| Final Model with Diagnoistics |
| Model Information | |
|---|---|
| Data Set | WORK.SCHOOL23 |
| Dependent Variable | MATH |
| Covariance Structure | Unstructured |
| Subject Effect | SCHOOL |
| Estimation Method | REML |
| Residual Variance Method | Profile |
| Fixed Effects SE Method | Model-Based |
| Degrees of Freedom Method | Satterthwaite |
| Dimensions | |
|---|---|
| Covariance Parameters | 4 |
| Columns in X | 6 |
| Columns in Z Per Subject | 2 |
| Subjects | 23 |
| Max Obs Per Subject | 67 |
| Number of Observations | |
|---|---|
| Number of Observations Read | 519 |
| Number of Observations Used | 519 |
| Number of Observations Not Used | 0 |
| Iteration History | |||
|---|---|---|---|
| Iteration | Evaluations | -2 Res Log Like | Criterion |
| 0 | 1 | 3696.40344692 | |
| 1 | 2 | 3612.23890067 | 0.00607344 |
| 2 | 1 | 3601.61223479 | 0.00330334 |
| 3 | 1 | 3595.94944893 | 0.00145577 |
| 4 | 1 | 3593.53015175 | 0.00043575 |
| 5 | 1 | 3592.84366411 | 0.00005947 |
| 6 | 1 | 3592.75748450 | 0.00000152 |
| 7 | 1 | 3592.75543207 | 0.00000000 |
| Convergence criteria met. |
| Covariance Parameter Estimates | |||||
|---|---|---|---|---|---|
| Cov Parm | Subject | Estimate | Standard Error | Z Value | Pr Z |
| UN(1,1) | SCHOOL | 49.8879 | 17.7280 | 2.81 | 0.0024 |
| UN(2,1) | SCHOOL | -24.3721 | 9.0424 | -2.70 | 0.0070 |
| UN(2,2) | SCHOOL | 14.6440 | 5.2441 | 2.79 | 0.0026 |
| Residual | 51.2969 | 3.3506 | 15.31 | <.0001 | |
| Fit Statistics | |
|---|---|
| -2 Res Log Likelihood | 3592.8 |
| AIC (smaller is better) | 3600.8 |
| AICC (smaller is better) | 3600.8 |
| BIC (smaller is better) | 3605.3 |
| Null Model Likelihood Ratio Test | ||
|---|---|---|
| DF | Chi-Square | Pr > ChiSq |
| 3 | 103.65 | <.0001 |
| Information Criteria | ||||||
|---|---|---|---|---|---|---|
| Neg2LogLike | Parms | AIC | AICC | HQIC | BIC | CAIC |
| 3592.8 | 4 | 3600.8 | 3600.8 | 3601.9 | 3605.3 | 3609.3 |
| Solution for Fixed Effects | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| Effect | WHITE RACE BINARY |
Estimate | Standard Error | DF | t Value | Pr > |t| | Alpha | Lower | Upper |
| Intercept | 47.8456 | 1.6205 | 22.8 | 29.53 | <.0001 | 0.05 | 44.4919 | 51.1994 | |
| HOMEW | 1.8257 | 0.8503 | 19.9 | 2.15 | 0.0443 | 0.05 | 0.05162 | 3.5997 | |
| cses | 2.2058 | 0.5356 | 485 | 4.12 | <.0001 | 0.05 | 1.1533 | 3.2582 | |
| WHITE | 0 | -2.1708 | 0.9733 | 368 | -2.23 | 0.0263 | 0.05 | -4.0847 | -0.2570 |
| WHITE | 1 | 0 | . | . | . | . | . | . | . |
| gmeanses | 5.1510 | 1.3477 | 21.2 | 3.82 | 0.0010 | 0.05 | 2.3502 | 7.9519 | |
| Type 3 Tests of Fixed Effects | ||||||
|---|---|---|---|---|---|---|
| Effect | Num DF | Den DF | Chi-Square | F Value | Pr > ChiSq | Pr > F |
| HOMEW | 1 | 19.9 | 4.61 | 4.61 | 0.0318 | 0.0443 |
| cses | 1 | 485 | 16.96 | 16.96 | <.0001 | <.0001 |
| WHITE | 1 | 368 | 4.97 | 4.97 | 0.0257 | 0.0263 |
| gmeanses | 1 | 21.2 | 14.61 | 14.61 | 0.0001 | 0.0010 |
| Final Model with Diagnoistics |
| Final Model with Diagnoistics |
| Influence Diagnostics | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Deleted Obs. Index |
Observed Value | Predicted Value | Residual | Leverage | PRESS Residual | Internally Studentized Residual |
RMSE without deleted obs |
Externally Studentized Residual |
Cook's D | DFFITS | COVRATIO | Restricted Likelihood Distance |
| 1 | 50.0000 | 53.6072 | -3.607 | 0.00544 | -3.631 | -0.4474 | 7.16662 | -0.4471 | 0.00009 | -0.01663 | 1.0075 | 0.0009 |
| 2 | 43.0000 | 52.6808 | -9.681 | 0.00585 | -9.743 | -1.2007 | 7.15414 | -1.2020 | 0.00089 | -0.04344 | 0.9909 | 0.0058 |
| 3 | 50.0000 | 51.9114 | -1.911 | 0.02144 | -1.983 | -0.2101 | 7.16771 | -0.2099 | 0.00074 | -0.03585 | 1.0256 | 0.0043 |
| 4 | 49.0000 | 53.9822 | -4.982 | 0.00584 | -5.016 | -0.6180 | 7.16471 | -0.6178 | 0.00020 | -0.02346 | 1.0051 | 0.0011 |
| 5 | 62.0000 | 53.5852 | 8.415 | 0.00543 | 8.458 | 1.0436 | 7.16068 | 1.0438 | 0.00031 | 0.03030 | 0.9992 | 0.0016 |
| 6 | 43.0000 | 54.6439 | -11.644 | 0.00733 | -11.737 | -1.4454 | 7.14786 | -1.4483 | 0.00175 | -0.06317 | 0.9830 | 0.0129 |
| 7 | 42.0000 | 51.4676 | -9.468 | 0.00937 | -9.566 | -1.1757 | 7.15470 | -1.1769 | 0.00256 | -0.06594 | 0.9957 | 0.0140 |
| 8 | 68.0000 | 59.3710 | 8.629 | 0.00441 | 8.662 | 0.7430 | 7.16212 | 0.7430 | 0.00022 | 0.01368 | 1.0010 | 0.0011 |
| 9 | 41.0000 | 50.7746 | -9.775 | 0.01759 | -9.966 | -1.2186 | 7.15370 | -1.2200 | 0.00578 | -0.11595 | 1.0011 | 0.0304 |
| 10 | 62.0000 | 62.6304 | -0.630 | 0.00939 | -0.657 | -0.0431 | 7.16819 | -0.0431 | 0.00017 | -0.00836 | 1.0144 | 0.0016 |
| 11 | 69.0000 | 54.5778 | 14.422 | 0.00713 | 14.524 | 1.7901 | 7.14242 | 1.7951 | 0.00206 | 0.06913 | 0.9754 | 0.0182 |
| 12 | 60.0000 | 52.1565 | 7.843 | 0.00785 | 7.906 | 0.7948 | 7.16099 | 0.7950 | 0.00044 | 0.03215 | 1.0002 | 0.0022 |
| 13 | 71.0000 | 58.5328 | 12.467 | 0.00430 | 12.516 | 1.0735 | 7.15231 | 1.0750 | 0.00037 | 0.02063 | 0.9871 | 0.0038 |
| 14 | 56.0000 | 54.4454 | 1.555 | 0.00677 | 1.561 | 0.1929 | 7.16905 | 0.1927 | 0.00001 | 0.00432 | 1.0120 | 0.0010 |
| 15 | 47.0000 | 51.3702 | -4.370 | 0.01876 | -4.469 | -0.5451 | 7.16558 | -0.5449 | 0.00144 | -0.05873 | 1.0189 | 0.0074 |
| 16 | 58.0000 | 53.5410 | 4.459 | 0.00541 | 4.480 | 0.5530 | 7.16712 | 0.5526 | 0.00008 | 0.01480 | 1.0082 | 0.0009 |
| 17 | 66.0000 | 53.0116 | 12.988 | 0.00548 | 13.058 | 1.6107 | 7.14773 | 1.6140 | 0.00096 | 0.04877 | 0.9815 | 0.0090 |
| 18 | 41.0000 | 55.0487 | -14.049 | 0.02677 | -14.469 | -1.8256 | 7.13708 | -1.8320 | 0.02105 | -0.24115 | 0.9876 | 0.1187 |
| 19 | 60.0000 | 49.9754 | 10.025 | 0.02168 | 10.229 | 1.2993 | 7.15756 | 1.3002 | 0.00613 | 0.12328 | 1.0119 | 0.0311 |
| 20 | 69.0000 | 56.8225 | 12.177 | 0.00724 | 12.261 | 1.5683 | 7.15164 | 1.5706 | 0.00195 | 0.05923 | 0.9892 | 0.0120 |
| 21 | 44.0000 | 53.6072 | -9.607 | 0.00544 | -9.665 | -1.1915 | 7.15437 | -1.1928 | 0.00055 | -0.04013 | 0.9904 | 0.0040 |
| 22 | 61.0000 | 52.6146 | 8.385 | 0.00595 | 8.433 | 1.0400 | 7.16074 | 1.0402 | 0.00053 | 0.03306 | 1.0002 | 0.0027 |
| 23 | 65.0000 | 55.1682 | 9.832 | 0.00417 | 9.870 | 1.2644 | 7.15824 | 1.2651 | 0.00032 | 0.02813 | 0.9955 | 0.0019 |
| 24 | 67.0000 | 61.8312 | 5.169 | 0.00792 | 5.196 | 0.2887 | 7.16782 | 0.2884 | 0.00004 | 0.00686 | 1.0089 | 0.0008 |
| 25 | 57.0000 | 52.5484 | 4.452 | 0.00607 | 4.475 | 0.5521 | 7.16713 | 0.5518 | 0.00014 | 0.01653 | 1.0093 | 0.0012 |
| 26 | 64.0000 | 59.1011 | 4.899 | 0.00842 | 4.926 | 0.3352 | 7.16785 | 0.3349 | 0.00013 | 0.00869 | 1.0113 | 0.0013 |
| 27 | 67.0000 | 55.9079 | 11.092 | 0.01439 | 11.237 | 0.9571 | 7.15618 | 0.9579 | 0.00406 | 0.05820 | 1.0025 | 0.0210 |
| 28 | 65.0000 | 54.5998 | 10.400 | 0.00720 | 10.473 | 1.2909 | 7.15577 | 1.2921 | 0.00106 | 0.04925 | 0.9938 | 0.0061 |
| 29 | 70.0000 | 53.2984 | 16.702 | 0.00536 | 16.791 | 2.0712 | 7.13285 | 2.0797 | 0.00138 | 0.06220 | 0.9611 | 0.0243 |
| 30 | 59.0000 | 60.4959 | -1.496 | 0.00710 | -1.519 | -0.1289 | 7.16779 | -0.1288 | 0.00016 | -0.00964 | 1.0120 | 0.0014 |
| 31 | 54.0000 | 52.8131 | 1.187 | 0.00567 | 1.190 | 0.1472 | 7.16912 | 0.1471 | 0.00000 | 0.00219 | 1.0116 | 0.0010 |
| 32 | 53.0000 | 52.7911 | 0.209 | 0.00570 | 0.206 | 0.0259 | 7.16914 | 0.0259 | 0.00000 | -0.00180 | 1.0116 | 0.0010 |
| 33 | 58.0000 | 57.0600 | 0.940 | 0.00377 | 0.939 | 0.1027 | 7.16915 | 0.1026 | 0.00000 | -0.00077 | 1.0106 | 0.0010 |
| 34 | 59.0000 | 65.9950 | -6.995 | 0.01270 | -7.149 | -0.3278 | 7.15343 | -0.3282 | 0.00266 | -0.03257 | 0.9937 | 0.0149 |
| 35 | 60.0000 | 57.9593 | 2.041 | 0.00515 | 2.043 | 0.1758 | 7.16914 | 0.1756 | 0.00000 | 0.00098 | 1.0113 | 0.0010 |
| 36 | 48.0000 | 55.1954 | -7.195 | 0.00933 | -7.271 | -0.8940 | 7.16048 | -0.8942 | 0.00118 | -0.05009 | 1.0024 | 0.0060 |
| 37 | 59.0000 | 58.8857 | 0.114 | 0.00415 | 0.108 | 0.0098 | 7.16885 | 0.0098 | 0.00001 | -0.00273 | 1.0100 | 0.0009 |
| 38 | 50.0000 | 56.4281 | -6.428 | 0.01817 | -6.583 | -0.5552 | 7.15983 | -0.5553 | 0.00372 | -0.06118 | 1.0106 | 0.0187 |
| 39 | 43.0000 | 54.7983 | -11.798 | 0.00782 | -11.899 | -1.4649 | 7.14731 | -1.4679 | 0.00208 | -0.06786 | 0.9827 | 0.0149 |
| 40 | 48.0000 | 53.7124 | -5.712 | 0.00668 | -5.758 | -0.7353 | 7.16295 | -0.7353 | 0.00068 | -0.03294 | 1.0049 | 0.0034 |
| 41 | 65.0000 | 59.7408 | 5.259 | 0.00647 | 5.283 | 0.3597 | 7.16751 | 0.3594 | 0.00007 | 0.00752 | 1.0090 | 0.0009 |
| 42 | 41.0000 | 52.0709 | -11.071 | 0.01661 | -11.278 | -1.4320 | 7.14877 | -1.4347 | 0.00743 | -0.13088 | 0.9939 | 0.0409 |
| 43 | 50.0000 | 50.9901 | -0.990 | 0.01797 | -1.027 | -0.1281 | 7.16863 | -0.1280 | 0.00022 | -0.02272 | 1.0235 | 0.0019 |
| 44 | 64.0000 | 55.4329 | 8.567 | 0.00424 | 8.600 | 1.1018 | 7.16114 | 1.1020 | 0.00024 | 0.02446 | 0.9996 | 0.0012 |
| 45 | 61.0000 | 53.8136 | 7.186 | 0.01299 | 7.237 | 0.8907 | 7.16725 | 0.8901 | 0.00031 | 0.03609 | 1.0127 | 0.0020 |
| 46 | 56.0000 | 52.8430 | 3.157 | 0.01236 | 3.151 | 0.3911 | 7.16914 | 0.3908 | 0.00000 | -0.00411 | 1.0149 | 0.0010 |
| 47 | 46.0000 | 52.2695 | -6.270 | 0.01300 | -6.409 | -0.7770 | 7.15479 | -0.7778 | 0.00242 | -0.09933 | 0.9955 | 0.0132 |
| 48 | 60.0000 | 51.4365 | 8.564 | 0.01177 | 8.547 | 0.8671 | 7.16893 | 0.8663 | 0.00002 | -0.00879 | 1.0121 | 0.0010 |
| 49 | 65.0000 | 52.1644 | 12.836 | 0.01240 | 12.882 | 1.3001 | 7.16761 | 1.2991 | 0.00012 | 0.02384 | 1.0102 | 0.0012 |
| 50 | 39.0000 | 54.2886 | -15.289 | 0.03865 | -15.682 | -1.6733 | 7.16012 | -1.6738 | 0.01065 | -0.21754 | 1.0380 | 0.0534 |
| 51 | 67.0000 | 52.4952 | 14.505 | 0.01309 | 14.580 | 1.4696 | 7.16547 | 1.4689 | 0.00032 | 0.03854 | 1.0077 | 0.0018 |
| 52 | 65.0000 | 51.5026 | 13.497 | 0.01178 | 13.550 | 1.3667 | 7.16687 | 1.3658 | 0.00017 | 0.02774 | 1.0091 | 0.0013 |
| 53 | 61.0000 | 52.0895 | 8.910 | 0.01042 | 8.937 | 0.9675 | 7.16841 | 0.9667 | 0.00010 | 0.01942 | 1.0135 | 0.0013 |
| 54 | 42.0000 | 46.6787 | -4.679 | 0.01888 | -4.685 | -0.4713 | 7.16915 | -0.4708 | 0.00000 | -0.00398 | 1.0243 | 0.0010 |
| 55 | 67.0000 | 51.6704 | 15.330 | 0.01132 | 15.447 | 1.6649 | 7.15707 | 1.6660 | 0.00210 | 0.08401 | 0.9989 | 0.0110 |
| 56 | 67.0000 | 57.1356 | 9.864 | 0.02529 | 9.837 | 0.8472 | 7.16907 | 0.8464 | 0.00004 | -0.01232 | 1.0238 | 0.0011 |
| 57 | 46.0000 | 46.7397 | -0.740 | 0.01314 | -0.740 | -0.0911 | 7.16917 | -0.0910 | 0.00000 | -0.00041 | 1.0194 | 0.0010 |
| 58 | 42.0000 | 49.4049 | -7.405 | 0.00361 | -7.425 | -0.9446 | 7.16501 | -0.9442 | 0.00012 | -0.02252 | 1.0049 | 0.0007 |
| 59 | 56.0000 | 50.2262 | 5.774 | 0.00895 | 5.810 | 0.7119 | 7.16708 | 0.7115 | 0.00039 | 0.03139 | 1.0134 | 0.0024 |
| 60 | 40.0000 | 50.1769 | -10.177 | 0.00343 | -10.206 | -1.2980 | 7.15966 | -1.2985 | 0.00027 | -0.03279 | 0.9974 | 0.0015 |
| 61 | 40.0000 | 51.1644 | -11.164 | 0.00732 | -11.208 | -1.2130 | 7.16498 | -1.2126 | 0.00020 | -0.03025 | 1.0056 | 0.0011 |
| 62 | 41.0000 | 45.7172 | -4.717 | 0.01361 | -4.814 | -0.5820 | 7.16273 | -0.5820 | 0.00272 | -0.08171 | 1.0155 | 0.0136 |
| 63 | 39.0000 | 49.3167 | -10.317 | 0.00372 | -10.349 | -1.3161 | 7.15933 | -1.3166 | 0.00030 | -0.03558 | 0.9971 | 0.0017 |
| 64 | 48.0000 | 49.4270 | -1.427 | 0.00359 | -1.425 | -0.1820 | 7.16912 | -0.1819 | 0.00000 | 0.00238 | 1.0107 | 0.0010 |
| 65 | 42.0000 | 48.5718 | -6.572 | 0.00387 | -6.606 | -0.8087 | 7.15879 | -0.8091 | 0.00034 | -0.03377 | 0.9964 | 0.0019 |
| 66 | 50.0000 | 47.5792 | 2.421 | 0.00385 | 2.423 | 0.2979 | 7.16913 | 0.2976 | 0.00000 | 0.00183 | 1.0109 | 0.0010 |
| 67 | 59.0000 | 47.9101 | 11.090 | 0.00361 | 11.124 | 1.3646 | 7.15727 | 1.3655 | 0.00029 | 0.03389 | 0.9940 | 0.0020 |
| 68 | 62.0000 | 44.8713 | 17.129 | 0.00982 | 17.255 | 1.7270 | 7.14950 | 1.7301 | 0.00254 | 0.07558 | 0.9869 | 0.0160 |
| 69 | 42.0000 | 47.3858 | -5.386 | 0.00919 | -5.505 | -0.5430 | 7.14923 | -0.5440 | 0.00174 | -0.07114 | 0.9851 | 0.0121 |
| 70 | 53.0000 | 46.1143 | 6.886 | 0.01449 | 6.962 | 0.8499 | 7.16565 | 0.8495 | 0.00158 | 0.06327 | 1.0206 | 0.0081 |
| 71 | 53.0000 | 50.5519 | 2.448 | 0.00384 | 2.466 | 0.3123 | 7.16635 | 0.3121 | 0.00012 | 0.01975 | 1.0073 | 0.0010 |
| 72 | 44.0000 | 53.8724 | -9.872 | 0.01456 | -9.871 | -0.8470 | 7.16916 | -0.8462 | 0.00000 | 0.00041 | 1.0139 | 0.0010 |
| 73 | 43.0000 | 45.6653 | -2.665 | 0.00805 | -2.745 | -0.2686 | 7.15769 | -0.2688 | 0.00074 | -0.04793 | 0.9960 | 0.0041 |
| 74 | 62.0000 | 47.5572 | 14.443 | 0.00388 | 14.494 | 1.7774 | 7.14691 | 1.7812 | 0.00073 | 0.04955 | 0.9800 | 0.0084 |
| 75 | 64.0000 | 48.8365 | 15.163 | 0.00426 | 15.223 | 1.8663 | 7.14426 | 1.8710 | 0.00110 | 0.05715 | 0.9768 | 0.0120 |
| 76 | 45.0000 | 49.0961 | -4.096 | 0.00407 | -4.105 | -0.5226 | 7.16854 | -0.5222 | 0.00002 | -0.00967 | 1.0103 | 0.0009 |
| 77 | 37.0000 | 50.7894 | -13.789 | 0.00795 | -13.860 | -1.4986 | 7.15969 | -1.4992 | 0.00059 | -0.04905 | 0.9987 | 0.0031 |
| 78 | 50.0000 | 47.6675 | 2.333 | 0.00376 | 2.334 | 0.2870 | 7.16915 | 0.2868 | 0.00000 | 0.00145 | 1.0108 | 0.0010 |
| 79 | 58.0000 | 48.5005 | 9.499 | 0.00557 | 9.567 | 1.2129 | 7.15031 | 1.2149 | 0.00150 | 0.06955 | 0.9863 | 0.0104 |
| 80 | 56.0000 | 49.5814 | 6.419 | 0.00345 | 6.449 | 0.8187 | 7.15908 | 0.8191 | 0.00024 | 0.03376 | 0.9965 | 0.0014 |
| 81 | 37.0000 | 47.2484 | -10.248 | 0.00435 | -10.304 | -1.2614 | 7.14790 | -1.2639 | 0.00100 | -0.05372 | 0.9818 | 0.0091 |
| 82 | 48.0000 | 47.9631 | 0.037 | 0.00393 | 0.036 | 0.0045 | 7.16916 | 0.0045 | 0.00000 | -0.00076 | 1.0109 | 0.0010 |
| 83 | 48.0000 | 45.5639 | 2.436 | 0.00613 | 2.420 | 0.2457 | 7.16838 | 0.2455 | 0.00002 | -0.00916 | 1.0095 | 0.0009 |
| 84 | 53.0000 | 44.6596 | 8.340 | 0.00700 | 8.369 | 0.8414 | 7.16717 | 0.8408 | 0.00011 | 0.01657 | 1.0089 | 0.0011 |
| 85 | 42.0000 | 46.6617 | -4.662 | 0.00401 | -4.682 | -0.5744 | 7.16575 | -0.5742 | 0.00011 | -0.01852 | 1.0061 | 0.0008 |
| 86 | 43.0000 | 48.4433 | -5.443 | 0.00453 | -5.449 | -0.6954 | 7.16896 | -0.6948 | 0.00001 | -0.00573 | 1.0107 | 0.0010 |
| 87 | 57.0000 | 46.9705 | 10.029 | 0.00364 | 10.067 | 1.2357 | 7.15556 | 1.2369 | 0.00028 | 0.03385 | 0.9915 | 0.0023 |
| 88 | 33.0000 | 53.7217 | -20.722 | 0.02490 | -20.859 | -1.4148 | 7.16686 | -1.4139 | 0.00050 | -0.04569 | 1.0142 | 0.0029 |
| 89 | 64.0000 | 47.1249 | 16.875 | 0.00354 | 16.936 | 2.0790 | 7.12980 | 2.0885 | 0.00071 | 0.05622 | 0.9563 | 0.0247 |
| 90 | 36.0000 | 47.0146 | -11.015 | 0.00360 | -11.057 | -1.3571 | 7.15116 | -1.3592 | 0.00036 | -0.03861 | 0.9854 | 0.0042 |
| 91 | 56.0000 | 50.5388 | 5.461 | 0.00617 | 5.524 | 0.6980 | 7.15573 | 0.6986 | 0.00147 | 0.06135 | 0.9948 | 0.0082 |
| 92 | 48.0000 | 46.7058 | 1.294 | 0.00395 | 1.299 | 0.1595 | 7.16901 | 0.1593 | 0.00000 | 0.00391 | 1.0106 | 0.0010 |
| 93 | 48.0000 | 47.8308 | 0.169 | 0.00376 | 0.169 | 0.0209 | 7.16916 | 0.0208 | 0.00000 | -0.00026 | 1.0107 | 0.0010 |
| 94 | 44.0000 | 45.2941 | -1.294 | 0.00830 | -1.307 | -0.1597 | 7.16883 | -0.1596 | 0.00005 | -0.01107 | 1.0148 | 0.0011 |
| 95 | 35.0000 | 46.5904 | -11.590 | 0.01148 | -11.680 | -1.4856 | 7.16139 | -1.4857 | 0.00175 | -0.07532 | 1.0067 | 0.0088 |
| 96 | 50.0000 | 48.1396 | 1.860 | 0.00422 | 1.868 | 0.2293 | 7.16879 | 0.2290 | 0.00002 | 0.00641 | 1.0107 | 0.0009 |
| 97 | 36.0000 | 52.6240 | -16.624 | 0.01427 | -16.689 | -1.4272 | 7.16702 | -1.4263 | 0.00022 | -0.02964 | 1.0104 | 0.0016 |
| 98 | 47.0000 | 47.6764 | -0.676 | 0.00361 | -0.680 | -0.0833 | 7.16905 | -0.0833 | 0.00000 | -0.00315 | 1.0104 | 0.0010 |
| 99 | 41.0000 | 48.0021 | -7.002 | 0.00547 | -7.018 | -0.8950 | 7.16807 | -0.8943 | 0.00006 | -0.01539 | 1.0103 | 0.0010 |
| 100 | 42.0000 | 47.2352 | -5.235 | 0.00350 | -5.255 | -0.6450 | 7.16491 | -0.6447 | 0.00007 | -0.01823 | 1.0044 | 0.0005 |
| 101 | 49.0000 | 47.3896 | 1.610 | 0.00349 | 1.615 | 0.1984 | 7.16890 | 0.1982 | 0.00000 | 0.00454 | 1.0100 | 0.0009 |
| 102 | 39.0000 | 49.5292 | -10.529 | 0.00899 | -10.631 | -1.2999 | 7.15258 | -1.3016 | 0.00313 | -0.08394 | 0.9932 | 0.0176 |
| 103 | 45.0000 | 49.3086 | -4.309 | 0.00794 | -4.347 | -0.5317 | 7.16621 | -0.5314 | 0.00046 | -0.03179 | 1.0111 | 0.0026 |
| 104 | 48.0000 | 46.7058 | 1.294 | 0.00395 | 1.299 | 0.1595 | 7.16901 | 0.1593 | 0.00000 | 0.00391 | 1.0106 | 0.0010 |
| 105 | 42.0000 | 57.5443 | -15.544 | 0.03631 | -15.668 | -0.8667 | 7.16874 | -0.8659 | 0.00025 | -0.03275 | 1.0296 | 0.0021 |
| 106 | 48.0000 | 46.9822 | 1.018 | 0.00724 | 0.976 | 0.1253 | 7.16504 | 0.1253 | 0.00052 | -0.03924 | 1.0084 | 0.0028 |
| 107 | 57.0000 | 48.4550 | 8.545 | 0.00766 | 8.597 | 1.0914 | 7.16328 | 1.0912 | 0.00084 | 0.05258 | 1.0065 | 0.0042 |
| 108 | 60.0000 | 49.8277 | 10.172 | 0.00615 | 10.198 | 1.2519 | 7.16701 | 1.2511 | 0.00019 | 0.02456 | 1.0098 | 0.0014 |
| 109 | 67.0000 | 51.0188 | 15.981 | 0.01122 | 16.098 | 1.9708 | 7.15549 | 1.9726 | 0.00329 | 0.10142 | 0.9990 | 0.0174 |
| 110 | 48.0000 | 47.3870 | 0.613 | 0.01401 | 0.590 | 0.0784 | 7.16883 | 0.0783 | 0.00015 | -0.02144 | 1.0248 | 0.0016 |
| 111 | 51.0000 | 49.5137 | 1.486 | 0.00427 | 1.483 | 0.1895 | 7.16910 | 0.1894 | 0.00000 | -0.00330 | 1.0114 | 0.0010 |
| 112 | 46.0000 | 48.3719 | -2.372 | 0.00439 | -2.413 | -0.2917 | 7.15813 | -0.2919 | 0.00039 | -0.04156 | 0.9956 | 0.0023 |
| 113 | 44.0000 | 50.9034 | -6.903 | 0.00373 | -6.939 | -0.8800 | 7.15748 | -0.8806 | 0.00047 | -0.04122 | 0.9948 | 0.0028 |
| 114 | 62.0000 | 47.8425 | 14.158 | 0.00495 | 14.199 | 1.7415 | 7.16023 | 1.7420 | 0.00048 | 0.04164 | 0.9991 | 0.0025 |
| 115 | 63.0000 | 49.9600 | 13.040 | 0.00655 | 13.087 | 1.6051 | 7.16259 | 1.6050 | 0.00065 | 0.04530 | 1.0040 | 0.0032 |
| 116 | 47.0000 | 48.4770 | -1.477 | 0.00756 | -1.506 | -0.1886 | 7.16729 | -0.1885 | 0.00026 | -0.02935 | 1.0121 | 0.0018 |
| 117 | 56.0000 | 49.2932 | 6.707 | 0.00476 | 6.730 | 0.8555 | 7.16618 | 0.8550 | 0.00018 | 0.02540 | 1.0077 | 0.0012 |
| 118 | 58.0000 | 52.2930 | 5.707 | 0.00763 | 5.736 | 0.7286 | 7.16734 | 0.7281 | 0.00031 | 0.02989 | 1.0131 | 0.0021 |
| 119 | 54.0000 | 49.0998 | 4.900 | 0.00466 | 4.893 | 0.6027 | 7.16887 | 0.6022 | 0.00001 | -0.00718 | 1.0108 | 0.0010 |
| 120 | 54.0000 | 48.7417 | 5.258 | 0.00648 | 5.280 | 0.6712 | 7.16777 | 0.6707 | 0.00015 | 0.02239 | 1.0117 | 0.0014 |
| 121 | 60.0000 | 48.6807 | 11.319 | 0.00435 | 11.343 | 1.3921 | 7.16554 | 1.3914 | 0.00012 | 0.02363 | 1.0059 | 0.0008 |
| 122 | 46.0000 | 43.9598 | 2.040 | 0.01242 | 2.017 | 0.2518 | 7.16871 | 0.2515 | 0.00014 | -0.01968 | 1.0199 | 0.0015 |
| 123 | 47.0000 | 48.6011 | -1.601 | 0.00489 | -1.629 | -0.1970 | 7.16496 | -0.1969 | 0.00031 | -0.02741 | 1.0065 | 0.0017 |
| 124 | 38.0000 | 56.3449 | -18.345 | 0.02686 | -18.578 | -1.2517 | 7.16425 | -1.2513 | 0.00146 | -0.07873 | 1.0133 | 0.0074 |
| 125 | 40.0000 | 47.3567 | -7.357 | 0.01696 | -7.559 | -0.9096 | 7.15104 | -0.9110 | 0.00790 | -0.15673 | 0.9995 | 0.0421 |
| 126 | 39.0000 | 49.1915 | -10.192 | 0.00505 | -10.242 | -1.3002 | 7.15624 | -1.3013 | 0.00098 | -0.05538 | 0.9944 | 0.0056 |
| 127 | 54.0000 | 49.9194 | 4.081 | 0.00417 | 4.101 | 0.5204 | 7.16593 | 0.5201 | 0.00016 | 0.02348 | 1.0070 | 0.0011 |
| 128 | 56.0000 | 45.4377 | 10.562 | 0.01114 | 10.642 | 1.3028 | 7.16261 | 1.3028 | 0.00172 | 0.06823 | 1.0097 | 0.0086 |
| 129 | 58.0000 | 46.3291 | 11.671 | 0.00867 | 11.743 | 1.4380 | 7.16030 | 1.4384 | 0.00173 | 0.06522 | 1.0042 | 0.0087 |
| 130 | 62.0000 | 47.5721 | 14.428 | 0.01271 | 14.631 | 1.8459 | 7.13621 | 1.8526 | 0.01110 | 0.18822 | 0.9757 | 0.0695 |
| 131 | 44.0000 | 47.2556 | -3.256 | 0.00569 | -3.298 | -0.4007 | 7.16199 | -0.4007 | 0.00073 | -0.04105 | 1.0033 | 0.0037 |
| 132 | 44.0000 | 48.8437 | -4.844 | 0.00518 | -4.891 | -0.5961 | 7.15841 | -0.5964 | 0.00089 | -0.04615 | 0.9976 | 0.0047 |
| 133 | 47.0000 | 44.5995 | 2.401 | 0.01125 | 2.384 | 0.2961 | 7.16887 | 0.2958 | 0.00008 | -0.01449 | 1.0188 | 0.0013 |
| 134 | 54.0000 | 51.3311 | 2.669 | 0.00593 | 2.690 | 0.3406 | 7.16756 | 0.3404 | 0.00016 | 0.02228 | 1.0111 | 0.0014 |
| 135 | 43.0000 | 46.5497 | -3.550 | 0.00778 | -3.610 | -0.4372 | 7.16136 | -0.4373 | 0.00131 | -0.05593 | 1.0047 | 0.0066 |
| 136 | 67.0000 | 45.9671 | 21.033 | 0.01190 | 21.250 | 2.5952 | 7.12632 | 2.6083 | 0.01213 | 0.18439 | 0.9605 | 0.0872 |
| 137 | 62.0000 | 47.5423 | 14.458 | 0.00517 | 14.516 | 1.7791 | 7.15294 | 1.7814 | 0.00139 | 0.05678 | 0.9901 | 0.0087 |
| 138 | 62.0000 | 48.1820 | 13.818 | 0.00469 | 13.867 | 1.7001 | 7.15485 | 1.7018 | 0.00099 | 0.04887 | 0.9922 | 0.0061 |
| 139 | 50.0000 | 51.7231 | -1.723 | 0.00766 | -1.693 | -0.1872 | 7.16731 | -0.1870 | 0.00011 | 0.02137 | 1.0092 | 0.0011 |
| 140 | 45.0000 | 49.9687 | -4.969 | 0.00833 | -5.046 | -0.6122 | 7.15806 | -0.6126 | 0.00194 | -0.07013 | 1.0003 | 0.0101 |
| 141 | 50.0000 | 47.8019 | 2.198 | 0.01012 | 2.229 | 0.2810 | 7.16798 | 0.2808 | 0.00027 | 0.02940 | 1.0162 | 0.0020 |
| 142 | 34.0000 | 50.4929 | -16.493 | 0.00433 | -16.565 | -2.1035 | 7.13341 | -2.1120 | 0.00195 | -0.08098 | 0.9624 | 0.0265 |
| 143 | 60.0000 | 47.9224 | 12.078 | 0.01228 | 12.131 | 1.2181 | 7.16694 | 1.2173 | 0.00048 | 0.03148 | 1.0143 | 0.0029 |
| 144 | 58.0000 | 44.0934 | 13.907 | 0.00848 | 14.046 | 1.7904 | 7.13402 | 1.7975 | 0.00261 | 0.10031 | 0.9639 | 0.0292 |
| 145 | 43.0000 | 43.4316 | -0.432 | 0.00976 | -0.418 | -0.0556 | 7.16890 | -0.0555 | 0.00003 | 0.00993 | 1.0137 | 0.0011 |
| 146 | 49.0000 | 42.6647 | 6.335 | 0.01191 | 6.383 | 0.7860 | 7.16715 | 0.7855 | 0.00022 | 0.03280 | 1.0109 | 0.0016 |
| 147 | 42.0000 | 44.9587 | -2.959 | 0.01813 | -3.070 | -0.3681 | 7.16449 | -0.3680 | 0.00131 | -0.07049 | 1.0131 | 0.0067 |
| 148 | 35.0000 | 48.7101 | -13.710 | 0.01579 | -13.680 | -0.9385 | 7.16879 | -0.9377 | 0.00009 | 0.00951 | 1.0174 | 0.0013 |
| 149 | 38.0000 | 45.9683 | -7.968 | 0.01032 | -8.035 | -1.0270 | 7.16376 | -1.0268 | 0.00057 | -0.04615 | 1.0059 | 0.0029 |
| 150 | 35.0000 | 42.6427 | -7.643 | 0.01191 | -7.776 | -0.9482 | 7.15350 | -0.9494 | 0.00175 | -0.09160 | 0.9918 | 0.0103 |
| 151 | 42.0000 | 50.4358 | -8.436 | 0.01237 | -8.404 | -0.7278 | 7.16837 | -0.7272 | 0.00010 | 0.01292 | 1.0129 | 0.0012 |
| 152 | 41.0000 | 50.7225 | -9.723 | 0.01371 | -9.707 | -0.8391 | 7.16902 | -0.8383 | 0.00002 | 0.00616 | 1.0152 | 0.0011 |
| 153 | 31.0000 | 48.9410 | -17.941 | 0.01340 | -18.108 | -1.9674 | 7.14934 | -1.9709 | 0.00375 | -0.08832 | 0.9887 | 0.0221 |
| 154 | 41.0000 | 43.1449 | -2.145 | 0.01063 | -2.149 | -0.2763 | 7.16915 | -0.2761 | 0.00000 | -0.00266 | 1.0151 | 0.0010 |
| 155 | 32.0000 | 41.3854 | -9.385 | 0.01370 | -9.565 | -1.1651 | 7.14768 | -1.1674 | 0.00391 | -0.12167 | 0.9862 | 0.0239 |
| 156 | 65.0000 | 40.9493 | 24.051 | 0.01824 | 24.425 | 2.4367 | 7.12177 | 2.4505 | 0.00963 | 0.19386 | 0.9517 | 0.0818 |
| 157 | 50.0000 | 42.7750 | 7.225 | 0.01193 | 7.284 | 0.8964 | 7.16606 | 0.8959 | 0.00034 | 0.04076 | 1.0093 | 0.0020 |
| 158 | 37.0000 | 46.0955 | -9.095 | 0.00722 | -9.117 | -0.9951 | 7.16800 | -0.9942 | 0.00005 | -0.01217 | 1.0098 | 0.0009 |
| 159 | 44.0000 | 48.0145 | -4.015 | 0.00935 | -3.992 | -0.4396 | 7.16844 | -0.4392 | 0.00006 | 0.01212 | 1.0116 | 0.0011 |
| 160 | 44.0000 | 45.8087 | -1.809 | 0.00763 | -1.773 | -0.1979 | 7.16631 | -0.1978 | 0.00018 | 0.02009 | 1.0080 | 0.0012 |
| 161 | 41.0000 | 46.8947 | -5.895 | 0.01422 | -5.956 | -0.7612 | 7.16678 | -0.7607 | 0.00050 | -0.04023 | 1.0138 | 0.0029 |
| 162 | 39.0000 | 46.2499 | -7.250 | 0.00708 | -7.257 | -0.7931 | 7.16902 | -0.7924 | 0.00001 | -0.00419 | 1.0110 | 0.0010 |
| 163 | 36.0000 | 48.0535 | -12.054 | 0.00853 | -12.067 | -1.0389 | 7.16888 | -1.0379 | 0.00001 | -0.00542 | 1.0108 | 0.0010 |
| 164 | 65.0000 | 57.7432 | 7.257 | 0.01120 | 7.187 | 0.6228 | 7.16487 | 0.6226 | 0.00031 | -0.03191 | 1.0063 | 0.0017 |
| 165 | 62.0000 | 54.2852 | 7.715 | 0.00485 | 7.717 | 0.8379 | 7.16914 | 0.8371 | 0.00000 | 0.00153 | 1.0108 | 0.0010 |
| 166 | 44.0000 | 48.7057 | -4.706 | 0.01715 | -4.742 | -0.5816 | 7.16861 | -0.5810 | 0.00027 | -0.02827 | 1.0262 | 0.0022 |
| 167 | 63.0000 | 57.0152 | 5.985 | 0.00985 | 5.908 | 0.5135 | 7.16246 | 0.5134 | 0.00028 | -0.03540 | 1.0019 | 0.0014 |
| 168 | 43.0000 | 51.8640 | -8.864 | 0.00331 | -8.902 | -1.1305 | 7.15164 | -1.1322 | 0.00060 | -0.04288 | 0.9866 | 0.0053 |
| 169 | 68.0000 | 56.4417 | 11.558 | 0.00964 | 11.549 | 0.9915 | 7.16906 | 0.9906 | 0.00000 | -0.00425 | 1.0114 | 0.0010 |
| 170 | 50.0000 | 49.6854 | 0.315 | 0.00457 | 0.329 | 0.0387 | 7.16781 | 0.0387 | 0.00006 | 0.01440 | 1.0094 | 0.0009 |
| 171 | 57.0000 | 50.2537 | 6.746 | 0.00837 | 6.785 | 0.8622 | 7.16633 | 0.8617 | 0.00053 | 0.03799 | 1.0124 | 0.0030 |
| 172 | 53.0000 | 49.8618 | 3.138 | 0.00434 | 3.165 | 0.3862 | 7.16417 | 0.3861 | 0.00019 | 0.02641 | 1.0041 | 0.0010 |
| 173 | 48.0000 | 52.7735 | -4.773 | 0.01079 | -4.797 | -0.5887 | 7.16858 | -0.5882 | 0.00015 | -0.02004 | 1.0181 | 0.0016 |
| 174 | 53.0000 | 45.6786 | 7.321 | 0.02953 | 7.481 | 0.9436 | 7.16547 | 0.9432 | 0.00326 | 0.11050 | 1.0355 | 0.0165 |
| 175 | 47.0000 | 48.1193 | -1.119 | 0.00980 | -1.102 | -0.1381 | 7.16878 | -0.1379 | 0.00007 | 0.01465 | 1.0159 | 0.0012 |
| 176 | 36.0000 | 46.3598 | -10.360 | 0.01238 | -10.397 | -1.0455 | 7.16812 | -1.0446 | 0.00017 | -0.02133 | 1.0141 | 0.0016 |
| 177 | 52.0000 | 53.0382 | -1.038 | 0.01235 | -1.016 | -0.1281 | 7.16874 | -0.1280 | 0.00013 | 0.01900 | 1.0201 | 0.0015 |
| 178 | 70.0000 | 57.0204 | 12.980 | 0.01212 | 13.055 | 1.4133 | 7.16438 | 1.4129 | 0.00108 | 0.04841 | 1.0110 | 0.0055 |
| 179 | 51.0000 | 48.0829 | 2.917 | 0.01608 | 2.928 | 0.3739 | 7.16911 | 0.3735 | 0.00003 | 0.00921 | 1.0259 | 0.0011 |
| 180 | 67.0000 | 53.3198 | 13.680 | 0.00387 | 13.726 | 1.7453 | 7.15078 | 1.7481 | 0.00090 | 0.05031 | 0.9859 | 0.0071 |
| 181 | 44.0000 | 49.8398 | -5.840 | 0.00437 | -5.854 | -0.7186 | 7.16780 | -0.7181 | 0.00005 | -0.01388 | 1.0092 | 0.0009 |
| 182 | 70.0000 | 53.8220 | 16.178 | 0.00533 | 16.229 | 1.7573 | 7.15754 | 1.7585 | 0.00058 | 0.03633 | ||