Computing and Data Analysis Assignment Help

COMPUTING AND DATA ANALYSIS ASSIGNMENT HELP

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Computing and Data Analysis for Environmental Applications / Uncertainty in Engineering

Problem 1 Consider the following set of dissolved oxygen concentration data ( xij ) obtained in 4 different seasons (rows), 6 samples per season (columns): 5.62 7.70 2.52 6.77

6.12 8.31 5.44 6.65

6.62 8.80 4.94 6.01

6.21 8.24 2.99 6.26

7.08 7.87 4.39 7.09

5.36 7.44 4.44 6.05

Write a MATLAB function to carry out a single factor ANOVA to test the influence of season on this data set. Your function should check the normality assumption by plotting the raw data with normplot. It should derive the treatment and error sums-of-squares and mean- squared values, the corresponding F statistic, and the p value for the test. Check your program by comparing its outputs to the ANOVA table given below (values obtained from the internal MATLAB anova1 function). When using anova1 be sure to transpose the data array (MATLAB requires treatments in columns and replicates in rows).

Source Treatments Error Total

SS 47.1642 10.5518 57.716

df 3 20 23

MS=SS/df 15.7214 0.52759

F 29.7986

P 1.4094e-007

Problem 2 This problem is a continuation of the analysis of Massachusetts Water Resources Authority (MWRA) Boston Harbor data started in Problem Set 7. In the earlier problem set you used a large sample hypothesis test to examine the difference between population means for two different parts of the harbor (the outer and inner harbors). In the present problem set you consider rainfall to be the factor in a single factor ANOVA, with the treatments being three

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different rainfall intensity categories. The rainfall categories are quantified in terms of the root mean squared sum (RMS) of the current and preceding two days precipitation values, measured in inches. This RMS value is tabulated, together with station ID, date, coliform count C (reported in organisms per 100 ml), and a few other variables in the text file lowercharles.txt.

You should group the coliform counts for all times and stations in the data file into three treatments according to the following RMS rainfall classifications (treatments): Treatment 1: RMS rain < 0.25 in.

Treatment 3:

RMS = 0 (or blank) Treatment 2:

0<

0.25 < RMS rain

Make sure that you have an equal number of replicates for each treatment. Also, convert the coliform count C to the transformed count CT = ln (C+1). Check for normality as in Problem 1 above. Carry out a single factor ANOVA, using either your own ANOVA program (from Problem 1) or the MATLAB anova1 function. Present the ANOVA table, report the p value, and discuss the significance of your results.

2 matlabassignmentexperts.com

STAT_ID DATE

Julian coli. TIDE

temp

6 06/08/89 32667 1070 9 6 06/13/89 32672 990 9 19 0.15 6 06/14/89 32673 490 9 0.15 6 06/15/89 32674 730 9 19 0.755049667 6 06/19/89 32678 1025 9 21 0.08 6 06/20/89 32679 1445 9 22.5 0.08 6 06/21/89 32680 1080 9 23 0 6 06/22/89 32681 7400 9 25 0 6 06/26/89 32685 150 9 27 0 6 07/09/90 33063 313 9 23.7 0.02 6 07/10/90 33064 305 9 24.6 0.02 6 07/11/90 33065 340 9 24 0.02 6 07/12/90 33066 663 9 23.5 0.68 6 07/13/90 33067 3475 9 22.5 0.69050706 6 07/14/90 33068 390 9 25 0.69050706 6 07/16/90 33070 470 9 24.5 0 6 07/17/90 33071 1175 9 25.2 0 6 07/18/90 33072 568 9 25.2 0 6 07/19/90 33073 183 9 26.3 0 6 07/20/90 33074 210 9 26.9 0.29 6 07/21/90 33075 495 9 26.9 0.29 6 07/23/90 33077 95 9 27.6 0.02 6 07/24/90 33078 148 9 26.6 0.790253124 6 07/25/90 33079 22600 9 25.6 2.076174366 6 07/26/90 33080 12550 9 24 2.076174366 6 07/27/90 33081 1100 9 23.9 1.92 6 07/28/90 33082 620 9 24 0.01 6 07/31/90 33085 635 9 25.5 0 6 10/22/90 33168 1700 9 13.7 0 6 10/23/90 33169 1045 9 13.9 0.68 6 10/24/90 33170 3600 9 14.1 0.920217366 6 10/25/90 33171 2025 9 14 0.920217366

Rain 20

0.49132474

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6 10/30/90 33176 885 9 8.4 0.33 6 10/31/90 33177 1013 9 8.2 0 6 11/01/90 33178 1950 9 8.9 0 6 11/05/90 33182 2350 9 10.5 0 6 11/06/90 33183 1350 9 10.9 0.57 6 11/07/90 33184 265 9 9.9 0.57 6 11/08/90 33185 2400 9 9.1 0.570788928 6 09/03/91 33484 185 9 22.5 0 6 09/04/91 33485 875 9 22.2 0 6 09/05/91 33486 1750 9 22.1 0.89 6 09/09/91 33490 290 9 22.6 0 6 09/10/91 33491 145 9 22.1 0 6 09/11/91 33492 1350 9 21.9 0 6 09/12/91 33493 1170 9 21.3 0 6 09/13/91 33494 660 9 21.2 0 6 09/16/91 33497 355 9 20.9 0.13 6 09/17/91 33498 17500 9 21.7 0.12 6 09/18/91 33499 1180 9 22.9 0 6 09/19/91 33500 645 9 22.8 0.77 6 09/20/91 33501 3200 9 20.8 1.027277957 6 07/06/92 33791 1710 9 22.2 0.354682957 6 07/07/92 33792 795 9 22.8 0.23 6 07/08/92 33793 845 9 23.2 0.23 6 07/09/92 33794 7800 9 21.9 0.47 6 07/10/92 33795 3750 9 22.5 0.47 6 07/13/92 33798 2310 9 23.8 0.18 6 07/14/92 33799 600 9 23.5 0.2 6 07/15/92 33800 1275 9 23.1 0.447213595 6 07/17/92 33802 850 9 23.5 0.40012498 6 07/20/92 33805 985 9 25.8 0.01 6 07/21/92 33806 915 9 25.6 0 6 07/22/92 33807 595 9 24.9 0 6 07/23/92 33808 110 9 24.3 0.37 6 07/24/92 33809 355 9 24.3 0.37 6 07/25/92 33810 120 9 24.1 0.37

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6 07/27/92 33812 365 9 23.3 0 6 07/28/92 33813 1050 9 23.4 0 6 07/29/92 33814 665 9 23.5 0.05 6 07/30/92 33815 1350 9 22.7 0.05 6 07/31/92 33816 2300 9 23.1 0.432897216 6 06/14/93 34134 150 9 22.3 0 6 06/16/93 34136 485 9 22.6 0.03 6 06/18/93 34138 360 9 23.6 0 6 06/19/93 34139 18400 9 24.5 0.56 6 06/21/93 34141 600 9 23.4 0.574456265 6 06/24/93 34144 405 9 22.8 0 6 06/25/93 34145 460 9 25 0 6 06/28/93 34148 515 9 25 0.070710678 6 06/29/93 34149 1155 9 25 0.081240384 6 06/30/93 34150 565 9 25.9 0.080622577 6 07/02/93 34152 135 9 24.8 0 6 06/21/94 34506 315 9 25.5 0.09 6 06/22/94 34507 270 9 24.3 0.09 6 06/23/94 34508 115 9 24.5 0.09 6 06/24/94 34509 320 9 23.8 0.01 6 06/25/94 34510 355 9 23 0.11045361 6 06/29/94 34514 175 9 24 0.27 6 06/30/94 34515 375 9 24 0.27 6 07/01/94 34516 575 9 24.8 0.27 6 07/02/94 34517 445 9 24.5 0 6 07/05/94 34520 140 9 25.5 0 6 07/07/94 34522 145 9 27.5 0.06 6 07/08/94 34523 125 9 27.5 0.06 6 07/09/94 34524 5900 9 26.7 0.06 6 06/12/95 34862 1200 9 21.1 0.245153013 6 06/12/95 34862 780 9 21.1 0.245153013 6 06/13/95 34863 535 9 0.310161248 6 06/14/95 34864 160 9 20.2 0.319061123 6 06/15/95 34865 920 9 19.9 0.214009346 6 06/16/95 34866 3800 9 19.7 0.098488578

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6 06/20/95 34870 1800 9 25 0 6 06/21/95 34871 530 9 24 0 6 06/22/95 34872 340 9 0 6 06/23/95 34873 785 9 24 0 6 06/24/95 34874 490 9 24.2 0 6 06/25/95 34875 1040 9 24.8 0.06 6 06/26/95 34876 3200 9 25.6 0.06 6 06/27/95 34877 900 9 24.2 0.06 6 06/27/95 34877 1250 9 24.2 0.06 6 06/28/95 34878 1550 9 23.4 0 6 06/29/95 34879 575 9 24 0 6 06/30/95 34880 4400 9 23.6 0 6 07/01/95 34881 910 9 22.8 0.09 6 07/02/95 34882 350 9 23.6 0.09 6 07/06/95 34886 400 9 24.2 0 6 07/07/95 34887 45 9 24.5 0 6 07/08/95 34888 25 9 24 0.26 6 07/09/95 34889 95 9 23.7 0.26 6 07/08/96 35254 570 24.5 0 6 07/09/96 35255 4000 25.1 0.12 6 07/11/96 35257 1030 24.3 0.12 6 07/12/96 35258 1490 0 6 07/14/96 35260 6200 21.8 3.36 6 07/15/96 35261 2000 23.5 3.36 6 07/16/96 35262 1350 24.3 0.01 6 07/17/96 35263 1350 25.2 0.01 6 07/17/96 35263 1450 25.2 0.01 6 07/18/96 35264 1500 25.5 0.01 6 07/19/96 35265 1610 0.08 6 07/21/96 35267 940 22.8 0.08 6 07/22/96 35268 1070 23.8 0 6 07/23/96 35269 390 23.1 0.76 6 07/24/96 35270 1150 22.3 0.76 6 07/25/96 35271 280 22.5 0.76

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6 07/26/96 35272 3450 22.3 0.11 6 07/27/96 35273 525 22.7 0.11 6 07/29/96 35275 1070 23.8 0 6 07/30/96 35276 780 23.5 0 6 07/31/96 35277 375 23.1 0.31 6 08/01/96 35278 2200 22.4 0.3114 6 08/01/96 35278 1700 22.4 0.3114 6 08/02/96 35279 2650 21.9 0.3114 6 08/03/96 35280 290 22.7 0.03 7 06/07/89 32666 525 9 22 0.389101529 7 06/08/89 32667 12500 9 19 0.49132474 7 06/13/89 32672 400 9 0.15 7 06/14/89 32673 1020 9 0.15 7 06/15/89 32674 985 9 19 0.755049667 7 06/19/89 32678 1380 9 21 0.08 7 06/20/89 32679 680 9 22 0.08 7 06/21/89 32680 955 9 19 0 7 06/22/89 32681 8000 9 26 0 7 06/26/89 32685 200 9 27 0 7 07/09/90 33063 393 9 23.5 0.02 7 07/10/90 33064 365 9 24.5 0.02 7 07/11/90 33065 700 9 24.5 0.02 7 07/12/90 33066 433 9 23.4 0.68 7 07/13/90 33067 3650 9 23 0.69050706 7 07/14/90 33068 540 9 26.6 0.69050706 7 07/16/90 33070 958 9 24 0 7 07/17/90 33071 1150 9 24.8 0 7 07/18/90 33072 640 9 25.6 0 7 07/19/90 33073 213 9 25.4 0 7 07/20/90 33074 125 9 26.2 0.29 7 07/21/90 33075 80 9 26.7 0.29 7 07/23/90 33077 95 9 27.1 0.02 7 07/24/90 33078 225 9 26.5 0.790253124 7 07/25/90 33079 78500 9 25.8 2.076174366 7 07/26/90 33080 18850 9 24.2 2.076174366

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7 07/26/90 33080 22100 9 24.2 2.076174366 7 07/27/90 33081 2150 9 25.2 1.92 7 07/28/90 33082 475 9 25.1 0.01 7 07/31/90 33085 515 9 25 0 7 10/22/90 33168 440 9 14.3 0 7 10/23/90 33169 5200 9 14.4 0.68 7 10/24/90 33170 3850 9 14.3 0.920217366 7 10/25/90 33171 1475 9 14.2 0.920217366 7 10/30/90 33176 1700 9 9.4 0.33 7 10/31/90 33177 848 9 8.7 0 7 11/01/90 33178 968 9 8.9 0 7 11/05/90 33182 528 9 10.2 0 7 11/06/90 33183 2450 9 10.8 0.57 7 11/07/90 33184 150 9 9.8 0.57 7 11/08/90 33185 4125 9 9.6 0.570788928 7 09/03/91 33484 1685 9 22.3 0 7 09/04/91 33485 1425 9 22.1 0 7 09/05/91 33486 950 9 22.2 0.89 7 09/06/91 33487 5400 9 21.7 0.89 7 09/09/91 33490 855 9 23.4 0 7 09/10/91 33491 775 9 22.5 0 7 09/11/91 33492 755 9 22.2 0 7 09/12/91 33493 455 9 22 0 7 09/13/91 33494 720 9 21.4 0 7 09/16/91 33497 2650 9 21 0.13 7 09/17/91 33498 2950 9 21.5 0.12 7 09/17/91 33498 2750 9 21.5 0.12 7 09/18/91 33499 1670 9 22.5 0 7 09/19/91 33500 1280 9 23 0.77 7 09/20/91 33501 9200 9 21 1.027277957 8 06/06/89 32665 1355 9 21 0.17 8 06/07/89 32666 1485 9 21 0.389101529 8 06/08/89 32667 2295 9 20 0.49132474 8 06/13/89 32672 645 9 0.15

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8 06/14/89 32673 200 9 0.15 8 06/15/89 32674 1095 9 15 0.755049667 8 06/19/89 32678 765 9 21 0.08 8 06/20/89 32679 560 9 23 0.08 8 06/21/89 32680 980 24 0 8 06/21/89 32680 875 9 24 0 8 06/22/89 32681 8600 9 26 0 8 06/26/89 32685 800 9 26 0 8 06/26/89 32685 100 9 26 0 8 06/27/89 32686 1145 9 28 0 8 07/09/90 33063 163 9 24 0.02 8 07/10/90 33064 2075 9 24.8 0.02 8 07/11/90 33065 795 9 23.8 0.02 8 07/12/90 33066 675 9 23.5 0.68 8 07/13/90 33067 10600 9 23.1 0.69050706 8 07/14/90 33068 930 9 25 0.69050706 8 07/16/90 33070 473 9 24 0 8 07/17/90 33071 1900 9 24.9 0 8 07/18/90 33072 515 9 25.9 0 8 07/19/90 33073 175 9 25.9 0 8 07/20/90 33074 230 9 26.8 0.29 8 07/23/90 33077 133 9 27 0.02 8 07/24/90 33078 118 9 25 0.790253124 8 07/25/90 33079 69300 9 25.4 2.076174366 8 07/26/90 33080 26850 9 25 2.076174366 8 07/27/90 33081 2050 9 25 1.92 8 07/28/90 33082 590 9 24.8 0.01 8 07/31/90 33085 775 9 25.1 0 8 10/22/90 33168 2100 9 14.5 0 8 10/23/90 33169 1925 9 14.7 0.68 8 10/24/90 33170 10875 9 14.4 0.920217366 8 10/25/90 33171 1825 9 14.3 0.920217366 8 10/30/90 33176 1625 9 10.1 0.33 8 10/31/90 33177 6850 9 9.1 0 8 11/01/90 33178 1475 9 10.4 0

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8 11/05/90 33182 58 9 11.6 0 8 11/06/90 33183 8800 9 11 0.57 8 11/07/90 33184 258 9 10.1 0.57 8 11/08/90 33185 1775 9 9.4 0.570788928 8 09/03/91 33484 150 9 22.9 0 8 09/04/91 33485 1495 9 22.8 0 8 09/05/91 33486 150 9 22.1 0.89 8 09/06/91 33487 2127 9 22.2 0.89 8 09/09/91 33490 1030 9 24.9 0 8 09/10/91 33491 850 9 22.3 0 8 09/11/91 33492 520 9 22.3 0 8 09/12/91 33493 735 9 21.8 0 8 09/13/91 33494 295 9 22 0 8 09/16/91 33497 550 9 21.2 0.13 8 09/17/91 33498 3000 9 22.1 0.12 8 09/18/91 33499 1220 9 22.8 0 8 09/19/91 33500 1545 9 22.9 0.77 8 09/20/91 33501 8400 9 21.7 1.027277957 8 07/06/92 33791 325 9 22.1 0.354682957 8 07/07/92 33792 650 9 22.9 0.23 8 07/08/92 33793 610 9 23.4 0.23 8 07/09/92 33794 360 9 22.5 0.47 8 07/10/92 33795 4850 9 22.5 0.47 8 07/13/92 33798 1080 9 23.4 0.18 8 07/14/92 33799 1145 9 23.2 0.2 8 07/15/92 33800 3100 9 22.8 0.447213595 8 07/17/92 33802 1095 9 23.1 0.40012498 8 07/18/92 33803 675 9 24 0.014142136 8 07/20/92 33805 360 9 26 0.01 8 07/21/92 33806 500 9 25.4 0 8 07/22/92 33807 705 9 24.8 0 8 07/23/92 33808 865 9 24.1 0.37 8 07/24/92 33809 350 9 23.8 0.37 8 07/25/92 33810 90 9 25.1 0.37 8 07/27/92 33812 210 9 23.3 0

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8 07/28/92 33813 645 9 23.4 0 8 07/29/92 33814 1175 9 23.6 0.05 8 07/30/92 33815 1270 9 23 0.05 8 07/31/92 33816 1950 9 23.2 0.432897216 8 06/14/93 34134 100 9 21.3 0 8 06/16/93 34136 90 9 21.7 0.03 8 06/18/93 34138 405 9 23.2 0 8 06/19/93 34139 550 9 23.5 0.56 8 06/21/93 34141 1135 9 22.8 0.574456265 8 06/23/93 34143 1110 9 22.4 0.08 8 06/24/93 34144 355 9 22.7 0 8 06/25/93 34145 760 9 23.1 0 8 06/26/93 34146 125 9 22.8 0 8 06/28/93 34148 115 9 24.3 0.070710678 8 06/29/93 34149 205 9 24.6 0.081240384 8 06/30/93 34150 15 9 25.4 0.080622577 8 07/02/93 34152 100 9 24.2 0 8 06/21/94 34506 110 9 25.3 0.09 8 06/22/94 34507 280 9 24.2 0.09 8 06/23/94 34508 385 9 24.2 0.09 8 06/24/94 34509 355 9 23.5 0.01 8 06/25/94 34510 295 9 22.7 0.11045361 8 06/28/94 34513 445 9 23.8 0 8 06/29/94 34514 180 9 24.1 0.27 8 06/30/94 34515 320 9 23.8 0.27 8 07/01/94 34516 325 9 24.5 0.27 8 07/02/94 34517 270 9 24.6 0 8 07/05/94 34520 130 9 25.1 0 8 07/07/94 34522 30 9 27.4 0.06 8 07/08/94 34523 175 9 27.4 0.06 8 07/09/94 34524 190 9 26.4 0.06 8 06/12/95 34862 485 9 21.1 0.245153013 8 06/13/95 34863 250 9 0.310161248 8 06/14/95 34864 1010 9 20.4 0.319061123 8 06/15/95 34865 680 9 20.1 0.214009346

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8 06/16/95 34866 275 9 20.1 0.098488578 8 06/20/95 34870 715 9 23.8 0 8 06/21/95 34871 415 9 23.6 0 8 06/23/95 34873 115 9 22.8 0 8 06/24/95 34874 180 9 24 0 8 06/24/95 34874 140 9 24 0 8 06/24/95 34874 75 9 24 0 8 06/24/95 34874 75 9 24 0 8 06/25/95 34875 20 9 24.7 0.06 8 06/25/95 34875 20 9 24.7 0.06 8 06/26/95 34876 80 9 24.5 0.06 8 06/27/95 34877 20 9 23.6 0.06 8 06/28/95 34878 35 9 23 0 8 06/29/95 34879 50 9 23.4 0 8 06/30/95 34880 10 9 23.6 0 8 07/01/95 34881 20 9 23.3 0.09 8 07/02/95 34882 45 9 23.6 0.09 8 07/06/95 34886 60 9 24.1 0 8 07/07/95 34887 20 9 24.5 0 8 07/07/95 34887 5 9 24.5 0 8 07/08/95 34888 15 9 24.7 0.26 8 07/09/95 34889 1350 9 24 0.26 8 07/08/96 35254 30 23.6 0 8 07/08/96 35254 40 23.6 0 8 07/09/96 35255 65 24.2 0.12 8 07/11/96 35257 155 24.5 0.12 8 07/12/96 35258 310 0 8 07/12/96 35258 70 0 8 07/14/96 35260 17600 22.6 3.36 8 07/15/96 35261 5350 23.1 3.36 8 07/16/96 35262 150 23.8 0.01 8 07/17/96 35263 115 24.8 0.01 8 07/18/96 35264 190 25 0.01 8 07/19/96 35265 345 24.7 0.08 8 07/21/96 35267 160 22.8 0.08

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8 07/21/96 35267 95 22.8 0.08 8 07/22/96 35268 60 23.8 0 8 07/23/96 35269 35 23.1 0.76 8 07/24/96 35270 350 22.2 0.76 8 07/25/96 35271 355 22.5 0.76 8 07/26/96 35272 205 22.6 0.11 8 07/27/96 35273 180 22.6 0.11 8 07/29/96 35275 435 23.7 0 8 07/30/96 35276 350 23.5 0 8 07/31/96 35277 160 23.1 0.31 8 08/01/96 35278 50 22.5 0.3114 8 08/02/96 35279 105 22.1 0.3114 8 08/03/96 35280 75 22.7 0.03 9 06/06/89 32665 205 9 21 0.17 9 06/07/89 32666 575 9 21 0.389101529 9 06/08/89 32667 1225 9 20 0.49132474 9 06/13/89 32672 445 9 0.15 9 06/14/89 32673 375 9 0.15 9 06/15/89 32674 810 9 19 0.755049667 9 06/19/89 32678 295 9 20 0.08 9 06/20/89 32679 490 9 22 0.08 9 06/21/89 32680 655 9 24 0 9 06/22/89 32681 4550 9 26 0 9 06/26/89 32685 250 9 25.3 0 9 06/26/89 32685 150 9 25.3 0 9 06/26/89 32685 450 9 25.3 0 9 06/27/89 32686 540 9 26 0 9 06/27/89 32686 400 9 26 0 9 06/27/89 32686 705 9 26 0 9 07/19/89 32708 1300 9 1.12 9 08/08/89 32728 11250 9 0.398120585 9 08/25/89 32745 2125 9 0.05 9 07/09/90 33063 50 9 24 0.02 9 07/10/90 33064 188 9 24.3 0.02 9 07/11/90 33065 578 9 24.6 0.02

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9 07/12/90 33066 310 9 23.2 0.68 9 07/13/90 33067 1850 9 22.1 0.69050706 9 07/14/90 33068 970 9 25.8 0.69050706 9 07/16/90 33070 323 9 24.5 0 9 07/17/90 33071 253 9 25.1 0 9 07/18/90 33072 528 9 26.1 0 9 07/19/90 33073 58 9 26.6 0 9 07/20/90 33074 13 9 27.3 0.29 9 07/21/90 33075 10 9 28.3 0.29 9 07/23/90 33077 90 9 26.9 0.02 9 07/24/90 33078 20 9 26.9 0.790253124 9 07/25/90 33079 3200 9 25.8 2.076174366 9 07/26/90 33080 24000 9 24.8 2.076174366 9 07/27/90 33081 2150 9 24.6 1.92 9 07/28/90 33082 505 9 24.7 0.01 9 07/31/90 33085 595 9 24.9 0 9 10/22/90 33168 690 9 14.8 0 9 10/23/90 33169 8550 9 14.9 0.68 9 10/24/90 33170 4425 9 14.9 0.920217366 9 10/25/90 33171 2775 9 14.3 0.920217366 9 10/30/90 33176 1475 9 9.8 0.33 9 10/31/90 33177 1230 9 9.7 0 9 11/01/90 33178 1450 9 9.7 0 9 11/05/90 33182 2350 9 10.5 0 9 11/06/90 33183 2525 9 10.3 0.57 9 11/07/90 33184 345 9 9.8 0.57 9 11/08/90 33185 2475 9 9.6 0.570788928 9 09/03/91 33484 80 9 22.8 0 9 09/04/91 33485 70 9 22.4 0 9 09/05/91 33486 150 9 22 0.89 9 09/06/91 33487 440 9 21.9 0.89 9 09/09/91 33490 655 9 23 0 9 09/10/91 33491 890 9 22.3 0 9 09/11/91 33492 490 9 22 0 9 09/12/91 33493 320 9 22 0

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9 09/13/91 33494 170 9 22.3 0 9 09/16/91 33497 390 9 21.6 0.13 9 09/17/91 33498 845 9 22 0.12 9 09/18/91 33499 995 9 22.7 0 9 09/19/91 33500 940 9 22.9 0.77 9 09/20/91 33501 535 9 21.4 1.027277957 9 08/13/96 35290 50 9 0.28 9 08/16/96 35293 90 9 0 9 08/17/96 35294 20 9 0 9 08/18/96 35295 10 9 0 9 08/19/96 35296 20 9 0 9 08/20/96 35297 70 9 0 9 08/23/96 35300 30 9 0.08 9 08/24/96 35301 10 9 0.3883 9 08/25/96 35302 110 9 0.3883 9 08/26/96 35303 50 9 0.38 9 08/27/96 35304 30 9 0 9 08/30/96 35307 70 9 0.28 9 08/31/96 35308 40 9 0 9 09/01/96 35309 10 9 0.01 10 06/05/89 32664 310 9 24 0 10 06/06/89 32665 670 9 22 0.17 10 06/07/89 32666 195 9 21 0.389101529 10 06/08/89 32667 255 9 20 0.49132474 10 06/13/89 32672 195 9 0.15 10 06/14/89 32673 285 9 0.15 10 06/15/89 32674 710 9 19 0.755049667 10 06/19/89 32678 485 9 21 0.08 10 06/20/89 32679 390 9 22 0.08 10 06/21/89 32680 50 9 26 0 10 06/22/89 32681 2600 9 25 0 10 07/09/90 33063 28 9 24.1 0.02 10 07/10/90 33064 53 9 25 0.02 10 07/11/90 33065 288 9 24.7 0.02 10 07/12/90 33066 223 9 23.9 0.68

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10 07/13/90 33067 875 9 22.1 0.69050706 10 07/14/90 33068 533 9 23.7 0.69050706 10 07/16/90 33070 180 9 25 0 10 07/17/90 33071 110 9 25.9 0 10 07/18/90 33072 223 9 26.2 0 10 07/19/90 33073 28 9 26.8 0 10 07/20/90 33074 10 9 27.4 0.29 10 07/21/90 33075 8 9 26.9 0.29 10 07/23/90 33077 200 9 26.9 0.02 10 07/24/90 33078 18 9 27.3 0.790253124 10 07/25/90 33079 420 9 25.9 2.076174366 10 07/26/90 33080 17800 9 25.2 2.076174366 10 07/27/90 33081 1800 9 24.9 1.92 10 07/28/90 33082 530 9 24.8 0.01 10 07/31/90 33085 620 9 24.7 0 10 10/22/90 33168 900 9 14.5 0 10 10/23/90 33169 663 9 15 0.68 10 10/24/90 33170 1000 9 14.5 0.920217366 10 10/25/90 33171 1175 9 14.5 0.920217366 10 10/30/90 33176 1250 9 10.4 0.33 10 10/31/90 33177 923 9 9.7 0 10 11/01/90 33178 850 9 10.3 0 10 11/05/90 33182 1283 9 10.6 0 10 11/06/90 33183 1050 9 10.2 0.57 10 11/07/90 33184 303 9 9.9 0.57 10 11/08/90 33185 2500 9 9.5 0.570788928 10 09/03/91 33484 60 9 23.3 0 10 09/04/91 33485 25 9 23 0 10 09/05/91 33486 50 9 24.1 0.89 10 09/06/91 33487 120 9 22.4 0.89 10 09/09/91 33490 395 9 22.5 0 10 09/10/91 33491 410 9 22.3 0 10 09/11/91 33492 235 9 22.7 0 10 09/12/91 33493 85 9 21.9 0

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10 09/13/91 33494 50 9 22.3 0 10 09/16/91 33497 195 9 21.4 0.13 10 09/17/91 33498 655 9 22.5 0.12 10 09/18/91 33499 465 9 23 0 10 09/19/91 33500 665 9 22.6 0.77 10 09/20/91 33501 445 9 21.7 1.027277957

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