diff --git a/data/data_viz.py b/data/data_viz.py
index 73cae8a99f973de5a8327a18ae111529332acd65..097f5847b9c900758b8d217cff2a1047c997ad6f 100644
--- a/data/data_viz.py
+++ b/data/data_viz.py
@@ -151,7 +151,7 @@ def plot_res():
     [0.945,0.918,0.919,0.933],
     [0.91,0.919,0.927,0.906],
     [0.881,0.901,0.919,0.902],
-    [0.893,0.909,0.918,0.896],]
+    [0.893,0.909,0.918,0.896]]
 
     # plot box plot
     axs.boxplot(all_data)
@@ -160,10 +160,31 @@ def plot_res():
     # adding horizontal grid lines
     axs.yaxis.grid(True)
     axs.set_xticks([y + 1 for y in range(len(all_data))],
-                  labels=['Prosit','ISA_noc','Augm 0.05','Augm 0.1','Augm 0.2','Augm 0.3','Augm 0.4','Augm 0.7','Augm 1','Augm all',])
+                  labels=['Prosit','ISA_noc','Augm 0.05','Augm 0.1','Augm 0.2','Augm 0.3','Augm 0.4','Augm 05', 'Augm 0.7','Augm 1','Augm all',])
     plt.savefig('../fig/model perf/summary.png')
 
+def calc_and_plot_res():
+    all_data=[]
+    base = 'out_early_stop_'
+    for name in ['ISA_noc_ISA_noc','ISA_aug_005_ISA_noc','ISA_aug_01_ISA_noc','ISA_aug_02_ISA_noc','ISA_aug_03_ISA_noc',
+                 'ISA_aug_04_ISA_noc','ISA_aug_05_ISA_noc','ISA_aug_07_ISA_noc','ISA_aug_1_ISA_noc',
+                 'ISA_aug_all_ISA_noc','prosit_ISA_noc']:
+        print(name)
+        r2_list=[]
+        for index in range(10):
+            dataframe = pd.read_csv('../output/'+base+name+'_'+str(index)+'.csv')
+            r2_list.append(r2_score(dataframe['true rt'], dataframe['rt pred']))
+        all_data.append(r2_list)
+    fig, axs = plt.subplots(figsize=(9, 4))
+    axs.boxplot(all_data)
+    axs.set_title('Box plot')
 
+    # adding horizontal grid lines
+    axs.yaxis.grid(True)
+    axs.set_xticks([y + 1 for y in range(len(all_data))],
+                   labels=[ 'ISA_noc', 'Augm 0.05', 'Augm 0.1', 'Augm 0.2', 'Augm 0.3', 'Augm 0.4', 'Augm 0.5', 'Augm 0.7',
+                           'Augm 1', 'Augm all', 'Prosit', ])
+    plt.savefig('../fig/model perf/summary_early_stop.png')
 
 if __name__ == '__main__' :
     # base = ['ISA_noc_ISA_noc','prosit_ISA_noc', 'ISA_noc_prosit', 'prosit_prosit']
@@ -176,5 +197,5 @@ if __name__ == '__main__' :
             # histo_abs_error(df, display=False, save=True, path='../fig/model perf/histo_{}_{}.png'.format(f_suffix_name,number))
             # scatter_rt(df, display=False, save=True, path='../fig/model perf/RT_pred_{}_{}.png'.format(f_suffix_name,number), color=True)
             # histo_length_by_error(df, bins=10, display=False, save=True, path='../fig/model perf/histo_length_{}_{}.png'.format(f_suffix_name,number))
-    plot_res()
+    calc_and_plot_res()
 
diff --git a/main.py b/main.py
index 04f370c3a40baf34ddbe27e1ad3759f6c05e9b5f..316f779db81d428f444bd40e42e8ba06c7b7541a 100644
--- a/main.py
+++ b/main.py
@@ -79,9 +79,9 @@ def run(epochs, eval_inter, save_inter, model, data_train, data_val, data_test,
             losses_rt = eval(model, data_val, e, criterion_rt, metric_rt, wandb=wandb)
             if losses_rt < mem :
                 mem = losses_rt
-                torch.save(model.state_dict(), output.strip('.csv')+'pt')
+                torch.save(model.state_dict(), output.strip('.csv')+'.pt')
                 print('model saved')
-    model.load_state_dict(torch.load(output.strip('.csv')+'pt', weights_only=True))
+    model.load_state_dict(torch.load(output.strip('.csv')+'.pt', weights_only=True))
     save_pred(model, data_test, output, criterion_rt, metric_rt, wandb)
 
 
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