diff --git a/README.md b/README.md
index 6783fc9..4365ce9 100644
--- a/README.md
+++ b/README.md
@@ -114,6 +114,8 @@ existing layout.
 
 ## Examples
 
+Every example below uses the same dataset as the quickstart: the people aboard the Titanic.
+
 ### 1. Value Scaling
 
 ```python
@@ -123,10 +125,10 @@ from pywaffle import Waffle
 
 ```python
 fig = plt.figure(
-    FigureClass=Waffle, 
-    rows=5, 
-    columns=10, 
-    values=[48, 46, 6],
+    FigureClass=Waffle,
+    rows=5,
+    columns=10,
+    values=[325, 285, 706, 885],
     figsize=(5, 3)
 )
 plt.show()
@@ -134,7 +136,7 @@ plt.show()
 
 ![basic](examples/readme/basic.svg)
 
-The values are automatically scaled to 24, 23 and 3 to fit 5 * 10 chart size.
+Those are the first class, second class, third class and crew counts, 2,201 people in all. They are automatically scaled to 7, 6, 16 and 20 to fit the 5 * 10 chart size, so one block stands for about 22 people.
 
 `FigureClass` and `figsize` are parameters of `matplotlib.pyplot.figure`, you may find the full parameter list on [matplotlib.pyplot.figure](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.figure.html) function reference.  
 
@@ -143,7 +145,7 @@ Other parameters, including `rows`, `columns`, and `values` in this example, are
 ### 2. Values in dict & Auto-sizing
 
 ```python
-data = {'Cat1': 10, 'Cat2': 7, 'Cat3': 9}
+data = {'First class': 6, 'Second class': 24, 'Third class': 79}
 fig = plt.figure(
     FigureClass=Waffle,
     rows=5,
@@ -155,25 +157,27 @@ plt.show()
 
 ![Use values in dictionary; use absolute value as block number, without defining columns](examples/readme/absolute_block_numbers.svg)
 
+These are the children aboard, so here one block really is one child.
+
 In this example, only `rows` is specified and `columns` is empty, absolute values in `values` are used as block numbers. Similarly, `rows` could also be optional if `columns` is specified.
 
 If `values` is a dict, the keys will be used as labels in the legend.
 
-### 3. More style settings including Legend, Title, Colors, Direction, Arranging Style, etc.
+### 3. More style settings including Legend, Title, Colors, Direction, etc.
 
 ```python
-data = {'Car': 58, 'Pickup': 21, 'Truck': 11, 'Motorcycle': 7}
+data = {'First class': 325, 'Second class': 285, 'Third class': 706, 'Crew': 885}
 fig = plt.figure(
     FigureClass=Waffle,
     rows=5,
+    columns=10,
     values=data,
-    colors=["#C1D82F", "#00A4E4", "#FBB034", '#6A737B'],
-    title={'label': 'Vehicle Sales by Vehicle Type', 'loc': 'left'},
-    labels=[f"{k} ({v}%)" for k, v in data.items()],
+    colors=["#c9a227", "#5f8a8b", "#b5653f", "#3d4f5d"],
+    title={'label': 'Who was aboard the Titanic', 'loc': 'left'},
+    labels=[f"{k} ({v})" for k, v in data.items()],
     legend={'loc': 'lower left', 'bbox_to_anchor': (0, -0.4), 'ncol': len(data), 'framealpha': 0},
     starting_location='NW',
-    vertical=True,
-    block_arranging_style='snake'
+    vertical=True
 )
 fig.set_facecolor('#EEEEEE')
 plt.show()
@@ -185,22 +189,25 @@ Parameter `colors` allows you to change the block color, and it accepts a list o
 
 Parameter `title` and `legend` accept the same parameters as in Matplotlib, [matplotlib.pyplot.title](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.title.html) and [matplotlib.pyplot.legend](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.legend.html).
 
-Parameter `starting_location`, `vertical`, and `block_arranging_style` controls [Where to Start First Block](https://pywaffle.readthedocs.io/en/latest/examples/block_shape_spacing_location_direction_and_style.html#where-to-start-first-block), [Plotting Direction](https://pywaffle.readthedocs.io/en/latest/examples/block_shape_spacing_location_direction_and_style.html#plotting-direction), and [Where to Start Each Category](https://pywaffle.readthedocs.io/en/latest/examples/block_shape_spacing_location_direction_and_style.html#where-to-start-each-category). 
+Parameter `starting_location` and `vertical` control [Where to Start First Block](https://pywaffle.readthedocs.io/en/latest/examples/block_shape_spacing_location_direction_and_style.html#where-to-start-first-block) and [Plotting Direction](https://pywaffle.readthedocs.io/en/latest/examples/block_shape_spacing_location_direction_and_style.html#plotting-direction). Together they fill from the top left along each row, so the four groups read in order, the way a line of text does.
+
+There is also `block_arranging_style`, which can start each category on a new line or lay the blocks out in a snake. See [Where to Start Each Category](https://pywaffle.readthedocs.io/en/latest/examples/block_shape_spacing_location_direction_and_style.html#where-to-start-each-category).
 
 You may find more details under [Examples](https://pywaffle.readthedocs.io/en/latest/examples.html) section in PyWaffle Documentation. 
 
 ### 4. Plot with Icons - Pictogram Chart
 
 ```python
-data = {'Car': 58, 'Pickup': 21, 'Truck': 11, 'Motorcycle': 7}
+data = {'Men': 1667, 'Women': 425, 'Children': 109}
 fig = plt.figure(
     FigureClass=Waffle,
     rows=5,
+    columns=10,
     values=data,
-    colors=["#c1d82f", "#00a4e4", "#fbb034", '#6a737b'],
+    colors=["#3d4f5d", "#c9a227", "#b5653f"],
     legend={'loc': 'upper left', 'bbox_to_anchor': (1, 1)},
-    icons=['car-side', 'truck-pickup', 'truck', 'motorcycle'],
-    font_size=12,
+    icons=['person', 'person-dress', 'child'],
+    font_size=18,
     icon_legend=True
 )
 plt.show()
@@ -208,7 +215,9 @@ plt.show()
     
 ![Use Font Awesome icons](examples/readme/fontawesome.svg)
 
-PyWaffle supports [Font Awesome](https://fontawesome.com/) icons in the chart. See [Plot with Characters or Icons](https://pywaffle.readthedocs.io/en/latest/examples/plot_with_characters_or_icons.html) for details.
+The same 2,201 people, cut by group instead of by class. One figure stands for about 44 of them.
+
+PyWaffle supports [Font Awesome](https://fontawesome.com/) icons in the chart. Font Awesome is an optional dependency, installed with `pip install "pywaffle[icons]"`. See [Plot with Characters or Icons](https://pywaffle.readthedocs.io/en/latest/examples/plot_with_characters_or_icons.html) for details.
 
 ### 5. Plotting on Existed Figure and Axis
 
@@ -224,63 +233,65 @@ Waffle.make_waffle(
     ax=ax,  # pass axis to make_waffle
     rows=5, 
     columns=10, 
-    values=[30, 16, 4], 
-    title={"label": "Waffle Title", "loc": "left"}
+    values=[710, 1491], 
+    title={"label": "Survived and lost", "loc": "left"}
 )
 ```
 
 ![Plotting on Existed Figure and Axis](examples/readme/existed_axis.svg)
 
+710 of the 2,201 aboard survived.
+
 ### 6. Multiple Plots in One Chart
 
 ```python
 import pandas as pd
 data = pd.DataFrame(
     {
-        'labels': ['Car', 'Truck', 'Motorcycle'],
-        'Factory A': [32384, 13354, 5245],
-        'Factory B': [22147, 6678, 2156],
-        'Factory C': [8932, 3879, 896],
+        'labels': ['Men', 'Women', 'Children'],
+        'First class': [175, 144, 6],
+        'Second class': [168, 93, 24],
+        'Third class': [462, 165, 79],
     },
 ).set_index('labels')
 
 # A glance of the data:
-#             Factory A  Factory B  Factory C
+#           First class  Second class  Third class
 # labels
-# Car             27384      22147       8932
-# Truck            7354       6678       3879
-# Motorcycle       3245       2156       1196
+# Men               175           168          462
+# Women             144            93          165
+# Children            6            24           79
 
 fig = plt.figure(
     FigureClass=Waffle,
     plots={
         311: {
-            'values': data['Factory A'] / 1000,  # Convert actual number to a reasonable block number
-            'labels': [f"{k} ({v})" for k, v in data['Factory A'].items()],
+            'values': data['First class'] / 10,  # Convert actual number to a reasonable block number
+            'labels': [f"{k} ({v})" for k, v in data['First class'].items()],
             'legend': {'loc': 'upper left', 'bbox_to_anchor': (1.05, 1), 'fontsize': 8},
-            'title': {'label': 'Vehicle Production of Factory A', 'loc': 'left', 'fontsize': 12}
+            'title': {'label': 'First class', 'loc': 'left', 'fontsize': 12}
         },
         312: {
-            'values': data['Factory B'] / 1000,
-            'labels': [f"{k} ({v})" for k, v in data['Factory B'].items()],
-            'legend': {'loc': 'upper left', 'bbox_to_anchor': (1.2, 1), 'fontsize': 8},
-            'title': {'label': 'Vehicle Production of Factory B', 'loc': 'left', 'fontsize': 12}
+            'values': data['Second class'] / 10,
+            'labels': [f"{k} ({v})" for k, v in data['Second class'].items()],
+            'legend': {'loc': 'upper left', 'bbox_to_anchor': (1.05, 1), 'fontsize': 8},
+            'title': {'label': 'Second class', 'loc': 'left', 'fontsize': 12}
         },
         313: {
-            'values': data['Factory C'] / 1000,
-            'labels': [f"{k} ({v})" for k, v in data['Factory C'].items()],
-            'legend': {'loc': 'upper left', 'bbox_to_anchor': (1.3, 1), 'fontsize': 8},
-            'title': {'label': 'Vehicle Production of Factory C', 'loc': 'left', 'fontsize': 12}
+            'values': data['Third class'] / 10,
+            'labels': [f"{k} ({v})" for k, v in data['Third class'].items()],
+            'legend': {'loc': 'upper left', 'bbox_to_anchor': (1.05, 1), 'fontsize': 8},
+            'title': {'label': 'Third class', 'loc': 'left', 'fontsize': 12}
         },
     },
     rows=5,  # Outside parameter applied to all subplots, same as below
     cmap_name="Accent",  # Change color with cmap
-    rounding_rule='ceil',  # Change rounding rule, so value less than 1000 will still have at least 1 block
+    rounding_rule='ceil',  # Change rounding rule, so a value under 10 still gets at least 1 block
     figsize=(6, 5)
 )
 
-fig.suptitle('Vehicle Production by Vehicle Type', fontsize=14, fontweight='bold')
-fig.supxlabel('1 block = 1000 vehicles', fontsize=8, x=0.14)
+fig.suptitle('Titanic passengers by class', fontsize=14, fontweight='bold')
+fig.supxlabel('1 block = 10 people', fontsize=8, x=0.14)
 fig.set_facecolor('#EEEDE7')
 
 plt.show()
@@ -288,6 +299,10 @@ plt.show()
     
 ![Multiple plots](examples/readme/multiple_plots.svg)
 
+Each subplot is sized by its own class, so the widths show at a glance that third class carried more people than first and second combined.
+
+> Figures throughout from the British Board of Trade inquiry of 1912: 2,201 aboard, 710 saved, 1,491 lost. Tabulated at [Sinking of the Titanic](https://en.wikipedia.org/wiki/Sinking_of_the_Titanic#Casualties_and_survivors).
+
 ## Demo
 
 Wanna try it yourself? There is [Online Demo](https://mybinder.org/v2/gh/gyli/PyWaffle/master?filepath=demo.ipynb)!
diff --git a/examples/generate_plots.py b/examples/generate_plots.py
index 7e61c4e..eced6b9 100644
--- a/examples/generate_plots.py
+++ b/examples/generate_plots.py
@@ -8,122 +8,130 @@
 
 from pywaffle import waffle_chart
 from pywaffle.waffle import Waffle
-
 # For README
+#
+# The README uses one dataset throughout: the people aboard the Titanic. Figures from the
+# British Board of Trade inquiry of 1912, 2,201 aboard, 710 saved, 1,491 lost, tabulated at
+# https://en.wikipedia.org/wiki/Sinking_of_the_Titanic#Casualties_and_survivors
+# A 1912 inquiry cannot go out of date, so these never need refreshing.
 readme_image_folder = "examples/readme/"
 
-# Basic
-fig = plt.figure(FigureClass=Waffle, rows=5, columns=10, values=[48, 46, 6], figsize=(5, 3))
+# 1. Value scaling: 2,201 people scaled onto a 5 x 10 grid
+fig = plt.figure(
+    FigureClass=Waffle,
+    rows=5,
+    columns=10,
+    values=[325, 285, 706, 885],
+    figsize=(5, 3),
+)
 fig.savefig(readme_image_folder + "basic.svg", bbox_inches="tight")
 plt.close(fig)
 
-# Use values in dictionary; use absolute value as block number, without defining columns
-data = {'Cat1': 40, 'Cat2': 27, 'Cat3': 9}
+# 2. Values in a dict, and auto-sizing: one block per child aboard
+data = {"First class": 6, "Second class": 24, "Third class": 79}
 fig = plt.figure(
     FigureClass=Waffle,
     rows=5,
     values=data,
-    legend={'loc': 'upper left', 'bbox_to_anchor': (1.05, 1)}
+    legend={"loc": "upper left", "bbox_to_anchor": (1.05, 1)},
 )
 fig.savefig(readme_image_folder + "absolute_block_numbers.svg", bbox_inches="tight")
 plt.close(fig)
 
-# Add title, legend, background color, block color, direction and style
-data = {'Car': 58, 'Pickup': 21, 'Truck': 11, 'Motorcycle': 7}
+# 3. Colours, title, legend, direction and arranging style
+data = {"First class": 325, "Second class": 285, "Third class": 706, "Crew": 885}
 fig = plt.figure(
     FigureClass=Waffle,
     rows=5,
+    columns=10,
     values=data,
-    colors=["#C1D82F", "#00A4E4", "#FBB034", '#6A737B'],
-    title={'label': 'Vehicle Sales by Vehicle Type', 'loc': 'left'},
-    labels=[f"{k} ({v}%)" for k, v in data.items()],
-    legend={'loc': 'lower left', 'bbox_to_anchor': (0, -0.4), 'ncol': len(data), 'framealpha': 0},
-    starting_location='NW',
+    colors=["#c9a227", "#5f8a8b", "#b5653f", "#3d4f5d"],
+    title={"label": "Who was aboard the Titanic", "loc": "left"},
+    labels=[f"{k} ({v})" for k, v in data.items()],
+    legend={"loc": "lower left", "bbox_to_anchor": (0, -0.4), "ncol": len(data), "framealpha": 0},
+    starting_location="NW",
     vertical=True,
-    block_arranging_style='snake'
 )
+fig.set_facecolor("#EEEEEE")
 fig.savefig(readme_image_folder + "title_and_legend.svg", bbox_inches="tight", facecolor="#EEEEEE")
 plt.close(fig)
 
-# Use icons from Font Awesome
-data = {'Car': 58, 'Pickup': 21, 'Truck': 11, 'Motorcycle': 7}
+# 4. Pictogram: the same people, cut by group
+data = {"Men": 1667, "Women": 425, "Children": 109}
 fig = plt.figure(
     FigureClass=Waffle,
     rows=5,
+    columns=10,
     values=data,
-    colors=["#c1d82f", "#00a4e4", "#fbb034", '#6a737b'],
-    legend={'loc': 'upper left', 'bbox_to_anchor': (1, 1)},
-    icons=['car-side', 'truck-pickup', 'truck', 'motorcycle'],
-    font_size=12,
-    icon_legend=True
+    colors=["#3d4f5d", "#c9a227", "#b5653f"],
+    legend={"loc": "upper left", "bbox_to_anchor": (1, 1)},
+    icons=["person", "person-dress", "child"],
+    font_size=18,
+    icon_legend=True,
 )
 fig.savefig(readme_image_folder + "fontawesome.svg", bbox_inches="tight")
 plt.close(fig)
 
-# plotting on existed figure
+# 5. Drawing onto an axis that already exists
 fig = plt.figure()
 ax = fig.add_subplot(111)
-
-# Modify existed axis
 ax.set_title("Axis Title")
 ax.set_aspect(aspect="equal")
-
 Waffle.make_waffle(
-    ax=ax,  # pass axis to make_waffle
+    ax=ax,
     rows=5,
     columns=10,
-    values=[30, 16, 4],
-    title={"label": "Waffle Title", "loc": "left"}
+    values=[710, 1491],
+    title={"label": "Survived and lost", "loc": "left"},
 )
 fig.savefig(readme_image_folder + "existed_axis.svg", bbox_inches="tight")
 plt.close(fig)
 
-# Multiple Plots
+# 6. One subplot per passenger class, from a DataFrame
 import pandas as pd
 
 data = pd.DataFrame(
     {
-        'labels': ['Car', 'Truck', 'Motorcycle'],
-        'Factory A': [32384, 13354, 5245],
-        'Factory B': [22147, 6678, 2156],
-        'Factory C': [8932, 3879, 896],
+        "labels": ["Men", "Women", "Children"],
+        "First class": [175, 144, 6],
+        "Second class": [168, 93, 24],
+        "Third class": [462, 165, 79],
     },
-).set_index('labels')
+).set_index("labels")
 
 fig = plt.figure(
     FigureClass=Waffle,
     plots={
         311: {
-            'values': data['Factory A'] / 1000,  # Convert actual number to a reasonable block number
-            'labels': [f"{k} ({v})" for k, v in data['Factory A'].items()],
-            'legend': {'loc': 'upper left', 'bbox_to_anchor': (1.05, 1), 'fontsize': 8},
-            'title': {'label': 'Vehicle Production of Factory A', 'loc': 'left', 'fontsize': 12}
+            "values": data["First class"] / 10,
+            "labels": [f"{k} ({v})" for k, v in data["First class"].items()],
+            "legend": {"loc": "upper left", "bbox_to_anchor": (1.05, 1), "fontsize": 8},
+            "title": {"label": "First class", "loc": "left", "fontsize": 12},
         },
         312: {
-            'values': data['Factory B'] / 1000,
-            'labels': [f"{k} ({v})" for k, v in data['Factory B'].items()],
-            'legend': {'loc': 'upper left', 'bbox_to_anchor': (1.2, 1), 'fontsize': 8},
-            'title': {'label': 'Vehicle Production of Factory B', 'loc': 'left', 'fontsize': 12}
+            "values": data["Second class"] / 10,
+            "labels": [f"{k} ({v})" for k, v in data["Second class"].items()],
+            "legend": {"loc": "upper left", "bbox_to_anchor": (1.05, 1), "fontsize": 8},
+            "title": {"label": "Second class", "loc": "left", "fontsize": 12},
         },
         313: {
-            'values': data['Factory C'] / 1000,
-            'labels': [f"{k} ({v})" for k, v in data['Factory C'].items()],
-            'legend': {'loc': 'upper left', 'bbox_to_anchor': (1.3, 1), 'fontsize': 8},
-            'title': {'label': 'Vehicle Production of Factory C', 'loc': 'left', 'fontsize': 12}
+            "values": data["Third class"] / 10,
+            "labels": [f"{k} ({v})" for k, v in data["Third class"].items()],
+            "legend": {"loc": "upper left", "bbox_to_anchor": (1.05, 1), "fontsize": 8},
+            "title": {"label": "Third class", "loc": "left", "fontsize": 12},
         },
     },
-    rows=5,  # Outside parameter applied to all subplots, same as below
-    cmap_name="Accent",  # Change color with cmap
-    rounding_rule='ceil',  # Change rounding rule, so value less than 1000 will still have at least 1 block
-    figsize=(6, 5)
+    rows=5,
+    cmap_name="Accent",
+    rounding_rule="ceil",
+    figsize=(6, 5),
 )
-fig.suptitle('Vehicle Production by Vehicle Type', fontsize=14, fontweight='bold')
-fig.supxlabel('1 block = 1000 vehicles', fontsize=8, x=0.14)
-fig.set_facecolor('#EEEDE7')
-fig.savefig(readme_image_folder + "multiple_plots.svg")
+fig.suptitle("Titanic passengers by class", fontsize=14, fontweight="bold")
+fig.supxlabel("1 block = 10 people", fontsize=8, x=0.14)
+fig.set_facecolor("#EEEDE7")
+fig.savefig(readme_image_folder + "multiple_plots.svg", bbox_inches="tight", facecolor="#EEEDE7")
 plt.close(fig)
 
-# For documents
 doc_examples_image_folder = "examples/docs/"
 
 # Formats of values
diff --git a/examples/readme/absolute_block_numbers.svg b/examples/readme/absolute_block_numbers.svg
index 8e6b54c..8c09f40 100644
--- a/examples/readme/absolute_block_numbers.svg
+++ b/examples/readme/absolute_block_numbers.svg
@@ -1,16 +1,16 @@
 <?xml version="1.0" encoding="utf-8" standalone="no"?>
 <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
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+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="451.520888pt" height="84.251868pt" viewBox="0 0 451.520888 84.251868" xmlns="http://www.w3.org/2000/svg" version="1.1">
  <metadata>
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    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2022-06-07T23:10:15.338889</dc:date>
+    <dc:date>2026-09-16T23:18:41.656592</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
-      <dc:title>Matplotlib v3.5.2, https://matplotlib.org/</dc:title>
+      <dc:title>Matplotlib v3.11.2, https://matplotlib.org/</dc:title>
      </cc:Agent>
     </dc:creator>
    </cc:Work>
@@ -21,670 +21,1037 @@
  </defs>
  <g id="figure_1">
   <g id="patch_1">
-   <path d="M 0 123.363761 
-L 453.591512 123.363761 
-L 453.591512 0 
+   <path d="M 0 84.251868 
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+L 451.520888 0 
 L 0 0 
 z
 " style="fill: #ffffff"/>
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   <g id="axes_1">
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-    <path d="M 7.2 116.163761 
-L 25.986855 116.163761 
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+    <path d="M 7.2 77.051868 
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+L 7.2 65.008443 
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+" clip-path="url(#pf912d74157)" style="fill: #66c2a5; stroke: #66c2a5; stroke-linejoin: miter"/>
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-    <path d="M 7.2 93.619534 
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+    <path d="M 7.2 62.599758 
+L 19.243426 62.599758 
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+L 7.2 50.556332 
 z
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+" clip-path="url(#pf912d74157)" style="fill: #66c2a5; stroke: #66c2a5; stroke-linejoin: miter"/>
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-    <path d="M 7.2 71.075308 
-L 25.986855 71.075308 
-L 25.986855 52.288453 
-L 7.2 52.288453 
+    <path d="M 7.2 48.147647 
+L 19.243426 48.147647 
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+L 7.2 36.104221 
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diff --git a/examples/readme/fontawesome.svg b/examples/readme/fontawesome.svg
index 2201dea..7bbb98f 100644
--- a/examples/readme/fontawesome.svg
+++ b/examples/readme/fontawesome.svg
@@ -1,16 +1,16 @@
 <?xml version="1.0" encoding="utf-8" standalone="no"?>
 <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
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+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="453.6pt" height="191.924894pt" viewBox="0 0 453.6 191.924894" xmlns="http://www.w3.org/2000/svg" version="1.1">
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    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2022-06-07T23:10:15.559260</dc:date>
+    <dc:date>2026-09-16T23:18:41.710597</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
-      <dc:title>Matplotlib v3.5.2, https://matplotlib.org/</dc:title>
+      <dc:title>Matplotlib v3.11.2, https://matplotlib.org/</dc:title>
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@@ -21,8 +21,8 @@
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