************************************************************ * * * COMPUTER OUTPUT OF FREQUENCY ANALYSIS OF RAINFALL DATA * * (Ver. 98. 1) * * by National Institute for Distaster Prevention * * Hydro-Engineering Laboratory, Yonsei University * * * ************************************************************ **************************** * BASIC STATISTICS * **************************** BASIC STATISTICS FOR RAINFALL DATA OF (UNBIASED ESTIMATES) RAINFALL MEAN STANDARD COEFF. COEFF. DURATION DEV. VARIATION SKEWNESS 10Mi 15.3 4.9 .322 1.039 1H 42.2 13.5 .321 .998 2H 62.3 20.2 .324 .287 3H 73.2 24.6 .336 .259 4H 84.3 28.5 .338 .259 5H 93.2 32.4 .348 .395 6H 101.4 37.6 .371 .735 8H 113.9 45.3 .397 1.367 9H 118.2 48.7 .412 1.574 12H 130.3 55.1 .422 1.393 13H 133.2 55.7 .418 1.280 14H 136.1 56.3 .414 1.181 16H 141.8 57.5 .405 .970 18H 146.4 57.9 .395 .864 24H 155.7 59.4 .382 .591 **************************** * PRELIMINARY TESTS * **************************** PRELIMINARY TESTS BASED ON RANDOMNESS TESTS RAINFALL ANDERSON CORRELOGRAM TEST RUN TEST SPEARMAN RANK CORR. COEFF. TEST TURNING POINT TEST DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi .000 .350 O .027 1.960 O 1.033 2.048 O .298 1.960 O 1H .000 .350 O 1.145 1.960 O .046 2.048 O .149 1.960 O 2H .000 .350 O .101 1.960 O .080 2.048 O .298 1.960 O 3H .000 .350 O .743 1.960 O .072 2.048 O .149 1.960 O 4H .000 .350 O .025 1.960 O .178 2.048 O 1.489 1.960 O 5H .000 .350 O .000 1.960 O .258 2.048 O .596 1.960 O 6H .000 .350 O .025 1.960 O .362 2.048 O .596 1.960 O 8H .000 .350 O 1.486 1.960 O .163 2.048 O 1.489 1.960 O 9H .000 .350 O 1.486 1.960 O .350 2.048 O .596 1.960 O 12H .000 .350 O 1.615 1.960 O .479 2.048 O .596 1.960 O 13H .000 .350 O 1.615 1.960 O .534 2.048 O .596 1.960 O 14H .000 .350 O 1.615 1.960 O .475 2.048 O .298 1.960 O 16H .000 .350 O 1.615 1.960 O .393 2.048 O .596 1.960 O 18H .000 .350 O 1.615 1.960 O .341 2.048 O .596 1.960 O 24H .000 .350 O 1.615 1.960 O .981 2.048 O .298 1.960 O LOG SIGN IS INVALID LOG SIGN IS INVALID LOG SIGN IS INVALID LOG SIGN IS INVALID LOG SIGN IS INVALID XK IS POSITIVE .021 LOG SIGN IS INVALID LOG SIGN IS INVALID UPPER BOUND= ************.LT. OBSERVED MAX.= 5.722604 LOG SIGN IS INVALID LOG SIGN IS INVALID LOG SIGN IS INVALID ******************************************* * PARAMETER ESTIMATION & VALIDITY CHECK * ******************************************* (1) METHOD OF MOMENTS PARAMETER ESTIMATION OF THE GAM2 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 1.586 9.662 O 1H .000 23.7 76.8 4.339 9.733 O 2H .000 31.3 111.9 6.528 9.551 O 3H .000 33.6 136.9 8.245 8.880 O 4H .000 36.4 160.6 9.656 8.732 O 5H .000 42.8 179.0 11.289 8.260 O 6H .000 46.6 204.1 13.938 7.278 O 8H .000 50.6 262.6 17.999 6.329 O 9H .000 50.6 286.9 20.072 5.889 O 12H .000 54.5 306.0 23.264 5.602 O 13H .000 54.5 306.0 23.308 5.716 O 14H .000 54.5 305.7 23.321 5.834 O 16H .000 54.5 305.7 23.289 6.090 O 18H .000 54.4 305.9 22.855 6.408 O 24H .000 63.3 305.0 22.677 6.864 O PARAMETER ESTIMATION OF THE GAM3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 7.932 9.0 27.0 3.288 2.248 O 1H 21.095 23.7 76.8 8.670 2.437 O 2H -47.298 31.3 111.9 3.712 29.538 O 3H -74.434 33.6 136.9 4.088 36.114 O 4H -87.290 36.4 160.6 4.744 36.171 O 5H -34.634 42.8 179.0 8.231 15.535 O 6H 21.708 46.6 204.1 17.733 4.497 O 8H 62.304 50.6 262.6 39.724 1.299 X 9H 69.971 50.6 286.9 49.190 .981 X 12H 68.714 54.5 306.0 49.206 1.252 X 13H 65.393 54.5 306.0 45.778 1.482 X 14H 61.731 54.5 305.7 42.692 1.741 X 16H 49.511 54.5 305.7 35.778 2.580 O 18H 42.102 54.4 305.9 32.076 3.253 O 24H -1.112 63.3 305.0 22.516 6.962 O PARAMETER ESTIMATION OF THE GEV DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 13.122 9.0 27.0 3.933 .018 O 1H 36.204 23.7 76.8 10.897 .025 O 2H 54.414 31.3 111.9 19.041 .190 O 3H 63.633 33.6 136.9 23.325 .198 O 4H 73.191 36.4 160.6 27.090 .198 O 5H 80.113 42.8 179.0 29.909 .160 O 6H 85.217 46.6 204.1 32.122 .078 O 8H 93.298 50.6 262.6 33.672 -.034 O 9H 95.880 50.6 286.9 34.747 -.062 O 12H 105.234 54.5 306.0 40.734 -.038 O 13H 107.947 54.5 306.0 42.198 -.022 O 14H 110.638 54.5 305.7 43.566 -.006 O 16H 116.327 54.5 305.7 46.560 .031 O 18H 121.055 54.4 305.9 47.997 .051 O 24H 130.595 63.3 305.0 52.434 .110 O PARAMETER ESTIMATION OF THE GUM DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 13.105 9.0 27.0 3.844 .000 O 1H 36.136 23.7 76.8 10.553 .000 O 2H 53.268 31.3 111.9 15.730 .000 O 3H 62.160 33.6 136.9 19.157 .000 O 4H 71.480 36.4 160.6 22.248 .000 O 5H 78.643 42.8 179.0 25.297 .000 O 6H 84.528 46.6 204.1 29.320 .000 O 8H 93.543 50.6 262.6 35.306 .000 O 9H 96.284 50.6 286.9 37.978 .000 O 12H 105.557 54.5 306.0 42.935 .000 O 13H 108.150 54.5 306.0 43.449 .000 O 14H 110.703 54.5 305.7 43.919 .000 O 16H 115.971 54.5 305.7 44.812 .000 O 18H 120.413 54.4 305.9 45.108 .000 O 24H 128.915 63.3 305.0 46.322 .000 O PARAMETER ESTIMATION OF THE LGU2 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 .000 .000 X 1H .000 23.7 76.8 .000 .000 X 2H .000 31.3 111.9 .000 .000 X 3H .000 33.6 136.9 .000 .000 X 4H .000 36.4 160.6 .000 .000 X 5H .000 42.8 179.0 .000 .000 X 6H .000 46.6 204.1 .000 .000 X 8H .000 50.6 262.6 94.109 4.191 O 9H .000 50.6 286.9 97.004 4.085 O 12H .000 54.5 306.0 106.464 4.014 O 13H .000 54.5 306.0 109.030 4.043 O 14H .000 54.5 305.7 111.554 4.072 O 16H .000 54.5 305.7 .000 .000 X 18H .000 54.4 305.9 .000 .000 X 24H .000 63.3 305.0 .000 .000 X PARAMETER ESTIMATION OF THE LGU3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 .000 .000 X 1H .000 23.7 76.8 .000 .000 X 2H .000 31.3 111.9 .000 .000 X 3H .000 33.6 136.9 .000 .000 X 4H .000 36.4 160.6 .000 .000 X 5H .000 42.8 179.0 .000 .000 X 6H .000 46.6 204.1 .000 .000 X 8H -859.770 50.6 262.6 93.293 28.337 O 9H -456.668 50.6 286.9 95.877 15.918 O 12H -940.782 54.5 306.0 105.229 25.709 O 13H -1767.946 54.5 306.0 107.941 44.506 O 14H -6210.120 54.5 305.7 110.631 145.235 O 16H .000 54.5 305.7 .000 .000 X 18H .000 54.4 305.9 .000 .000 X 24H .000 63.3 305.0 .000 .000 X PARAMETER ESTIMATION OF THE LN2 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 2.680 .314 O 1H .000 23.7 76.8 3.694 .313 O 2H .000 31.3 111.9 4.083 .316 O 3H .000 33.6 136.9 4.240 .327 O 4H .000 36.4 160.6 4.380 .329 O 5H .000 42.8 179.0 4.478 .338 O 6H .000 46.6 204.1 4.555 .359 O 8H .000 50.6 262.6 4.662 .383 O 9H .000 50.6 286.9 4.694 .396 O 12H .000 54.5 306.0 4.788 .405 O 13H .000 54.5 306.0 4.811 .402 O 14H .000 54.5 305.7 4.834 .398 O 16H .000 54.5 305.7 4.879 .390 O 18H .000 54.4 305.9 4.914 .381 O 24H .000 63.3 305.0 4.980 .369 O PARAMETER ESTIMATION OF THE LN3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .566 9.0 27.0 2.639 .325 O 1H .145 23.7 76.8 3.690 .314 O 2H -149.358 31.3 111.9 5.351 .095 O 3H -211.716 33.6 136.9 5.649 .086 O 4H -246.848 36.4 160.6 5.799 .086 O 5H -154.330 42.8 179.0 5.503 .130 O 6H -55.008 46.6 204.1 5.025 .237 O 8H 8.453 50.6 262.6 4.574 .411 O 9H 18.039 50.6 286.9 4.501 .461 O 12H 4.180 54.5 306.0 4.750 .418 O 13H -4.481 54.5 306.0 4.849 .389 O 14H -13.755 54.5 305.7 4.943 .364 O 16H -41.696 54.5 305.7 5.166 .306 O 18H -59.690 54.4 305.9 5.291 .275 O 24H -149.920 63.3 305.0 5.704 .193 O PARAMETER ESTIMATION OF THE LP3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi -121.355 9.0 27.0 .001161594.492 O 1H .000 23.7 76.8 .322 .000 X 2H 5.107 31.3 111.9 -.116 8.877 O 3H 5.220 33.6 136.9 -.134 7.393 O 4H 5.359 36.4 160.6 -.137 7.222 O 5H 5.647 42.8 179.0 -.117 10.072 O 6H .000 46.6 204.1 .187 .000 X 8H -11.197 50.6 262.6 .009 1801.908 O 9H -.571 50.6 286.9 .027 193.205 O 12H -269.087 54.5 306.0 .001471778.288 O 13H .000 54.5 306.0 .301 .000 X 14H .000 54.5 305.7 .274 .000 X 16H .000 54.5 305.7 .218 .000 X 18H .000 54.4 305.9 .196 .000 X 24H 6.478 63.3 305.0 -.107 14.103 O PARAMETER ESTIMATION OF THE WBU2 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 17.047 3.437 O 1H .000 23.7 76.8 46.967 3.451 O 2H .000 31.3 111.9 69.384 3.414 O 3H .000 33.6 136.9 81.649 3.279 O 4H .000 36.4 160.6 94.074 3.248 O 5H .000 42.8 179.0 104.186 3.149 O 6H .000 46.6 204.1 113.716 2.935 O 8H .000 50.6 262.6 128.079 2.715 O 9H .000 50.6 286.9 133.069 2.608 O 12H .000 54.5 306.0 146.844 2.536 O 13H .000 54.5 306.0 150.054 2.564 O 14H .000 54.5 305.7 153.184 2.594 O 16H .000 54.5 305.7 159.577 2.657 O 18H .000 54.4 305.9 164.609 2.733 O 24H .000 63.3 305.0 174.702 2.840 O PARAMETER ESTIMATION OF THE WBU3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 7.937 9.0 27.0 8.200 1.528 O 1H 21.492 23.7 76.8 23.078 1.566 O 2H 12.332 31.3 111.9 56.262 2.670 O 3H 10.869 33.6 136.9 70.073 2.741 O 4H 11.900 36.4 160.6 81.393 2.741 O 5H 19.598 42.8 179.0 83.063 2.420 O 6H 34.223 46.6 204.1 75.696 1.855 O 8H 56.102 50.6 262.6 62.472 1.287 X 9H 61.246 50.6 286.9 60.189 1.173 X 12H 60.817 54.5 306.0 74.925 1.272 X 13H 59.185 54.5 306.0 80.663 1.343 X 14H 57.561 54.5 305.7 86.238 1.413 X 16H 52.426 54.5 305.7 99.675 1.592 O 18H 50.844 54.4 305.9 107.153 1.701 O 24H 38.814 63.3 305.0 131.894 2.062 O (2) METHOD OF MAXIMUM LIKELIHOOD PARAMETER ESTIMATION OF THE GAM2 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 1.367 11.211 O 1H .000 23.7 76.8 3.858 10.946 O 2H .000 31.3 111.9 6.703 9.301 O 3H .000 33.6 136.9 8.584 8.529 O 4H .000 36.4 160.6 10.210 8.258 O 5H .000 42.8 179.0 11.518 8.095 O 6H .000 46.6 204.1 13.344 7.603 O 8H .000 50.6 262.6 15.558 7.322 O 9H .000 50.6 286.9 16.820 7.028 O 12H .000 54.5 306.0 19.647 6.634 O 13H .000 54.5 306.0 20.133 6.617 O 14H .000 54.5 305.7 20.583 6.610 O 16H .000 54.5 305.7 21.632 6.557 O 18H .000 54.4 305.9 21.808 6.715 O 24H .000 63.3 305.0 22.724 6.850 O PARAMETER ESTIMATION OF THE GAM3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 8.558 9.0 27.0 3.887 1.740 O 1H 22.349 23.7 76.8 10.526 1.889 O 2H -32.342 31.3 111.9 4.208 22.502 O 3H -56.993 33.6 136.9 4.524 28.781 O 4H -113.080 36.4 160.6 3.998 49.373 O 5H -17.864 42.8 179.0 9.395 11.826 O 6H 27.207 46.6 204.1 19.991 3.714 O 8H 39.235 50.6 262.6 27.092 2.757 O 9H 39.809 50.6 286.9 28.754 2.726 O 12H 45.960 54.5 306.0 35.033 2.408 O 13H 43.812 54.5 306.0 34.200 2.614 O 14H 40.886 54.5 305.7 33.039 2.880 O 16H 30.285 54.5 305.7 29.599 3.769 O 18H 14.547 54.4 305.9 24.881 5.301 O 24H -8.758 63.3 305.0 21.253 7.736 O PARAMETER ESTIMATION OF THE GEV DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 12.896 9.0 27.0 3.275 -.151 O 1H 35.963 23.7 76.8 10.074 -.041 O 2H 54.527 31.3 111.9 18.709 .190 O 3H 63.673 33.6 136.9 22.868 .190 O 4H 73.254 36.4 160.6 26.765 .191 O 5H 80.250 42.8 179.0 29.374 .158 O 6H 85.251 46.6 204.1 31.202 .066 O 8H 93.698 50.6 262.6 33.238 -.031 O 9H 96.493 50.6 286.9 34.538 -.051 O 12H 105.032 54.5 306.0 38.223 -.080 O 13H 107.771 54.5 306.0 39.883 -.058 O 14H 110.557 54.5 305.7 41.550 -.034 O 16H 116.019 54.5 305.7 45.067 .000 X 18H 121.599 54.4 305.9 47.366 .057 O 24H 131.082 63.3 305.0 51.528 .115 O PARAMETER ESTIMATION OF THE GUM DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 13.169 9.0 27.0 3.503 .000 O 1H 36.193 23.7 76.8 10.242 .000 O 2H 52.643 31.3 111.9 17.816 .000 O 3H 61.369 33.6 136.9 21.811 .000 O 4H 70.524 36.4 160.6 25.721 .000 O 5H 77.788 42.8 179.0 28.141 .000 O 6H 84.149 46.6 204.1 30.549 .000 O 8H 94.289 50.6 262.6 33.603 .000 O 9H 97.488 50.6 286.9 35.169 .000 O 12H 106.734 54.5 306.0 39.429 .000 O 13H 109.055 54.5 306.0 40.753 .000 O 14H 111.354 54.5 305.7 42.057 .000 O 16H 116.021 54.5 305.7 45.068 .000 O 18H 120.163 54.4 305.9 46.636 .000 O 24H 127.940 63.3 305.0 50.006 .000 O PARAMETER ESTIMATION OF THE LGU2 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 12.729 3.994 O 1H .000 23.7 76.8 34.770 3.671 O 2H .000 31.3 111.9 49.455 2.891 O 3H .000 33.6 136.9 57.230 2.706 O 4H .000 36.4 160.6 65.391 2.584 O 5H .000 42.8 179.0 72.410 2.680 O 6H .000 46.6 204.1 78.432 2.708 O 8H .000 50.6 262.6 88.190 2.779 O 9H .000 50.6 286.9 91.033 2.742 O 12H .000 54.5 306.0 99.541 2.723 O 13H .000 54.5 306.0 101.451 2.662 O 14H .000 54.5 305.7 103.315 2.602 O 16H .000 54.5 305.7 106.881 2.470 O 18H .000 54.4 305.9 110.435 2.408 O 24H .000 63.3 305.0 117.348 2.393 O PARAMETER ESTIMATION OF THE LGU3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 .000 .000 X 1H .000 23.7 76.8 .000 .000 X 2H .000 31.3 111.9 .000 .000 X 3H .000 33.6 136.9 .000 .000 X 4H .000 36.4 160.6 .000 .000 X 5H .000 42.8 179.0 .000 .000 X 6H .000 46.6 204.1 .000 .000 X 8H -1053.082 50.6 262.6 93.754 34.476 O 9H -570.304 50.6 286.9 96.488 19.311 O 12H .000 54.5 306.0 .000********** X 13H .000 54.5 306.0 .000********** X 14H .000 54.5 305.7 .000********** X 16H .000 54.5 305.7 .000 .000 X 18H .000 54.4 305.9 .000 .000 X 24H .000 63.3 305.0 .000 .000 X PARAMETER ESTIMATION OF THE LN2 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 2.684 .295 O 1H .000 23.7 76.8 3.697 .302 O 2H .000 31.3 111.9 4.078 .340 O 3H .000 33.6 136.9 4.234 .357 O 4H .000 36.4 160.6 4.373 .365 O 5H .000 42.8 179.0 4.472 .365 O 6H .000 46.6 204.1 4.552 .372 O 8H .000 50.6 262.6 4.666 .372 O 9H .000 50.6 286.9 4.700 .378 O 12H .000 54.5 306.0 4.793 .389 O 13H .000 54.5 306.0 4.815 .392 O 14H .000 54.5 305.7 4.835 .394 O 16H .000 54.5 305.7 4.876 .401 O 18H .000 54.4 305.9 4.910 .399 O 24H .000 63.3 305.0 4.973 .399 O PARAMETER ESTIMATION OF THE LN3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 6.510 9.0 27.0 2.030 .547 O 1H 12.706 23.7 76.8 3.286 .451 O 2H -105.035 31.3 111.9 5.113 .118 O 3H -154.302 33.6 136.9 5.422 .106 O 4H -234.548 36.4 160.6 5.761 .088 O 5H -105.070 42.8 179.0 5.277 .161 O 6H -22.922 46.6 204.1 4.780 .296 O 8H 6.086 50.6 262.6 4.602 .397 O 9H 9.059 50.6 286.9 4.606 .415 O 12H 17.030 54.5 306.0 4.625 .459 O 13H 10.797 54.5 306.0 4.714 .433 O 14H 2.787 54.5 305.7 4.811 .404 O 16H -24.185 54.5 305.7 5.057 .334 O 18H -49.470 54.4 305.9 5.237 .286 O 24H -104.548 63.3 305.0 5.537 .223 O PARAMETER ESTIMATION OF THE LP3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 1.894 9.0 27.0 .114 6.937 X 1H 2.108 23.7 76.8 .058 27.414 X 2H 5.173 31.3 111.9 -.107 10.240 O 3H 5.316 33.6 136.9 -.119 9.107 O 4H 5.470 36.4 160.6 -.121 9.073 O 5H 5.730 42.8 179.0 -.107 11.730 O 6H 7.025 46.6 204.1 -.056 43.901 O 8H -9.285 50.6 262.6 .010 1403.382 O 9H -2.605 50.6 286.9 .020 372.551 O 12H .488 54.5 306.0 .035 122.268 O 13H -3.733 54.5 306.0 .018 475.706 O 14H .000 54.5 305.7 .000********** X 16H 8.478 54.5 305.7 -.045 80.543 O 18H 7.318 54.4 305.9 -.066 36.391 O 24H 6.478 63.3 305.0 -.106 14.166 O PARAMETER ESTIMATION OF THE WBU2 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 17.078 3.280 O 1H .000 23.7 76.8 47.015 3.280 O 2H .000 31.3 111.9 69.392 3.421 O 3H .000 33.6 136.9 81.652 3.307 O 4H .000 36.4 160.6 94.037 3.267 O 5H .000 42.8 179.0 104.211 3.159 O 6H .000 46.6 204.1 113.801 2.912 O 8H .000 50.6 262.6 128.127 2.646 O 9H .000 50.6 286.9 133.105 2.544 O 12H .000 54.5 306.0 147.031 2.511 O 13H .000 54.5 306.0 150.246 2.543 O 14H .000 54.5 305.7 153.371 2.576 O 16H .000 54.5 305.7 159.728 2.646 O 18H .000 54.4 305.9 164.715 2.719 O 24H .000 63.3 305.0 174.798 2.850 O PARAMETER ESTIMATION OF THE WBU3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 8.800 9.0 27.0 7.048 1.309 O 1H 202.416 23.7 76.8 -206.517 -16.213 X 2H 101.607 31.3 111.9 -37.754 -2.086 X 3H 107.230 33.6 136.9 -30.339 -1.386 X 4H 179.184 36.4 160.6 -92.903 -3.458 X 5H 158.541 42.8 179.0 -64.818 -2.170 X 6H 318.659 46.6 204.1 -252.713 -7.002 X 8H 47.574 50.6 262.6 73.233 1.497 O 9H 54.033 50.6 286.9 69.502 1.334 X 12H 87.128 54.5 306.0 40.845 .691 X 13H 60.848 54.5 306.0 78.336 1.303 X 14H 50.616 54.5 305.7 94.904 1.566 O 16H 48.569 54.5 305.7 104.156 1.675 O 18H 45.890 54.4 305.9 112.848 1.810 O 24H 47.853 63.3 305.0 121.153 1.893 O (3) METHOD OF PROBABILITY WEIGHTED MOMENTS PARAMETER ESTIMATION OF THE GAM2 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 1.523 10.064 O 1H .000 23.7 76.8 4.270 9.888 O 2H .000 31.3 111.9 6.740 9.250 O 3H .000 33.6 136.9 8.657 8.458 O 4H .000 36.4 160.6 9.944 8.479 O 5H .000 42.8 179.0 11.798 7.903 O 6H .000 46.6 204.1 14.298 7.096 O 8H .000 50.6 262.6 16.690 6.825 O 9H .000 50.6 286.9 17.975 6.576 O 12H .000 54.5 306.0 21.672 6.014 O 13H .000 54.5 306.0 22.166 6.010 O 14H .000 54.5 305.7 22.535 6.037 O 16H .000 54.5 305.7 23.076 6.146 O 18H .000 54.4 305.9 22.759 6.435 O 24H .000 63.3 305.0 23.520 6.618 O PARAMETER ESTIMATION OF THE GAM3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 8.550 9.0 27.0 3.869 1.751 O 1H 16.943 23.7 76.8 7.487 3.377 O 2H -412.845 31.3 111.9 .861 551.792 X 3H********** 33.6 136.9 .001********** X 4H 972.062 36.4 160.6 -.917 967.742 X 5H -223.998 42.8 179.0 3.369 94.173 O 6H -4.343 46.6 204.1 13.671 7.739 O 8H 36.030 50.6 262.6 25.535 3.050 O 9H 41.368 50.6 286.9 29.266 2.625 O 12H 48.921 54.5 306.0 37.285 2.184 O 13H 45.899 54.5 306.0 35.930 2.430 O 14H 43.069 54.5 305.7 34.714 2.679 O 16H 23.385 54.5 305.7 28.153 4.207 O 18H 14.512 54.4 305.9 25.503 5.173 O 24H -30.461 63.3 305.0 19.443 9.572 O PARAMETER ESTIMATION OF THE GEV DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 12.831 9.0 27.0 3.524 -.117 O 1H 35.741 23.7 76.8 10.812 -.022 O 2H 54.468 31.3 111.9 19.803 .216 O 3H 63.812 33.6 136.9 24.538 .237 O 4H 73.716 36.4 160.6 28.491 .253 O 5H 80.128 42.8 179.0 31.235 .185 O 6H 84.494 46.6 204.1 32.595 .061 O 8H 92.918 50.6 262.6 34.050 -.039 O 9H 95.704 50.6 286.9 35.198 -.059 O 12H 103.995 54.5 306.0 39.270 -.087 O 13H 106.583 54.5 306.0 40.840 -.071 O 14H 109.159 54.5 305.7 42.223 -.057 O 16H 115.189 54.5 305.7 46.149 .000 O 18H 119.995 54.4 305.9 47.625 .023 O 24H 129.190 63.3 305.0 52.346 .078 O PARAMETER ESTIMATION OF THE GUM DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 13.082 9.0 27.0 3.883 .000 O 1H 35.997 23.7 76.8 10.793 .000 O 2H 52.845 31.3 111.9 16.462 .000 O 3H 61.562 33.6 136.9 20.191 .000 O 4H 70.915 36.4 160.6 23.225 .000 O 5H 77.905 42.8 179.0 26.574 .000 O 6H 83.869 46.6 204.1 30.459 .000 O 8H 93.805 50.6 262.6 34.849 .000 O 9H 96.955 50.6 286.9 36.813 .000 O 12H 105.880 54.5 306.0 42.371 .000 O 13H 108.220 54.5 306.0 43.323 .000 O 14H 110.569 54.5 305.7 44.146 .000 O 16H 115.496 54.5 305.7 45.630 .000 O 18H 119.844 54.4 305.9 46.089 .000 O 24H 127.755 63.3 305.0 48.328 .000 O PARAMETER ESTIMATION OF THE LGU2 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 12.727 4.283 O 1H .000 23.7 76.8 35.003 4.250 O 2H .000 31.3 111.9 51.292 4.124 O 3H .000 33.6 136.9 59.595 3.963 O 4H .000 36.4 160.6 68.654 3.967 O 5H .000 42.8 179.0 75.253 3.845 O 6H .000 46.6 204.1 80.714 3.666 O 8H .000 50.6 262.6 90.148 3.604 O 9H .000 50.6 286.9 93.042 3.546 O 12H .000 54.5 306.0 101.242 3.411 O 13H .000 54.5 306.0 103.477 3.410 O 14H .000 54.5 305.7 105.742 3.417 O 16H .000 54.5 305.7 110.536 3.443 O 18H .000 54.4 305.9 114.910 3.513 O 24H .000 63.3 305.0 122.630 3.556 O PARAMETER ESTIMATION OF THE LGU3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 .000 .000 X 1H .000 23.7 76.8 .000 .000 X 2H .000 31.3 111.9 .000 .000 X 3H .000 33.6 136.9 .000 .000 X 4H .000 36.4 160.6 .000 .000 X 5H .000 42.8 179.0 .000 .000 X 6H .000 46.6 204.1 .000 .000 X 8H -1053.081 50.6 262.6 93.343 33.833 O 9H -570.304 50.6 286.9 96.099 19.047 O 12H .000 54.5 306.0 .000********** X 13H .000 54.5 306.0 .000********** X 14H .000 54.5 305.7 .000********** X 16H .000 54.5 305.7 .000 .000 X 18H .000 54.4 305.9 .000 .000 X 24H .000 63.3 305.0 .000 .000 X PARAMETER ESTIMATION OF THE LN2 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 2.649 .301 O 1H .000 23.7 76.8 3.685 .314 O 2H .000 31.3 111.9 4.128 .326 O 3H .000 33.6 136.9 4.293 .334 O 4H .000 36.4 160.6 4.438 .337 O 5H .000 42.8 179.0 4.523 .354 O 6H .000 46.6 204.1 4.575 .377 O 8H .000 50.6 262.6 4.661 .380 O 9H .000 50.6 286.9 4.691 .386 O 12H .000 54.5 306.0 4.777 .401 O 13H .000 54.5 306.0 4.803 .403 O 14H .000 54.5 305.7 4.829 .403 O 16H .000 54.5 305.7 4.889 .404 O 18H .000 54.4 305.9 4.929 .395 O 24H .000 63.3 305.0 5.006 .390 O PARAMETER ESTIMATION OF THE LN3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 5.954 9.0 27.0 2.102 .521 O 1H 5.912 23.7 76.8 3.524 .369 O 2H -652.770 31.3 111.9 6.572 .028 O 3H********** 33.6 136.9 13.370 .000 O 4H -1251.238 36.4 160.6 7.197 .021 X 5H -383.416 42.8 179.0 6.164 .069 O 6H -54.425 46.6 204.1 5.020 .241 O 8H 2.561 50.6 262.6 4.637 .389 O 9H 9.178 50.6 286.9 4.603 .421 O 12H 16.032 54.5 306.0 4.631 .464 O 13H 9.840 54.5 306.0 4.719 .438 O 14H 3.975 54.5 305.7 4.797 .417 O 16H -29.780 54.5 305.7 5.091 .330 O 18H -46.004 54.4 305.9 5.216 .296 O 24H -119.655 63.3 305.0 5.594 .217 O PARAMETER ESTIMATION OF THE LP3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 1.812 9.0 27.0 .108 8.075 O 1H .274 23.7 76.8 .029 119.726 O 2H 4.913 31.3 111.9 -.150 5.564 O 3H 5.019 33.6 136.9 -.180 4.366 O 4H 5.073 36.4 160.6 -.209 3.346 X 5H 5.419 42.8 179.0 -.154 6.132 O 6H 6.477 46.6 204.1 -.077 24.845 O 8H 11.260 50.6 262.6 -.022 301.768 O 9H 14.805 50.6 286.9 -.015 693.148 O 12H -4.762 54.5 306.0 .017 573.590 O 13H -110.727 54.5 306.0 .001 82499.297 O 14H 17.373 54.5 305.7 -.013 959.978 O 16H 7.285 54.5 305.7 -.070 34.215 O 18H 6.703 54.4 305.9 -.093 19.323 O 24H 6.352 63.3 305.0 -.122 11.258 O PARAMETER ESTIMATION OF THE WBU2 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi .000 9.0 27.0 17.008 3.588 O 1H .000 23.7 76.8 46.893 3.555 O 2H .000 31.3 111.9 69.368 3.429 O 3H .000 33.6 136.9 81.663 3.267 O 4H .000 36.4 160.6 94.041 3.272 O 5H .000 42.8 179.0 104.186 3.150 O 6H .000 46.6 204.1 113.657 2.971 O 8H .000 50.6 262.6 127.742 2.909 O 9H .000 50.6 286.9 132.654 2.850 O 12H .000 54.5 306.0 146.536 2.715 O 13H .000 54.5 306.0 149.787 2.714 O 14H .000 54.5 305.7 152.948 2.721 O 16H .000 54.5 305.7 159.395 2.747 O 18H .000 54.4 305.9 164.426 2.817 O 24H .000 63.3 305.0 174.654 2.860 O PARAMETER ESTIMATION OF THE WBU3 DISTRIBUTION RAINFALL XLO XMIN XMAX XSC XSH VALIDITY DURATION (LOCATION) (OBSERVED) (SCALE) (SHAPE) CHECK 10Mi 8.981 9.0 27.0 6.815 1.255 O 1H 21.247 23.7 76.8 23.360 1.572 O 2H 3.136 31.3 111.9 66.071 3.238 O 3H -5.154 33.6 136.9 87.072 3.523 O 4H -11.597 36.4 160.6 106.170 3.773 O 5H 6.651 42.8 179.0 97.112 2.898 O 6H 30.286 46.6 204.1 80.275 1.970 O 8H 47.877 50.6 262.6 73.285 1.522 O 9H 51.074 50.6 286.9 74.031 1.449 X 12H 56.772 54.5 306.0 80.332 1.360 X 13H 55.815 54.5 306.0 85.048 1.412 X 14H 55.128 54.5 305.7 89.323 1.459 X 16H 48.330 54.5 305.7 104.703 1.679 O 18H 47.461 54.4 305.9 111.242 1.779 O 24H 38.055 63.3 305.0 132.754 2.067 O PARAMETER ESTIMATION OF THE WAKEBY-4 DISTRIBUTION RAINFALL XLO a b c d DURATION (LOCATION) (PARAMETERS) 10Mi .000 9.959 109.715 -62.751 -.10 1H .000 27.796 48.263 -108.229 -.16 2H .000 39.035 23.507 -74.236 -.50 3H .000 42.459 23.992 -85.515 -.61 4H .000 54.907 16.234 -103.756 -.46 5H .000 54.948 23.034 -123.868 -.49 6H .000 61.429 24.550 -214.885 -.25 8H .000 75.293 21.506 4048.262 .01 9H .000 78.691 20.621 725.382 .06 12H .000 80.767 25.333 3302.806 .02 13H .000 82.493 24.020-24673.594 .00 14H .000 84.718 22.616 -4870.942 -.01 16H .000 91.369 17.543 -1591.418 -.04 18H .000 97.888 16.008 -2282.866 -.02 24H .000 96.904 18.276 -380.159 -.20 PARAMETER ESTIMATION OF THE WAKEBY-5 DISTRIBUTION RAINFALL XLO a b c d DURATION (LOCATION) (PARAMETERS) 10Mi 4.954 5.040 49.900 -65.229 -.09 1H 21.726 18.352 2.228 23.097 .25 2H -28.066 65.841 49.900 -73.405 -.54 3H -29.351 70.442 49.900 -85.394 -.65 4H 27.985 79.618 2.007 .463 .87 5H -40.757 93.856 49.900 -122.373 -.52 6H 38.297 68.671 2.164 29.596 .35 8H 42.272 61.861 3.158 43.676 .36 9H 43.826 66.886 2.966 33.233 .42 12H 47.795 56.065 3.776 121.971 .24 13H 45.493 55.980 4.553 186.623 .18 14H 42.083 57.234 5.687 293.426 .13 16H 39.248 73.465 4.881 199.847 .17 18H 34.190 79.339 6.158 284.758 .13 24H 38.476 76.393 6.071 -1607.826 -.03 ******************************************* * GOODNESS OF FIT TESTS * ******************************************* (1) METHOD OF MOMENTS GOODNESS OF FIT TEST FOR RAINFALL DATA OF GAM2 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 2.27 5.99 O .17 .24 O .11 .46 O 1H 1.47 5.99 O .09 .24 O .03 .46 O 2H 6.00 5.99 X .14 .24 O .12 .46 O 3H .67 5.99 O .12 .24 O .09 .46 O 4H 1.20 5.99 O .13 .24 O .12 .46 O 5H 2.53 5.99 O .09 .24 O .07 .46 O 6H .67 5.99 O .08 .24 O .03 .46 O 8H 2.80 5.99 O .12 .24 O .06 .46 O 9H 2.27 5.99 O .12 .24 O .07 .46 O 12H 2.80 5.99 O .13 .24 O .05 .46 O 13H 2.27 5.99 O .12 .24 O .04 .46 O 14H 1.47 5.99 O .09 .24 O .04 .46 O 16H 2.27 5.99 O .09 .24 O .04 .46 O 18H 1.47 5.99 O .08 .24 O .05 .46 O 24H 1.73 5.99 O .07 .24 O .03 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .93 .97 X 1H .94 .97 X 2H .95 .98 X 3H .96 .98 X 4H .96 .98 X 5H .96 .98 X 6H .97 .97 X 8H .95 .97 X 9H .95 .97 X 12H .96 .97 X 13H .97 .97 X 14H .97 .97 X 16H .97 .97 O 18H .97 .97 O 24H .97 .97 X GOODNESS OF FIT TEST FOR RAINFALL DATA OF GAM3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 1.20 3.84 O .13 .24 O .05 .46 O 1H 1.73 3.84 O .09 .24 O .04 .46 O 2H 8.67 3.84 X .12 .24 O .09 .46 O 3H 1.47 3.84 O .10 .24 O .06 .46 O 4H .67 3.84 O .11 .24 O .08 .46 O 5H 3.33 3.84 O .09 .24 O .06 .46 O 6H 1.47 3.84 O .09 .24 O .04 .46 O 16H 2.27 3.84 O .08 .24 O .06 .46 O 18H 2.27 3.84 O .09 .24 O .07 .46 O 24H 1.73 3.84 O .07 .24 O .03 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .98 .97 O 1H .99 .97 O 2H .84 .98 X 3H .83 .98 X 4H .83 .98 X 5H .92 .98 X 6H .98 .97 O 16H .99 .97 O 18H .99 .97 O 24H .97 .97 X GOODNESS OF FIT TEST FOR RAINFALL DATA OF GEV DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 1.33 3.84 O .15 .24 O .07 .46 O 1H .67 3.84 O .07 .24 O .03 .46 O 2H 4.00 3.84 X .12 .24 O .09 .46 O 3H 2.67 3.84 O .10 .24 O .06 .46 O 4H 9.00 3.84 X .11 .24 O .08 .46 O 5H 4.33 3.84 X .09 .24 O .06 .46 O 6H .67 3.84 O .08 .24 O .03 .46 O 8H 2.33 3.84 O .09 .24 O .05 .46 O 9H 8.33 3.84 X .08 .24 O .06 .46 O 12H 2.67 3.84 O .11 .24 O .03 .46 O 13H .67 3.84 O .10 .24 O .03 .46 O 14H 1.33 3.84 O .08 .24 O .03 .46 O 16H 2.33 3.84 O .08 .24 O .04 .46 O 18H 3.67 3.84 O .07 .24 O .05 .46 O 24H 1.67 3.84 O .07 .24 O .03 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .98 .95 O 1H .99 .95 O 2H .98 .96 O 3H .98 .97 O 4H .98 .97 O 5H .98 .96 O 6H .99 .96 O 8H .98 .95 O 9H .97 .94 O 12H .98 .95 O 13H .98 .95 O 14H .99 .95 O 16H .99 .95 O 18H .99 .96 O 24H .99 .96 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF GUM DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 1.33 5.99 O .14 .24 O .07 .46 O 1H .67 5.99 O .08 .24 O .03 .46 O 2H 3.33 5.99 O .16 .24 O .18 .46 O 3H 4.33 5.99 O .14 .24 O .15 .46 O 4H 5.67 5.99 O .16 .24 O .18 .46 O 5H 4.00 5.99 O .11 .24 O .12 .46 O 6H 1.00 5.99 O .09 .24 O .04 .46 O 8H 2.33 5.99 O .10 .24 O .05 .46 O 9H 2.33 5.99 O .10 .24 O .06 .46 O 12H 1.67 5.99 O .12 .24 O .04 .46 O 13H .67 5.99 O .10 .24 O .03 .46 O 14H 1.33 5.99 O .08 .24 O .03 .46 O 16H 1.67 5.99 O .07 .24 O .04 .46 O 18H 2.33 5.99 O .08 .24 O .05 .46 O 24H 1.67 5.99 O .09 .24 O .04 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .98 .95 O 1H .99 .95 O 2H .97 .95 O 3H .97 .95 O 4H .97 .95 O 5H .98 .95 O 6H .99 .95 O 8H .98 .95 O 9H .97 .95 O 12H .98 .95 O 13H .99 .95 O 14H .99 .95 O 16H .99 .95 O 18H .99 .95 O 24H .99 .95 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LGU2 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 8H 3.00 5.99 O .15 .24 O .13 .46 O 9H 4.33 5.99 O .15 .24 O .13 .46 O 12H 2.67 5.99 O .15 .24 O .10 .46 O 13H 1.67 5.99 O .15 .24 O .10 .46 O 14H 1.00 5.99 O .16 .24 O .09 .46 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LGU3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 8H 2.33 3.84 O .09 .24 O .05 .46 O 9H 8.33 3.84 X .08 .24 O .06 .46 O 12H 2.67 3.84 O .11 .24 O .03 .46 O 13H .67 3.84 O .10 .24 O .03 .46 O 14H 1.33 3.84 O .08 .24 O .03 .46 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LN2 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 1.33 5.99 O .15 .24 O .08 .46 O 1H .67 5.99 O .07 .24 O .03 .46 O 2H 3.33 5.99 O .16 .24 O .16 .46 O 3H 4.33 5.99 O .14 .24 O .13 .46 O 4H 5.67 5.99 O .15 .24 O .17 .46 O 5H 5.00 5.99 O .10 .24 O .11 .46 O 6H 1.00 5.99 O .10 .24 O .04 .46 O 8H 2.33 5.99 O .10 .24 O .05 .46 O 9H 8.33 5.99 X .10 .24 O .06 .46 O 12H 2.67 5.99 O .11 .24 O .03 .46 O 13H .67 5.99 O .10 .24 O .03 .46 O 14H 1.33 5.99 O .07 .24 O .03 .46 O 16H 1.67 5.99 O .08 .24 O .04 .46 O 18H 2.33 5.99 O .08 .24 O .06 .46 O 24H 1.67 5.99 O .10 .24 O .05 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .94 .96 X 1H .96 .96 X 2H .98 .96 O 3H .98 .96 O 4H .98 .96 O 5H .98 .96 O 6H .98 .96 O 8H .94 .96 X 9H .93 .96 X 12H .94 .96 X 13H .95 .96 X 14H .96 .96 X 16H .97 .96 O 18H .97 .96 O 24H .98 .96 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LN3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 1.33 3.84 O .15 .24 O .08 .46 O 1H .67 3.84 O .07 .24 O .03 .46 O 2H 4.00 3.84 X .11 .24 O .08 .46 O 3H 2.67 3.84 O .10 .24 O .06 .46 O 4H 9.00 3.84 X .11 .24 O .08 .46 O 5H 3.67 3.84 O .09 .24 O .05 .46 O 6H .67 3.84 O .07 .24 O .03 .46 O 8H 2.33 3.84 O .09 .24 O .05 .46 O 9H 8.33 3.84 X .08 .24 O .06 .46 O 12H 2.67 3.84 O .11 .24 O .03 .46 O 13H .67 3.84 O .10 .24 O .03 .46 O 14H 1.33 3.84 O .08 .24 O .03 .46 O 16H 2.33 3.84 O .08 .24 O .04 .46 O 18H 3.67 3.84 O .07 .24 O .05 .46 O 24H 1.67 3.84 O .07 .24 O .03 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .94 .96 X 1H .96 .96 X 2H .98 .96 O 3H .98 .96 O 4H .98 .96 O 5H .98 .96 O 6H .98 .96 O 8H .94 .96 X 9H .93 .96 X 12H .94 .96 X 13H .95 .96 X 14H .96 .96 X 16H .97 .96 O 18H .97 .96 O 24H .98 .96 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LP3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 2H 8.67 3.84 X .11 .24 O .08 .46 O 3H 2.53 3.84 O .09 .24 O .06 .46 O 4H .67 3.84 O .10 .24 O .08 .46 O 5H 1.73 3.84 O .09 .24 O .05 .46 O 9H 2.80 3.84 O .09 .24 O .06 .46 O 24H 2.53 3.84 O .07 .24 O .03 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK GOODNESS OF FIT TEST FOR RAINFALL DATA OF WBU2 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 6.33 5.99 X .21 .24 O .22 .46 O 1H 3.33 5.99 O .14 .24 O .08 .46 O 2H 5.33 5.99 O .10 .24 O .07 .46 O 3H 4.33 5.99 O .09 .24 O .05 .46 O 4H 7.33 5.99 X .10 .24 O .06 .46 O 5H 3.67 5.99 O .10 .24 O .04 .46 O 6H .33 5.99 O .10 .24 O .04 .46 O 8H 1.67 5.99 O .15 .24 O .10 .46 O 9H 3.00 5.99 O .15 .24 O .11 .46 O 12H 1.67 5.99 O .17 .24 O .11 .46 O 13H 2.67 5.99 O .15 .24 O .09 .46 O 14H 1.67 5.99 O .11 .24 O .08 .46 O 16H 2.33 5.99 O .11 .24 O .07 .46 O 18H 3.67 5.99 O .11 .24 O .08 .46 O 24H 1.33 5.99 O .08 .24 O .04 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .94 .95 X 1H .96 .95 O 2H .98 .95 O 3H .98 .95 O 4H .98 .95 O 5H .98 .95 O 6H .98 .95 O 8H .95 .95 O 9H .94 .95 X 12H .96 .95 O 13H .96 .95 O 14H .97 .95 O 16H .98 .95 O 18H .98 .95 O 24H .99 .95 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF WBU3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 1.33 3.84 O .14 .24 O .07 .46 O 1H .67 3.84 O .07 .24 O .04 .46 O 2H 6.00 3.84 X .11 .24 O .08 .46 O 3H 4.33 3.84 X .09 .24 O .06 .46 O 4H 9.00 3.84 X .10 .24 O .08 .46 O 5H 4.33 3.84 X .09 .24 O .05 .46 O 6H .67 3.84 O .08 .24 O .04 .46 O 16H 2.00 3.84 O .08 .24 O .06 .46 O 18H 3.67 3.84 O .08 .24 O .07 .46 O 24H 2.00 3.84 O .07 .24 O .04 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .98 .95 O 1H .99 .95 O 2H .98 .95 O 3H .98 .95 O 4H .98 .95 O 5H .99 .95 O 6H .99 .95 O 16H .99 .95 O 18H .99 .95 O 24H .99 .95 O (2) METHOD OF MAXIMUM LIKELIHOOD GOODNESS OF FIT TEST FOR RAINFALL DATA OF GAM2 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi .67 5.99 O .17 .24 O .12 .46 O 1H .67 5.99 O .09 .24 O .03 .46 O 2H 7.07 5.99 X .14 .24 O .12 .46 O 3H .67 5.99 O .12 .24 O .09 .46 O 4H 1.20 5.99 O .13 .24 O .12 .46 O 5H 2.53 5.99 O .09 .24 O .07 .46 O 6H .67 5.99 O .08 .24 O .03 .46 O 8H 2.80 5.99 O .11 .24 O .05 .46 O 9H 2.27 5.99 O .11 .24 O .05 .46 O 12H 1.73 5.99 O .13 .24 O .04 .46 O 13H 1.73 5.99 O .11 .24 O .03 .46 O 14H 1.47 5.99 O .08 .24 O .03 .46 O 16H .67 5.99 O .08 .24 O .04 .46 O 18H 1.47 5.99 O .08 .24 O .05 .46 O 24H 1.73 5.99 O .07 .24 O .03 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .91 .97 X 1H .93 .97 X 2H .95 .98 X 3H .96 .98 X 4H .96 .98 X 5H .96 .98 X 6H .97 .97 X 8H .95 .97 X 9H .94 .97 X 12H .95 .97 X 13H .96 .97 X 14H .96 .97 X 16H .97 .97 X 18H .97 .97 O 24H .97 .97 X GOODNESS OF FIT TEST FOR RAINFALL DATA OF GAM3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi .67 3.84 O .12 .24 O .05 .46 O 1H 1.73 3.84 O .09 .24 O .06 .46 O 2H 7.07 3.84 X .12 .24 O .09 .46 O 3H 1.20 3.84 O .10 .24 O .07 .46 O 4H .67 3.84 O .11 .24 O .08 .46 O 5H 2.53 3.84 O .09 .24 O .06 .46 O 6H 2.80 3.84 O .09 .24 O .05 .46 O 8H 2.80 3.84 O .10 .24 O .06 .46 O 9H 2.80 3.84 O .10 .24 O .07 .46 O 12H 2.80 3.84 O .11 .24 O .04 .46 O 13H 2.80 3.84 O .10 .24 O .04 .46 O 14H 1.47 3.84 O .08 .24 O .04 .46 O 16H 2.27 3.84 O .08 .24 O .05 .46 O 18H 2.27 3.84 O .07 .24 O .05 .46 O 24H 2.53 3.84 O .07 .24 O .03 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .98 .97 O 1H .99 .97 O 2H .87 .98 X 3H .86 .98 X 4H .79 .98 X 5H .94 .98 X 6H .99 .97 O 8H .98 .97 O 9H .97 .97 O 12H .98 .97 O 13H .99 .97 O 14H .99 .97 O 16H .99 .97 O 18H .98 .97 O 24H .97 .97 X GOODNESS OF FIT TEST FOR RAINFALL DATA OF GEV DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi .33 3.84 O .10 .24 O .04 .46 O 1H .33 3.84 O .09 .24 O .04 .46 O 2H 4.00 3.84 X .12 .24 O .09 .46 O 3H 2.67 3.84 O .10 .24 O .07 .46 O 4H 9.00 3.84 X .11 .24 O .08 .46 O 5H 4.33 3.84 X .09 .24 O .06 .46 O 6H 2.00 3.84 O .08 .24 O .03 .46 O 8H 2.33 3.84 O .09 .24 O .05 .46 O 9H 7.67 3.84 X .08 .24 O .05 .46 O 12H 1.33 3.84 O .10 .24 O .03 .46 O 13H .67 3.84 O .09 .24 O .02 .46 O 14H 1.00 3.84 O .07 .24 O .02 .46 O 18H 3.67 3.84 O .07 .24 O .05 .46 O 24H 1.67 3.84 O .07 .24 O .03 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .98 .93 O 1H .99 .94 O 2H .98 .96 O 3H .98 .96 O 4H .98 .96 O 5H .98 .96 O 6H .99 .96 O 8H .98 .95 O 9H .97 .94 O 12H .98 .94 O 13H .99 .94 O 14H .99 .95 O 18H .99 .96 O 24H .99 .96 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF GUM DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 1.33 5.99 O .13 .24 O .06 .46 O 1H .33 5.99 O .09 .24 O .03 .46 O 2H 4.00 5.99 O .15 .24 O .14 .46 O 3H 6.33 5.99 X .12 .24 O .11 .46 O 4H 12.00 5.99 X .13 .24 O .14 .46 O 5H 6.67 5.99 X .10 .24 O .09 .46 O 6H 2.00 5.99 O .09 .24 O .04 .46 O 8H 3.00 5.99 O .09 .24 O .04 .46 O 9H 5.00 5.99 O .09 .24 O .05 .46 O 12H 1.33 5.99 O .10 .24 O .03 .46 O 13H .67 5.99 O .09 .24 O .02 .46 O 14H 1.00 5.99 O .07 .24 O .02 .46 O 16H 1.67 5.99 O .07 .24 O .04 .46 O 18H 2.33 5.99 O .08 .24 O .05 .46 O 24H 1.67 5.99 O .08 .24 O .04 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .98 .95 O 1H .99 .95 O 2H .97 .95 O 3H .97 .95 O 4H .97 .95 O 5H .98 .95 O 6H .99 .95 O 8H .98 .95 O 9H .97 .95 O 12H .98 .95 O 13H .99 .95 O 14H .99 .95 O 16H .99 .95 O 18H .99 .95 O 24H .99 .95 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LGU2 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi .33 5.99 O .10 .24 O .04 .46 O 1H 5.67 5.99 O .10 .24 O .08 .46 O 2H 13.67 5.99 X .19 .24 O .26 .46 O 3H 6.33 5.99 X .13 .24 O .22 .46 O 4H 11.33 5.99 X .16 .24 O .28 .46 O 5H 8.33 5.99 X .15 .24 O .21 .46 O 6H 5.67 5.99 O .12 .24 O .14 .46 O 8H 6.67 5.99 X .11 .24 O .13 .46 O 9H 5.67 5.99 O .11 .24 O .13 .46 O 12H 2.67 5.99 O .10 .24 O .09 .46 O 13H 3.67 5.99 O .10 .24 O .09 .46 O 14H 4.33 5.99 O .10 .24 O .11 .46 O 16H 5.67 5.99 O .13 .24 O .16 .46 O 18H 4.33 5.99 O .13 .24 O .19 .46 O 24H 5.67 5.99 O .15 .24 O .20 .46 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LGU3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 8H 2.33 3.84 O .09 .24 O .05 .46 O 9H 7.67 3.84 X .08 .24 O .05 .46 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LN2 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 1.33 5.99 O .15 .24 O .08 .46 O 1H .33 5.99 O .08 .24 O .03 .46 O 2H 3.33 5.99 O .16 .24 O .15 .46 O 3H 4.33 5.99 O .13 .24 O .12 .46 O 4H 9.67 5.99 X .14 .24 O .16 .46 O 5H 6.67 5.99 X .11 .24 O .11 .46 O 6H 2.33 5.99 O .09 .24 O .05 .46 O 8H 2.33 5.99 O .10 .24 O .05 .46 O 9H 5.00 5.99 O .09 .24 O .05 .46 O 12H 2.67 5.99 O .11 .24 O .03 .46 O 13H .67 5.99 O .10 .24 O .03 .46 O 14H 1.33 5.99 O .07 .24 O .03 .46 O 16H 1.67 5.99 O .07 .24 O .05 .46 O 18H 2.33 5.99 O .09 .24 O .07 .46 O 24H 1.67 5.99 O .09 .24 O .06 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .94 .96 X 1H .96 .96 X 2H .98 .96 O 3H .98 .96 O 4H .98 .96 O 5H .98 .96 O 6H .98 .96 O 8H .94 .96 X 9H .93 .96 X 12H .94 .96 X 13H .95 .96 X 14H .96 .96 X 16H .97 .96 O 18H .97 .96 O 24H .98 .96 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LN3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi .33 3.84 O .11 .24 O .04 .46 O 1H .33 3.84 O .09 .24 O .04 .46 O 2H 2.67 3.84 O .12 .24 O .09 .46 O 3H 2.67 3.84 O .10 .24 O .07 .46 O 4H 6.67 3.84 X .11 .24 O .08 .46 O 5H 5.67 3.84 X .09 .24 O .06 .46 O 6H 2.00 3.84 O .08 .24 O .03 .46 O 8H 2.33 3.84 O .09 .24 O .05 .46 O 9H 8.33 3.84 X .09 .24 O .06 .46 O 12H 2.67 3.84 O .10 .24 O .03 .46 O 13H .67 3.84 O .09 .24 O .03 .46 O 14H 1.33 3.84 O .07 .24 O .03 .46 O 16H 2.33 3.84 O .07 .24 O .04 .46 O 18H 3.67 3.84 O .07 .24 O .05 .46 O 24H .67 3.84 O .07 .24 O .03 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .94 .96 X 1H .96 .96 X 2H .98 .96 O 3H .98 .96 O 4H .98 .96 O 5H .98 .96 O 6H .98 .96 O 8H .94 .96 X 9H .93 .96 X 12H .94 .96 X 13H .95 .96 X 14H .96 .96 X 16H .97 .96 O 18H .97 .96 O 24H .98 .96 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LP3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 2H 8.67 3.84 X .12 .24 O .09 .46 O 3H 2.27 3.84 O .10 .24 O .06 .46 O 4H .67 3.84 O .11 .24 O .09 .46 O 5H 3.33 3.84 O .09 .24 O .06 .46 O 6H 1.47 3.84 O .08 .24 O .03 .46 O 9H 2.80 3.84 O .09 .24 O .06 .46 O 12H 2.53 3.84 O .10 .24 O .03 .46 O 13H 2.80 3.84 O .09 .24 O .03 .46 O 16H 1.20 3.84 O .08 .24 O .04 .46 O 18H 2.27 3.84 O .07 .24 O .05 .46 O 24H 2.53 3.84 O .07 .24 O .03 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK GOODNESS OF FIT TEST FOR RAINFALL DATA OF WBU2 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 9.67 5.99 X .21 .24 O .22 .46 O 1H 3.33 5.99 O .14 .24 O .09 .46 O 2H 5.33 5.99 O .10 .24 O .07 .46 O 3H 4.33 5.99 O .09 .24 O .05 .46 O 4H 5.00 5.99 O .10 .24 O .06 .46 O 5H 3.67 5.99 O .10 .24 O .04 .46 O 6H .33 5.99 O .10 .24 O .04 .46 O 8H 1.67 5.99 O .15 .24 O .10 .46 O 9H 3.00 5.99 O .15 .24 O .12 .46 O 12H 1.67 5.99 O .17 .24 O .11 .46 O 13H 2.67 5.99 O .15 .24 O .10 .46 O 14H 1.67 5.99 O .12 .24 O .09 .46 O 16H 2.33 5.99 O .12 .24 O .07 .46 O 18H 3.67 5.99 O .11 .24 O .08 .46 O 24H 1.33 5.99 O .08 .24 O .04 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .95 .95 X 1H .96 .95 O 2H .98 .95 O 3H .98 .95 O 4H .98 .95 O 5H .98 .95 O 6H .98 .95 O 8H .95 .95 O 9H .94 .95 X 12H .96 .95 O 13H .96 .95 O 14H .97 .95 O 16H .98 .95 O 18H .98 .95 O 24H .99 .95 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF WBU3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi .33 3.84 O .12 .24 O .06 .46 O 8H 2.67 3.84 O .11 .24 O .07 .46 O 14H 1.33 3.84 O .09 .24 O .04 .46 O 16H 2.00 3.84 O .09 .24 O .05 .46 O 18H 3.67 3.84 O .08 .24 O .06 .46 O 24H 2.67 3.84 O .08 .24 O .04 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .98 .95 O 8H .98 .95 O 14H .99 .95 O 16H .99 .95 O 18H .99 .95 O 24H .99 .95 O (3) METHOD OF PROBABILITY WEIGHTED MOMENTS GOODNESS OF FIT TEST FOR RAINFALL DATA OF GAM2 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 2.27 5.99 O .17 .24 O .11 .46 O 1H 1.47 5.99 O .09 .24 O .03 .46 O 2H 7.07 5.99 X .14 .24 O .12 .46 O 3H .67 5.99 O .11 .24 O .09 .46 O 4H 1.20 5.99 O .13 .24 O .12 .46 O 5H 2.53 5.99 O .08 .24 O .07 .46 O 6H .67 5.99 O .07 .24 O .03 .46 O 8H 2.80 5.99 O .12 .24 O .05 .46 O 9H 2.27 5.99 O .11 .24 O .06 .46 O 12H 2.80 5.99 O .13 .24 O .05 .46 O 13H 2.27 5.99 O .12 .24 O .04 .46 O 14H 1.47 5.99 O .09 .24 O .04 .46 O 16H 2.27 5.99 O .09 .24 O .04 .46 O 18H 1.47 5.99 O .08 .24 O .05 .46 O 24H 1.73 5.99 O .07 .24 O .04 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .92 .97 X 1H .94 .97 X 2H .95 .98 X 3H .96 .98 X 4H .96 .98 X 5H .96 .98 X 6H .97 .97 X 8H .95 .97 X 9H .94 .97 X 12H .96 .97 X 13H .96 .97 X 14H .97 .97 X 16H .97 .97 O 18H .97 .97 O 24H .98 .97 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF GAM3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi .67 3.84 O .12 .24 O .05 .46 O 1H 1.73 3.84 O .07 .24 O .03 .46 O 5H .67 3.84 O .09 .24 O .04 .46 O 6H .67 3.84 O .07 .24 O .03 .46 O 8H 2.80 3.84 O .10 .24 O .06 .46 O 9H 2.80 3.84 O .10 .24 O .07 .46 O 12H 3.60 3.84 O .11 .24 O .04 .46 O 13H 2.80 3.84 O .10 .24 O .04 .46 O 14H 1.47 3.84 O .08 .24 O .04 .46 O 16H 1.47 3.84 O .08 .24 O .05 .46 O 18H 2.27 3.84 O .07 .24 O .06 .46 O 24H 2.53 3.84 O .06 .24 O .03 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .98 .97 O 1H .98 .97 O 5H .68 .98 X 6H .96 .97 X 8H .98 .97 O 9H .97 .97 O 12H .98 .97 O 13H .99 .97 O 14H .99 .97 O 16H .98 .97 O 18H .98 .97 O 24H .96 .97 X GOODNESS OF FIT TEST FOR RAINFALL DATA OF GEV DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi .33 3.84 O .11 .24 O .04 .46 O 1H .67 3.84 O .07 .24 O .03 .46 O 2H 6.00 3.84 X .11 .24 O .08 .46 O 3H 4.33 3.84 X .09 .24 O .05 .46 O 4H 7.33 3.84 X .10 .24 O .07 .46 O 5H 4.33 3.84 X .09 .24 O .05 .46 O 6H 1.00 3.84 O .07 .24 O .03 .46 O 8H 2.33 3.84 O .09 .24 O .05 .46 O 9H 8.33 3.84 X .09 .24 O .06 .46 O 12H 2.33 3.84 O .10 .24 O .03 .46 O 13H .67 3.84 O .09 .24 O .03 .46 O 14H 1.33 3.84 O .07 .24 O .03 .46 O 16H 1.67 3.84 O .07 .24 O .04 .46 O 18H 2.33 3.84 O .08 .24 O .05 .46 O 24H 1.33 3.84 O .07 .24 O .04 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .98 .93 O 1H .99 .95 O 5H .98 .96 O 6H .99 .96 O 8H .98 .95 O 9H .97 .94 O 12H .98 .94 O 13H .99 .94 O 14H .99 .94 O 16H .99 .95 O 18H .99 .95 O 24H .99 .96 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF GUM DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 1.33 5.99 O .14 .24 O .07 .46 O 1H .67 5.99 O .07 .24 O .03 .46 O 2H 3.33 5.99 O .16 .24 O .17 .46 O 3H 4.33 5.99 O .14 .24 O .13 .46 O 4H 4.00 5.99 O .15 .24 O .17 .46 O 5H 6.67 5.99 X .11 .24 O .11 .46 O 6H 1.33 5.99 O .09 .24 O .04 .46 O 8H 2.33 5.99 O .10 .24 O .05 .46 O 9H 3.67 5.99 O .10 .24 O .05 .46 O 12H 1.67 5.99 O .12 .24 O .03 .46 O 13H .67 5.99 O .10 .24 O .03 .46 O 14H 1.33 5.99 O .08 .24 O .03 .46 O 16H 1.67 5.99 O .07 .24 O .04 .46 O 18H 2.33 5.99 O .08 .24 O .05 .46 O 24H 1.67 5.99 O .08 .24 O .05 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .98 .95 O 1H .99 .95 O 2H .97 .95 O 3H .97 .95 O 4H .97 .95 O 5H .98 .95 O 6H .99 .95 O 8H .98 .95 O 9H .97 .95 O 12H .98 .95 O 13H .99 .95 O 14H .99 .95 O 16H .99 .95 O 18H .99 .95 O 24H .99 .95 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LGU2 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi .33 5.99 O .08 .24 O .04 .46 O 1H 3.00 5.99 O .12 .24 O .12 .46 O 2H 10.33 5.99 X .23 .24 O .40 .46 O 3H 6.00 5.99 X .19 .24 O .35 .46 O 4H 3.00 5.99 O .22 .24 O .42 .46 O 5H 9.67 5.99 X .18 .24 O .33 .46 O 6H 3.00 5.99 O .13 .24 O .20 .46 O 8H 6.00 5.99 X .13 .24 O .16 .46 O 9H 3.67 5.99 O .14 .24 O .15 .46 O 12H 3.33 5.99 O .10 .24 O .10 .46 O 13H 3.33 5.99 O .10 .24 O .11 .46 O 14H 1.33 5.99 O .12 .24 O .12 .46 O 16H 2.33 5.99 O .14 .24 O .19 .46 O 18H 4.00 5.99 O .16 .24 O .20 .46 O 24H 1.67 5.99 O .15 .24 O .21 .46 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LGU3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 8H 2.33 3.84 O .09 .24 O .05 .46 O 9H 8.33 3.84 X .09 .24 O .06 .46 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LN2 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 1.67 5.99 O .11 .24 O .06 .46 O 1H .67 5.99 O .06 .24 O .03 .46 O 2H 10.00 5.99 X .13 .24 O .12 .46 O 3H 4.33 5.99 O .12 .24 O .10 .46 O 4H 8.00 5.99 X .13 .24 O .12 .46 O 5H 5.67 5.99 O .12 .24 O .08 .46 O 6H .67 5.99 O .09 .24 O .04 .46 O 8H 2.33 5.99 O .10 .24 O .05 .46 O 9H 8.33 5.99 X .09 .24 O .06 .46 O 12H 2.33 5.99 O .10 .24 O .03 .46 O 13H .67 5.99 O .09 .24 O .03 .46 O 14H 1.33 5.99 O .07 .24 O .03 .46 O 16H 2.33 5.99 O .08 .24 O .04 .46 O 18H 3.67 5.99 O .07 .24 O .06 .46 O 24H 1.00 5.99 O .09 .24 O .04 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .94 .96 X 1H .96 .96 X 2H .98 .96 O 3H .98 .96 O 4H .98 .96 O 5H .98 .96 O 6H .98 .96 O 8H .94 .96 X 9H .93 .96 X 12H .94 .96 X 13H .95 .96 X 14H .96 .96 X 16H .97 .96 O 18H .97 .96 O 24H .98 .96 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LN3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi .33 3.84 O .11 .24 O .04 .46 O 1H .67 3.84 O .07 .24 O .03 .46 O 2H 4.00 3.84 X .10 .24 O .07 .46 O 3H 2.67 3.84 O .09 .24 O .05 .46 O 5H 3.67 3.84 O .09 .24 O .04 .46 O 6H .67 3.84 O .07 .24 O .03 .46 O 8H 2.33 3.84 O .10 .24 O .05 .46 O 9H 8.33 3.84 X .09 .24 O .06 .46 O 12H 2.33 3.84 O .10 .24 O .04 .46 O 13H .67 3.84 O .10 .24 O .03 .46 O 14H 1.33 3.84 O .07 .24 O .03 .46 O 16H 2.33 3.84 O .08 .24 O .04 .46 O 18H 3.67 3.84 O .07 .24 O .05 .46 O 24H 1.67 3.84 O .06 .24 O .03 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .94 .96 X 1H .96 .96 X 2H .98 .96 O 3H .98 .96 O 5H .98 .96 O 6H .98 .96 O 8H .94 .96 X 9H .93 .96 X 12H .94 .96 X 13H .95 .96 X 14H .96 .96 X 16H .97 .96 O 18H .97 .96 O 24H .98 .96 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF LP3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi .67 3.84 O .11 .24 O .04 .46 O 1H 1.73 3.84 O .08 .24 O .03 .46 O 2H 7.87 3.84 X .11 .24 O .07 .46 O 3H 1.73 3.84 O .10 .24 O .05 .46 O 5H 1.47 3.84 O .10 .24 O .05 .46 O 6H .67 3.84 O .08 .24 O .03 .46 O 8H 2.80 3.84 O .10 .24 O .05 .46 O 16H 1.47 3.84 O .09 .24 O .04 .46 O 18H 1.20 3.84 O .08 .24 O .05 .46 O 24H 2.53 3.84 O .06 .24 O .04 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK GOODNESS OF FIT TEST FOR RAINFALL DATA OF WBU2 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 6.33 5.99 X .21 .24 O .23 .46 O 1H 3.33 5.99 O .13 .24 O .08 .46 O 2H 5.33 5.99 O .10 .24 O .07 .46 O 3H 4.33 5.99 O .09 .24 O .05 .46 O 4H 5.00 5.99 O .10 .24 O .06 .46 O 5H 3.67 5.99 O .10 .24 O .04 .46 O 6H .33 5.99 O .10 .24 O .04 .46 O 8H 1.33 5.99 O .15 .24 O .08 .46 O 9H 1.67 5.99 O .14 .24 O .10 .46 O 12H 2.67 5.99 O .16 .24 O .10 .46 O 13H 2.33 5.99 O .15 .24 O .09 .46 O 14H 1.67 5.99 O .11 .24 O .08 .46 O 16H 1.67 5.99 O .11 .24 O .06 .46 O 18H 3.67 5.99 O .11 .24 O .07 .46 O 24H 1.67 5.99 O .08 .24 O .04 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .94 .95 X 1H .96 .95 O 2H .98 .95 O 3H .98 .95 O 4H .98 .95 O 5H .98 .95 O 6H .98 .95 O 8H .95 .95 X 9H .94 .95 X 12H .95 .95 X 13H .96 .95 O 14H .97 .95 O 16H .97 .95 O 18H .98 .95 O 24H .99 .95 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF WBU3 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 1.00 3.84 O .12 .24 O .06 .46 O 1H .67 3.84 O .07 .24 O .04 .46 O 2H 6.00 3.84 X .10 .24 O .07 .46 O 3H 4.33 3.84 X .10 .24 O .05 .46 O 4H 6.67 3.84 X .10 .24 O .06 .46 O 5H 3.67 3.84 O .10 .24 O .04 .46 O 6H .67 3.84 O .08 .24 O .03 .46 O 8H 2.67 3.84 O .11 .24 O .07 .46 O 16H 2.00 3.84 O .09 .24 O .05 .46 O 18H 3.67 3.84 O .08 .24 O .07 .46 O 24H 2.00 3.84 O .06 .24 O .04 .46 O RAINFALL PPCC TEST DURATION COMPUTED TABLE CHECK 10Mi .98 .95 O 1H .99 .95 O 2H .98 .95 O 3H .98 .95 O 4H .98 .95 O 5H .98 .95 O 6H .99 .95 O 8H .98 .95 O 16H .99 .95 O 18H .99 .95 O 24H .99 .95 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF WKB4 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 12.40 3.84 X .11 .24 O .05 .46 O 1H 3.20 3.84 O .13 .24 O .07 .46 O 2H 8.80 3.84 X .12 .24 O .11 .46 O NO CONVERGENCE : NEED MORE ITMAX 3H 2.80 3.84 O .11 .24 O .07 .46 O NO CONVERGENCE : NEED MORE ITMAX 4H 3.60 3.84 O .10 .24 O .09 .46 O NO CONVERGENCE : NEED MORE ITMAX 5H 9.20 3.84 X .12 .24 O .07 .46 O 6H 4.00 3.84 X .08 .24 O .05 .46 O 8H 3.20 3.84 O .09 .24 O .06 .46 O 9H 2.80 3.84 O .10 .24 O .06 .46 O 12H 1.20 3.84 O .09 .24 O .04 .46 O 13H 1.60 3.84 O .08 .24 O .03 .46 O 14H 1.60 3.84 O .09 .24 O .03 .46 O 16H 2.40 3.84 O .08 .24 O .04 .46 O 18H 3.20 3.84 O .08 .24 O .05 .46 O 24H .80 3.84 O .07 .24 O .03 .46 O GOODNESS OF FIT TEST FOR RAINFALL DATA OF WKB5 DISTRIBUTION RAINFALL CHI-SQUARE KOLMOGOROV-SMIRNOV CRAMER VON MISES DURATION COMPUTED TABLE CHECK COMPUTED TABLE CHECK COMPUTED TABLE CHECK 10Mi 4.07 3.84 X .11 .24 O .05 .46 O 1H .80 3.84 O .07 .24 O .02 .46 O NO CONVERGENCE : NEED MORE ITMAX 2H 6.87 3.84 X .12 .24 O .12 .46 O NO CONVERGENCE : NEED MORE ITMAX 3H 7.80 3.84 X .11 .24 O .08 .46 O 4H 3.13 3.84 O .12 .24 O .05 .46 O NO CONVERGENCE : NEED MORE ITMAX 5H 3.13 3.84 O .11 .24 O .08 .46 O 6H .80 3.84 O .06 .24 O .02 .46 O 8H 3.60 3.84 O .07 .24 O .03 .46 O 9H 6.40 3.84 X .10 .24 O .03 .46 O 12H .80 3.84 O .08 .24 O .02 .46 O 13H 1.27 3.84 O .07 .24 O .02 .46 O 14H 1.27 3.84 O .05 .24 O .01 .46 O 16H .80 3.84 O .05 .24 O .01 .46 O 18H 5.47 3.84 X .06 .24 O .02 .46 O 24H .33 3.84 O .05 .24 O .02 .46 O ******************************************* * QUANTILE ESTIMATION * ******************************************* (1) METHOD OF MOMENTS DURATION = 10Mi RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 14.8 14.3 14.6 14.5 .0 .0 14.6 14.6 .0 15.3 14.4 3.0 17.0 16.4 16.6 16.6 .0 .0 16.7 16.7 .0 17.5 16.7 5.0 19.2 18.8 18.9 18.9 .0 .0 19.0 19.0 .0 19.6 19.1 10.0 21.9 21.9 21.8 21.8 .0 .0 21.8 21.8 .0 21.7 22.1 20.0 24.2 24.8 24.5 24.5 .0 .0 24.4 24.5 .0 23.5 24.7 30.0 25.5 26.5 26.0 26.1 .0 .0 25.9 26.0 .0 24.3 26.2 50.0 27.1 28.5 27.9 28.1 .0 .0 27.8 27.9 .0 25.4 28.0 70.0 28.0 29.9 29.2 29.4 .0 .0 29.0 29.1 .0 26.0 29.1 80.0 28.4 30.4 29.7 29.9 .0 .0 29.5 29.6 .0 26.2 29.5 100.0 29.1 31.3 30.5 30.8 .0 .0 30.3 30.4 .0 26.6 30.2 200.0 31.0 33.9 33.0 33.5 .0 .0 32.7 32.9 .0 27.7 32.4 300.0 32.0 35.5 34.4 35.0 .0 .0 34.2 34.4 .0 28.3 33.6 500.0 33.4 37.4 36.2 37.0 .0 .0 36.0 36.3 .0 29.0 35.0 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 10Mi RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 14.9 14.1 14.1 14.5 14.0 .0 14.6 14.1 .0 15.3 14.1 3.0 16.9 16.3 16.1 16.3 16.0 .0 16.6 16.1 .0 17.6 16.4 5.0 19.0 18.9 18.4 18.4 18.5 .0 18.8 18.6 .0 19.7 18.9 10.0 21.4 22.2 21.7 21.1 22.4 .0 21.4 21.9 .0 22.0 22.1 20.0 23.5 25.3 25.2 23.6 26.8 .0 23.8 25.3 .0 23.9 25.1 30.0 24.7 27.2 27.3 25.0 29.7 .0 25.2 27.3 .0 24.8 26.8 50.0 26.1 29.4 30.3 26.8 33.8 .0 26.8 30.0 .0 25.9 28.8 70.0 27.0 30.9 32.3 28.0 36.8 .0 27.9 31.8 .0 26.5 30.1 80.0 27.4 31.5 33.2 28.5 38.1 .0 28.4 32.5 .0 26.8 30.6 100.0 27.9 32.4 34.6 29.3 40.3 .0 29.1 33.7 .0 27.2 31.4 200.0 29.6 35.4 39.4 31.7 47.9 .0 31.3 37.7 .0 28.4 34.0 300.0 30.6 37.2 42.5 33.1 53.1 .0 32.6 40.1 .0 29.0 35.4 500.0 31.8 39.3 46.6 34.9 60.3 .0 34.2 43.3 .0 29.8 37.3 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 10Mi RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 14.8 14.1 14.2 14.5 13.9 .0 14.1 14.1 14.1 15.4 14.1 14.0 14.0 3.0 17.0 16.3 16.2 16.6 15.7 .0 16.1 16.2 16.2 17.5 16.3 16.2 16.2 5.0 19.2 18.8 18.6 18.9 18.1 .0 18.2 18.6 18.7 19.4 18.9 18.9 18.9 10.0 21.7 22.1 21.9 21.8 21.5 .0 20.8 21.9 22.0 21.5 22.2 22.3 22.3 20.0 24.0 25.3 25.3 24.6 25.5 .0 23.2 25.2 25.6 23.1 25.3 25.5 25.5 30.0 25.3 27.1 27.5 26.2 28.0 .0 24.6 27.2 27.8 23.9 27.1 27.3 27.3 50.0 26.8 29.4 30.3 28.2 31.6 .0 26.3 29.8 30.7 24.9 29.2 29.5 29.5 70.0 27.7 30.9 32.2 29.6 34.3 .0 27.3 31.5 32.7 25.5 30.6 30.8 30.9 80.0 28.1 31.4 33.0 30.1 35.3 .0 27.8 32.2 33.5 25.7 31.1 31.4 31.4 100.0 28.7 32.4 34.3 30.9 37.3 .0 28.5 33.4 34.9 26.0 32.0 32.2 32.3 200.0 30.6 35.4 38.7 33.6 43.8 .0 30.7 37.2 39.4 27.1 34.7 34.8 34.9 300.0 31.6 37.1 41.4 35.2 48.2 .0 32.0 39.6 42.3 27.6 36.3 36.3 36.4 500.0 32.9 39.3 45.0 37.2 54.3 .0 33.7 42.6 46.1 28.3 38.2 38.0 38.1 (1) METHOD OF MOMENTS DURATION = 1H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 40.8 39.4 40.2 40.0 .0 .0 40.2 40.2 .0 42.2 39.8 3.0 46.8 45.3 45.9 45.7 .0 .0 46.0 46.0 .0 48.3 46.0 5.0 53.0 52.0 52.2 52.0 .0 .0 52.3 52.3 .0 53.9 52.8 10.0 60.2 60.4 60.0 59.9 .0 .0 60.0 60.0 .0 59.8 60.8 20.0 66.7 68.2 67.4 67.5 .0 .0 67.3 67.3 .0 64.5 68.0 30.0 70.2 72.7 71.5 71.9 .0 .0 71.4 71.4 .0 67.0 71.9 50.0 74.4 78.2 76.7 77.3 .0 .0 76.4 76.5 .0 69.7 76.6 70.0 77.1 81.8 80.0 80.9 .0 .0 79.8 79.8 .0 71.4 79.6 80.0 78.2 83.2 81.3 82.3 .0 .0 81.1 81.1 .0 72.1 80.8 100.0 79.9 85.5 83.5 84.7 .0 .0 83.2 83.3 .0 73.1 82.7 200.0 85.1 92.7 90.2 92.0 .0 .0 90.0 90.0 .0 76.1 88.4 300.0 88.1 96.8 94.1 96.3 .0 .0 93.9 94.0 .0 77.8 91.7 500.0 91.7 102.0 98.8 101.7 .0 .0 98.9 99.0 .0 79.8 95.6 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 1H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 40.9 38.8 39.7 39.9 38.4 .0 40.3 39.4 .0 42.0 .0 3.0 46.6 45.1 45.2 45.4 44.5 .0 45.9 45.2 .0 48.4 .0 5.0 52.4 52.3 51.6 51.6 52.3 .0 52.0 51.8 .0 54.4 .0 10.0 59.2 61.5 59.7 59.2 64.2 .0 59.4 60.3 .0 60.6 .0 20.0 65.2 70.4 67.8 66.6 78.1 .0 66.2 68.8 .0 65.7 .0 30.0 68.4 75.4 72.6 70.9 87.4 .0 70.1 73.8 .0 68.3 .0 50.0 72.4 81.7 78.6 76.2 100.6 .0 74.9 80.2 .0 71.3 .0 70.0 74.9 85.7 82.7 79.6 110.4 .0 78.1 84.4 .0 73.1 .0 80.0 75.8 87.3 84.3 81.0 114.5 .0 79.3 86.1 .0 73.8 .0 100.0 77.4 90.0 87.0 83.3 121.7 .0 81.4 89.0 .0 74.9 .0 200.0 82.3 98.3 95.6 90.4 147.1 .0 87.7 98.1 .0 78.2 .0 300.0 85.0 103.0 100.8 94.6 164.3 .0 91.4 103.5 .0 79.9 .0 500.0 88.4 109.0 107.4 99.8 188.9 .0 96.1 110.5 .0 82.1 .0 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 1H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 40.8 39.8 39.7 40.0 38.2 .0 39.8 39.8 39.9 42.3 39.7 39.2 40.6 3.0 46.7 45.8 45.6 45.7 43.3 .0 45.6 45.7 45.8 48.2 46.0 45.3 45.9 5.0 52.9 52.5 52.2 52.2 49.8 .0 51.9 52.2 52.3 53.6 52.9 52.5 51.2 10.0 60.1 60.7 60.7 60.3 59.4 .0 59.6 60.4 60.5 59.3 61.0 61.3 58.3 20.0 66.5 68.3 68.9 68.1 70.4 .0 66.8 68.2 68.5 63.9 68.2 69.2 66.3 30.0 69.9 72.5 73.8 72.5 77.6 .0 70.9 72.7 73.1 66.2 72.1 73.4 71.6 50.0 74.1 77.7 79.8 78.1 87.7 .0 76.0 78.3 79.0 68.8 76.9 78.3 79.2 70.0 76.8 81.1 83.8 81.8 95.0 .0 79.3 82.1 82.9 70.4 79.9 81.4 84.7 80.0 77.8 82.4 85.4 83.2 98.0 .0 80.6 83.5 84.4 71.1 81.0 82.5 87.1 100.0 79.6 84.6 88.1 85.6 103.3 .0 82.8 86.0 87.0 72.1 83.0 84.4 91.1 200.0 84.7 91.3 96.5 93.2 121.7 .0 89.6 93.7 95.2 75.0 88.7 89.9 105.4 300.0 87.7 95.1 101.5 97.5 133.9 .0 93.5 98.3 100.1 76.5 92.0 92.8 114.9 500.0 91.3 99.9 107.8 103.1 151.1 .0 98.5 104.1 106.3 78.4 95.9 96.2 128.4 (1) METHOD OF MOMENTS DURATION = 2H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 60.2 61.1 61.2 59.0 .0 .0 59.3 61.4 61.3 62.3 61.4 3.0 69.1 70.0 70.2 67.5 .0 .0 67.9 70.2 70.4 71.3 70.6 5.0 78.4 78.9 79.3 76.9 .0 .0 77.4 78.9 79.3 79.8 79.6 10.0 89.2 88.9 89.3 88.7 .0 .0 88.9 88.7 88.9 88.6 89.2 20.0 98.8 97.5 97.7 100.0 .0 .0 99.7 97.1 96.8 95.7 97.2 30.0 104.1 102.1 102.0 106.5 .0 .0 105.8 101.5 100.8 99.3 101.3 50.0 110.4 107.6 106.9 114.6 .0 .0 113.4 106.8 105.4 103.5 106.1 70.0 114.4 111.1 109.9 120.0 .0 .0 118.4 110.2 108.2 106.0 109.0 80.0 116.0 112.5 111.0 122.1 .0 .0 120.3 111.5 109.2 107.0 110.2 100.0 118.6 114.7 112.8 125.6 .0 .0 123.6 113.6 110.9 108.5 112.0 200.0 126.4 121.2 118.0 136.6 .0 .0 133.7 119.9 115.8 113.1 117.4 300.0 130.8 124.9 120.8 143.0 .0 .0 139.7 123.4 118.4 115.5 120.3 500.0 136.3 129.5 123.9 151.0 .0 .0 147.1 127.7 165.2 118.5 123.8 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 2H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 60.1 60.9 61.2 59.2 56.1 .0 59.0 61.2 61.2 62.3 .0 3.0 69.2 69.7 70.0 68.7 67.6 .0 68.3 69.9 70.2 71.3 .0 5.0 78.6 78.6 78.9 79.4 83.1 .0 78.6 78.6 79.1 79.7 .0 10.0 89.6 88.7 88.8 92.7 107.7 .0 91.3 88.4 88.9 88.5 .0 20.0 99.3 97.4 97.0 105.6 138.2 .0 103.3 96.9 96.9 95.6 .0 30.0 104.7 102.1 101.2 112.9 159.4 .0 110.2 101.5 101.1 99.2 .0 50.0 111.1 107.7 106.0 122.2 190.7 .0 118.7 107.0 105.8 103.4 .0 70.0 115.2 111.2 109.0 128.2 214.5 .0 124.3 110.4 108.7 105.9 .0 80.0 116.8 112.6 110.1 130.6 224.7 .0 126.5 111.7 109.8 106.9 .0 100.0 119.5 114.9 111.9 134.6 242.8 .0 130.3 113.9 111.6 108.4 .0 200.0 127.4 121.6 116.9 147.0 308.9 .0 141.8 120.5 116.8 113.0 .0 300.0 131.9 125.4 119.6 154.2 355.5 .0 148.6 124.2 119.5 115.4 .0 500.0 137.5 130.1 122.7 163.3 424.3 .0 157.1 128.7 176.4 118.4 .0 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 2H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 60.1 .0 61.4 58.9 56.1 .0 62.1 62.1 62.0 62.3 62.1 61.0 60.8 3.0 69.2 .0 70.7 67.7 63.8 .0 71.4 70.8 71.2 71.3 71.2 70.6 70.8 5.0 78.6 .0 79.8 77.5 73.8 .0 81.6 79.3 79.9 79.7 79.7 80.3 80.6 10.0 89.6 .0 89.8 89.9 88.5 .0 94.2 88.4 88.9 88.5 88.6 90.1 90.2 20.0 99.4 .0 97.9 101.7 105.4 .0 106.1 96.1 95.9 95.5 95.9 96.9 96.8 30.0 104.8 .0 102.0 108.6 116.5 .0 112.8 100.1 99.4 99.1 99.6 99.9 99.6 50.0 111.3 .0 106.7 117.1 132.1 .0 121.2 104.8 103.2 103.3 103.8 103.0 102.4 70.0 115.4 .0 109.5 122.7 143.4 .0 126.7 107.7 105.5 105.8 106.4 104.6 103.9 80.0 117.0 .0 110.5 124.9 148.2 .0 128.8 108.9 106.3 106.7 107.4 105.1 104.4 100.0 119.6 .0 112.2 128.6 156.5 .0 132.4 110.7 107.7 108.3 109.0 106.0 105.2 200.0 127.6 .0 117.0 140.0 185.2 .0 143.6 116.1 111.4 112.8 113.7 108.2 107.1 300.0 132.2 .0 119.4 146.7 204.4 .0 150.2 119.1 113.3 115.3 116.3 109.1 107.9 500.0 137.8 .0 122.2 155.1 231.4 .0 158.5 122.7 136.1 118.2 119.3 110.0 108.7 (1) METHOD OF MOMENTS DURATION = 3H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 70.5 71.9 71.9 69.2 .0 .0 69.4 72.2 72.0 73.0 72.2 3.0 81.4 82.6 82.9 79.5 .0 .0 79.9 82.9 83.2 84.0 83.4 5.0 92.7 93.4 93.9 90.9 .0 .0 91.4 93.5 94.1 94.4 94.2 10.0 105.9 105.4 106.0 105.3 .0 .0 105.5 105.3 105.7 105.3 105.9 20.0 117.7 115.8 116.0 119.1 .0 .0 118.8 115.3 115.0 114.1 115.4 30.0 124.2 121.4 121.2 127.0 .0 .0 126.4 120.7 119.8 118.6 120.4 50.0 132.0 127.9 127.1 136.9 .0 .0 135.8 127.1 125.1 123.8 126.1 70.0 137.0 132.1 130.6 143.4 .0 .0 141.9 131.0 128.3 126.9 129.7 80.0 138.9 133.7 132.0 146.0 .0 .0 144.4 132.6 129.6 128.1 131.0 100.0 142.1 136.3 134.1 150.3 .0 .0 148.4 135.1 131.5 130.1 133.2 200.0 151.8 144.2 140.2 163.6 .0 .0 161.0 142.6 137.1 135.8 139.6 300.0 157.2 148.5 143.4 171.4 .0 .0 168.4 146.8 140.0 138.9 143.1 500.0 164.0 153.9 147.1 181.2 .0 .0 177.7 152.0 185.0 142.5 147.3 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 3H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 70.4 71.7 71.8 69.4 65.5 .0 69.0 71.9 71.7 73.1 .0 3.0 81.5 82.4 82.6 81.1 79.9 .0 80.4 82.5 82.8 84.0 .0 5.0 93.1 93.1 93.5 94.1 99.6 .0 93.2 93.1 93.8 94.3 .0 10.0 106.6 105.1 105.5 110.5 131.5 .0 109.0 104.9 105.7 105.1 .0 20.0 118.7 115.5 115.6 126.2 171.6 .0 124.1 115.1 115.4 113.8 .0 30.0 125.4 121.1 120.7 135.2 199.9 .0 132.8 120.6 120.4 118.2 .0 50.0 133.4 127.8 126.6 146.5 242.1 .0 143.7 127.0 126.2 123.3 .0 70.0 138.5 132.0 130.2 153.9 274.4 .0 150.8 131.1 129.7 126.5 .0 80.0 140.5 133.6 131.6 156.8 288.4 .0 153.6 132.7 131.0 127.6 .0 100.0 143.7 136.2 133.8 161.7 313.4 .0 158.3 135.3 133.1 129.6 .0 200.0 153.7 144.2 140.0 176.9 405.2 .0 173.1 143.1 139.3 135.2 .0 300.0 159.3 148.7 143.2 185.7 470.9 .0 181.8 147.4 142.5 138.2 .0 500.0 166.3 154.1 147.0 196.9 568.9 .0 192.8 152.8 203.5 141.9 .0 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 3H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 70.4 .0 72.4 69.0 65.4 .0 73.2 73.2 73.2 73.0 73.3 72.0 71.9 3.0 81.5 .0 83.8 79.8 74.8 .0 84.5 83.7 84.5 84.0 84.3 84.3 84.5 5.0 93.1 .0 94.8 91.8 87.0 .0 96.9 93.8 95.0 94.5 94.5 96.0 96.3 10.0 106.8 .0 106.6 107.0 105.2 .0 112.3 104.5 105.7 105.4 105.2 107.1 107.2 20.0 118.9 .0 116.1 121.5 126.1 .0 126.7 113.4 113.8 114.3 113.7 114.3 114.1 30.0 125.6 .0 120.9 129.9 140.0 .0 135.0 118.0 117.7 118.8 118.1 117.3 117.0 50.0 133.7 .0 126.3 140.3 159.5 .0 145.3 123.4 121.9 124.0 123.1 120.2 119.7 70.0 138.8 .0 129.5 147.2 173.8 .0 152.0 126.7 124.4 127.1 126.1 121.6 121.0 80.0 140.8 .0 130.7 149.9 179.8 .0 154.6 128.0 125.3 128.4 127.3 122.1 121.4 100.0 144.1 .0 132.6 154.4 190.3 .0 159.1 130.0 126.7 130.3 129.2 122.9 122.1 200.0 154.1 .0 137.8 168.5 226.8 .0 172.9 136.1 130.7 136.0 134.6 124.6 123.7 300.0 159.7 .0 140.6 176.7 251.3 .0 181.0 139.5 132.6 139.1 137.6 125.4 124.3 500.0 166.7 .0 143.6 187.0 285.9 .0 191.2 143.5 151.3 142.8 141.1 126.1 124.9 (1) METHOD OF MOMENTS DURATION = 4H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 81.1 82.7 82.8 79.6 .0 .0 79.9 83.1 82.9 84.0 83.1 3.0 93.7 95.3 95.6 91.6 .0 .0 92.0 95.5 95.9 96.8 96.1 5.0 106.9 107.8 108.4 104.9 .0 .0 105.4 107.9 108.5 108.9 108.7 10.0 122.3 121.8 122.4 121.5 .0 .0 121.8 121.5 122.0 121.6 122.2 20.0 136.1 133.8 134.0 137.6 .0 .0 137.3 133.2 132.9 131.9 133.4 30.0 143.6 140.2 140.0 146.8 .0 .0 146.1 139.5 138.4 137.1 139.1 50.0 152.7 147.9 146.9 158.3 .0 .0 157.1 146.9 144.6 143.2 145.8 70.0 158.5 152.7 151.0 165.8 .0 .0 164.3 151.5 148.3 146.8 149.9 80.0 160.7 154.5 152.5 168.8 .0 .0 167.1 153.3 149.7 148.3 151.4 100.0 164.4 157.6 155.0 173.8 .0 .0 171.8 156.2 152.0 150.5 154.0 200.0 175.7 166.7 162.1 189.3 .0 .0 186.5 164.9 158.4 157.2 161.4 300.0 182.1 171.8 165.8 198.3 .0 .0 195.2 169.8 161.7 160.8 165.5 500.0 189.9 178.0 170.1 209.7 .0 .0 206.1 175.8 212.5 165.1 170.4 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 4H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 80.9 83.0 82.7 80.0 75.4 .0 79.3 83.1 82.5 84.1 .0 3.0 93.9 95.3 95.4 93.7 92.7 .0 92.8 95.3 95.5 96.8 .0 5.0 107.5 107.5 108.2 109.1 116.8 .0 107.8 107.5 108.3 108.8 .0 10.0 123.4 121.1 122.2 128.4 156.2 .0 126.6 121.0 122.3 121.4 .0 20.0 137.7 132.7 133.9 146.9 206.4 .0 144.6 132.5 133.7 131.6 .0 30.0 145.5 138.9 140.0 157.6 242.3 .0 154.9 138.6 139.6 136.8 .0 50.0 154.9 146.2 146.9 170.9 296.0 .0 167.9 145.9 146.4 142.8 .0 70.0 160.9 150.8 151.1 179.6 337.5 .0 176.4 150.5 150.5 146.4 .0 80.0 163.2 152.6 152.6 183.1 355.5 .0 179.8 152.2 152.0 147.8 .0 100.0 167.1 155.5 155.2 188.8 387.8 .0 185.4 155.1 154.6 150.1 .0 200.0 178.8 164.2 162.4 206.7 507.6 .0 203.1 163.8 161.8 156.6 .0 300.0 185.4 169.0 166.2 217.2 594.0 .0 213.6 168.6 165.6 160.2 .0 500.0 193.6 174.9 170.6 230.3 724.0 .0 226.9 174.5 237.5 164.5 .0 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 4H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 81.0 .0 83.7 79.4 75.3 .0 84.6 .0 .0 84.1 84.7 83.1 88.2 3.0 93.8 .0 96.7 91.9 86.2 .0 97.8 .0 .0 96.8 97.3 95.9 99.6 5.0 107.2 .0 109.3 105.8 100.2 .0 112.4 .0 .0 108.8 108.8 109.0 105.9 10.0 122.9 .0 122.6 123.2 121.1 .0 130.4 .0 .0 121.3 120.8 122.5 109.8 20.0 136.9 .0 133.2 139.9 145.2 .0 147.4 .0 .0 131.5 130.4 132.4 113.3 30.0 144.6 .0 138.5 149.5 161.1 .0 157.1 .0 .0 136.7 135.3 136.8 116.1 50.0 153.8 .0 144.3 161.5 183.6 .0 169.1 .0 .0 142.7 140.8 141.4 121.2 70.0 159.7 .0 147.8 169.4 200.0 .0 177.0 .0 .0 146.3 144.2 143.8 126.1 80.0 162.0 .0 149.1 172.5 206.9 .0 180.2 .0 .0 147.7 145.5 144.7 128.4 100.0 165.8 .0 151.1 177.8 218.9 .0 185.4 .0 .0 150.0 147.6 146.1 133.0 200.0 177.3 .0 156.8 193.9 260.9 .0 201.7 .0 .0 156.5 153.6 149.5 154.5 300.0 183.8 .0 159.7 203.3 289.0 .0 211.2 .0 .0 160.1 156.8 151.1 174.6 500.0 191.9 .0 162.9 215.2 328.8 .0 223.3 .0 .0 164.4 160.7 152.6 212.6 (1) METHOD OF MOMENTS DURATION = 5H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 89.5 90.5 90.8 87.9 .0 .0 88.1 91.1 90.9 92.7 91.0 3.0 103.9 104.8 105.3 101.5 .0 .0 101.9 105.3 105.6 107.3 106.0 5.0 118.9 119.4 120.0 116.6 .0 .0 117.0 119.6 120.2 121.2 120.7 10.0 136.5 136.2 136.7 135.6 .0 .0 135.8 135.8 136.2 135.8 136.8 20.0 152.2 150.9 150.9 153.8 .0 .0 153.6 149.9 149.6 147.6 150.3 30.0 160.9 158.8 158.3 164.3 .0 .0 163.7 157.5 156.5 153.7 157.3 50.0 171.3 168.3 167.0 177.3 .0 .0 176.4 166.6 164.4 160.7 165.5 70.0 177.9 174.4 172.3 185.9 .0 .0 184.6 172.3 169.3 164.9 170.6 80.0 180.5 176.7 174.3 189.3 .0 .0 187.9 174.6 171.1 166.6 172.6 100.0 184.8 180.6 177.6 195.0 .0 .0 193.4 178.2 174.1 169.2 175.7 200.0 197.7 192.1 187.0 212.6 .0 .0 210.4 189.2 182.8 176.9 185.0 300.0 205.0 198.7 192.1 222.9 .0 .0 220.4 195.4 187.4 181.1 190.2 500.0 214.1 206.7 198.0 235.8 .0 .0 233.0 203.1 283.5 186.1 196.3 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 5H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 89.4 90.1 90.7 88.1 83.0 .0 87.5 90.7 90.7 92.8 .0 3.0 103.9 104.4 105.0 103.2 101.4 .0 102.5 104.7 105.3 107.4 .0 5.0 119.1 119.1 119.5 120.0 126.7 .0 119.1 119.0 119.9 121.2 .0 10.0 136.9 136.1 135.9 141.1 167.7 .0 139.9 135.5 136.2 135.7 .0 20.0 152.9 151.2 149.9 161.4 219.3 .0 159.7 149.9 149.8 147.5 .0 30.0 161.6 159.4 157.3 173.0 256.0 .0 171.2 157.8 156.9 153.5 .0 50.0 172.2 169.2 165.8 187.6 310.5 .0 185.5 167.3 165.2 160.5 .0 70.0 178.9 175.4 171.1 197.1 352.4 .0 194.9 173.3 170.3 164.7 .0 80.0 181.5 177.8 173.1 200.9 370.5 .0 198.6 175.6 172.2 166.4 .0 100.0 185.9 181.9 176.3 207.2 402.9 .0 204.9 179.4 175.4 169.0 .0 200.0 199.0 193.9 185.7 226.8 522.3 .0 224.5 191.1 184.6 176.7 .0 300.0 206.4 200.7 190.7 238.3 607.8 .0 236.0 197.7 189.5 180.8 .0 500.0 215.6 209.1 196.6 252.6 735.5 .0 250.7 205.8 307.9 185.8 .0 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 5H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 89.3 92.1 91.2 87.6 82.8 .0 92.1 92.1 92.1 92.7 92.2 90.5 90.3 3.0 104.0 106.4 106.1 101.9 95.2 .0 107.3 106.4 107.0 107.3 107.0 106.3 106.5 5.0 119.4 120.4 121.0 117.8 111.2 .0 124.1 120.3 121.4 121.2 121.1 122.3 122.7 10.0 137.5 135.8 137.6 137.7 135.1 .0 145.0 135.8 136.6 135.8 136.1 138.5 138.7 20.0 153.6 148.9 151.5 156.8 162.9 .0 164.9 148.9 148.7 147.6 148.5 150.0 149.9 30.0 162.5 155.8 158.7 167.8 181.5 .0 176.3 155.8 154.7 153.7 154.8 155.2 154.8 50.0 173.3 163.9 166.9 181.6 207.6 .0 190.5 164.0 161.5 160.7 162.1 160.4 159.6 70.0 180.1 169.0 171.9 190.6 226.8 .0 199.9 169.1 165.5 164.9 166.6 163.2 162.2 80.0 182.8 171.0 173.8 194.2 234.8 .0 203.6 171.1 167.0 166.5 168.3 164.2 163.1 100.0 187.2 174.2 176.8 200.1 248.9 .0 209.8 174.3 169.4 169.2 171.1 165.7 164.4 200.0 200.5 183.8 185.5 218.6 298.3 .0 229.1 183.9 176.2 176.9 179.3 169.4 167.8 300.0 208.1 189.1 190.1 229.4 331.6 .0 240.5 189.3 179.8 181.1 183.7 171.1 169.3 500.0 217.4 195.5 195.4 243.0 378.7 .0 255.0 195.8 225.6 186.1 189.1 172.8 170.7 (1) METHOD OF MOMENTS DURATION = 6H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 96.8 95.6 96.8 95.3 .0 .0 95.1 97.1 .0 100.4 96.3 3.0 113.5 112.2 113.2 111.0 .0 .0 111.0 113.4 .0 117.4 113.9 5.0 131.0 130.2 130.7 128.5 .0 .0 128.7 130.7 .0 133.7 132.1 10.0 151.6 151.8 151.5 150.5 .0 .0 150.7 151.1 .0 151.1 152.9 20.0 170.2 171.6 170.4 171.6 .0 .0 171.7 169.7 .0 165.3 171.0 30.0 180.4 182.7 180.8 183.8 .0 .0 183.7 179.9 .0 172.6 180.7 50.0 192.7 196.1 193.3 198.9 .0 .0 198.8 192.5 .0 181.0 192.1 70.0 200.5 204.7 201.3 208.9 .0 .0 208.7 200.6 .0 186.2 199.3 80.0 203.6 208.1 204.4 212.8 .0 .0 212.6 203.8 .0 188.1 202.1 100.0 208.7 213.7 209.4 219.4 .0 .0 219.2 209.0 .0 191.3 206.6 200.0 224.0 230.8 224.6 239.8 .0 .0 239.7 225.1 .0 200.7 220.2 300.0 232.8 240.5 233.2 251.7 .0 .0 251.8 234.4 .0 205.8 227.7 500.0 243.6 252.6 243.5 266.7 .0 .0 267.2 245.9 .0 211.9 236.9 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 6H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 97.0 94.9 96.5 95.3 89.8 .0 94.9 96.2 96.6 100.3 .0 3.0 113.3 111.9 112.6 111.7 109.5 .0 111.3 112.3 113.0 117.5 .0 5.0 130.4 130.5 129.8 130.0 136.5 .0 129.8 129.8 130.4 134.0 .0 10.0 150.5 153.1 150.5 152.9 180.0 .0 152.9 151.1 150.9 151.5 .0 20.0 168.6 174.0 169.4 174.9 234.9 .0 175.0 170.8 169.4 165.9 .0 30.0 178.5 185.7 179.9 187.5 273.7 .0 187.8 182.0 179.6 173.3 .0 50.0 190.4 200.0 192.6 203.3 331.3 .0 203.8 195.7 191.9 181.8 .0 70.0 198.1 209.2 200.6 213.7 375.6 .0 214.4 204.7 199.8 187.0 .0 80.0 201.1 212.8 203.8 217.8 394.7 .0 218.6 208.2 202.8 189.0 .0 100.0 206.0 218.8 209.0 224.7 428.8 .0 225.6 214.1 207.9 192.3 .0 200.0 220.9 237.1 224.7 245.9 554.4 .0 247.6 232.3 223.1 201.8 .0 300.0 229.3 247.6 233.5 258.3 644.1 .0 260.6 242.8 231.8 206.9 .0 500.0 239.8 260.7 244.2 274.0 778.0 .0 277.1 256.1 1124.0 213.1 .0 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 6H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 96.7 96.9 96.3 95.0 89.2 .0 97.0 97.0 97.3 100.5 96.9 95.1 99.9 3.0 113.6 113.7 113.1 111.4 103.2 .0 114.0 113.5 114.3 117.3 114.5 112.3 114.6 5.0 131.3 131.4 131.2 129.6 121.5 .0 133.1 131.1 132.0 133.4 132.5 131.7 127.5 10.0 152.3 152.2 153.0 152.4 149.1 .0 157.2 151.8 152.6 150.5 152.9 154.4 143.7 20.0 171.1 170.8 173.1 174.3 181.5 .0 180.2 170.7 170.8 164.4 170.4 173.5 162.6 30.0 181.5 181.0 184.2 187.0 203.2 .0 193.5 181.3 180.7 171.6 179.7 183.2 175.8 50.0 194.0 193.3 197.7 202.7 234.0 .0 210.2 194.1 192.5 179.9 190.7 194.2 195.4 70.0 202.0 201.2 206.3 213.1 256.7 .0 221.2 202.4 200.0 185.0 197.6 200.8 210.3 80.0 205.1 204.3 209.7 217.1 266.2 .0 225.6 205.6 202.9 186.9 200.3 203.2 216.7 100.0 210.3 209.3 215.3 224.0 283.0 .0 232.9 211.0 207.6 190.0 204.6 207.1 228.2 200.0 225.9 224.7 232.1 245.2 342.2 .0 255.9 227.4 221.8 199.2 217.5 217.9 270.1 300.0 234.8 233.4 241.5 257.5 382.3 .0 269.5 236.9 229.7 204.2 224.6 223.5 299.8 500.0 245.8 244.2 253.1 273.1 439.5 .0 286.7 248.8 650.3 210.2 233.3 229.7 343.8 (1) METHOD OF MOMENTS DURATION = 8H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 108.0 .0 105.7 106.5 102.7 105.7 105.9 105.4 .0 111.9 .0 3.0 128.0 .0 124.2 125.4 116.7 124.1 124.8 124.1 .0 132.6 .0 5.0 149.3 .0 145.1 146.5 134.6 145.1 146.1 145.4 .0 152.6 .0 10.0 174.4 .0 172.1 173.0 161.0 172.1 173.0 172.6 .0 174.1 .0 20.0 197.2 .0 198.6 198.4 191.2 198.6 198.8 199.1 .0 191.9 .0 30.0 209.7 .0 214.2 213.0 211.0 214.2 213.7 214.5 .0 201.1 .0 50.0 224.9 .0 233.9 231.3 238.7 234.0 232.5 234.0 .0 211.7 .0 70.0 234.6 .0 247.1 243.3 258.9 247.2 244.9 247.0 .0 218.2 .0 80.0 238.4 .0 252.3 248.0 267.3 252.4 249.8 252.1 .0 220.7 .0 100.0 244.7 .0 261.2 256.0 282.0 261.3 258.1 260.8 .0 224.8 .0 200.0 263.7 .0 288.9 280.5 332.9 289.1 284.0 288.1 .0 236.7 .0 300.0 274.6 .0 305.5 294.9 366.8 305.7 299.3 304.3 .0 243.2 .0 500.0 288.0 .0 326.6 312.9 414.4 327.0 318.8 325.1 .0 251.0 .0 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 8H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 108.8 105.1 106.0 106.6 100.6 106.0 106.2 105.8 .0 111.6 104.9 3.0 127.4 124.8 124.1 124.6 122.0 124.2 124.7 124.3 .0 132.8 125.6 5.0 147.0 146.8 144.7 144.7 151.3 144.8 145.3 145.3 .0 153.4 148.2 10.0 170.1 174.2 171.2 169.9 198.2 171.1 171.2 171.8 .0 175.6 175.4 20.0 190.8 199.9 197.2 194.1 256.8 196.9 196.0 197.5 .0 194.0 200.0 30.0 202.2 214.3 212.4 208.0 298.1 212.0 210.3 212.5 .0 203.5 213.5 50.0 216.0 232.1 231.7 225.4 359.1 231.2 228.3 231.3 .0 214.5 229.8 70.0 224.8 243.7 244.5 236.8 405.8 243.9 240.1 243.7 .0 221.3 240.1 80.0 228.2 248.2 249.6 241.3 425.9 249.0 244.8 248.7 .0 223.9 244.1 100.0 233.9 255.7 258.2 248.9 461.7 257.5 252.7 257.0 .0 228.2 250.7 200.0 251.1 278.8 285.2 272.2 593.1 284.2 277.3 283.1 .0 240.6 270.7 300.0 260.9 292.1 301.3 285.9 686.5 300.0 291.8 298.6 .0 247.4 282.0 500.0 272.9 308.6 321.8 303.1 825.2 320.2 310.3 318.4 .0 255.6 295.8 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 8H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 108.4 105.6 105.5 106.6 99.8 105.8 105.8 105.8 107.0 112.6 105.5 104.2 109.6 3.0 127.7 125.2 124.2 125.3 115.8 124.3 124.6 124.6 125.8 131.9 125.8 121.2 123.5 5.0 148.1 146.9 145.5 146.1 136.7 145.3 145.6 145.8 146.5 150.4 148.1 142.7 138.1 10.0 172.1 173.7 173.0 172.2 168.3 172.2 172.2 172.6 171.9 170.2 174.6 172.1 160.7 20.0 193.8 198.7 200.1 197.3 205.5 198.5 197.7 198.4 195.9 186.3 198.5 201.7 189.2 30.0 205.8 212.8 216.0 211.7 230.5 214.0 212.4 213.4 209.4 194.6 211.6 219.1 209.5 50.0 220.2 230.0 236.3 229.8 266.1 233.5 230.9 232.3 226.2 204.2 227.4 241.1 239.7 70.0 229.4 241.2 249.8 241.6 292.4 246.5 243.1 244.7 237.2 210.0 237.4 255.7 262.8 80.0 233.0 245.6 255.2 246.3 303.5 251.6 247.9 249.7 241.5 212.3 241.3 261.5 272.8 100.0 239.0 252.9 264.3 254.1 323.0 260.3 256.1 258.0 248.8 216.0 247.7 271.2 290.6 200.0 257.0 275.1 293.0 278.4 391.8 287.6 281.5 284.0 271.1 226.6 267.0 301.5 356.0 300.0 267.3 287.9 310.1 292.5 438.5 303.8 296.6 299.5 284.0 232.4 277.9 319.3 402.6 500.0 280.0 303.9 332.0 310.3 505.4 324.5 315.8 319.2 77636.2 239.4 291.2 341.9 471.9 (1) METHOD OF MOMENTS DURATION = 9H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 111.6 .0 108.8 110.2 106.1 108.7 109.3 108.1 108.9 115.6 .0 3.0 133.1 .0 128.1 130.6 121.0 128.1 129.6 127.9 128.4 138.0 .0 5.0 156.1 .0 150.5 153.2 140.0 150.5 152.5 150.8 150.7 159.7 .0 10.0 183.3 .0 179.8 181.7 168.3 179.8 181.6 180.6 179.6 183.2 .0 20.0 208.0 .0 209.2 209.1 200.7 209.2 209.7 210.3 208.1 202.7 .0 30.0 221.7 .0 226.8 224.8 222.1 226.8 226.0 227.8 224.9 212.8 .0 50.0 238.2 .0 249.3 244.5 252.1 249.4 246.5 250.1 246.4 224.5 .0 70.0 248.8 .0 264.5 257.4 274.0 264.6 260.1 265.1 260.7 231.7 .0 80.0 253.0 .0 270.6 262.5 283.1 270.7 265.6 271.1 266.5 234.5 .0 100.0 259.8 .0 280.9 271.0 299.1 281.0 274.6 281.2 276.2 239.0 .0 200.0 280.6 .0 313.8 297.4 354.6 314.0 303.2 313.2 307.1 252.2 .0 300.0 292.5 .0 333.7 312.8 391.7 333.9 320.1 332.5 325.7 259.5 .0 500.0 307.1 .0 359.4 332.3 444.0 359.7 341.7 357.3 349.7 268.1 .0 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 9H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 112.6 108.9 109.3 110.4 104.1 109.3 109.9 109.2 109.2 115.2 .0 3.0 132.4 129.6 128.4 129.2 126.5 128.4 129.3 128.7 128.7 138.1 .0 5.0 153.2 152.9 150.3 150.2 157.3 150.3 151.1 151.0 150.8 160.5 .0 10.0 177.7 181.8 178.8 176.6 206.9 178.9 178.5 179.5 179.2 184.7 .0 20.0 199.8 209.0 207.2 201.9 269.0 207.4 204.8 207.2 207.1 204.9 .0 30.0 212.0 224.3 224.1 216.5 312.8 224.2 220.0 223.4 223.4 215.3 .0 50.0 226.7 243.1 245.6 234.7 377.8 245.8 239.1 243.9 244.1 227.5 .0 70.0 236.0 255.3 260.0 246.7 427.6 260.3 251.7 257.5 257.9 235.0 .0 80.0 239.7 260.1 265.8 251.4 449.1 266.1 256.7 262.9 263.5 237.9 .0 100.0 245.8 268.1 275.5 259.3 487.4 275.8 265.1 272.0 272.8 242.6 .0 200.0 264.1 292.5 306.4 283.7 628.2 306.9 291.4 300.7 302.2 256.3 .0 300.0 274.5 306.5 325.0 298.0 728.6 325.5 306.9 317.8 319.9 263.9 .0 500.0 287.4 324.1 348.9 316.0 878.0 349.6 326.7 339.7 342.6 272.9 .0 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 9H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 112.3 108.7 108.7 110.4 103.2 109.0 109.0 109.0 .0 116.6 .0 107.5 113.5 3.0 132.7 129.4 128.3 130.2 120.0 128.4 128.6 128.8 .0 137.1 .0 124.8 127.8 5.0 154.2 152.7 150.9 152.2 142.0 150.7 150.7 151.4 .0 156.8 .0 147.3 142.6 10.0 179.8 181.8 180.4 179.8 175.5 179.7 178.6 180.3 .0 177.7 .0 178.8 165.4 20.0 202.8 209.0 210.0 206.3 215.0 208.6 205.5 208.6 .0 194.9 .0 211.6 195.5 30.0 215.5 224.4 227.6 221.5 241.6 225.7 221.0 225.2 .0 203.8 .0 231.3 217.5 50.0 230.9 243.4 250.2 240.6 279.6 247.6 240.5 246.1 .0 214.1 .0 256.9 251.3 70.0 240.7 255.7 265.4 253.1 307.7 262.3 253.4 260.0 .0 220.4 .0 274.1 277.9 80.0 244.5 260.5 271.5 258.0 319.6 268.2 258.6 265.6 .0 222.8 .0 281.0 289.5 100.0 250.8 268.6 281.8 266.3 340.4 278.1 267.2 274.9 .0 226.7 .0 292.7 310.5 200.0 270.1 293.2 314.7 291.9 414.2 309.7 294.2 304.3 .0 238.1 .0 330.0 389.9 300.0 281.0 307.4 334.5 306.9 464.5 328.7 310.1 321.9 .0 244.3 .0 352.5 448.4 500.0 294.6 325.1 360.1 325.7 536.6 353.1 330.5 344.4 .0 251.8 .0 381.6 537.8 (1) METHOD OF MOMENTS DURATION = 12H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 122.7 .0 120.3 121.3 116.6 120.2 120.1 119.8 .0 127.1 .0 3.0 147.0 .0 142.6 144.3 133.3 142.6 142.9 142.6 .0 152.4 .0 5.0 173.0 .0 168.1 170.0 154.7 168.1 168.9 168.5 .0 177.2 .0 10.0 204.0 .0 200.9 202.2 186.5 200.9 201.8 201.6 .0 204.0 .0 20.0 232.1 .0 233.3 233.1 223.1 233.3 233.9 234.0 .0 226.3 .0 30.0 247.7 .0 252.4 250.9 247.4 252.4 252.5 252.9 .0 238.0 .0 50.0 266.5 .0 276.6 273.1 281.4 276.7 276.0 276.8 .0 251.5 .0 70.0 278.6 .0 292.7 287.7 306.2 292.8 291.6 292.7 .0 259.8 .0 80.0 283.4 .0 299.2 293.4 316.7 299.3 297.8 299.0 .0 263.0 .0 100.0 291.2 .0 310.0 303.1 334.9 310.2 308.3 309.7 .0 268.2 .0 200.0 314.9 .0 344.3 332.9 398.2 344.5 341.1 343.2 .0 283.4 .0 300.0 328.5 .0 364.7 350.4 440.7 365.0 360.6 363.2 .0 291.8 .0 500.0 345.3 .0 390.8 372.3 500.5 391.2 385.5 388.9 .0 301.8 .0 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 12H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 123.9 119.0 119.2 121.2 113.9 .0 120.6 119.1 119.2 127.1 .0 3.0 146.2 142.7 140.8 142.3 138.7 .0 142.6 141.3 141.3 152.6 .0 5.0 169.9 169.5 165.9 165.9 172.7 .0 167.4 167.2 166.8 177.7 .0 10.0 197.9 203.2 199.2 195.5 227.4 .0 198.7 200.8 200.1 204.9 .0 20.0 223.2 234.9 233.1 223.8 296.2 .0 228.9 234.1 233.4 227.6 .0 30.0 237.1 252.9 253.5 240.2 344.9 .0 246.4 253.8 253.2 239.4 .0 50.0 253.9 275.1 280.0 260.6 417.1 .0 268.4 278.9 278.6 253.1 .0 70.0 264.7 289.5 297.9 274.0 472.4 .0 282.9 295.7 295.7 261.6 .0 80.0 268.9 295.1 305.2 279.3 496.4 .0 288.7 302.4 302.6 264.8 .0 100.0 275.8 304.6 317.4 288.1 539.0 .0 298.4 313.8 314.2 270.1 .0 200.0 296.9 333.4 356.9 315.5 695.8 .0 328.9 349.8 351.4 285.6 .0 300.0 308.9 350.1 380.9 331.6 807.8 .0 346.9 371.4 374.0 294.1 .0 500.0 323.7 371.0 412.4 351.7 974.7 .0 369.9 399.2 403.2 304.3 .0 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 12H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 123.2 118.3 118.6 121.4 112.7 .0 118.7 118.7 .0 128.0 .0 116.9 121.7 3.0 146.7 142.2 140.9 144.1 131.9 .0 141.0 141.4 .0 151.7 .0 138.2 139.5 5.0 171.7 169.6 166.9 169.4 157.2 .0 166.3 167.7 .0 174.6 .0 165.2 160.8 10.0 201.4 204.0 201.6 201.2 195.8 .0 198.4 202.0 .0 199.2 .0 202.2 193.1 20.0 228.3 236.8 237.1 231.7 241.8 .0 229.6 236.1 .0 219.5 .0 239.7 231.1 30.0 243.1 255.4 258.5 249.3 273.1 .0 247.7 256.3 .0 230.0 .0 261.8 256.5 50.0 261.1 278.4 286.4 271.2 317.8 .0 270.5 282.1 .0 242.2 .0 289.8 292.0 70.0 272.6 293.4 305.4 285.6 351.1 .0 285.6 299.3 .0 249.7 .0 308.4 318.0 80.0 277.1 299.3 313.1 291.3 365.2 .0 291.6 306.3 .0 252.5 .0 315.8 328.8 100.0 284.5 309.0 326.1 300.8 390.0 .0 301.7 317.9 .0 257.2 .0 328.2 347.8 200.0 307.1 339.1 368.1 330.3 478.2 .0 333.5 354.9 .0 270.8 .0 367.0 413.6 300.0 320.0 356.5 393.9 347.5 538.7 .0 352.3 377.2 .0 278.3 .0 389.9 457.5 500.0 335.9 378.3 427.6 369.2 625.9 .0 376.4 405.9 .0 287.2 .0 419.0 519.1 (1) METHOD OF MOMENTS DURATION = 13H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 125.5 .0 123.5 124.1 119.4 123.5 122.9 123.2 .0 130.1 .0 3.0 150.2 .0 146.4 147.4 136.3 146.4 146.1 146.5 .0 155.7 .0 5.0 176.5 .0 172.3 173.3 158.0 172.2 172.3 172.7 .0 180.7 .0 10.0 207.8 .0 205.3 205.9 190.2 205.2 205.6 205.8 .0 207.7 .0 20.0 236.1 .0 237.4 237.2 227.3 237.4 237.9 237.8 .0 230.2 .0 30.0 251.8 .0 256.1 255.2 251.8 256.2 256.7 256.3 .0 241.9 .0 50.0 270.9 .0 279.8 277.7 286.2 279.8 280.4 279.6 .0 255.4 .0 70.0 283.0 .0 295.4 292.4 311.3 295.5 296.1 295.0 .0 263.8 .0 80.0 287.8 .0 301.6 298.3 321.8 301.7 302.4 301.1 .0 267.0 .0 100.0 295.7 .0 312.1 308.0 340.2 312.2 312.8 311.4 .0 272.2 .0 200.0 319.6 .0 344.7 338.2 404.1 345.0 345.8 343.6 .0 287.5 .0 300.0 333.3 .0 364.0 355.9 446.8 364.4 365.4 362.7 .0 295.9 .0 500.0 350.2 .0 388.6 378.1 507.1 389.0 390.4 387.1 .0 305.9 .0 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 13H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 126.6 122.1 122.5 124.0 116.4 .0 123.3 122.3 122.6 130.1 .0 3.0 149.5 146.3 144.7 145.8 142.4 .0 145.9 145.2 145.2 155.9 .0 5.0 173.7 173.5 170.3 170.2 178.2 .0 171.5 171.3 171.1 181.2 .0 10.0 202.4 207.3 203.6 200.8 236.3 .0 203.7 205.0 204.5 208.6 .0 20.0 228.2 239.2 237.0 230.1 309.6 .0 234.9 238.1 237.3 231.3 .0 30.0 242.5 257.1 256.9 247.0 361.7 .0 253.0 257.5 256.5 243.1 .0 50.0 259.7 279.3 282.4 268.1 439.4 .0 275.8 282.1 281.1 256.9 .0 70.0 270.8 293.6 299.5 281.9 499.1 .0 290.8 298.5 297.5 265.3 .0 80.0 275.1 299.3 306.4 287.4 525.0 .0 296.8 305.0 304.0 268.6 .0 100.0 282.2 308.7 318.0 296.5 571.1 .0 306.8 316.1 315.0 273.9 .0 200.0 303.7 337.4 355.0 324.9 741.7 .0 338.3 350.8 350.0 289.4 .0 300.0 316.0 354.0 377.3 341.4 864.0 .0 357.0 371.6 371.0 297.9 .0 500.0 331.2 374.6 406.1 362.3 1047.0 .0 380.9 398.4 398.0 308.1 .0 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 13H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 125.9 121.6 121.7 124.1 115.2 .0 121.9 121.9 .0 130.9 .0 120.0 124.3 3.0 149.9 146.0 144.7 147.3 134.8 .0 145.0 145.2 .0 155.1 .0 141.9 142.7 5.0 175.5 173.6 171.2 173.2 160.6 .0 171.1 171.9 .0 178.5 .0 169.5 165.4 10.0 205.9 208.3 206.2 205.7 200.2 .0 204.4 206.4 .0 203.7 .0 206.9 199.3 20.0 233.3 240.9 241.6 236.9 247.2 .0 236.6 240.4 .0 224.4 .0 244.2 237.9 30.0 248.5 259.4 262.8 254.8 279.2 .0 255.3 260.3 .0 235.2 .0 266.0 262.7 50.0 266.9 282.2 290.2 277.3 324.9 .0 279.0 285.6 .0 247.6 .0 293.4 296.9 70.0 278.7 297.0 308.7 292.0 358.9 .0 294.6 302.5 .0 255.2 .0 311.5 321.1 80.0 283.3 302.8 316.2 297.8 373.4 .0 300.9 309.3 .0 258.2 .0 318.6 331.2 100.0 290.9 312.5 328.8 307.5 398.8 .0 311.4 320.6 .0 262.9 .0 330.6 348.6 200.0 314.0 342.2 369.1 337.7 489.0 .0 344.3 356.5 .0 276.9 .0 367.7 407.3 300.0 327.2 359.3 393.7 355.3 550.9 .0 363.8 378.0 .0 284.5 .0 389.4 445.2 500.0 343.5 380.8 425.6 377.4 640.0 .0 388.9 405.6 .0 293.7 .0 416.7 497.2 (1) METHOD OF MOMENTS DURATION = 14H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 128.4 .0 126.6 126.8 122.1 126.6 125.7 126.5 .0 133.0 .0 3.0 153.3 .0 150.1 150.3 139.2 150.0 149.2 150.2 .0 158.8 .0 5.0 179.8 .0 176.3 176.6 161.2 176.2 175.7 176.7 .0 184.0 .0 10.0 211.4 .0 209.4 209.5 193.9 209.3 209.3 209.7 .0 211.3 .0 20.0 240.0 .0 241.2 241.1 231.4 241.2 241.8 241.3 .0 233.8 .0 30.0 255.8 .0 259.6 259.3 256.1 259.6 260.7 259.5 .0 245.6 .0 50.0 274.9 .0 282.7 282.1 290.8 282.7 284.6 282.2 .0 259.2 .0 70.0 287.2 .0 297.8 297.0 316.1 297.9 300.3 297.2 .0 267.6 .0 80.0 292.0 .0 303.8 302.9 326.7 304.0 306.6 303.1 .0 270.8 .0 100.0 300.0 .0 313.9 312.7 345.2 314.0 317.2 313.0 .0 276.0 .0 200.0 324.0 .0 345.1 343.3 409.6 345.4 350.2 344.1 .0 291.3 .0 300.0 337.8 .0 363.4 361.1 452.5 363.7 369.9 362.4 .0 299.7 .0 500.0 354.8 .0 386.5 383.6 513.1 386.9 395.0 385.6 .0 309.8 .0 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 14H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 129.3 125.3 125.9 126.8 118.9 .0 125.9 125.7 .0 133.0 125.7 3.0 152.7 149.9 148.7 149.3 146.2 .0 149.2 149.0 .0 159.1 151.4 5.0 177.4 177.3 174.5 174.4 183.9 .0 175.4 175.4 .0 184.5 179.2 10.0 206.7 211.2 207.8 206.0 245.3 .0 208.7 209.0 .0 212.0 212.3 20.0 233.1 243.0 240.5 236.3 323.5 .0 240.8 241.6 .0 234.8 241.9 30.0 247.7 260.8 259.7 253.7 379.4 .0 259.4 260.5 .0 246.7 258.0 50.0 265.3 282.8 284.1 275.5 462.9 .0 282.9 284.5 .0 260.5 277.4 70.0 276.6 297.0 300.3 289.7 527.3 .0 298.5 300.3 .0 268.9 289.7 80.0 281.0 302.6 306.8 295.4 555.3 .0 304.7 306.7 .0 272.2 294.5 100.0 288.3 311.9 317.6 304.8 605.3 .0 315.0 317.3 .0 277.5 302.3 200.0 310.3 340.3 351.9 334.1 790.9 .0 347.6 350.6 .0 293.0 325.9 300.0 322.9 356.6 372.3 351.2 924.5 .0 366.9 370.4 .0 301.5 339.2 500.0 338.4 377.0 398.4 372.7 1125.4 .0 391.6 395.8 .0 311.7 355.4 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 14H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 128.6 124.8 124.8 126.7 117.7 .0 125.1 125.1 .0 133.7 .0 123.1 126.7 3.0 153.1 149.6 148.3 150.4 137.7 .0 148.8 148.8 .0 158.3 .0 145.4 145.6 5.0 179.1 177.5 175.3 176.8 164.0 .0 175.6 175.9 .0 182.2 .0 173.3 169.8 10.0 210.1 212.2 210.6 209.9 204.3 .0 209.7 210.5 .0 207.8 .0 211.0 205.1 20.0 238.0 244.8 245.8 241.7 252.2 .0 242.9 244.3 .0 228.9 .0 248.3 243.9 30.0 253.5 263.1 266.8 260.0 284.7 .0 262.1 264.0 .0 239.9 .0 270.0 268.3 50.0 272.2 285.8 293.7 282.8 331.3 .0 286.4 288.9 .0 252.5 .0 297.2 301.0 70.0 284.2 300.4 311.8 297.8 365.9 .0 302.5 305.5 .0 260.3 .0 315.1 323.8 80.0 288.9 306.2 319.1 303.7 380.6 .0 308.9 312.1 .0 263.3 .0 322.1 333.1 100.0 296.6 315.8 331.3 313.6 406.4 .0 319.7 323.2 .0 268.1 .0 333.9 349.0 200.0 320.2 345.1 370.3 344.4 498.2 .0 353.6 358.2 .0 282.3 .0 370.3 401.8 300.0 333.6 362.0 393.8 362.3 561.1 .0 373.7 379.0 .0 290.1 .0 391.5 435.0 500.0 350.1 383.1 424.1 384.9 651.7 .0 399.4 405.7 .0 299.4 .0 418.0 479.5 (1) METHOD OF MOMENTS DURATION = 16H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 134.2 130.2 133.3 132.4 .0 .0 131.5 133.4 .0 139.0 131.6 3.0 159.6 155.3 157.8 156.4 .0 .0 155.5 158.1 .0 165.3 158.2 5.0 186.6 183.6 184.6 183.2 .0 .0 182.5 184.9 .0 190.9 186.8 10.0 218.7 218.8 217.6 216.8 .0 .0 216.7 217.5 .0 218.4 220.7 20.0 247.7 252.0 248.5 249.1 .0 .0 249.7 248.0 .0 241.2 251.0 30.0 263.7 270.7 266.0 267.6 .0 .0 268.8 265.2 .0 253.0 267.5 50.0 283.1 293.8 287.6 290.8 .0 .0 292.8 286.6 .0 266.6 287.2 70.0 295.5 308.8 301.5 306.0 .0 .0 308.7 300.5 .0 275.1 299.7 80.0 300.4 314.7 307.0 312.1 .0 .0 315.1 306.0 .0 278.3 304.6 100.0 308.4 324.5 316.1 322.1 .0 .0 325.7 315.1 .0 283.5 312.5 200.0 332.8 354.4 344.0 353.3 .0 .0 358.9 343.4 .0 298.9 336.5 300.0 346.6 371.7 360.0 371.5 .0 .0 378.7 359.9 .0 307.3 350.0 500.0 363.8 393.3 379.8 394.4 .0 .0 403.8 380.7 .0 317.4 366.4 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 16H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 134.7 132.1 .0 132.5 124.0 .0 131.2 132.9 133.1 139.1 132.3 3.0 159.2 157.4 .0 156.7 154.0 .0 155.9 157.1 157.7 165.5 158.7 5.0 185.1 185.2 .0 183.6 196.2 .0 183.8 183.8 184.5 191.2 187.0 10.0 215.8 218.9 .0 217.4 265.8 .0 219.3 216.8 217.1 218.9 220.0 20.0 243.5 250.0 .0 249.9 355.8 .0 253.8 247.9 247.2 241.8 249.1 30.0 258.8 267.4 .0 268.5 420.7 .0 273.7 265.7 264.1 253.7 264.9 50.0 277.2 288.7 .0 291.9 518.8 .0 299.0 287.8 284.8 267.5 283.8 70.0 289.0 302.4 .0 307.2 595.2 .0 315.7 302.2 298.2 275.9 295.6 80.0 293.6 307.7 .0 313.2 628.5 .0 322.4 308.0 303.5 279.2 300.2 100.0 301.3 316.6 .0 323.3 688.3 .0 333.5 317.5 312.2 284.5 307.8 200.0 324.4 343.8 .0 354.7 912.3 .0 368.6 347.2 338.9 300.0 330.5 300.0 337.6 359.4 .0 373.0 1075.4 .0 389.5 364.7 354.3 308.4 343.1 500.0 353.8 378.8 .0 396.1 1322.8 .0 416.1 386.7 4805.7 318.6 358.6 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 16H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 134.2 132.6 132.1 132.2 123.0 .0 132.8 132.8 134.3 139.5 132.5 130.7 135.6 3.0 159.5 158.1 156.9 156.7 143.7 .0 157.9 157.5 159.5 164.9 159.1 153.2 154.0 5.0 186.4 185.7 184.4 183.9 170.9 .0 186.4 184.7 186.4 189.5 187.3 181.1 176.6 10.0 218.3 219.2 219.1 218.2 212.5 .0 222.7 218.2 218.5 215.9 220.4 218.2 210.1 20.0 247.1 250.0 252.3 251.0 261.9 .0 257.9 249.8 247.5 237.6 249.6 254.3 247.8 30.0 263.0 267.1 271.4 269.9 295.4 .0 278.3 267.8 263.5 248.9 265.4 275.1 272.0 50.0 282.3 288.0 295.3 293.5 343.3 .0 304.2 290.1 282.8 261.9 284.3 300.8 305.0 70.0 294.7 301.4 311.0 309.0 378.8 .0 321.3 304.7 295.2 269.9 296.2 317.4 328.5 80.0 299.5 306.7 317.2 315.2 393.9 .0 328.1 310.5 300.0 272.9 300.8 324.0 338.1 100.0 307.5 315.5 327.5 325.4 420.4 .0 339.5 320.2 307.9 277.9 308.4 334.9 354.8 200.0 331.7 342.0 359.7 357.1 514.6 .0 375.5 350.2 332.0 292.5 331.0 368.2 410.9 300.0 345.5 357.3 378.4 375.7 579.0 .0 396.9 367.8 345.6 300.4 343.7 387.2 446.9 500.0 362.5 376.2 402.1 399.0 671.8 .0 424.2 390.0 1458.2 309.9 359.2 410.9 496.1 (1) METHOD OF MOMENTS DURATION = 18H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 138.9 136.0 138.5 136.9 .0 .0 136.2 138.8 .0 144.0 137.2 3.0 164.5 161.4 163.4 161.1 .0 .0 160.5 163.7 .0 170.4 164.1 5.0 191.6 189.5 190.4 188.1 .0 .0 187.7 190.5 .0 195.9 192.6 10.0 223.7 224.0 223.1 221.9 .0 .0 221.9 222.8 .0 223.3 225.8 20.0 252.7 256.1 253.3 254.4 .0 .0 254.8 252.5 .0 245.9 255.1 30.0 268.7 274.1 270.3 273.1 .0 .0 273.9 269.2 .0 257.6 270.9 50.0 288.1 296.2 290.9 296.4 .0 .0 297.8 289.7 .0 271.1 289.8 70.0 300.5 310.5 304.1 311.7 .0 .0 313.6 303.0 .0 279.4 301.6 80.0 305.3 316.1 309.3 317.8 .0 .0 319.9 308.3 .0 282.6 306.2 100.0 313.3 325.4 317.9 327.9 .0 .0 330.4 317.0 .0 287.8 313.8 200.0 337.6 353.7 343.8 359.3 .0 .0 363.3 343.7 .0 303.0 336.4 300.0 351.4 370.1 358.6 377.6 .0 .0 382.8 359.3 .0 311.2 349.1 500.0 368.5 390.4 376.7 400.7 .0 .0 407.6 378.8 .0 321.2 364.5 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 18H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 139.2 138.3 138.8 137.3 128.6 .0 135.7 138.6 138.7 143.9 138.1 3.0 164.2 163.6 163.3 162.3 160.7 .0 161.1 163.2 163.9 170.5 164.8 5.0 190.7 190.7 189.7 190.1 205.9 .0 189.8 189.7 190.8 196.2 192.7 10.0 221.9 223.1 221.6 225.1 281.1 .0 226.3 221.8 222.7 223.8 224.8 20.0 250.1 252.6 251.0 258.7 379.0 .0 261.6 251.4 251.4 246.6 252.8 30.0 265.6 268.9 267.4 278.0 450.2 .0 282.2 268.1 267.3 258.4 267.8 50.0 284.3 288.8 287.3 302.1 558.1 .0 308.0 288.7 286.4 272.0 285.6 70.0 296.3 301.5 300.1 318.0 642.5 .0 325.2 302.1 298.7 280.4 296.8 80.0 301.0 306.5 305.1 324.2 679.4 .0 332.0 307.3 303.4 283.6 301.1 100.0 308.8 314.7 313.3 334.7 745.8 .0 343.4 316.1 311.3 288.8 308.2 200.0 332.2 339.7 338.2 367.1 995.5 .0 379.4 343.1 335.1 304.1 329.4 300.0 345.6 354.0 352.2 386.1 1178.5 .0 400.7 358.8 348.5 312.5 341.1 500.0 362.1 371.7 369.5 409.9 1457.3 .0 428.0 378.5 1507.5 322.5 355.5 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 18H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 138.9 138.1 137.4 136.7 127.5 .0 138.2 138.2 139.9 144.4 138.0 136.1 140.1 3.0 164.5 163.7 162.6 161.4 148.6 .0 163.8 163.2 165.6 170.0 164.7 158.2 158.5 5.0 191.5 191.2 190.2 189.0 176.1 .0 192.7 190.3 192.4 194.7 192.8 185.7 182.0 10.0 223.6 224.1 224.5 223.6 218.1 .0 229.3 223.3 223.5 221.1 225.3 222.5 216.3 20.0 252.5 254.0 256.8 256.7 267.7 .0 264.7 253.9 250.8 242.7 253.6 258.6 254.0 30.0 268.4 270.6 275.2 275.8 301.1 .0 285.2 271.2 265.5 253.9 268.9 279.5 277.7 50.0 287.8 290.8 297.9 299.7 349.0 .0 311.1 292.6 283.1 266.9 287.0 305.5 309.5 70.0 300.1 303.8 312.6 315.3 384.4 .0 328.2 306.5 294.1 274.8 298.3 322.4 331.6 80.0 304.9 308.8 318.5 321.5 399.4 .0 335.0 311.9 298.3 277.8 302.7 329.1 340.7 100.0 312.9 317.2 328.1 331.9 425.7 .0 346.4 321.1 305.3 282.8 310.0 340.3 356.2 200.0 337.1 342.7 357.8 363.9 518.9 .0 382.3 349.2 326.1 297.2 331.5 374.4 407.5 300.0 350.9 357.2 374.9 382.6 582.6 .0 403.6 365.6 337.7 305.1 343.5 394.2 439.7 500.0 367.9 375.3 396.2 406.2 673.9 .0 430.8 386.3 815.2 314.5 358.2 418.7 483.0 (1) METHOD OF MOMENTS DURATION = 24H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 148.2 148.2 149.4 145.9 .0 .0 145.4 150.0 149.6 153.6 149.2 3.0 174.4 174.5 175.6 170.7 .0 .0 170.4 176.0 176.2 180.6 176.9 5.0 202.2 202.2 203.1 198.4 .0 .0 198.3 202.8 203.6 206.6 204.9 10.0 235.0 235.0 235.1 233.2 .0 .0 233.3 234.0 234.6 234.3 236.4 20.0 264.5 264.4 263.4 266.5 .0 .0 266.8 261.9 261.3 257.1 263.3 30.0 280.7 280.6 278.7 285.7 .0 .0 286.0 277.2 275.5 268.8 277.6 50.0 300.4 300.2 296.8 309.7 .0 .0 310.2 295.6 292.2 282.4 294.4 70.0 312.9 312.8 308.2 325.4 .0 .0 326.1 307.4 302.5 290.7 304.8 80.0 317.9 317.7 312.5 331.6 .0 .0 332.4 312.0 306.5 293.9 308.8 100.0 325.9 325.7 319.7 342.0 .0 .0 343.0 319.7 313.0 299.1 315.4 200.0 350.5 350.2 340.8 374.2 .0 .0 376.0 342.8 332.1 314.2 334.9 300.0 364.5 364.2 352.4 393.1 .0 .0 395.6 356.0 342.6 322.5 345.6 500.0 381.8 381.4 366.3 416.7 .0 .0 420.4 372.3 650.5 332.4 358.7 (2) METHOD OF MAXIMUM LIKELIHOOD DURATION = 24H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 148.1 148.6 149.6 146.3 136.8 .0 144.4 149.3 149.6 153.7 147.7 3.0 174.4 174.8 175.3 173.1 171.1 .0 171.5 174.9 176.2 180.7 175.2 5.0 202.3 202.2 202.1 202.9 219.6 .0 202.0 201.7 203.5 206.6 203.6 10.0 235.1 234.5 233.2 240.5 300.5 .0 240.8 233.3 234.5 234.2 236.1 20.0 264.6 263.4 260.7 276.5 406.0 .0 278.3 261.9 261.1 256.9 264.2 30.0 280.9 279.3 275.5 297.2 482.7 .0 300.1 277.7 275.3 268.6 279.2 50.0 300.6 298.4 293.0 323.1 599.2 .0 327.7 296.9 291.9 282.1 296.9 70.0 313.1 310.7 304.0 340.0 690.5 .0 345.9 309.3 302.3 290.4 308.0 80.0 318.0 315.4 308.2 346.8 730.4 .0 353.1 314.1 306.2 293.5 312.3 100.0 326.2 323.3 315.1 358.0 802.2 .0 365.3 322.1 312.7 298.7 319.4 200.0 350.7 347.2 335.4 392.8 1072.8 .0 403.5 346.6 331.8 313.7 340.2 300.0 364.8 360.7 346.5 413.1 1271.3 .0 426.2 360.6 342.3 322.0 351.9 500.0 382.1 377.5 359.8 438.7 1574.3 .0 455.2 378.0 650.9 331.8 365.9 (3) METHOD OF PROBABILITY WEIGHTED MOMENTS DURATION = 24H RETURN GAM2 GAM3 GEV GUM LGU2 LGU3 LN2 LN3 LP3 WBU2 WBU3 WKB4 WKB5 PERIOD DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. DIST. 2.0 147.9 149.2 148.1 145.5 135.9 .0 149.3 149.3 150.4 153.6 149.2 146.5 150.3 3.0 174.6 175.8 174.8 171.4 158.1 .0 176.6 175.5 177.7 180.5 177.0 172.4 172.3 5.0 203.0 203.5 203.3 200.2 187.0 .0 207.3 203.0 205.4 206.3 205.2 202.2 198.4 10.0 236.5 235.7 237.3 236.5 230.9 .0 246.1 235.3 236.6 233.8 236.8 238.1 233.0 20.0 266.7 264.4 268.0 271.3 282.7 .0 283.6 264.3 263.0 256.3 263.8 269.2 266.9 30.0 283.3 280.0 285.0 291.3 317.6 .0 305.3 280.4 276.9 268.0 278.1 285.5 286.3 50.0 303.5 298.9 305.4 316.3 367.4 .0 332.6 299.9 293.1 281.4 294.9 304.3 310.4 70.0 316.3 310.9 318.4 332.7 404.2 .0 350.7 312.4 303.1 289.6 305.3 315.6 326.1 80.0 321.4 315.6 323.4 339.2 419.8 .0 357.9 317.3 306.9 292.8 309.3 319.9 332.2 100.0 329.7 323.3 331.7 350.1 447.1 .0 369.9 325.4 313.1 297.9 315.9 326.8 342.5 200.0 354.9 346.6 356.5 383.7 543.7 .0 407.8 350.1 331.2 312.9 335.4 346.4 373.8 300.0 369.2 359.8 370.4 403.3 609.5 .0 430.2 364.3 341.1 321.0 346.2 356.7 391.8 500.0 387.0 376.1 387.2 428.0 703.8 .0 458.8 381.9 573.4 330.8 359.3 368.4 414.2