diff --git a/_data/guides.yml b/_data/guides.yml
index 7154b1a..58593f4 100644
--- a/_data/guides.yml
+++ b/_data/guides.yml
@@ -195,9 +195,9 @@
     (Jun. 28, 2021)"
   url: https://mdl.library.utoronto.ca/technology/tutorials/bits-and-bytes-series-constellate-new-platform-learn-text-analysis-jun-28-2021
   description:
-    "Please note thatConstellate is endingon July 1st, 2025. Some learning
-    materials will remain available afterwards.This page provides a presentation onConstellate:
-    A New Platform to Learn Text Analysisas part of the Bits and Bytes Webinar Serieshosted
+    "Please note that Constellate is ending on July 1st, 2025. Some learning
+    materials will remain available afterwards.This page provides a presentation on Constellate:
+    A New Platform to Learn Text Analysis as part of the Bits and Bytes Webinar Series hosted
     by the Map & Data Library that features presentations and demonstrations on data-related
     topics and tools, such as web archives, visualization, GIS and statistics."
   technique:
@@ -214,7 +214,7 @@
   url: https://mdl.library.utoronto.ca/technology/tutorials/bits-and-bytes-series-getting-started-python-arcgis-pro-nov-17-2020
   description:
     This page provides a presentation onGetting Started with Python in
-    ArcGIS Proas part of the Bits and Bytes Webinar Serieshosted by the Map & Data
+    ArcGIS Proas part of the Bits and Bytes Webinar Series hosted by the Map & Data
     Library that features presentations and demonstrations on data-related topics
     and tools, such as web archives, visualization, GIS and statistics.
   technique: