User:Manetta/scripts/pattern-similarity-analysis

1. similarity in word frequency vs. document frequency
   
   

Echo is for 0.00483791396639% similar to Siri
Echo is for 0.0% similar to Cortana
Siri is for 0.0187973741254% similar to Cortana
HAL is for 0.0835947455183% similar to Samantha
HAL is for 0.0219954511698% similar to David
Samantha is for 0.0454527436003% similar to David

1. similarity in information gain
   
   

Echo is for 0.106301903137% similar to Siri
Echo is for 0.0% similar to Cortana
Siri is for 0.101553437842% similar to Cortana
HAL is for 0.173630618349% similar to Samantha
HAL is for 0.218804396301% similar to David
Samantha is for 0.16859582187% similar to David

1. similarity in binary (???)
   
   

Echo is for 0.0563436169819% similar to Siri
Echo is for 0.0% similar to Cortana
Siri is for 0.057735026919% similar to Cortana
HAL is for 0.0976612148981% similar to Samantha
HAL is for 0.128306605574% similar to David
Samantha is for 0.0976408751676% similar to David

1. similarity in original weights (???)
   
   

Echo is for 0.029617443888% similar to Siri
Echo is for 0.0% similar to Cortana
Siri is for 0.0408248290464% similar to Cortana
HAL is for 0.208173570023% similar to Samantha
HAL is for 0.0667786715941% similar to David
Samantha is for 0.119435415834% similar to David

1. 1. similarity in IG
      
      

1. 1. 1. for Cortana:
         
         

{u'life': 0.0625, u'looped': 0.0625, u'help': 0.125, u'matter': 0.0625, u'personal': 0.0625, u'assistant': 0.0625, u'manage': 0.0625, u'cortana': 0.125, u'easier': 0.0625, u'phone': 0.0625, u'windows': 0.0625, u'date': 0.0625, u'world': 0.0625, u'everyday': 0.0625}

{u'life': 0.2514629985800606, u'looped': 0.2514629985800606, u'help': 0.355245321275764, u'matter': 0.355245321275764, u'personal': 0.355245321275764, u'assistant': 0.2514629985800606, u'manage': 0.2514629985800606, u'cortana': 0.2514629985800606, u'easier': 0.2514629985800606, u'phone': 0.355245321275764, u'windows': 0.2514629985800606, u'date': 0.2514629985800606, u'world': 0.355245321275764, u'everyday': 0.2514629985800606}

1. 1. 1. for Siri:
         
         

{u'understands': 0.05555555555555555, u'talks': 0.05555555555555555, u'calls': 0.05555555555555555, u'schedule': 0.05555555555555555, u'meetings': 0.05555555555555555, u'siri': 0.2222222222222222, u'messages': 0.05555555555555555, u'send': 0.05555555555555555, u'talking': 0.05555555555555555, u'easy': 0.05555555555555555, u'mean': 0.05555555555555555, u'finding': 0.05555555555555555, u'voice': 0.05555555555555555, u'talk': 0.05555555555555555, u'phone': 0.05555555555555555}

{u'understands': 0.2514629985800606, u'talks': 0.2514629985800606, u'calls': 0.2514629985800606, u'schedule': 0.2514629985800606, u'meetings': 0.2514629985800606, u'siri': 0.2514629985800606, u'messages': 0.2514629985800606, u'send': 0.355245321275764, u'talking': 0.355245321275764, u'easy': 0.2514629985800606, u'mean': 0.355245321275764, u'finding': 0.2514629985800606, u'voice': 0.3868528072345415, u'talk': 0.2514629985800606, u'phone': 0.355245321275764}