diff --git a/ps2grouper.adoc b/ps2grouper.adoc
index d663f7d..385b65e 100644
--- a/ps2grouper.adoc
+++ b/ps2grouper.adoc
@@ -48,7 +48,7 @@ and then informatica has the capability to
 push those in the group or via the group or web services. So a lot of the roles that are people solve security folks create are useful in other applications besides just inside people's, so they they function. As for
 proxies to other data that people might have access to because of the roles that they have. And and one of the Peoplesoft powers. So, for example, they can go to a data warehouse.
 
- and instead of having a separate role structure for the data warehouse the people self-security folks would rather just replicate those roles that they have, and people solve the Grouper, and then ! It can be queried, or L. That can be queried
+Instead of having a separate role structure for the data warehouse the people self-security folks would rather just replicate those roles that they have, and people solve the Grouper, and then ! It can be queried, or L. That can be queried
 to retrieve that information about those roles. We also do use this for some special group that our Hcm. People need to keep track of, anyway. So an example that I off the top of my head is who's in a hipaa-related department? So are you in a hip a covered entity?
 ! Because there's a nber of of things that want to know that, for example, our our zoom installation needs to know if you're if or not, because it turns on and off. You know, certain capabilities inside of zoom
 and . So