From 19410f649b5aad7f3bf9f7c4da8874734b3a149a Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Mon, 11 Dec 2023 11:17:54 +0000
Subject: [PATCH] differences for PR #310

---
 03-skimage-images.md | 25 ++++++++++++++++---------
 md5sum.txt           |  2 +-
 2 files changed, 17 insertions(+), 10 deletions(-)

diff --git a/03-skimage-images.md b/03-skimage-images.md
index b9268b50..4d5e7809 100644
--- a/03-skimage-images.md
+++ b/03-skimage-images.md
@@ -379,7 +379,8 @@ The file `data/sudoku.png` is an RGB image of a sudoku puzzle:
 
 ![](data/sudoku.png){alt='Su-Do-Ku puzzle'}
 
-Your task is to turn all of the bright pixels in the image to a
+Your task is to load the image in grayscale format and turn all of 
+the bright pixels in the image to a
 light gray colour. In other words, mask the bright pixels that have
 a pixel value greater than, say, 192 and set their value to 192 (the
 value 192 is chosen here because it corresponds to 75% of the
@@ -387,31 +388,37 @@ range 0-255 of an 8-bit pixel). The results should look like this:
 
 ![](fig/sudoku-gray.png){alt='Modified Su-Do-Ku puzzle'}
 
-*Hint: this is an instance where it is helpful to load the image in grayscale format.*
+*Hint: the `cmap`, `vmin`, and `vmax` parameters of `matplotlib.pyplot.imshow`
+will be needed to display the modified image as desired. See the [Matplotlib
+documentation](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.imshow.html) 
+for more details on `cmap`, `vmin`, and `vmax`.*
 
 :::::::::::::::  solution
 
 ## Solution
 
-First, load the image file `data/sudoku.png` as a grayscale image. Remember that we use `image = np.array(image)` to create a copy of the image array because `imageio.imread` returns a non-writeable image.
+First, load the image file `data/sudoku.png` as a grayscale image. 
+Note we may want to create a copy of the image array to avoid modifying our original variable and 
+also because `imageio.v3.imread` sometimes returns a non-writeable image.
 
 ```python
-
-sudoku = iio.imread(uri="data/sudoku.png")
+sudoku = iio.imread(uri="data/sudoku.png", mode="L")
+sudoku_gray_background = np.array(sudoku)
 ```
 
 Then change all bright pixel values greater than 192 to 192:
 
 ```python
-sudoku = sudoku.copy()
-sudoku[sudoku > 125] = 125
+sudoku_gray_background[sudoku_gray_background > 192] = 192
 ```
 
-Finally, display the modified image. Note that we have to specify `vmin=0` and `vmax=255` as the range of the colorscale because it would otherwise automatically adjust to the new range 0-192.
+Finally, display the original and modified images side by side. Note that we have to specify `vmin=0` and `vmax=255` as the range of the colorscale because it would otherwise automatically adjust to the new range 0-192.
 
 ```python
 fig, ax = plt.subplots()
-plt.imshow(sudoku, cmap="gray", vmin=0, vmax=1)
+fig, ax = plt.subplots(ncols=2)
+ax[0].imshow(sudoku, cmap="gray", vmin=0, vmax=255)
+ax[1].imshow(sudoku_gray_background, cmap="gray", vmin=0, vmax=255)
 ```
 
 :::::::::::::::::::::::::
diff --git a/md5sum.txt b/md5sum.txt
index 44a1cd7c..00b93ed0 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -5,7 +5,7 @@
 "index.md" "6e80c662708984307918adfad711e15f" "site/built/index.md" "2023-07-26"
 "episodes/01-introduction.md" "9755639c515fdbf752422e2e59128f63" "site/built/01-introduction.md" "2023-07-26"
 "episodes/02-image-basics.md" "b17ae758d5d8a2a81348306a97b37067" "site/built/02-image-basics.md" "2023-12-11"
-"episodes/03-skimage-images.md" "063fa4bb5032702c0196b0d953d94474" "site/built/03-skimage-images.md" "2023-12-08"
+"episodes/03-skimage-images.md" "e65a5d9bea4f5ee0597ac13cb0be875d" "site/built/03-skimage-images.md" "2023-12-11"
 "episodes/04-drawing.md" "9d78a765f5e9747ffc2aa43a4a5a414d" "site/built/04-drawing.md" "2023-09-05"
 "episodes/05-creating-histograms.md" "59c07192c0a6217e8a42d3e7365025f9" "site/built/05-creating-histograms.md" "2023-12-08"
 "episodes/06-blurring.md" "8d109bb4c49f27f54857f6d35b4c6b9a" "site/built/06-blurring.md" "2023-12-08"