diff --git a/news/events.qmd b/news/events.qmd
index 001977a..178a59e 100644
--- a/news/events.qmd
+++ b/news/events.qmd
@@ -12,14 +12,13 @@ format:
 # Sample data frame with HTML links
 df <- data.frame(
   Title = c(
-    "[LatinR 2024](https://latinr.org/en/)",
-    "[Value Companies using Discounted Cash Flow Analysis](https://r-consortium.org/webinars/tidy-finance-webinar-series.html#value-companies-using-discounted-cash-flow-analysis)",
-    "[Quantification of Participation Risk using R and RShiny](https://r-consortium.org/webinars/quantification-of-participation-risk-using-r-and-rshiny.html)"
+    "[Finance webinar: Value Companies using Discounted Cash Flow Analysis](https://r-consortium.org/webinars/tidy-finance-webinar-series.html#value-companies-using-discounted-cash-flow-analysis)",
+    "[Finance webinar: Quantification of Participation Risk using R and RShiny](https://r-consortium.org/webinars/quantification-of-participation-risk-using-r-and-rshiny.html)"
   ),
-  dates = c("Nov 18-22, 2024", "Dec 4, 2024", "Dec 12, 2024"),
-  location = c("Virtual", "Virtual", "Virtual"),
-  icon = c("Conference", "Webinar", "Webinar"),
-  Type = c("Conference", "Webinar", "Webinar"),
+  dates = c("Dec 4, 2024", "Dec 12, 2024"),
+  location = c("Virtual", "Virtual"),
+  icon = c("Webinar", "Webinar"),
+  Type = c("Webinar", "Webinar"),
   
   stringsAsFactors = FALSE
   
@@ -83,6 +82,7 @@ ___
 # Sample data frame with HTML links
 df <- data.frame(
   Title = c(
+    '<a href="https://latinr.org/en/" target="_blank" rel="noreferrer noopener">LatinR 2024</a>',
     '<a href="https://r-consortium.org/webinars/containerization-and-r-for-reproducibility.html" target="_blank" rel="noreferrer noopener">R/Medicine Webinar: Containerization and R for Reproducibility and More</a>',
     '<a href="https://r-consortium.org/webinars/tidy-finance-webinar-series.html#analyze-companies-using-financial-ratios" target="_blank" rel="noreferrer noopener">Analyze Companies using Financial Ratios</a>',
     '<a href="https://www.rstats.ai/gov" target="_blank" rel="noreferrer noopener">2024 Government & Public Sector R Conference</a>',
@@ -110,6 +110,7 @@ df <- data.frame(
     '<a href="https://www.r-consortium.org/r-adoption-series-the-adoption-of-r-in-japans-pharma-industry-confirmation" target="_blank" rel="noreferrer noopener">The use of R in Japan’s Pharma Industry</a>'
   ),
   dates = c(
+        'November 18-22, 2024', 
         'November 19, 2024',
         'November 6, 2024',
         'October 29-30, 2024',
@@ -138,6 +139,7 @@ df <- data.frame(
       
         ),
   location = c(
+        'Virtual',
         'Virtual',
         'Virtual',
         'Washington, DC, USA', 
@@ -165,10 +167,10 @@ df <- data.frame(
         'Virtual'
 
         ),
-  Type = c('Webinar', 'Webinar', 'Conference', 'Conference', 'Webinar', 'Conference', 'Webinar', 'Conference', 'Webinar', 'Conference', 'Conference', 'Conference', 'Conference', 'Conference',
+  Type = c('Conference', 'Webinar', 'Webinar', 'Conference', 'Conference', 'Webinar', 'Conference', 'Webinar', 'Conference', 'Webinar', 'Conference', 'Conference', 'Conference', 'Conference', 'Conference',
     'Conference', 'Conference', 'Webinar', 'Webinar', 'Webinar', 'Webinar', 'Webinar', 'Webinar',
     'Webinar', 'Webinar', 'Webinar'),
-  icon = c('Webinar', 'Webinar', 'Conference', 'Conference', 'Webinar', 'Conference', 'Webinar', 'Conference', 'Webinar', 'Conference', 'Conference', 'Conference', 'Conference', 'Conference',
+  icon = c('Conference', 'Webinar', 'Webinar', 'Conference', 'Conference', 'Webinar', 'Conference', 'Webinar', 'Conference', 'Webinar', 'Conference', 'Conference', 'Conference', 'Conference', 'Conference',
     'Conference', 'Conference', 'Webinar', 'Webinar', 'Webinar', 'Webinar', 'Webinar', 'Webinar',
     'Webinar', 'Webinar', 'Webinar'),
   
diff --git a/webinars/containerization-and-r-for-reproducibility.qmd b/webinars/containerization-and-r-for-reproducibility.qmd
index f01571b..1985237 100644
--- a/webinars/containerization-and-r-for-reproducibility.qmd
+++ b/webinars/containerization-and-r-for-reproducibility.qmd
@@ -8,10 +8,6 @@ title: "Containerization and R for Reproducibility and More"
 
 Containerization has become a dominant computing paradigm for computing in the past decade due to its many advantages: isolation and security, scalability and efficiency with lightweight containers sharing an operating kernel and resources, and portability across cloud computing providers. For the researcher, analyst, or R user, containers have applications ranging from reproducible analytical environments to packaging statistical code to use in web applications. I will discuss how biomedical researchers can make use of containerization technology, particularly the tools provided by the Rocker Project, which publishes powerful standardized containers for the R language. 
 
-
-### Register here: [https://zoom.us/webinar/register/WN_aWMKlQngTUqgp4G_qkkD_g](https://zoom.us/webinar/register/WN_aWMKlQngTUqgp4G_qkkD_g) 
-
-
 ## Speaker 
 
 ![](images/NoamRoss.png){width=50%}
diff --git a/webinars/webinars.qmd b/webinars/webinars.qmd
index 9e8ecc4..8793491 100644
--- a/webinars/webinars.qmd
+++ b/webinars/webinars.qmd
@@ -18,11 +18,6 @@ ___
 ## Upcoming Webinars
 
 
-![](images/containerization-and-r-webinar-main-image.png){width=60%}
-
-Learn more: [Containerization and R for Reproducibility and More](containerization-and-r-for-reproducibility.qmd)
-
-
 ![](images/tiny-finance-main-image.jpg){width=60%}
 
 Learn more: [Tidy Finance Webinar Series](tidy-finance-webinar-series.qmd)
@@ -39,6 +34,9 @@ Learn more: [Quantification of participation risk using R and RShiny](quantifica
 
 Learn more: [Unlocking Insights from LatinR: Collaboration and Innovation in Data Science Webinar](unlocking-insights-from-latinr.qmd)
 
+![](images/containerization-and-r-webinar-main-image.png){width=60%}
+
+Learn more: [Containerization and R for Reproducibility and More](containerization-and-r-for-reproducibility.qmd)
 
 ![](images/quarto-for-reproducable-medical-manuscripts.webp){width=50%}