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  1. Error in svd(shape.o, nu = 0) : infinite or missing values in 'x'
  2.      
  3. > str(data_scaled[data_subset, model_variables])
  4. 'data.frame':   21304 obs. of  12 variables:
  5.  $ PROD_ALL_OR_NOTHING_PERC: num  -0.064 -0.064 -0.064 -0.064 0.141 ...
  6.  $ PROD_CASH_3_PERC        : num  -0.212 -0.212 -0.212 1.303 0.686 ...
  7.  $ PROD_CASH_4_PERC        : num  -0.18 -0.18 -0.18 1.09 8.75 ...
  8.  $ PROD_EINSTANTS_PERC     : num  -0.502 0.68 2.329 -0.582 -0.582 ...
  9.  $ PROD_FANTASY_5_PERC     : num  -0.6517 -0.5562 -0.4928 0.0267 -0.6517 ...
  10.  $ PROD_GEORGIA_5_PERC     : num  -0.0563 -0.0563 -0.0563 -0.0563 6.3148 ...
  11.  $ PROD_KENO_PERC          : num  2.208 1.125 -0.664 0.624 -0.664 ...
  12.  $ PROD_MEGA_MILLION_PERC  : num  -0.687 -0.687 -0.687 -0.523 -0.687 ...
  13.  $ PROD_POWERBALL_PERC     : num  -0.886 -0.886 -0.514 -0.682 -0.886 ...
  14.  $ AVG_WAGER               : num  -0.136 -0.422 -0.416 -0.467 -0.582 ...
  15.  $ DEPOSIT_AMOUNT          : num  0.3984 0.0928 -0.1745 0.8043 1.2674 ...
  16.  $ DEPOSIT_NUM             : num  0.485 0.955 -0.22 1.659 3.773 ...
  17.  
  18. > summary(data_scaled[data_subset, model_variables])
  19.  PROD_ALL_OR_NOTHING_PERC PROD_CASH_3_PERC  PROD_CASH_4_PERC  PROD_EINSTANTS_PERC PROD_FANTASY_5_PERC
  20.  Min.   :-0.06402         Min.   :-0.2122   Min.   :-0.1801   Min.   :-0.5819     Min.   :-0.6517    
  21.  1st Qu.:-0.06402         1st Qu.:-0.2122   1st Qu.:-0.1801   1st Qu.:-0.5819     1st Qu.:-0.6517    
  22.  Median :-0.06402         Median :-0.2122   Median :-0.1801   Median :-0.5819     Median :-0.5146    
  23.  Mean   : 0.00000         Mean   : 0.0000   Mean   : 0.0000   Mean   : 0.0000     Mean   : 0.0000    
  24.  3rd Qu.:-0.06402         3rd Qu.:-0.2122   3rd Qu.:-0.1801   3rd Qu.: 0.1934     3rd Qu.: 0.3021    
  25.  Max.   :33.08348         Max.   : 7.3222   Max.   :11.5193   Max.   : 2.8354     Max.   : 3.6404    
  26.  PROD_GEORGIA_5_PERC PROD_KENO_PERC    PROD_MEGA_MILLION_PERC PROD_POWERBALL_PERC   AVG_WAGER      
  27.  Min.   :-0.05627    Min.   :-0.6644   Min.   :-0.6873        Min.   :-0.8861     Min.   :-0.62837  
  28.  1st Qu.:-0.05627    1st Qu.:-0.6644   1st Qu.:-0.6873        1st Qu.:-0.8861     1st Qu.:-0.45222  
  29.  Median :-0.05627    Median :-0.6644   Median :-0.4302        Median :-0.4078     Median :-0.29270  
  30.  Mean   : 0.00000    Mean   : 0.0000   Mean   : 0.0000        Mean   : 0.0000     Mean   : 0.00000  
  31.  3rd Qu.:-0.05627    3rd Qu.: 0.4445   3rd Qu.: 0.3513        3rd Qu.: 0.6892     3rd Qu.: 0.07956  
  32.  Max.   :60.46933    Max.   : 2.2766   Max.   : 4.3167        Max.   : 2.4615     Max.   :31.21876  
  33.  DEPOSIT_AMOUNT     DEPOSIT_NUM    
  34.  Min.   :-0.1746   Min.   :-0.2198  
  35.  1st Qu.:-0.1746   1st Qu.:-0.2198  
  36.  Median :-0.1746   Median :-0.2198  
  37.  Mean   : 0.0000   Mean   : 0.0000  
  38.  3rd Qu.:-0.1746   3rd Qu.:-0.2198  
  39.  Max.   :36.2089   Max.   :23.5029
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