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mammofold1.data
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mammofold1.data
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five,Medium,lobular,speculated,low,malignant
five,Medium,irregular,speculated,low,malignant
four,Low,round,circumscribed,low,benign
five,Medium,round,speculated,low,malignant
five,Medium,round,illdefined,low,malignant
three,Medium,oval,circumscribed,low,malignant
four,Low,lobular,circumscribed,iso,benign
four,Medium,oval,circumscribed,iso,benign
four,Medium,round,circumscribed,low,benign
three,Medium,lobular,illdefined,low,benign
four,Medium,oval,circumscribed,low,malignant
four,Medium,round,circumscribed,low,malignant
five,Medium,irregular,obscured,high,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,oval,illdefined,low,malignant
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,illdefined,low,benign
four,Medium,round,speculated,iso,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,iso,benign
four,High,round,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
five,Medium,lobular,illdefined,iso,malignant
four,Medium,lobular,illdefined,iso,benign
four,High,round,circumscribed,high,benign
four,Medium,round,circumscribed,low,benign
five,Medium,lobular,speculated,iso,malignant
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,speculated,low,malignant
four,Medium,oval,circumscribed,iso,benign
five,High,lobular,speculated,low,malignant
four,Medium,oval,circumscribed,high,benign
five,Medium,irregular,obscured,low,malignant
five,Medium,irregular,obscured,low,malignant
four,Medium,oval,speculated,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,iso,benign
five,Medium,irregular,obscured,low,malignant
five,Medium,irregular,speculated,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Low,round,circumscribed,low,benign
five,Medium,round,circumscribed,iso,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,obscured,iso,malignant
five,Medium,oval,illdefined,high,benign
four,Medium,irregular,speculated,low,benign
five,Medium,irregular,illdefined,iso,malignant
three,Medium,round,circumscribed,low,malignant
five,Medium,irregular,illdefined,low,malignant
five,Medium,round,speculated,low,malignant
four,Medium,lobular,illdefined,low,malignant
four,High,irregular,illdefined,low,malignant
five,Medium,oval,circumscribed,low,malignant
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,illdefined,low,benign
four,Low,oval,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,irregular,illdefined,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,illdefined,iso,benign
four,Medium,round,circumscribed,low,benign
four,Medium,oval,circumscribed,iso,benign
five,Medium,lobular,illdefined,low,malignant
five,High,irregular,speculated,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Low,oval,circumscribed,iso,benign
four,Medium,round,circumscribed,low,benign
five,Low,irregular,illdefined,low,benign
four,Medium,irregular,obscured,iso,benign
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,obscured,low,malignant
five,High,irregular,illdefined,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,speculated,low,malignant
four,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,lobular,speculated,low,malignant
five,High,irregular,speculated,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Medium,round,circumscribed,iso,benign
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,illdefined,fatcontaining,malignant
five,Medium,irregular,illdefined,fatcontaining,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,oval,illdefined,iso,benign
three,Low,irregular,illdefined,low,benign
four,Medium,lobular,illdefined,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Low,lobular,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
five,High,irregular,speculated,low,malignant
four,Medium,round,circumscribed,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,lobular,speculated,low,malignant
five,High,irregular,speculated,low,malignant
four,Low,oval,circumscribed,low,benign
four,Medium,irregular,illdefined,low,benign
four,Medium,irregular,illdefined,low,benign
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,oval,circumscribed,iso,benign
five,Medium,irregular,speculated,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,irregular,illdefined,low,benign
five,Medium,irregular,illdefined,fatcontaining,benign
four,Low,round,circumscribed,low,benign
four,Low,round,circumscribed,iso,benign
five,Medium,irregular,speculated,low,malignant
five,Low,irregular,illdefined,low,malignant
five,High,lobular,illdefined,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Low,round,circumscribed,low,benign
five,High,irregular,obscured,low,malignant
five,Medium,lobular,circumscribed,low,benign
four,Medium,round,circumscribed,low,malignant
four,Medium,round,circumscribed,low,benign
five,High,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,lobular,circumscribed,iso,benign
four,Medium,round,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
three,Medium,irregular,illdefined,low,benign
four,Medium,irregular,speculated,low,malignant
two,Medium,irregular,illdefined,low,benign
four,Medium,irregular,speculated,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,oval,obscured,low,benign
four,Medium,irregular,obscured,low,malignant
four,Medium,round,circumscribed,high,benign
four,Medium,lobular,circumscribed,low,benign
five,Medium,oval,circumscribed,low,malignant
five,Medium,irregular,speculated,low,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,oval,illdefined,low,benign
four,Medium,round,circumscribed,low,benign
three,Medium,oval,circumscribed,low,benign
three,Medium,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
five,High,irregular,illdefined,low,malignant
five,Medium,oval,circumscribed,low,malignant
four,Medium,lobular,illdefined,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
three,Medium,irregular,obscured,low,benign
five,High,irregular,obscured,low,malignant
five,Medium,irregular,obscured,low,malignant
four,Medium,lobular,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,speculated,low,benign
four,Medium,irregular,speculated,low,benign
four,Medium,irregular,illdefined,low,malignant
four,Low,oval,circumscribed,iso,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
three,Low,round,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Low,oval,obscured,low,benign
four,Medium,oval,circumscribed,low,benign
five,Medium,round,speculated,low,malignant
four,Medium,oval,circumscribed,low,benign
three,Medium,round,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
five,Medium,irregular,illdefined,iso,malignant
four,Low,round,circumscribed,low,benign
four,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,microbulated,low,malignant
five,Medium,irregular,illdefined,low,malignant
five,High,irregular,speculated,low,malignant
five,Medium,irregular,illdefined,high,malignant
five,Medium,irregular,obscured,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,microbulated,low,malignant
four,Medium,irregular,illdefined,low,benign
five,Medium,irregular,speculated,low,malignant
three,Medium,irregular,obscured,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,microbulated,low,malignant
five,Medium,irregular,illdefined,low,malignant
two,Medium,round,circumscribed,iso,benign
four,Medium,irregular,illdefined,low,malignant
five,Medium,lobular,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,oval,circumscribed,low,benign
five,Medium,round,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,oval,circumscribed,iso,benign
four,Medium,round,circumscribed,low,malignant
four,Medium,irregular,obscured,low,malignant
four,Medium,irregular,obscured,low,benign
four,Medium,irregular,obscured,low,benign
five,Medium,irregular,speculated,fatcontaining,malignant
five,Medium,lobular,illdefined,fatcontaining,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,lobular,circumscribed,iso,benign
five,Medium,irregular,speculated,low,malignant
four,High,irregular,illdefined,low,malignant
four,Medium,oval,illdefined,low,benign
five,High,irregular,illdefined,low,malignant
four,Low,irregular,illdefined,low,benign
four,Medium,irregular,speculated,low,malignant
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,speculated,low,malignant
four,Medium,round,circumscribed,low,benign
three,Medium,oval,circumscribed,iso,benign
four,Medium,round,circumscribed,low,benign
four,Medium,lobular,circumscribed,low,benign
two,Medium,oval,circumscribed,iso,benign
four,Medium,lobular,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,irregular,speculated,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,irregular,circumscribed,low,malignant
four,High,irregular,illdefined,low,malignant
four,Medium,irregular,obscured,low,benign
four,Low,oval,obscured,low,benign
four,Medium,irregular,illdefined,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,irregular,illdefined,low,malignant
four,Medium,irregular,microbulated,low,malignant
five,Medium,irregular,obscured,low,malignant
four,Low,round,circumscribed,low,benign
five,Low,irregular,speculated,iso,malignant
four,High,round,circumscribed,iso,benign
four,Medium,round,circumscribed,low,benign
four,Low,oval,circumscribed,iso,benign
four,Medium,round,circumscribed,iso,benign
four,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,speculated,low,malignant
five,High,lobular,speculated,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,obscured,low,malignant
four,Medium,irregular,illdefined,low,benign
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,obscured,low,malignant
five,High,irregular,illdefined,low,malignant
four,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,obscured,low,malignant
five,Medium,round,circumscribed,low,malignant
four,Medium,round,illdefined,low,benign
four,Low,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,irregular,circumscribed,low,benign
five,High,irregular,illdefined,low,malignant
five,Medium,irregular,speculated,low,benign
four,Medium,round,microbulated,low,benign
five,Low,oval,circumscribed,low,malignant
four,Low,lobular,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
five,High,irregular,illdefined,low,malignant
four,Low,oval,circumscribed,low,benign
four,Low,oval,circumscribed,low,benign
four,Medium,lobular,circumscribed,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,High,irregular,illdefined,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
three,Medium,round,circumscribed,fatcontaining,benign
four,Medium,round,obscured,low,benign
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,irregular,speculated,low,malignant
five,High,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,oval,obscured,low,benign
five,Medium,irregular,obscured,low,malignant
five,Medium,irregular,speculated,low,benign
four,Medium,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,obscured,low,malignant
five,Medium,lobular,speculated,low,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,High,oval,obscured,low,benign
four,Medium,lobular,circumscribed,low,benign
five,Medium,irregular,obscured,low,malignant
five,Medium,irregular,obscured,low,malignant
four,Medium,oval,circumscribed,low,benign
three,Medium,lobular,illdefined,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,obscured,low,benign
five,Medium,oval,illdefined,low,malignant
five,Medium,irregular,obscured,low,malignant
five,Low,irregular,illdefined,low,malignant
three,Medium,irregular,speculated,low,malignant
four,Medium,irregular,illdefined,low,benign
five,Medium,lobular,illdefined,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,irregular,obscured,low,benign
five,Medium,irregular,microbulated,low,malignant
four,Medium,irregular,microbulated,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,obscured,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Low,round,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,microbulated,low,malignant
five,High,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,malignant
four,Medium,round,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
five,Medium,irregular,obscured,low,malignant
five,Medium,oval,illdefined,low,benign
five,Medium,round,circumscribed,low,malignant
four,Medium,irregular,illdefined,low,benign
five,Medium,irregular,speculated,low,malignant
five,Low,oval,illdefined,low,malignant
four,Low,round,circumscribed,low,benign
five,Low,irregular,obscured,low,malignant
four,Medium,oval,obscured,low,benign
four,Medium,irregular,illdefined,low,malignant
five,High,irregular,illdefined,low,malignant
four,Medium,irregular,speculated,low,malignant
five,Medium,lobular,illdefined,low,malignant
five,High,irregular,illdefined,low,malignant
four,Medium,oval,obscured,low,benign
five,Medium,irregular,obscured,low,malignant
five,Medium,irregular,illdefined,low,malignant
five,Medium,oval,obscured,low,malignant
four,Low,round,circumscribed,low,benign
four,Medium,round,speculated,low,malignant
five,Medium,round,illdefined,low,malignant
four,Medium,round,obscured,low,benign
four,Low,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
five,High,irregular,illdefined,low,malignant
five,Medium,irregular,obscured,low,malignant
four,Low,oval,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Low,irregular,obscured,low,benign
zero,Medium,irregular,speculated,low,malignant
four,Medium,irregular,speculated,low,malignant
five,High,irregular,speculated,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Low,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
five,High,irregular,speculated,low,malignant
five,High,irregular,obscured,low,malignant
four,Low,round,circumscribed,low,benign
five,High,lobular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,illdefined,iso,malignant
four,Low,round,circumscribed,low,benign
five,Medium,irregular,obscured,low,malignant
four,Medium,round,circumscribed,low,benign
four,Low,oval,obscured,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Low,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,malignant
five,Medium,irregular,speculated,low,malignant
four,Medium,irregular,illdefined,low,benign
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,speculated,low,malignant
four,Medium,round,circumscribed,low,malignant
five,High,lobular,obscured,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,irregular,illdefined,low,benign
five,High,irregular,speculated,low,malignant
five,Medium,oval,illdefined,low,benign
four,Low,oval,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Low,lobular,circumscribed,low,benign
five,Medium,lobular,illdefined,low,malignant
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,speculated,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Medium,round,obscured,low,benign
five,High,irregular,speculated,low,malignant
four,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,speculated,low,malignant
three,Low,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Low,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,oval,obscured,low,benign
two,Medium,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
five,Medium,oval,illdefined,low,malignant
five,Medium,oval,illdefined,low,malignant
five,Medium,irregular,illdefined,low,benign
five,Medium,oval,illdefined,low,malignant
four,Medium,oval,microbulated,low,benign
four,Medium,oval,circumscribed,low,benign
zero,Medium,irregular,illdefined,low,benign
four,Low,oval,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Low,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,malignant
four,Medium,oval,circumscribed,low,benign
three,Low,lobular,circumscribed,low,benign
four,Low,lobular,circumscribed,low,benign
four,Medium,oval,circumscribed,low,malignant
five,Medium,irregular,speculated,low,malignant
four,Low,round,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,irregular,illdefined,low,malignant
five,Medium,lobular,illdefined,low,malignant
six,High,irregular,speculated,low,malignant
three,Low,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Low,oval,circumscribed,low,benign
four,Medium,irregular,obscured,low,benign
four,Medium,oval,obscured,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,irregular,obscured,low,benign
five,High,irregular,speculated,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,lobular,illdefined,low,benign
four,Medium,irregular,illdefined,low,benign
five,High,round,illdefined,low,malignant
five,Medium,oval,illdefined,low,malignant
four,Medium,lobular,illdefined,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,lobular,obscured,low,benign
four,Medium,lobular,obscured,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
five,High,lobular,microbulated,low,malignant
four,Medium,oval,microbulated,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,oval,microbulated,low,malignant
five,Medium,irregular,illdefined,low,benign
four,Medium,round,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
five,Medium,irregular,illdefined,low,benign
four,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,microbulated,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Low,irregular,illdefined,low,malignant
five,Medium,irregular,speculated,low,benign
five,Medium,irregular,illdefined,low,benign
five,High,irregular,obscured,fatcontaining,benign
five,High,irregular,obscured,low,malignant
four,Medium,irregular,illdefined,low,benign
five,Medium,round,speculated,low,malignant
four,Medium,lobular,obscured,low,malignant
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,speculated,low,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
five,High,lobular,illdefined,low,malignant
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,speculated,low,benign
five,Medium,irregular,obscured,low,malignant
four,Medium,round,circumscribed,low,benign
five,High,round,speculated,low,malignant
four,Medium,round,obscured,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,oval,microbulated,low,benign
four,Medium,lobular,illdefined,low,benign
four,Medium,oval,illdefined,low,benign
four,Medium,irregular,illdefined,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,lobular,obscured,low,malignant
five,Medium,oval,illdefined,low,benign
five,High,irregular,illdefined,low,malignant
four,Medium,irregular,circumscribed,high,benign
four,Low,oval,circumscribed,low,benign
four,Medium,irregular,illdefined,low,benign
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,benign
five,Medium,irregular,speculated,low,malignant
four,Low,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Low,oval,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,oval,illdefined,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,oval,illdefined,low,benign
four,Medium,oval,illdefined,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,irregular,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Low,oval,circumscribed,low,malignant
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,irregular,obscured,low,benign
two,Medium,round,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,obscured,low,malignant
six,Medium,lobular,speculated,low,malignant
five,Medium,irregular,obscured,low,benign
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,oval,illdefined,low,benign
five,High,round,illdefined,low,malignant
five,Medium,irregular,obscured,low,malignant
five,Medium,lobular,obscured,low,malignant
four,Medium,round,microbulated,low,malignant
five,Medium,irregular,obscured,low,malignant
five,Medium,lobular,obscured,low,malignant
five,Medium,irregular,microbulated,low,malignant
five,Medium,round,circumscribed,low,malignant
four,Low,oval,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
five,Medium,irregular,obscured,low,malignant
five,Medium,irregular,circumscribed,high,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,obscured,low,malignant
five,Medium,round,illdefined,low,malignant
four,Medium,irregular,illdefined,low,benign
six,Medium,irregular,illdefined,low,malignant
four,High,irregular,illdefined,low,malignant
four,Low,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,lobular,illdefined,low,benign
four,Medium,oval,circumscribed,low,malignant
four,Medium,irregular,illdefined,iso,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,irregular,obscured,low,malignant
four,Medium,round,circumscribed,low,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,oval,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,obscured,low,malignant
four,Medium,round,circumscribed,low,benign
six,Medium,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,malignant
four,Low,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
four,Medium,oval,illdefined,low,malignant
five,Medium,irregular,speculated,low,malignant
four,Medium,irregular,speculated,low,benign
four,Medium,oval,obscured,iso,benign
four,Medium,oval,illdefined,iso,benign
six,Medium,irregular,illdefined,low,malignant
six,Medium,irregular,obscured,low,malignant
four,Medium,round,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,iso,benign
five,High,lobular,illdefined,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Low,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,lobular,circumscribed,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
four,Low,oval,circumscribed,low,benign
three,Medium,oval,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,oval,illdefined,low,malignant
four,Medium,irregular,illdefined,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,oval,illdefined,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
four,Low,oval,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,obscured,low,malignant
four,Medium,irregular,illdefined,low,benign
four,Medium,round,circumscribed,low,benign
four,Low,oval,circumscribed,low,benign
five,Medium,irregular,illdefined,iso,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,irregular,illdefined,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,obscured,low,malignant
four,Low,irregular,illdefined,low,benign
five,High,lobular,obscured,low,malignant
five,Medium,irregular,obscured,low,malignant
five,Medium,irregular,obscured,low,malignant
four,Medium,oval,circumscribed,iso,benign
five,Medium,irregular,obscured,low,malignant
four,Medium,irregular,obscured,low,malignant
four,Medium,lobular,obscured,low,benign
four,Medium,irregular,speculated,low,benign
five,Medium,oval,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
two,Low,oval,circumscribed,iso,benign
five,Medium,irregular,obscured,low,malignant
four,Medium,irregular,illdefined,low,benign
four,Medium,oval,illdefined,low,malignant
three,Medium,round,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
three,Low,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,oval,circumscribed,low,malignant
six,Medium,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,malignant
four,Medium,oval,circumscribed,iso,benign
four,Medium,lobular,obscured,low,malignant
four,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Medium,lobular,illdefined,low,benign
four,Medium,round,circumscribed,low,malignant
four,Medium,irregular,obscured,iso,malignant
four,Medium,lobular,illdefined,iso,benign
three,Medium,round,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,illdefined,iso,malignant
five,High,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
zero,Medium,irregular,obscured,low,malignant
five,Medium,irregular,obscured,low,malignant
five,High,irregular,illdefined,iso,malignant
four,Low,oval,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,oval,obscured,low,benign
five,Low,irregular,illdefined,iso,malignant
five,Medium,irregular,illdefined,iso,malignant
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,round,illdefined,low,benign
five,Medium,irregular,speculated,low,malignant
five,Medium,lobular,illdefined,low,malignant
five,Medium,lobular,microbulated,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Medium,irregular,illdefined,fatcontaining,malignant
four,Medium,lobular,microbulated,low,benign
four,Medium,round,illdefined,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,lobular,circumscribed,iso,benign
five,Medium,irregular,obscured,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,round,circumscribed,high,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
five,High,irregular,obscured,low,malignant
four,Low,round,circumscribed,low,benign
four,Medium,irregular,speculated,iso,malignant
five,High,irregular,illdefined,low,malignant
four,Medium,lobular,obscured,low,benign
six,Medium,irregular,obscured,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Medium,irregular,illdefined,iso,malignant
four,Medium,oval,microbulated,low,benign
four,Medium,oval,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,iso,benign
four,Low,round,circumscribed,low,benign
four,Medium,round,circumscribed,iso,benign
four,Medium,oval,circumscribed,low,benign
four,Low,lobular,circumscribed,low,benign
five,High,oval,circumscribed,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Low,oval,circumscribed,iso,benign
four,Medium,lobular,circumscribed,low,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,irregular,speculated,low,benign
four,Medium,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,oval,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Medium,irregular,illdefined,low,malignant
five,Medium,oval,speculated,low,malignant
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,obscured,low,malignant
four,Medium,irregular,microbulated,iso,malignant
five,Medium,irregular,illdefined,low,malignant
four,Low,irregular,illdefined,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
two,Low,round,circumscribed,low,benign
four,Low,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,oval,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Low,irregular,speculated,low,malignant
four,Medium,lobular,obscured,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,lobular,circumscribed,low,benign
three,Medium,oval,illdefined,low,benign
five,Medium,lobular,microbulated,low,malignant
four,Medium,irregular,illdefined,low,benign
four,Medium,irregular,speculated,low,malignant
five,Medium,irregular,illdefined,low,malignant
four,Low,round,circumscribed,low,benign
three,Medium,irregular,illdefined,low,malignant
four,Medium,oval,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,speculated,low,malignant
five,Medium,irregular,obscured,low,malignant
six,Medium,lobular,obscured,iso,malignant
five,Medium,lobular,microbulated,low,malignant
four,Medium,round,circumscribed,high,malignant
four,High,irregular,illdefined,low,malignant
zero,Medium,oval,illdefined,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,lobular,obscured,low,malignant
four,Medium,irregular,speculated,low,benign
five,Medium,irregular,obscured,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Medium,lobular,illdefined,low,malignant
four,Medium,lobular,illdefined,low,malignant
four,Medium,irregular,illdefined,low,malignant
four,Medium,round,circumscribed,low,benign
five,Medium,irregular,illdefined,low,malignant
four,Medium,irregular,speculated,low,malignant
four,Medium,round,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,lobular,obscured,low,malignant
four,Medium,irregular,speculated,low,malignant
four,Medium,round,circumscribed,low,benign
four,High,irregular,speculated,low,malignant
four,Low,round,circumscribed,low,benign
four,Medium,irregular,speculated,low,malignant
four,Medium,irregular,illdefined,low,benign
four,Medium,lobular,circumscribed,low,malignant
four,Medium,irregular,speculated,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,lobular,illdefined,low,malignant
four,Low,oval,illdefined,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,irregular,illdefined,low,malignant
four,Low,oval,circumscribed,low,benign
four,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
five,Medium,lobular,microbulated,low,malignant
four,Low,round,circumscribed,low,benign
five,Medium,irregular,obscured,low,malignant
four,Low,round,circumscribed,low,benign
four,Medium,irregular,obscured,low,benign
four,Medium,irregular,obscured,low,malignant
four,Medium,oval,circumscribed,iso,benign
four,Medium,oval,circumscribed,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,round,circumscribed,low,malignant
four,Medium,lobular,obscured,low,benign
four,Medium,irregular,illdefined,low,benign
four,Medium,round,circumscribed,low,benign
four,Medium,oval,illdefined,low,benign
four,Medium,irregular,illdefined,low,malignant
four,Medium,irregular,obscured,low,benign
five,Medium,lobular,illdefined,low,malignant
four,Medium,round,circumscribed,high,benign
five,Medium,round,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Medium,oval,illdefined,low,benign
four,Medium,irregular,speculated,low,benign
four,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
zero,Medium,irregular,illdefined,low,malignant
five,Medium,irregular,speculated,low,malignant
four,Medium,irregular,illdefined,low,malignant
four,Medium,oval,illdefined,low,benign
four,Low,oval,circumscribed,low,benign
four,Medium,irregular,illdefined,low,malignant
four,Medium,oval,circumscribed,low,benign
four,Medium,irregular,speculated,low,malignant
four,Medium,irregular,speculated,low,benign
five,Medium,irregular,speculated,low,malignant
four,Medium,lobular,obscured,low,benign