diff --git a/_data/2023/calabar/schedule.yml b/_data/2023/calabar/schedule.yml
index 6927246ffa..538fbdc40e 100644
--- a/_data/2023/calabar/schedule.yml
+++ b/_data/2023/calabar/schedule.yml
@@ -17,7 +17,7 @@
     - name: "12:00 – 13:30 Lunch Break"
     - name: "13:30 - 15:30 Data Sources and Types ([Dr. (Mrs.) I. Eteng (Nigeria)](www.ollion.cnrs.fr))"
     - name: "15:30 – 16:00 Tea Break"
-    - name: "16:00 - 17:00 Dashboarding with R ([SICSS Howard/Mathematica (USA)](www.ollion.cnrs.fr)) [<a href='https://youtu.be/jhSd_fUtzLw' target='_blank'>Video</a>,<a href='https://github.com/acastroaraujo/shiny-workshop' target='_blank'>Annotated Code</a>,]"  
+    - name: "16:00 - 17:00 Dashboarding with R ([SICSS Howard/Mathematica (USA)](www.ollion.cnrs.fr)) [<a href='https://youtu.be/jhSd_fUtzLw' target='_blank'>Video</a>,<a href='https://github.com/acastroaraujo/shiny-workshop' target='_blank'>Annotated Code</a>]"  
 
 - date: September 20, 2023
   name: "Day 3: Web Scraping"
@@ -40,11 +40,11 @@
 - date: September 22, 2023
   name: "Day 5: Text Analysis"
   events:
-    - name: "10:30 - 12:00 Text Analysis  ([SICSS Howard/Mathematica (USA)](https://sicss.io/2023/howard-mathematica/))"
+    - name: "10:30 - 12:00 Text Analysis  ([SICSS Howard/Mathematica (USA)](https://sicss.io/2023/howard-mathematica/))" [<a href='https://docs.google.com/document/d/188MHWMpvp6pivF3ipgM8zHjQvo4-_HPklsZ-OfLWskY/edit?usp=sharing' target='_blank'>Slide & Annotated Code</a>]
     - name: "12:00 – 13:30 Lunch Break"
-    - name: "13:30 - 15:30 Text Analysis   ([SICSS Howard/Mathematica (USA)](https://sicss.io/2023/howard-mathematica/))"
+    - name: "13:30 - 15:30 Text Analysis   ([SICSS-Calabar]([Augustine Otobi](www.linkedin.com/in/augustine-ogbaji-otobi-166756103/)), ([Joseph David]https://www.linkedin.com/in/josephdavid970/)) [<a href='https://drive.google.com/file/d/1ES2iIddSkDz6bfT-0mbd5IuPPSt0pPXW/view?usp=drive_link' target='_blank'>Video</a>]"
     - name: "15:30 – 16:00 Tea Break"
-    - name: "16:00 - 17:00 Project Group Formation ([Augustine Otobi](www.linkedin.com/in/augustine-ogbaji-otobi-166756103/)), ([Joseph David](www.ollion.cnrs.fr))"  
+    - name: "16:00 - 17:00 Project Group Formation ([Augustine Otobi](www.linkedin.com/in/augustine-ogbaji-otobi-166756103/)), ([Joseph David](https://www.linkedin.com/in/josephdavid970/))"  
 
 - date: September 23, 2023
   name: "off-day"