diff --git a/notebooks/2-good-viz.ipynb b/notebooks/2-good-viz.ipynb
index 1bca4d4..7cc6040 100644
--- a/notebooks/2-good-viz.ipynb
+++ b/notebooks/2-good-viz.ipynb
@@ -292,7 +292,7 @@
     "- [GeoCAT-examples Gallery](https://geocat-examples.readthedocs.io/en/latest/)\n",
     "- [NWSC Script](https://docs.google.com/document/d/1PxJBbYJsI5nmR9pDQmcRM0ZghRPSI_xlzGVhw3AEUms/edit)\n",
     "- [Beyond Visuals: Examining the Experiences of Geoscience\n",
-    "Professionals With Vision Disabilities in Accessing Data Visualizations](https://arxiv.org/pdf/2207.13220.pdf)\n",
+    "Professionals With Vision Disabilities in Accessing Data Visualizations](https://ieeexplore.ieee.org/document/9973220)\n",
     "- [Same Stats Different Graphs: Generating Datasets with Varied Appearance and\n",
     "Identical Statistics through Simulated Annealing](https://www.research.autodesk.com/app/uploads/2023/03/same-stats-different-graphs.pdf_rec2hRjLLGgM7Cn2T.pdf)\n",
     "- Alberto Cairo's How Charts Lie: Getting Smarter about Visual Information\n",
@@ -316,7 +316,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.11.8"
   },
   "orig_nbformat": 4
  },