diff --git a/DESCRIPTION b/DESCRIPTION
index 7655cbc..f21de57 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,6 +1,6 @@
 Package: cat2cat
 Title: Handling an Inconsistently Coded Categorical Variable in a Longitudinal Dataset
-Version: 0.4.6.9008
+Version: 0.4.6.9009
 Authors@R: person("Maciej", "Nasinski", email = "nasinski.maciej@gmail.com", role = c("aut", "cre"))
 Maintainer: Maciej Nasinski <nasinski.maciej@gmail.com>
 Description: 
diff --git a/NEWS.md b/NEWS.md
index 1933fe9..e4bf39b 100755
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,4 +1,4 @@
-# cat2cat 0.4.6.9008
+# cat2cat 0.4.6.9009
 
 * New `cat2cat_ml_run` function to check the ml models performance before `cat2cat` with ml option is run. Now, the ml models are more transparent.
 * Add tests for cat2cat related journal (softwarex) paper.
diff --git a/README.md b/README.md
index d941d28..49a5298 100644
--- a/README.md
+++ b/README.md
@@ -129,13 +129,3 @@ all.equal(nrow(ff), sum(final_data_back$wei_freq_c2c))
 ```
 
 **More complex examples are presented in the "Get Started" vignette.**
-
-## Graph
-
-The graphs present how the `cat2cat::cat2cat` function works, in this case under a panel dataset without the unique identifiers and only two periods.
-
-![Backward Mapping](./man/figures/back_nom.png)
-
-![Forward Mapping](./man/figures/for_nom.png)
-
-