Question
use the house-votes-84.data data set provided with this problem set. Each row of the provided data file corresponds to a single observation of a voting
use the house-votes-84.data data set provided with this problem set. Each row of the provided data file corresponds to a single observation of a voting record for a congressperson: the first entry is party affiliation and the remaining entries correspond to votes on different legislation with question marks denoting missing data.
1. Using the first three features and the first 300 data observations only, fit a Bayesian network to this data using the EM algorithm for each of the eight possible complete DAGs over three variables.
2. Do different runs of the EM algorithm produce different models?
3. Evaluate your eight models, on the data that was not used for training, for the task of predicting party affiliation given the values of the other two features. Is the prediction highly dependent on the model that was fit? No python or Matlab, mathematical solve required
house-votes-84.data republican,n,y,n,y,y,y,n,n,n,y,?,y,y,y,n,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,? democrat,?,y,y,?,y,y,n,n,n,n,y,n,y,y,n,n democrat,n,y,y,n,?,y,n,n,n,n,y,n,y,n,n,y democrat,y,y,y,n,y,y,n,n,n,n,y,?,y,y,y,y democrat,n,y,y,n,y,y,n,n,n,n,n,n,y,y,y,y democrat,n,y,n,y,y,y,n,n,n,n,n,n,?,y,y,y republican,n,y,n,y,y,y,n,n,n,n,n,n,y,y,?,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,y democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,?,? republican,n,y,n,y,y,n,n,n,n,n,?,?,y,y,n,n republican,n,y,n,y,y,y,n,n,n,n,y,?,y,y,?,? democrat,n,y,y,n,n,n,y,y,y,n,n,n,y,n,?,? democrat,y,y,y,n,n,y,y,y,?,y,y,?,n,n,y,? republican,n,y,n,y,y,y,n,n,n,n,n,y,?,?,n,? republican,n,y,n,y,y,y,n,n,n,y,n,y,y,?,n,? democrat,y,n,y,n,n,y,n,y,?,y,y,y,?,n,n,y democrat,y,?,y,n,n,n,y,y,y,n,n,n,y,n,y,y republican,n,y,n,y,y,y,n,n,n,n,n,?,y,y,n,n democrat,y,y,y,n,n,n,y,y,y,n,y,n,n,n,y,y democrat,y,y,y,n,n,?,y,y,n,n,y,n,n,n,y,y democrat,y,y,y,n,n,n,y,y,y,n,n,n,?,?,y,y democrat,y,?,y,n,n,n,y,y,y,n,n,?,n,n,y,y democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,y,y democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,? democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,y,y democrat,y,n,y,n,n,n,y,y,y,n,y,n,n,n,y,y democrat,y,y,y,n,n,n,y,y,y,n,y,n,n,n,y,y republican,y,n,n,y,y,n,y,y,y,n,n,y,y,y,n,y democrat,y,y,y,n,n,n,y,y,y,n,y,n,n,n,y,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,n democrat,y,y,y,n,n,n,y,y,y,n,y,n,n,n,y,? democrat,y,y,y,n,n,n,y,y,y,y,n,n,y,n,y,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,y democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,y,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,n republican,y,?,n,y,y,y,n,n,n,y,n,y,?,y,n,y republican,y,y,n,y,y,y,n,n,n,n,n,n,y,y,n,y republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,n democrat,y,n,y,n,n,n,y,y,y,y,y,n,y,n,y,y democrat,y,y,y,n,n,n,y,y,y,n,?,n,n,n,n,? democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,y,? democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,n,y democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,y democrat,y,y,y,n,n,n,y,y,y,n,y,n,n,n,n,? democrat,y,y,y,n,n,n,y,y,?,n,y,n,n,n,y,? democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,n,y democrat,y,n,y,n,n,n,y,y,?,n,n,n,n,n,n,? democrat,y,y,y,n,n,n,y,y,n,n,n,n,n,y,n,y republican,n,?,n,y,y,y,n,n,n,n,n,y,y,y,n,n democrat,y,y,y,n,n,n,y,y,y,n,y,n,n,n,y,y republican,n,y,n,y,y,y,n,?,n,n,n,y,y,y,n,y democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,?,? republican,y,y,n,y,y,y,n,n,n,y,n,y,y,y,n,n democrat,y,y,y,n,n,y,?,y,n,n,y,y,n,y,n,? republican,n,y,n,y,y,y,n,n,n,y,y,y,y,y,n,n republican,n,y,n,y,y,y,n,n,n,y,y,y,y,y,n,y republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,y republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,y republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,? democrat,y,y,y,n,n,?,y,y,y,y,n,n,n,n,y,? republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,n democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,n,? democrat,y,y,y,n,n,n,y,y,y,n,y,n,n,n,n,y democrat,y,y,y,n,n,n,y,y,y,n,y,?,n,n,n,y republican,y,y,n,y,y,y,y,n,n,n,n,y,y,y,n,y republican,n,y,n,y,y,y,y,n,n,n,y,y,y,y,n,y republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,n democrat,y,?,y,n,n,n,y,y,y,n,n,n,y,n,y,y democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,y,y democrat,y,n,y,n,n,n,y,y,y,n,n,n,y,n,y,? republican,y,y,y,y,n,n,y,y,y,y,y,n,n,y,n,y democrat,y,y,y,n,n,n,y,y,y,n,y,n,n,n,y,? republican,y,n,y,y,y,n,y,n,y,y,n,n,y,y,n,y democrat,y,n,y,n,n,y,y,y,y,y,y,n,n,y,y,y democrat,n,y,y,y,y,y,n,n,n,y,y,n,y,y,n,n democrat,n,y,y,n,y,y,n,n,n,y,y,y,y,y,n,? democrat,n,y,y,y,y,y,n,y,y,y,y,y,y,y,n,y democrat,y,y,y,n,y,y,n,n,n,y,y,n,y,y,n,y republican,n,n,n,y,y,n,n,n,n,y,n,y,y,y,n,n democrat,y,n,y,n,n,y,y,y,y,y,n,y,n,y,n,? democrat,y,n,y,n,n,n,y,y,?,y,y,y,n,y,n,y republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,n,y republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,n republican,n,?,n,y,y,y,n,n,n,y,n,y,y,y,n,n democrat,n,n,y,n,y,y,n,n,n,y,y,y,y,y,n,y republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,n,n republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,n democrat,n,y,y,n,y,y,y,n,y,y,y,n,y,y,n,y republican,n,n,n,y,y,y,n,n,n,y,n,?,y,y,n,? democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,y,y democrat,y,n,y,n,n,n,y,y,y,y,y,n,n,n,y,y democrat,y,y,y,n,n,n,y,y,n,y,y,n,n,?,y,y democrat,y,n,y,n,n,n,y,n,y,y,y,n,n,n,y,y democrat,y,n,y,n,y,y,n,n,n,n,n,n,n,n,n,y democrat,y,n,y,n,y,y,n,?,?,n,y,?,?,?,y,y democrat,n,n,?,n,y,y,n,n,n,n,y,y,y,y,n,y democrat,y,n,n,n,y,y,y,n,n,y,y,n,n,y,n,y democrat,y,y,y,n,n,y,y,y,y,y,n,n,n,n,n,y republican,n,n,n,y,y,y,n,n,n,y,?,y,y,y,n,n democrat,y,n,n,n,y,y,n,n,n,n,y,y,n,y,n,y democrat,y,n,y,n,y,y,y,n,n,n,y,n,n,y,n,y democrat,y,n,y,n,y,y,y,n,?,n,y,n,y,y,y,? democrat,y,n,n,n,y,y,?,n,?,n,n,n,n,y,?,n democrat,?,?,?,?,n,y,y,y,y,y,?,n,y,y,n,? democrat,y,y,y,n,n,n,n,y,y,n,y,n,n,n,y,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,y republican,n,?,?,?,?,?,?,?,?,?,?,?,?,y,?,? democrat,y,?,y,n,n,n,y,y,y,n,n,n,n,n,y,? democrat,y,?,y,n,n,n,y,y,y,n,n,n,n,n,y,? democrat,n,n,y,n,n,n,y,y,y,y,n,n,n,n,y,y republican,n,?,n,y,y,y,n,n,n,y,n,y,y,y,n,y democrat,n,?,y,n,n,y,y,y,n,y,n,n,n,n,y,? republican,n,?,n,y,y,y,n,n,n,y,n,y,y,y,n,n democrat,y,?,y,n,n,n,y,y,y,n,n,n,n,n,y,? democrat,n,?,y,n,?,?,y,y,y,y,?,?,n,n,y,y democrat,y,n,y,n,n,n,y,y,y,n,y,n,n,n,y,y republican,y,y,y,y,y,n,y,n,n,n,n,y,y,y,n,y democrat,n,y,y,n,n,n,n,y,y,y,y,n,n,n,y,y republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,n republican,n,?,?,y,y,y,n,n,n,y,n,y,y,y,?,y republican,n,?,n,y,y,y,n,n,n,y,n,y,y,y,n,y republican,n,n,n,y,y,y,n,n,n,y,n,y,n,y,n,y republican,y,?,n,y,y,y,n,y,n,n,n,y,y,y,n,y democrat,n,?,y,n,n,n,y,y,y,n,n,n,n,n,y,y republican,n,?,n,y,y,y,n,n,n,y,n,y,y,y,n,y republican,n,?,n,y,y,y,n,n,n,n,n,y,y,y,n,n democrat,n,?,y,n,n,n,y,y,y,y,y,n,n,y,y,y democrat,n,?,y,n,n,y,n,y,n,y,y,n,n,n,y,y democrat,?,?,y,n,n,n,y,y,?,n,?,?,?,?,?,? democrat,y,?,y,n,?,?,y,y,y,n,n,n,n,n,y,? democrat,n,n,y,n,n,y,n,y,y,y,n,n,n,y,n,y republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,n,? republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,n,y republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,? republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,n,n republican,n,y,n,y,y,y,n,n,n,y,y,y,y,n,n,y democrat,n,?,y,n,n,y,y,y,y,y,n,n,n,y,y,y democrat,n,n,y,n,n,y,y,y,y,y,n,n,n,y,n,y democrat,y,n,y,n,n,y,y,y,y,n,n,n,n,n,y,y republican,n,n,n,y,n,n,y,y,y,y,n,n,y,y,n,y republican,n,n,n,y,y,y,y,y,y,y,n,y,y,y,?,y republican,n,n,n,y,y,y,y,y,y,y,n,y,y,y,n,y democrat,?,y,n,n,n,n,y,y,y,y,y,n,n,y,y,y democrat,n,?,n,n,n,y,y,y,y,y,n,n,n,y,n,? democrat,n,n,y,n,n,y,y,y,y,y,n,n,n,y,?,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,y democrat,n,n,n,n,n,n,y,y,y,y,n,y,y,y,y,y republican,n,y,n,y,y,y,n,n,n,y,y,y,y,y,n,y democrat,n,n,y,n,n,n,y,y,y,y,n,n,y,n,y,y republican,y,y,n,y,y,y,n,n,n,y,n,y,y,y,n,y democrat,y,y,?,y,y,y,n,n,y,n,y,?,y,y,n,n democrat,n,y,y,n,n,y,n,y,y,y,y,n,y,n,y,y democrat,n,n,y,n,n,y,y,y,y,y,y,n,y,y,n,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,n republican,y,y,n,y,y,y,n,?,n,n,y,y,y,y,n,n republican,y,y,n,y,y,y,y,n,n,n,n,y,y,y,n,n democrat,n,y,y,n,n,y,n,y,y,n,y,n,?,?,?,? republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,n democrat,n,y,y,n,?,y,y,y,y,y,y,n,n,?,n,? democrat,n,y,n,n,y,y,n,n,n,n,n,y,y,y,y,y democrat,n,n,n,n,y,y,y,n,n,n,n,y,y,y,n,y democrat,n,y,y,n,y,y,y,n,n,n,y,y,y,y,n,y republican,n,y,n,y,y,y,y,n,n,n,n,y,y,y,n,y democrat,y,y,n,n,y,y,n,n,n,y,y,y,y,y,n,? democrat,n,y,y,n,n,y,y,y,y,y,y,n,y,n,y,? republican,y,n,y,y,y,y,y,y,n,y,n,y,n,y,y,y republican,y,n,y,y,y,y,y,y,n,y,y,y,n,y,y,y democrat,n,n,y,y,y,y,n,n,y,n,n,n,y,y,y,? democrat,y,n,y,n,n,n,y,y,y,y,y,n,n,y,n,y democrat,y,n,y,n,n,n,?,y,y,?,n,n,n,n,y,? republican,n,?,n,y,y,y,n,n,n,y,n,y,y,y,n,y democrat,n,y,y,n,n,n,y,y,y,y,n,n,?,n,y,y democrat,n,n,n,n,y,y,n,n,n,y,y,y,y,y,n,y democrat,y,?,y,n,n,n,y,y,y,n,n,n,n,n,y,? democrat,n,y,y,n,n,n,y,y,y,y,n,n,n,n,y,y republican,n,n,y,y,n,n,y,y,y,y,n,n,n,y,y,y democrat,n,n,y,n,n,n,y,y,y,y,y,?,n,n,y,y democrat,?,n,y,n,n,n,y,y,y,y,y,?,n,n,y,? democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,y,y democrat,?,?,y,n,n,n,y,y,y,?,?,n,n,n,?,? democrat,n,n,y,n,n,n,y,y,y,y,y,n,n,n,y,y democrat,y,?,y,n,n,n,y,y,y,n,n,n,n,n,y,y democrat,?,?,?,?,?,?,?,?,y,?,?,?,?,?,?,? democrat,n,n,y,n,n,n,y,y,y,y,y,n,n,n,y,y democrat,y,n,y,n,n,n,y,y,y,y,n,?,n,n,y,y democrat,n,y,y,n,n,n,y,y,y,y,y,n,n,n,y,y democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,? republican,y,?,n,y,y,y,y,y,n,n,n,y,?,y,?,? democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,y republican,n,?,n,y,y,y,n,n,n,n,n,y,y,y,n,? republican,n,y,n,y,y,y,n,?,n,y,n,y,y,y,n,? democrat,n,n,n,n,n,y,y,y,y,n,y,n,n,y,y,y democrat,n,n,y,n,n,n,y,y,y,n,n,n,n,n,y,y democrat,n,n,y,n,n,y,y,?,y,y,y,n,n,n,y,y republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,? democrat,n,n,y,n,n,y,y,y,y,n,y,y,n,y,y,? republican,n,?,y,y,y,y,n,n,n,y,n,n,n,y,n,y democrat,n,n,y,n,n,n,y,y,y,y,y,n,?,n,y,? democrat,y,y,n,n,n,n,y,y,?,n,y,n,n,n,y,? democrat,n,n,y,n,n,n,y,y,y,n,n,n,n,y,y,y democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,y,y democrat,y,n,y,n,n,y,y,y,y,y,y,n,n,n,y,y democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,y,y republican,n,n,y,y,y,y,y,n,n,n,n,y,y,y,n,y democrat,n,n,y,n,n,y,y,y,y,y,n,y,n,n,n,y republican,n,n,n,y,y,y,n,n,n,y,n,y,n,y,n,y republican,y,?,n,y,y,y,y,n,n,y,n,y,y,y,n,y democrat,n,n,y,n,n,n,y,y,y,n,n,?,n,n,y,y democrat,y,y,y,n,n,n,y,y,y,y,y,n,n,n,n,y democrat,n,n,y,n,n,y,y,y,y,n,n,n,n,n,y,y republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,y democrat,n,n,y,n,n,n,y,y,y,n,y,n,n,n,y,y democrat,n,y,y,n,n,y,n,y,y,n,y,n,y,n,y,y republican,y,y,n,y,y,y,n,n,n,y,n,y,y,y,n,y democrat,n,y,y,y,y,y,n,n,n,y,y,y,y,y,y,? democrat,y,y,y,n,y,y,n,n,?,y,n,n,n,y,y,? republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,n democrat,y,?,y,n,n,n,y,y,y,n,?,n,n,n,y,? democrat,n,y,y,n,n,n,n,y,y,n,y,n,n,y,y,y democrat,n,n,y,n,n,n,y,y,y,n,n,n,n,n,y,? democrat,n,y,y,n,y,y,n,n,n,n,y,n,n,n,y,? democrat,y,n,y,n,n,n,y,y,y,n,y,n,n,n,y,? republican,n,n,n,y,y,n,n,n,n,n,n,y,y,y,n,y republican,n,y,n,y,y,y,n,n,n,y,n,?,y,y,n,n republican,n,?,n,y,y,y,n,n,n,n,n,y,y,y,n,y democrat,n,n,y,n,n,y,y,y,y,n,y,n,n,y,y,y democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,?,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,?,n,y republican,n,y,y,y,y,y,y,n,y,y,n,y,y,y,n,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,y republican,n,y,n,y,y,y,n,n,y,y,n,y,y,y,n,y democrat,n,y,y,n,n,n,y,y,n,n,y,n,n,n,y,? republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,y democrat,n,n,y,n,n,y,y,y,y,y,n,y,n,y,y,? republican,n,n,n,y,y,y,n,n,n,y,n,y,n,y,n,y democrat,n,n,y,n,n,n,y,y,y,n,n,n,n,n,y,y democrat,y,n,y,n,n,y,y,y,n,n,n,y,y,n,n,y democrat,y,y,y,n,n,n,y,y,?,y,n,n,n,n,y,? republican,n,n,n,y,y,y,y,n,n,y,n,n,n,y,y,y republican,n,n,n,y,n,y,y,?,y,n,n,y,y,y,n,y democrat,y,n,y,n,n,n,y,y,y,y,y,n,n,y,y,y republican,n,n,n,n,y,y,y,n,n,n,n,?,n,y,y,y democrat,n,y,y,n,n,n,y,y,?,y,n,n,y,n,y,y democrat,y,n,y,n,n,n,n,y,y,y,n,n,n,n,y,y democrat,y,n,y,n,n,n,y,y,y,y,y,n,n,n,y,y democrat,n,n,y,n,y,n,y,y,y,n,n,n,n,y,?,y republican,n,y,n,y,y,y,?,n,n,n,n,?,y,y,n,n republican,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,? democrat,y,n,y,n,n,n,y,y,?,n,y,n,n,n,y,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,n republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,n democrat,y,y,y,n,n,y,y,y,y,n,n,n,n,n,y,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,y democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,n,y democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,y,y,y republican,n,n,n,y,y,n,n,n,n,n,n,y,n,y,n,n republican,n,n,n,y,y,n,n,n,n,n,n,y,n,y,?,y democrat,n,n,y,n,n,n,y,y,y,n,y,n,n,n,y,y democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,n,y democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,n,y democrat,y,n,y,n,n,?,y,y,y,n,?,?,n,?,?,? democrat,y,n,y,n,n,n,y,y,y,y,n,n,?,n,y,y democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,? democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,? democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,n,y republican,n,n,n,y,y,y,n,n,n,y,n,y,n,y,n,y republican,y,n,n,n,n,n,y,y,y,y,n,n,n,y,n,y democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,? democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,n,y democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,y,y democrat,n,y,y,n,n,y,y,y,y,n,?,n,n,n,n,y democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,y,? republican,n,n,n,y,y,n,y,y,n,y,n,y,y,y,?,y republican,y,n,n,y,y,n,y,n,n,y,n,n,n,y,y,y democrat,n,n,y,n,y,y,n,n,n,n,?,n,y,y,n,n republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,y,n republican,n,n,y,y,y,y,y,y,n,y,n,n,n,y,n,y republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,y republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,n,n democrat,n,n,y,n,n,n,y,y,y,y,n,n,n,y,n,y republican,y,n,y,y,y,y,y,y,n,n,n,n,n,y,n,? republican,y,n,n,y,y,y,n,n,n,y,n,?,y,y,n,n republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,y democrat,n,n,y,n,n,y,y,y,y,y,y,n,n,n,?,y democrat,n,n,y,n,n,y,y,y,y,y,y,n,n,n,y,y democrat,n,n,y,n,n,y,?,y,?,y,y,y,n,y,y,? democrat,y,y,y,?,n,y,y,y,y,n,y,n,y,n,?,y democrat,y,y,y,n,y,y,n,y,n,y,y,n,y,y,y,y democrat,y,y,y,n,y,y,n,y,n,y,y,n,y,y,n,? democrat,y,n,y,n,?,y,?,y,y,y,n,n,y,y,n,y democrat,y,n,y,n,n,y,y,y,y,y,n,?,n,y,n,y democrat,y,n,y,n,n,y,y,y,n,y,y,n,y,y,y,y democrat,y,y,y,n,n,y,y,y,y,y,y,n,y,y,y,y democrat,n,y,y,n,n,y,y,y,n,y,y,n,y,y,n,? republican,n,y,n,y,y,y,?,?,n,y,n,y,?,?,?,? republican,n,n,y,y,y,y,n,n,n,y,n,y,y,y,y,y democrat,y,y,y,n,n,y,y,y,y,y,n,n,?,n,y,? democrat,n,y,n,n,n,n,y,y,y,y,y,n,n,n,y,y democrat,n,y,y,n,n,y,y,y,y,y,n,n,y,y,y,y republican,n,n,n,y,y,n,y,y,y,y,n,y,y,y,n,y democrat,n,n,?,n,n,y,y,y,y,n,n,n,n,n,y,y republican,n,n,n,y,y,y,y,n,n,y,n,y,y,y,n,y republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,n republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,? republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,n,n republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,n democrat,y,n,y,n,n,y,y,y,y,n,n,n,n,y,n,? republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,n,n democrat,y,n,n,n,n,y,y,y,y,y,n,n,n,y,y,y republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,y,n democrat,n,n,y,n,n,y,y,y,y,y,n,n,y,n,n,y democrat,y,y,y,n,n,n,y,y,y,y,n,n,n,n,y,y republican,n,y,y,y,y,y,n,n,n,y,n,y,y,y,n,y republican,n,y,n,y,y,y,y,y,n,n,y,y,y,y,y,y republican,n,y,y,y,y,y,y,?,n,n,n,n,?,?,y,? democrat,n,n,n,n,n,y,n,y,y,n,y,y,y,y,y,n democrat,y,n,n,n,n,n,y,y,y,y,n,n,n,n,y,y democrat,n,n,y,n,n,n,y,y,y,n,n,n,n,n,y,? democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,? democrat,n,y,y,n,n,y,n,y,y,y,n,n,y,y,n,y democrat,y,y,y,n,n,n,y,y,y,y,n,n,y,n,n,y democrat,y,y,y,n,?,y,n,?,n,n,y,n,y,y,n,? democrat,y,y,y,n,y,y,n,y,?,y,n,n,y,y,n,? republican,n,y,n,y,y,y,n,n,n,n,y,y,y,y,n,n democrat,n,y,n,n,y,y,n,n,?,n,n,y,y,y,n,y democrat,y,y,n,y,n,n,y,y,y,n,y,n,n,y,n,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,y democrat,y,y,y,n,n,n,y,y,y,n,y,n,n,n,n,y democrat,y,?,y,n,n,y,y,y,y,y,n,n,n,n,y,? republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,n democrat,y,?,y,n,n,n,y,y,y,n,n,n,n,n,y,? democrat,y,n,y,n,n,n,y,y,y,n,y,n,n,n,y,? democrat,n,n,y,n,n,n,y,y,y,n,n,n,n,n,y,y democrat,n,y,y,n,n,y,y,y,?,n,y,y,n,n,y,y republican,n,n,n,y,y,y,n,n,n,y,y,y,y,y,n,? democrat,n,n,y,n,n,y,y,y,n,n,y,n,n,y,?,y democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,y democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,y,y,y republican,y,n,n,y,y,y,n,n,n,n,y,y,y,y,n,n republican,n,n,n,y,y,y,n,n,n,y,y,y,n,y,n,y democrat,n,?,y,?,n,y,y,y,y,y,y,n,?,?,y,y democrat,n,y,y,n,y,?,y,n,n,y,y,n,y,n,y,y republican,n,n,n,y,y,n,y,n,y,y,n,n,n,y,n,y democrat,n,n,y,n,n,n,y,y,y,y,y,n,n,n,y,y republican,n,n,n,y,y,y,y,n,n,y,n,y,n,y,y,y republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,n,y republican,y,n,n,y,y,y,n,n,n,y,n,y,y,y,n,n democrat,y,n,y,n,n,n,y,y,y,y,n,y,n,n,y,? republican,n,y,y,y,y,y,y,y,y,n,n,y,y,y,n,y democrat,n,y,n,n,n,y,y,n,y,n,y,n,n,n,y,y republican,n,n,y,y,y,y,y,y,y,y,n,y,y,y,y,y democrat,n,y,n,y,n,y,y,y,y,n,y,n,y,n,y,? republican,n,n,y,y,y,y,y,n,n,y,y,y,y,y,n,y democrat,n,y,y,n,n,y,y,y,y,y,n,?,n,n,y,y republican,y,n,y,y,n,n,n,y,y,y,n,n,n,y,y,y republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,n republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,n democrat,y,y,y,n,n,y,y,y,y,y,y,y,y,y,n,? republican,n,n,n,y,y,y,n,n,n,y,?,y,y,y,n,y democrat,y,n,y,n,n,y,y,y,y,y,n,n,y,n,n,y democrat,y,n,y,n,y,y,y,n,y,y,n,n,y,y,n,? democrat,y,y,y,n,n,y,y,y,y,y,y,y,y,n,n,y republican,y,y,n,y,y,y,n,n,n,y,y,n,y,n,n,n republican,y,y,n,y,y,y,n,n,n,n,y,n,y,y,n,y democrat,n,y,n,n,y,y,n,n,n,y,y,n,y,y,n,n democrat,y,n,y,n,n,n,y,y,n,y,y,n,n,n,n,? democrat,y,y,y,n,y,y,y,y,n,y,y,n,n,n,y,? democrat,n,y,y,n,n,y,y,y,n,y,n,n,n,n,y,y republican,n,y,n,y,y,y,n,n,n,n,n,n,y,y,n,y democrat,y,y,y,n,?,y,y,y,n,y,?,?,n,n,y,y democrat,y,y,y,n,?,n,y,y,y,y,n,n,n,n,y,? democrat,n,y,y,y,y,y,n,n,n,n,y,y,?,y,n,n democrat,n,y,y,?,y,y,n,y,n,y,?,n,y,y,?,y republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,y democrat,n,y,n,y,y,y,n,n,n,n,y,y,n,y,n,n democrat,y,?,y,n,n,n,y,y,y,n,y,n,n,n,y,y republican,n,y,n,y,y,y,?,?,n,n,?,?,y,?,?,? republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,y republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,y democrat,y,y,y,n,n,y,?,y,y,n,y,n,y,n,y,y democrat,y,y,y,n,y,y,y,y,y,y,y,n,y,y,n,? democrat,y,y,n,y,y,y,n,n,n,n,y,n,y,y,n,? democrat,y,y,y,n,y,y,n,y,y,y,y,n,n,n,n,y democrat,y,y,y,y,y,y,n,n,n,n,y,y,y,y,n,y democrat,y,y,n,n,y,y,n,n,n,n,y,y,y,y,y,n democrat,n,?,y,n,y,y,n,y,n,n,y,n,n,n,n,? democrat,y,y,y,n,y,y,n,y,y,n,y,n,n,y,n,? democrat,n,y,y,y,y,y,n,n,n,n,n,y,y,y,n,? democrat,y,n,y,n,n,n,y,y,y,?,y,n,n,n,y,? democrat,?,?,n,n,?,y,?,n,n,n,y,y,n,y,n,? democrat,y,y,n,n,n,n,n,y,y,n,y,n,n,n,y,n republican,y,y,n,y,y,y,n,n,n,n,y,y,y,y,n,y republican,?,?,?,?,n,y,n,y,y,n,n,y,y,n,n,? democrat,y,y,?,?,?,y,n,n,n,n,y,n,y,n,n,y democrat,y,y,y,?,n,n,n,y,n,n,y,?,n,n,y,y democrat,y,y,y,n,y,y,n,y,n,n,y,n,y,n,y,y democrat,y,y,n,n,y,?,n,n,n,n,y,n,y,y,n,y democrat,n,y,y,n,y,y,n,y,n,n,n,n,n,n,n,y republican,n,y,n,y,?,y,n,n,n,y,n,y,y,y,n,n republican,n,y,n,y,y,y,n,?,n,n,?,?,?,y,n,? republican,n,y,n,y,y,y,n,n,n,y,y,y,y,y,n,n republican,?,n,y,y,n,y,y,y,y,y,n,y,n,y,n,y republican,n,y,n,y,y,y,n,n,n,y,n,y,?,y,n,n republican,y,y,n,y,y,y,n,n,n,y,n,y,y,y,n,y republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,y democrat,y,n,y,n,y,y,n,n,y,y,n,n,y,y,n,y democrat,n,n,n,y,y,y,n,n,n,n,y,y,y,y,n,n democrat,y,n,y,n,n,y,y,y,y,n,n,y,?,y,y,y republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,n republican,n,n,n,y,y,y,n,n,n,n,y,y,y,y,n,y democrat,y,n,y,n,n,y,y,y,y,y,y,n,n,n,n,y republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,n,y republican,y,y,y,y,y,y,y,y,n,y,?,?,?,y,n,y democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,n,y democrat,n,y,y,n,n,y,y,y,?,y,n,n,n,n,n,y republican,y,y,n,y,y,y,n,n,n,y,n,n,y,y,n,y democrat,y,y,y,n,n,n,y,y,y,y,y,n,y,n,n,y democrat,y,y,y,n,n,n,y,y,n,y,n,n,n,n,n,y democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,n,y republican,y,y,y,y,y,y,y,y,n,y,n,n,y,y,n,y democrat,n,y,y,n,y,y,y,y,n,n,y,n,y,n,y,y democrat,n,n,y,n,n,y,y,y,y,n,y,n,n,n,y,y democrat,n,y,y,n,n,y,y,y,y,n,y,n,n,y,y,y democrat,n,y,y,n,n,?,y,y,y,y,y,n,?,y,y,y democrat,n,n,y,n,n,n,y,y,n,y,y,n,n,n,y,? democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,y,y republican,n,n,n,y,y,y,y,y,n,y,n,y,y,y,n,y democrat,?,?,?,n,n,n,y,y,y,y,n,n,y,n,y,y democrat,y,n,y,n,?,n,y,y,y,y,n,y,n,?,y,y republican,n,n,y,y,y,y,n,n,y,y,n,y,y,y,n,y democrat,n,n,y,n,n,n,y,y,y,y,n,n,n,n,n,y republican,n,?,n,y,y,y,n,n,n,n,y,y,y,y,n,y republican,n,n,n,y,y,y,?,?,?,?,n,y,y,y,n,y republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,?,n
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