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Table 2 
Data set specifications after preprocessing.
  WALSAutotyp
L (# of languages) 2,607 1,063 
K (# of linguistic parameters) 50 or 100 
M (# of model parameters of W, Θ~, and Θ) 760 958 
N (# of discrete features) 152 372 
  
# of binary features 14 229 
# of categorical features 138 118 
# of count features 25 
  
Proportion of items present in the language–feature matrix (%) 19.98 21.54 
  
# of phylogenetic neighbors on average 30.77 7.43 
# of spatial neighbors on average 89.10 38.53 
  WALSAutotyp
L (# of languages) 2,607 1,063 
K (# of linguistic parameters) 50 or 100 
M (# of model parameters of W, Θ~, and Θ) 760 958 
N (# of discrete features) 152 372 
  
# of binary features 14 229 
# of categorical features 138 118 
# of count features 25 
  
Proportion of items present in the language–feature matrix (%) 19.98 21.54 
  
# of phylogenetic neighbors on average 30.77 7.43 
# of spatial neighbors on average 89.10 38.53 
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