diff --git a/.gitignore b/.gitignore
index dde3895..5938a89 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,3 @@
 .DS_Store
 *.pyc
+.Rproj.user
diff --git a/code/R/experiments/Experiment.Rmd b/code/R/experiments/Experiment.Rmd
index 69ef7c2..c44c61b 100644
--- a/code/R/experiments/Experiment.Rmd
+++ b/code/R/experiments/Experiment.Rmd
@@ -498,7 +498,7 @@ df.exp5_summary = df.exp5 %>%
     normal_intervention_percentage = mean(normal_intervention == "normal") * 100,
     nopreference_intervention_percentage = mean(nopreference_intervention == "no preference") * 100
   ) %>% 
-    mutate(Outcome = "negative") %>% 
+    mutate(Outcome = "positive") %>% 
     mutate(Experiment = "fixedint")
 
 write_csv(df.exp5_summary, "../../../data/aggregate/fixedint_pos.csv")
diff --git a/code/R/optimal_intervention_model/optimal_intervention_model.Rmd b/code/R/optimal_intervention_model/optimal_intervention_model.Rmd
index c708a03..4f5f7f6 100644
--- a/code/R/optimal_intervention_model/optimal_intervention_model.Rmd
+++ b/code/R/optimal_intervention_model/optimal_intervention_model.Rmd
@@ -86,7 +86,6 @@ colnames(df.data)
 ### Model structure
 
 ```{r}
-
 fun.success = function(p_abnormal, p_normal, causal_structure, outcome){ 
   if (causal_structure == "conjunctive"){
     p = p_abnormal *  p_normal
@@ -192,10 +191,10 @@ fun.fit_temperature = function(df_data, df_prediction, temperature){
     pull(loss)
 }
 
-fit.temperature = optim(par = 10, 
+fit.temperature = optim(par = 10,
                         fn = fun.fit_temperature,
                         method = "L-BFGS-B",
-                        lower = 0, 
+                        lower = 0,
                         upper = 100,
                         df_data = df.intervention,
                         df_prediction = df.choice)
diff --git a/data/aggregate/fixedint_pos.csv b/data/aggregate/fixedint_pos.csv
index 827a1dc..d473690 100644
--- a/data/aggregate/fixedint_pos.csv
+++ b/data/aggregate/fixedint_pos.csv
@@ -1,3 +1,3 @@
 CausalStructure,abnormal_explanation_percentage,normal_explanation_percentage,nopreference_explanation_percentage,abnormal_intervention_percentage,normal_intervention_percentage,nopreference_intervention_percentage,Outcome,Experiment
-Conjunctive,53.535353535353536,9.090909090909092,37.37373737373738,80.8080808080808,11.11111111111111,8.080808080808081,negative,fixedint
-Disjunctive,27.27272727272727,18.181818181818183,54.54545454545454,65.65656565656566,12.121212121212121,22.22222222222222,negative,fixedint
+Conjunctive,53.535353535353536,9.090909090909092,37.37373737373738,80.8080808080808,11.11111111111111,8.080808080808081,positive,fixedint
+Disjunctive,27.27272727272727,18.181818181818183,54.54545454545454,65.65656565656566,12.121212121212121,22.22222222222222,positive,fixedint
diff --git a/figures/plots/bars.pdf b/figures/plots/bars.pdf
index e03091e..c0c248a 100644
Binary files a/figures/plots/bars.pdf and b/figures/plots/bars.pdf differ
diff --git a/figures/plots/scatter.pdf b/figures/plots/scatter.pdf
index 157b58d..7abca1c 100644
Binary files a/figures/plots/scatter.pdf and b/figures/plots/scatter.pdf differ