>> demo

beta =

   0.312525876070457

   0.015300533464733

  -0.036942272680581

   0.299760796608728

   0.009412595094407

   0.000976411370579

  -0.062931846666179

resnorm =

     8.937848643213721e-07

r =

   1.0e-03 *

   0.047521324135769

  -0.127597015215197

   0.092883952947764

   0.040370060121864

  -0.031209466218374

  -0.211856745335304

   0.727835089662676

  -0.537947200236699

J =

   1.0e+02 *

   (1,1)      0.010000000000000

   (2,1)      0.010000000000000

   (3,1)      0.010000000000000

   (4,1)      0.010000000000000

   (5,1)      0.010000000000000

   (6,1)      0.010000000000000

   (7,1)      0.010000000000000

   (8,1)      0.010000000000000

   (1,2)      0.010000000000000

   (2,2)      0.014000000059605

   (3,2)      0.017999999970198

   (4,2)      0.022000000029802

   (5,2)      0.026000000014901

   (6,2)      0.030000000000000

   (7,2)      0.034000000059605

   (8,2)      0.035000000000000

   (1,3)      0.130000000000000

   (2,3)      0.190000000000000

   (3,3)      0.250000000000000

   (4,3)      0.100000000000000

   (5,3)      0.160000000000000

   (6,3)      0.220000000000000

   (7,3)      0.280000000000000

   (8,3)      0.300000000000000

   (1,4)      0.015000000000000

   (2,4)      0.030000000000000

   (3,4)      0.010000000000000

   (4,4)      0.025000000000000

   (5,4)      0.005000000000000

   (6,4)      0.020000000000000

   (7,4)      0.035000000000000

   (8,4)      0.036999999880791

   (1,5)      0.010000000000000

   (2,5)      0.019599999934435

   (3,5)      0.032399999983609

   (4,5)      0.048400000035763

   (5,5)      0.067599999997765

   (6,5)      0.090000000000000

   (7,5)      0.115600000023842

   (8,5)      0.122500000000000

   (1,6)      1.690000000000000

   (2,6)      3.610000000000000

   (3,6)      6.250000000000000

   (4,6)      1.000000000000000

   (5,6)      2.560000000000000

   (6,6)      4.840000000000000

   (7,6)      7.840000000000000

   (8,6)      9.000000000000000

   (1,7)      0.022500000000000

   (2,7)      0.090000000000000

   (3,7)      0.010000000000000

   (4,7)      0.062500000000000

   (5,7)      0.002500000000000

   (6,7)      0.040000000000000

   (7,7)      0.122500000000000

   (8,7)      0.136899999976158

Ypred =

   0.330047521324136

   0.335872402984785

   0.294092883952948

   0.476040370060122

   0.208968790533782

   0.450788143254665

   0.482727835089663

   0.499462052799763

delta =

   0.011997285618724

   0.011902559623756

   0.011954353977139

   0.012001513949620

   0.012005923574975

   0.011706970418735

   0.007666391016173

   0.009878186931566