diff --git a/_site/projects.html b/_site/projects.html
index af42359..3bb3e17 100644
--- a/_site/projects.html
+++ b/_site/projects.html
@@ -27,7 +27,7 @@
-Application of the recent advances in Topological Data Analysis (TDA) and Persistent Homology to periodicity detection in temporal networks Master's thesis dissertation.
+Application of the recent advances in Topological Data Analysis (TDA) and Persistent Homology to periodicity detection in temporal networks. Master's thesis dissertation.

diff --git a/projects/tda.md b/projects/tda.md
index b21390b..424a555 100644
--- a/projects/tda.md
+++ b/projects/tda.md
@@ -1,7 +1,7 @@
---
date: "2018-09-01"
title: "Topological Data Analysis of time-dependent networks"
-summary: "Application of the recent advances in Topological Data Analysis (TDA) and Persistent Homology to periodicity detection in temporal networks Master's thesis dissertation."
+summary: "Application of the recent advances in Topological Data Analysis (TDA) and Persistent Homology to periodicity detection in temporal networks. Master's thesis dissertation."
image_preview: "persistence_diagram.svg"
tags: ["machine-learning","algorithms"]
external_link: /files/tdanetworks.pdf