blr-regress.md
In blorr: Tools for Developing Binary Logistic Regression Models

output from blr_regress is as expected

Code
  k
Output
                               Model Overview                              
  ------------------------------------------------------------------------
  Data Set    Resp Var    Obs.    Df. Model    Df. Residual    Convergence 
  ------------------------------------------------------------------------
    data      honcomp     200        199           196            TRUE     
  ------------------------------------------------------------------------

                      Response Summary                     
  --------------------------------------------------------
  Outcome        Frequency        Outcome        Frequency 
  --------------------------------------------------------
     0              147              1              53     
  --------------------------------------------------------

                    Maximum Likelihood Estimates                    
  -----------------------------------------------------------------
   Parameter     DF    Estimate    Std. Error    z value    Pr(>|z|) 
  -----------------------------------------------------------------
  (Intercept)    1     -12.7772       1.9755    -6.4677      0.0000 
    female1      1      1.4825        0.4474     3.3139       9e-04 
     read        1      0.1035        0.0258     4.0186       1e-04 
    science      1      0.0948        0.0305     3.1129      0.0019 
  -----------------------------------------------------------------

                    Odds Ratio Estimates                    
  ---------------------------------------------------------
   Effects          Estimate          95% Wald Conf. Limit 
  ---------------------------------------------------------
   female1           4.4039          1.8955         11.0521 
     read            1.1091          1.0569          1.1699 
   science           1.0994          1.0377          1.1702 
  ---------------------------------------------------------

   Association of Predicted Probabilities and Observed Responses  
  ---------------------------------------------------------------
  % Concordant          0.8561          Somers' D        0.7147   
  % Discordant          0.1425          Gamma            0.7136   
  % Tied                0.0014          Tau-a            0.2794   
  Pairs                  7791           c                0.8568   
  ---------------------------------------------------------------