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santikka · Nov 3, 2023 · 06c80fc · 06c80fc
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diff --git a/README.Rmd b/README.Rmd
@@ -25,7 +25,7 @@ library(cfid)
 
 ## Overview
 
-Facilitates the identification of counterfactual queries in structural causal 
+This package facilitates the identification of counterfactual queries in structural causal 
 models via the ID* and IDC* algorithms by Shpitser, I. and Pearl, J. (2007, 2008) 
 https://arxiv.org/abs/1206.5294,
 https://jmlr.org/papers/v9/shpitser08a.html. Provides a simple interface for 

diff --git a/README.md b/README.md
@@ -1,5 +1,5 @@
 
-# cfid: R Package for Identification of Counterfactual Queries in Causal Models
+# cfid: An R Package for Identification of Counterfactual Queries in Causal Models
 
 <!-- badges: start -->
 
@@ -15,9 +15,9 @@ version](http://www.r-pkg.org/badges/version/cfid)](https://CRAN.R-project.org/p
 
 ## Overview
 
-This package facilitates the identification of counterfactual queries in structural
-causal models via the ID\* and IDC\* algorithms by Shpitser, I. and
-Pearl, J. (2007, 2008) <https://arxiv.org/abs/1206.5294>,
+This package facilitates the identification of counterfactual queries in
+structural causal models via the ID\* and IDC\* algorithms by Shpitser,
+I. and Pearl, J. (2007, 2008) <https://arxiv.org/abs/1206.5294>,
 <https://jmlr.org/papers/v9/shpitser08a.html>. Provides a simple
 interface for defining causal graphs and counterfactual conjunctions.
 Construction of parallel worlds graphs and counterfactual graphs is done