@@ -252,7 +252,7 @@ def interpret_ks_test(base, new, pvalue_threshold=PVALUE_THRESHOLD):
252252
253253
254254def mann_whitney_pval_significance (mann_pvalue , pvalue_threshold = PVALUE_THRESHOLD ):
255- p_value_interpretation = None
255+ p_value_interpretation = ""
256256 is_significant = False
257257
258258 if mann_pvalue > pvalue_threshold :
@@ -288,20 +288,16 @@ def interpret_mann_whitneyu(base, new, pvalue_threshold=PVALUE_THRESHOLD):
288288
289289# https://openpublishing.library.umass.edu/pare/article/1977/galley/1980/view/
290290def interpret_effect_size (delta ):
291- is_effect_meaningful = False
291+ is_effect_meaningful = True
292292 if delta is None :
293- return "Effect cannot be interpreted" , is_effect_meaningful
293+ return "Effect cannot be interpreted"
294294 if abs (delta ) < 0.15 :
295- return "negligible" , is_effect_meaningful
295+ return "negligible"
296296 if abs (delta ) < 0.33 :
297- is_effect_meaningful = True
298297 return "small" , is_effect_meaningful
299298 if abs (delta ) < 0.47 :
300- is_effect_meaningful = True
301299 return "moderate" , is_effect_meaningful
302- else :
303- is_effect_meaningful = True
304- return "large" , is_effect_meaningful
300+ return "large" , is_effect_meaningful
305301
306302
307303def interpret_cles_direction (cles ):
@@ -400,7 +396,7 @@ def interpret_cles(
400396 mann_whitney_u_cles = ""
401397
402398 # Generate CLES explanation
403- cles_explanation , is_base_greater = interpret_cles_direction (cles ) if cles else "" , None
399+ cles_explanation , is_base_greater = interpret_cles_direction (cles )
404400 # Cliff's delta CLES
405401 cliffs_delta_cles = f"Cliff's Delta: { delta :.2f} → { interpretation } " if delta else ""
406402
@@ -483,11 +479,10 @@ def interpret_silverman_kde(base_data, new_data, lower_is_better):
483479 base_intervals , base_peak_xs = find_mode_interval (x_base , y_base , base_peak_locs )
484480 new_intervals , new_peak_xs = find_mode_interval (x_new , y_new , new_peak_locs )
485481 for i , interval in enumerate (base_intervals ):
486- tup = interval
487- if len (tup ) != 2 :
482+ if len (interval ) != 2 :
488483 return None , None , None , None , None , None
489484
490- start , end = tup
485+ start , end = interval
491486 shift = 0
492487 ci_low = 0
493488 ci_high = 0
@@ -549,7 +544,7 @@ def interpret_silverman_kde(base_data, new_data, lower_is_better):
549544 "ci_warning" : ci_warning ,
550545 }
551546
552- modes .append (mode_info )
547+ modes .append (mode_info )
553548
554549 silverman_kde = {
555550 "bandwidth" : "Silverman" ,
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