1. Introduction
2. Calibration and Validation in the LSMC Framework
2.1. Fitting and Validation Points
2.1.1. Outer Scenarios and Inner Simulations
2.1.2. Different Trade-Off Requirements
2.2. Calibration Algorithm
2.2.1. Five Major Components
2.2.2. Iterative Procedure
2.3. Validation Figures
2.3.1. Validation Sets
2.3.2. Validation Figures
3. Machine Learning Regression Methods
3.1. General Remarks
3.2. Ordinary Least-Squares (OLS) Regression
3.2.1. The Regression Model
3.2.2. Gauss-Markov Theorem, ML Estimation and AIC
- The OLS estimator is the best linear unbiased estimator (BLUE) of the coefficients in the classical linear regression model (7) (Gauss-Markov Theorem).
- If the errors in (7) are in addition normally distributed (A4), then the OLS estimator and the maximum likelihood (ML) estimator of the coefficients coincide.
- Under Assumptions (A1)-(A4) the Akaike information criterion (AIC) has the form
3.3. Generalized Linear Models (GLMs)
3.3.1. The Regression Model
3.3.2. Canonical Link Function, GLM Estimation and IRLS Algorithm
3.3.3. AIC and Dispersion Estimation
3.4. Generalized Additive Models (GAMs)
3.4.1. The Regression Model
3.4.2. Penalization and GAM Estimation via PIRLS Algorithm
3.4.3. Smoothing Parameter Selection, AIC and Stagewise Selection
3.5. Feasible Generalized Least-Squares (FGLS) Regression
3.5.1. The Regression Model
3.5.2. Gauss-Markov-Aitken Theorem and ML Estimation
- The GLS estimator is the BLUE of the coefficients in the generalized regression model (7) (Gauss-Markov-Aitken theorem).
- If in addition we have jointly normally distributed errors conditional on the fitting scenarios (A7) then the ML coefficient estimator coincides with the GLS estimator. Further, the ML estimator of the scalar can be expressed as times .
3.5.3. Unknown and FGLS Estimation via ML Algorithm
- 1.
- Calculate the residual vector .
- 2.
- Substitute into the M equations in M unknowns given by (40) and solve them. If an explicit solution exists, set . Otherwise, select the maximum likelihood solution iteratively, for example, by using PORT optimization routines.
- 3.
- Calculate
3.5.4. Heteroscedasticity, Variance Model Selection and AIC
3.6. Multivariate Adaptive Regression Splines (MARS)
3.6.1. The Regression Model
3.6.2. Adaptive Forward Stepwise Selection and Forward Pass
3.6.3. Backward Pass and GCV
3.7. Kernel Regression
3.7.1. The One-dimensional Regression Model
3.7.2. The Multidimensional Regression Model
3.7.3. Bandwidth Selection, AIC and LOO-CV
3.7.4. Adaptive Forward Stepwise OLS Selection
4. Numerical Experiments
4.1. General Remarks
4.1.1. Data Basis
4.1.2. Validation Figures
4.1.3. Economic Variables
4.1.4. Numerical Stability
4.1.5. Interpolation and Extrapolation
4.1.6. Principle of Parsimony
4.2. Ordinary Least-Squares (OLS) Regression
4.2.1. Settings
4.2.2. Results
4.2.3. Improvement by Relaxation
4.2.4. Reduction of Bias
4.2.5. Relationship between BEL and AC
4.3. Generalized Linear Models (GLMs)
4.3.1. Settings
4.3.2. Results
4.3.3. Improvement by Relaxation
4.3.4. Reduction of Bias
4.3.5. Major and Minor Role of Link Function and Random Component
4.4. Generalized Additive Models (GAMs)
4.4.1. Settings
4.4.2. Results
4.4.3. Efficiency and Performance Gains by Tailoring the Spline Function Number
4.4.4. Dependence of Best Spline Function Type
4.4.5. Minor Role of Link Function and Random Component
4.4.6. Consistency of Results
4.4.7. Potential of Improved Interaction Modeling
4.5. Feasible Generalized Least-Squares (FGLS) Regression
4.5.1. Settings
4.5.2. Results
4.5.3. Consistency Gains by Variance Modeling
4.5.4. Monotonicity in Complexity
4.5.5. Improvement by Relaxation
4.5.6. Reduction of Bias
4.6. Multivariate Adaptive Regression Splines (MARS)
4.6.1. Settings
4.6.2. Results
4.6.3. Poor Interaction Modeling and Extrapolation
4.6.4. Limitations
4.7. Kernel Regression
4.7.1. Settings
4.7.2. Results
4.7.3. Poor Interaction Modeling and Extrapolation
4.7.4. Limitations
5. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Appendix A
k | AIC | v.mae | ns.mae | cr.mae | ||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14,718.24 | 437,251 | 4.557 | 3.231 | 4.027 |
1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7850.17 | 386,722 | 2.474 | 0.845 | 0.913 |
2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −269.33 | 375,144 | 2.065 | 2.139 | 1.831 |
3 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 145.21 | 366,567 | 1.656 | 0.444 | 0.496 |
4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −5.36 | 358,894 | 1.647 | 1.006 | 0.556 |
5 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 434.04 | 355,732 | 1.635 | 0.853 | 0.469 |
6 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1753.4 | 354,318 | 1.679 | 0.956 | 0.374 |
7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 19,145.78 | 349,759 | 1.234 | 0.491 | 0.628 |
8 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 33.33 | 347,796 | 0.999 | 0.34 | 0.594 |
9 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 868.25 | 346,444 | 0.912 | 0.357 | 0.602 |
10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 30.59 | 345,045 | 0.839 | 0.389 | 0.650 |
11 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1.65 | 341,083 | 0.759 | 0.398 | 0.465 |
12 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 86.79 | 339,360 | 0.718 | 0.394 | 0.390 |
13 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 33.35 | 337,731 | 0.574 | 0.653 | 0.512 |
14 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 49.59 | 336,843 | 0.589 | 0.658 | 0.518 |
15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 71.25 | 335,980 | 0.628 | 0.678 | 0.512 |
16 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2667.92 | 335,351 | 0.609 | 0.671 | 0.503 |
17 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 96.43 | 334,876 | 0.579 | 0.701 | 0.545 |
18 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −6.31 | 334,413 | 0.593 | 0.72 | 0.531 |
19 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −47.09 | 333,904 | 0.562 | 0.621 | 0.474 |
20 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 48.93 | 333,447 | 0.565 | 0.597 | 0.454 |
21 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −3,412.68 | 333,116 | 0.553 | 0.543 | 0.407 |
22 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0.02 | 332,806 | 0.562 | 0.478 | 0.358 |
23 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.12 | 332,547 | 0.55 | 0.45 | 0.381 |
24 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 43.77 | 332,294 | 0.545 | 0.468 | 0.378 |
25 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 118.94 | 332,042 | 0.53 | 0.464 | 0.362 |
26 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1288.45 | 331,687 | 0.522 | 0.453 | 0.355 |
27 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −44.72 | 331,405 | 0.525 | 0.444 | 0.343 |
28 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −24,908.99 | 331,136 | 0.499 | 0.405 | 0.327 |
29 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −86.88 | 330,562 | 0.504 | 0.348 | 0.268 |
30 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.55 | 330,361 | 0.518 | 0.418 | 0.264 |
31 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 77.26 | 330,163 | 0.512 | 0.443 | 0.272 |
32 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 24.78 | 329,988 | 0.508 | 0.443 | 0.264 |
33 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14.33 | 329,834 | 0.477 | 0.491 | 0.286 |
34 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.39 | 329,688 | 0.477 | 0.5 | 0.290 |
35 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 28.36 | 329,550 | 0.476 | 0.502 | 0.291 |
36 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −370.92 | 329,442 | 0.472 | 0.499 | 0.288 |
37 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −17.9 | 329,147 | 0.462 | 0.505 | 0.301 |
38 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8574.53 | 329,043 | 0.472 | 0.518 | 0.3 |
39 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −2.17 | 328,935 | 0.474 | 0.51 | 0.295 |
40 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 223.91 | 328,832 | 0.475 | 0.509 | 0.291 |
41 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1801.73 | 328,733 | 0.455 | 0.445 | 0.248 |
42 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −102.1 | 327,927 | 0.372 | 0.345 | 0.237 |
43 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.7 | 327,858 | 0.368 | 0.353 | 0.235 |
44 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0.56 | 327,792 | 0.366 | 0.352 | 0.233 |
45 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −3034.32 | 327,729 | 0.365 | 0.356 | 0.228 |
46 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −13,127.81 | 327,659 | 0.368 | 0.364 | 0.227 |
47 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | −17.54 | 327,603 | 0.368 | 0.366 | 0.226 |
48 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | −187.07 | 327,537 | 0.374 | 0.367 | 0.226 |
49 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −300.54 | 327,483 | 0.369 | 0.367 | 0.230 |
50 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.09 | 327,432 | 0.368 | 0.391 | 0.221 |
51 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −60.84 | 327,382 | 0.359 | 0.39 | 0.228 |
52 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −20.91 | 327,331 | 0.352 | 0.39 | 0.225 |
53 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | −0.0 | 327,287 | 0.346 | 0.377 | 0.206 |
54 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | −0.09 | 327,149 | 0.339 | 0.357 | 0.185 |
55 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.44 | 327,105 | 0.315 | 0.321 | 0.173 |
56 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.5 | 327,064 | 0.315 | 0.322 | 0.173 |
57 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | −6.06 | 327,025 | 0.322 | 0.317 | 0.175 |
58 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −6,600.49 | 326,986 | 0.317 | 0.31 | 0.172 |
59 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −407.57 | 326,823 | 0.308 | 0.302 | 0.183 |
60 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3378.82 | 326,787 | 0.306 | 0.301 | 0.183 |
61 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 205.28 | 326,733 | 0.304 | 0.299 | 0.183 |
62 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | −18.73 | 326,700 | 0.306 | 0.299 | 0.182 |
63 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 175.39 | 326,668 | 0.304 | 0.296 | 0.182 |
64 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | −0.2 | 326,638 | 0.304 | 0.298 | 0.181 |
65 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2.45 | 326,610 | 0.301 | 0.296 | 0.183 |
66 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.11 | 326,572 | 0.297 | 0.299 | 0.180 |
67 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −13.02 | 326,545 | 0.292 | 0.286 | 0.169 |
68 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 93.69 | 326,519 | 0.292 | 0.287 | 0.172 |
69 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 891.58 | 326,478 | 0.294 | 0.282 | 0.173 |
70 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −6.21 | 326,453 | 0.291 | 0.281 | 0.175 |
71 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | −112.56 | 326,428 | 0.289 | 0.281 | 0.176 |
72 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | −5.27 | 326,398 | 0.284 | 0.282 | 0.173 |
73 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1129.77 | 326,374 | 0.276 | 0.264 | 0.162 |
74 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.29 | 326,352 | 0.272 | 0.266 | 0.158 |
75 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | −56.54 | 326,331 | 0.269 | 0.266 | 0.157 |
76 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | −3.02 | 326,313 | 0.271 | 0.266 | 0.155 |
77 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −10.59 | 326,295 | 0.264 | 0.27 | 0.151 |
78 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −6.99 | 326,278 | 0.264 | 0.275 | 0.153 |
79 | 1 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −2.25 | 326,261 | 0.252 | 0.285 | 0.154 |
80 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | −14.77 | 326,245 | 0.263 | 0.309 | 0.157 |
81 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.95 | 326,229 | 0.267 | 0.306 | 0.155 |
82 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2248.54 | 326,214 | 0.266 | 0.307 | 0.156 |
83 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −111.77 | 326,201 | 0.263 | 0.302 | 0.158 |
84 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | −0.11 | 326,187 | 0.262 | 0.302 | 0.157 |
85 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | −0.18 | 326,174 | 0.263 | 0.305 | 0.156 |
86 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 45.58 | 326,161 | 0.265 | 0.303 | 0.157 |
87 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −83,291.89 | 326,149 | 0.267 | 0.308 | 0.156 |
88 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −56.2 | 326,137 | 0.267 | 0.308 | 0.156 |
89 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | −5.32 | 326,126 | 0.267 | 0.31 | 0.156 |
90 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −10.87 | 326,116 | 0.267 | 0.313 | 0.158 |
91 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −32.75 | 326,106 | 0.265 | 0.317 | 0.158 |
92 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | −0.09 | 326,097 | 0.265 | 0.308 | 0.151 |
93 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 10.87 | 326,089 | 0.265 | 0.308 | 0.151 |
94 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −48.93 | 326,081 | 0.264 | 0.306 | 0.148 |
95 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 69.57 | 326,073 | 0.256 | 0.288 | 0.141 |
96 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −542,688.19 | 326,066 | 0.256 | 0.289 | 0.141 |
97 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 10.44 | 326,058 | 0.248 | 0.275 | 0.136 |
98 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | −1.08 | 326,051 | 0.248 | 0.276 | 0.136 |
99 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 419.05 | 326,045 | 0.249 | 0.275 | 0.136 |
100 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12.8 | 326,038 | 0.25 | 0.276 | 0.136 |
101 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | −3.94 | 326,033 | 0.25 | 0.276 | 0.136 |
102 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −10.12 | 326,027 | 0.248 | 0.281 | 0.138 |
103 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.36 | 326,017 | 0.244 | 0.283 | 0.135 |
104 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1.74 | 326,012 | 0.244 | 0.282 | 0.136 |
105 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | −0.0 | 326,006 | 0.242 | 0.268 | 0.132 |
106 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −7.09 | 326,001 | 0.238 | 0.265 | 0.131 |
107 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −109.46 | 325,982 | 0.238 | 0.263 | 0.129 |
108 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | −0.1 | 325,977 | 0.237 | 0.263 | 0.128 |
109 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 5.76 | 325,972 | 0.235 | 0.263 | 0.129 |
110 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 54.51 | 325,968 | 0.237 | 0.264 | 0.129 |
111 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1386.73 | 325,963 | 0.235 | 0.264 | 0.129 |
112 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | −0.0 | 325,959 | 0.237 | 0.265 | 0.13 |
113 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0.11 | 325,955 | 0.235 | 0.265 | 0.13 |
114 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.05 | 325,951 | 0.234 | 0.266 | 0.13 |
115 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4.3 | 325,948 | 0.236 | 0.265 | 0.127 |
116 | 1 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −19.81 | 325,944 | 0.237 | 0.262 | 0.126 |
117 | 2 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −0.87 | 325,938 | 0.241 | 0.267 | 0.124 |
118 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.36 | 325,935 | 0.241 | 0.267 | 0.124 |
119 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −80.29 | 325,931 | 0.241 | 0.267 | 0.125 |
120 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | −6.95 | 325,928 | 0.241 | 0.267 | 0.124 |
121 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | −0.0 | 325,925 | 0.243 | 0.259 | 0.121 |
122 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 436.56 | 325,923 | 0.241 | 0.259 | 0.121 |
123 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.03 | 325,920 | 0.243 | 0.263 | 0.121 |
124 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2.99 | 325,918 | 0.242 | 0.263 | 0.12 |
125 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.59 | 325,916 | 0.241 | 0.261 | 0.119 |
126 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.02 | 325,908 | 0.247 | 0.265 | 0.124 |
127 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −4.66 | 325,902 | 0.249 | 0.279 | 0.123 |
128 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −8179.68 | 325,900 | 0.249 | 0.28 | 0.124 |
129 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 691.4 | 325,898 | 0.249 | 0.28 | 0.123 |
130 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0.04 | 325,896 | 0.25 | 0.281 | 0.122 |
131 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 7.04 | 325,894 | 0.246 | 0.264 | 0.12 |
132 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | −27.72 | 325,892 | 0.247 | 0.264 | 0.119 |
133 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1.26 | 325,891 | 0.247 | 0.264 | 0.119 |
134 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | −2.67 | 325,889 | 0.249 | 0.265 | 0.118 |
135 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1.53 | 325,887 | 0.25 | 0.266 | 0.119 |
136 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | −0.07 | 325,885 | 0.25 | 0.265 | 0.12 |
137 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 40.44 | 325,884 | 0.251 | 0.265 | 0.119 |
138 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 434.5 | 325,878 | 0.249 | 0.264 | 0.119 |
139 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | −5.99 | 325,877 | 0.248 | 0.264 | 0.119 |
140 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 14.64 | 325,873 | 0.246 | 0.263 | 0.12 |
141 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −119.42 | 325,871 | 0.247 | 0.27 | 0.121 |
142 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0.0 | 325,870 | 0.248 | 0.271 | 0.121 |
143 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0.07 | 325,868 | 0.248 | 0.271 | 0.121 |
144 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1.06 | 325,861 | 0.246 | 0.271 | 0.121 |
145 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.74 | 325,859 | 0.247 | 0.271 | 0.121 |
146 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | −5.61 | 325,858 | 0.246 | 0.271 | 0.121 |
147 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | −0.08 | 325,857 | 0.247 | 0.27 | 0.121 |
148 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | −37.16 | 325,855 | 0.247 | 0.271 | 0.122 |
149 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0.41 | 325,851 | 0.247 | 0.271 | 0.122 |
150 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −7290.99 | 325,850 | 0.247 | 0.271 | 0.122 |
k | AIC | v.mae | ns.mae | cr.mae | ||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 745.35 | 391,375 | 60.62 | 97.518 | 257.762 |
1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5766.61 | 382,610 | 50.402 | 99.306 | 256.789 |
2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 272.75 | 367,667 | 35.285 | 38.124 | 99.902 |
3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5.46 | 359,997 | 30.739 | 18.21 | 72.719 |
4 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 128.41 | 356,705 | 30.119 | 25.088 | 29.357 |
5 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1750.72 | 355,354 | 30.867 | 28.173 | 21.870 |
6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −19,127.27 | 351,002 | 22.942 | 14.948 | 44.668 |
7 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −33.25 | 349,147 | 19.03 | 12.142 | 42.535 |
8 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 307.32 | 347,777 | 18.221 | 10.928 | 35.420 |
9 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −868.05 | 346,423 | 16.662 | 11.527 | 35.941 |
10 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −87.54 | 345,025 | 15.987 | 10.264 | 31.461 |
11 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −30.51 | 343,570 | 14.858 | 11.187 | 34.502 |
12 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −1.66 | 339,282 | 13.092 | 12.669 | 23.174 |
13 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −33.33 | 337,648 | 10.427 | 20.976 | 30.402 |
14 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | −70.63 | 336,840 | 11.087 | 21.598 | 29.972 |
15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | −41.37 | 336,120 | 11.436 | 21.764 | 30.408 |
16 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −2666.44 | 335,495 | 11.088 | 21.543 | 29.890 |
17 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −96.48 | 335,022 | 10.545 | 22.479 | 32.334 |
18 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 6.3 | 334,563 | 10.804 | 23.095 | 31.519 |
19 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 47.02 | 334,058 | 10.232 | 19.913 | 28.128 |
20 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | −48.77 | 333,610 | 10.292 | 19.163 | 26.995 |
21 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3412.54 | 333,281 | 10.083 | 17.438 | 24.190 |
22 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | −0.02 | 332,970 | 10.246 | 15.328 | 21.326 |
23 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.12 | 332,714 | 10.02 | 14.436 | 22.671 |
24 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −120.68 | 332,457 | 9.834 | 14.283 | 21.608 |
25 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1287.63 | 332,108 | 9.725 | 13.969 | 21.273 |
26 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 44.71 | 331,832 | 9.755 | 13.661 | 20.501 |
27 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 24,899.66 | 331,569 | 9.275 | 12.462 | 19.873 |
28 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 87.04 | 331,004 | 9.292 | 10.757 | 17.022 |
29 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | −43.38 | 330,742 | 9.171 | 11.183 | 16.023 |
30 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.55 | 330,543 | 9.444 | 13.409 | 15.766 |
31 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −77.35 | 330,345 | 9.324 | 14.207 | 16.192 |
32 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | −25.2 | 330,161 | 9.246 | 14.203 | 15.692 |
33 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −14.37 | 330,007 | 8.672 | 15.764 | 16.964 |
34 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.39 | 329,859 | 8.682 | 16.031 | 17.223 |
35 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | −27.8 | 329,728 | 8.665 | 16.11 | 17.264 |
36 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −8757.49 | 329,619 | 8.871 | 16.53 | 17.005 |
37 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2.17 | 329,513 | 8.937 | 16.276 | 16.790 |
38 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 369.16 | 329,408 | 8.842 | 16.169 | 16.738 |
39 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 17.97 | 329,109 | 8.637 | 16.387 | 17.527 |
40 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | −222.55 | 329,008 | 8.656 | 16.359 | 17.271 |
41 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1791.7 | 328,910 | 8.297 | 14.282 | 14.748 |
42 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 101.23 | 328,111 | 6.783 | 11.112 | 14.144 |
43 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.7 | 328,041 | 6.713 | 11.355 | 14.013 |
44 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | −0.57 | 327,972 | 6.683 | 11.325 | 13.867 |
45 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3083.05 | 327,905 | 6.654 | 11.456 | 13.595 |
46 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12,863.79 | 327,837 | 6.7 | 11.721 | 13.5 |
47 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 17.78 | 327,780 | 6.71 | 11.777 | 13.450 |
48 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 190.46 | 327,711 | 6.824 | 11.818 | 13.468 |
49 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 300.76 | 327,657 | 6.724 | 11.793 | 13.716 |
50 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.09 | 327,607 | 6.718 | 12.565 | 13.182 |
51 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 60.83 | 327,557 | 6.543 | 12.533 | 13.558 |
52 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20.91 | 327,507 | 6.415 | 12.53 | 13.394 |
53 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0.0 | 327,463 | 6.314 | 12.118 | 12.252 |
54 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0.08 | 327,327 | 6.176 | 11.486 | 11.049 |
55 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1.46 | 327,284 | 5.751 | 10.339 | 10.295 |
56 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.5 | 327,242 | 5.746 | 10.367 | 10.287 |
57 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 6.08 | 327,203 | 5.871 | 10.211 | 10.450 |
58 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6593.98 | 327,165 | 5.78 | 9.973 | 10.274 |
59 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 406.73 | 327,003 | 5.618 | 9.722 | 10.897 |
60 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −3,364.02 | 326,968 | 5.581 | 9.671 | 10.904 |
61 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −204.12 | 326,914 | 5.542 | 9.626 | 10.921 |
62 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 18.9 | 326,881 | 5.588 | 9.611 | 10.837 |
63 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −175.17 | 326,849 | 5.546 | 9.514 | 10.817 |
64 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0.21 | 326,818 | 5.54 | 9.597 | 10.799 |
65 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −2.44 | 326,791 | 5.494 | 9.532 | 10.896 |
66 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.11 | 326,753 | 5.413 | 9.616 | 10.708 |
67 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12.99 | 326,726 | 5.317 | 9.215 | 10.046 |
68 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −93.57 | 326,700 | 5.329 | 9.255 | 10.231 |
69 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −890.62 | 326,660 | 5.355 | 9.09 | 10.326 |
70 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 113.04 | 326,635 | 5.313 | 9.095 | 10.357 |
71 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 5.23 | 326,605 | 5.231 | 9.101 | 10.164 |
72 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 6.2 | 326,581 | 5.186 | 9.068 | 10.265 |
73 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1,133.83 | 326,556 | 5.034 | 8.488 | 9.647 |
74 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.29 | 326,534 | 4.95 | 8.58 | 9.374 |
75 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 56.56 | 326,513 | 4.908 | 8.559 | 9.323 |
76 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3.02 | 326,495 | 4.936 | 8.573 | 9.223 |
77 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10.61 | 326,477 | 4.824 | 8.705 | 8.996 |
78 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6.97 | 326,461 | 4.821 | 8.849 | 9.071 |
79 | 1 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2.25 | 326,444 | 4.602 | 9.17 | 9.162 |
80 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1.94 | 326,429 | 4.688 | 9.069 | 8.997 |
81 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −2,257.4 | 326,414 | 4.676 | 9.099 | 9.070 |
82 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 14.06 | 326,399 | 4.853 | 9.831 | 9.278 |
83 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0.11 | 326,385 | 4.844 | 9.851 | 9.203 |
84 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0.18 | 326,372 | 4.861 | 9.935 | 9.174 |
85 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 111.58 | 326,358 | 4.796 | 9.769 | 9.270 |
86 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −45.11 | 326,346 | 4.826 | 9.724 | 9.330 |
87 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 82,935.66 | 326,334 | 4.871 | 9.865 | 9.284 |
88 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 56.0 | 326,322 | 4.867 | 9.862 | 9.267 |
89 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 5.35 | 326,311 | 4.857 | 9.938 | 9.258 |
90 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10.88 | 326,301 | 4.87 | 10.043 | 9.414 |
91 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 32.81 | 326,291 | 4.833 | 10.156 | 9.394 |
92 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 48.96 | 326,283 | 4.812 | 10.085 | 9.185 |
93 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | −10.9 | 326,274 | 4.801 | 10.083 | 9.210 |
94 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0.09 | 326,266 | 4.803 | 9.818 | 8.787 |
95 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −69.45 | 326,258 | 4.659 | 9.25 | 8.413 |
96 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 543,840.26 | 326,251 | 4.663 | 9.269 | 8.393 |
97 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | −10.31 | 326,244 | 4.51 | 8.841 | 8.101 |
98 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1.07 | 326,237 | 4.523 | 8.847 | 8.091 |
99 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −417.88 | 326,231 | 4.531 | 8.84 | 8.101 |
100 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −12.92 | 326,224 | 4.546 | 8.847 | 8.081 |
101 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 3.94 | 326,219 | 4.558 | 8.866 | 8.072 |
102 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 10.1 | 326,213 | 4.513 | 9.012 | 8.203 |
103 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.36 | 326,204 | 4.453 | 9.084 | 8.035 |
104 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −1.74 | 326,198 | 4.445 | 9.063 | 8.070 |
105 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7.09 | 326,193 | 4.383 | 8.967 | 8.008 |
106 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 109.5 | 326,174 | 4.371 | 8.899 | 7.889 |
107 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0.0 | 326,169 | 4.332 | 8.454 | 7.669 |
108 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | −5.85 | 326,164 | 4.29 | 8.456 | 7.689 |
109 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0.1 | 326,159 | 4.282 | 8.457 | 7.657 |
110 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | −54.88 | 326,154 | 4.313 | 8.463 | 7.689 |
111 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1380.74 | 326,150 | 4.291 | 8.489 | 7.7 |
112 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0.0 | 326,146 | 4.315 | 8.498 | 7.751 |
113 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | −0.11 | 326,142 | 4.287 | 8.501 | 7.736 |
114 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −4.3 | 326,138 | 4.32 | 8.461 | 7.558 |
115 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.05 | 326,135 | 4.299 | 8.514 | 7.566 |
116 | 1 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20.09 | 326,131 | 4.32 | 8.417 | 7.498 |
117 | 2 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.87 | 326,125 | 4.393 | 8.561 | 7.371 |
118 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.36 | 326,122 | 4.389 | 8.564 | 7.409 |
119 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 79.51 | 326,118 | 4.394 | 8.56 | 7.411 |
120 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0.0 | 326,115 | 4.43 | 8.304 | 7.187 |
121 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 6.91 | 326,113 | 4.42 | 8.305 | 7.176 |
122 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | −435.81 | 326,110 | 4.39 | 8.301 | 7.212 |
123 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.03 | 326,107 | 4.419 | 8.45 | 7.206 |
124 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | −2.99 | 326,105 | 4.407 | 8.434 | 7.163 |
125 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.59 | 326,103 | 4.394 | 8.366 | 7.095 |
126 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.02 | 326,096 | 4.502 | 8.499 | 7.382 |
127 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4.66 | 326,089 | 4.543 | 8.962 | 7.340 |
128 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −692.59 | 326,088 | 4.537 | 8.961 | 7.248 |
129 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8097.7 | 326,086 | 4.539 | 8.995 | 7.316 |
130 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | −0.04 | 326,084 | 4.555 | 9.024 | 7.285 |
131 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2.73 | 326,082 | 4.59 | 9.065 | 7.246 |
132 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | −1.53 | 326,080 | 4.612 | 9.097 | 7.280 |
133 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | −1.28 | 326,078 | 4.616 | 9.086 | 7.251 |
134 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.07 | 326,077 | 4.607 | 9.055 | 7.287 |
135 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | −6.96 | 326,075 | 4.533 | 8.527 | 7.230 |
136 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 27.74 | 326,073 | 4.556 | 8.52 | 7.115 |
137 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 122.08 | 326,071 | 4.571 | 8.746 | 7.171 |
138 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 6.0 | 326,070 | 4.556 | 8.745 | 7.190 |
139 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | −14.5 | 326,066 | 4.533 | 8.699 | 7.199 |
140 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | −0.07 | 326,064 | 4.532 | 8.722 | 7.227 |
141 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | −1.05 | 326,057 | 4.507 | 8.733 | 7.250 |
142 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.74 | 326,056 | 4.515 | 8.719 | 7.238 |
143 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 5.71 | 326,054 | 4.503 | 8.706 | 7.263 |
144 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | −39.87 | 326,053 | 4.499 | 8.715 | 7.244 |
145 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | −431.71 | 326,047 | 4.47 | 8.669 | 7.215 |
146 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | −0.0 | 326,046 | 4.488 | 8.698 | 7.207 |
147 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.08 | 326,045 | 4.494 | 8.694 | 7.223 |
148 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 37.33 | 326,043 | 4.496 | 8.703 | 7.236 |
149 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | −0.42 | 326,039 | 4.508 | 8.706 | 7.253 |
150 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7224.25 | 326,038 | 4.512 | 8.712 | 7.265 |
k | AIC | v.mae | ns.mae | cr.mae | ||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14,689.75 | 437,251 | 4.557 | 3.231 | 4.027 |
1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7990.98 | 386,722 | 2.474 | 0.845 | 0.913 |
2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −274.24 | 375,144 | 2.065 | 2.139 | 1.831 |
3 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 145.73 | 366,567 | 1.656 | 0.444 | 0.496 |
4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −5.11 | 358,894 | 1.647 | 1.006 | 0.556 |
5 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 416.79 | 355,732 | 1.635 | 0.853 | 0.469 |
6 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2332.91 | 354,318 | 1.679 | 0.956 | 0.374 |
7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 24,914.36 | 349,759 | 1.234 | 0.491 | 0.628 |
8 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 49.42 | 347,796 | 0.999 | 0.34 | 0.594 |
9 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 859.49 | 346,444 | 0.912 | 0.357 | 0.602 |
10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 29.5 | 345,045 | 0.839 | 0.389 | 0.65 |
11 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1.71 | 341,083 | 0.759 | 0.398 | 0.465 |
12 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 91.65 | 339,360 | 0.718 | 0.394 | 0.39 |
13 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 36.34 | 337,731 | 0.574 | 0.653 | 0.512 |
14 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 51.78 | 336,843 | 0.589 | 0.658 | 0.518 |
15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 68.02 | 335,980 | 0.628 | 0.678 | 0.512 |
16 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2661.47 | 335,351 | 0.609 | 0.671 | 0.503 |
17 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 109.14 | 334,876 | 0.579 | 0.701 | 0.545 |
18 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −12.63 | 334,413 | 0.593 | 0.72 | 0.531 |
19 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −114.48 | 333,904 | 0.562 | 0.621 | 0.474 |
20 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 35.4 | 333,447 | 0.565 | 0.597 | 0.454 |
21 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −4570.15 | 333,116 | 0.553 | 0.543 | 0.407 |
22 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0.02 | 332,806 | 0.562 | 0.478 | 0.358 |
23 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.26 | 332,547 | 0.55 | 0.45 | 0.381 |
24 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 47.17 | 332,294 | 0.545 | 0.468 | 0.378 |
25 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 123.47 | 332,042 | 0.53 | 0.464 | 0.362 |
26 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1,240.44 | 331,687 | 0.522 | 0.453 | 0.355 |
27 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −43.82 | 331,405 | 0.525 | 0.444 | 0.343 |
28 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −32,661.61 | 331,136 | 0.499 | 0.405 | 0.327 |
29 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −140.9 | 330,562 | 0.504 | 0.348 | 0.268 |
30 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.56 | 330,361 | 0.518 | 0.418 | 0.264 |
31 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 87.33 | 330,163 | 0.512 | 0.443 | 0.272 |
32 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 25.31 | 329,988 | 0.508 | 0.443 | 0.264 |
33 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14.22 | 329,834 | 0.477 | 0.491 | 0.286 |
34 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.44 | 329,688 | 0.477 | 0.5 | 0.29 |
35 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 26.88 | 329,550 | 0.476 | 0.502 | 0.291 |
36 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −391.81 | 329,442 | 0.472 | 0.499 | 0.288 |
37 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −18.58 | 329,147 | 0.462 | 0.505 | 0.301 |
38 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11,959.32 | 329,043 | 0.472 | 0.518 | 0.3 |
39 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −2.15 | 328,935 | 0.474 | 0.51 | 0.295 |
40 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 228.32 | 328,832 | 0.475 | 0.509 | 0.291 |
41 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1938.37 | 328,733 | 0.455 | 0.445 | 0.248 |
42 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −112.83 | 327,927 | 0.372 | 0.345 | 0.237 |
43 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.71 | 327,858 | 0.368 | 0.353 | 0.235 |
44 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0.72 | 327,792 | 0.366 | 0.352 | 0.233 |
45 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −4230.29 | 327,729 | 0.365 | 0.356 | 0.228 |
46 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −10,720.3 | 327,659 | 0.368 | 0.364 | 0.227 |
47 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | −18.39 | 327,603 | 0.368 | 0.366 | 0.226 |
48 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | −212.78 | 327,537 | 0.374 | 0.367 | 0.226 |
49 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −177.64 | 327,483 | 0.369 | 0.367 | 0.23 |
50 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.09 | 327,432 | 0.368 | 0.391 | 0.221 |
51 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −57.4 | 327,382 | 0.359 | 0.39 | 0.228 |
52 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −23.55 | 327,331 | 0.352 | 0.39 | 0.225 |
53 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | −0.0 | 327,287 | 0.346 | 0.377 | 0.206 |
54 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | −0.08 | 327,149 | 0.339 | 0.357 | 0.185 |
55 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.15 | 327,105 | 0.315 | 0.321 | 0.173 |
56 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.65 | 327,064 | 0.315 | 0.322 | 0.173 |
57 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | −4.41 | 327,025 | 0.322 | 0.317 | 0.175 |
58 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −6095.97 | 326,986 | 0.317 | 0.31 | 0.172 |
59 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −332.88 | 326,823 | 0.308 | 0.302 | 0.183 |
60 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3624.77 | 326,787 | 0.306 | 0.301 | 0.183 |
61 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 191.46 | 326,733 | 0.304 | 0.299 | 0.183 |
62 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | −17.49 | 326,700 | 0.306 | 0.299 | 0.182 |
63 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 183.68 | 326,668 | 0.304 | 0.296 | 0.182 |
64 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | −0.2 | 326,638 | 0.304 | 0.298 | 0.181 |
65 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2.55 | 326,610 | 0.301 | 0.296 | 0.183 |
66 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.13 | 326,572 | 0.297 | 0.299 | 0.18 |
67 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −29.57 | 326,545 | 0.292 | 0.286 | 0.169 |
68 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 95.55 | 326,519 | 0.292 | 0.287 | 0.172 |
69 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 922.48 | 326,478 | 0.294 | 0.282 | 0.173 |
70 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −6.22 | 326,453 | 0.291 | 0.281 | 0.175 |
71 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | −134.95 | 326,428 | 0.289 | 0.281 | 0.176 |
72 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | −4.47 | 326,398 | 0.284 | 0.282 | 0.173 |
73 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −26,186.72 | 326,374 | 0.276 | 0.264 | 0.162 |
74 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −0.29 | 326,352 | 0.272 | 0.266 | 0.158 |
75 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | −58.01 | 326,331 | 0.269 | 0.266 | 0.157 |
76 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | −3.11 | 326,313 | 0.271 | 0.266 | 0.155 |
77 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −2.1 | 326,295 | 0.264 | 0.27 | 0.151 |
78 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −8.73 | 326,278 | 0.264 | 0.275 | 0.153 |
79 | 1 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1.93 | 326,261 | 0.252 | 0.285 | 0.154 |
80 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | −14.9 | 326,245 | 0.263 | 0.309 | 0.157 |
81 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1.22 | 326,229 | 0.267 | 0.306 | 0.155 |
82 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3341.29 | 326,214 | 0.266 | 0.307 | 0.156 |
83 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −43.84 | 326,201 | 0.263 | 0.302 | 0.158 |
84 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | −0.12 | 326,187 | 0.262 | 0.302 | 0.157 |
85 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | −0.18 | 326,174 | 0.263 | 0.305 | 0.156 |
86 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 67.19 | 326,161 | 0.265 | 0.303 | 0.157 |
87 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −432,954.98 | 326,149 | 0.267 | 0.308 | 0.156 |
88 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −34.58 | 326,137 | 0.267 | 0.308 | 0.156 |
89 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | −5.1 | 326,126 | 0.267 | 0.31 | 0.156 |
90 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −10.78 | 326,116 | 0.267 | 0.313 | 0.158 |
91 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | −66.99 | 326,106 | 0.265 | 0.317 | 0.158 |
92 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | −0.09 | 326,097 | 0.265 | 0.308 | 0.151 |
93 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0.35 | 326,089 | 0.265 | 0.308 | 0.151 |
94 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −93.83 | 326,081 | 0.264 | 0.306 | 0.148 |
95 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 70.45 | 326,073 | 0.256 | 0.288 | 0.141 |
96 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1,073,454.04 | 326,066 | 0.256 | 0.289 | 0.141 |
97 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | −21.59 | 326,058 | 0.248 | 0.275 | 0.136 |
98 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | −1.1 | 326,051 | 0.248 | 0.276 | 0.136 |
99 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 398.94 | 326,045 | 0.249 | 0.275 | 0.136 |
100 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 22.03 | 326,038 | 0.25 | 0.276 | 0.136 |
101 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | −4.12 | 326,033 | 0.25 | 0.276 | 0.136 |
102 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1.3 | 326,027 | 0.248 | 0.281 | 0.138 |
103 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.2 | 326,017 | 0.244 | 0.283 | 0.135 |
104 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 351.11 | 326,009 | 0.245 | 0.289 | 0.138 |
105 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1.09 | 326,003 | 0.244 | 0.288 | 0.139 |
106 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | −0.0 | 325,997 | 0.242 | 0.274 | 0.136 |
107 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −7.78 | 325,992 | 0.239 | 0.271 | 0.134 |
108 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −126.28 | 325,973 | 0.238 | 0.269 | 0.132 |
109 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | −0.1 | 325,968 | 0.238 | 0.269 | 0.131 |
110 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 57.61 | 325,963 | 0.239 | 0.269 | 0.132 |
111 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 9.91 | 325,959 | 0.237 | 0.269 | 0.132 |
112 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | −1698.92 | 325,954 | 0.236 | 0.27 | 0.132 |
113 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | −0.01 | 325,950 | 0.237 | 0.27 | 0.133 |
114 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |