diff --git a/docs/tutorial/manual.md b/docs/tutorial/manual.md
index 7091c56..16993d3 100644
--- a/docs/tutorial/manual.md
+++ b/docs/tutorial/manual.md
@@ -73,7 +73,7 @@ You can search for studies within the *NeuroStore* database—which we maintain
 
 ![Import Studies](/tutorial/import_studies_options.png). 
 
-*Import via NeuroStore* is simpler and faster, as these studies already exist on in our system 
+*Import via NeuroStore* is simpler and faster, as these studies already exist in our system 
 and have pre-extracted imaging data (e.g. coordinates). 
 As a result, there will be fewer irrelevant studies to exclude, and less data extraction to complete.
 
@@ -233,7 +233,7 @@ Let's start by editing a Study's Analyses.
 ![Extraction study view](/tutorial/add_coordinates.png)
 
 :::info
-*Analyses* are groups of images or coordinates reported in a given study fir a specific analysis. This is often referred to as "Contrasts", but we use the more general term "Analyses" to accommodate a wider range of fMRI models. 
+*Analyses* are groups of images or coordinates reported in a given study for a specific analysis. This is often referred to as "Contrasts", but we use the more general term "Analyses" to accommodate a wider range of fMRI models. 
 :::
 
 For new studies, we will not have any data, and it is necessary to manually enter these data from the text of a study.