diff --git a/.gitignore b/.gitignore
index a1654131..bee3f8ec 100644
--- a/.gitignore
+++ b/.gitignore
@@ -99,4 +99,5 @@ content/tutorial-x-ray-image-processing/xray_image.gif
content/video
content/*ipynb
content/tutorial-nlp-from-scratch/parameters.npy
-content/tutorial-nlp-from-scratch/*ipynb
\ No newline at end of file
+content/tutorial-nlp-from-scratch/*ipynb
+content/x_y-squared*
diff --git a/content/save-load-arrays.md b/content/save-load-arrays.md
index 6768d938..2620bfaf 100644
--- a/content/save-load-arrays.md
+++ b/content/save-load-arrays.md
@@ -187,18 +187,8 @@ np.savetxt("x_y-squared.csv", X=array_out, header="x, y", delimiter=",")
Open the file, `x_y-squared.csv`, and you'll see the following:
-```
-# x, y
-0.000000000000000000e+00,0.000000000000000000e+00
-1.000000000000000000e+00,1.000000000000000000e+00
-2.000000000000000000e+00,4.000000000000000000e+00
-3.000000000000000000e+00,9.000000000000000000e+00
-4.000000000000000000e+00,1.600000000000000000e+01
-5.000000000000000000e+00,2.500000000000000000e+01
-6.000000000000000000e+00,3.600000000000000000e+01
-7.000000000000000000e+00,4.900000000000000000e+01
-8.000000000000000000e+00,6.400000000000000000e+01
-9.000000000000000000e+00,8.100000000000000000e+01
+```{code-cell}
+!head x_y-squared.csv
```
## Our arrays as a csv file
diff --git a/content/x_y-squared.csv b/content/x_y-squared.csv
deleted file mode 100644
index e74126ff..00000000
--- a/content/x_y-squared.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-# x, y
-0.000000000000000000e+00,0.000000000000000000e+00
-1.000000000000000000e+00,1.000000000000000000e+00
-2.000000000000000000e+00,4.000000000000000000e+00
-3.000000000000000000e+00,9.000000000000000000e+00
-4.000000000000000000e+00,1.600000000000000000e+01
-5.000000000000000000e+00,2.500000000000000000e+01
-6.000000000000000000e+00,3.600000000000000000e+01
-7.000000000000000000e+00,4.900000000000000000e+01
-8.000000000000000000e+00,6.400000000000000000e+01
-9.000000000000000000e+00,8.100000000000000000e+01
diff --git a/content/x_y-squared.npz b/content/x_y-squared.npz
deleted file mode 100644
index 6c32f196..00000000
Binary files a/content/x_y-squared.npz and /dev/null differ
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