diff --git a/doc/BOZ analysis part II.1 Small data.ipynb b/doc/BOZ analysis part II.1 Small data.ipynb
index 8573d3c30c0496abac9c45499fd9326008b301e6..e2eb0740b58151f57522914dd585cc7cda036b1a 100644
--- a/doc/BOZ analysis part II.1 Small data.ipynb	
+++ b/doc/BOZ analysis part II.1 Small data.ipynb	
@@ -412,7 +412,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]