CONCLUSION STOCK PRICE FORECASTING BY USING FUZZY INFERENCE SYSTEM.
65
CHAPTER V
CONCLUSION
A. Conclusion
Based on analyses made, the research outcomes are as follows:
1. Fuzzy Inference System Forecasting model for Astra International Tbk.
Company supported the hypothesis, which is:
Ha: Fuzzy Inference System forecast stock price on the companies listed in
LQ45
2. Fuzzy Inference System Forecasting model for Astra International Tbk
can forecast the stock price fluctuation with low level of error based on
MAD, MSE, MAPE and MPE.
B. Limitation
1. In the analysis, researcher used Fuzzy Inference System model that not the
same with the previous research that using Adaptive Neurro-Fuzzy
Inference System.
2. Based on the criteria (see also page 32-33), Astra International Company is
selected as sample and this model can not be used for others companies
since designing Fuzzy Inference System forecasting model is exclusive for
any company and designed network is not applicable for other companies
in Indonesian Capital Market.
66
3. The more Independent variables used in further research the more accurate
the research.
4. In the analysis, Researcher does not take into account about the time value
of money. Researcher only calculates from the historical data and not
considering the time value of money.
C. Suggestion for Further Research
1. Further research can use ANFIS TSK modeling to be more accurate in
order to analyze the stock price fluctuation. It is known that TSK modeling
in ANFIS is more complex, need a lot of time, and analysis but can
provide researcher with more accurate outcome
2. In the next research, researcher also can wider the samples and windows
period to analyze the stock price fluctuation.
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December 2011
APPENDIX 1
Closing Price, Trade volume, DPS, PER,
and Stock Price Fluctuation Data
Date
Closing
Price
Trade
Volume
DPS
PER
Stock Price
Fluctuation
1/5/2000
1/6/2000
1/11/2000
1/12/2000
1/13/2000
1/14/2000
1/17/2000
1/18/2000
1/19/2000
1/20/2000
1/21/2000
1/24/2000
1/26/2000
1/27/2000
1/28/2000
1/31/2000
2/1/2000
2/2/2000
2/3/2000
2/4/2000
2/7/2000
2/8/2000
2/9/2000
2/10/2000
2/11/2000
2/14/2000
2/15/2000
2/16/2000
2/17/2000
2/18/2000
2/21/2000
2/22/2000
2/23/2000
2/24/2000
2/25/2000
2/28/2000
3/1/2000
3/2/2000
3/3/2000
3/6/2000
3/7/2000
3/8/2000
3/9/2000
3,725
3,750
4,075
3,850
3,900
3,825
3,900
3,725
3,550
3,675
3,600
3,575
3,475
3,700
3,625
3,675
3,600
3,650
3,600
3,700
3,825
3,775
3,700
3,850
3,750
3,725
3,750
3,700
3,675
3,700
3,750
3,825
3,725
3,675
3,650
3,675
3,625
3,575
3,525
3,525
3,525
3,500
3,600
8,400,500
3,895,500
29,286,500
9,531,500
5,965,000
6,191,500
6,745,500
15,953,500
14,952,500
18,137,500
13,658,500
5,007,000
6,020,000
57,243,000
24,761,500
15,999,500
31,891,000
20,775,500
7,445,000
18,150,500
24,287,000
61,279,500
25,535,500
29,713,500
17,926,500
16,218,500
15,136,000
6,432,000
14,290,500
11,086,500
4,801,500
19,469,500
20,139,000
8,812,000
3,908,000
3,128,500
4,989,000
5,674,500
7,548,000
9,594,000
4,703,000
5,947,000
7,312,000
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-100
25
325
-225
50
-75
75
-175
-175
125
-75
-25
-100
225
-75
50
-75
50
-50
100
125
-50
-75
150
-100
-25
25
-50
-25
25
50
75
-100
-50
-25
25
-50
-50
-50
0
0
-25
100
3/10/2000
3/13/2000
3/14/2000
3/15/2000
3/17/2000
3/20/2000
3/21/2000
3/22/2000
3/23/2000
3/24/2000
3/27/2000
3/28/2000
3/29/2000
3/30/2000
4/3/2000
4/5/2000
4/7/2000
4/10/2000
4/11/2000
4/12/2000
4/13/2000
4/14/2000
4/17/2000
4/18/2000
4/19/2000
4/20/2000
4/24/2000
4/25/2000
4/26/2000
4/27/2000
4/28/2000
5/1/2000
5/2/2000
5/3/2000
5/4/2000
5/5/2000
5/8/2000
5/9/2000
5/10/2000
5/11/2000
5/12/2000
5/15/2000
5/16/2000
5/17/2000
5/19/2000
5/22/2000
5/23/2000
3,650
3,700
3,750
3,775
3,775
3,800
3,750
3,725
3,725
3,650
3,750
3,700
3,675
3,625
3,575
3,475
3,650
3,600
3,575
3,575
3,600
3,525
3,350
3,350
3,325
3,325
3,350
3,225
3,250
3,250
3,200
3,300
3,350
3,450
3,400
3,400
3,375
3,375
3,400
3,325
3,400
3,375
3,175
2,975
3,000
2,925
2,875
5,083,000
9,172,000
6,591,500
4,798,000
8,162,500
9,709,500
10,556,000
16,351,500
15,716,500
42,883,500
11,290,500
5,194,000
5,241,500
5,162,000
2,416,500
4,925,000
3,899,500
930,500
1,733,000
931,000
1,447,500
2,402,000
6,911,500
3,676,000
2,445,000
1,112,500
1,277,000
2,927,500
5,997,000
1,251,500
2,535,000
1,858,000
4,259,000
8,393,500
3,558,000
3,028,000
3,584,500
2,235,000
6,292,000
4,619,500
8,539,500
4,106,500
12,350,500
43,712,500
9,640,000
5,856,000
8,701,000
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
50
50
50
25
0
25
-50
-25
0
-75
100
-50
-25
-50
-50
-100
175
-50
-25
0
25
-75
-175
0
-25
0
25
-125
25
0
-50
100
50
100
-50
0
-25
0
25
-75
75
-25
-200
-200
25
-75
-50
5/24/2000
5/25/2000
5/26/2000
5/29/2000
5/30/2000
5/31/2000
6/2/2000
6/5/2000
6/6/2000
6/7/2000
6/8/2000
6/9/2000
6/12/2000
6/13/2000
6/14/2000
6/16/2000
6/19/2000
6/20/2000
6/21/2000
6/22/2000
6/23/2000
6/26/2000
6/27/2000
6/28/2000
6/29/2000
6/30/2000
7/3/2000
7/4/2000
7/5/2000
7/6/2000
7/7/2000
7/10/2000
7/11/2000
7/12/2000
7/13/2000
7/14/2000
7/17/2000
7/18/2000
7/19/2000
7/20/2000
7/21/2000
7/24/2000
7/25/2000
7/26/2000
7/27/2000
7/28/2000
7/31/2000
2,875
2,825
2,750
2,525
2,700
2,500
2,450
2,500
2,475
2,675
2,875
2,725
2,800
2,650
2,775
2,750
2,800
2,750
2,775
2,800
2,725
2,700
2,675
2,725
2,700
2,750
2,675
2,700
2,655
2,605
2,630
2,620
2,670
2,630
2,690
2,735
2,795
2,795
2,845
2,760
2,735
2,695
2,625
2,540
2,570
2,545
2,500
3,167,500
4,661,000
5,489,000
10,297,000
23,027,000
25,171,000
21,823,000
12,089,000
4,073,500
25,245,500
44,686,500
28,806,500
18,557,500
16,244,500
17,243,500
20,313,500
10,972,000
10,898,500
9,334,000
8,229,500
4,869,500
4,823,000
2,934,000
3,720,000
5,332,000
4,432,000
3,849,500
3,347,000
5,005,500
4,015,500
1,978,500
2,847,500
2,768,000
921,000
8,766,000
6,606,000
5,409,500
1,986,500
6,355,000
6,424,500
2,269,000
4,851,500
10,701,500
6,576,500
4,618,500
2,794,000
3,880,500
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
0
-50
-75
-225
175
-200
-50
50
-25
200
200
-150
75
-150
125
-25
50
-50
25
25
-75
-25
-25
50
-25
50
-75
25
-45
-50
25
-10
50
-40
60
45
60
0
50
-85
-25
-40
-70
-85
30
-25
-45
8/1/2000
8/2/2000
8/3/2000
8/4/2000
8/7/2000
8/8/2000
8/9/2000
8/10/2000
8/11/2000
8/14/2000
8/15/2000
8/16/2000
8/18/2000
8/21/2000
8/22/2000
8/23/2000
8/24/2000
8/25/2000
8/28/2000
8/29/2000
8/30/2000
8/31/2000
9/1/2000
9/4/2000
9/5/2000
9/6/2000
9/7/2000
9/8/2000
9/11/2000
9/12/2000
9/13/2000
9/18/2000
9/19/2000
9/20/2000
9/21/2000
9/22/2000
9/25/2000
9/26/2000
9/27/2000
9/28/2000
9/29/2000
10/2/2000
10/3/2000
10/4/2000
10/5/2000
10/6/2000
10/9/2000
2,490
2,455
2,565
2,680
2,620
2,500
2,500
2,590
2,670
2,670
2,645
2,650
2,645
2,690
2,840
2,840
2,625
2,650
2,675
2,590
2,655
2,630
2,650
2,705
2,715
2,775
2,705
2,700
2,645
2,545
2,450
2,145
2,310
2,235
2,280
2,260
2,305
2,295
2,290
2,315
2,320
2,390
2,315
2,325
2,370
2,345
2,315
6,619,000
5,188,000
7,503,500
11,197,500
3,436,000
11,377,000
2,426,000
9,312,500
11,690,000
8,989,500
2,683,500
3,640,500
1,913,500
8,381,500
26,826,000
9,310,000
29,948,000
6,112,500
7,559,500
6,081,000
8,525,500
11,872,000
5,927,500
5,489,500
7,864,500
15,200,000
6,635,500
4,805,000
1,603,500
8,786,000
12,574,500
30,657,500
21,730,500
12,037,000
6,151,500
9,886,500
10,418,500
3,160,000
1,405,000
5,161,000
5,570,000
5,172,000
8,286,000
6,587,500
8,257,000
718,500
1,123,000
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-10
-35
110
115
-60
-120
0
90
80
0
-25
5
-5
45
150
0
-215
25
25
-85
65
-25
20
55
10
60
-70
-5
-55
-100
-95
-305
165
-75
45
-20
45
-10
-5
25
5
70
-75
10
45
-25
-30
10/10/2000
10/11/2000
10/12/2000
10/13/2000
10/16/2000
10/17/2000
10/18/2000
10/19/2000
10/20/2000
10/23/2000
10/24/2000
10/26/2000
10/27/2000
10/30/2000
10/31/2000
11/1/2000
11/2/2000
11/3/2000
11/6/2000
11/7/2000
11/8/2000
11/9/2000
11/10/2000
11/13/2000
11/14/2000
11/15/2000
11/16/2000
11/17/2000
11/20/2000
11/21/2000
11/22/2000
11/23/2000
11/24/2000
11/27/2000
11/28/2000
11/29/2000
11/30/2000
12/1/2000
12/4/2000
12/5/2000
12/6/2000
12/7/2000
12/8/2000
12/11/2000
12/12/2000
12/13/2000
12/14/2000
2,300
2,300
2,330
2,375
2,450
2,430
2,355
2,410
2,300
2,275
2,275
2,250
2,250
2,150
2,150
2,175
2,150
2,125
2,200
2,175
2,200
2,200
2,175
2,150
2,150
2,100
2,075
2,050
2,100
2,100
2,350
2,250
2,300
2,300
2,275
2,275
2,275
2,200
2,225
2,225
2,250
2,250
2,200
2,150
2,075
2,075
2,075
1,222,500
1,158,000
9,191,000
6,740,500
3,302,000
2,339,000
3,484,000
3,379,500
16,384,500
6,547,500
4,509,000
3,625,500
3,435,000
6,910,500
5,731,500
14,580,500
5,135,000
7,047,500
5,389,000
3,110,500
14,183,000
3,073,500
9,664,000
3,154,000
11,018,500
11,204,500
3,004,000
2,719,000
6,030,000
729,000
66,217,000
30,835,000
14,851,500
3,052,000
2,990,500
1,783,500
7,053,000
3,137,500
2,795,500
902,500
5,622,000
1,379,500
899,500
5,841,000
16,333,000
9,022,000
5,293,000
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45
75
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0
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0
25
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25
0
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0
250
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50
0
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0
0
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25
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0
-50
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0
0
12/15/2000
12/18/2000
12/19/2000
12/20/2000
12/21/2000
12/22/2000
1/2/2001
1/3/2001
1/4/2001
1/5/2001
1/8/2001
1/9/2001
1/10/2001
1/11/2001
1/12/2001
1/15/2001
1/16/2001
1/17/2001
1/18/2001
1/19/2001
1/22/2001
1/23/2001
1/24/2001
1/25/2001
1/26/2001
1/29/2001
1/30/2001
1/31/2001
2/1/2001
2/2/2001
2/5/2001
2/6/2001
2/7/2001
2/8/2001
2/9/2001
2/12/2001
2/13/2001
2/14/2001
2/15/2001
2/16/2001
2/19/2001
2/20/2001
2/21/2001
2/22/2001
2/23/2001
2/26/2001
2/27/2001
2,075
2,025
2,025
2,025
2,025
2,000
1,900
1,775
1,950
1,925
1,925
1,950
1,950
1,900
1,875
1,950
2,075
2,025
2,075
2,025
2,125
2,100
2,125
2,125
2,100
2,075
2,050
2,125
2,175
2,450
2,675
2,575
2,475
2,400
2,250
2,175
2,150
2,100
2,275
2,200
2,200
2,225
2,250
2,200
2,200
2,125
2,125
3,067,000
6,878,000
2,108,000
5,757,000
1,797,000
3,332,000
4,153,500
5,692,500
15,882,500
15,991,000
5,338,500
20,515,000
7,543,500
8,731,000
1,450,500
4,696,500
33,592,500
25,110,500
11,912,000
8,614,000
21,848,000
17,667,000
1,917,000
4,271,500
4,325,500
12,374,500
1,932,000
20,698,000
33,175,000
79,187,000
98,669,000
26,691,000
24,968,500
18,643,500
25,294,000
17,386,500
15,139,000
9,526,000
43,222,500
27,556,500
13,926,500
6,447,500
18,221,000
11,664,500
10,907,000
14,771,500
4,506,500
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0.013471
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0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0
-50
0
0
0
-25
-100
-125
175
-25
0
25
0
-50
-25
75
125
-50
50
-50
100
-25
25
0
-25
-25
-25
75
50
275
225
-100
-100
-75
-150
-75
-25
-50
175
-75
0
25
25
-50
0
-75
0
2/28/2001
3/1/2001
3/2/2001
3/6/2001
3/7/2001
3/8/2001
3/9/2001
3/12/2001
3/13/2001
3/15/2001
3/16/2001
3/19/2001
3/20/2001
3/21/2001
3/22/2001
3/23/2001
3/27/2001
3/28/2001
3/29/2001
3/30/2001
4/2/2001
4/3/2001
4/4/2001
4/5/2001
4/6/2001
4/9/2001
4/10/2001
4/11/2001
4/12/2001
4/16/2001
4/17/2001
4/18/2001
4/19/2001
4/20/2001
4/23/2001
4/24/2001
4/25/2001
4/26/2001
4/27/2001
4/30/2001
5/1/2001
5/2/2001
5/3/2001
5/4/2001
5/8/2001
5/9/2001
5/10/2001
2,050
2,000
1,975
1,975
1,975
1,950
1,850
1,625
1,425
1,475
1,425
1,375
1,350
1,425
1,350
1,400
1,375
1,400
1,450
1,400
1,350
1,325
1,250
1,250
1,275
1,250
1,325
1,325
1,300
1,275
1,250
1,275
1,250
1,150
1,150
1,175
1,275
1,275
1,300
1,400
1,375
1,375
1,525
1,500
1,525
1,475
1,400
12,095,000
12,150,500
12,810,500
3,705,500
12,993,500
3,501,500
18,540,000
68,774,500
78,832,000
36,157,500
18,851,000
24,992,000
24,276,000
73,406,000
27,863,000
31,312,500
16,635,500
14,346,000
18,746,500
25,910,500
13,346,000
8,599,000
16,102,000
17,635,000
11,744,000
4,645,000
23,605,000
22,734,000
7,267,000
2,065,000
3,566,000
3,820,000
13,268,000
20,039,500
16,807,000
13,173,000
20,841,500
20,841,500
44,703,000
36,282,500
78,605,000
39,026,000
64,147,000
34,726,000
13,050,500
18,108,500
23,650,000
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-50
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0
0
-25
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-225
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50
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75
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50
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25
50
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0
25
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75
0
-25
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25
-25
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0
25
100
0
25
100
-25
0
150
-25
25
-50
-75
5/11/2001
5/14/2001
5/15/2001
5/16/2001
5/17/2001
5/18/2001
5/21/2001
5/22/2001
5/23/2001
5/25/2001
5/28/2001
5/29/2001
5/30/2001
5/31/2001
6/1/2001
6/5/2001
6/6/2001
6/7/2001
6/8/2001
6/11/2001
6/12/2001
6/13/2001
6/14/2001
6/15/2001
6/18/2001
6/19/2001
6/20/2001
6/21/2001
6/22/2001
6/25/2001
6/26/2001
6/27/2001
6/28/2001
6/29/2001
7/2/2001
7/3/2001
7/4/2001
7/5/2001
7/6/2001
7/9/2001
7/10/2001
7/11/2001
7/12/2001
7/13/2001
7/16/2001
7/17/2001
7/18/2001
1,425
1,400
1,425
1,500
1,500
1,500
1,475
1,475
1,450
1,525
1,500
1,750
1,725
1,725
1,600
1,575
1,625
1,600
1,625
1,650
1,725
1,700
1,725
1,725
1,725
1,725
1,775
1,825
1,800
1,775
1,800
1,825
1,850
1,975
1,925
1,875
1,875
1,900
1,900
1,950
2,100
2,075
2,000
2,025
2,075
2,075
2,125
13,768,000
4,709,000
6,161,500
17,903,500
20,434,500
6,596,500
10,734,000
14,042,500
2,728,500
36,075,500
39,574,000
102,650,000
111,740,000
75,083,500
43,490,500
48,364,000
23,867,500
7,924,000
5,557,500
22,381,000
35,437,500
22,104,500
20,061,500
6,444,000
5,954,000
10,540,000
14,680,000
41,900,500
11,790,000
16,047,000
15,983,000
48,736,000
31,198,000
107,922,500
18,444,500
8,832,000
7,210,000
5,522,000
4,099,000
19,301,500
89,237,500
58,167,500
23,371,500
40,435,000
14,493,000
11,617,500
23,612,500
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0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
25
-25
25
75
0
0
-25
0
-25
75
-25
250
-25
0
-125
-25
50
-25
25
25
75
-25
25
0
0
0
50
50
-25
-25
25
25
25
125
-50
-50
0
25
0
50
150
-25
-75
25
50
0
50
7/19/2001
7/20/2001
7/23/2001
7/24/2001
7/25/2001
7/26/2001
7/27/2001
7/30/2001
7/31/2001
8/1/2001
8/2/2001
8/3/2001
8/6/2001
8/7/2001
8/8/2001
8/9/2001
8/10/2001
8/13/2001
8/14/2001
8/15/2001
8/16/2001
8/20/2001
8/21/2001
8/22/2001
8/23/2001
8/24/2001
8/27/2001
8/28/2001
8/29/2001
8/30/2001
8/31/2001
9/3/2001
9/4/2001
9/5/2001
9/6/2001
9/7/2001
9/10/2001
9/11/2001
9/12/2001
9/13/2001
9/14/2001
9/17/2001
9/18/2001
9/19/2001
9/20/2001
9/21/2001
9/25/2001
2,350
2,400
2,700
2,625
2,500
2,425
2,400
2,450
2,375
2,400
2,300
2,325
2,300
2,400
2,500
2,375
2,475
2,550
2,575
2,475
2,525
2,525
2,525
2,550
2,550
2,500
2,475
2,375
2,325
2,325
2,375
2,350
2,475
2,500
2,550
2,500
2,500
2,425
2,375
2,375
2,300
2,175
2,200
2,275
2,275
2,200
2,125
81,914,500
189,289,000
192,047,000
111,527,500
152,812,000
90,552,000
50,391,000
26,970,000
36,786,500
25,382,000
16,894,500
25,865,500
7,896,500
18,938,500
40,558,000
124,189,000
35,044,500
42,570,000
33,954,000
23,928,000
10,741,500
11,327,000
6,392,500
9,900,500
8,858,500
16,345,000
13,527,000
11,883,000
8,553,500
18,050,000
13,157,000
11,744,500
31,594,000
42,482,000
41,168,000
22,460,500
3,595,000
16,017,500
27,557,500
11,335,500
15,989,000
29,921,000
17,212,500
14,466,500
13,797,000
9,340,500
14,463,500
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0.013471
0.013471
0.013471
0.013471
225
50
300
-75
-125
-75
-25
50
-75
25
-100
25
-25
100
100
-125
100
75
25
-100
50
0
0
25
0
-50
-25
-100
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0
50
-25
125
25
50
-50
0
-75
-50
0
-75
-125
25
75
0
-75
-75
9/26/2001
9/27/2001
10/1/2001
10/2/2001
10/3/2001
10/4/2001
10/5/2001
10/8/2001
10/9/2001
10/10/2001
10/11/2001
10/12/2001
10/16/2001
10/17/2001
10/18/2001
10/19/2001
10/22/2001
10/23/2001
10/24/2001
10/25/2001
10/26/2001
10/29/2001
10/30/2001
10/31/2001
11/1/2001
11/2/2001
11/5/2001
11/6/2001
11/7/2001
11/8/2001
11/12/2001
11/13/2001
11/14/2001
11/15/2001
11/16/2001
11/19/2001
11/20/2001
11/21/2001
11/22/2001
11/23/2001
11/26/2001
11/27/2001
11/28/2001
11/29/2001
11/30/2001
12/3/2001
12/4/2001
2,050
2,000
1,875
1,750
1,650
1,800
1,775
1,625
1,650
1,625
1,675
1,750
1,700
1,725
1,725
1,825
1,900
1,925
1,825
1,850
1,800
1,800
1,750
1,775
1,725
1,725
1,650
1,700
1,725
1,750
1,750
1,775
1,825
1,825
1,850
1,925
1,875
1,950
1,875
1,950
1,925
1,975
2,025
2,050
2,025
2,100
2,075
15,111,000
13,562,000
16,576,000
24,436,000
56,126,500
58,877,500
27,862,500
45,919,500
38,221,500
17,509,000
26,519,000
36,977,500
33,860,000
7,709,500
14,397,000
48,585,000
44,293,500
25,237,500
19,727,000
9,922,500
11,461,500
6,115,500
24,653,500
25,731,500
7,517,500
8,254,500
12,745,000
9,695,000
13,032,000
20,644,500
10,357,500
10,921,000
37,706,000
13,676,500
14,344,500
18,558,500
24,815,500
28,271,000
10,830,000
11,794,000
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12,535,500
32,812,500
12,322,000
12,158,000
20,504,500
10,743,000
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0
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0
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-75
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0
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0
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75
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50
25
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75
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12/5/2001
12/6/2001
12/7/2001
12/10/2001
12/11/2001
12/12/2001
12/13/2001
12/19/2001
12/20/2001
12/21/2001
12/26/2001
12/27/2001
12/28/2001
1/2/2002
1/4/2002
1/7/2002
1/8/2002
1/9/2002
1/10/2002
1/11/2002
1/14/2002
1/15/2002
1/16/2002
1/17/2002
1/18/2002
1/21/2002
1/22/2002
1/23/2002
1/24/2002
1/25/2002
1/28/2002
1/29/2002
1/30/2002
2/1/2002
2/4/2002
2/5/2002
2/6/2002
2/7/2002
2/8/2002
2/11/2002
2/13/2002
2/14/2002
2/15/2002
2/18/2002
2/19/2002
2/20/2002
2/21/2002
2,050
2,025
1,975
1,925
1,900
1,850
1,850
1,850
1,875
1,900
1,900
1,875
1,950
1,875
1,975
2,100
2,050
2,125
2,150
2,175
2,175
2,225
2,250
2,200
2,225
2,225
2,225
2,300
2,425
2,425
2,400
2,550
2,525
2,600
2,600
2,675
2,575
2,475
2,525
2,575
2,575
2,600
2,725
2,975
2,975
2,925
2,950
3,115,000
9,977,000
9,565,500
16,526,500
20,849,500
18,407,500
6,288,000
6,811,500
2,588,000
6,942,000
1,293,000
2,145,500
11,592,500
2,264,000
46,490,500
65,407,500
33,809,500
29,524,000
18,113,000
64,894,500
27,605,500
28,432,500
69,211,000
19,876,000
11,481,500
7,594,000
6,924,500
10,114,000
60,188,000
22,551,500
22,576,500
31,437,000
7,482,500
11,533,000
6,951,500
10,039,000
10,694,000
12,736,500
46,775,500
10,169,000
5,607,500
3,576,000
32,801,000
64,388,500
48,885,000
21,041,500
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0
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125
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0
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2/25/2002
2/26/2002
2/27/2002
2/28/2002
3/1/2002
3/4/2002
3/5/2002
3/6/2002
3/7/2002
3/8/2002
3/11/2002
3/12/2002
3/13/2002
3/14/2002
3/18/2002
3/19/2002
3/20/2002
3/21/2002
3/22/2002
3/25/2002
3/26/2002
3/27/2002
3/28/2002
4/1/2002
4/2/2002
4/3/2002
4/4/2002
4/5/2002
4/8/2002
4/9/2002
4/10/2002
4/11/2002
4/12/2002
4/15/2002
4/16/2002
4/17/2002
4/18/2002
4/19/2002
4/22/2002
4/23/2002
4/24/2002
4/25/2002
4/26/2002
4/29/2002
4/30/2002
5/1/2002
5/2/2002
2,875
2,850
2,875
2,725
2,600
2,650
2,675
2,725
2,825
2,750
2,775
2,750
2,800
2,725
2,750
2,725
2,750
2,750
2,550
2,575
2,625
2,600
2,550
2,700
2,725
2,725
2,750
2,975
3,075
3,200
3,500
3,250
3,400
3,575
3,850
4,150
3,875
3,900
3,850
3,850
3,900
3,875
3,825
3,675
3,900
3,850
3,800
16,719,500
2,869,000
10,230,500
35,534,500
30,979,000
14,138,500
24,888,500
31,273,000
36,546,000
12,796,500
6,398,000
15,265,000
15,436,500
10,451,500
7,058,000
4,428,000
7,918,000
32,008,000
55,287,000
13,712,500
8,585,000
5,493,500
10,236,000
18,357,000
29,541,500
4,369,500
13,232,500
64,871,000
50,845,000
34,985,000
48,520,500
56,692,000
25,650,500
24,598,000
62,077,500
60,643,000
37,985,500
20,090,000
13,092,000
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50
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125
300
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150
175
275
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0
50
-25
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225
-50
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5/3/2002
5/6/2002
5/7/2002
5/8/2002
5/10/2002
5/13/2002
5/14/2002
5/15/2002
5/16/2002
5/17/2002
5/20/2002
5/21/2002
5/22/2002
5/23/2002
5/24/2002
5/27/2002
5/28/2002
5/29/2002
5/30/2002
5/31/2002
6/3/2002
6/4/2002
6/5/2002
6/6/2002
6/7/2002
6/10/2002
6/11/2002
6/12/2002
6/13/2002
6/14/2002
6/17/2002
6/18/2002
6/19/2002
6/20/2002
6/21/2002
6/24/2002
6/25/2002
6/26/2002
6/27/2002
6/28/2002
7/1/2002
7/2/2002
7/3/2002
7/4/2002
7/5/2002
7/8/2002
7/9/2002
3,925
3,875
3,900
4,000
4,200
4,200
4,225
4,150
4,175
4,250
4,200
4,200
4,000
3,800
3,850
3,900
4,000
4,275
4,400
4,425
4,325
4,400
4,325
4,150
4,175
4,200
4,350
4,525
4,725
5,000
4,900
4,725
4,600
4,575
4,525
4,600
4,500
4,225
4,275
4,250
3,975
4,175
4,250
4,250
4,175
4,025
3,850
19,461,500
5,737,500
3,388,000
18,479,500
22,133,000
19,604,000
13,291,500
5,253,500
7,701,000
9,446,000
10,204,500
4,951,000
8,267,500
17,778,500
4,539,000
2,187,000
9,216,500
20,052,000
25,952,500
19,028,000
4,436,000
9,606,500
4,516,500
5,435,000
4,478,500
3,831,000
18,705,000
24,747,500
35,933,000
18,761,000
8,578,000
5,154,000
3,744,000
4,517,500
2,872,500
4,307,500
7,231,000
9,357,500
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125
-50
25
100
200
0
25
-75
25
75
-50
0
-200
-200
50
50
100
275
125
25
-100
75
-75
-175
25
25
150
175
200
275
-100
-175
-125
-25
-50
75
-100
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50
-25
-275
200
75
0
-75
-150
-175
7/10/2002
7/11/2002
7/12/2002
7/15/2002
7/16/2002
7/17/2002
7/18/2002
7/19/2002
7/22/2002
7/23/2002
7/24/2002
7/25/2002
7/26/2002
7/29/2002
7/30/2002
7/31/2002
8/1/2002
8/2/2002
8/5/2002
8/6/2002
8/7/2002
8/8/2002
8/9/2002
8/12/2002
8/13/2002
8/14/2002
8/15/2002
8/16/2002
8/19/2002
8/20/2002
8/21/2002
8/22/2002
8/26/2002
8/27/2002
8/28/2002
8/29/2002
8/30/2002
9/2/2002
9/3/2002
9/4/2002
9/5/2002
9/6/2002
9/9/2002
9/10/2002
9/11/2002
9/12/2002
9/13/2002
3,850
3,725
4,050
4,075
4,150
4,375
4,450
4,375
4,175
4,175
3,950
3,975
3,825
3,850
3,775
3,725
3,325
3,350
3,200
3,025
3,250
3,250
3,250
3,325
3,300
3,200
3,125
3,150
3,325
3,575
3,650
3,525
3,475
3,375
3,175
3,075
3,200
3,200
3,200
3,125
3,200
3,200
3,250
3,250
3,200
3,150
3,075
3,045,000
4,518,000
11,280,500
5,689,500
3,392,500
8,040,000
5,584,500
2,486,000
5,488,500
4,415,500
4,649,500
6,359,000
2,812,500
11,275,000
10,680,000
12,382,000
33,684,000
43,926,000
9,185,500
21,956,500
18,950,000
11,496,500
5,814,500
2,828,500
3,604,500
5,854,500
6,487,000
14,620,000
7,031,000
21,554,500
17,193,500
7,875,500
2,122,000
1,275,500
9,204,000
15,092,500
7,805,000
3,548,500
8,377,500
9,455,500
15,789,500
5,002,000
3,506,000
7,040,500
2,824,000
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3,350,000
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0
-125
325
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75
225
75
-75
-200
0
-225
25
-150
25
-75
-50
-400
25
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225
0
0
75
-25
-100
-75
25
175
250
75
-125
-50
-100
-200
-100
125
0
0
-75
75
0
50
0
-50
-50
-75
9/16/2002
9/17/2002
9/18/2002
9/19/2002
9/20/2002
9/23/2002
9/24/2002
9/25/2002
9/26/2002
9/27/2002
9/30/2002
10/1/2002
10/2/2002
10/3/2002
10/7/2002
10/8/2002
10/9/2002
10/10/2002
10/11/2002
10/14/2002
10/15/2002
10/16/2002
10/17/2002
10/18/2002
10/21/2002
10/22/2002
10/23/2002
10/24/2002
10/25/2002
10/28/2002
10/29/2002
10/30/2002
10/31/2002
11/1/2002
11/4/2002
11/5/2002
11/6/2002
11/7/2002
11/8/2002
11/11/2002
11/12/2002
11/13/2002
11/14/2002
11/15/2002
11/18/2002
11/19/2002
11/20/2002
3,050
3,150
3,050
2,575
2,425
2,500
2,500
2,625
2,700
2,750
2,675
2,650
2,600
2,625
2,425
2,275
2,100
2,125
2,100
1,800
1,700
1,700
1,725
1,825
1,950
1,900
1,925
1,900
1,900
2,000
2,125
2,075
2,075
2,075
2,100
2,050
1,925
1,900
1,825
1,825
1,925
1,875
1,900
1,925
1,725
1,825
1,975
2,070,500
6,646,000
5,454,500
42,531,500
29,430,000
16,747,500
10,540,500
11,757,500
16,113,500
16,588,000
8,174,500
2,199,500
7,603,500
2,491,500
10,079,500
25,712,500
27,014,500
24,917,500
11,624,500
33,331,500
184,072,000
85,493,000
32,273,000
42,729,000
32,322,000
30,142,500
18,884,000
2,568,500
8,023,500
11,069,500
29,327,500
17,534,500
25,744,000
27,148,000
23,006,000
21,715,500
24,689,500
15,411,000
16,427,500
8,850,500
12,004,500
10,627,000
8,885,500
17,734,500
35,248,000
32,817,500
40,184,000
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100
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75
0
125
75
50
-75
-25
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25
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25
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0
25
100
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25
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0
100
125
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0
0
25
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0
100
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25
25
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100
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11/21/2002
11/22/2002
11/25/2002
11/26/2002
11/27/2002
11/28/2002
11/29/2002
12/3/2002
12/4/2002
12/11/2002
12/12/2002
12/13/2002
12/16/2002
12/17/2002
12/18/2002
12/19/2002
12/20/2002
12/23/2002
12/27/2002
1/2/2003
1/3/2003
1/6/2003
1/7/2003
1/8/2003
1/9/2003
1/10/2003
1/13/2003
1/14/2003
1/15/2003
1/16/2003
1/17/2003
1/20/2003
1/21/2003
1/22/2003
1/23/2003
1/24/2003
1/27/2003
1/28/2003
1/29/2003
1/30/2003
1/31/2003
2/3/2003
2/4/2003
2/5/2003
2/6/2003
2/7/2003
2/10/2003
2,025
2,450
2,575
2,400
2,450
2,500
2,500
2,750
2,675
2,625
2,600
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2,400
2,625
2,800
3,250
3,325
3,475
3,150
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3,150
3,125
3,000
2,600
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2,300
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2,325
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2,425
2,450
2,350
2,200
2,150
2,100
2,075
2,100
2,250
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2,400
2,425
2,450
2,375
22,046,500
65,049,500
60,096,500
32,182,500
19,364,500
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13,983,000
2,946,000
9,424,000
23,076,500
7,367,500
8,638,500
14,708,000
38,465,500
27,128,000
26,644,500
13,584,500
6,875,500
6,623,000
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9,659,500
9,515,500
16,767,500
20,003,500
16,740,500
10,273,000
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3,896,500
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17,985,000
6,919,000
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42,570,000
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425
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50
50
0
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225
175
450
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50
25
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75
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25
150
125
25
25
25
-75
2/11/2003
2/13/2003
2/14/2003
2/17/2003
2/18/2003
2/19/2003
2/20/2003
2/21/2003
2/24/2003
2/25/2003
2/26/2003
2/27/2003
2/28/2003
3/4/2003
3/5/2003
3/6/2003
3/7/2003
3/10/2003
3/11/2003
3/12/2003
3/13/2003
3/14/2003
3/17/2003
3/18/2003
3/19/2003
3/20/2003
3/21/2003
3/24/2003
3/25/2003
3/26/2003
3/27/2003
3/28/2003
3/31/2003
4/1/2003
4/3/2003
4/4/2003
4/7/2003
4/8/2003
4/9/2003
4/10/2003
4/11/2003
4/14/2003
4/15/2003
4/16/2003
4/17/2003
4/21/2003
4/22/2003
2,350
2,400
2,400
2,425
2,450
2,400
2,325
2,375
2,400
2,350
2,250
2,300
2,350
2,350
2,300
2,325
2,325
2,275
2,275
2,300
2,325
2,325
2,325
2,325
2,300
2,400
2,450
2,425
2,475
2,475
2,575
2,600
2,500
2,550
2,600
2,725
3,000
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3,000
3,050
3,050
3,000
3,025
3,150
3,125
3,100
3,050
4,533,000
13,895,000
3,849,000
13,720,500
3,481,500
7,297,000
7,224,500
6,267,000
3,667,500
6,446,000
10,102,500
6,291,000
6,145,000
3,906,000
2,840,500
3,455,000
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15,362,000
2,397,500
2,288,000
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1,208,000
14,722,500
19,307,000
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18,953,500
19,828,000
26,871,500
10,932,500
12,520,000
4,602,500
6,442,000
13,360,000
22,810,500
14,900,500
28,511,500
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4,980,500
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50
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25
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50
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50
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50
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100
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50
50
125
275
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50
50
0
-50
25
125
-25
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4/23/2003
4/24/2003
4/25/2003
4/28/2003
4/29/2003
4/30/2003
5/1/2003
5/2/2003
5/5/2003
5/6/2003
5/7/2003
5/8/2003
5/9/2003
5/12/2003
5/13/2003
5/14/2003
5/19/2003
5/20/2003
5/21/2003
5/22/2003
5/23/2003
5/26/2003
5/27/2003
5/28/2003
5/29/2003
6/2/2003
6/3/2003
6/4/2003
6/5/2003
6/6/2003
6/9/2003
6/10/2003
6/11/2003
6/12/2003
6/13/2003
6/16/2003
6/17/2003
6/18/2003
6/19/2003
6/20/2003
6/23/2003
6/24/2003
6/25/2003
6/26/2003
6/27/2003
6/30/2003
7/1/2003
3,050
3,100
2,925
2,875
3,050
3,025
3,050
3,025
3,125
3,275
3,475
3,450
3,400
3,425
3,400
3,250
3,050
3,200
3,175
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3,350
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3,550
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3,650
3,700
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3,550
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3,550
3,650
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12,397,500
10,600,000
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27,498,500
14,324,500
21,583,500
11,359,000
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17,611,000
32,821,000
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20,711,000
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6,850,500
10,935,000
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24,863,500
27,510,000
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16,449,000
29,711,000
14,490,000
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12,280,500
8,964,000
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14,220,500
7,735,000
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5,069,000
16,498,000
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7,962,000
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11,032,000
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50
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175
-25
25
-25
100
150
200
-25
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25
-25
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150
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75
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200
50
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25
50
100
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50
50
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0
125
50
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50
100
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25
7/2/2003
7/3/2003
7/4/2003
7/7/2003
7/8/2003
7/9/2003
7/10/2003
7/11/2003
7/14/2003
7/15/2003
7/16/2003
7/17/2003
7/18/2003
7/21/2003
7/22/2003
7/23/2003
7/24/2003
7/25/2003
7/28/2003
7/29/2003
7/30/2003
7/31/2003
8/1/2003
8/4/2003
8/5/2003
8/6/2003
8/7/2003
8/8/2003
8/11/2003
8/12/2003
8/13/2003
8/14/2003
8/15/2003
8/19/2003
8/20/2003
8/21/2003
8/22/2003
8/25/2003
8/26/2003
8/27/2003
8/28/2003
8/29/2003
9/1/2003
9/2/2003
9/3/2003
9/4/2003
9/5/2003
3,650
3,575
3,575
3,650
3,800
3,825
3,850
4,100
4,250
4,250
3,975
3,875
3,900
3,925
3,900
3,850
3,750
3,750
3,750
3,750
3,825
3,800
3,750
3,725
3,475
3,650
3,875
3,825
3,825
3,825
3,825
3,700
3,750
3,750
3,800
3,800
3,800
3,800
3,800
3,800
3,800
3,800
3,800
3,850
4,075
4,225
4,400
5,216,000
10,991,000
1,906,000
6,465,000
20,738,500
6,296,000
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19,057,500
14,372,500
13,850,000
14,423,000
13,021,500
3,329,500
7,966,000
12,364,500
7,294,500
20,243,500
7,743,500
5,621,500
3,898,500
5,680,000
3,277,500
2,769,500
4,552,000
22,258,000
28,101,000
15,208,000
4,105,500
2,316,500
1,478,000
3,332,500
8,826,500
16,287,500
23,109,500
8,633,500
14,668,000
11,517,500
2,883,000
4,949,000
14,970,000
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13,159,500
14,363,000
18,919,000
55,362,000
34,800,500
46,649,500
0.702479
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-75
0
75
150
25
25
250
150
0
-275
-100
25
25
-25
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0
0
0
75
-25
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175
225
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0
0
0
-125
50
0
50
0
0
0
0
0
0
0
0
50
225
150
175
9/8/2003
9/9/2003
9/10/2003
9/11/2003
9/12/2003
9/15/2003
9/16/2003
9/17/2003
9/18/2003
9/19/2003
9/23/2003
9/24/2003
9/25/2003
9/26/2003
9/29/2003
9/30/2003
10/1/2003
10/2/2003
10/3/2003
10/6/2003
10/7/2003
10/8/2003
10/9/2003
10/10/2003
10/13/2003
10/14/2003
10/15/2003
10/16/2003
10/17/2003
10/20/2003
10/21/2003
10/22/2003
10/23/2003
10/24/2003
10/27/2003
10/28/2003
10/29/2003
10/30/2003
10/31/2003
11/3/2003
11/4/2003
11/5/2003
11/6/2003
11/7/2003
11/10/2003
11/11/2003
11/12/2003
4,550
4,450
4,250
4,150
4,300
4,125
4,225
4,275
4,300
4,300
4,325
4,375
4,500
4,550
4,525
4,525
4,525
4,675
4,750
4,725
4,650
4,675
4,800
4,825
4,875
4,775
4,775
4,700
4,775
4,775
4,775
4,800
4,725
4,675
4,475
4,400
4,375
4,375
4,350
4,275
4,500
4,625
4,625
4,600
4,475
4,550
4,500
10,001,500
7,628,500
9,356,500
8,959,000
13,292,500
8,918,500
7,718,500
12,474,500
7,193,500
1,474,500
7,362,500
16,695,000
35,356,000
38,358,500
8,952,500
12,616,000
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26,235,500
15,332,500
10,251,000
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7,281,500
13,173,000
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9,698,500
5,040,000
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5,427,500
4,473,500
6,955,500
6,330,000
9,118,000
4,283,000
8,755,500
7,833,500
8,419,500
4,916,000
7,588,000
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18,884,000
24,605,000
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0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
150
-100
-200
-100
150
-175
100
50
25
0
25
50
125
50
-25
0
0
150
75
-25
-75
25
125
25
50
-100
0
-75
75
0
0
25
-75
-50
-200
-75
-25
0
-25
-75
225
125
0
-25
-125
75
-50
11/13/2003
11/14/2003
11/17/2003
11/18/2003
11/19/2003
11/20/2003
11/21/2003
12/1/2003
12/2/2003
12/3/2003
12/4/2003
12/5/2003
12/8/2003
12/9/2003
12/10/2003
12/11/2003
12/12/2003
12/15/2003
12/16/2003
12/17/2003
12/18/2003
12/19/2003
12/22/2003
12/23/2003
12/29/2003
12/30/2003
1/2/2004
1/5/2004
1/6/2004
1/7/2004
1/8/2004
1/9/2004
1/12/2004
1/13/2004
1/14/2004
1/15/2004
1/16/2004
1/19/2004
1/20/2004
1/21/2004
1/23/2004
1/26/2004
1/27/2004
1/28/2004
1/29/2004
1/30/2004
2/3/2004
4,475
4,475
4,375
4,400
4,450
4,475
4,475
4,525
4,525
4,550
4,600
4,550
4,625
4,575
4,525
4,550
4,525
4,575
4,550
4,550
4,625
4,750
4,825
4,875
5,025
5,000
5,100
5,400
5,250
5,350
5,800
5,650
5,500
5,500
5,600
5,750
5,700
5,550
5,600
5,550
5,600
5,450
5,450
5,350
5,150
5,200
5,000
12,930,000
6,954,500
8,944,500
3,954,500
3,125,000
1,503,500
11,960,500
14,942,500
7,787,000
11,458,500
6,838,000
2,290,000
6,397,500
7,494,000
7,932,000
4,575,000
6,787,500
5,817,000
4,735,500
1,160,500
8,224,500
13,452,000
7,134,500
7,939,500
11,729,000
10,547,500
4,531,500
15,162,500
14,960,500
13,397,500
31,625,500
10,007,000
11,001,500
6,809,500
7,806,000
12,134,000
10,467,000
10,255,000
5,176,500
5,874,000
3,658,000
11,085,500
10,348,500
4,708,500
9,065,000
5,442,500
12,678,000
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
-25
0
-100
25
50
25
0
50
0
25
50
-50
75
-50
-50
25
-25
50
-25
0
75
125
75
50
150
-25
100
300
-150
100
450
-150
-150
0
100
150
-50
-150
50
-50
50
-150
0
-100
-200
50
-200
2/4/2004
2/5/2004
2/6/2004
2/9/2004
2/10/2004
2/11/2004
2/12/2004
2/13/2004
2/16/2004
2/17/2004
2/18/2004
2/19/2004
2/20/2004
2/24/2004
2/25/2004
2/26/2004
2/27/2004
3/1/2004
3/2/2004
3/3/2004
3/4/2004
3/5/2004
3/8/2004
3/9/2004
3/10/2004
3/11/2004
3/12/2004
3/15/2004
3/16/2004
3/17/2004
3/18/2004
3/19/2004
3/23/2004
3/24/2004
3/25/2004
3/26/2004
3/29/2004
3/30/2004
3/31/2004
4/1/2004
4/2/2004
4/6/2004
4/7/2004
4/8/2004
4/12/2004
4/13/2004
4/14/2004
4,950
5,150
5,350
5,500
5,450
5,450
5,300
5,350
5,400
5,450
5,550
5,550
5,550
5,450
5,400
5,550
5,400
5,350
5,700
5,700
5,600
5,700
5,600
5,600
5,300
5,250
5,350
5,300
5,200
5,250
5,300
5,400
5,300
5,300
5,250
5,150
5,150
5,350
5,350
5,350
5,600
5,750
5,550
5,600
5,500
5,500
5,500
12,157,000
10,431,500
18,176,500
16,027,000
4,461,500
7,947,500
17,155,000
4,054,000
5,590,000
18,967,000
19,508,000
13,285,000
13,097,000
11,408,000
4,731,000
6,680,000
8,054,000
9,865,500
23,376,500
3,090,500
3,232,000
10,749,000
5,024,000
8,895,000
10,380,000
7,059,500
7,398,500
3,257,000
5,711,000
5,696,500
2,938,500
2,167,500
4,340,500
4,940,500
3,654,000
10,595,500
3,260,500
13,887,500
17,420,500
10,381,500
13,217,500
29,601,500
16,208,000
11,026,500
2,043,500
5,550,000
3,061,500
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
CHAPTER V
CONCLUSION
A. Conclusion
Based on analyses made, the research outcomes are as follows:
1. Fuzzy Inference System Forecasting model for Astra International Tbk.
Company supported the hypothesis, which is:
Ha: Fuzzy Inference System forecast stock price on the companies listed in
LQ45
2. Fuzzy Inference System Forecasting model for Astra International Tbk
can forecast the stock price fluctuation with low level of error based on
MAD, MSE, MAPE and MPE.
B. Limitation
1. In the analysis, researcher used Fuzzy Inference System model that not the
same with the previous research that using Adaptive Neurro-Fuzzy
Inference System.
2. Based on the criteria (see also page 32-33), Astra International Company is
selected as sample and this model can not be used for others companies
since designing Fuzzy Inference System forecasting model is exclusive for
any company and designed network is not applicable for other companies
in Indonesian Capital Market.
66
3. The more Independent variables used in further research the more accurate
the research.
4. In the analysis, Researcher does not take into account about the time value
of money. Researcher only calculates from the historical data and not
considering the time value of money.
C. Suggestion for Further Research
1. Further research can use ANFIS TSK modeling to be more accurate in
order to analyze the stock price fluctuation. It is known that TSK modeling
in ANFIS is more complex, need a lot of time, and analysis but can
provide researcher with more accurate outcome
2. In the next research, researcher also can wider the samples and windows
period to analyze the stock price fluctuation.
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December 2011
APPENDIX 1
Closing Price, Trade volume, DPS, PER,
and Stock Price Fluctuation Data
Date
Closing
Price
Trade
Volume
DPS
PER
Stock Price
Fluctuation
1/5/2000
1/6/2000
1/11/2000
1/12/2000
1/13/2000
1/14/2000
1/17/2000
1/18/2000
1/19/2000
1/20/2000
1/21/2000
1/24/2000
1/26/2000
1/27/2000
1/28/2000
1/31/2000
2/1/2000
2/2/2000
2/3/2000
2/4/2000
2/7/2000
2/8/2000
2/9/2000
2/10/2000
2/11/2000
2/14/2000
2/15/2000
2/16/2000
2/17/2000
2/18/2000
2/21/2000
2/22/2000
2/23/2000
2/24/2000
2/25/2000
2/28/2000
3/1/2000
3/2/2000
3/3/2000
3/6/2000
3/7/2000
3/8/2000
3/9/2000
3,725
3,750
4,075
3,850
3,900
3,825
3,900
3,725
3,550
3,675
3,600
3,575
3,475
3,700
3,625
3,675
3,600
3,650
3,600
3,700
3,825
3,775
3,700
3,850
3,750
3,725
3,750
3,700
3,675
3,700
3,750
3,825
3,725
3,675
3,650
3,675
3,625
3,575
3,525
3,525
3,525
3,500
3,600
8,400,500
3,895,500
29,286,500
9,531,500
5,965,000
6,191,500
6,745,500
15,953,500
14,952,500
18,137,500
13,658,500
5,007,000
6,020,000
57,243,000
24,761,500
15,999,500
31,891,000
20,775,500
7,445,000
18,150,500
24,287,000
61,279,500
25,535,500
29,713,500
17,926,500
16,218,500
15,136,000
6,432,000
14,290,500
11,086,500
4,801,500
19,469,500
20,139,000
8,812,000
3,908,000
3,128,500
4,989,000
5,674,500
7,548,000
9,594,000
4,703,000
5,947,000
7,312,000
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-100
25
325
-225
50
-75
75
-175
-175
125
-75
-25
-100
225
-75
50
-75
50
-50
100
125
-50
-75
150
-100
-25
25
-50
-25
25
50
75
-100
-50
-25
25
-50
-50
-50
0
0
-25
100
3/10/2000
3/13/2000
3/14/2000
3/15/2000
3/17/2000
3/20/2000
3/21/2000
3/22/2000
3/23/2000
3/24/2000
3/27/2000
3/28/2000
3/29/2000
3/30/2000
4/3/2000
4/5/2000
4/7/2000
4/10/2000
4/11/2000
4/12/2000
4/13/2000
4/14/2000
4/17/2000
4/18/2000
4/19/2000
4/20/2000
4/24/2000
4/25/2000
4/26/2000
4/27/2000
4/28/2000
5/1/2000
5/2/2000
5/3/2000
5/4/2000
5/5/2000
5/8/2000
5/9/2000
5/10/2000
5/11/2000
5/12/2000
5/15/2000
5/16/2000
5/17/2000
5/19/2000
5/22/2000
5/23/2000
3,650
3,700
3,750
3,775
3,775
3,800
3,750
3,725
3,725
3,650
3,750
3,700
3,675
3,625
3,575
3,475
3,650
3,600
3,575
3,575
3,600
3,525
3,350
3,350
3,325
3,325
3,350
3,225
3,250
3,250
3,200
3,300
3,350
3,450
3,400
3,400
3,375
3,375
3,400
3,325
3,400
3,375
3,175
2,975
3,000
2,925
2,875
5,083,000
9,172,000
6,591,500
4,798,000
8,162,500
9,709,500
10,556,000
16,351,500
15,716,500
42,883,500
11,290,500
5,194,000
5,241,500
5,162,000
2,416,500
4,925,000
3,899,500
930,500
1,733,000
931,000
1,447,500
2,402,000
6,911,500
3,676,000
2,445,000
1,112,500
1,277,000
2,927,500
5,997,000
1,251,500
2,535,000
1,858,000
4,259,000
8,393,500
3,558,000
3,028,000
3,584,500
2,235,000
6,292,000
4,619,500
8,539,500
4,106,500
12,350,500
43,712,500
9,640,000
5,856,000
8,701,000
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
-0.05819
50
50
50
25
0
25
-50
-25
0
-75
100
-50
-25
-50
-50
-100
175
-50
-25
0
25
-75
-175
0
-25
0
25
-125
25
0
-50
100
50
100
-50
0
-25
0
25
-75
75
-25
-200
-200
25
-75
-50
5/24/2000
5/25/2000
5/26/2000
5/29/2000
5/30/2000
5/31/2000
6/2/2000
6/5/2000
6/6/2000
6/7/2000
6/8/2000
6/9/2000
6/12/2000
6/13/2000
6/14/2000
6/16/2000
6/19/2000
6/20/2000
6/21/2000
6/22/2000
6/23/2000
6/26/2000
6/27/2000
6/28/2000
6/29/2000
6/30/2000
7/3/2000
7/4/2000
7/5/2000
7/6/2000
7/7/2000
7/10/2000
7/11/2000
7/12/2000
7/13/2000
7/14/2000
7/17/2000
7/18/2000
7/19/2000
7/20/2000
7/21/2000
7/24/2000
7/25/2000
7/26/2000
7/27/2000
7/28/2000
7/31/2000
2,875
2,825
2,750
2,525
2,700
2,500
2,450
2,500
2,475
2,675
2,875
2,725
2,800
2,650
2,775
2,750
2,800
2,750
2,775
2,800
2,725
2,700
2,675
2,725
2,700
2,750
2,675
2,700
2,655
2,605
2,630
2,620
2,670
2,630
2,690
2,735
2,795
2,795
2,845
2,760
2,735
2,695
2,625
2,540
2,570
2,545
2,500
3,167,500
4,661,000
5,489,000
10,297,000
23,027,000
25,171,000
21,823,000
12,089,000
4,073,500
25,245,500
44,686,500
28,806,500
18,557,500
16,244,500
17,243,500
20,313,500
10,972,000
10,898,500
9,334,000
8,229,500
4,869,500
4,823,000
2,934,000
3,720,000
5,332,000
4,432,000
3,849,500
3,347,000
5,005,500
4,015,500
1,978,500
2,847,500
2,768,000
921,000
8,766,000
6,606,000
5,409,500
1,986,500
6,355,000
6,424,500
2,269,000
4,851,500
10,701,500
6,576,500
4,618,500
2,794,000
3,880,500
0
0
0
0
0
0
0
0
0
0
0
0
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0
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0
-50
-75
-225
175
-200
-50
50
-25
200
200
-150
75
-150
125
-25
50
-50
25
25
-75
-25
-25
50
-25
50
-75
25
-45
-50
25
-10
50
-40
60
45
60
0
50
-85
-25
-40
-70
-85
30
-25
-45
8/1/2000
8/2/2000
8/3/2000
8/4/2000
8/7/2000
8/8/2000
8/9/2000
8/10/2000
8/11/2000
8/14/2000
8/15/2000
8/16/2000
8/18/2000
8/21/2000
8/22/2000
8/23/2000
8/24/2000
8/25/2000
8/28/2000
8/29/2000
8/30/2000
8/31/2000
9/1/2000
9/4/2000
9/5/2000
9/6/2000
9/7/2000
9/8/2000
9/11/2000
9/12/2000
9/13/2000
9/18/2000
9/19/2000
9/20/2000
9/21/2000
9/22/2000
9/25/2000
9/26/2000
9/27/2000
9/28/2000
9/29/2000
10/2/2000
10/3/2000
10/4/2000
10/5/2000
10/6/2000
10/9/2000
2,490
2,455
2,565
2,680
2,620
2,500
2,500
2,590
2,670
2,670
2,645
2,650
2,645
2,690
2,840
2,840
2,625
2,650
2,675
2,590
2,655
2,630
2,650
2,705
2,715
2,775
2,705
2,700
2,645
2,545
2,450
2,145
2,310
2,235
2,280
2,260
2,305
2,295
2,290
2,315
2,320
2,390
2,315
2,325
2,370
2,345
2,315
6,619,000
5,188,000
7,503,500
11,197,500
3,436,000
11,377,000
2,426,000
9,312,500
11,690,000
8,989,500
2,683,500
3,640,500
1,913,500
8,381,500
26,826,000
9,310,000
29,948,000
6,112,500
7,559,500
6,081,000
8,525,500
11,872,000
5,927,500
5,489,500
7,864,500
15,200,000
6,635,500
4,805,000
1,603,500
8,786,000
12,574,500
30,657,500
21,730,500
12,037,000
6,151,500
9,886,500
10,418,500
3,160,000
1,405,000
5,161,000
5,570,000
5,172,000
8,286,000
6,587,500
8,257,000
718,500
1,123,000
0
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0
0
0
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0
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
0
-0.05819
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-0.05819
-0.05819
-10
-35
110
115
-60
-120
0
90
80
0
-25
5
-5
45
150
0
-215
25
25
-85
65
-25
20
55
10
60
-70
-5
-55
-100
-95
-305
165
-75
45
-20
45
-10
-5
25
5
70
-75
10
45
-25
-30
10/10/2000
10/11/2000
10/12/2000
10/13/2000
10/16/2000
10/17/2000
10/18/2000
10/19/2000
10/20/2000
10/23/2000
10/24/2000
10/26/2000
10/27/2000
10/30/2000
10/31/2000
11/1/2000
11/2/2000
11/3/2000
11/6/2000
11/7/2000
11/8/2000
11/9/2000
11/10/2000
11/13/2000
11/14/2000
11/15/2000
11/16/2000
11/17/2000
11/20/2000
11/21/2000
11/22/2000
11/23/2000
11/24/2000
11/27/2000
11/28/2000
11/29/2000
11/30/2000
12/1/2000
12/4/2000
12/5/2000
12/6/2000
12/7/2000
12/8/2000
12/11/2000
12/12/2000
12/13/2000
12/14/2000
2,300
2,300
2,330
2,375
2,450
2,430
2,355
2,410
2,300
2,275
2,275
2,250
2,250
2,150
2,150
2,175
2,150
2,125
2,200
2,175
2,200
2,200
2,175
2,150
2,150
2,100
2,075
2,050
2,100
2,100
2,350
2,250
2,300
2,300
2,275
2,275
2,275
2,200
2,225
2,225
2,250
2,250
2,200
2,150
2,075
2,075
2,075
1,222,500
1,158,000
9,191,000
6,740,500
3,302,000
2,339,000
3,484,000
3,379,500
16,384,500
6,547,500
4,509,000
3,625,500
3,435,000
6,910,500
5,731,500
14,580,500
5,135,000
7,047,500
5,389,000
3,110,500
14,183,000
3,073,500
9,664,000
3,154,000
11,018,500
11,204,500
3,004,000
2,719,000
6,030,000
729,000
66,217,000
30,835,000
14,851,500
3,052,000
2,990,500
1,783,500
7,053,000
3,137,500
2,795,500
902,500
5,622,000
1,379,500
899,500
5,841,000
16,333,000
9,022,000
5,293,000
0
0
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0
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-0.05819
-0.05819
-0.05819
-15
0
30
45
75
-20
-75
55
-110
-25
0
-25
0
-100
0
25
-25
-25
75
-25
25
0
-25
-25
0
-50
-25
-25
50
0
250
-100
50
0
-25
0
0
-75
25
0
25
0
-50
-50
-75
0
0
12/15/2000
12/18/2000
12/19/2000
12/20/2000
12/21/2000
12/22/2000
1/2/2001
1/3/2001
1/4/2001
1/5/2001
1/8/2001
1/9/2001
1/10/2001
1/11/2001
1/12/2001
1/15/2001
1/16/2001
1/17/2001
1/18/2001
1/19/2001
1/22/2001
1/23/2001
1/24/2001
1/25/2001
1/26/2001
1/29/2001
1/30/2001
1/31/2001
2/1/2001
2/2/2001
2/5/2001
2/6/2001
2/7/2001
2/8/2001
2/9/2001
2/12/2001
2/13/2001
2/14/2001
2/15/2001
2/16/2001
2/19/2001
2/20/2001
2/21/2001
2/22/2001
2/23/2001
2/26/2001
2/27/2001
2,075
2,025
2,025
2,025
2,025
2,000
1,900
1,775
1,950
1,925
1,925
1,950
1,950
1,900
1,875
1,950
2,075
2,025
2,075
2,025
2,125
2,100
2,125
2,125
2,100
2,075
2,050
2,125
2,175
2,450
2,675
2,575
2,475
2,400
2,250
2,175
2,150
2,100
2,275
2,200
2,200
2,225
2,250
2,200
2,200
2,125
2,125
3,067,000
6,878,000
2,108,000
5,757,000
1,797,000
3,332,000
4,153,500
5,692,500
15,882,500
15,991,000
5,338,500
20,515,000
7,543,500
8,731,000
1,450,500
4,696,500
33,592,500
25,110,500
11,912,000
8,614,000
21,848,000
17,667,000
1,917,000
4,271,500
4,325,500
12,374,500
1,932,000
20,698,000
33,175,000
79,187,000
98,669,000
26,691,000
24,968,500
18,643,500
25,294,000
17,386,500
15,139,000
9,526,000
43,222,500
27,556,500
13,926,500
6,447,500
18,221,000
11,664,500
10,907,000
14,771,500
4,506,500
0
0
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0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0
-50
0
0
0
-25
-100
-125
175
-25
0
25
0
-50
-25
75
125
-50
50
-50
100
-25
25
0
-25
-25
-25
75
50
275
225
-100
-100
-75
-150
-75
-25
-50
175
-75
0
25
25
-50
0
-75
0
2/28/2001
3/1/2001
3/2/2001
3/6/2001
3/7/2001
3/8/2001
3/9/2001
3/12/2001
3/13/2001
3/15/2001
3/16/2001
3/19/2001
3/20/2001
3/21/2001
3/22/2001
3/23/2001
3/27/2001
3/28/2001
3/29/2001
3/30/2001
4/2/2001
4/3/2001
4/4/2001
4/5/2001
4/6/2001
4/9/2001
4/10/2001
4/11/2001
4/12/2001
4/16/2001
4/17/2001
4/18/2001
4/19/2001
4/20/2001
4/23/2001
4/24/2001
4/25/2001
4/26/2001
4/27/2001
4/30/2001
5/1/2001
5/2/2001
5/3/2001
5/4/2001
5/8/2001
5/9/2001
5/10/2001
2,050
2,000
1,975
1,975
1,975
1,950
1,850
1,625
1,425
1,475
1,425
1,375
1,350
1,425
1,350
1,400
1,375
1,400
1,450
1,400
1,350
1,325
1,250
1,250
1,275
1,250
1,325
1,325
1,300
1,275
1,250
1,275
1,250
1,150
1,150
1,175
1,275
1,275
1,300
1,400
1,375
1,375
1,525
1,500
1,525
1,475
1,400
12,095,000
12,150,500
12,810,500
3,705,500
12,993,500
3,501,500
18,540,000
68,774,500
78,832,000
36,157,500
18,851,000
24,992,000
24,276,000
73,406,000
27,863,000
31,312,500
16,635,500
14,346,000
18,746,500
25,910,500
13,346,000
8,599,000
16,102,000
17,635,000
11,744,000
4,645,000
23,605,000
22,734,000
7,267,000
2,065,000
3,566,000
3,820,000
13,268,000
20,039,500
16,807,000
13,173,000
20,841,500
20,841,500
44,703,000
36,282,500
78,605,000
39,026,000
64,147,000
34,726,000
13,050,500
18,108,500
23,650,000
0
0
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0.013471
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0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
0.013471
-75
-50
-25
0
0
-25
-100
-225
-200
50
-50
-50
-25
75
-75
50
-25
25
50
-50
-50
-25
-75
0
25
-25
75
0
-25
-25
-25
25
-25
-100
0
25
100
0
25
100
-25
0
150
-25
25
-50
-75
5/11/2001
5/14/2001
5/15/2001
5/16/2001
5/17/2001
5/18/2001
5/21/2001
5/22/2001
5/23/2001
5/25/2001
5/28/2001
5/29/2001
5/30/2001
5/31/2001
6/1/2001
6/5/2001
6/6/2001
6/7/2001
6/8/2001
6/11/2001
6/12/2001
6/13/2001
6/14/2001
6/15/2001
6/18/2001
6/19/2001
6/20/2001
6/21/2001
6/22/2001
6/25/2001
6/26/2001
6/27/2001
6/28/2001
6/29/2001
7/2/2001
7/3/2001
7/4/2001
7/5/2001
7/6/2001
7/9/2001
7/10/2001
7/11/2001
7/12/2001
7/13/2001
7/16/2001
7/17/2001
7/18/2001
1,425
1,400
1,425
1,500
1,500
1,500
1,475
1,475
1,450
1,525
1,500
1,750
1,725
1,725
1,600
1,575
1,625
1,600
1,625
1,650
1,725
1,700
1,725
1,725
1,725
1,725
1,775
1,825
1,800
1,775
1,800
1,825
1,850
1,975
1,925
1,875
1,875
1,900
1,900
1,950
2,100
2,075
2,000
2,025
2,075
2,075
2,125
13,768,000
4,709,000
6,161,500
17,903,500
20,434,500
6,596,500
10,734,000
14,042,500
2,728,500
36,075,500
39,574,000
102,650,000
111,740,000
75,083,500
43,490,500
48,364,000
23,867,500
7,924,000
5,557,500
22,381,000
35,437,500
22,104,500
20,061,500
6,444,000
5,954,000
10,540,000
14,680,000
41,900,500
11,790,000
16,047,000
15,983,000
48,736,000
31,198,000
107,922,500
18,444,500
8,832,000
7,210,000
5,522,000
4,099,000
19,301,500
89,237,500
58,167,500
23,371,500
40,435,000
14,493,000
11,617,500
23,612,500
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25
-25
25
75
0
0
-25
0
-25
75
-25
250
-25
0
-125
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50
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25
25
75
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0
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0
50
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25
25
25
125
-50
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0
25
0
50
150
-25
-75
25
50
0
50
7/19/2001
7/20/2001
7/23/2001
7/24/2001
7/25/2001
7/26/2001
7/27/2001
7/30/2001
7/31/2001
8/1/2001
8/2/2001
8/3/2001
8/6/2001
8/7/2001
8/8/2001
8/9/2001
8/10/2001
8/13/2001
8/14/2001
8/15/2001
8/16/2001
8/20/2001
8/21/2001
8/22/2001
8/23/2001
8/24/2001
8/27/2001
8/28/2001
8/29/2001
8/30/2001
8/31/2001
9/3/2001
9/4/2001
9/5/2001
9/6/2001
9/7/2001
9/10/2001
9/11/2001
9/12/2001
9/13/2001
9/14/2001
9/17/2001
9/18/2001
9/19/2001
9/20/2001
9/21/2001
9/25/2001
2,350
2,400
2,700
2,625
2,500
2,425
2,400
2,450
2,375
2,400
2,300
2,325
2,300
2,400
2,500
2,375
2,475
2,550
2,575
2,475
2,525
2,525
2,525
2,550
2,550
2,500
2,475
2,375
2,325
2,325
2,375
2,350
2,475
2,500
2,550
2,500
2,500
2,425
2,375
2,375
2,300
2,175
2,200
2,275
2,275
2,200
2,125
81,914,500
189,289,000
192,047,000
111,527,500
152,812,000
90,552,000
50,391,000
26,970,000
36,786,500
25,382,000
16,894,500
25,865,500
7,896,500
18,938,500
40,558,000
124,189,000
35,044,500
42,570,000
33,954,000
23,928,000
10,741,500
11,327,000
6,392,500
9,900,500
8,858,500
16,345,000
13,527,000
11,883,000
8,553,500
18,050,000
13,157,000
11,744,500
31,594,000
42,482,000
41,168,000
22,460,500
3,595,000
16,017,500
27,557,500
11,335,500
15,989,000
29,921,000
17,212,500
14,466,500
13,797,000
9,340,500
14,463,500
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225
50
300
-75
-125
-75
-25
50
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25
-100
25
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100
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100
75
25
-100
50
0
0
25
0
-50
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-100
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0
50
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125
25
50
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0
-75
-50
0
-75
-125
25
75
0
-75
-75
9/26/2001
9/27/2001
10/1/2001
10/2/2001
10/3/2001
10/4/2001
10/5/2001
10/8/2001
10/9/2001
10/10/2001
10/11/2001
10/12/2001
10/16/2001
10/17/2001
10/18/2001
10/19/2001
10/22/2001
10/23/2001
10/24/2001
10/25/2001
10/26/2001
10/29/2001
10/30/2001
10/31/2001
11/1/2001
11/2/2001
11/5/2001
11/6/2001
11/7/2001
11/8/2001
11/12/2001
11/13/2001
11/14/2001
11/15/2001
11/16/2001
11/19/2001
11/20/2001
11/21/2001
11/22/2001
11/23/2001
11/26/2001
11/27/2001
11/28/2001
11/29/2001
11/30/2001
12/3/2001
12/4/2001
2,050
2,000
1,875
1,750
1,650
1,800
1,775
1,625
1,650
1,625
1,675
1,750
1,700
1,725
1,725
1,825
1,900
1,925
1,825
1,850
1,800
1,800
1,750
1,775
1,725
1,725
1,650
1,700
1,725
1,750
1,750
1,775
1,825
1,825
1,850
1,925
1,875
1,950
1,875
1,950
1,925
1,975
2,025
2,050
2,025
2,100
2,075
15,111,000
13,562,000
16,576,000
24,436,000
56,126,500
58,877,500
27,862,500
45,919,500
38,221,500
17,509,000
26,519,000
36,977,500
33,860,000
7,709,500
14,397,000
48,585,000
44,293,500
25,237,500
19,727,000
9,922,500
11,461,500
6,115,500
24,653,500
25,731,500
7,517,500
8,254,500
12,745,000
9,695,000
13,032,000
20,644,500
10,357,500
10,921,000
37,706,000
13,676,500
14,344,500
18,558,500
24,815,500
28,271,000
10,830,000
11,794,000
9,848,000
12,535,500
32,812,500
12,322,000
12,158,000
20,504,500
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25
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50
75
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25
0
100
75
25
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25
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0
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25
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0
-75
50
25
25
0
25
50
0
25
75
-50
75
-75
75
-25
50
50
25
-25
75
-25
12/5/2001
12/6/2001
12/7/2001
12/10/2001
12/11/2001
12/12/2001
12/13/2001
12/19/2001
12/20/2001
12/21/2001
12/26/2001
12/27/2001
12/28/2001
1/2/2002
1/4/2002
1/7/2002
1/8/2002
1/9/2002
1/10/2002
1/11/2002
1/14/2002
1/15/2002
1/16/2002
1/17/2002
1/18/2002
1/21/2002
1/22/2002
1/23/2002
1/24/2002
1/25/2002
1/28/2002
1/29/2002
1/30/2002
2/1/2002
2/4/2002
2/5/2002
2/6/2002
2/7/2002
2/8/2002
2/11/2002
2/13/2002
2/14/2002
2/15/2002
2/18/2002
2/19/2002
2/20/2002
2/21/2002
2,050
2,025
1,975
1,925
1,900
1,850
1,850
1,850
1,875
1,900
1,900
1,875
1,950
1,875
1,975
2,100
2,050
2,125
2,150
2,175
2,175
2,225
2,250
2,200
2,225
2,225
2,225
2,300
2,425
2,425
2,400
2,550
2,525
2,600
2,600
2,675
2,575
2,475
2,525
2,575
2,575
2,600
2,725
2,975
2,975
2,925
2,950
3,115,000
9,977,000
9,565,500
16,526,500
20,849,500
18,407,500
6,288,000
6,811,500
2,588,000
6,942,000
1,293,000
2,145,500
11,592,500
2,264,000
46,490,500
65,407,500
33,809,500
29,524,000
18,113,000
64,894,500
27,605,500
28,432,500
69,211,000
19,876,000
11,481,500
7,594,000
6,924,500
10,114,000
60,188,000
22,551,500
22,576,500
31,437,000
7,482,500
11,533,000
6,951,500
10,039,000
10,694,000
12,736,500
46,775,500
10,169,000
5,607,500
3,576,000
32,801,000
64,388,500
48,885,000
21,041,500
7,754,500
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0.007718
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0.007718
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0.007718
0.007718
0.007718
0.007718
0.007718
0.007718
-25
-25
-50
-50
-25
-50
0
0
25
25
0
-25
75
-75
100
125
-50
75
25
25
0
50
25
-50
25
0
0
75
125
0
-25
150
-25
75
0
75
-100
-100
50
50
0
25
125
250
0
-50
25
2/25/2002
2/26/2002
2/27/2002
2/28/2002
3/1/2002
3/4/2002
3/5/2002
3/6/2002
3/7/2002
3/8/2002
3/11/2002
3/12/2002
3/13/2002
3/14/2002
3/18/2002
3/19/2002
3/20/2002
3/21/2002
3/22/2002
3/25/2002
3/26/2002
3/27/2002
3/28/2002
4/1/2002
4/2/2002
4/3/2002
4/4/2002
4/5/2002
4/8/2002
4/9/2002
4/10/2002
4/11/2002
4/12/2002
4/15/2002
4/16/2002
4/17/2002
4/18/2002
4/19/2002
4/22/2002
4/23/2002
4/24/2002
4/25/2002
4/26/2002
4/29/2002
4/30/2002
5/1/2002
5/2/2002
2,875
2,850
2,875
2,725
2,600
2,650
2,675
2,725
2,825
2,750
2,775
2,750
2,800
2,725
2,750
2,725
2,750
2,750
2,550
2,575
2,625
2,600
2,550
2,700
2,725
2,725
2,750
2,975
3,075
3,200
3,500
3,250
3,400
3,575
3,850
4,150
3,875
3,900
3,850
3,850
3,900
3,875
3,825
3,675
3,900
3,850
3,800
16,719,500
2,869,000
10,230,500
35,534,500
30,979,000
14,138,500
24,888,500
31,273,000
36,546,000
12,796,500
6,398,000
15,265,000
15,436,500
10,451,500
7,058,000
4,428,000
7,918,000
32,008,000
55,287,000
13,712,500
8,585,000
5,493,500
10,236,000
18,357,000
29,541,500
4,369,500
13,232,500
64,871,000
50,845,000
34,985,000
48,520,500
56,692,000
25,650,500
24,598,000
62,077,500
60,643,000
37,985,500
20,090,000
13,092,000
5,907,500
9,305,500
3,548,500
6,452,500
7,628,000
18,225,500
7,828,500
11,789,000
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-75
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25
-150
-125
50
25
50
100
-75
25
-25
50
-75
25
-25
25
0
-200
25
50
-25
-50
150
25
0
25
225
100
125
300
-250
150
175
275
300
-275
25
-50
0
50
-25
-50
-150
225
-50
-50
5/3/2002
5/6/2002
5/7/2002
5/8/2002
5/10/2002
5/13/2002
5/14/2002
5/15/2002
5/16/2002
5/17/2002
5/20/2002
5/21/2002
5/22/2002
5/23/2002
5/24/2002
5/27/2002
5/28/2002
5/29/2002
5/30/2002
5/31/2002
6/3/2002
6/4/2002
6/5/2002
6/6/2002
6/7/2002
6/10/2002
6/11/2002
6/12/2002
6/13/2002
6/14/2002
6/17/2002
6/18/2002
6/19/2002
6/20/2002
6/21/2002
6/24/2002
6/25/2002
6/26/2002
6/27/2002
6/28/2002
7/1/2002
7/2/2002
7/3/2002
7/4/2002
7/5/2002
7/8/2002
7/9/2002
3,925
3,875
3,900
4,000
4,200
4,200
4,225
4,150
4,175
4,250
4,200
4,200
4,000
3,800
3,850
3,900
4,000
4,275
4,400
4,425
4,325
4,400
4,325
4,150
4,175
4,200
4,350
4,525
4,725
5,000
4,900
4,725
4,600
4,575
4,525
4,600
4,500
4,225
4,275
4,250
3,975
4,175
4,250
4,250
4,175
4,025
3,850
19,461,500
5,737,500
3,388,000
18,479,500
22,133,000
19,604,000
13,291,500
5,253,500
7,701,000
9,446,000
10,204,500
4,951,000
8,267,500
17,778,500
4,539,000
2,187,000
9,216,500
20,052,000
25,952,500
19,028,000
4,436,000
9,606,500
4,516,500
5,435,000
4,478,500
3,831,000
18,705,000
24,747,500
35,933,000
18,761,000
8,578,000
5,154,000
3,744,000
4,517,500
2,872,500
4,307,500
7,231,000
9,357,500
12,698,000
4,372,500
10,413,000
15,365,500
4,757,500
7,481,000
3,297,500
5,403,000
6,364,500
0
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0.007718
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125
-50
25
100
200
0
25
-75
25
75
-50
0
-200
-200
50
50
100
275
125
25
-100
75
-75
-175
25
25
150
175
200
275
-100
-175
-125
-25
-50
75
-100
-275
50
-25
-275
200
75
0
-75
-150
-175
7/10/2002
7/11/2002
7/12/2002
7/15/2002
7/16/2002
7/17/2002
7/18/2002
7/19/2002
7/22/2002
7/23/2002
7/24/2002
7/25/2002
7/26/2002
7/29/2002
7/30/2002
7/31/2002
8/1/2002
8/2/2002
8/5/2002
8/6/2002
8/7/2002
8/8/2002
8/9/2002
8/12/2002
8/13/2002
8/14/2002
8/15/2002
8/16/2002
8/19/2002
8/20/2002
8/21/2002
8/22/2002
8/26/2002
8/27/2002
8/28/2002
8/29/2002
8/30/2002
9/2/2002
9/3/2002
9/4/2002
9/5/2002
9/6/2002
9/9/2002
9/10/2002
9/11/2002
9/12/2002
9/13/2002
3,850
3,725
4,050
4,075
4,150
4,375
4,450
4,375
4,175
4,175
3,950
3,975
3,825
3,850
3,775
3,725
3,325
3,350
3,200
3,025
3,250
3,250
3,250
3,325
3,300
3,200
3,125
3,150
3,325
3,575
3,650
3,525
3,475
3,375
3,175
3,075
3,200
3,200
3,200
3,125
3,200
3,200
3,250
3,250
3,200
3,150
3,075
3,045,000
4,518,000
11,280,500
5,689,500
3,392,500
8,040,000
5,584,500
2,486,000
5,488,500
4,415,500
4,649,500
6,359,000
2,812,500
11,275,000
10,680,000
12,382,000
33,684,000
43,926,000
9,185,500
21,956,500
18,950,000
11,496,500
5,814,500
2,828,500
3,604,500
5,854,500
6,487,000
14,620,000
7,031,000
21,554,500
17,193,500
7,875,500
2,122,000
1,275,500
9,204,000
15,092,500
7,805,000
3,548,500
8,377,500
9,455,500
15,789,500
5,002,000
3,506,000
7,040,500
2,824,000
7,377,500
3,350,000
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0.007718
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0
-125
325
25
75
225
75
-75
-200
0
-225
25
-150
25
-75
-50
-400
25
-150
-175
225
0
0
75
-25
-100
-75
25
175
250
75
-125
-50
-100
-200
-100
125
0
0
-75
75
0
50
0
-50
-50
-75
9/16/2002
9/17/2002
9/18/2002
9/19/2002
9/20/2002
9/23/2002
9/24/2002
9/25/2002
9/26/2002
9/27/2002
9/30/2002
10/1/2002
10/2/2002
10/3/2002
10/7/2002
10/8/2002
10/9/2002
10/10/2002
10/11/2002
10/14/2002
10/15/2002
10/16/2002
10/17/2002
10/18/2002
10/21/2002
10/22/2002
10/23/2002
10/24/2002
10/25/2002
10/28/2002
10/29/2002
10/30/2002
10/31/2002
11/1/2002
11/4/2002
11/5/2002
11/6/2002
11/7/2002
11/8/2002
11/11/2002
11/12/2002
11/13/2002
11/14/2002
11/15/2002
11/18/2002
11/19/2002
11/20/2002
3,050
3,150
3,050
2,575
2,425
2,500
2,500
2,625
2,700
2,750
2,675
2,650
2,600
2,625
2,425
2,275
2,100
2,125
2,100
1,800
1,700
1,700
1,725
1,825
1,950
1,900
1,925
1,900
1,900
2,000
2,125
2,075
2,075
2,075
2,100
2,050
1,925
1,900
1,825
1,825
1,925
1,875
1,900
1,925
1,725
1,825
1,975
2,070,500
6,646,000
5,454,500
42,531,500
29,430,000
16,747,500
10,540,500
11,757,500
16,113,500
16,588,000
8,174,500
2,199,500
7,603,500
2,491,500
10,079,500
25,712,500
27,014,500
24,917,500
11,624,500
33,331,500
184,072,000
85,493,000
32,273,000
42,729,000
32,322,000
30,142,500
18,884,000
2,568,500
8,023,500
11,069,500
29,327,500
17,534,500
25,744,000
27,148,000
23,006,000
21,715,500
24,689,500
15,411,000
16,427,500
8,850,500
12,004,500
10,627,000
8,885,500
17,734,500
35,248,000
32,817,500
40,184,000
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0
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0.007718
0.007718
0.007718
0.007718
0.007718
-25
100
-100
-475
-150
75
0
125
75
50
-75
-25
-50
25
-200
-150
-175
25
-25
-300
-100
0
25
100
125
-50
25
-25
0
100
125
-50
0
0
25
-50
-125
-25
-75
0
100
-50
25
25
-200
100
150
11/21/2002
11/22/2002
11/25/2002
11/26/2002
11/27/2002
11/28/2002
11/29/2002
12/3/2002
12/4/2002
12/11/2002
12/12/2002
12/13/2002
12/16/2002
12/17/2002
12/18/2002
12/19/2002
12/20/2002
12/23/2002
12/27/2002
1/2/2003
1/3/2003
1/6/2003
1/7/2003
1/8/2003
1/9/2003
1/10/2003
1/13/2003
1/14/2003
1/15/2003
1/16/2003
1/17/2003
1/20/2003
1/21/2003
1/22/2003
1/23/2003
1/24/2003
1/27/2003
1/28/2003
1/29/2003
1/30/2003
1/31/2003
2/3/2003
2/4/2003
2/5/2003
2/6/2003
2/7/2003
2/10/2003
2,025
2,450
2,575
2,400
2,450
2,500
2,500
2,750
2,675
2,625
2,600
2,525
2,400
2,625
2,800
3,250
3,325
3,475
3,150
2,925
3,150
3,125
3,000
2,600
2,850
2,300
2,200
2,325
2,375
2,400
2,425
2,425
2,350
2,425
2,450
2,350
2,200
2,150
2,100
2,075
2,100
2,250
2,375
2,400
2,425
2,450
2,375
22,046,500
65,049,500
60,096,500
32,182,500
19,364,500
10,775,000
2,966,000
13,983,000
2,946,000
9,424,000
23,076,500
7,367,500
8,638,500
14,708,000
38,465,500
27,128,000
26,644,500
13,584,500
6,875,500
6,623,000
8,621,500
9,659,500
9,515,500
16,767,500
20,003,500
16,740,500
10,273,000
20,949,000
16,041,000
8,074,000
10,331,500
3,896,500
3,291,000
17,985,000
6,919,000
9,721,000
9,337,500
42,570,000
17,654,000
13,734,500
7,157,000
16,399,000
15,374,000
10,412,500
15,854,500
4,371,000
4,418,500
0
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0.702479
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0.016901
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0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
50
425
125
-175
50
50
0
250
-75
-50
-25
-75
-125
225
175
450
75
150
-325
-225
225
-25
-125
-400
250
-550
-100
125
50
25
25
0
-75
75
25
-100
-150
-50
-50
-25
25
150
125
25
25
25
-75
2/11/2003
2/13/2003
2/14/2003
2/17/2003
2/18/2003
2/19/2003
2/20/2003
2/21/2003
2/24/2003
2/25/2003
2/26/2003
2/27/2003
2/28/2003
3/4/2003
3/5/2003
3/6/2003
3/7/2003
3/10/2003
3/11/2003
3/12/2003
3/13/2003
3/14/2003
3/17/2003
3/18/2003
3/19/2003
3/20/2003
3/21/2003
3/24/2003
3/25/2003
3/26/2003
3/27/2003
3/28/2003
3/31/2003
4/1/2003
4/3/2003
4/4/2003
4/7/2003
4/8/2003
4/9/2003
4/10/2003
4/11/2003
4/14/2003
4/15/2003
4/16/2003
4/17/2003
4/21/2003
4/22/2003
2,350
2,400
2,400
2,425
2,450
2,400
2,325
2,375
2,400
2,350
2,250
2,300
2,350
2,350
2,300
2,325
2,325
2,275
2,275
2,300
2,325
2,325
2,325
2,325
2,300
2,400
2,450
2,425
2,475
2,475
2,575
2,600
2,500
2,550
2,600
2,725
3,000
2,950
3,000
3,050
3,050
3,000
3,025
3,150
3,125
3,100
3,050
4,533,000
13,895,000
3,849,000
13,720,500
3,481,500
7,297,000
7,224,500
6,267,000
3,667,500
6,446,000
10,102,500
6,291,000
6,145,000
3,906,000
2,840,500
3,455,000
6,919,000
14,943,500
15,362,000
2,397,500
2,288,000
3,764,000
3,060,500
6,506,500
1,208,000
14,722,500
19,307,000
15,223,500
18,953,500
19,828,000
26,871,500
10,932,500
12,520,000
4,602,500
6,442,000
13,360,000
22,810,500
14,900,500
28,511,500
12,043,000
13,369,500
4,980,500
10,475,000
35,645,000
11,693,000
4,403,000
9,690,500
0.702479
0.702479
0.702479
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0.702479
0.702479
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0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
0.016901
-25
50
0
25
25
-50
-75
50
25
-50
-100
50
50
0
-50
25
0
-50
0
25
25
0
0
0
-25
100
50
-25
50
0
100
25
-100
50
50
125
275
-50
50
50
0
-50
25
125
-25
-25
-50
4/23/2003
4/24/2003
4/25/2003
4/28/2003
4/29/2003
4/30/2003
5/1/2003
5/2/2003
5/5/2003
5/6/2003
5/7/2003
5/8/2003
5/9/2003
5/12/2003
5/13/2003
5/14/2003
5/19/2003
5/20/2003
5/21/2003
5/22/2003
5/23/2003
5/26/2003
5/27/2003
5/28/2003
5/29/2003
6/2/2003
6/3/2003
6/4/2003
6/5/2003
6/6/2003
6/9/2003
6/10/2003
6/11/2003
6/12/2003
6/13/2003
6/16/2003
6/17/2003
6/18/2003
6/19/2003
6/20/2003
6/23/2003
6/24/2003
6/25/2003
6/26/2003
6/27/2003
6/30/2003
7/1/2003
3,050
3,100
2,925
2,875
3,050
3,025
3,050
3,025
3,125
3,275
3,475
3,450
3,400
3,425
3,400
3,250
3,050
3,200
3,175
3,250
3,350
3,550
3,600
3,625
3,600
3,625
3,550
3,575
3,600
3,650
3,750
3,725
3,625
3,575
3,625
3,675
3,525
3,525
3,650
3,700
3,650
3,550
3,500
3,550
3,650
3,575
3,600
12,397,500
10,600,000
24,875,500
27,498,500
14,324,500
21,583,500
11,359,000
2,095,500
17,611,000
32,821,000
32,421,500
20,711,000
17,160,000
6,850,500
10,935,000
21,954,000
24,863,500
27,510,000
20,441,000
6,626,500
16,449,000
29,711,000
14,490,000
21,513,500
12,280,500
8,964,000
9,933,000
6,544,000
14,220,500
7,735,000
11,843,500
5,069,000
16,498,000
10,364,500
7,962,000
4,769,000
11,032,000
10,550,000
11,272,000
11,331,000
6,619,000
9,482,500
6,791,500
10,666,500
11,189,000
5,385,000
3,031,500
0.702479
0.702479
0.702479
0.702479
0.702479
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0.702479
0.702479
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0
50
-175
-50
175
-25
25
-25
100
150
200
-25
-50
25
-25
-150
-200
150
-25
75
100
200
50
25
-25
25
-75
25
25
50
100
-25
-100
-50
50
50
-150
0
125
50
-50
-100
-50
50
100
-75
25
7/2/2003
7/3/2003
7/4/2003
7/7/2003
7/8/2003
7/9/2003
7/10/2003
7/11/2003
7/14/2003
7/15/2003
7/16/2003
7/17/2003
7/18/2003
7/21/2003
7/22/2003
7/23/2003
7/24/2003
7/25/2003
7/28/2003
7/29/2003
7/30/2003
7/31/2003
8/1/2003
8/4/2003
8/5/2003
8/6/2003
8/7/2003
8/8/2003
8/11/2003
8/12/2003
8/13/2003
8/14/2003
8/15/2003
8/19/2003
8/20/2003
8/21/2003
8/22/2003
8/25/2003
8/26/2003
8/27/2003
8/28/2003
8/29/2003
9/1/2003
9/2/2003
9/3/2003
9/4/2003
9/5/2003
3,650
3,575
3,575
3,650
3,800
3,825
3,850
4,100
4,250
4,250
3,975
3,875
3,900
3,925
3,900
3,850
3,750
3,750
3,750
3,750
3,825
3,800
3,750
3,725
3,475
3,650
3,875
3,825
3,825
3,825
3,825
3,700
3,750
3,750
3,800
3,800
3,800
3,800
3,800
3,800
3,800
3,800
3,800
3,850
4,075
4,225
4,400
5,216,000
10,991,000
1,906,000
6,465,000
20,738,500
6,296,000
6,369,000
19,057,500
14,372,500
13,850,000
14,423,000
13,021,500
3,329,500
7,966,000
12,364,500
7,294,500
20,243,500
7,743,500
5,621,500
3,898,500
5,680,000
3,277,500
2,769,500
4,552,000
22,258,000
28,101,000
15,208,000
4,105,500
2,316,500
1,478,000
3,332,500
8,826,500
16,287,500
23,109,500
8,633,500
14,668,000
11,517,500
2,883,000
4,949,000
14,970,000
4,223,000
13,159,500
14,363,000
18,919,000
55,362,000
34,800,500
46,649,500
0.702479
0.702479
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0.702479
0.702479
0.016901
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50
-75
0
75
150
25
25
250
150
0
-275
-100
25
25
-25
-50
-100
0
0
0
75
-25
-50
-25
-250
175
225
-50
0
0
0
-125
50
0
50
0
0
0
0
0
0
0
0
50
225
150
175
9/8/2003
9/9/2003
9/10/2003
9/11/2003
9/12/2003
9/15/2003
9/16/2003
9/17/2003
9/18/2003
9/19/2003
9/23/2003
9/24/2003
9/25/2003
9/26/2003
9/29/2003
9/30/2003
10/1/2003
10/2/2003
10/3/2003
10/6/2003
10/7/2003
10/8/2003
10/9/2003
10/10/2003
10/13/2003
10/14/2003
10/15/2003
10/16/2003
10/17/2003
10/20/2003
10/21/2003
10/22/2003
10/23/2003
10/24/2003
10/27/2003
10/28/2003
10/29/2003
10/30/2003
10/31/2003
11/3/2003
11/4/2003
11/5/2003
11/6/2003
11/7/2003
11/10/2003
11/11/2003
11/12/2003
4,550
4,450
4,250
4,150
4,300
4,125
4,225
4,275
4,300
4,300
4,325
4,375
4,500
4,550
4,525
4,525
4,525
4,675
4,750
4,725
4,650
4,675
4,800
4,825
4,875
4,775
4,775
4,700
4,775
4,775
4,775
4,800
4,725
4,675
4,475
4,400
4,375
4,375
4,350
4,275
4,500
4,625
4,625
4,600
4,475
4,550
4,500
10,001,500
7,628,500
9,356,500
8,959,000
13,292,500
8,918,500
7,718,500
12,474,500
7,193,500
1,474,500
7,362,500
16,695,000
35,356,000
38,358,500
8,952,500
12,616,000
9,033,000
26,235,500
15,332,500
10,251,000
12,737,500
7,281,500
13,173,000
10,874,000
9,121,500
9,698,500
5,040,000
9,937,500
5,427,500
4,473,500
6,955,500
6,330,000
9,118,000
4,283,000
8,755,500
7,833,500
8,419,500
4,916,000
7,588,000
6,571,500
18,884,000
24,605,000
16,191,500
2,746,000
4,726,500
9,095,500
25,324,500
0.702479
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0.016901
150
-100
-200
-100
150
-175
100
50
25
0
25
50
125
50
-25
0
0
150
75
-25
-75
25
125
25
50
-100
0
-75
75
0
0
25
-75
-50
-200
-75
-25
0
-25
-75
225
125
0
-25
-125
75
-50
11/13/2003
11/14/2003
11/17/2003
11/18/2003
11/19/2003
11/20/2003
11/21/2003
12/1/2003
12/2/2003
12/3/2003
12/4/2003
12/5/2003
12/8/2003
12/9/2003
12/10/2003
12/11/2003
12/12/2003
12/15/2003
12/16/2003
12/17/2003
12/18/2003
12/19/2003
12/22/2003
12/23/2003
12/29/2003
12/30/2003
1/2/2004
1/5/2004
1/6/2004
1/7/2004
1/8/2004
1/9/2004
1/12/2004
1/13/2004
1/14/2004
1/15/2004
1/16/2004
1/19/2004
1/20/2004
1/21/2004
1/23/2004
1/26/2004
1/27/2004
1/28/2004
1/29/2004
1/30/2004
2/3/2004
4,475
4,475
4,375
4,400
4,450
4,475
4,475
4,525
4,525
4,550
4,600
4,550
4,625
4,575
4,525
4,550
4,525
4,575
4,550
4,550
4,625
4,750
4,825
4,875
5,025
5,000
5,100
5,400
5,250
5,350
5,800
5,650
5,500
5,500
5,600
5,750
5,700
5,550
5,600
5,550
5,600
5,450
5,450
5,350
5,150
5,200
5,000
12,930,000
6,954,500
8,944,500
3,954,500
3,125,000
1,503,500
11,960,500
14,942,500
7,787,000
11,458,500
6,838,000
2,290,000
6,397,500
7,494,000
7,932,000
4,575,000
6,787,500
5,817,000
4,735,500
1,160,500
8,224,500
13,452,000
7,134,500
7,939,500
11,729,000
10,547,500
4,531,500
15,162,500
14,960,500
13,397,500
31,625,500
10,007,000
11,001,500
6,809,500
7,806,000
12,134,000
10,467,000
10,255,000
5,176,500
5,874,000
3,658,000
11,085,500
10,348,500
4,708,500
9,065,000
5,442,500
12,678,000
0.702479
0.702479
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0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
0.702479
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
1.120332
0.016901
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0.016901
0.016901
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
0.03083
-25
0
-100
25
50
25
0
50
0
25
50
-50
75
-50
-50
25
-25
50
-25
0
75
125
75
50
150
-25
100
300
-150
100
450
-150
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0
100
150
-50
-150
50
-50
50
-150
0
-100
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50
-200
2/4/2004
2/5/2004
2/6/2004
2/9/2004
2/10/2004
2/11/2004
2/12/2004
2/13/2004
2/16/2004
2/17/2004
2/18/2004
2/19/2004
2/20/2004
2/24/2004
2/25/2004
2/26/2004
2/27/2004
3/1/2004
3/2/2004
3/3/2004
3/4/2004
3/5/2004
3/8/2004
3/9/2004
3/10/2004
3/11/2004
3/12/2004
3/15/2004
3/16/2004
3/17/2004
3/18/2004
3/19/2004
3/23/2004
3/24/2004
3/25/2004
3/26/2004
3/29/2004
3/30/2004
3/31/2004
4/1/2004
4/2/2004
4/6/2004
4/7/2004
4/8/2004
4/12/2004
4/13/2004
4/14/2004
4,950
5,150
5,350
5,500
5,450
5,450
5,300
5,350
5,400
5,450
5,550
5,550
5,550
5,450
5,400
5,550
5,400
5,350
5,700
5,700
5,600
5,700
5,600
5,600
5,300
5,250
5,350
5,300
5,200
5,250
5,300
5,400
5,300
5,300
5,250
5,150
5,150
5,350
5,350
5,350
5,600
5,750
5,550
5,600
5,500
5,500
5,500
12,157,000
10,431,500
18,176,500
16,027,000
4,461,500
7,947,500
17,155,000
4,054,000
5,590,000
18,967,000
19,508,000
13,285,000
13,097,000
11,408,000
4,731,000
6,680,000
8,054,000
9,865,500
23,376,500
3,090,500
3,232,000
10,749,000
5,024,000
8,895,000
10,380,000
7,059,500
7,398,500
3,257,000
5,711,000
5,696,500
2,938,500
2,167,500
4,340,500
4,940,500
3,654,000
10,595,500
3,260,500
13,887,500
17,420,500
10,381,500
13,217,500
29,601,500
16,208,000
11,026,500
2,043,500
5,550,000
3,061,500
1.120332
1.120332
1.120332
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1.120332
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1.120332
1.120332
1.120332
1.120332
1.120332