diff --git a/talks/FrevaFutures/FuturesExample.ipynb b/talks/FrevaFutures/FuturesExample.ipynb
index ad80f5e..b96fbb4 100644
--- a/talks/FrevaFutures/FuturesExample.ipynb
+++ b/talks/FrevaFutures/FuturesExample.ipynb
@@ -776,7 +776,7 @@
     }
    },
    "source": [
-    "### The data has bee loaded, we can work with it (plot it)"
+    "### The data has been loaded, we can work with it (plot it)"
    ]
   },
   {
diff --git a/talks/FrevaFutures/FuturesExample.md b/talks/FrevaFutures/FuturesExample.md
index f1bcc7f..29065e2 100644
--- a/talks/FrevaFutures/FuturesExample.md
+++ b/talks/FrevaFutures/FuturesExample.md
@@ -643,7 +643,7 @@ Model raw output postprocessing with modelling environment (IMDI) at DKRZ: URL:
 
 
 
-### The data has bee loaded, we can work with it (plot it)
+### The data has been loaded, we can work with it (plot it)
 
 
 ```python
diff --git a/talks/FrevaFutures/index.slides.html b/talks/FrevaFutures/index.slides.html
index dfaa199..493e315 100644
--- a/talks/FrevaFutures/index.slides.html
+++ b/talks/FrevaFutures/index.slides.html
@@ -15453,7 +15453,7 @@ <h2 id="The--data-doesn't-exist-yet,-but-can-be-created-on-demand:">The  data do
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
-<h3 id="The-data-has-bee-loaded,-we-can-work-with-it-(plot-it)">The data has bee loaded, we can work with it (plot it)<a class="anchor-link" href="#The-data-has-bee-loaded,-we-can-work-with-it-(plot-it)">&#182;</a></h3>
+<h3 id="The-data-has-bee-loaded,-we-can-work-with-it-(plot-it)">The data has been loaded, we can work with it (plot it)<a class="anchor-link" href="#The-data-has-bee-loaded,-we-can-work-with-it-(plot-it)">&#182;</a></h3>
 </div>
 </div>
 </div>