diff --git a/3_offline_par_lif.R b/2_offline_par_lif.R
similarity index 100%
rename from 3_offline_par_lif.R
rename to 2_offline_par_lif.R
diff --git a/4_offline_par_tbl.R b/3_offline_par_tbl.R
similarity index 100%
rename from 4_offline_par_tbl.R
rename to 3_offline_par_tbl.R
diff --git a/2a_offline_empirical.R b/4a_offline_empirical.R
similarity index 100%
rename from 2a_offline_empirical.R
rename to 4a_offline_empirical.R
diff --git a/2b_company_results.R b/4b_company_results.R
similarity index 100%
rename from 2b_company_results.R
rename to 4b_company_results.R
diff --git a/README.md b/README.md
index 97e99a5..0bb5e15 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,6 @@
 # offline-parameter-tuning
 Code for the offline paramater tuning paper (submitted to IDA 2020)
 
-For the replications of the plots, see demo_lif_bandit.R and demo_tbl_bandit.R
+For the replications of the plots of the first simulation study, see 1_offline_ranking.R.
+For the replications of the plots of the second simulation study, see 2_offline_par_lif.R and 3_offline_par_tbl.R
+For the replications of the plots of the field data, see files 4a_offline_empirical.R and 4b_company_results.R