academic-performance-student-xapi.log

/opt/conda/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.
  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval

/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/_encoders.py:371: FutureWarning: The handling of integer data will change in version 0.22. Currently, the categories are determined based on the range [0, max(values)], while in the future they will be determined based on the unique values.
If you want the future behaviour and silence this warning, you can specify "categories='auto'".
In case you used a LabelEncoder before this OneHotEncoder to convert the categories to integers, then you can now use the OneHotEncoder directly.
  warnings.warn(msg, FutureWarning)

[1.215e+01 6.955e+00 9.757e+00 1.361e+00 7.187e+00 5.159e-01 1.390e+01
 3.992e+00 4.797e+01 2.958e+03 3.907e+03 2.415e+03 7.111e+02 4.172e+01
 2.682e+01 8.961e+01 3.000e+02]
 

[[15 16  2 18]
 [20 20  3 23]
 [10  7  0 28]
 [29 24  5 33]
 [35 43 12 46]]

Ridge Model:  0.0 * X0+0.0 * X1+-0.0 * X2+-0.0 * X3+0.0 * X4+0.0 * X5+0.0 * X6+-0.0 * X7+-0.001 * X8+-0.0 * X9+0.0 * X10+0.0 * X11+-0.0 * X12+-0.0 * X13+-0.0 * X14+-0.001 * X15+0.997 * X16

/opt/conda/lib/python3.6/site-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.
  FutureWarning)

/opt/conda/lib/python3.6/site-packages/sklearn/linear_model/logistic.py:460: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.
  "this warning.", FutureWarning)

/opt/conda/lib/python3.6/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.
  "avoid this warning.", FutureWarning)