tablet_First", "id": "P8"},
+        {"value": 0, "name": "Toolbar_First", "id": "P8"},
+        {"value": "P9", "name": "Participant ID", "id": "P9"},
+        {"value": 2, "name": "Identify Errors:", "id": "P9"},
+        {"value": 3, "name": "Fix Errors:", "id": "P9"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P9"},
+        {"value": 4, "name": "Faster to Fix:", "id": "P9"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P9"},
+        {"value": 4, "name": "Easier on Tablet:", "id": "P9"},
+        {"value": 4, "name": "Device Preference:", "id": "P9"},
+        {"value": 1, "name": "Tablet_First", "id": "P9"},
+        {"value": 1, "name": "Toolbar_First", "id": "P9"},
+        {"value": "P10", "name": "Participant ID", "id": "P10"},
+        {"value": 2, "name": "Identify Errors:", "id": "P10"},
+        {"value": 2, "name": "Fix Errors:", "id": "P10"},
+        {"value": 1, "name": "Easier to Fix:", "id": "P10"},
+        {"value": 1, "name": "Faster to Fix:", "id": "P10"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P10"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P10"},
+        {"value": 5, "name": "Device Preference:", "id": "P10"},
+        {"value": 1, "name": "Tablet_First", "id": "P10"},
+        {"value": 1, "name": "Toolbar_First", "id": "P10"},
+        {"value": "P11", "name": "Participant ID", "id": "P11"},
+        {"value": 2, "name": "Identify Errors:", "id": "P11"},
+        {"value": 2, "name": "Fix Errors:", "id": "P11"},
+        {"value": 1, "name": "Easier to Fix:", "id": "P11"},
+        {"value": 1, "name": "Faster to Fix:", "id": "P11"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P11"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P11"},
+        {"value": 4, "name": "Device Preference:", "id": "P11"},
+        {"value": 1, "name": "Tablet_First", "id": "P11"},
+        {"value": 0, "name": "Toolbar_First", "id": "P11"},
+        {"value": "P12", "name": "Participant ID", "id": "P12"},
+        {"value": 1, "name": "Identify Errors:", "id": "P12"},
+        {"value": 3, "name": "Fix Errors:", "id": "P12"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P12"},
+        {"value": 3, "name": "Faster to Fix:", "id": "P12"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P12"},
+        {"value": 3, "name": "Easier on Tablet:", "id": "P12"},
+        {"value": 3, "name": "Device Preference:", "id": "P12"},
+        {"value": 0, "name": "Tablet_First", "id": "P12"},
+        {"value": 1, "name": "Toolbar_First", "id": "P12"},
+        {"value": "P13", "name": "Participant ID", "id": "P13"},
+        {"value": 2, "name": "Identify Errors:", "id": "P13"},
+        {"value": 2, "name": "Fix Errors:", "id": "P13"},
+        {"value": 1, "name": "Easier to Fix:", "id": "P13"},
+        {"value": 1, "name": "Faster to Fix:", "id": "P13"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P13"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P13"},
+        {"value": 5, "name": "Device Preference:", "id": "P13"},
+        {"value": 0, "name": "Tablet_First", "id": "P13"},
+        {"value": 0, "name": "Toolbar_First", "id": "P13"},
+        {"value": "P14", "name": "Participant ID", "id": "P14"},
+        {"value": 3, "name": "Identify Errors:", "id": "P14"},
+        {"value": 3, "name": "Fix Errors:", "id": "P14"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P14"},
+        {"value": 2, "name": "Faster to Fix:", "id": "P14"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P14"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P14"},
+        {"value": 1, "name": "Device Preference:", "id": "P14"},
+        {"value": 1, "name": "Tablet_First", "id": "P14"},
+        {"value": 1, "name": "Toolbar_First", "id": "P14"},
+        {"value": "P15", "name": "Participant ID", "id": "P15"},
+        {"value": 4, "name": "Identify Errors:", "id": "P15"},
+        {"value": 5, "name": "Fix Errors:", "id": "P15"},
+        {"value": 1, "name": "Easier to Fix:", "id": "P15"},
+        {"value": 1, "name": "Faster to Fix:", "id": "P15"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P15"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P15"},
+        {"value": 5, "name": "Device Preference:", "id": "P15"},
+        {"value": 1, "name": "Tablet_First", "id": "P15"},
+        {"value": 0, "name": "Toolbar_First", "id": "P15"},
+        {"value": "P16", "name": "Participant ID", "id": "P16"},
+        {"value": 1, "name": "Identify Errors:", "id": "P16"},
+        {"value": 3, "name": "Fix Errors:", "id": "P16"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P16"},
+        {"value": 2, "name": "Faster to Fix:", "id": "P16"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P16"},
+        {"value": 4, "name": "Easier on Tablet:", "id": "P16"},
+        {"value": 5, "name": "Device Preference:", "id": "P16"},
+        {"value": 0, "name": "Tablet_First", "id": "P16"},
+        {"value": 1, "name": "Toolbar_First", "id": "P16"},
+        {"value": "P17", "name": "Participant ID", "id": "P17"},
+        {"value": 3, "name": "Identify Errors:", "id": "P17"},
+        {"value": 2, "name": "Fix Errors:", "id": "P17"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P17"},
+        {"value": 2, "name": "Faster to Fix:", "id": "P17"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P17"},
+        {"value": 3, "name": "Easier on Tablet:", "id": "P17"},
+        {"value": 2, "name": "Device Preference:", "id": "P17"},
+        {"value": 0, "name": "Tablet_First", "id": "P17"},
+        {"value": 0, "name": "Toolbar_First", "id": "P17"},
+    ]
+)
+
+y_axis = alt.Y(
+    "name",
+    axis=alt.Axis(
+        title=None,
+        offset=50,
+        labelFontWeight="bold",
+        ticks=False,
+        grid=True,
+        domain=False,
+    ),
+)
+
+base = alt.Chart(
+    medians,
+).encode(y_axis)
+
+bubbles = (
+    alt.Chart(values)
+    .transform_filter(
+        (alt.datum.name != "Toolbar_First")
+        & (alt.datum.name != "Tablet_First")
+        & (alt.datum.name != "Participant ID")
+    )
+    .mark_circle(color="#6EB4FD")
+    .encode(
+        alt.X(
+            "value:Q",
+            title=None,
+        ),
+        y_axis,
+        alt.Size(
+            "count()",
+            legend=alt.Legend(offset=75, title="Number of ratings"),
+        ),
+        tooltip=[alt.Tooltip("count()", title="Number of ratings")],
+    )
+)
+
+ticks = base.mark_tick(color="black").encode(
+    alt.X(
+        "median:Q",
+        axis=alt.Axis(grid=False, values=[1, 2, 3, 4, 5], format=".0f"),
+        scale=alt.Scale(domain=[0, 6]),
+    )
+)
+
+
+texts_lo = base.mark_text(align="right", x=-5).encode(text="lo")
+
+texts_hi = base.mark_text(align="left", x=255).encode(text="hi")
+
+(bubbles + ticks + texts_lo + texts_hi).properties(
+    title="Questionnaire Ratings", width=250, height=175
+).configure_view(stroke=None)
diff --git a/tests/examples_methods_syntax/distributions_and_medians_of_likert_scale_ratings.py b/tests/examples_methods_syntax/distributions_and_medians_of_likert_scale_ratings.py
new file mode 100644
index 000000000..ea1b038b2
--- /dev/null
+++ b/tests/examples_methods_syntax/distributions_and_medians_of_likert_scale_ratings.py
@@ -0,0 +1,268 @@
+"""
+Distributions and Medians of Likert Scale Ratings
+-------------------------------------------------
+Distributions and Medians of Likert Scale Ratings. (Figure 9 from @jhoffswell and @zcliu’s ‘Interactive Repair of Tables Extracted from PDF Documents on Mobile Devices’ – http://idl.cs.washington.edu/files/2019-InteractiveTableRepair-CHI.pdf).
+
+Adapted from `Distributions and Medians of Likert Scale Ratings <https://vega.github.io/vega-lite/examples/layer_likert.html>`_.
+"""
+# category: distributions
+import altair as alt
+import pandas as pd
+
+medians = pd.DataFrame(
+    [
+        {"name": "Identify Errors:", "median": 1.999976, "lo": "Easy", "hi": "Hard"},
+        {"name": "Fix Errors:", "median": 2, "lo": "Easy", "hi": "Hard"},
+        {
+            "name": "Easier to Fix:",
+            "median": 1.999969,
+            "lo": "Toolbar",
+            "hi": "Gesture",
+        },
+        {
+            "name": "Faster to Fix:",
+            "median": 2.500045,
+            "lo": "Toolbar",
+            "hi": "Gesture",
+        },
+        {
+            "name": "Easier on Phone:",
+            "median": 1.500022,
+            "lo": "Toolbar",
+            "hi": "Gesture",
+        },
+        {
+            "name": "Easier on Tablet:",
+            "median": 2.99998,
+            "lo": "Toolbar",
+            "hi": "Gesture",
+        },
+        {
+            "name": "Device Preference:",
+            "median": 4.500007,
+            "lo": "Phone",
+            "hi": "Tablet",
+        },
+    ]
+)
+
+values = pd.DataFrame(
+    [
+        {"value": "P1", "name": "Participant ID", "id": "P1"},
+        {"value": 2, "name": "Identify Errors:", "id": "P1"},
+        {"value": 2, "name": "Fix Errors:", "id": "P1"},
+        {"value": 3, "name": "Easier to Fix:", "id": "P1"},
+        {"value": 4, "name": "Faster to Fix:", "id": "P1"},
+        {"value": 2, "name": "Easier on Phone:", "id": "P1"},
+        {"value": 5, "name": "Easier on Tablet:", "id": "P1"},
+        {"value": 5, "name": "Device Preference:", "id": "P1"},
+        {"value": 1, "name": "Tablet_First", "id": "P1"},
+        {"value": 1, "name": "Toolbar_First", "id": "P1"},
+        {"value": "P2", "name": "Participant ID", "id": "P2"},
+        {"value": 2, "name": "Identify Errors:", "id": "P2"},
+        {"value": 3, "name": "Fix Errors:", "id": "P2"},
+        {"value": 4, "name": "Easier to Fix:", "id": "P2"},
+        {"value": 5, "name": "Faster to Fix:", "id": "P2"},
+        {"value": 5, "name": "Easier on Phone:", "id": "P2"},
+        {"value": 5, "name": "Easier on Tablet:", "id": "P2"},
+        {"value": 5, "name": "Device Preference:", "id": "P2"},
+        {"value": 1, "name": "Tablet_First", "id": "P2"},
+        {"value": 1, "name": "Toolbar_First", "id": "P2"},
+        {"value": "P3", "name": "Participant ID", "id": "P3"},
+        {"value": 2, "name": "Identify Errors:", "id": "P3"},
+        {"value": 2, "name": "Fix Errors:", "id": "P3"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P3"},
+        {"value": 1, "name": "Faster to Fix:", "id": "P3"},
+        {"value": 2, "name": "Easier on Phone:", "id": "P3"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P3"},
+        {"value": 5, "name": "Device Preference:", "id": "P3"},
+        {"value": 1, "name": "Tablet_First", "id": "P3"},
+        {"value": 0, "name": "Toolbar_First", "id": "P3"},
+        {"value": "P4", "name": "Participant ID", "id": "P4"},
+        {"value": 3, "name": "Identify Errors:", "id": "P4"},
+        {"value": 3, "name": "Fix Errors:", "id": "P4"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P4"},
+        {"value": 2, "name": "Faster to Fix:", "id": "P4"},
+        {"value": 4, "name": "Easier on Phone:", "id": "P4"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P4"},
+        {"value": 5, "name": "Device Preference:", "id": "P4"},
+        {"value": 1, "name": "Tablet_First", "id": "P4"},
+        {"value": 0, "name": "Toolbar_First", "id": "P4"},
+        {"value": "P5", "name": "Participant ID", "id": "P5"},
+        {"value": 2, "name": "Identify Errors:", "id": "P5"},
+        {"value": 2, "name": "Fix Errors:", "id": "P5"},
+        {"value": 4, "name": "Easier to Fix:", "id": "P5"},
+        {"value": 4, "name": "Faster to Fix:", "id": "P5"},
+        {"value": 4, "name": "Easier on Phone:", "id": "P5"},
+        {"value": 5, "name": "Easier on Tablet:", "id": "P5"},
+        {"value": 5, "name": "Device Preference:", "id": "P5"},
+        {"value": 0, "name": "Tablet_First", "id": "P5"},
+        {"value": 1, "name": "Toolbar_First", "id": "P5"},
+        {"value": "P6", "name": "Participant ID", "id": "P6"},
+        {"value": 1, "name": "Identify Errors:", "id": "P6"},
+        {"value": 3, "name": "Fix Errors:", "id": "P6"},
+        {"value": 3, "name": "Easier to Fix:", "id": "P6"},
+        {"value": 4, "name": "Faster to Fix:", "id": "P6"},
+        {"value": 4, "name": "Easier on Phone:", "id": "P6"},
+        {"value": 4, "name": "Easier on Tablet:", "id": "P6"},
+        {"value": 4, "name": "Device Preference:", "id": "P6"},
+        {"value": 0, "name": "Tablet_First", "id": "P6"},
+        {"value": 1, "name": "Toolbar_First", "id": "P6"},
+        {"value": "P7", "name": "Participant ID", "id": "P7"},
+        {"value": 2, "name": "Identify Errors:", "id": "P7"},
+        {"value": 3, "name": "Fix Errors:", "id": "P7"},
+        {"value": 4, "name": "Easier to Fix:", "id": "P7"},
+        {"value": 5, "name": "Faster to Fix:", "id": "P7"},
+        {"value": 3, "name": "Easier on Phone:", "id": "P7"},
+        {"value": 2, "name": "Easier on Tablet:", "id": "P7"},
+        {"value": 4, "name": "Device Preference:", "id": "P7"},
+        {"value": 0, "name": "Tablet_First", "id": "P7"},
+        {"value": 0, "name": "Toolbar_First", "id": "P7"},
+        {"value": "P8", "name": "Participant ID", "id": "P8"},
+        {"value": 3, "name": "Identify Errors:", "id": "P8"},
+        {"value": 1, "name": "Fix Errors:", "id": "P8"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P8"},
+        {"value": 4, "name": "Faster to Fix:", "id": "P8"},
+        {"value": 2, "name": "Easier on Phone:", "id": "P8"},
+        {"value": 5, "name": "Easier on Tablet:", "id": "P8"},
+        {"value": 5, "name": "Device Preference:", "id": "P8"},
+        {"value": 0, "name": "Tablet_First", "id": "P8"},
+        {"value": 0, "name": "Toolbar_First", "id": "P8"},
+        {"value": "P9", "name": "Participant ID", "id": "P9"},
+        {"value": 2, "name": "Identify Errors:", "id": "P9"},
+        {"value": 3, "name": "Fix Errors:", "id": "P9"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P9"},
+        {"value": 4, "name": "Faster to Fix:", "id": "P9"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P9"},
+        {"value": 4, "name": "Easier on Tablet:", "id": "P9"},
+        {"value": 4, "name": "Device Preference:", "id": "P9"},
+        {"value": 1, "name": "Tablet_First", "id": "P9"},
+        {"value": 1, "name": "Toolbar_First", "id": "P9"},
+        {"value": "P10", "name": "Participant ID", "id": "P10"},
+        {"value": 2, "name": "Identify Errors:", "id": "P10"},
+        {"value": 2, "name": "Fix Errors:", "id": "P10"},
+        {"value": 1, "name": "Easier to Fix:", "id": "P10"},
+        {"value": 1, "name": "Faster to Fix:", "id": "P10"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P10"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P10"},
+        {"value": 5, "name": "Device Preference:", "id": "P10"},
+        {"value": 1, "name": "Tablet_First", "id": "P10"},
+        {"value": 1, "name": "Toolbar_First", "id": "P10"},
+        {"value": "P11", "name": "Participant ID", "id": "P11"},
+        {"value": 2, "name": "Identify Errors:", "id": "P11"},
+        {"value": 2, "name": "Fix Errors:", "id": "P11"},
+        {"value": 1, "name": "Easier to Fix:", "id": "P11"},
+        {"value": 1, "name": "Faster to Fix:", "id": "P11"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P11"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P11"},
+        {"value": 4, "name": "Device Preference:", "id": "P11"},
+        {"value": 1, "name": "Tablet_First", "id": "P11"},
+        {"value": 0, "name": "Toolbar_First", "id": "P11"},
+        {"value": "P12", "name": "Participant ID", "id": "P12"},
+        {"value": 1, "name": "Identify Errors:", "id": "P12"},
+        {"value": 3, "name": "Fix Errors:", "id": "P12"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P12"},
+        {"value": 3, "name": "Faster to Fix:", "id": "P12"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P12"},
+        {"value": 3, "name": "Easier on Tablet:", "id": "P12"},
+        {"value": 3, "name": "Device Preference:", "id": "P12"},
+        {"value": 0, "name": "Tablet_First", "id": "P12"},
+        {"value": 1, "name": "Toolbar_First", "id": "P12"},
+        {"value": "P13", "name": "Participant ID", "id": "P13"},
+        {"value": 2, "name": "Identify Errors:", "id": "P13"},
+        {"value": 2, "name": "Fix Errors:", "id": "P13"},
+        {"value": 1, "name": "Easier to Fix:", "id": "P13"},
+        {"value": 1, "name": "Faster to Fix:", "id": "P13"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P13"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P13"},
+        {"value": 5, "name": "Device Preference:", "id": "P13"},
+        {"value": 0, "name": "Tablet_First", "id": "P13"},
+        {"value": 0, "name": "Toolbar_First", "id": "P13"},
+        {"value": "P14", "name": "Participant ID", "id": "P14"},
+        {"value": 3, "name": "Identify Errors:", "id": "P14"},
+        {"value": 3, "name": "Fix Errors:", "id": "P14"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P14"},
+        {"value": 2, "name": "Faster to Fix:", "id": "P14"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P14"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P14"},
+        {"value": 1, "name": "Device Preference:", "id": "P14"},
+        {"value": 1, "name": "Tablet_First", "id": "P14"},
+        {"value": 1, "name": "Toolbar_First", "id": "P14"},
+        {"value": "P15", "name": "Participant ID", "id": "P15"},
+        {"value": 4, "name": "Identify Errors:", "id": "P15"},
+        {"value": 5, "name": "Fix Errors:", "id": "P15"},
+        {"value": 1, "name": "Easier to Fix:", "id": "P15"},
+        {"value": 1, "name": "Faster to Fix:", "id": "P15"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P15"},
+        {"value": 1, "name": "Easier on Tablet:", "id": "P15"},
+        {"value": 5, "name": "Device Preference:", "id": "P15"},
+        {"value": 1, "name": "Tablet_First", "id": "P15"},
+        {"value": 0, "name": "Toolbar_First", "id": "P15"},
+        {"value": "P16", "name": "Participant ID", "id": "P16"},
+        {"value": 1, "name": "Identify Errors:", "id": "P16"},
+        {"value": 3, "name": "Fix Errors:", "id": "P16"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P16"},
+        {"value": 2, "name": "Faster to Fix:", "id": "P16"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P16"},
+        {"value": 4, "name": "Easier on Tablet:", "id": "P16"},
+        {"value": 5, "name": "Device Preference:", "id": "P16"},
+        {"value": 0, "name": "Tablet_First", "id": "P16"},
+        {"value": 1, "name": "Toolbar_First", "id": "P16"},
+        {"value": "P17", "name": "Participant ID", "id": "P17"},
+        {"value": 3, "name": "Identify Errors:", "id": "P17"},
+        {"value": 2, "name": "Fix Errors:", "id": "P17"},
+        {"value": 2, "name": "Easier to Fix:", "id": "P17"},
+        {"value": 2, "name": "Faster to Fix:", "id": "P17"},
+        {"value": 1, "name": "Easier on Phone:", "id": "P17"},
+        {"value": 3, "name": "Easier on Tablet:", "id": "P17"},
+        {"value": 2, "name": "Device Preference:", "id": "P17"},
+        {"value": 0, "name": "Tablet_First", "id": "P17"},
+        {"value": 0, "name": "Toolbar_First", "id": "P17"},
+    ]
+)
+
+y_axis = alt.Y("name").axis(
+    title=None,
+    offset=50,
+    labelFontWeight="bold",
+    ticks=False,
+    grid=True,
+    domain=False,
+)
+
+base = alt.Chart(
+    medians,
+).encode(y_axis)
+
+bubbles = (
+    alt.Chart(values)
+    .transform_filter(
+        (alt.datum.name != "Toolbar_First")
+        & (alt.datum.name != "Tablet_First")
+        & (alt.datum.name != "Participant ID")
+    )
+    .mark_circle(color="#6EB4FD")
+    .encode(
+        alt.X(
+            "value:Q",
+        ).title(None),
+        y_axis,
+        alt.Size("count()").legend(offset=75, title="Number of ratings"),
+        tooltip=[alt.Tooltip("count()").title("Number of ratings")],
+    )
+)
+
+ticks = base.mark_tick(color="black").encode(
+    alt.X("median:Q")
+    .axis(grid=False, values=[1, 2, 3, 4, 5], format=".0f")
+    .scale(domain=[0, 6]),
+)
+
+
+texts_lo = base.mark_text(align="right", x=-5).encode(text="lo")
+
+texts_hi = base.mark_text(align="left", x=255).encode(text="hi")
+
+(bubbles + ticks + texts_lo + texts_hi).properties(
+    title="Questionnaire Ratings", width=250, height=175
+).configure_view(stroke=None)