diff --git a/docs/index.md b/docs/index.md
index 5d892bb..0c844e5 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -20,46 +20,176 @@ This course has multiple modules. Each module consists of a few videos. It will
#### **Module 1: Getting Started**
-[Welcome (2 min)](https://play.library.utoronto.ca/watch/ec496805e67adad7e4b8879587a3f7cd)
-[Setup (3 min)](https://play.library.utoronto.ca/watch/e2884bfa486d3aaa09d1159a74c7dd0a)
+Welcome (2 min)
+
+
+Setup (3 min)
+
#### **Module 2: Reshaping Data**
-[Reshaping Data - part 1 (9 min)](https://play.library.utoronto.ca/watch/0499e9c79eb8e062323d6771a0e79ac6)
-[Reshaping Data - part 2 (9 min)](https://play.library.utoronto.ca/watch/8105b9d04b777ba03b926f7e2ea61012)
+Reshaping Data - part 1 (9 min)
+
+
+Reshaping Data - part 2 (9 min)
+
+
#### **Module 3: DPLYR**
-[DPLYR - part 1 (10 min)](https://play.library.utoronto.ca/watch/1b5d1a583dfb2753329a961a4969881b)
-[DPLYR - part 2 (10 min)](https://play.library.utoronto.ca/watch/4f2b55b2c8018123f623216f5518b3bf)
+DPLYR - part 1 (10 min)
+
+
+DPLYR - part 2 (10 min)
+
#### **Module 4: If Statements**
-[If Statements - part 1 (7 min)](https://play.library.utoronto.ca/watch/79c0fb078b4c980f028b098ede7c37cc)
-[If Statements - part 2 (9 min)](https://play.library.utoronto.ca/watch/fdfe1bd637ec20df2aa8a237e4b5cd7a)
+If Statements - part 1 (7 min)
+
+
+If Statements - part 2 (9 min)
+
+
#### **Module 5: For Loops**
-[For Loops - part 1 (8 min)](https://play.library.utoronto.ca/watch/5cb4ffc71a9ffcc027377b52be99cbde)
-[For Loops - part 2 (12 min)](https://play.library.utoronto.ca/watch/1aeb0016bd01132b622441c34a09c437)
+For Loops - part 1 (8 min)
+
+
+For Loops - part 2 (12 min)
+
+
#### **Module 6: Functions**
-[Functions - part 1 (8 min)](https://play.library.utoronto.ca/watch/ff051ca3ef718b1b88df74dba5a100f5)
-[Functions - part 2 (5 min)](https://play.library.utoronto.ca/watch/0f5cd66981479c5d3fda0c177fb9e092)
-[Functions - part 3 (9 min)](https://play.library.utoronto.ca/watch/cddd8ab5d7e33287e192f12603d817e3)
-[PURRR (5 min)](https://play.library.utoronto.ca/watch/2f333d06c4c7d7497c89e4acd4a3d383)
+Functions - part 1 (8 min)
+
+
+Functions - part 2 (5 min)
+
+
+Functions - part 3 (9 min)
+
+
+PURRR (5 min)
+
+
#### **Module 7: GGPLOT2**
-[GGPLOT2 - part 1 (11 min)](https://play.library.utoronto.ca/watch/2d9e26750d20eac253ea839e1ac6f559)
-[GGPLOT2 - part 2 (11 min)](https://play.library.utoronto.ca/watch/021e89e5647af03af470de89fca1b7d6)
+GGPLOT2 - part 1 (11 min)
+
+
+GGPLOT2 - part 2 (11 min)
+
-#### **Module 8: Conclusion**
-[Conclusion (2 min)](https://play.library.utoronto.ca/watch/0246ded49751c516a8cd5c2f463165a4)
+#### **Module 8: Conclusion**
-
+Conclusion (2 min)
+
Resources mentioned in the course: