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causal_graph.py
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causal_graph.py
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'''
To use a particular causal graph, just specify it here
Strings specified have to match *exactly* to keys in attribute text file
A graph lists each node and it's parents in pairs
A->B, C->D, D->B:
[['A',[]],
['B',['A','D']],
['C',[]],
['D',[]]]
'''
#A reminder of what labels are available
#Make sure to use caps-sensitive correct spelling
all_nodes=[
['5_o_Clock_Shadow',[]],
['Arched_Eyebrows',[]],
['Attractive',[]],
['Bags_Under_Eyes',[]],
['Bald',[]],
['Bangs',[]],
['Big_Lips',[]],
['Big_Nose',[]],
['Black_Hair',[]],
['Blond_Hair',[]],
['Blurry',[]],
['Brown_Hair',[]],
['Bushy_Eyebrows',[]],
['Chubby',[]],
['Double_Chin',[]],
['Eyeglasses',[]],
['Goatee',[]],
['Gray_Hair',[]],
['Heavy_Makeup',[]],
['High_Cheekbones',[]],
['Male',[]],
['Mouth_Slightly_Open',[]],
['Mustache',[]],
['Narrow_Eyes',[]],
['No_Beard',[]],
['Oval_Face',[]],
['Pale_Skin',[]],
['Pointy_Nose',[]],
['Receding_Hairline',[]],
['Rosy_Cheeks',[]],
['Sideburns',[]],
['Smiling',[]],
['Straight_Hair',[]],
['Wavy_Hair',[]],
['Wearing_Earrings',[]],
['Wearing_Hat',[]],
['Wearing_Lipstick',[]],
['Wearing_Necklace',[]],
['Wearing_Necktie',[]],
['Young',[]]
]
causal_graphs={
#'complete_all':[
# ['Young',[]],
# ['Male',['Young']],
# ['Eyeglasses',['Male','Young']],
# ['Bald', ['Male','Young','Eyeglasses']],
# ['Mustache', ['Male','Young','Eyeglasses','Bald']],
# ['Smiling', ['Male','Young','Eyeglasses','Bald','Mustache']],
# ['Wearing_Lipstick',['Male','Young','Eyeglasses','Bald','Mustache','Smiling']],
# ['Mouth_Slightly_Open',['Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick']],
# ['Narrow_Eyes',['Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['5_o_Clock_Shadow',['Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['Arched_Eyebrows',['5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['Attractive',['Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['Bags_Under_Eyes',['Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['Bangs',['Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['Big_Lips',['Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['Big_Nose',['Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['Black_Hair',['Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['Blond_Hair',['Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['Blurry',['Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['Brown_Hair',['Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['Bushy_Eyebrows',['Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['Chubby',['Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ['Double_Chin',['Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Goatee',['Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Gray_Hair',['Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Heavy_Makeup',['Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['High_Cheekbones',['Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Mouth_Slightly_Open',['High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Mustache',['Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Narrow_Eyes',['Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['No_Beard',['Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Oval_Face',['No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Pale_Skin',['Oval_Face','No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Pointy_Nose',['Pale_Skin','Oval_Face','No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Receding_Hairline',['Pointy_Nose','Pale_Skin','Oval_Face','No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Rosy_Cheeks',['Receding_Hairline','Pointy_Nose','Pale_Skin','Oval_Face','No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Sideburns',['Rosy_Cheeks','Receding_Hairline','Pointy_Nose','Pale_Skin','Oval_Face','No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Smiling',['Sideburns','Rosy_Cheeks','Receding_Hairline','Pointy_Nose','Pale_Skin','Oval_Face','No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Straight_Hair',['Smiling','Sideburns','Rosy_Cheeks','Receding_Hairline','Pointy_Nose','Pale_Skin','Oval_Face','No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Wavy_Hair',['Straight_Hair','Smiling','Sideburns','Rosy_Cheeks','Receding_Hairline','Pointy_Nose','Pale_Skin','Oval_Face','No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Wearing_Earrings',['Wavy_Hair','Straight_Hair','Smiling','Sideburns','Rosy_Cheeks','Receding_Hairline','Pointy_Nose','Pale_Skin','Oval_Face','No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Wearing_Hat',['Wearing_Earrings','Wavy_Hair','Straight_Hair','Smiling','Sideburns','Rosy_Cheeks','Receding_Hairline','Pointy_Nose','Pale_Skin','Oval_Face','No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Wearing_Lipstick',['Wearing_Hat','Wearing_Earrings','Wavy_Hair','Straight_Hair','Smiling','Sideburns','Rosy_Cheeks','Receding_Hairline','Pointy_Nose','Pale_Skin','Oval_Face','No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Wearing_Necklace',['Wearing_Lipstick','Wearing_Hat','Wearing_Earrings','Wavy_Hair','Straight_Hair','Smiling','Sideburns','Rosy_Cheeks','Receding_Hairline','Pointy_Nose','Pale_Skin','Oval_Face','No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
#['Wearing_Necktie',['Wearing_Necklace','Wearing_Lipstick','Wearing_Hat','Wearing_Earrings','Wavy_Hair','Straight_Hair','Smiling','Sideburns','Rosy_Cheeks','Receding_Hairline','Pointy_Nose','Pale_Skin','Oval_Face','No_Beard','Narrow_Eyes','Mustache','Mouth_Slightly_Open','High_Cheekbones','Heavy_Makeup','Gray_Hair','Goatee','Double_Chin','Chubby','Bushy_Eyebrows','Brown_Hair','Blurry','Blond_Hair','Black_Hair','Big_Nose','Big_Lips','Bangs','Bags_Under_Eyes','Attractive','Arched_Eyebrows','5_o_Clock_Shadow','Narrow_Eyes','Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
# ],
'subset1_nodes':[
['Bald',[]],
# ['Blurry',[]],
# ['Brown_Hair',[]],
# ['Bushy_Eyebrows',[]],
# ['Chubby',[]],
['Double_Chin',[]],
# ['Eyeglasses',[]],
# ['Goatee',[]],
# ['Gray_Hair',[]],
['Male',[]],
['Mustache',[]],
['No_Beard',[]],
['Smiling',[]],
# ['Straight_Hair',[]],
# ['Wavy_Hair',[]],
['Wearing_Earrings',[]],
# ['Wearing_Hat',[]],
['Wearing_Lipstick',[]],
['Young',[]]
],
'standard_graph':[
['Male' , [] ],
['Young' , [] ],
['Smiling', ['Male','Young']]
],
'male_causes_beard':[
['Male',[]],
['No_Beard',['Male']],
],
'male_causes_mustache':[
['Male',[]],
['Mustache',['Male']],
],
'mustache_causes_male':[
['Male',['Mustache']],
['Mustache',[]],
],
'young_causes_gray':[
['Young',[]],
['Gray_Hair',['Young']],
],
'gray_causes_young':[
['Young',['Gray_Hair']],
['Gray_Hair',[]],
],
'young_ind_gray':[
['Young',[]],
['Gray_Hair',[]],
],
'small_causal_graph':[
['Young',[]],
['Male',[]],
['Mustache', ['Male','Young']],
['Smiling', ['Male','Young']],
['Wearing_Lipstick',['Male','Young']],
['Mouth_Slightly_Open',['Male','Young','Smiling']],
['Narrow_Eyes', ['Male','Young','Smiling']],
],
'big_causal_graph':[
['Young',[]],
['Male',[]],
['Eyeglasses',['Young']],
['Bald', ['Male','Young']],
['Mustache', ['Male','Young']],
['Smiling', ['Male','Young']],
['Wearing_Lipstick',['Male','Young']],
['Mouth_Slightly_Open',['Young','Smiling']],
['Narrow_Eyes', ['Male','Young','Smiling']],
],
'complete_big_causal_graph':[
['Young',[]],
['Male',['Young']],
['Eyeglasses',['Male','Young']],
['Bald', ['Male','Young','Eyeglasses']],
['Mustache', ['Male','Young','Eyeglasses','Bald']],
['Smiling', ['Male','Young','Eyeglasses','Bald','Mustache']],
['Wearing_Lipstick',['Male','Young','Eyeglasses','Bald','Mustache','Smiling']],
['Mouth_Slightly_Open',['Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick']],
['Narrow_Eyes',['Male','Young','Eyeglasses','Bald','Mustache','Smiling','Wearing_Lipstick','Mouth_Slightly_Open']],
],
'reverse_complete_big_causal_graph':[
['Narrow_Eyes', []],
['Mouth_Slightly_Open',['Narrow_Eyes']],
['Wearing_Lipstick', ['Narrow_Eyes','Mouth_Slightly_Open']],
['Smiling', ['Narrow_Eyes','Mouth_Slightly_Open','Wearing_Lipstick']],
['Mustache', ['Narrow_Eyes','Mouth_Slightly_Open','Wearing_Lipstick','Smiling']],
['Bald', ['Narrow_Eyes','Mouth_Slightly_Open','Wearing_Lipstick','Smiling','Mustache']],
['Eyeglasses', ['Narrow_Eyes','Mouth_Slightly_Open','Wearing_Lipstick','Smiling','Mustache','Bald']],
['Male', ['Narrow_Eyes','Mouth_Slightly_Open','Wearing_Lipstick','Smiling','Mustache','Bald','Eyeglasses']],
['Young', ['Narrow_Eyes','Mouth_Slightly_Open','Wearing_Lipstick','Smiling','Mustache','Bald','Eyeglasses','Male']],
],
'indep_big_causal_graph':[
['Young',[]],
['Male',[]],
['Eyeglasses',[]],
['Bald', []],
['Mustache', []],
['Smiling', []],
['Wearing_Lipstick',[]],
['Mouth_Slightly_Open',[]],
['Narrow_Eyes', []],
],
'complete_minimal_graph':[
['Young',[]],
['Male',['Young']],
['Mustache', ['Male','Young']],
['Wearing_Lipstick',['Male','Young','Mustache']],
['Smiling', ['Male','Young','Mustache','Wearing_Lipstick']],
],
'male_ind_mustache ': [
['Male',[]],
['Mustache',[]]
],
'Smiling_MSO ': [
['Smiling',[]],
['Mouth_Slightly_Open',['Smiling']]
],
'Male_Young_Eyeglasses':[
['Male',[]],
['Young',[]],
['Eyeglasses',['Male','Young']]
],
'MYESO':[
['Male',[]],
['Young',['Male']],
['Eyeglasses',['Male','Young']],
['Smiling',['Male','Young','Eyeglasses']],
['Mouth_Slightly_Open',['Male','Young','Eyeglasses','Smiling']],
],
'mustache':[
['Mustache',[]]
],
'male_ind_mustache ': [
['Male',[]],
['Mustache',[]]
],
'male_smiling_lipstick':[
['Male' , []],
['Wearing_Lipstick' , ['Male']],
['Smiling', ['Male']]
],
'SLM':[
['Smiling' , []],
['Wearing_Lipstick' , ['Smiling']],
['Male', ['Smiling','Wearing_Lipstick']]
],
'MLS':[
['Male' , []],
['Wearing_Lipstick' , ['Male']],
['Smiling', ['Male','Wearing_Lipstick']]
],
'M':[
['Male',[]]
],
'Smiling_MSO ': [
['Smiling',[]],
['Mouth_Slightly_Open',['Smiling']]
],
'MYESO':[
['Male',[]],
['Young',['Male']],
['Eyeglasses',['Male','Young']],
['Smiling',['Male','Young','Eyeglasses']],
['Mouth_Slightly_Open',['Male','Young','Eyeglasses','Smiling']],
],
'MSO_smiling ': [
['Smiling',['Mouth_Slightly_Open']],
['Mouth_Slightly_Open',[]]
],
'Male_Young_Eyeglasses ': [
['Male',[]],
['Young',[]],
['Eyeglasses',['Male','Young']]
],
'Male_Young_Eyeglasses_complete ': [
['Male',[]],
['Young',['Male']],
['Eyeglasses',['Male','Young']]
],
'male_mustache_lipstick':[
['Male' , []],
['Mustache', ['Male']],
['Wearing_Lipstick' , ['Male','Mustache']]
]
}
def get_causal_graph(causal_model=None,*args,**kwargs):
#define complete_all
list_nodes,_=zip(*all_nodes)
complete_all=[]
so_far=[]
for node in list_nodes:
complete_all.append([node,so_far[:]])
so_far.append(node)
causal_graphs['complete_all']=complete_all
if not causal_model in causal_graphs.keys():
raise ValueError('the specified graph:',causal_model,' was not one of\
those listed in ',__file__)
else:
return causal_graphs[causal_model]