diff --git a/_dimred/includes/high-dimensional-data.md b/_dimred/includes/high-dimensional-data.md
index f2c242cd..2cdb4f55 100644
--- a/_dimred/includes/high-dimensional-data.md
+++ b/_dimred/includes/high-dimensional-data.md
@@ -25,9 +25,9 @@ import mlai
 import pods}
 \plotcode{fig, ax = plt.subplots(figsize=(5,5))
 
-pods.access.download_url("https://github.com/lawrennd/talks/raw/gh-pages/slides/diagrams/dimred/br1561_6.3.pgm",
-                         store_directory="\writeDiagramsDir/dimred")
-six_image = mlai.load_pgm("br1561_6.3.pgm", directory ="\writeDiagramsDir/dimred")
+pods.access.download_url("https://github.com/lawrennd/talks/raw/gh-pages/slides/diagrams/ml/br1561_6.3.pgm",
+                         store_directory="\writeDiagramsDir/ml")
+six_image = mlai.load_pgm("br1561_6.3.pgm", directory ="\writeDiagramsDir/ml")
 rows = six_image.shape[0]
 col = six_image.shape[1]
       
@@ -67,7 +67,7 @@ import notutils as nu}
 
 \setupcode{from scipy.misc import imrotate}
 
-\code{six_image = mlai.load_pgm('br1561_6.3.pgm', directory ='\writeDiagramsDir/dimred')
+\code{six_image = mlai.load_pgm('br1561_6.3.pgm', directory ='\writeDiagramsDir/ml')
 six_image = np.hstack([np.zeros((rows, 3)), six_image, np.zeros((rows, 4))])
 dim_one = np.asarray(six_image.shape)
 angles = range(360)