diff --git a/README.md b/README.md
index 7249ec430d75b2fa07b3e38eaa600f910b1bbb34..26d4c6b75cd5ffc335127bbf114396d2af6764a6 100644
--- a/README.md
+++ b/README.md
@@ -24,36 +24,34 @@ SPHN Schema Forge is a Flask based app. It leverages Celery task manager to hand
 
 flowchart LR
         subgraph Flask
-        direction LR
             A(before_request)
             subgraph Endpoints
-            B(home)
-            C(run_processing)
-            D(remove_uploads)
-            E(download)
-            F(status)
+                B(home)
+                C(run_processing)
+                D(remove_uploads)
+                E(download)
+                F(status)
             end
         end
         subgraph Task Management
             subgraph Celery
-            subgraph TaskChain
-            direction TB
-            G(run_dataset2rdf) --> H
-            H(run_pylode) --> I
-            I(run_shacler) --> J
-            J(prep_files)
-            end
-            subgraph Beat
-            K(clean_up)
-            end
+                subgraph TaskChain
+                    G(run_dataset2rdf) --> H
+                    H(run_pylode) --> I
+                    I(run_shacler) --> J
+                    J(prep_files)
+                end
+                subgraph Beat
+                    K(clean_up)
+                end
             end
             subgraph Redis
-            direction LR
-            L(task id) --- M(task metadata)
+                L(task id) --- M(task metadata)
             end
-            Celery <--> Redis
+            
         end
-        C --> TaskChain
+        Celery <--> Redis
+        C --> G
 ```
 
 ## Flask app