diff --git a/.gitignore b/.gitignore
index 1c0c74b..09f8019 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,3 +3,4 @@
 **.Rproj
 **.Rproj.user/
 .Rproj.user
+.Rhistory
\ No newline at end of file
diff --git a/Makefile.dot b/Makefile.dot
new file mode 100644
index 0000000..67347d4
--- /dev/null
+++ b/Makefile.dot
@@ -0,0 +1,43 @@
+digraph G {
+n2[label="all", color="red"];
+n5[label="data/processed/processed.csv", color="red"];
+n13[label="data/processed/processed_test.csv", color="red"];
+n12[label="data/processed/processed_train.csv", color="red"];
+n7[label="data/raw/winequality-red.csv", color="green"];
+n9[label="data/raw/winequality-white.csv", color="green"];
+n4[label="eda/wine_eda.py", color="green"];
+n17[label="reports/reports.Rmd", color="green"];
+n16[label="reports/reports.md", color="green"];
+n18[label="reports/wine_refs.bib", color="green"];
+n14[label="results/best_Model.pkl", color="red"];
+n10[label="results/final_model_quality.png", color="red"];
+n3[label="results/wine_quality_rank_per_feature.png", color="red"];
+n8[label="src/download_data.py", color="green"];
+n15[label="src/fit_wine_quality_predict_model.py", color="green"];
+n6[label="src/pre_processing_wine.py", color="green"];
+n11[label="src/wine_quality_test_results.py", color="green"];
+n16 -> n2 ; 
+n10 -> n2 ; 
+n3 -> n2 ; 
+n7 -> n5 ; 
+n9 -> n5 ; 
+n6 -> n5 ; 
+n7 -> n13 ; 
+n9 -> n13 ; 
+n6 -> n13 ; 
+n7 -> n12 ; 
+n9 -> n12 ; 
+n6 -> n12 ; 
+n8 -> n7 ; 
+n8 -> n9 ; 
+n17 -> n16 ; 
+n18 -> n16 ; 
+n12 -> n14 ; 
+n15 -> n14 ; 
+n13 -> n10 ; 
+n12 -> n10 ; 
+n14 -> n10 ; 
+n11 -> n10 ; 
+n5 -> n3 ; 
+n4 -> n3 ; 
+}
diff --git a/Makefile.png b/Makefile.png
new file mode 100644
index 0000000..fc13d0f
Binary files /dev/null and b/Makefile.png differ
diff --git a/README.md b/README.md
index 91f0ae1..72b48d8 100644
--- a/README.md
+++ b/README.md
@@ -60,6 +60,14 @@ conda activate wine_env
      - tidyverse==1.3.0
 
 
+## Dependency Diagram
+
+The diagram below shows the structure of how the project and this repo is structured to produce the final results.
+
+![](Makefile.png)
+
+
+
 ## License
 
 The Wine Quality Predictor materials here are licensed under the
diff --git a/reports/.Rhistory b/reports/.Rhistory
deleted file mode 100644
index e69de29..0000000