diff --git a/_modules/week-03.md b/_modules/week-03.md
index 75d9c64..0174664 100644
--- a/_modules/week-03.md
+++ b/_modules/week-03.md
@@ -10,7 +10,7 @@ Sep 10
     : [Mini-Lecture](https://youtu.be/-E3j9AWkilI), [Solutions](https://drive.google.com/file/d/1h1XoYErOCiDs34-BZWEHmg0O2X3ZgzH3/view?usp=sharing), [Notebook](https://data100.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2FDS-100%2Ffa24-student&urlpath=lab%2Ftree%2Ffa24-student%2Fdisc%2Fdisc02%2Fdisc02-worksheet-blank.ipynb&branch=main), [Groupwork Notebook](https://data100.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2FDS-100%2Ffa24-student&urlpath=lab%2Ftree%2Ffa24-student%2Fdisc%2Fdisc02%2Fdisc02_groupwork_blank.ipynb&branch=main)
 
 Sep 12
-: **Lecture 5**{: .label .label-lecture} Data Cleaning and EDA
+: **Lecture 5**{: .label .label-lecture} [Data Cleaning and EDA](lecture/lec05)
     : [Note 5](https://ds100.org/course-notes/eda/eda.html)
 
 
diff --git a/lecture/lec05.md b/lecture/lec05.md
index e4fc67b..a80df3f 100644
--- a/lecture/lec05.md
+++ b/lecture/lec05.md
@@ -10,12 +10,6 @@ Presented by Joseph E. Gonzalez
 
 Content by many dedicated Data 100 instructors at UC Berkeley. See our [Acknowledgments](../../acks) page.
 
-- [slides](https://docs.google.com/presentation/d/10hMVxwNOFpC5kjZ18xVB1aHR_MnNLf6OmRFfYAZBKNY/edit?usp=sharing){:target="_blank"}
-- [code (part 1)](https://data100.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2FDS-100%2Fsp24-student&urlpath=lab%2Ftree%2Fsp24-student%2Flecture%2Flec05%2Flec05-part-1-eda-tuberculosis.ipynb&branch=main){:target="_blank"}
-- [code HTML (part 1)](../../resources/assets/lectures/lec05/lec05-part-1.html){:target="_blank"}
-- [code (part 2)](https://data100.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2FDS-100%2Fsp24-student&urlpath=lab%2Ftree%2Fsp24-student%2Flecture%2Flec05%2Flec05-part-2-eda-structure.ipynb&branch=main){:target="_blank"}
-- [code HTML (part 2)](../../resources/assets/lectures/lec05/lec05-part-2.html){:target="_blank"}
-- [code (part 3)](https://data100.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2FDS-100%2Fsp24-student&urlpath=lab%2Ftree%2Fsp24-student%2Flecture%2Flec05%2Flec05-part-3-eda-Mauna-Loa-CO2.ipynb&branch=main){:target="_blank"}
-- [code HTML (part 3)](../../resources/assets/lectures/lec05/lec05-part-3.html){:target="_blank"}
-- [recording](https://youtu.be/oZnuyKFRWvQ)
+- [slides](https://docs.google.com/presentation/d/1GpvAG2lh1iQ-Ta1z0hUWn_P8ZKJpKpVJ8oay9E1xVg0/edit?usp=sharing){:target="_blank"}
+