diff --git a/index.md b/index.md
index d16436c..474ef6f 100644
--- a/index.md
+++ b/index.md
@@ -80,12 +80,12 @@ differential expression analysis of RNA-seq data.
 
 11:30 - 17:30 [Linear Models in R and DESeq2 (Slides)](Bulk_RNAseq_Course_Base/additional_scripts_and_materials/07_Statistics_2.pdf) - Abbi/Ash
 
-  -  [Linear Models in R and DESeq2 (Worksheet)](Bulk_RNAseq_Course_Base/Markdowns/07_Linear_Models.html) ([pdf](Bulk_RNAseq_Course_Base/Markdowns/07_Linear_Models.pdf))  
   - [Practical - Differential Expression for RNA-seq](Bulk_RNAseq_Course_Base/Markdowns/08_DE_analysis_with_DESeq2.html) ([pdf](Bulk_RNAseq_Course_Base/Markdowns/08_DE_analysis_with_DESeq2.pdf)) - Ash/Abbi
   <!-- - [practical solutions](Bulk_RNAseq_Course_Base/Markdowns/08_DE_analysis_with_DESeq2_solutions.html) ([pdf](Bulk_RNAseq_Course_Base/Markdowns/08_DE_analysis_with_DESeq2_solutions.pdf)) -->
   <!-- - [live script](live_scripts/DESeq2_script.R)  -->
+  
+  -  [Linear Models in R and DESeq2 (Worksheet)](Bulk_RNAseq_Course_Base/Markdowns/07_Linear_Models.html) ([pdf](Bulk_RNAseq_Course_Base/Markdowns/07_Linear_Models.pdf))  
   - [DESeq2 results extraction cheatsheet](Bulk_RNAseq_Course_Base/additional_scripts_and_materials/DESeq2_results_cheatsheet.pdf)
-  - [extra models plots](Bulk_RNAseq_Course_Base/additional_scripts_and_materials/Expl_all.pdf)
 
 
 13:00 - 14:00 Lunch