diff --git a/web/pandas/getting_started.md b/web/pandas/getting_started.md
index dc43a6a273832..84893db505908 100644
--- a/web/pandas/getting_started.md
+++ b/web/pandas/getting_started.md
@@ -51,10 +51,10 @@ and more about JupyterLab in the
## Books
-The book we recommend to learn pandas is [Python for Data Analysis](https://amzn.to/2KI5JJw),
+The book we recommend to learn pandas is [Python for Data Analysis](https://amzn.to/3DyLaJc),
by [Wes McKinney](https://wesmckinney.com/), creator of pandas.
-
+
diff --git a/web/pandas/index.html b/web/pandas/index.html
index 4c4c593fb76c6..385084d479c98 100644
--- a/web/pandas/index.html
+++ b/web/pandas/index.html
@@ -87,7 +87,7 @@
-
+