From 557782c2e61d6021282a9c84225430023942f31e Mon Sep 17 00:00:00 2001
From: Ed Bennett <e.j.bennett@swansea.ac.uk>
Date: Thu, 23 Apr 2026 14:10:14 +0100
Subject: [PATCH] make use of amax and amin more consistent

---
 episodes/02-numpy.md                          |  12 +-
 .../fig/python-operations-across-axes.odg     | Bin 16221 -> 0 bytes
 .../fig/python-operations-across-axes.png     | Bin 48383 -> 0 bytes
 .../fig/python-operations-across-axes.svg     | 394 ++++++++++++++++++
 4 files changed, 400 insertions(+), 6 deletions(-)
 delete mode 100644 episodes/fig/python-operations-across-axes.odg
 delete mode 100644 episodes/fig/python-operations-across-axes.png
 create mode 100644 episodes/fig/python-operations-across-axes.svg

diff --git a/episodes/02-numpy.md b/episodes/02-numpy.md
index f281834b79..13a1398e9c 100644
--- a/episodes/02-numpy.md
+++ b/episodes/02-numpy.md
@@ -420,14 +420,14 @@ next diagram on the left) or the average for each day (as in the
 diagram on the right)? As the diagram below shows, we want to perform the
 operation across an axis:
 
-![](fig/python-operations-across-axes.png){alt="Per-patient maximum inflammation is computed row-wise across all columns usingnumpy.amax(data, axis=1). Per-day average inflammation is computed column-wise across all rows usingnumpy.mean(data, axis=0)."}
+![](fig/python-operations-across-axes.svg){alt="Per-patient maximum inflammation is computed row-wise across all columns usingnumpy.amax(data, axis=1). Per-day average inflammation is computed column-wise across all rows usingnumpy.mean(data, axis=0)."}
 
-To find the **maximum inflammation reported for each patient**, you would apply the `max` function moving across the columns (axis 1). To find the **daily average inflammation reported across patients**, you would apply the `mean` function moving down the rows (axis 0). 
+To find the **maximum inflammation reported for each patient**, you would apply the `amax` function moving across the columns (axis 1). To find the **daily average inflammation reported across patients**, you would apply the `mean` function moving down the rows (axis 0).
 
-To support this functionality, most array functions allow us to specify the axis we want to work on. If we ask for the max across axis 1 (columns in our 2D example), we get:
+To support this functionality, most array functions allow us to specify the axis we want to work on. If we ask for the maximum across axis 1 (columns in our 2D example), we get:
 
 ```python
-print(numpy.max(data, axis=1))
+print(numpy.amax(data, axis=1))
 ```
 
 ```output
@@ -437,10 +437,10 @@ print(numpy.max(data, axis=1))
  17. 16. 17. 19. 18. 18.]
 ```
 
-As a quick check, we can ask this array what its shape is. We expect 60 patient maximums:
+As a quick check, we can ask this array what its shape is. We expect 60 patient maxima:
 
 ```python
-print(numpy.max(data, axis=1).shape)
+print(numpy.amax(data, axis=1).shape)
 ```
 
 ```output
diff --git a/episodes/fig/python-operations-across-axes.odg b/episodes/fig/python-operations-across-axes.odg
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