cambio de plot_performance_difference_metrics a plot_difference_multiple

CompStats/performance.py

@@ -529,8 +529,8 @@ def plot_difference2(diff_dictionary: dict,
     if hue is not None:
         df2[hue] = True
     at_least_one = False
-    for key, (left, _) in diff_dictionary['CI'].items():
-        if left < 0:
+    for key, (left, right) in diff_dictionary['CI'].items():
+        if left < 0 < right:
             rows = df2[var_name] == key
             df2.loc[rows, hue] = False
             at_least_one = True
@@ -614,22 +614,14 @@ def plot_difference_multiple(results_dict, CI=0.05, capsize=0.2, linestyle='none
     :param kind: Type of the plot, e.g., 'point', 'bar'.
     :param kwargs: Additional keyword arguments for seaborn.catplot.
     """   
-    for metric_name, metric_results in results_dict.items():
+    for metric_name, metric_results in results_dict['winner'].items():
         # Usa catplot para crear y mostrar el gráfico
         g = plot_difference2(metric_results)
         g.figure.suptitle(metric_name)  
         # plt.show()
 
 
 
-def plot_difference_scatter_multiple(results_dict,algorithm: str):
-    dict = {}
-    for metric_name, metric_results in results_dict.items():
-        # Usa catplot para crear y mostrar el gráfico
-        g = plot_difference2(metric_results)
-        g.figure.suptitle(metric_name)  
-        # plt.show()
-
 
 ### este por el momento no.
 def plot_scatter_matrix(perf):

CompStats/tests/test_performance.py

@@ -19,6 +19,8 @@
 from CompStats.performance import performance, plot_performance, difference, plot_difference, all_differences
 from CompStats.performance import performance_multiple_metrics, plot_performance2, plot_performance_difference_multiple
 from CompStats.performance import difference_multiple, plot_scatter_matrix, unique_pairs_differences, plot_performance_multiple
+from CompStats.performance import plot_performance_difference_multiple, plot_difference2, plot_difference_multiple
+
 
 
 DATA = os.path.join(os.path.dirname(__file__), 'data.csv')
@@ -89,6 +91,7 @@ def test_difference_multiple():
     perf = performance_multiple_metrics(df, "y", metrics)
     diff = difference_multiple(perf)
     ins = plot_performance_difference_multiple(diff)
+    ins = plot_difference_multiple(diff)
     assert diff['winner']['accuracy_score']['best'] == 'BoW'
     assert 'BoW' not in diff['winner']['accuracy_score']['diff'].keys()
     # assert isinstance(ins, sns.FacetGrid)