Update modules/04-data-in-the-cloud/index.ipynb

maxrjones · abarciauskas-bgse · web-flow · commit e227cc931fb9 · 2025-12-11T15:45:21.000-05:00
Co-authored-by: Aimee Barciauskas &lt;aimee@developmentseed.org&gt;
diff --git a/modules/04-data-in-the-cloud/index.ipynb b/modules/04-data-in-the-cloud/index.ipynb
@@ -2982,7 +2982,7 @@
     "## Takeaways\n",
     "\n",
     "- When working on the cloud, try to find computing resources that are \"in-region\" to the data you're working with.\n",
-    "- File formats matter - consider using Virtual Zarr if your data are not already \"cloud-optimized\".\n",
+    "- File formats matter - consider using virtual Zarr if your data are not already \"cloud-optimized\".\n",
     "- File access patterns matter - the default arguments for reading data from the cloud may be very slow! You can customize the configuration for better performance.\n",
     "- **🆕 Data-proximate computing can provide dramatic speedups compared to working locally!**"
    ]

Original file line number	Diff line number	Diff line change
`@@ -2982,7 +2982,7 @@`
`2982`	`2982`	`"## Takeaways\n",`
`2983`	`2983`	`"\n",`
`2984`	`2984`	`"- When working on the cloud, try to find computing resources that are \"in-region\" to the data you're working with.\n",`
`2985`		`- "- File formats matter - consider using Virtual Zarr if your data are not already \"cloud-optimized\".\n",`
	`2985`	`+ "- File formats matter - consider using virtual Zarr if your data are not already \"cloud-optimized\".\n",`
`2986`	`2986`	`"- File access patterns matter - the default arguments for reading data from the cloud may be very slow! You can customize the configuration for better performance.\n",`
`2987`	`2987`	`"- 🆕 Data-proximate computing can provide dramatic speedups compared to working locally!"`
`2988`	`2988`	`]`