diff --git a/_news/announcement_4.md b/_news/announcement_4.md
index 4b54531..42ea51f 100644
--- a/_news/announcement_4.md
+++ b/_news/announcement_4.md
@@ -5,4 +5,4 @@ inline: true
 related_posts: false
 ---
 
-This website is still **under construction**. Please forgive the broken/misguided links. 
+This website is still **under construction**. Please excuse the broken/misguided links. 
diff --git a/_news/announcement_7.md b/_news/announcement_7.md
index 5a993e2..7258c87 100644
--- a/_news/announcement_7.md
+++ b/_news/announcement_7.md
@@ -1,8 +1,8 @@
 ---
 layout: post
-date: 2024-04-09 15:59:00-0400
+date: 2024-04-08 15:59:00-0400
 inline: true
 related_posts: false
 ---
 
-I published a new [article](https://www.sciencedirect.com/science/article/pii/S2666166724001540) showing hot to perform point pattern analysis to analize the distribution of brain cells.
+I published a new [article](https://www.sciencedirect.com/science/article/pii/S2666166724001540) showing how to perform point pattern analysis to analize the distribution of brain cells.
diff --git a/_projects/1_project.md b/_projects/1_project.md
index 7b5614d..d6bca3b 100644
--- a/_projects/1_project.md
+++ b/_projects/1_project.md
@@ -19,5 +19,5 @@ I am exploring ways to incorporate Point patterns analysis (PPA) for the analysi
 </div>
 
 
-A first approach is available in this [prepint](https://www.biorxiv.org/content/10.1101/2023.10.04.560910v1) and its corresponding [repository](https://github.com/daniel-manrique/Stroke_GlialScar_PPA-TDA). I also developed a protocol for Star Protocols (Cell Press) and its corresponding [repository](https://github.com/daniel-manrique/StarProtocol_PPA). If you have any ideas or want to implement this approach to your research, please feel free to contact me.
+A first approach is available in this [prepint](https://www.biorxiv.org/content/10.1101/2023.10.04.560910v1) and its corresponding [repository](https://github.com/daniel-manrique/Stroke_GlialScar_PPA-TDA). I also developed a [protocol](https://www.sciencedirect.com/science/article/pii/S2666166724001540) for Star Protocols (Cell Press) and its corresponding [repository](https://github.com/daniel-manrique/StarProtocol_PPA). If you have any ideas or want to implement this approach to your research, please feel free to contact me.