differences for PR #362

Author: actions-user

07-thresholding.md

@@ -512,7 +512,7 @@ measure_root_mass(filename="data/trial-016.jpg", sigma=1.5)
 ```
 
 ```output
-0.0482436835106383`
+0.04907247340425532
 ```
 
 Now we can use the function to process the series of four images shown above.
@@ -525,20 +525,28 @@ and the filenames all start with the **trial-** prefix and
 end with the **.jpg** suffix.
 
 ```python
-all_files = glob.glob("data/trial-*.jpg")
+all_files = sorted(glob.glob("data/trial-*.jpg"))
 for filename in all_files:
     density = measure_root_mass(filename=filename, sigma=1.5)
     # output in format suitable for .csv
     print(filename, density, sep=",")
 ```
 
 ```output
-data/trial-016.jpg,0.0482436835106383
-data/trial-020.jpg,0.06346941489361702
-data/trial-216.jpg,0.14073969414893617
-data/trial-293.jpg,0.13607895611702128
+data/trial-016.jpg,0.04907247340425532
+data/trial-020.jpg,0.06381366356382978
+data/trial-216.jpg,0.14205152925531914
+data/trial-293.jpg,0.13665791223404256
 ```
 
+:::::::::::::::::::::::::::::::::::::::::  callout
+
+Compare your results with the values above. Do they match exactly? You may find that certain decimal values differ slightly, even when using identical input parameters.
+
+This variation often stems from the specific versions of your installed packages (such as `numpy` or `scikit-image`). As these libraries evolve, updates can introduce subtle changes in numerical handling, underlying algorithms, or rounding logic. This highlights why reproducible environments, as well as reproducible code, are essential for consistent scientific computing.
+
+:::::::::::::::::::::::::::::::::::::::::
+
 :::::::::::::::::::::::::::::::::::::::  challenge
 
 ## Ignoring more of the images -- brainstorming (10 min)

md5sum.txt

@@ -9,7 +9,7 @@
 "episodes/04-drawing.md" "d8c686bdf8b610fe5b66a669e3685fb5" "site/built/04-drawing.md" "2026-03-20"
 "episodes/05-creating-histograms.md" "309e406d538ff298286dd52175ec0692" "site/built/05-creating-histograms.md" "2026-03-20"
 "episodes/06-blurring.md" "3046847c190dd567652bb7cd0538ecd9" "site/built/06-blurring.md" "2026-03-20"
-"episodes/07-thresholding.md" "03bd0cd048d3b1d98aa9a8770517edfc" "site/built/07-thresholding.md" "2026-03-20"
+"episodes/07-thresholding.md" "7e6e160c7937a1d1825bde147bdba108" "site/built/07-thresholding.md" "2026-03-23"
 "episodes/08-connected-components.md" "d8f4a9616c448bd8b72d3877305b8201" "site/built/08-connected-components.md" "2026-03-20"
 "episodes/09-challenges.md" "7665ef69e61f7ea2184a58162c53aef2" "site/built/09-challenges.md" "2026-03-23"
 "instructors/instructor-notes.md" "e8e378a5dfaec7b2873d788be85003ce" "site/built/instructor-notes.md" "2024-06-18"