diff --git a/README.md b/README.md
index 6cbdab0..e2d53df 100644
--- a/README.md
+++ b/README.md
@@ -6,13 +6,19 @@ This project performs an analysis of variance (ANOVA) experiment evaluating whet
 ## The analysis focuses on:
 
 -- Checking model assumptions like normality and constant variance
+<img width="961" alt="Screenshot 2023-12-10 at 4 43 05 PM" src="https://github.com/omotuno/mario_kart_experimental_design/assets/65866718/a6049bbe-0033-4b56-b637-b1aafa2b1bb3">
+<img width="923" alt="Screenshot 2023-12-10 at 4 43 18 PM" src="https://github.com/omotuno/mario_kart_experimental_design/assets/65866718/02ca363a-7ac9-407d-aad5-6ea1695a4f26">
+<img width="785" alt="Screenshot 2023-12-10 at 4 43 37 PM" src="https://github.com/omotuno/mario_kart_experimental_design/assets/65866718/4b26bf78-3dec-4ad2-b4ff-c0872430819f">
 
 -- Interpreting the ANOVA table and significance of effects
 
 -- Exploring possible interactions between factors
+<img width="921" alt="Screenshot 2023-12-10 at 4 43 55 PM" src="https://github.com/omotuno/mario_kart_experimental_design/assets/65866718/f630dc80-9298-4929-ad50-2ee372a0eb8c">
 
 -- Identifying potential sources of error
+<img width="928" alt="Screenshot 2023-12-10 at 4 44 11 PM" src="https://github.com/omotuno/mario_kart_experimental_design/assets/65866718/88d18b6d-64ee-4b04-ac19-b4841be0986f">
 
+<img width="933" alt="Screenshot 2023-12-10 at 4 44 22 PM" src="https://github.com/omotuno/mario_kart_experimental_design/assets/65866718/49436afa-1cd4-49a6-a14a-e177b1906da6">
 
  The full statistical analysis and R code for plots and models is contained in the experimental_design.html file.