From 55df83b73e0b497cb103d967aded09fee10c0a06 Mon Sep 17 00:00:00 2001
From: Guangyang Li <mail@guangyangli.com>
Date: Wed, 16 Sep 2026 23:18:43 -0400
Subject: [PATCH 1/2] Use the Titanic dataset for every README example

PR #68 rewrote the quickstart around the people aboard the Titanic but left the six
numbered examples below it on their original data: Cat1/Cat2/Cat3, invented vehicle sales
numbers, and Factory A/B/C. So the page introduced a real dataset and then dropped it,
and a reader following along had to reorient five times.

The Titanic figures turned out to cover every example, including the two with awkward
requirements:

- Auto-sizing needs values small enough to be block counts. The children aboard, 6, 24
  and 79, total 109, so one block really is one child.
- The DataFrame example needs a genuine two-dimensional table. The inquiry table is
  already class by group, so first/second/third class against men/women/children drops
  straight in, and sizing each subplot by its own class shows that third class carried
  more people than first and second combined.

The prose now quotes the real scaled numbers, 7, 6, 16 and 20 for the value-scaling
example, taken from the rendered chart rather than computed by hand.

Source, added once at the end of the section: the British Board of Trade inquiry of 1912.
---
 README.md                                  |   92 +-
 examples/generate_plots.py                 |  119 +-
 examples/readme/absolute_block_numbers.svg | 1524 +++++---
 examples/readme/basic.svg                  |  112 +-
 examples/readme/existed_axis.svg           |  356 +-
 examples/readme/fontawesome.svg            | 1457 +++-----
 examples/readme/multiple_plots.svg         | 3841 ++++++++++----------
 examples/readme/title_and_legend.svg       | 1966 ++++------
 8 files changed, 4649 insertions(+), 4818 deletions(-)

diff --git a/README.md b/README.md
index 6783fc9..b3fd21b 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,
@@ -155,6 +157,8 @@ 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.
@@ -162,14 +166,15 @@ 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.
 
 ```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,
@@ -192,15 +197,16 @@ You may find more details under [Examples](https://pywaffle.readthedocs.io/en/la
 ### 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 +214,9 @@ 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 +232,65 @@ 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 +298,10 @@ 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..b1fd6cc 100644
--- a/examples/generate_plots.py
+++ b/examples/generate_plots.py
@@ -8,122 +8,131 @@
 
 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'
+    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"?>
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   "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">
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-L 453.591512 123.363761 
-L 453.591512 0 
+   <path d="M 0 84.251868 
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+    <path d="M 7.2 77.051868 
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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"
   "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="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>
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-      <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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From 4dd06d20a957d1968dee5aeed2578d0d98dab28f Mon Sep 17 00:00:00 2001
From: Guangyang Li <mail@guangyangli.com>
Date: Wed, 16 Sep 2026 23:22:43 -0400
Subject: [PATCH 2/2] Drop the snake arrangement from README example 3

With four categories on a 5 x 10 grid, snake reversed every other row, so Second class
came out as two disconnected patches, top right and then the right of row two, with Third
class running underneath on the left. Reading left to right you met gold, teal,
terracotta, then teal again, which looks like the data is out of order rather than like a
deliberate layout.

Measured it rather than judging by eye: reading the grid top left to bottom right, the
snake version broke the four categories into seven colour runs. Without it, each category
is a single run and the chart reads in legend order, the way a line of text does.

starting_location="NW" and vertical=True stay, so the example still shows a layout that
differs from the default. block_arranging_style keeps its paragraph and its link, since
it is worth knowing about; it just no longer has to make this particular chart confusing
to earn its place.
---
 README.md                            |   9 +-
 examples/generate_plots.py           |   1 -
 examples/readme/title_and_legend.svg | 258 +++++++++++++--------------
 3 files changed, 134 insertions(+), 134 deletions(-)

diff --git a/README.md b/README.md
index b3fd21b..4365ce9 100644
--- a/README.md
+++ b/README.md
@@ -163,7 +163,7 @@ In this example, only `rows` is specified and `columns` is empty, absolute value
 
 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 = {'First class': 325, 'Second class': 285, 'Third class': 706, 'Crew': 885}
@@ -177,8 +177,7 @@ fig = plt.figure(
     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()
@@ -190,7 +189,9 @@ 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. 
 
diff --git a/examples/generate_plots.py b/examples/generate_plots.py
index b1fd6cc..eced6b9 100644
--- a/examples/generate_plots.py
+++ b/examples/generate_plots.py
@@ -51,7 +51,6 @@
     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")
diff --git a/examples/readme/title_and_legend.svg b/examples/readme/title_and_legend.svg
index 5d276f1..668e1a0 100644
--- a/examples/readme/title_and_legend.svg
+++ b/examples/readme/title_and_legend.svg
@@ -6,7 +6,7 @@
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-    <dc:date>2026-09-16T23:18:41.678768</dc:date>
+    <dc:date>2026-09-16T23:22:21.989853</dc:date>
     <dc:format>image/svg+xml</dc:format>
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