diff --git a/notebooks/clustering_prefiltering_tutorial.ipynb b/notebooks/clustering_prefiltering_tutorial.ipynb
index a4cf7a3..e39b4bf 100644
--- a/notebooks/clustering_prefiltering_tutorial.ipynb
+++ b/notebooks/clustering_prefiltering_tutorial.ipynb
@@ -15,7 +15,10 @@
    "source": [
     "This notebook performs the prefiltering of the 4D-STEM dataset of the Au nanocrystal growth experiment in a liquid cell, as described in: \n",
     "\n",
-    "XXXXX (paper)\n",
+    "\n",
+    "https://doi.org/10.1093/mam/ozag044\n",
+    "\n",
+    "Please cite the paper above when you use the code in this tutorial. \n",
     "\n",
     "Experimental data was collected by Serin Lee (serinl@stanford.edu) and Andrew Barnum(ajbarnum@stanford.edu).\n",
     "\n",
diff --git a/notebooks/clustering_tutorial.ipynb b/notebooks/clustering_tutorial.ipynb
index f24b775..6917384 100644
--- a/notebooks/clustering_tutorial.ipynb
+++ b/notebooks/clustering_tutorial.ipynb
@@ -15,8 +15,9 @@
    "source": [
     "This notebook performs clustering of the 4D-STEM dataset of the Au nanocrystal growth experiment in a liquid cell. The data has been prefiltered for the purpose of the tutorial. Our goal is to perform clustering, as described in: \n",
     "\n",
-    "XXXXX (paper)\n",
+    "https://doi.org/10.1093/mam/ozag044\n",
     "\n",
+    "Please cite the paper above when you use the code in this tutorial. \n",
     "\n",
     "Experimental data was collected by Serin Lee (serinl@stanford.edu) and Andrew Barnum (ajbarnum@stanford.edu)\n",
     "\n",
@@ -39,6 +40,7 @@
     "**Dataset DOI:**  \n",
     "[10.5281/zenodo.18167694](https://doi.org/10.5281/zenodo.18167694) : Version v2\n",
     "Please use the Version v2 of the data the Zenodo: file naming issue\n",
+    "Please cite the above if you use the data.\n",
     "\n",
     "**Title:**  \n",
     "*4D-STEM dataset of Au nanoparticle in liquid cell TEM*\n",
@@ -48,10 +50,7 @@
     "the clustering workflow. It is intended for use with this tutorial notebook and the associated publication.\n",
     "\n",
     "You can download the dataset automatically through the notebook (see code cell below),\n",
-    "or manually via the DOI link.\n",
-    "\n",
-    "**How to cite this dataset:**  \n",
-    "If you use the data and the tutorial, please cite: XXX\n"
+    "or manually via the DOI link."
    ]
   },
   {