update

util/evaluation.py

@@ -83,9 +83,9 @@ def statistical_tests(data):
     ]
 
     pairwise_results = {
-        'Mann-Whitney U Test': {},
-        'Wilcoxon Test': {},
-        'Levene\'s Test': {},
+        # 'Mann-Whitney U Test': {},
+        # 'Wilcoxon Test': {},
+        # 'Levene\'s Test': {},
         'T-Test': {}
     }
 
@@ -114,15 +114,15 @@ def statistical_tests(data):
         pairwise_results['T-Test'][pair_name_score] = {"Statistic": t_stat, "p-value": t_p}
 
     # ANOVA and post-hoc tests if applicable
-    score_columns = [v + score_suffix for v in variables]
-    score_data = [data[col] for col in score_columns]
-    anova_stat, anova_p = f_oneway(*score_data)
-    if anova_p < 0.05:
-        mc = MultiComparison(data.melt()['value'], data.melt()['variable'])
-        tukey_result = mc.tukeyhsd()
-        tukey_result_summary = tukey_result.summary().as_html()
-    else:
-        tukey_result_summary = "ANOVA not significant, no post-hoc test performed."
+    # score_columns = [v + score_suffix for v in variables]
+    # score_data = [data[col] for col in score_columns]
+    # anova_stat, anova_p = f_oneway(*score_data)
+    # if anova_p < 0.05:
+    #     mc = MultiComparison(data.melt()['value'], data.melt()['variable'])
+    #     tukey_result = mc.tukeyhsd()
+    #     tukey_result_summary = tukey_result.summary().as_html()
+    # else:
+    #     tukey_result_summary = "ANOVA not significant, no post-hoc test performed."
 
     results = {
         #"Average Ranks": average_ranks.to_dict(),
@@ -130,10 +130,10 @@ def statistical_tests(data):
             "Statistic": friedmanchisquare(*rank_data).statistic,
             "p-value": friedmanchisquare(*rank_data).pvalue
         },
-        "Kruskal-Wallis Test": {"Statistic": kw_stat, "p-value": kw_p},
-        **pairwise_results,
-        "ANOVA Test": {"Statistic": anova_stat, "p-value": anova_p},
-        "Tukey HSD Test": tukey_result_summary
+        # "Kruskal-Wallis Test": {"Statistic": kw_stat, "p-value": kw_p},
+        # **pairwise_results,
+        # "ANOVA Test": {"Statistic": anova_stat, "p-value": anova_p},
+        #"Tukey HSD Test": tukey_result_summary
     }
 
     return results