For the sequence used in this example (id=17), the output table shows the final sequence_probability given by each model. For model 1, based on defaulted loans, the final sequence probability is 1.74 E-09. For model 2, based on paid loans, the final sequence probability is 3.13 E-20. Because the sequence probability is higher for the model based on defaulted loans, this sequence is considered a potential loan default.
model_id | seq_id | observed_id | sequence_probability |
---|---|---|---|
1 | 17 | 1 | 0.993584742274833 |
1 | 17 | 1 | 0.851505310052646 |
1 | 17 | 1 | 0.729260447782143 |
1 | 17 | 1 | 0.624564355984876 |
1 | 17 | 1 | 0.534898929195643 |
1 | 17 | 1 | 0.458106297146588 |
1 | 17 | 1 | 0.392338380263591 |
1 | 17 | 2 | 0.00358854867114758 |
1 | 17 | 1 | 0.000401495697642893 |
1 | 17 | 1 | 0.00026980372354861 |
1 | 17 | 1 | 0.00023093168726785 |
1 | 17 | 1 | 0.000197777640704223 |
1 | 17 | 1 | 0.000169383741802722 |
1 | 17 | 1 | 0.000145066206936303 |
1 | 17 | 3 | 3.36084804243903e-06 |
1 | 17 | 4 | 7.98372410594703e-07 |
1 | 17 | 5 | 1.58729988019435e-07 |
1 | 17 | 6 | 1.05435855365332e-07 |
1 | 17 | 6 | 5.7911331859339e-08 |
1 | 17 | 6 | 3.77256426226253e-08 |
1 | 17 | 6 | 2.10830918021873e-08 |
1 | 17 | 6 | 1.35206328300816e-08 |
1 | 17 | 6 | 7.66239716502205e-09 |
1 | 17 | 6 | 4.85221627629922e-09 |
1 | 17 | 6 | 2.78103185612748e-09 |
1 | 17 | 6 | 1.74324702481316e-09 |
2 | 17 | 1 | 0.980389981473457 |
2 | 17 | 1 | 0.857908863735501 |
2 | 17 | 1 | 0.72057154568008 |
2 | 17 | 1 | 0.593696584487765 |
2 | 17 | 1 | 0.485393734573205 |
2 | 17 | 1 | 0.395244199718448 |
2 | 17 | 1 | 0.321329565874656 |
2 | 17 | 2 | 0.00804174571505229 |
2 | 17 | 1 | 0.006257126737294 |
2 | 17 | 1 | 0.00485161500208196 |
2 | 17 | 1 | 0.00391022519558841 |
2 | 17 | 1 | 0.003136639612957 |
2 | 17 | 1 | 0.00254436934344932 |
2 | 17 | 1 | 0.00205892814732463 |
2 | 17 | 3 | 0.000117258620385012 |
2 | 17 | 4 | 1.49044721206875e-05 |
2 | 17 | 5 | 8.28281995237949e-07 |
2 | 17 | 6 | 3.6659469863682e-08 |
2 | 17 | 6 | 8.74083676644003e-10 |
2 | 17 | 6 | 3.47433552040545e-11 |
2 | 17 | 6 | 9.01243772422103e-13 |
2 | 17 | 6 | 3.33090622426949e-14 |
2 | 17 | 6 | 9.1607521394785e-16 |
2 | 17 | 6 | 3.22066536691838e-17 |
2 | 17 | 6 | 9.22501807653862e-19 |
2 | 17 | 6 | 3.13332757322232e-20 |