S & P Stock Market Data

library(ISLR)
library(dplyr)

Attaching package: 'dplyr'
The following objects are masked from 'package:stats':

    filter, lag
The following objects are masked from 'package:base':

    intersect, setdiff, setequal, union
data(package="ISLR")
df=ISLR::Weekly
str(df)
'data.frame':   1089 obs. of  9 variables:
 $ Year     : num  1990 1990 1990 1990 1990 1990 1990 1990 1990 1990 ...
 $ Lag1     : num  0.816 -0.27 -2.576 3.514 0.712 ...
 $ Lag2     : num  1.572 0.816 -0.27 -2.576 3.514 ...
 $ Lag3     : num  -3.936 1.572 0.816 -0.27 -2.576 ...
 $ Lag4     : num  -0.229 -3.936 1.572 0.816 -0.27 ...
 $ Lag5     : num  -3.484 -0.229 -3.936 1.572 0.816 ...
 $ Volume   : num  0.155 0.149 0.16 0.162 0.154 ...
 $ Today    : num  -0.27 -2.576 3.514 0.712 1.178 ...
 $ Direction: Factor w/ 2 levels "Down","Up": 1 1 2 2 2 1 2 2 2 1 ...

1. In Lag1, how many elements are positive or negative or zero values?

cou=df %>% mutate(vare=ifelse(Lag1>0,"Positive",ifelse(Lag1<0,"Negative","Zero")))
cou %>% count(vare)
      vare   n
1 Negative 484
2 Positive 605

The classification’s count is in column vare

2. What is the top20% of volume traded?

quantile(df$Volume,0.8)
     80% 
2.560501 

The top 20 volume traded is 80 th percentile of volume

3. How many days the market direction is up / down?

df %>% count(Direction)
  Direction   n
1      Down 484
2        Up 605
It gives the count of up and down

4. What is the median price of Today?

median(df$Today)
[1] 0.241

It gives the median of the today

5. State the number of cases per year

no_of_case=df %>% group_by(Year) %>% summarise(cases=n())
no_of_case
# A tibble: 21 × 2
    Year cases
   <dbl> <int>
 1  1990    47
 2  1991    52
 3  1992    52
 4  1993    52
 5  1994    52
 6  1995    52
 7  1996    53
 8  1997    52
 9  1998    52
10  1999    52
# ℹ 11 more rows

The case column gives number of cases for each year

6. Create a data set which has only 2001 data

ds<-df %>% filter(Year %in% 2001)
ds
   Year    Lag1    Lag2    Lag3    Lag4    Lag5    Volume   Today Direction
1  2001   1.097  -0.473  -4.215   4.156  -1.978 0.9875000  -1.661      Down
2  2001  -1.661   1.097  -0.473  -4.215   4.156 1.6429750   1.556        Up
3  2001   1.556  -1.661   1.097  -0.473  -4.215 1.2581000   1.819        Up
4  2001   1.819   1.556  -1.661   1.097  -0.473 1.3519000   0.924        Up
5  2001   0.924   1.819   1.556  -1.661   1.097 1.2123200  -0.404      Down
6  2001  -0.404   0.924   1.819   1.556  -1.661 1.1330800  -2.572      Down
7  2001  -2.572  -0.404   0.924   1.819   1.556 1.0827200  -1.006      Down
8  2001  -1.006  -2.572  -0.404   0.924   1.819 1.1351000  -4.277      Down
9  2001  -4.277  -1.006  -2.572  -0.404   0.924 1.2294750  -0.938      Down
10 2001  -0.938  -4.277  -1.006  -2.572  -0.404 1.2118200  -0.062      Down
11 2001  -0.062  -0.938  -4.277  -1.006  -2.572 1.0706400  -6.720      Down
12 2001  -6.720  -0.062  -0.938  -4.277  -1.006 1.3580720  -0.930      Down
13 2001  -0.930  -6.720  -0.062  -0.938  -4.277 1.3594500   1.799        Up
14 2001   1.799  -0.930  -6.720  -0.062  -0.938 1.2553800  -2.749      Down
15 2001  -2.749   1.799  -0.930  -6.720  -0.062 1.3402780   4.880        Up
16 2001   4.880  -2.749   1.799  -0.930  -6.720 1.2011750   5.026        Up
17 2001   5.026   4.880  -2.749   1.799  -0.930 1.3535800   0.810        Up
18 2001   0.810   5.026   4.880  -2.749   1.799 1.1738400   1.082        Up
19 2001   1.082   0.810   5.026   4.880  -2.749 1.2020600  -1.653      Down
20 2001  -1.653   1.082   0.810   5.026   4.880 1.0101200   3.716        Up
21 2001   3.716  -1.653   1.082   0.810   5.026 1.1643400  -1.089      Down
22 2001  -1.089   3.716  -1.653   1.082   0.810 1.0997800  -1.348      Down
23 2001  -1.348  -1.089   3.716  -1.653   1.082 1.1065500   0.340        Up
24 2001   0.340  -1.348  -1.089   3.716  -1.653 0.9662000  -4.000      Down
25 2001  -4.000   0.340  -1.348  -1.089   3.716 1.1897300   0.905        Up
26 2001   0.905  -4.000   0.340  -1.348  -1.089 1.2765240  -0.079      Down
27 2001  -0.079   0.905  -4.000   0.340  -1.348 1.3141520  -2.760      Down
28 2001  -2.760  -0.079   0.905  -4.000   0.340 0.9355025   2.107        Up
29 2001   2.107  -2.760  -0.079   0.905  -4.000 1.2418600  -0.397      Down
30 2001  -0.397   2.107  -2.760  -0.079   0.905 1.2217200  -0.415      Down
31 2001  -0.415  -0.397   2.107  -2.760  -0.079 1.1391000   0.707        Up
32 2001   0.707  -0.415  -0.397   2.107  -2.760 1.1073600  -1.992      Down
33 2001  -1.992   0.707  -0.415  -0.397   2.107 1.0026800  -2.369      Down
34 2001  -2.369  -1.992   0.707  -0.415  -0.397 0.9795000   1.976        Up
35 2001   1.976  -2.369  -1.992   0.707  -0.415 1.0158600  -4.334      Down
36 2001  -4.334   1.976  -2.369  -1.992   0.707 0.9741000  -4.217      Down
37 2001  -4.217  -4.334   1.976  -2.369  -1.992 1.3367000 -11.050      Down
38 2001 -11.050  -4.217  -4.334   1.976  -2.369 1.9500816   7.780        Up
39 2001   7.780 -11.050  -4.217  -4.334   1.976 1.5956000   2.924        Up
40 2001   2.924   7.780 -11.050  -4.217  -4.334 1.4053600   1.892        Up
41 2001   1.892   2.924   7.780 -11.050  -4.217 1.3110360  -1.664      Down
42 2001  -1.664   1.892   2.924   7.780 -11.050 1.2490400   2.900        Up
43 2001   2.900  -1.664   1.892   2.924   7.780 1.2736200  -1.576      Down
44 2001  -1.576   2.900  -1.664   1.892   2.924 1.2390600   3.045        Up
45 2001   3.045  -1.576   2.900  -1.664   1.892 1.3292600   1.637        Up
46 2001   1.637   3.045  -1.576   2.900  -1.664 1.3194000   1.027        Up
47 2001   1.027   1.637   3.045  -1.576   2.900 1.0216500  -0.947      Down
48 2001  -0.947   1.027   1.637   3.045  -1.576 1.3121600   1.655        Up
49 2001   1.655  -0.947   1.027   1.637   3.045 1.4045600  -3.041      Down
50 2001  -3.041   1.655  -0.947   1.027   1.637 1.3707800   1.941        Up
51 2001   1.941  -3.041   1.655  -0.947   1.027 1.4567600   1.409        Up
52 2001   1.409   1.941  -3.041   1.655  -0.947 0.7561175   0.990        Up

ds is the dataset which has only year 2001

7. What can you say about the distribution of lag1, lag3, lag5?

library(ggplot2)
plot1=ggplot(df,aes(y=Lag1))+geom_boxplot()
plot1

plot2=ggplot(df,aes(y=Lag2))+geom_boxplot()
plot2

plot3=ggplot(df,aes(y=Lag3))+geom_boxplot()
plot3

By the distribution it shows that the negative value is higher in three plots

8. Discuss the distribution of percentage return for today based on Direction of the market?

plot4=ggplot(df,aes(x=Today,y=Direction))+geom_point()
plot4

The value up is in positive value and the down is in negative value

9.Compute year wise mean volume

year_wise=df %>% group_by(Year) %>% summarise(mean(Volume))
year_wise
# A tibble: 21 × 2
    Year `mean(Volume)`
   <dbl>          <dbl>
 1  1990          0.155
 2  1991          0.178
 3  1992          0.203
 4  1993          0.264
 5  1994          0.290
 6  1995          0.345
 7  1996          0.408
 8  1997          0.523
 9  1998          0.669
10  1999          0.808
# ℹ 11 more rows

The year_wise gives the mean of volume year wise

10.Compute year wise 5 percentiles (10%, 30%, 50%, 70%, 90%) of percentage return of today

year_per=df %>% group_by(Year) %>% reframe(quantile(Today,m=c(0.1,0.3,0.5,0.7,0.9)))
year_per
# A tibble: 105 × 2
    Year `quantile(Today, m = c(0.1, 0.3, 0.5, 0.7, 0.9))`
   <dbl>                                             <dbl>
 1  1990                                            -4.98 
 2  1990                                            -1.91 
 3  1990                                             0.041
 4  1990                                             1.38 
 5  1990                                             4.15 
 6  1991                                            -2.67 
 7  1991                                            -0.99 
 8  1991                                             0.569
 9  1991                                             1.47 
10  1991                                             5.39 
# ℹ 95 more rows

11.Present the results of previous question in a tabular form

data.frame(year_per)
    Year quantile.Today..m...c.0.1..0.3..0.5..0.7..0.9..
1   1990                                        -4.97800
2   1990                                        -1.91250
3   1990                                         0.04100
4   1990                                         1.38050
5   1990                                         4.15000
6   1991                                        -2.66800
7   1991                                        -0.99000
8   1991                                         0.56900
9   1991                                         1.47300
10  1991                                         5.39300
11  1992                                        -2.02900
12  1992                                        -0.92625
13  1992                                         0.31500
14  1992                                         0.83050
15  1992                                         3.06400
16  1993                                        -2.65300
17  1993                                        -0.52850
18  1993                                         0.14850
19  1993                                         0.80700
20  1993                                         2.31300
21  1994                                        -3.41400
22  1994                                        -0.59400
23  1994                                         0.04700
24  1994                                         0.74275
25  1994                                         3.07600
26  1995                                        -1.32100
27  1995                                        -0.15500
28  1995                                         0.64150
29  1995                                         1.21700
30  1995                                         2.25200
31  1996                                        -2.92000
32  1996                                        -1.15800
33  1996                                         0.56600
34  1996                                         1.50600
35  1996                                         4.18100
36  1997                                        -3.50600
37  1997                                        -1.10350
38  1997                                         0.17500
39  1997                                         2.12075
40  1997                                         6.21900
41  1998                                        -5.18400
42  1998                                        -1.31100
43  1998                                         1.08900
44  1998                                         2.38100
45  1998                                         7.31700
46  1999                                        -6.63200
47  1999                                        -1.31500
48  1999                                         0.60050
49  1999                                         1.91125
50  1999                                         5.77100
51  2000                                       -10.53800
52  2000                                        -1.90175
53  2000                                        -0.89450
54  2000                                         1.42400
55  2000                                         7.20200
56  2001                                       -11.05000
57  2001                                        -1.66175
58  2001                                        -0.07050
59  2001                                         1.69100
60  2001                                         7.78000
61  2002                                        -7.99200
62  2002                                        -2.18000
63  2002                                        -0.57500
64  2002                                         1.28175
65  2002                                         5.87400
66  2003                                        -4.47800
67  2003                                        -0.70350
68  2003                                         0.56250
69  2003                                         1.39025
70  2003                                         7.50300
71  2004                                        -3.42600
72  2004                                        -0.80525
73  2004                                         0.11300
74  2004                                         1.04375
75  2004                                         3.18300
76  2005                                        -3.26600
77  2005                                        -0.80200
78  2005                                         0.18200
79  2005                                         1.07825
80  2005                                         3.05300
81  2006                                        -2.78800
82  2006                                        -0.50750
83  2006                                         0.16900
84  2006                                         1.21875
85  2006                                         3.08500
86  2007                                        -4.89900
87  2007                                        -1.13300
88  2007                                         0.06600
89  2007                                         1.49100
90  2007                                         3.54400
91  2008                                       -18.19500
92  2008                                        -2.87650
93  2008                                        -0.43300
94  2008                                         1.21300
95  2008                                        12.02600
96  2009                                        -7.03500
97  2009                                        -1.85925
98  2009                                         0.37000
99  2009                                         2.29150
100 2009                                        10.70700
101 2010                                        -6.38800
102 2010                                        -0.73175
103 2010                                         0.51650
104 2010                                         1.87675
105 2010                                         5.41600

12.Create a new variable in the data set for classifying Lag1 positive and zero or negative

new=df %>% mutate(vare=ifelse(Lag1>0,"Positive",ifelse(Lag1<0,"Negative","Zero")))
new
     Year    Lag1    Lag2    Lag3    Lag4    Lag5    Volume   Today Direction
1    1990   0.816   1.572  -3.936  -0.229  -3.484 0.1549760  -0.270      Down
2    1990  -0.270   0.816   1.572  -3.936  -0.229 0.1485740  -2.576      Down
3    1990  -2.576  -0.270   0.816   1.572  -3.936 0.1598375   3.514        Up
4    1990   3.514  -2.576  -0.270   0.816   1.572 0.1616300   0.712        Up
5    1990   0.712   3.514  -2.576  -0.270   0.816 0.1537280   1.178        Up
6    1990   1.178   0.712   3.514  -2.576  -0.270 0.1544440  -1.372      Down
7    1990  -1.372   1.178   0.712   3.514  -2.576 0.1517220   0.807        Up
8    1990   0.807  -1.372   1.178   0.712   3.514 0.1323100   0.041        Up
9    1990   0.041   0.807  -1.372   1.178   0.712 0.1439720   1.253        Up
10   1990   1.253   0.041   0.807  -1.372   1.178 0.1336350  -2.678      Down
11   1990  -2.678   1.253   0.041   0.807  -1.372 0.1490240  -1.793      Down
12   1990  -1.793  -2.678   1.253   0.041   0.807 0.1357900   2.820        Up
13   1990   2.820  -1.793  -2.678   1.253   0.041 0.1398980   4.022        Up
14   1990   4.022   2.820  -1.793  -2.678   1.253 0.1643420   0.750        Up
15   1990   0.750   4.022   2.820  -1.793  -2.678 0.1756480  -0.017      Down
16   1990  -0.017   0.750   4.022   2.820  -1.793 0.1634700   2.420        Up
17   1990   2.420  -0.017   0.750   4.022   2.820 0.1726250  -1.225      Down
18   1990  -1.225   2.420  -0.017   0.750   4.022 0.1684460   1.171        Up
19   1990   1.171  -1.225   2.420  -0.017   0.750 0.1552920  -2.061      Down
20   1990  -2.061   1.171  -1.225   2.420  -0.017 0.1433920   0.729        Up
21   1990   0.729  -2.061   1.171  -1.225   2.420 0.1405540   0.112        Up
22   1990   0.112   0.729  -2.061   1.171  -1.225 0.1250750   2.480        Up
23   1990   2.480   0.112   0.729  -2.061   1.171 0.1716040  -1.552      Down
24   1990  -1.552   2.480   0.112   0.729  -2.061 0.1669560  -2.259      Down
25   1990  -2.259  -1.552   2.480   0.112   0.729 0.1717180  -2.428      Down
26   1990  -2.428  -2.259  -1.552   2.480   0.112 0.2098160  -2.708      Down
27   1990  -2.708  -2.428  -2.259  -1.552   2.480 0.1927060  -2.292      Down
28   1990  -2.292  -2.708  -2.428  -2.259  -1.552 0.1482520  -4.978      Down
29   1990  -4.978  -2.292  -2.708  -2.428  -2.259 0.1898580   3.547        Up
30   1990   3.547  -4.978  -2.292  -2.708  -2.428 0.1278840   0.260        Up
31   1990   0.260   3.547  -4.978  -2.292  -2.708 0.1157425  -2.032      Down
32   1990  -2.032   0.260   3.547  -4.978  -2.292 0.1239240  -1.739      Down
33   1990  -1.739  -2.032   0.260   3.547  -4.978 0.1490820  -1.693      Down
34   1990  -1.693  -1.739  -2.032   0.260   3.547 0.1718560   1.781        Up
35   1990   1.781  -1.693  -1.739  -2.032   0.260 0.1649700  -3.682      Down
36   1990  -3.682   1.781  -1.693  -1.739  -2.032 0.1564540   4.150        Up
37   1990   4.150  -3.682   1.781  -1.693  -1.739 0.1802800  -2.487      Down
38   1990  -2.487   4.150  -3.682   1.781  -1.693 0.1439780   2.343        Up
39   1990   2.343  -2.487   4.150  -3.682   1.781 0.1542920   0.606        Up
40   1990   0.606   2.343  -2.487   4.150  -3.682 0.1480060   1.077        Up
41   1990   1.077   0.606   2.343  -2.487   4.150 0.1635500  -0.637      Down
42   1990  -0.637   1.077   0.606   2.343  -2.487 0.1265325   2.260        Up
43   1990   2.260  -0.637   1.077   0.606   2.343 0.1515780   1.716        Up
44   1990   1.716   2.260  -0.637   1.077   0.606 0.1979940  -0.284      Down
45   1990  -0.284   1.716   2.260  -0.637   1.077 0.1558740   1.508        Up
46   1990   1.508  -0.284   1.716   2.260  -0.637 0.1767000  -0.913      Down
47   1990  -0.913   1.508  -0.284   1.716   2.260 0.0874650  -2.349      Down
48   1991  -2.349  -0.913   1.508  -0.284   1.716 0.1306700  -1.798      Down
49   1991  -1.798  -2.349  -0.913   1.508  -0.284 0.1425320   5.393        Up
50   1991   5.393  -1.798  -2.349  -0.913   1.508 0.1822480   1.156        Up
51   1991   1.156   5.393  -1.798  -2.349  -0.913 0.1798940   2.077        Up
52   1991   2.077   1.156   5.393  -1.798  -2.349 0.1949980   4.751        Up
53   1991   4.751   2.077   1.156   5.393  -1.798 0.2596560   2.702        Up
54   1991   2.702   4.751   2.077   1.156   5.393 0.2381400  -0.924      Down
55   1991  -0.924   2.702   4.751   2.077   1.156 0.1937775   1.318        Up
56   1991   1.318  -0.924   2.702   4.751   2.077 0.2027840   1.209        Up
57   1991   1.209   1.318  -0.924   2.702   4.751 0.2239460  -0.363      Down
58   1991  -0.363   1.209   1.318  -0.924   2.702 0.1967520  -1.635      Down
59   1991  -1.635  -0.363   1.209   1.318  -0.924 0.1795400   2.106        Up
60   1991   2.106  -1.635  -0.363   1.209   1.318 0.1763050   0.037        Up
61   1991   0.037   2.106  -1.635  -0.363   1.209 0.1865580   1.343        Up
62   1991   1.343   0.037   2.106  -1.635  -0.363 0.1743280   0.999        Up
63   1991   0.999   1.343   0.037   2.106  -1.635 0.2072280  -1.348      Down
64   1991  -1.348   0.999   1.343   0.037   2.106 0.1641080   0.470        Up
65   1991   0.470  -1.348   0.999   1.343   0.037 0.1766460  -1.329      Down
66   1991  -1.329   0.470  -1.348   0.999   1.343 0.1585660  -0.892      Down
67   1991  -0.892  -1.329   0.470  -1.348   0.999 0.1718580   1.370        Up
68   1991   1.370  -0.892  -1.329   0.470  -1.348 0.1486320   3.269        Up
69   1991   3.269   1.370  -0.892  -1.329   0.470 0.2043200  -2.668      Down
70   1991  -2.668   3.269   1.370  -0.892  -1.329 0.1757660   0.754        Up
71   1991   0.754  -2.668   3.269   1.370  -0.892 0.1538140  -1.188      Down
72   1991  -1.188   0.754  -2.668   3.269   1.370 0.1606320  -1.745      Down
73   1991  -1.745  -1.188   0.754  -2.668   3.269 0.1615340   0.787        Up
74   1991   0.787  -1.745  -1.188   0.754  -2.668 0.1338150   1.649        Up
75   1991   1.649   0.787  -1.745  -1.188   0.754 0.1602280   1.044        Up
76   1991   1.044   1.649   0.787  -1.745  -1.188 0.1863660  -0.856      Down
77   1991  -0.856   1.044   1.649   0.787  -1.745 0.1483000   1.641        Up
78   1991   1.641  -0.856   1.044   1.649   0.787 0.1609440  -0.015      Down
79   1991  -0.015   1.641  -0.856   1.044   1.649 0.1564720  -0.398      Down
80   1991  -0.398  -0.015   1.641  -0.856   1.044 0.1693200   2.228        Up
81   1991   2.228  -0.398  -0.015   1.641  -0.856 0.2018520   0.320        Up
82   1991   0.320   2.228  -0.398  -0.015   1.641 0.1485440  -1.601      Down
83   1991  -1.601   0.320   2.228  -0.398  -0.015 0.1600150  -1.416      Down
84   1991  -1.416  -1.601   0.320   2.228  -0.398 0.1473080   1.129        Up
85   1991   1.129  -1.416  -1.601   0.320   2.228 0.1895540  -0.521      Down
86   1991  -0.521   1.129  -1.416  -1.601   0.320 0.1579680  -1.205      Down
87   1991  -1.205  -0.521   1.129  -1.416  -1.601 0.1630180   0.052        Up
88   1991   0.052  -1.205  -0.521   1.129  -1.416 0.1650700   2.897        Up
89   1991   2.897   0.052  -1.205  -0.521   1.129 0.1958320  -2.115      Down
90   1991  -2.115   2.897   0.052  -1.205  -0.521 0.1760080   1.853        Up
91   1991   1.853  -2.115   2.897   0.052  -1.205 0.1870600   0.401        Up
92   1991   0.401   1.853  -2.115   2.897   0.052 0.1767860  -2.614      Down
93   1991  -2.614   0.401   1.853  -2.115   2.897 0.1903460  -1.694      Down
94   1991  -1.694  -2.614   0.401   1.853  -2.115 0.2123900  -0.245      Down
95   1991  -0.245  -1.694  -2.614   0.401   1.853 0.1585575   1.034        Up
96   1991   1.034  -0.245  -1.694  -2.614   0.401 0.1858220   1.417        Up
97   1991   1.417   1.034  -0.245  -1.694  -2.614 0.1925060   0.668        Up
98   1991   0.668   1.417   1.034  -0.245  -1.694 0.2144540   5.018        Up
99   1991   5.018   0.668   1.417   1.034  -0.245 0.1746800   3.169        Up
100  1992   3.169   5.018   0.668   1.417   1.034 0.2311300  -1.011      Down
101  1992  -1.011   3.169   5.018   0.668   1.417 0.2646440   0.906        Up
102  1992   0.906  -1.011   3.169   5.018   0.668 0.2809220  -0.807      Down
103  1992  -0.807   0.906  -1.011   3.169   5.018 0.2152000  -1.613      Down
104  1992  -1.613  -0.807   0.906  -1.011   3.169 0.2101220   0.565        Up
105  1992   0.565  -1.613  -0.807   0.906  -1.011 0.2309160   0.338        Up
106  1992   0.338   0.565  -1.613  -0.807   0.906 0.2133280  -0.255      Down
107  1992  -0.255   0.338   0.565  -1.613  -0.807 0.2498925   0.309        Up
108  1992   0.309  -0.255   0.338   0.565  -1.613 0.2093640  -2.001      Down
109  1992  -2.001   0.309  -0.255   0.338   0.565 0.1958180   0.346        Up
110  1992   0.346  -2.001   0.309  -0.255   0.338 0.1816380   1.345        Up
111  1992   1.345   0.346  -2.001   0.309  -0.255 0.1956880  -1.896      Down
112  1992  -1.896   1.345   0.346  -2.001   0.309 0.1768340  -0.483      Down
113  1992  -0.483  -1.896   1.345   0.346  -2.001 0.1753340   0.682        Up
114  1992   0.682  -0.483  -1.896   1.345   0.346 0.2130720   2.906        Up
115  1992   2.906   0.682  -0.483  -1.896   1.345 0.2093025  -1.687      Down
116  1992  -1.687   2.906   0.682  -0.483  -1.896 0.2120920   0.858        Up
117  1992   0.858  -1.687   2.906   0.682  -0.483 0.1939760   0.853        Up
118  1992   0.853   0.858  -1.687   2.906   0.682 0.1825480  -1.433      Down
119  1992  -1.433   0.853   0.858  -1.687   2.906 0.1812680   0.958        Up
120  1992   0.958  -1.433   0.853   0.858  -1.687 0.1736520   0.321        Up
121  1992   0.321   0.958  -1.433   0.853   0.858 0.1948125  -0.450      Down
122  1992  -0.450   0.321   0.958  -1.433   0.853 0.2005260  -0.900      Down
123  1992  -0.900  -0.450   0.321   0.958  -1.433 0.1899600  -1.486      Down
124  1992  -1.486  -0.900  -0.450   0.321   0.958 0.2090600  -0.054      Down
125  1992  -0.054  -1.486  -0.900  -0.450   0.321 0.1779640   2.062        Up
126  1992   2.062  -0.054  -1.486  -0.900  -0.450 0.2016825   0.692        Up
127  1992   0.692   2.062  -0.054  -1.486  -0.900 0.1973500   0.241        Up
128  1992   0.241   0.692   2.062  -0.054  -1.486 0.1900040  -0.967      Down
129  1992  -0.967   0.241   0.692   2.062  -0.054 0.1738120   3.064        Up
130  1992   3.064  -0.967   0.241   0.692   2.062 0.2049880  -1.256      Down
131  1992  -1.256   3.064  -0.967   0.241   0.692 0.1751500   0.246        Up
132  1992   0.246  -1.256   3.064  -0.967   0.241 0.1691100  -1.205      Down
133  1992  -1.205   0.246  -1.256   3.064  -0.967 0.1799740  -0.002      Down
134  1992  -0.002  -1.205   0.246  -1.256   3.064 0.1742340   0.540        Up
135  1992   0.540  -0.002  -1.205   0.246  -1.256 0.1717040   0.599        Up
136  1992   0.599   0.540  -0.002  -1.205   0.246 0.1856975   0.798        Up
137  1992   0.798   0.599   0.540  -0.002  -1.205 0.2239920  -2.029      Down
138  1992  -2.029   0.798   0.599   0.540  -0.002 0.1900160  -0.936      Down
139  1992  -0.936  -2.029   0.798   0.599   0.540 0.1813580  -1.903      Down
140  1992  -1.903  -0.936  -2.029   0.798   0.599 0.2116740   2.253        Up
141  1992   2.253  -1.903  -0.936  -2.029   0.798 0.1877460   0.576        Up
142  1992   0.576   2.253  -1.903  -0.936  -2.029 0.2229840   1.106        Up
143  1992   1.106   0.576   2.253  -1.903  -0.936 0.2004360  -0.263      Down
144  1992  -0.263   1.106   0.576   2.253  -1.903 0.2061720   1.161        Up
145  1992   1.161  -0.263   1.106   0.576   2.253 0.2166900   0.999        Up
146  1992   0.999   1.161  -0.263   1.106   0.576 0.2113040   0.823        Up
147  1992   0.823   0.999   1.161  -0.263   1.106 0.1869475   0.442        Up
148  1992   0.442   0.823   0.999   1.161  -0.263 0.2418440   0.387        Up
149  1992   0.387   0.442   0.823   0.999   1.161 0.2174480   1.741        Up
150  1992   1.741   0.387   0.442   0.823   0.999 0.2595760  -0.342      Down
151  1992  -0.342   1.741   0.387   0.442   0.823 0.2011225  -0.923      Down
152  1993  -0.923  -0.342   1.741   0.387   0.442 0.1768675  -1.529      Down
153  1993  -1.529  -0.923  -0.342   1.741   0.387 0.2610240   1.888        Up
154  1993   1.888  -1.529  -0.923  -0.342   1.741 0.2585360  -0.238      Down
155  1993  -0.238   1.888  -1.529  -0.923  -0.342 0.2598000   0.612        Up
156  1993   0.612  -0.238   1.888  -1.529  -0.923 0.2768100   2.313        Up
157  1993   2.313   0.612  -0.238   1.888  -1.529 0.3062780  -0.969      Down
158  1993  -0.969   2.313   0.612  -0.238   1.888 0.2419440  -2.330      Down
159  1993  -2.330  -0.969   2.313   0.612  -0.238 0.3142350   2.110        Up
160  1993   2.110  -2.330  -0.969   2.313   0.612 0.2888800   0.616        Up
161  1993   0.616   2.110  -2.330  -0.969   2.313 0.2534580   0.834        Up
162  1993   0.834   0.616   2.110  -2.330  -0.969 0.2668100   0.078        Up
163  1993   0.078   0.834   0.616   2.110  -2.330 0.2473720  -0.533      Down
164  1993  -0.533   0.078   0.834   0.616   2.110 0.2436800  -1.427      Down
165  1993  -1.427  -0.533   0.078   0.834   0.616 0.2536420   0.102        Up
166  1993   0.102  -1.427  -0.533   0.078   0.834 0.2935325   1.607        Up
167  1993   1.607   0.102  -1.427  -0.533   0.078 0.2736760  -2.653      Down
168  1993  -2.653   1.607   0.102  -1.427  -0.533 0.2840400   0.723        Up
169  1993   0.723  -2.653   1.607   0.102  -1.427 0.2665200   0.482        Up
170  1993   0.482   0.723  -2.653   1.607   0.102 0.2493100  -0.622      Down
171  1993  -0.622   0.482   0.723  -2.653   1.607 0.2513140   1.429        Up
172  1993   1.429  -0.622   0.482   0.723  -2.653 0.2805160   0.976        Up
173  1993   0.976   1.429  -0.622   0.482   0.723 0.2405880  -0.029      Down
174  1993  -0.029   0.976   1.429  -0.622   0.482 0.2593150  -0.622      Down
175  1993  -0.622  -0.029   0.976   1.429  -0.622 0.2431880  -0.800      Down
176  1993  -0.800  -0.622  -0.029   0.976   1.429 0.2504720   0.884        Up
177  1993   0.884  -0.800  -0.622  -0.029   0.976 0.2478640  -0.393      Down
178  1993  -0.393   0.884  -0.800  -0.622  -0.029 0.2624620   0.509        Up
179  1993   0.509  -0.393   0.884  -0.800  -0.622 0.2515250  -0.527      Down
180  1993  -0.527   0.509  -0.393   0.884  -0.800 0.2554740   0.303        Up
181  1993   0.303  -0.527   0.509  -0.393   0.884 0.2488360   0.230        Up
182  1993   0.230   0.303  -0.527   0.509  -0.393 0.2536180   0.123        Up
183  1993   0.123   0.230   0.303  -0.527   0.509 0.2393200   0.325        Up
184  1993   0.325   0.123   0.230   0.303  -0.527 0.2499000   1.337        Up
185  1993   1.337   0.325   0.123   0.230   0.303 0.2756060   0.960        Up
186  1993   0.960   1.337   0.325   0.123   0.230 0.2470120   0.174        Up
187  1993   0.174   0.960   1.337   0.325   0.123 0.2298160   0.082        Up
188  1993   0.082   0.174   0.960   1.337   0.325 0.2601550  -0.626      Down
189  1993  -0.626   0.082   0.174   0.960   1.337 0.2818200  -0.262      Down
190  1993  -0.262  -0.626   0.082   0.174   0.960 0.2708040   0.798        Up
191  1993   0.798  -0.262  -0.626   0.082   0.174 0.2607580  -0.210      Down
192  1993  -0.210   0.798  -0.262  -0.626   0.082 0.2599660   1.996        Up
193  1993   1.996  -0.210   0.798  -0.262  -0.626 0.2913200  -1.327      Down
194  1993  -1.327   1.996  -0.210   0.798  -0.262 0.3061380   0.984        Up
195  1993   0.984  -1.327   1.996  -0.210   0.798 0.2792920  -1.766      Down
196  1993  -1.766   0.984  -1.327   1.996  -0.210 0.3126480   1.266        Up
197  1993   1.266  -1.766   0.984  -1.327   1.996 0.2808420  -0.599      Down
198  1993  -0.599   1.266  -1.766   0.984  -1.327 0.2976820   0.099        Up
199  1993   0.099  -0.599   1.266  -1.766   0.984 0.2153450   0.395        Up
200  1993   0.395   0.099  -0.599   1.266  -1.766 0.2755940  -0.207      Down
201  1993  -0.207   0.395   0.099  -0.599   1.266 0.2851420   0.528        Up
202  1993   0.528  -0.207   0.395   0.099  -0.599 0.3023540   0.214        Up
203  1993   0.214   0.528  -0.207   0.395   0.099 0.2572375  -0.199      Down
204  1994  -0.199   0.214   0.528  -0.207   0.395 0.2012360   0.740        Up
205  1994   0.740  -0.199   0.214   0.528  -0.207 0.3375300   1.066        Up
206  1994   1.066   0.740  -0.199   0.214   0.528 0.3037120  -0.040      Down
207  1994  -0.040   1.066   0.740  -0.199   0.214 0.3021980   0.838        Up
208  1994   0.838  -0.040   1.066   0.740  -0.199 0.3174640  -1.857      Down
209  1994  -1.857   0.838  -0.040   1.066   0.740 0.3342140   0.079        Up
210  1994   0.079  -1.857   0.838  -0.040   1.066 0.3080220  -0.530      Down
211  1994  -0.530   0.079  -1.857   0.838  -0.040 0.2997340  -0.346      Down
212  1994  -0.346  -0.530   0.079  -1.857   0.838 0.2993575  -0.285      Down
213  1994  -0.285  -0.346  -0.530   0.079  -1.857 0.3075820   0.366        Up
214  1994   0.366  -0.285  -0.346  -0.530   0.079 0.3133540   0.990        Up
215  1994   0.990   0.366  -0.285  -0.346  -0.530 0.3275420  -2.225      Down
216  1994  -2.225   0.990   0.366  -0.285  -0.346 0.2729000  -3.216      Down
217  1994  -3.216  -2.225   0.990   0.366  -0.285 0.3467025   0.298        Up
218  1994   0.298  -3.216  -2.225   0.990   0.366 0.3131500  -0.206      Down
219  1994  -0.206   0.298  -3.216  -2.225   0.990 0.2727760   0.325        Up
220  1994   0.325  -0.206   0.298  -3.216  -2.225 0.3271540   0.733        Up
221  1994   0.733   0.325  -0.206   0.298  -3.216 0.2924025  -0.685      Down
222  1994  -0.685   0.733   0.325  -0.206   0.298 0.2799880  -0.822      Down
223  1994  -0.822  -0.685   0.733   0.325  -0.206 0.2701540   2.427        Up
224  1994   2.427  -0.822  -0.685   0.733   0.325 0.2965020   0.530        Up
225  1994   0.530   2.427  -0.822  -0.685   0.733 0.2452100   0.612        Up
226  1994   0.612   0.530   2.427  -0.822  -0.685 0.2599325  -0.317      Down
227  1994  -0.317   0.612   0.530   2.427  -0.822 0.2450220  -0.048      Down
228  1994  -0.048  -0.317   0.612   0.530   2.427 0.2863540  -3.414      Down
229  1994  -3.414  -0.048  -0.317   0.612   0.530 0.2594200   0.768        Up
230  1994   0.768  -3.414  -0.048  -0.317   0.612 0.2549380   0.751        Up
231  1994   0.751   0.768  -3.414  -0.048  -0.317 0.2319750   1.025        Up
232  1994   1.025   0.751   0.768  -3.414  -0.048 0.2678500  -0.231      Down
233  1994  -0.231   1.025   0.751   0.768  -3.414 0.2601100   1.137        Up
234  1994   1.137  -0.231   1.025   0.751   0.768 0.2426740  -0.255      Down
235  1994  -0.255   1.137  -0.231   1.025   0.751 0.2712360   1.061        Up
236  1994   1.061  -0.255   1.137  -0.231   1.025 0.2562580   0.377        Up
237  1994   0.377   1.061  -0.255   1.137  -0.231 0.2806120   2.183        Up
238  1994   2.183   0.377   1.061  -0.255   1.137 0.2885940  -0.593      Down
239  1994  -0.593   2.183   0.377   1.061  -0.255 0.2828460  -0.597      Down
240  1994  -0.597  -0.593   2.183   0.377   1.061 0.2695925   0.643        Up
241  1994   0.643  -0.597  -0.593   2.183   0.377 0.3056400  -2.445      Down
242  1994  -2.445   0.643  -0.597  -0.593   2.183 0.3120520   0.661        Up
243  1994   0.661  -2.445   0.643  -0.597  -0.593 0.2974120  -1.645      Down
244  1994  -1.645   0.661  -2.445   0.643  -0.597 0.3022540   3.076        Up
245  1994   3.076  -1.645   0.661  -2.445   0.643 0.2855740  -0.897      Down
246  1994  -0.897   3.076  -1.645   0.661  -2.445 0.2924040   1.910        Up
247  1994   1.910  -0.897   3.076  -1.645   0.661 0.3281440  -2.425      Down
248  1994  -2.425   1.910  -0.897   3.076  -1.645 0.3029700   0.015        Up
249  1994   0.015  -2.425   1.910  -0.897   3.076 0.2770760  -0.190      Down
250  1994  -0.190   0.015  -2.425   1.910  -0.897 0.3147460  -1.989      Down
251  1994  -1.989  -0.190   0.015  -2.425   1.910 0.3073375   0.223        Up
252  1994   0.223  -1.989  -0.190   0.015  -2.425 0.2842840  -1.399      Down
253  1994  -1.399   0.223  -1.989  -0.190   0.015 0.3079280   2.649        Up
254  1994   2.649  -1.399   0.223  -1.989  -0.190 0.3524980   0.224        Up
255  1994   0.224   2.649  -1.399   0.223  -1.989 0.3028760  -0.122      Down
256  1995  -0.122   0.224   2.649  -1.399   0.223 0.2410875   0.307        Up
257  1995   0.307  -0.122   0.224   2.649  -1.399 0.2997700   1.148        Up
258  1995   1.148   0.307  -0.122   0.224   2.649 0.3254660  -0.255      Down
259  1995  -0.255   1.148   0.307  -0.122   0.224 0.3334800   1.207        Up
260  1995   1.207  -0.255   1.148   0.307  -0.122 0.3256220   1.756        Up
261  1995   1.756   1.207  -0.255   1.148   0.307 0.3777120   0.587        Up
262  1995   0.587   1.756   1.207  -0.255   1.148 0.3159840   0.106        Up
263  1995   0.106   0.587   1.756   1.207  -0.255 0.3287980   1.274        Up
264  1995   1.274   0.106   0.587   1.756   1.207 0.3361900  -0.551      Down
265  1995  -0.551   1.274   0.106   0.587   1.756 0.3252960   0.855        Up
266  1995   0.855  -0.551   1.274   0.106   0.587 0.3412920   1.215        Up
267  1995   1.215   0.855  -0.551   1.274   0.106 0.3370060   1.100        Up
268  1995   1.100   1.215   0.855  -0.551   1.274 0.3317740  -0.052      Down
269  1995  -0.052   1.100   1.215   0.855  -0.551 0.3437140   1.140        Up
270  1995   1.140  -0.052   1.100   1.215   0.855 0.3154800   0.555        Up
271  1995   0.555   1.140  -0.052   1.100   1.215 0.3002750  -0.145      Down
272  1995  -0.145   0.555   1.140  -0.052   1.100 0.3656720   1.223        Up
273  1995   1.223  -0.145   0.555   1.140  -0.052 0.3400340   1.051        Up
274  1995   1.051   1.223  -0.145   0.555   1.140 0.3538260   1.044        Up
275  1995   1.044   1.051   1.223  -0.145   0.555 0.3472000  -1.210      Down
276  1995  -1.210   1.044   1.051   1.223  -0.145 0.3472520   0.859        Up
277  1995   0.859  -1.210   1.044   1.051   1.223 0.3346200   1.692        Up
278  1995   1.692   0.859  -1.210   1.044   1.051 0.3382800  -0.858      Down
279  1995  -0.858   1.692   0.859  -1.210   1.044 0.3246500   2.252        Up
280  1995   2.252  -0.858   1.692   0.859  -1.210 0.3475580   1.830        Up
281  1995   1.830   2.252  -0.858   1.692   0.859 0.3692460  -0.902      Down
282  1995  -0.902   1.830   2.252  -0.858   1.692 0.3272920   2.133        Up
283  1995   2.133  -0.902   1.830   2.252  -0.858 0.3406975   0.633        Up
284  1995   0.633   2.133  -0.902   1.830   2.252 0.3806520  -1.120      Down
285  1995  -1.120   0.633   2.133  -0.902   1.830 0.3999660   1.682        Up
286  1995   1.682  -1.120   0.633   2.133  -0.902 0.3500260  -0.709      Down
287  1995  -0.709   1.682  -1.120   0.633   2.133 0.3332680  -0.685      Down
288  1995  -0.685  -0.709   1.682  -1.120   0.633 0.2922080   0.739        Up
289  1995   0.739  -0.685  -0.709   1.682  -1.120 0.3320220   0.159        Up
290  1995   0.159   0.739  -0.685  -0.709   1.682 0.2882340   0.668        Up
291  1995   0.668   0.159   0.739  -0.685  -0.709 0.2933280   1.568        Up
292  1995   1.568   0.668   0.159   0.739  -0.685 0.3354675   1.863        Up
293  1995   1.863   1.568   0.668   0.159   0.739 0.3736020  -0.278      Down
294  1995  -0.278   1.863   1.568   0.668   0.159 0.3670400   0.461        Up
295  1995   0.461  -0.278   1.863   1.568   0.668 0.3502040  -0.329      Down
296  1995  -0.329   0.461  -0.278   1.863   1.568 0.3422940   0.345        Up
297  1995   0.345  -0.329   0.461  -0.278   1.863 0.3495020   0.506        Up
298  1995   0.506   0.345  -0.329   0.461  -0.278 0.3728760  -1.321      Down
299  1995  -1.321   0.506   0.345  -0.329   0.461 0.4046820   1.875        Up
300  1995   1.875  -1.321   0.506   0.345  -0.329 0.3640420   0.364        Up
301  1995   0.364   1.875  -1.321   0.506   0.345 0.3426020   1.240        Up
302  1995   1.240   0.364   1.875  -1.321   0.506 0.3773680  -0.017      Down
303  1995  -0.017   1.240   0.364   1.875  -1.321 0.3180800   1.168        Up
304  1995   1.168  -0.017   1.240   0.364   1.875 0.3999260   1.730        Up
305  1995   1.730   1.168  -0.017   1.240   0.364 0.3935560  -0.185      Down
306  1995  -0.185   1.730   1.168  -0.017   1.240 0.4418640  -0.712      Down
307  1995  -0.712  -0.185   1.730   1.168  -0.017 0.4095280   0.650        Up
308  1996   0.650  -0.712  -0.185   1.730   1.168 0.2698725   0.127        Up
309  1996   0.127   0.650  -0.712  -0.185   1.730 0.4457050  -2.416      Down
310  1996  -2.416   0.127   0.650  -0.712  -0.185 0.3673580   1.665        Up
311  1996   1.665  -2.416   0.127   0.650  -0.712 0.4276500   1.600        Up
312  1996   1.600   1.665  -2.416   0.127   0.650 0.4260600   2.288        Up
313  1996   2.288   1.600   1.665  -2.416   0.127 0.4362680   3.229        Up
314  1996   3.229   2.288   1.600   1.665  -2.416 0.4518080  -1.278      Down
315  1996  -1.278   3.229   2.288   1.600   1.665 0.4244220   1.713        Up
316  1996   1.713  -1.278   3.229   2.288   1.600 0.4389325  -2.232      Down
317  1996  -2.232   1.713  -1.278   3.229   2.288 0.4406220  -1.687      Down
318  1996  -1.687  -2.232   1.713  -1.278   3.229 0.4527060   1.252        Up
319  1996   1.252  -1.687  -2.232   1.713  -1.278 0.4680220   1.433        Up
320  1996   1.433   1.252  -1.687  -2.232   1.713 0.3963500  -0.787      Down
321  1996  -0.787   1.433   1.252  -1.687  -2.232 0.3854660   1.605        Up
322  1996   1.605  -0.787   1.433   1.252  -1.687 0.3921950  -2.920      Down
323  1996  -2.920   1.605  -0.787   1.433   1.252 0.4493460   1.313        Up
324  1996   1.313  -2.920   1.605  -0.787   1.433 0.4231440   1.301        Up
325  1996   1.301   1.313  -2.920   1.605  -0.787 0.4413860  -1.810      Down
326  1996  -1.810   1.301   1.313  -2.920   1.605 0.4038020   1.630        Up
327  1996   1.630  -1.810   1.301   1.313  -2.920 0.4229460   2.579        Up
328  1996   2.579   1.630  -1.810   1.301   1.313 0.4247240   1.435        Up
329  1996   1.435   2.579   1.630  -1.810   1.301 0.3958560  -1.384      Down
330  1996  -1.384   1.435   2.579   1.630  -1.810 0.3554800   0.626        Up
331  1996   0.626  -1.384   1.435   2.579   1.630 0.3995040  -1.108      Down
332  1996  -1.108   0.626  -1.384   1.435   2.579 0.3856620   0.149        Up
333  1996   0.149  -1.108   0.626  -1.384   1.435 0.4033420   0.568        Up
334  1996   0.568   0.149  -1.108   0.626  -1.384 0.3976600  -1.967      Down
335  1996  -1.967   0.568   0.149  -1.108   0.626 0.3128700  -1.711      Down
336  1996  -1.711  -1.967   0.568   0.149  -1.108 0.4212580  -1.154      Down
337  1996  -1.154  -1.711  -1.967   0.568   0.149 0.4996720  -0.443      Down
338  1996  -0.443  -1.154  -1.711  -1.967   0.568 0.3935040   4.181        Up
339  1996   4.181  -0.443  -1.154  -1.711  -1.967 0.3814800  -0.059      Down
340  1996  -0.059   4.181  -0.443  -1.154  -1.711 0.3421440   0.470        Up
341  1996   0.470  -0.059   4.181  -0.443  -1.154 0.3359400   0.274        Up
342  1996   0.274   0.470  -0.059   4.181  -0.443 0.3281640  -2.255      Down
343  1996  -2.255   0.274   0.470  -0.059   4.181 0.2935780   0.566        Up
344  1996   0.566  -2.255   0.274   0.470  -0.059 0.3517925   3.791        Up
345  1996   3.791   0.566  -2.255   0.274   0.470 0.3897100   0.954        Up
346  1996   0.954   3.791   0.566  -2.255   0.274 0.4389060  -0.122      Down
347  1996  -0.122   0.954   3.791   0.566  -2.255 0.4250500   2.225        Up
348  1996   2.225  -0.122   0.954   3.791   0.566 0.4201380  -0.114      Down
349  1996  -0.114   2.225  -0.122   0.954   3.791 0.4030540   1.450        Up
350  1996   1.450  -0.114   2.225  -0.122   0.954 0.4347920  -1.393      Down
351  1996  -1.393   1.450  -0.114   2.225  -0.122 0.4108400   0.407        Up
352  1996   0.407  -1.393   1.450  -0.114   2.225 0.4427260   3.844        Up
353  1996   3.844   0.407  -1.393   1.450  -0.114 0.4599800   0.930        Up
354  1996   0.930   3.844   0.407  -1.393   1.450 0.4529980   1.506        Up
355  1996   1.506   0.930   3.844   0.407  -1.393 0.4676080   1.107        Up
356  1996   1.107   1.506   0.930   3.844   0.407 0.3488525  -2.301      Down
357  1996  -2.301   1.107   1.506   0.930   3.844 0.4822980  -1.482      Down
358  1996  -1.482  -2.301   1.107   1.506   0.930 0.4546720   2.776        Up
359  1996   2.776  -1.482  -2.301   1.107   1.506 0.5297280   1.058        Up
360  1996   1.058   2.776  -1.482  -2.301   1.107 0.2542150  -1.158      Down
361  1997  -1.158   1.058   2.776  -1.482  -2.301 0.4137550   1.533        Up
362  1997   1.533  -1.158   1.058   2.776  -1.482 0.5456600   2.195        Up
363  1997   2.195   1.533  -1.158   1.058   2.776 0.5147840  -0.728      Down
364  1997  -0.728   2.195   1.533  -1.158   1.058 0.5657940   2.030        Up
365  1997   2.030  -0.728   2.195   1.533  -1.158 0.5176880   0.432        Up
366  1997   0.432   2.030  -0.728   2.195   1.533 0.5222440   2.396        Up
367  1997   2.396   0.432   2.030  -0.728   2.195 0.5207640  -0.830      Down
368  1997  -0.830   2.396   0.432   2.030  -0.728 0.4910325  -1.366      Down
369  1997  -1.366  -0.830   2.396   0.432   2.030 0.5073520   1.789        Up
370  1997   1.789  -1.366  -0.830   2.396   0.432 0.5112380  -1.466      Down
371  1997  -1.466   1.789  -1.366  -0.830   2.396 0.4902660  -1.144      Down
372  1997  -1.144  -1.466   1.789  -1.366  -0.830 0.5268820  -1.303      Down
373  1997  -1.303  -1.144  -1.466   1.789  -1.366 0.4807375  -2.065      Down
374  1997  -2.065  -1.303  -1.144  -1.466   1.789 0.5184900  -2.672      Down
375  1997  -2.672  -2.065  -1.303  -1.144  -1.466 0.4444500   3.889        Up
376  1997   3.889  -2.672  -2.065  -1.303  -1.144 0.4771380  -0.127      Down
377  1997  -0.127   3.889  -2.672  -2.065  -1.303 0.4604280   6.219        Up
378  1997   6.219  -0.127   3.889  -2.672  -2.065 0.4936760   1.453        Up
379  1997   1.453   6.219  -0.127   3.889  -2.672 0.5286960   0.603        Up
380  1997   0.603   1.453   6.219  -0.127   3.889 0.4798080   2.083        Up
381  1997   2.083   0.603   1.453   6.219  -0.127 0.4361380   0.148        Up
382  1997   0.148   2.083   0.603   1.453   6.219 0.4808225   1.147        Up
383  1997   1.147   0.148   2.083   0.603   1.453 0.4742620   4.110        Up
384  1997   4.110   1.147   0.148   2.083   0.603 0.5350140   0.608        Up
385  1997   0.608   4.110   1.147   0.148   2.083 0.5278160  -1.268      Down
386  1997  -1.268   0.608   4.110   1.147   0.148 0.5221900   3.338        Up
387  1997   3.338  -1.268   0.608   4.110   1.147 0.5018450  -0.026      Down
388  1997  -0.026   3.338  -1.268   0.608   4.110 0.5370580  -0.151      Down
389  1997  -0.151  -0.026   3.338  -1.268   0.608 0.5901360   2.566        Up
390  1997   2.566  -0.151  -0.026   3.338  -1.268 0.5497100   0.889        Up
391  1997   0.889   2.566  -0.151  -0.026   3.338 0.5283020  -1.436      Down
392  1997  -1.436   0.889   2.566  -0.151  -0.026 0.5372720  -3.506      Down
393  1997  -3.506  -1.436   0.889   2.566  -0.151 0.5270280   2.523        Up
394  1997   2.523  -3.506  -1.436   0.889   2.566 0.5080780  -2.606      Down
395  1997  -2.606   2.523  -3.506  -1.436   0.889 0.4460920   3.289        Up
396  1997   3.289  -2.606   2.523  -3.506  -1.436 0.5341600  -0.553      Down
397  1997  -0.553   3.289  -2.606   2.523  -3.506 0.5210840   2.879        Up
398  1997   2.879  -0.553   3.289  -2.606   2.523 0.5785660  -0.557      Down
399  1997  -0.557   2.879  -0.553   3.289  -2.606 0.5367020   2.096        Up
400  1997   2.096  -0.557   2.879  -0.553   3.289 0.5522780   0.202        Up
401  1997   0.202   2.096  -0.557   2.879  -0.553 0.5346440  -2.360      Down
402  1997  -2.360   0.202   2.096  -0.557   2.879 0.5184860  -0.267      Down
403  1997  -0.267  -2.360   0.202   2.096  -0.557 0.6061160  -2.869      Down
404  1997  -2.869  -0.267  -2.360   0.202   2.096 0.8048480   1.409        Up
405  1997   1.409  -2.869  -0.267  -2.360   0.202 0.5529760   0.091        Up
406  1997   0.091   1.409  -2.869  -0.267  -2.360 0.5549720   3.742        Up
407  1997   3.742   0.091   1.409  -2.869  -0.267 0.5708500  -0.798      Down
408  1997  -0.798   3.742   0.091   1.409  -2.869 0.4449075   2.972        Up
409  1997   2.972  -0.798   3.742   0.091   1.409 0.5976180  -3.090      Down
410  1997  -3.090   2.972  -0.798   3.742   0.091 0.5685580  -0.693      Down
411  1997  -0.693  -3.090   2.972  -0.798   3.742 0.6502880  -1.090      Down
412  1997  -1.090  -0.693  -3.090   2.972  -0.798 0.3666550   4.120        Up
413  1998   4.120  -1.090  -0.693  -3.090   2.972 0.4441675  -4.856      Down
414  1998  -4.856   4.120  -1.090  -0.693  -3.090 0.6624760   3.646        Up
415  1998   3.646  -4.856   4.120  -1.090  -0.693 0.6389200  -0.408      Down
416  1998  -0.408   3.646  -4.856   4.120  -1.090 0.6383225   2.369        Up
417  1998   2.369  -0.408   3.646  -4.856   4.120 0.6613660   3.283        Up
418  1998   3.283   2.369  -0.408   3.646  -4.856 0.6770980   0.754        Up
419  1998   0.754   3.283   2.369  -0.408   3.646 0.5820660   1.384        Up
420  1998   1.384   0.754   3.283   2.369  -0.408 0.5970025   1.463        Up
421  1998   1.463   1.384   0.754   3.283   2.369 0.5945440   0.605        Up
422  1998   0.605   1.463   1.384   0.754   3.283 0.6323760   1.224        Up
423  1998   1.224   0.605   1.463   1.384   0.754 0.6209240   2.859        Up
424  1998   2.859   1.224   0.605   1.463   1.384 0.6356360  -0.338      Down
425  1998  -0.338   2.859   1.224   0.605   1.463 0.6205160   2.488        Up
426  1998   2.488  -0.338   2.859   1.224   0.605 0.6355720  -1.072      Down
427  1998  -1.072   2.488  -0.338   2.859   1.224 0.6154600   1.085        Up
428  1998   1.085  -1.072   2.488  -0.338   2.859 0.6470180  -1.320      Down
429  1998  -1.320   1.085  -1.072   2.488  -0.338 0.6509300   1.182        Up
430  1998   1.182  -1.320   1.085  -1.072   2.488 0.6561840  -1.147      Down
431  1998  -1.147   1.182  -1.320   1.085  -1.072 0.5784000   0.053        Up
432  1998   0.053  -1.147   1.182  -1.320   1.085 0.5931280   0.157        Up
433  1998   0.157   0.053  -1.147   1.182  -1.320 0.5336800  -1.770      Down
434  1998  -1.770   0.157   0.053  -1.147   1.182 0.5922825   2.112        Up
435  1998   2.112  -1.770   0.157   0.053  -1.147 0.5697960  -1.348      Down
436  1998  -1.348   2.112  -1.770   0.157   0.053 0.5954360   0.165        Up
437  1998   0.165  -1.348   2.112  -1.770   0.157 0.6621520   2.957        Up
438  1998   2.957   0.165  -1.348   2.112  -1.770 0.6187000   1.167        Up
439  1998   1.167   2.957   0.165  -1.348   2.112 0.6333400   1.562        Up
440  1998   1.562   1.167   2.957   0.165  -1.348 0.5973100   1.926        Up
441  1998   1.926   1.562   1.167   2.957   0.165 0.6589820  -3.872      Down
442  1998  -3.872   1.926   1.562   1.167   2.957 0.6800560  -1.765      Down
443  1998  -1.765  -3.872   1.926   1.562   1.167 0.6602500  -2.786      Down
444  1998  -2.786  -1.765  -3.872   1.926   1.562 0.7704200  -2.451      Down
445  1998  -2.451  -2.786  -1.765  -3.872   1.926 0.6740020   1.740        Up
446  1998   1.740  -2.451  -2.786  -1.765  -3.872 0.6511880  -5.004      Down
447  1998  -5.004   1.740  -2.451  -2.786  -1.765 0.7352000  -5.184      Down
448  1998  -5.184  -5.004   1.740  -2.451  -2.786 0.9379000   3.611        Up
449  1998   3.611  -5.184  -5.004   1.740  -2.451 0.8046250   1.093        Up
450  1998   1.093   3.611  -5.184  -5.004   1.740 0.7451400   2.417        Up
451  1998   2.417   1.093   3.611  -5.184  -5.004 0.7494360  -4.034      Down
452  1998  -4.034   2.417   1.093   3.611  -5.184 0.8106600  -1.816      Down
453  1998  -1.816  -4.034   2.417   1.093   3.611 0.9265800   7.317        Up
454  1998   7.317  -1.816  -4.034   2.417   1.093 0.8390800   1.349        Up
455  1998   1.349   7.317  -1.816  -4.034   2.417 0.7668880   2.615        Up
456  1998   2.615   1.349   7.317  -1.816  -4.034 0.7072620   3.854        Up
457  1998   3.854   2.615   1.349   7.317  -1.816 0.7545000  -1.340      Down
458  1998  -1.340   3.854   2.615   1.349   7.317 0.6489120   3.361        Up
459  1998   3.361  -1.340   3.854   2.615   1.349 0.6730980   2.473        Up
460  1998   2.473   3.361  -1.340   3.854   2.615 0.5952075  -1.308      Down
461  1998  -1.308   2.473   3.361  -1.340   3.854 0.7426600  -0.874      Down
462  1998  -0.874  -1.308   2.473   3.361  -1.340 0.7061200   1.849        Up
463  1998   1.849  -0.874  -1.308   2.473   3.361 0.7648400   3.219        Up
464  1998   3.219   1.849  -0.874  -1.308   2.473 0.5924450   0.241        Up
465  1999   0.241   3.219   1.849  -0.874  -1.308 0.6078675   3.731        Up
466  1999   3.731   0.241   3.219   1.849  -0.874 0.8879400  -2.496      Down
467  1999  -2.496   3.731   0.241   3.219   1.849 0.8290000  -1.453      Down
468  1999  -1.453  -2.496   3.731   0.241   3.219 0.8372250   4.444        Up
469  1999   4.444  -1.453  -2.496   3.731   0.241 0.8559800  -3.145      Down
470  1999  -3.145   4.444  -1.453  -2.496   3.731 0.8495600  -0.748      Down
471  1999  -0.748  -3.145   4.444  -1.453  -2.496 0.7340200   0.739        Up
472  1999   0.739  -0.748  -3.145   4.444  -1.453 0.7078150  -0.072      Down
473  1999  -0.072   0.739  -0.748  -3.145   4.444 0.7613400   2.999        Up
474  1999   2.999  -0.072   0.739  -0.748  -3.145 0.7621200   1.499        Up
475  1999   1.499   2.999  -0.072   0.739  -0.748 0.8181600   0.363        Up
476  1999   0.363   1.499   2.999  -0.072   0.739 0.7954200  -1.269      Down
477  1999  -1.269   0.363   1.499   2.999  -0.072 0.7445600   0.851        Up
478  1999   0.851  -1.269   0.363   1.499   2.999 0.7760500   4.223        Up
479  1999   4.223   0.851  -1.269   0.363   1.499 0.7732600  -2.177      Down
480  1999  -2.177   4.223   0.851  -1.269   0.363 0.9331600   2.870        Up
481  1999   2.870  -2.177   4.223   0.851  -1.269 0.9585200  -1.597      Down
482  1999  -1.597   2.870  -2.177   4.223   0.851 0.8991000   0.735        Up
483  1999   0.735  -1.597   2.870  -2.177   4.223 0.8696600  -0.535      Down
484  1999  -0.535   0.735  -1.597   2.870  -2.177 0.7919200  -0.561      Down
485  1999  -0.561  -0.535   0.735  -1.597   2.870 0.7317600  -2.139      Down
486  1999  -2.139  -0.561  -0.535   0.735  -1.597 0.7827120   1.990        Up
487  1999   1.990  -2.139  -0.561  -0.535   0.735 0.7064750  -2.569      Down
488  1999  -2.569   1.990  -2.139  -0.561  -0.535 0.6853800   3.803        Up
489  1999   3.803  -2.569   1.990  -2.139  -0.561 0.7575200  -2.050      Down
490  1999  -2.050   3.803  -2.569   1.990  -2.139 0.6897520   5.771        Up
491  1999   5.771  -2.050   3.803  -2.569   1.990 0.8093960   0.867        Up
492  1999   0.867   5.771  -2.050   3.803  -2.569 0.7614250   1.105        Up
493  1999   1.105   0.867   5.771  -2.050   3.803 0.7420600  -4.359      Down
494  1999  -4.359   1.105   0.867   5.771  -2.050 0.7169820  -2.080      Down
495  1999  -2.080  -4.359   1.105   0.867   5.771 0.7070100  -2.140      Down
496  1999  -2.140  -2.080  -4.359   1.105   0.867 0.7473300   2.106        Up
497  1999   2.106  -2.140  -2.080  -4.359   1.105 0.7500200   0.673        Up
498  1999   0.673   2.106  -2.140  -2.080  -4.359 0.6606500   0.872        Up
499  1999   0.872   0.673   2.106  -2.140  -2.080 0.7137900   0.665        Up
500  1999   0.665   0.872   0.673   2.106  -2.140 0.7036200  -0.411      Down
501  1999  -0.411   0.665   0.872   0.673   2.106 0.7722250  -1.201      Down
502  1999  -1.201  -0.411   0.665   0.872   0.673 0.7561200  -4.348      Down
503  1999  -4.348  -1.201  -0.411   0.665   0.872 0.7942200   0.427        Up
504  1999   0.427  -4.348  -1.201  -0.411   0.665 0.8871600   4.148        Up
505  1999   4.148   0.427  -4.348  -1.201  -0.411 0.8778600  -6.632      Down
506  1999  -6.632   4.148   0.427  -4.348  -1.201 0.8121200   4.348        Up
507  1999   4.348  -6.632   4.148   0.427  -4.348 0.9249800   4.708        Up
508  1999   4.708   4.348  -6.632   4.148   0.427 0.9722000   0.536        Up
509  1999   0.536   4.708   4.348  -6.632   4.148 0.9337800   1.885        Up
510  1999   1.885   0.536   4.708   4.348  -6.632 0.8874600   1.858        Up
511  1999   1.858   1.885   0.536   4.708   4.348 0.9229000  -0.378      Down
512  1999  -0.378   1.858   1.885   0.536   4.708 0.7116300   1.177        Up
513  1999   1.177  -0.378   1.858   1.885   0.536 0.9217400  -1.134      Down
514  1999  -1.134   1.177  -0.378   1.858   1.885 1.0137800   0.282        Up
515  1999   0.282  -1.134   1.177  -0.378   1.858 1.0918800   2.626        Up
516  1999   2.626   0.282  -1.134   1.177  -0.378 0.8616750   0.748        Up
517  2000   0.748   2.626   0.282  -1.134   1.177 0.5749180  -1.891      Down
518  2000  -1.891   0.748   2.626   0.282  -1.134 1.0687600   1.643        Up
519  2000   1.643  -1.891   0.748   2.626   0.282 1.0339400  -1.624      Down
520  2000  -1.624   1.643  -1.891   0.748   2.626 1.1137500  -5.634      Down
521  2000  -5.634  -1.624   1.643  -1.891   0.748 1.1064200   4.721        Up
522  2000   4.721  -5.634  -1.624   1.643  -1.891 1.0410000  -2.615      Down
523  2000  -2.615   4.721  -5.634  -1.624   1.643 1.0201600  -2.958      Down
524  2000  -2.958  -2.615   4.721  -5.634  -1.624 1.0230600  -0.946      Down
525  2000  -0.946  -2.958  -2.615   4.721  -5.634 1.0634750   5.686        Up
526  2000   5.686  -0.946  -2.958  -2.615   4.721 1.1707600  -1.001      Down
527  2000  -1.001   5.686  -0.946  -2.958  -2.615 1.1615800   4.975        Up
528  2000   4.975  -1.001   5.686  -0.946  -2.958 1.2380600   4.301        Up
529  2000   4.301   4.975  -1.001   5.686  -0.946 1.0384400  -1.891      Down
530  2000  -1.891   4.301   4.975  -1.001   5.686 1.0685600   1.186        Up
531  2000   1.186  -1.891   4.301   4.975  -1.001 1.1094120 -10.538      Down
532  2000 -10.538   1.186  -1.891   4.301   4.975 1.0625400   5.748        Up
533  2000   5.748 -10.538   1.186  -1.891   4.301 1.0529250   1.247        Up
534  2000   1.247   5.748 -10.538   1.186  -1.891 1.0070000  -1.363      Down
535  2000  -1.363   1.247   5.748 -10.538   1.186 0.9401400  -0.815      Down
536  2000  -0.815  -1.363   1.247   5.748 -10.538 0.9004800  -0.986      Down
537  2000  -0.986  -0.815  -1.363   1.247   5.748 0.8584400  -2.056      Down
538  2000  -2.056  -0.986  -0.815  -1.363   1.247 0.9196600   7.202        Up
539  2000   7.202  -2.056  -0.986  -0.815  -1.363 0.9818000  -1.375      Down
540  2000  -1.375   7.202  -2.056  -0.986  -0.815 0.8567200   0.515        Up
541  2000   0.515  -1.375   7.202  -2.056  -0.986 0.9803800  -1.569      Down
542  2000  -1.569   0.515  -1.375   7.202  -2.056 0.9666200   0.910        Up
543  2000   0.910  -1.569   0.515  -1.375   7.202 1.1194400   1.671        Up
544  2000   1.671   0.910  -1.569   0.515  -1.375 0.8375500   2.102        Up
545  2000   2.102   1.671   0.910  -1.569   0.515 0.9615600  -1.973      Down
546  2000  -1.973   2.102   1.671   0.910  -1.569 0.9513200  -4.074      Down
547  2000  -4.074  -1.973   2.102   1.671   0.910 1.0443800   3.031        Up
548  2000   3.031  -4.074  -1.973   2.102   1.671 0.9874800   0.609        Up
549  2000   0.609   3.031  -4.074  -1.973   2.102 0.9354600   1.351        Up
550  2000   1.351   0.609   3.031  -4.074  -1.973 0.8706600   0.987        Up
551  2000   0.987   1.351   0.609   3.031  -4.074 0.7888200   0.951        Up
552  2000   0.951   0.987   1.351   0.609   3.031 0.8343800  -1.727      Down
553  2000  -1.727   0.951   0.987   1.351   0.609 0.9450250  -1.920      Down
554  2000  -1.920  -1.727   0.951   0.987   1.351 1.0482400  -1.166      Down
555  2000  -1.166  -1.920  -1.727   0.951   0.987 1.0764600  -0.843      Down
556  2000  -0.843  -1.166  -1.920  -1.727   0.951 1.1334000  -1.916      Down
557  2000  -1.916  -0.843  -1.166  -1.920  -1.727 1.1285800  -2.471      Down
558  2000  -2.471  -1.916  -0.843  -1.166  -1.920 1.1521200   1.656        Up
559  2000   1.656  -2.471  -1.916  -0.843  -1.166 1.2167800  -1.242      Down
560  2000  -1.242   1.656  -2.471  -1.916  -0.843 1.1822200   3.415        Up
561  2000   3.415  -1.242   1.656  -2.471  -1.916 1.1850200  -4.255      Down
562  2000  -4.255   3.415  -1.242   1.656  -2.471 0.9589200   0.127        Up
563  2000   0.127  -4.255   3.415  -1.242   1.656 1.0683200  -1.897      Down
564  2000  -1.897   0.127  -4.255   3.415  -1.242 0.8652425  -1.978      Down
565  2000  -1.978  -1.897   0.127  -4.255   3.415 0.9516260   4.156        Up
566  2000   4.156  -1.978  -1.897   0.127  -4.255 1.1777800  -4.215      Down
567  2000  -4.215   4.156  -1.978  -1.897   0.127 1.2206600  -0.473      Down
568  2000  -0.473  -4.215   4.156  -1.978  -1.897 1.2946800   1.097        Up
569  2001   1.097  -0.473  -4.215   4.156  -1.978 0.9875000  -1.661      Down
570  2001  -1.661   1.097  -0.473  -4.215   4.156 1.6429750   1.556        Up
571  2001   1.556  -1.661   1.097  -0.473  -4.215 1.2581000   1.819        Up
572  2001   1.819   1.556  -1.661   1.097  -0.473 1.3519000   0.924        Up
573  2001   0.924   1.819   1.556  -1.661   1.097 1.2123200  -0.404      Down
574  2001  -0.404   0.924   1.819   1.556  -1.661 1.1330800  -2.572      Down
575  2001  -2.572  -0.404   0.924   1.819   1.556 1.0827200  -1.006      Down
576  2001  -1.006  -2.572  -0.404   0.924   1.819 1.1351000  -4.277      Down
577  2001  -4.277  -1.006  -2.572  -0.404   0.924 1.2294750  -0.938      Down
578  2001  -0.938  -4.277  -1.006  -2.572  -0.404 1.2118200  -0.062      Down
579  2001  -0.062  -0.938  -4.277  -1.006  -2.572 1.0706400  -6.720      Down
580  2001  -6.720  -0.062  -0.938  -4.277  -1.006 1.3580720  -0.930      Down
581  2001  -0.930  -6.720  -0.062  -0.938  -4.277 1.3594500   1.799        Up
582  2001   1.799  -0.930  -6.720  -0.062  -0.938 1.2553800  -2.749      Down
583  2001  -2.749   1.799  -0.930  -6.720  -0.062 1.3402780   4.880        Up
584  2001   4.880  -2.749   1.799  -0.930  -6.720 1.2011750   5.026        Up
585  2001   5.026   4.880  -2.749   1.799  -0.930 1.3535800   0.810        Up
586  2001   0.810   5.026   4.880  -2.749   1.799 1.1738400   1.082        Up
587  2001   1.082   0.810   5.026   4.880  -2.749 1.2020600  -1.653      Down
588  2001  -1.653   1.082   0.810   5.026   4.880 1.0101200   3.716        Up
589  2001   3.716  -1.653   1.082   0.810   5.026 1.1643400  -1.089      Down
590  2001  -1.089   3.716  -1.653   1.082   0.810 1.0997800  -1.348      Down
591  2001  -1.348  -1.089   3.716  -1.653   1.082 1.1065500   0.340        Up
592  2001   0.340  -1.348  -1.089   3.716  -1.653 0.9662000  -4.000      Down
593  2001  -4.000   0.340  -1.348  -1.089   3.716 1.1897300   0.905        Up
594  2001   0.905  -4.000   0.340  -1.348  -1.089 1.2765240  -0.079      Down
595  2001  -0.079   0.905  -4.000   0.340  -1.348 1.3141520  -2.760      Down
596  2001  -2.760  -0.079   0.905  -4.000   0.340 0.9355025   2.107        Up
597  2001   2.107  -2.760  -0.079   0.905  -4.000 1.2418600  -0.397      Down
598  2001  -0.397   2.107  -2.760  -0.079   0.905 1.2217200  -0.415      Down
599  2001  -0.415  -0.397   2.107  -2.760  -0.079 1.1391000   0.707        Up
600  2001   0.707  -0.415  -0.397   2.107  -2.760 1.1073600  -1.992      Down
601  2001  -1.992   0.707  -0.415  -0.397   2.107 1.0026800  -2.369      Down
602  2001  -2.369  -1.992   0.707  -0.415  -0.397 0.9795000   1.976        Up
603  2001   1.976  -2.369  -1.992   0.707  -0.415 1.0158600  -4.334      Down
604  2001  -4.334   1.976  -2.369  -1.992   0.707 0.9741000  -4.217      Down
605  2001  -4.217  -4.334   1.976  -2.369  -1.992 1.3367000 -11.050      Down
606  2001 -11.050  -4.217  -4.334   1.976  -2.369 1.9500816   7.780        Up
607  2001   7.780 -11.050  -4.217  -4.334   1.976 1.5956000   2.924        Up
608  2001   2.924   7.780 -11.050  -4.217  -4.334 1.4053600   1.892        Up
609  2001   1.892   2.924   7.780 -11.050  -4.217 1.3110360  -1.664      Down
610  2001  -1.664   1.892   2.924   7.780 -11.050 1.2490400   2.900        Up
611  2001   2.900  -1.664   1.892   2.924   7.780 1.2736200  -1.576      Down
612  2001  -1.576   2.900  -1.664   1.892   2.924 1.2390600   3.045        Up
613  2001   3.045  -1.576   2.900  -1.664   1.892 1.3292600   1.637        Up
614  2001   1.637   3.045  -1.576   2.900  -1.664 1.3194000   1.027        Up
615  2001   1.027   1.637   3.045  -1.576   2.900 1.0216500  -0.947      Down
616  2001  -0.947   1.027   1.637   3.045  -1.576 1.3121600   1.655        Up
617  2001   1.655  -0.947   1.027   1.637   3.045 1.4045600  -3.041      Down
618  2001  -3.041   1.655  -0.947   1.027   1.637 1.3707800   1.941        Up
619  2001   1.941  -3.041   1.655  -0.947   1.027 1.4567600   1.409        Up
620  2001   1.409   1.941  -3.041   1.655  -0.947 0.7561175   0.990        Up
621  2002   0.990   1.409   1.941  -3.041   1.655 1.2566250  -2.295      Down
622  2002  -2.295   0.990   1.409   1.941  -3.041 1.3060000  -1.573      Down
623  2002  -1.573  -2.295   0.990   1.409   1.941 1.3738400   0.506        Up
624  2002   0.506  -1.573  -2.295   0.990   1.409 1.4221750  -0.978      Down
625  2002  -0.978   0.506  -1.573  -2.295   0.990 1.5885200  -2.315      Down
626  2002  -2.315  -0.978   0.506  -1.573  -2.295 1.5390400   0.726        Up
627  2002   0.726  -2.315  -0.978   0.506  -1.573 1.2202400  -1.299      Down
628  2002  -1.299   0.726  -2.315  -0.978   0.506 1.3553500   3.848        Up
629  2002   3.848  -1.299   0.726  -2.315  -0.978 1.3838200   2.874        Up
630  2002   2.874   3.848  -1.299   0.726  -2.315 1.5228600   0.159        Up
631  2002   0.159   2.874   3.848  -1.299   0.726 1.3142600  -1.497      Down
632  2002  -1.497   0.159   2.874   3.848  -1.299 1.2623800  -0.114      Down
633  2002  -0.114  -1.497   0.159   2.874   3.848 1.1523000  -2.149      Down
634  2002  -2.149  -0.114  -1.497   0.159   2.874 1.1682600  -1.044      Down
635  2002  -1.044  -2.149  -0.114  -1.497   0.159 1.3132600   1.275        Up
636  2002   1.275  -1.044  -2.149  -0.114  -1.497 1.2765800  -4.342      Down
637  2002  -4.342   1.275  -1.044  -2.149  -0.114 1.3670200  -0.269      Down
638  2002  -0.269  -4.342   1.275  -1.044  -2.149 1.4086400  -1.718      Down
639  2002  -1.718  -0.269  -4.342   1.275  -1.044 1.2608400   4.891        Up
640  2002   4.891  -1.718  -0.269  -4.342   1.275 1.2908600  -2.058      Down
641  2002  -2.058   4.891  -1.718  -0.269  -4.342 1.0809800  -1.539      Down
642  2002  -1.539  -2.058   4.891  -1.718  -0.269 1.1605500  -3.712      Down
643  2002  -3.712  -1.539  -2.058   4.891  -1.718 1.4067600  -1.972      Down
644  2002  -1.972  -3.712  -1.539  -2.058   4.891 1.4377640  -1.800      Down
645  2002  -1.800  -1.972  -3.712  -1.539  -2.058 1.3305400   0.069        Up
646  2002   0.069  -1.800  -1.972  -3.712  -1.539 1.8212380  -0.080      Down
647  2002  -0.080   0.069  -1.800  -1.972  -3.712 1.3689250  -6.839      Down
648  2002  -6.839  -0.080   0.069  -1.800  -1.972 1.6076160  -7.992      Down
649  2002  -7.992  -6.839  -0.080   0.069  -1.800 2.2750800   0.600        Up
650  2002   0.600  -7.992  -6.839  -0.080   0.069 2.3370880   1.337        Up
651  2002   1.337   0.600  -7.992  -6.839  -0.080 1.7728800   5.137        Up
652  2002   5.137   1.337   0.600  -7.992  -6.839 1.4743200   2.215        Up
653  2002   2.215   5.137   1.337   0.600  -7.992 1.3276800   1.302        Up
654  2002   1.302   2.215   5.137   1.337   0.600 1.2811800  -2.635      Down
655  2002  -2.635   1.302   2.215   5.137   1.337 1.1344400  -2.418      Down
656  2002  -2.418  -2.635   1.302   2.215   5.137 1.3119250  -0.460      Down
657  2002  -0.460  -2.418  -2.635   1.302   2.215 1.1252400  -4.992      Down
658  2002  -4.992  -0.460  -2.418  -2.635   1.302 1.4535600  -2.132      Down
659  2002  -2.132  -4.992  -0.460  -2.418  -2.635 1.5720280  -3.238      Down
660  2002  -3.238  -2.132  -4.992  -0.460  -2.418 1.7364200   4.339        Up
661  2002   4.339  -3.238  -2.132  -4.992  -0.460 1.8688640   5.874        Up
662  2002   5.874   4.339  -3.238  -2.132  -4.992 1.5889580   1.499        Up
663  2002   1.499   5.874   4.339  -3.238  -2.132 1.5262140   0.369        Up
664  2002   0.369   1.499   5.874   4.339  -3.238 1.4852600  -0.690      Down
665  2002  -0.690   0.369   1.499   5.874   4.339 1.5174800   1.687        Up
666  2002   1.687  -0.690   0.369   1.499   5.874 1.3745200   2.277        Up
667  2002   2.277   1.687  -0.690   0.369   1.499 1.6358400   0.619        Up
668  2002   0.619   2.277   1.687  -0.690   0.369 1.2778400  -2.572      Down
669  2002  -2.572   0.619   2.277   1.687  -0.690 1.4361200  -2.494      Down
670  2002  -2.494  -2.572   0.619   2.277   1.687 1.2957200   0.706        Up
671  2002   0.706  -2.494  -2.572   0.619   2.277 1.4276460  -2.273      Down
672  2002  -2.273   0.706  -2.494  -2.572   0.619 0.7624775   3.791        Up
673  2003   3.791  -2.273   0.706  -2.494  -2.572 1.1265750   2.089        Up
674  2003   2.089   3.791  -2.273   0.706  -2.494 1.4988800  -2.780      Down
675  2003  -2.780   2.089   3.791  -2.273   0.706 1.4201200  -4.478      Down
676  2003  -4.478  -2.780   2.089   3.791  -2.273 1.5538375  -0.662      Down
677  2003  -0.662  -4.478  -2.780   2.089   3.791 1.5158460  -3.040      Down
678  2003  -3.040  -0.662  -4.478  -2.780   2.089 1.3737200   0.627        Up
679  2003   0.627  -3.040  -0.662  -4.478  -2.780 1.3399200   1.591        Up
680  2003   1.591   0.627  -3.040  -0.662  -4.478 1.2296750  -0.828      Down
681  2003  -0.828   1.591   0.627  -3.040  -0.662 1.3496800  -1.458      Down
682  2003  -1.458  -0.828   1.591   0.627  -3.040 1.2931800   0.528        Up
683  2003   0.528  -1.458  -0.828   1.591   0.627 1.5321800   7.503        Up
684  2003   7.503   0.528  -1.458  -0.828   1.591 1.6103460  -3.605      Down
685  2003  -3.605   7.503   0.528  -1.458  -0.828 1.2812000   1.778        Up
686  2003   1.778  -3.605   7.503   0.528  -1.458 1.4255200  -1.200      Down
687  2003  -1.200   1.778  -3.605   7.503   0.528 1.2880000   2.911        Up
688  2003   2.911  -1.200   1.778  -3.605   7.503 1.4023500   0.585        Up
689  2003   0.585   2.911  -1.200   1.778  -3.605 1.4802000   3.479        Up
690  2003   3.479   0.585   2.911  -1.200   1.778 1.5077820   0.358        Up
691  2003   0.358   3.479   0.585   2.911  -1.200 1.4667000   1.167        Up
692  2003   1.167   0.358   3.479   0.585   2.911 1.4425800  -1.173      Down
693  2003  -1.173   1.167   0.358   3.479   0.585 1.3976600   3.254        Up
694  2003   3.254  -1.173   1.167   0.358   3.479 1.6164000   2.508        Up
695  2003   2.508   3.254  -1.173   1.167   0.358 1.6523400   0.086        Up
696  2003   0.086   2.508   3.254  -1.173   1.167 1.3854200   0.716        Up
697  2003   0.716   0.086   2.508   3.254  -1.173 1.5085200  -1.955      Down
698  2003  -1.955   0.716   0.086   2.508   3.254 1.3801600   0.971        Up
699  2003   0.971  -1.955   0.716   0.086   2.508 1.3356500   1.262        Up
700  2003   1.262   0.971  -1.955   0.716   0.086 1.4582400  -0.483      Down
701  2003  -0.483   1.262   0.971  -1.955   0.716 1.5312200   0.540        Up
702  2003   0.540  -0.483   1.262   0.971  -1.955 1.4026200  -1.855      Down
703  2003  -1.855   0.540  -0.483   1.262   0.971 1.4456000  -0.261      Down
704  2003  -0.261  -1.855   0.540  -0.483   1.262 1.3274600   1.338        Up
705  2003   1.338  -0.261  -1.855   0.540  -0.483 1.0372940   0.241        Up
706  2003   0.241   1.338  -0.261  -1.855   0.540 1.2710000   1.505        Up
707  2003   1.505   0.241   1.338  -0.261  -1.855 1.0624200   1.327        Up
708  2003   1.327   1.505   0.241   1.338  -0.261 1.5163000  -0.270      Down
709  2003  -0.270   1.327   1.505   0.241   1.338 1.3737600   1.735        Up
710  2003   1.735  -0.270   1.327   1.505   0.241 1.3820220  -3.807      Down
711  2003  -3.807   1.735  -0.270   1.327   1.505 1.4278000   3.310        Up
712  2003   3.310  -3.807   1.735  -0.270   1.327 1.4726200   0.797        Up
713  2003   0.797   3.310  -3.807   1.735  -0.270 1.2509200   0.121        Up
714  2003   0.121   0.797   3.310  -3.807   1.735 1.3206400  -1.002      Down
715  2003  -1.002   0.121   0.797   3.310  -3.807 1.4684800   2.119        Up
716  2003   2.119  -1.002   0.121   0.797   3.310 1.5384400   0.238        Up
717  2003   0.238   2.119  -1.002   0.121   0.797 1.4184000  -0.272      Down
718  2003  -0.272   0.238   2.119  -1.002   0.121 1.2989000  -1.435      Down
719  2003  -1.435  -0.272   0.238   2.119  -1.002 1.3310600   2.214        Up
720  2003   2.214  -1.435  -0.272   0.238   2.119 1.0553550   0.312        Up
721  2003   0.312   2.214  -1.435  -0.272   0.238 1.3857800   1.191        Up
722  2003   1.191   0.312   2.214  -1.435  -0.272 1.3585200   1.352        Up
723  2003   1.352   1.191   0.312   2.214  -1.435 1.5495200   0.664        Up
724  2003   0.664   1.352   1.191   0.312   2.214 0.8177825   1.149        Up
725  2004   1.149   0.664   1.352   1.191   0.312 1.0630250   1.207        Up
726  2004   1.207   1.149   0.664   1.352   1.191 1.6733400   1.602        Up
727  2004   1.602   1.207   1.149   0.664   1.352 1.6073600   0.151        Up
728  2004   0.151   1.602   1.207   1.149   0.664 1.6776750  -0.913      Down
729  2004  -0.913   0.151   1.602   1.207   1.149 1.7105200   1.028        Up
730  2004   1.028  -0.913   0.151   1.602   1.207 1.5510200   0.267        Up
731  2004   0.267   1.028  -0.913   0.151   1.602 1.4400400  -0.148      Down
732  2004  -0.148   0.267   1.028  -0.913   0.151 1.4553250   0.073        Up
733  2004   0.073  -0.148   0.267   1.028  -0.913 1.4418000   1.041        Up
734  2004   1.041   0.073  -0.148   0.267   1.028 1.3943200  -3.137      Down
735  2004  -3.137   1.041   0.073  -0.148   0.267 1.5361200  -0.963      Down
736  2004  -0.963  -3.137   1.041   0.073  -0.148 1.4836000  -0.155      Down
737  2004  -0.155  -0.963  -3.137   1.041   0.073 1.4458200   3.046        Up
738  2004   3.046  -0.155  -0.963  -3.137   1.041 1.4977000  -0.218      Down
739  2004  -0.218   3.046  -0.155  -0.963  -3.137 1.3675000  -0.413      Down
740  2004  -0.413  -0.218   3.046  -0.155  -0.963 1.4259600   0.528        Up
741  2004   0.528  -0.413  -0.218   3.046  -0.155 1.5328600  -2.920      Down
742  2004  -2.920   0.528  -0.413  -0.218   3.046 1.6315800  -0.777      Down
743  2004  -0.777  -2.920   0.528  -0.413  -0.218 1.5731200  -0.273      Down
744  2004  -0.273  -0.777  -2.920   0.528  -0.413 1.5793600  -0.195      Down
745  2004  -0.195  -0.273  -0.777  -2.920   0.528 1.3602600   2.480        Up
746  2004   2.480  -0.195  -0.273  -0.777  -2.920 1.3525400   0.162        Up
747  2004   0.162   2.480  -0.195  -0.273  -0.777 1.2093500   1.245        Up
748  2004   1.245   0.162   2.480  -0.195  -0.273 1.2098750  -0.128      Down
749  2004  -0.128   1.245   0.162   2.480  -0.195 1.2982000  -0.052      Down
750  2004  -0.052  -0.128   1.245   0.162   2.480 1.4316400  -0.798      Down
751  2004  -0.798  -0.052  -0.128   1.245   0.162 1.3568200  -1.117      Down
752  2004  -1.117  -0.798  -0.052  -0.128   1.245 1.2998250  -1.026      Down
753  2004  -1.026  -1.117  -0.798  -0.052  -0.128 1.3270600  -1.379      Down
754  2004  -1.379  -1.026  -1.117  -0.798  -0.052 1.4927000   1.429        Up
755  2004   1.429  -1.379  -1.026  -1.117  -0.798 1.4813600  -3.426      Down
756  2004  -3.426   1.429  -1.379  -1.026  -1.117 1.3803800   0.078        Up
757  2004   0.078  -3.426   1.429  -1.379  -1.026 1.2644400   3.151        Up
758  2004   3.151   0.078  -3.426   1.429  -1.379 1.2411600   0.858        Up
759  2004   0.858   3.151   0.078  -3.426   1.429 1.0351200   0.529        Up
760  2004   0.529   0.858   3.151   0.078  -3.426 1.0331940   0.924        Up
761  2004   0.924   0.529   0.858   3.151   0.078 1.2733000   0.412        Up
762  2004   0.412   0.924   0.529   0.858   3.151 1.2593600  -1.634      Down
763  2004  -1.634   0.412   0.924   0.529   0.858 1.2888400   1.927        Up
764  2004   1.927  -1.634   0.412   0.924   0.529 1.4786400  -0.827      Down
765  2004  -0.827   1.927  -1.634   0.412   0.924 1.4216400  -1.242      Down
766  2004  -1.242  -0.827   1.927  -1.634   0.412 1.3889400  -1.124      Down
767  2004  -1.124  -1.242  -0.827   1.927  -1.634 1.5878200   3.145        Up
768  2004   3.145  -1.124  -1.242  -0.827   1.927 1.5873600   3.183        Up
769  2004   3.183   3.145  -1.124  -1.242  -0.827 1.6659000   1.544        Up
770  2004   1.544   3.183   3.145  -1.124  -1.242 1.4476800  -1.168      Down
771  2004  -1.168   1.544   3.183   3.145  -1.124 1.4970400   1.052        Up
772  2004   1.052  -1.168   1.544   3.183   3.145 1.1187950   0.720        Up
773  2004   0.720   1.052  -1.168   1.544   3.183 1.6092800  -0.266      Down
774  2004  -0.266   0.720   1.052  -1.168   1.544 1.4963800   0.522        Up
775  2004   0.522  -0.266   0.720   1.052  -1.168 1.7610400   1.334        Up
776  2004   1.334   0.522  -0.266   0.720   1.052 1.3133500   0.148        Up
777  2005   0.148   1.334   0.522  -0.266   0.720 0.8895200  -2.123      Down
778  2005  -2.123   0.148   1.334   0.522  -0.266 1.6035400  -0.141      Down
779  2005  -0.141  -2.123   0.148   1.334   0.522 1.4774000  -1.406      Down
780  2005  -1.406  -0.141  -2.123   0.148   1.334 1.6077500   0.299        Up
781  2005   0.299  -1.406  -0.141  -2.123   0.148 1.5966600   2.704        Up
782  2005   2.704   0.299  -1.406  -0.141  -2.123 1.6252280   0.189        Up
783  2005   0.189   2.704   0.299  -1.406  -0.141 1.4656900  -0.308      Down
784  2005  -0.308   0.189   2.704   0.299  -1.406 1.4877360   0.814        Up
785  2005   0.814  -0.308   0.189   2.704   0.299 1.5721150   0.887        Up
786  2005   0.887   0.814  -0.308   0.189   2.704 1.6650280  -1.803      Down
787  2005  -1.803   0.887   0.814  -0.308   0.189 1.5541460  -0.869      Down
788  2005  -0.869  -1.803   0.887   0.814  -0.308 1.7060900  -1.532      Down
789  2005  -1.532  -0.869  -1.803   0.887   0.814 1.9756250   0.128        Up
790  2005   0.128  -1.532  -0.869  -1.803   0.887 2.0899000   0.706        Up
791  2005   0.706   0.128  -1.532  -0.869  -1.803 1.8619840  -3.266      Down
792  2005  -3.266   0.706   0.128  -1.532  -0.869 2.1199760   0.831        Up
793  2005   0.831  -3.266   0.706   0.128  -1.532 2.1789720   0.411        Up
794  2005   0.411   0.831  -3.266   0.706   0.128 2.0901840   1.253        Up
795  2005   1.253   0.411   0.831  -3.266   0.706 2.0315680  -1.477      Down
796  2005  -1.477   1.253   0.411   0.831  -3.266 1.9531060   3.053        Up
797  2005   3.053  -1.477   1.253   0.411   0.831 1.8836100   0.799        Up
798  2005   0.799   3.053  -1.477   1.253   0.411 1.6279780  -0.230      Down
799  2005  -0.230   0.799   3.053  -1.477   1.253 1.7730225   0.175        Up
800  2005   0.175  -0.230   0.799   3.053  -1.477 1.7204560   1.573        Up
801  2005   1.573   0.175  -0.230   0.799   3.053 1.8766700  -2.086      Down
802  2005  -2.086   1.573   0.175  -0.230   0.799 1.9414400   0.241        Up
803  2005   0.241  -2.086   1.573   0.175  -0.230 1.7967240   1.458        Up
804  2005   1.458   0.241  -2.086   1.573   0.175 1.8856350   1.325        Up
805  2005   1.325   1.458   0.241  -2.086   1.573 1.8711840   0.469        Up
806  2005   0.469   1.325   1.458   0.241  -2.086 1.9167100   0.041        Up
807  2005   0.041   0.469   1.325   1.458   0.241 1.8777680  -0.629      Down
808  2005  -0.629   0.041   0.469   1.325   1.458 1.9342940   0.324        Up
809  2005   0.324  -0.629   0.041   0.469   1.325 1.9049680  -0.868      Down
810  2005  -0.868   0.324  -0.629   0.041   0.469 1.7218800  -1.198      Down
811  2005  -1.198  -0.868   0.324  -0.629   0.041 1.6685900   1.072        Up
812  2005   1.072  -1.198  -0.868   0.324  -0.629 1.9502900   1.926        Up
813  2005   1.926   1.072  -1.198  -0.868   0.324 1.9869325  -0.288      Down
814  2005  -0.288   1.926   1.072  -1.198  -0.868 2.2477940  -1.827      Down
815  2005  -1.827  -0.288   1.926   1.072  -1.198 2.2683360   1.112        Up
816  2005   1.112  -1.827  -0.288   1.926   1.072 2.0758220  -2.678      Down
817  2005  -2.678   1.112  -1.827  -0.288   1.926 2.3807600  -0.780      Down
818  2005  -0.780  -2.678   1.112  -1.827  -0.288 2.3052800  -0.588      Down
819  2005  -0.588  -0.780  -2.678   1.112  -1.827 2.4086680   1.595        Up
820  2005   1.595  -0.588  -0.780  -2.678   1.112 2.3505560   1.813        Up
821  2005   1.813   1.595  -0.588  -0.780  -2.678 2.4881100   1.195        Up
822  2005   1.195   1.813   1.595  -0.588  -0.780 2.0637380   1.097        Up
823  2005   1.097   1.195   1.813   1.595  -0.588 2.2264120   1.601        Up
824  2005   1.601   1.097   1.195   1.813   1.595 1.7797775  -0.250      Down
825  2005  -0.250   1.601   1.097   1.195   1.813 2.2800680  -0.451      Down
826  2005  -0.451  -0.250   1.601   1.097   1.195 2.1210000   0.631        Up
827  2005   0.631  -0.451  -0.250   1.601   1.097 2.2353740   0.106        Up
828  2005   0.106   0.631  -0.451  -0.250   1.601 1.8889960  -1.606      Down
829  2006  -1.606   0.106   0.631  -0.451  -0.250 1.4472175   2.977        Up
830  2006   2.977  -1.606   0.106   0.631  -0.451 2.4874500   0.168        Up
831  2006   0.168   2.977  -1.606   0.106   0.631 2.3211120  -2.029      Down
832  2006  -2.029   0.168   2.977  -1.606   0.106 2.4257500   1.762        Up
833  2006   1.762  -2.029   0.168   2.977  -1.606 2.5924500  -1.534      Down
834  2006  -1.534   1.762  -2.029   0.168   2.977 2.4855920   0.234        Up
835  2006   0.234  -1.534   1.762  -2.029   0.168 2.3375120   1.598        Up
836  2006   1.598   0.234  -1.534   1.762  -2.029 2.1970720   0.170        Up
837  2006   0.170   1.598   0.234  -1.534   1.762 2.1009800  -0.171      Down
838  2006  -0.171   0.170   1.598   0.234  -1.534 2.2604080  -0.451      Down
839  2006  -0.451  -0.171   0.170   1.598   0.234 2.2509340   2.016        Up
840  2006   2.016  -0.451  -0.171   0.170   1.598 2.2740800  -0.329      Down
841  2006  -0.329   2.016  -0.451  -0.171   0.170 2.0942040  -0.620      Down
842  2006  -0.620  -0.329   2.016  -0.451  -0.171 2.1706180   0.049        Up
843  2006   0.049  -0.620  -0.329   2.016  -0.451 2.2851820  -0.492      Down
844  2006  -0.492   0.049  -0.620  -0.329   2.016 1.9903100   1.719        Up
845  2006   1.719  -0.492   0.049  -0.620  -0.329 2.3485900  -0.051      Down
846  2006  -0.051   1.719  -0.492   0.049  -0.620 2.4356660   1.156        Up
847  2006   1.156  -0.051   1.719  -0.492   0.049 2.3923900  -2.604      Down
848  2006  -2.604   1.156  -0.051   1.719  -0.492 2.3353260  -1.875      Down
849  2006  -1.875  -2.604   1.156  -0.051   1.719 2.6483720   1.036        Up
850  2006   1.036  -1.875  -2.604   1.156  -0.051 2.5128080   0.630        Up
851  2006   0.630   1.036  -1.875  -2.604   1.156 2.3810125  -2.788      Down
852  2006  -2.788   0.630   1.036  -1.875  -2.604 2.6826160  -0.061      Down
853  2006  -0.061  -2.788   0.630   1.036  -1.875 2.7379280  -0.563      Down
854  2006  -0.563  -0.061  -2.788   0.630   1.036 2.2553660   2.065        Up
855  2006   2.065  -0.563  -0.061  -2.788   0.630 2.3676020  -0.372      Down
856  2006  -0.372   2.065  -0.563  -0.061  -2.788 1.8192125  -2.314      Down
857  2006  -2.314  -0.372   2.065  -0.563  -0.061 2.2857540   0.331        Up
858  2006   0.331  -2.314  -0.372   2.065  -0.563 2.4759620   3.085        Up
859  2006   3.085   0.331  -2.314  -0.372   2.065 2.5602980   0.063        Up
860  2006   0.063   3.085   0.331  -2.314  -0.372 2.5718300  -0.986      Down
861  2006  -0.986   0.063   3.085   0.331  -2.314 2.2930820   2.807        Up
862  2006   2.807  -0.986   0.063   3.085   0.331 2.2997880  -0.554      Down
863  2006  -0.554   2.807  -0.986   0.063   3.085 1.8319100   1.229        Up
864  2006   1.229  -0.554   2.807  -0.986   0.063 1.9528780  -0.922      Down
865  2006  -0.922   1.229  -0.554   2.807  -0.986 2.2257725   1.597        Up
866  2006   1.597  -0.922   1.229  -0.554   2.807 2.6888960  -0.370      Down
867  2006  -0.370   1.597  -0.922   1.229  -0.554 2.4098640   1.603        Up
868  2006   1.603  -0.370   1.597  -0.922   1.229 2.5608060   1.029        Up
869  2006   1.029   1.603  -0.370   1.597  -0.922 2.6394580   1.188        Up
870  2006   1.188   1.029   1.603  -0.370   1.597 2.3659160   0.218        Up
871  2006   0.218   1.188   1.029   1.603  -0.370 2.5261240   0.639        Up
872  2006   0.639   0.218   1.188   1.029   1.603 2.7125320  -0.947      Down
873  2006  -0.947   0.639   0.218   1.188   1.029 2.6921080   1.217        Up
874  2006   1.217  -0.947   0.639   0.218   1.188 2.6574020   1.470        Up
875  2006   1.470   1.217  -0.947   0.639   0.218 2.7613560  -0.018      Down
876  2006  -0.018   1.470   1.217  -0.947   0.639 2.0537275  -0.303      Down
877  2006  -0.303  -0.018   1.470   1.217  -0.947 2.9898280   0.940        Up
878  2006   0.940  -0.303  -0.018   1.470   1.217 2.6861820   1.224        Up
879  2006   1.224   0.940  -0.303  -0.018   1.470 2.7079220  -1.144      Down
880  2006  -1.144   1.224   0.940  -0.303  -0.018 2.3285660   0.534        Up
881  2007   0.534  -1.144   1.224   0.940  -0.303 1.5411125  -0.606      Down
882  2007  -0.606   0.534  -1.144   1.224   0.940 3.1176733   1.491        Up
883  2007   1.491  -0.606   0.534  -1.144   1.224 2.8221460  -0.016      Down
884  2007  -0.016   1.491  -0.606   0.534  -1.144 2.7224275  -0.582      Down
885  2007  -0.582  -0.016   1.491  -0.606   0.534 2.7838640   1.843        Up
886  2007   1.843  -0.582  -0.016   1.491  -0.606 2.7795520  -0.713      Down
887  2007  -0.713   1.843  -0.582  -0.016   1.491 2.6869900   1.216        Up
888  2007   1.216  -0.713   1.843  -0.582  -0.016 2.5274980  -0.299      Down
889  2007  -0.299   1.216  -0.713   1.843  -0.582 2.3688900  -4.412      Down
890  2007  -4.412  -0.299   1.216  -0.713   1.843 3.5999640   1.130        Up
891  2007   1.130  -4.412  -0.299   1.216  -0.713 3.1235860  -1.133      Down
892  2007  -1.133   1.130  -4.412  -0.299   1.216 3.2246920   3.544        Up
893  2007   3.544  -1.133   1.130  -4.412  -0.299 2.9013760  -1.062      Down
894  2007  -1.062   3.544  -1.133   1.130  -4.412 2.8373620   1.612        Up
895  2007   1.612  -1.062   3.544  -1.133   1.130 2.6927975   0.630        Up
896  2007   0.630   1.612  -1.062   3.544  -1.133 2.6540600   2.168        Up
897  2007   2.168   0.630   1.612  -1.062   3.544 3.0011180   0.655        Up
898  2007   0.655   2.168   0.630   1.612  -1.062 2.9783940   0.773        Up
899  2007   0.773   0.655   2.168   0.630   1.612 3.0906940   0.015        Up
900  2007   0.015   0.773   0.655   2.168   0.630 2.8056760   1.122        Up
901  2007   1.122   0.015   0.773   0.655   2.168 2.9180380  -0.461      Down
902  2007  -0.461   1.122   0.015   0.773   0.655 3.0183800   1.360        Up
903  2007   1.360  -0.461   1.122   0.015   0.773 2.9536375  -1.866      Down
904  2007  -1.866   1.360  -0.461   1.122   0.015 3.0349000   1.674        Up
905  2007   1.674  -1.866   1.360  -0.461   1.122 2.9758140  -1.980      Down
906  2007  -1.980   1.674  -1.866   1.360  -0.461 3.2172320   0.053        Up
907  2007   0.053  -1.980   1.674  -1.866   1.360 3.2512100   1.802        Up
908  2007   1.802   0.053  -1.980   1.674  -1.866 2.3175625   1.441        Up
909  2007   1.441   1.802   0.053  -1.980   1.674 3.0666500  -1.185      Down
910  2007  -1.185   1.441   1.802   0.053  -1.980 3.2635400  -4.899      Down
911  2007  -4.899  -1.185   1.441   1.802   0.053 4.1517860  -1.775      Down
912  2007  -1.775  -4.899  -1.185   1.441   1.802 4.5102080   1.436        Up
913  2007   1.436  -1.775  -4.899  -1.185   1.441 5.3423060  -0.530      Down
914  2007  -0.530   1.436  -1.775  -4.899  -1.185 4.3762360   2.312        Up
915  2007   2.312  -0.530   1.436  -1.775  -4.899 3.0536800  -0.364      Down
916  2007  -0.364   2.312  -0.530   1.436  -1.775 2.7245820  -1.387      Down
917  2007  -1.387  -0.364   2.312  -0.530   1.436 2.8522175   2.112        Up
918  2007   2.112  -1.387  -0.364   2.312  -0.530 2.8511180   2.796        Up
919  2007   2.796   2.112  -1.387  -0.364   2.312 3.3582480   0.066        Up
920  2007   0.066   2.796   2.112  -1.387  -0.364 3.0708000   2.020        Up
921  2007   2.020   0.066   2.796   2.112  -1.387 3.0117360   0.270        Up
922  2007   0.270   2.020   0.066   2.796   2.112 2.9434800  -3.917      Down
923  2007  -3.917   0.270   2.020   0.066   2.796 3.4752200   2.309        Up
924  2007   2.309  -3.917   0.270   2.020   0.066 3.7160660  -1.669      Down
925  2007  -1.669   2.309  -3.917   0.270   2.020 3.7635060  -3.706      Down
926  2007  -3.706  -1.669   2.309  -3.917   0.270 4.4156840   0.347        Up
927  2007   0.347  -3.706  -1.669   2.309  -3.917 4.0950360  -1.237      Down
928  2007  -1.237   0.347  -3.706  -1.669   2.309 3.6709375   2.807        Up
929  2007   2.807  -1.237   0.347  -3.706  -1.669 4.0964280   1.588        Up
930  2007   1.588   2.807  -1.237   0.347  -3.706 3.4153620  -2.440      Down
931  2007  -2.440   1.588   2.807  -1.237   0.347 3.7020560   1.125        Up
932  2007   1.125  -2.440   1.588   2.807  -1.237 3.7459000  -0.402      Down
933  2007  -0.402   1.125  -2.440   1.588   2.807 2.0160500  -4.522      Down
934  2008  -4.522  -0.402   1.125  -2.440   1.588 3.3722575  -0.752      Down
935  2008  -0.752  -4.522  -0.402   1.125  -2.440 4.7888020  -5.412      Down
936  2008  -5.412  -0.752  -4.522  -0.402   1.125 5.0064640   0.409        Up
937  2008   0.409  -5.412  -0.752  -4.522  -0.402 5.1009800   4.871        Up
938  2008   4.871   0.409  -5.412  -0.752  -4.522 4.5395420  -4.596      Down
939  2008  -4.596   4.871   0.409  -5.412  -0.752 4.0354580   1.405        Up
940  2008   1.405  -4.596   4.871   0.409  -5.412 3.7444520   0.231        Up
941  2008   0.231   1.405  -4.596   4.871   0.409 3.6883475  -1.661      Down
942  2008  -1.661   0.231   1.405  -4.596   4.871 4.0464840  -2.800      Down
943  2008  -2.800  -1.661   0.231   1.405  -4.596 4.4082660  -0.404      Down
944  2008  -0.404  -2.800  -1.661   0.231   1.405 4.8023480   3.212        Up
945  2008   3.212  -0.404  -2.800  -1.661   0.231 4.5919225  -1.075      Down
946  2008  -1.075   3.212  -0.404  -2.800  -1.661 4.0849400   4.195        Up
947  2008   4.195  -1.075   3.212  -0.404  -2.800 4.1755500  -2.742      Down
948  2008  -2.742   4.195  -1.075   3.212  -0.404 3.6633780   4.314        Up
949  2008   4.314  -2.742   4.195  -1.075   3.212 3.8685760   0.540        Up
950  2008   0.540   4.314  -2.742   4.195  -1.075 3.9397780   1.149        Up
951  2008   1.149   0.540   4.314  -2.742   4.195 4.0666040  -1.812      Down
952  2008  -1.812   1.149   0.540   4.314  -2.742 3.7512440   2.670        Up
953  2008   2.670  -1.812   1.149   0.540   4.314 3.8095320  -3.467      Down
954  2008  -3.467   2.670  -1.812   1.149   0.540 3.9057240   1.777        Up
955  2008   1.777  -3.467   2.670  -1.812   1.149 3.8140425  -2.835      Down
956  2008  -2.835   1.777  -3.467   2.670  -1.812 4.3143580  -0.048      Down
957  2008  -0.048  -2.835   1.777  -3.467   2.670 4.5268560  -3.096      Down
958  2008  -3.096  -0.048  -2.835   1.777  -3.467 4.4438080  -3.001      Down
959  2008  -3.001  -3.096  -0.048  -2.835   1.777 5.0313200  -1.211      Down
960  2008  -1.211  -3.001  -3.096  -0.048  -2.835 4.8505750  -1.854      Down
961  2008  -1.854  -1.211  -3.001  -3.096  -0.048 5.8126320   1.710        Up
962  2008   1.710  -1.854  -1.211  -3.001  -3.096 6.5111240  -0.232      Down
963  2008  -0.232   1.710  -1.854  -1.211  -3.001 5.6634480   0.203        Up
964  2008   0.203  -0.232   1.710  -1.854  -1.211 5.0718900   2.857        Up
965  2008   2.857   0.203  -0.232   1.710  -1.854 4.1882400   0.145        Up
966  2008   0.145   2.857   0.203  -0.232   1.710 4.5344040  -0.462      Down
967  2008  -0.462   0.145   2.857   0.203  -0.232 4.0635480  -0.725      Down
968  2008  -0.725  -0.462   0.145   2.857   0.203 3.5300360  -3.159      Down
969  2008  -3.159  -0.725  -0.462   0.145   2.857 5.0175300   0.756        Up
970  2008   0.756  -3.159  -0.725  -0.462   0.145 6.8835840   0.270        Up
971  2008   0.270   0.756  -3.159  -0.725  -0.462 9.3282140  -3.331      Down
972  2008  -3.331   0.270   0.756  -3.159  -0.725 5.3198940  -9.399      Down
973  2008  -9.399  -3.331   0.270   0.756  -3.159 6.2053260 -18.195      Down
974  2008 -18.195  -9.399  -3.331   0.270   0.756 8.4033579   4.596        Up
975  2008   4.596 -18.195  -9.399  -3.331   0.270 7.3067940  -6.781      Down
976  2008  -6.781   4.596 -18.195  -9.399  -3.331 6.0359360  10.491        Up
977  2008  10.491  -6.781   4.596 -18.195  -9.399 6.4605960  -3.898      Down
978  2008  -3.898  10.491  -6.781   4.596 -18.195 5.2968160  -6.198      Down
979  2008  -6.198  -3.898  10.491  -6.781   4.596 5.8129340  -8.389      Down
980  2008  -8.389  -6.198  -3.898  10.491  -6.781 7.3490400  12.026        Up
981  2008  12.026  -8.389  -6.198  -3.898  10.491 5.8415650  -2.251      Down
982  2008  -2.251  12.026  -8.389  -6.198  -3.898 6.0939500   0.418        Up
983  2008   0.418  -2.251  12.026  -8.389  -6.198 5.9324540   0.926        Up
984  2008   0.926   0.418  -2.251  12.026  -8.389 5.8559720  -1.698      Down
985  2008  -1.698   0.926   0.418  -2.251  12.026 3.0871050   6.760        Up
986  2009   6.760  -1.698   0.926   0.418  -2.251 3.7931100  -4.448      Down
987  2009  -4.448   6.760  -1.698   0.926   0.418 5.0439040  -4.518      Down
988  2009  -4.518  -4.448   6.760  -1.698   0.926 5.9487580  -2.137      Down
989  2009  -2.137  -4.518  -4.448   6.760  -1.698 6.1297625  -0.730      Down
990  2009  -0.730  -2.137  -4.518  -4.448   6.760 5.6020040   5.173        Up
991  2009   5.173  -0.730  -2.137  -4.518  -4.448 6.2176320  -4.808      Down
992  2009  -4.808   5.173  -0.730  -2.137  -4.518 6.0088219  -6.868      Down
993  2009  -6.868  -4.808   5.173  -0.730  -2.137 6.4015151  -4.540      Down
994  2009  -4.540  -6.868  -4.808   5.173  -0.730 7.5507758  -7.035      Down
995  2009  -7.035  -4.540  -6.868  -4.808   5.173 7.5928440  10.707        Up
996  2009  10.707  -7.035  -4.540  -6.868  -4.808 7.4594358   1.585        Up
997  2009   1.585  10.707  -7.035  -4.540  -6.868 7.9632760   6.168        Up
998  2009   6.168   1.585  10.707  -7.035  -4.540 6.9528199   3.255        Up
999  2009   3.255   6.168   1.585  10.707  -7.035 6.2868699   1.669        Up
1000 2009   1.669   3.255   6.168   1.585  10.707 6.2261876   1.522        Up
1001 2009   1.522   1.669   3.255   6.168   1.585 6.8393019  -0.388      Down
1002 2009  -0.388   1.522   1.669   3.255   6.168 7.0831699   1.303        Up
1003 2009   1.303  -0.388   1.522   1.669   3.255 6.0435580   5.893        Up
1004 2009   5.893   1.303  -0.388   1.522   1.669 7.9520240  -4.988      Down
1005 2009  -4.988   5.893   1.303  -0.388   1.522 6.3377520   0.467        Up
1006 2009   0.467  -4.988   5.893   1.303  -0.388 6.3397280   3.623        Up
1007 2009   3.623   0.467  -4.988   5.893   1.303 5.7888125   2.279        Up
1008 2009   2.279   3.623   0.467  -4.988   5.893 5.6624700   0.651        Up
1009 2009   0.651   2.279   3.623   0.467  -4.988 4.8663520  -2.640      Down
1010 2009  -2.640   0.651   2.279   3.623   0.467 5.1140260  -0.253      Down
1011 2009  -0.253  -2.640   0.651   2.279   3.623 5.1199160  -2.446      Down
1012 2009  -2.446  -0.253  -2.640   0.651   2.279 4.1724325  -1.929      Down
1013 2009  -1.929  -2.446  -0.253  -2.640   0.651 4.6733820   6.967        Up
1014 2009   6.967  -1.929  -2.446  -0.253  -2.640 4.7854640   4.134        Up
1015 2009   4.134   6.967  -1.929  -2.446  -0.253 5.0033000   0.839        Up
1016 2009   0.839   4.134   6.967  -1.929  -2.446 5.2949320   2.329        Up
1017 2009   2.329   0.839   4.134   6.967  -1.929 6.4279459  -0.632      Down
1018 2009  -0.632   2.329   0.839   4.134   6.967 5.3737640   2.195        Up
1019 2009   2.195  -0.632   2.329   0.839   4.134 4.6646500   0.273        Up
1020 2009   0.273   2.195  -0.632   2.329   0.839 5.7445820  -1.218      Down
1021 2009  -1.218   0.273   2.195  -0.632   2.329 5.2862600   2.591        Up
1022 2009   2.591  -1.218   0.273   2.195  -0.632 5.1379225   2.452        Up
1023 2009   2.452   2.591  -1.218   0.273   2.195 6.0469679  -2.239      Down
1024 2009  -2.239   2.452   2.591  -1.218   0.273 5.0813020  -1.836      Down
1025 2009  -1.836  -2.239   2.452   2.591  -1.218 5.2100800   4.514        Up
1026 2009   4.514  -1.836  -2.239   2.452   2.591 4.4667100   1.511        Up
1027 2009   1.511   4.514  -1.836  -2.239   2.452 4.7403700  -0.743      Down
1028 2009  -0.743   1.511   4.514  -1.836  -2.239 5.1184660  -4.021      Down
1029 2009  -4.021  -0.743   1.511   4.514  -1.836 6.0817140   3.195        Up
1030 2009   3.195  -4.021  -0.743   1.511   4.514 5.2902260   2.261        Up
1031 2009   2.261   3.195  -4.021  -0.743   1.511 4.2188720  -0.192      Down
1032 2009  -0.192   2.261   3.195  -4.021  -0.743 4.1225040   0.010        Up
1033 2009   0.010  -0.192   2.261   3.195  -4.021 3.2320000   1.328        Up
1034 2009   1.328   0.010  -0.192   2.261   3.195 4.5354680   0.039        Up
1035 2009   0.039   1.328   0.010  -0.192   2.261 4.1508760  -0.356      Down
1036 2009  -0.356   0.039   1.328   0.010  -0.192 5.6728740   2.178        Up
1037 2009   2.178  -0.356   0.039   1.328   0.010 3.0132625  -1.010      Down
1038 2010  -1.010   2.178  -0.356   0.039   1.328 2.3904275   2.680        Up
1039 2010   2.680  -1.010   2.178  -0.356   0.039 4.2230700  -0.782      Down
1040 2010  -0.782   2.680  -1.010   2.178  -0.356 4.3632460  -3.897      Down
1041 2010  -3.897  -0.782   2.680  -1.010   2.178 5.6545824  -1.639      Down
1042 2010  -1.639  -3.897  -0.782   2.680  -1.010 5.0795340  -0.715      Down
1043 2010  -0.715  -1.639  -3.897  -0.782   2.680 5.0822380   0.874        Up
1044 2010   0.874  -0.715  -1.639  -3.897  -0.782 4.4034160   3.130        Up
1045 2010   3.130   0.874  -0.715  -1.639  -3.897 4.0407250  -0.422      Down
1046 2010  -0.422   3.130   0.874  -0.715  -1.639 4.1940340   3.097        Up
1047 2010   3.097  -0.422   3.130   0.874  -0.715 4.0023300   0.991        Up
1048 2010   0.991   3.097  -0.422   3.130   0.874 4.8053180   0.862        Up
1049 2010   0.862   0.991   3.097  -0.422   3.130 4.5888000   0.577        Up
1050 2010   0.577   0.862   0.991   3.097  -0.422 4.7512780   0.987        Up
1051 2010   0.987   0.577   0.862   0.991   3.097 4.2379475   1.381        Up
1052 2010   1.381   0.987   0.577   0.862   0.991 4.4615540  -0.188      Down
1053 2010  -0.188   1.381   0.987   0.577   0.862 5.9749020   2.110        Up
1054 2010   2.110  -0.188   1.381   0.987   0.577 5.8000960  -2.513      Down
1055 2010  -2.513   2.110  -0.188   1.381   0.987 6.3104560  -6.388      Down
1056 2010  -6.388  -2.513   2.110  -0.188   1.381 7.6838860   2.232        Up
1057 2010   2.232  -6.388  -2.513   2.110  -0.188 5.7917500  -4.226      Down
1058 2010  -4.226   2.232  -6.388  -2.513   2.110 6.5280519   0.158        Up
1059 2010   0.158  -4.226   2.232  -6.388  -2.513 5.5288680  -2.252      Down
1060 2010  -2.252   0.158  -4.226   2.232  -6.388 5.3685975   2.509        Up
1061 2010   2.509  -2.252   0.158  -4.226   2.232 5.3695140   2.374        Up
1062 2010   2.374   2.509  -2.252   0.158  -4.226 4.6372080  -3.646      Down
1063 2010  -3.646   2.374   2.509  -2.252   0.158 4.6997120  -5.032      Down
1064 2010  -5.032  -3.646   2.374   2.509  -2.252 5.1008920   5.416        Up
1065 2010   5.416  -5.032  -3.646   2.374   2.509 4.4193725  -1.213      Down
1066 2010  -1.213   5.416  -5.032  -3.646   2.374 4.4876640   3.548        Up
1067 2010   3.548  -1.213   5.416  -5.032  -3.646 4.5802860  -0.096      Down
1068 2010  -0.096   3.548  -1.213   5.416  -5.032 4.2713200   1.819        Up
1069 2010   1.819  -0.096   3.548  -1.213   5.416 3.9634600  -3.779      Down
1070 2010  -3.779   1.819  -0.096   3.548  -1.213 3.9065580  -0.700      Down
1071 2010  -0.700  -3.779   1.819  -0.096   3.548 3.7774060  -0.663      Down
1072 2010  -0.663  -0.700  -3.779   1.819  -0.096 3.9513280   3.750        Up
1073 2010   3.750  -0.663  -0.700  -3.779   1.819 3.7184700   0.456        Up
1074 2010   0.456   3.750  -0.663  -0.700  -3.779 3.1952375   1.446        Up
1075 2010   1.446   0.456   3.750  -0.663  -0.700 3.9724320   2.050        Up
1076 2010   2.050   1.446   0.456   3.750  -0.663 3.8845220  -0.212      Down
1077 2010  -0.212   2.050   1.446   0.456   3.750 4.0374100   1.650        Up
1078 2010   1.650  -0.212   2.050   1.446   0.456 3.9056160   0.948        Up
1079 2010   0.948   1.650  -0.212   2.050   1.446 4.4491600   0.586        Up
1080 2010   0.586   0.948   1.650  -0.212   2.050 4.5762820   0.015        Up
1081 2010   0.015   0.586   0.948   1.650  -0.212 4.1164140   3.599        Up
1082 2010   3.599   0.015   0.586   0.948   1.650 4.7987580  -2.173      Down
1083 2010  -2.173   3.599   0.015   0.586   0.948 4.2982620   0.043        Up
1084 2010   0.043  -2.173   3.599   0.015   0.586 4.1774360  -0.861      Down
1085 2010  -0.861   0.043  -2.173   3.599   0.015 3.2051600   2.969        Up
1086 2010   2.969  -0.861   0.043  -2.173   3.599 4.2425680   1.281        Up
1087 2010   1.281   2.969  -0.861   0.043  -2.173 4.8350820   0.283        Up
1088 2010   0.283   1.281   2.969  -0.861   0.043 4.4540440   1.034        Up
1089 2010   1.034   0.283   1.281   2.969  -0.861 2.7071050   0.069        Up
         vare
1    Positive
2    Negative
3    Negative
4    Positive
5    Positive
6    Positive
7    Negative
8    Positive
9    Positive
10   Positive
11   Negative
12   Negative
13   Positive
14   Positive
15   Positive
16   Negative
17   Positive
18   Negative
19   Positive
20   Negative
21   Positive
22   Positive
23   Positive
24   Negative
25   Negative
26   Negative
27   Negative
28   Negative
29   Negative
30   Positive
31   Positive
32   Negative
33   Negative
34   Negative
35   Positive
36   Negative
37   Positive
38   Negative
39   Positive
40   Positive
41   Positive
42   Negative
43   Positive
44   Positive
45   Negative
46   Positive
47   Negative
48   Negative
49   Negative
50   Positive
51   Positive
52   Positive
53   Positive
54   Positive
55   Negative
56   Positive
57   Positive
58   Negative
59   Negative
60   Positive
61   Positive
62   Positive
63   Positive
64   Negative
65   Positive
66   Negative
67   Negative
68   Positive
69   Positive
70   Negative
71   Positive
72   Negative
73   Negative
74   Positive
75   Positive
76   Positive
77   Negative
78   Positive
79   Negative
80   Negative
81   Positive
82   Positive
83   Negative
84   Negative
85   Positive
86   Negative
87   Negative
88   Positive
89   Positive
90   Negative
91   Positive
92   Positive
93   Negative
94   Negative
95   Negative
96   Positive
97   Positive
98   Positive
99   Positive
100  Positive
101  Negative
102  Positive
103  Negative
104  Negative
105  Positive
106  Positive
107  Negative
108  Positive
109  Negative
110  Positive
111  Positive
112  Negative
113  Negative
114  Positive
115  Positive
116  Negative
117  Positive
118  Positive
119  Negative
120  Positive
121  Positive
122  Negative
123  Negative
124  Negative
125  Negative
126  Positive
127  Positive
128  Positive
129  Negative
130  Positive
131  Negative
132  Positive
133  Negative
134  Negative
135  Positive
136  Positive
137  Positive
138  Negative
139  Negative
140  Negative
141  Positive
142  Positive
143  Positive
144  Negative
145  Positive
146  Positive
147  Positive
148  Positive
149  Positive
150  Positive
151  Negative
152  Negative
153  Negative
154  Positive
155  Negative
156  Positive
157  Positive
158  Negative
159  Negative
160  Positive
161  Positive
162  Positive
163  Positive
164  Negative
165  Negative
166  Positive
167  Positive
168  Negative
169  Positive
170  Positive
171  Negative
172  Positive
173  Positive
174  Negative
175  Negative
176  Negative
177  Positive
178  Negative
179  Positive
180  Negative
181  Positive
182  Positive
183  Positive
184  Positive
185  Positive
186  Positive
187  Positive
188  Positive
189  Negative
190  Negative
191  Positive
192  Negative
193  Positive
194  Negative
195  Positive
196  Negative
197  Positive
198  Negative
199  Positive
200  Positive
201  Negative
202  Positive
203  Positive
204  Negative
205  Positive
206  Positive
207  Negative
208  Positive
209  Negative
210  Positive
211  Negative
212  Negative
213  Negative
214  Positive
215  Positive
216  Negative
217  Negative
218  Positive
219  Negative
220  Positive
221  Positive
222  Negative
223  Negative
224  Positive
225  Positive
226  Positive
227  Negative
228  Negative
229  Negative
230  Positive
231  Positive
232  Positive
233  Negative
234  Positive
235  Negative
236  Positive
237  Positive
238  Positive
239  Negative
240  Negative
241  Positive
242  Negative
243  Positive
244  Negative
245  Positive
246  Negative
247  Positive
248  Negative
249  Positive
250  Negative
251  Negative
252  Positive
253  Negative
254  Positive
255  Positive
256  Negative
257  Positive
258  Positive
259  Negative
260  Positive
261  Positive
262  Positive
263  Positive
264  Positive
265  Negative
266  Positive
267  Positive
268  Positive
269  Negative
270  Positive
271  Positive
272  Negative
273  Positive
274  Positive
275  Positive
276  Negative
277  Positive
278  Positive
279  Negative
280  Positive
281  Positive
282  Negative
283  Positive
284  Positive
285  Negative
286  Positive
287  Negative
288  Negative
289  Positive
290  Positive
291  Positive
292  Positive
293  Positive
294  Negative
295  Positive
296  Negative
297  Positive
298  Positive
299  Negative
300  Positive
301  Positive
302  Positive
303  Negative
304  Positive
305  Positive
306  Negative
307  Negative
308  Positive
309  Positive
310  Negative
311  Positive
312  Positive
313  Positive
314  Positive
315  Negative
316  Positive
317  Negative
318  Negative
319  Positive
320  Positive
321  Negative
322  Positive
323  Negative
324  Positive
325  Positive
326  Negative
327  Positive
328  Positive
329  Positive
330  Negative
331  Positive
332  Negative
333  Positive
334  Positive
335  Negative
336  Negative
337  Negative
338  Negative
339  Positive
340  Negative
341  Positive
342  Positive
343  Negative
344  Positive
345  Positive
346  Positive
347  Negative
348  Positive
349  Negative
350  Positive
351  Negative
352  Positive
353  Positive
354  Positive
355  Positive
356  Positive
357  Negative
358  Negative
359  Positive
360  Positive
361  Negative
362  Positive
363  Positive
364  Negative
365  Positive
366  Positive
367  Positive
368  Negative
369  Negative
370  Positive
371  Negative
372  Negative
373  Negative
374  Negative
375  Negative
376  Positive
377  Negative
378  Positive
379  Positive
380  Positive
381  Positive
382  Positive
383  Positive
384  Positive
385  Positive
386  Negative
387  Positive
388  Negative
389  Negative
390  Positive
391  Positive
392  Negative
393  Negative
394  Positive
395  Negative
396  Positive
397  Negative
398  Positive
399  Negative
400  Positive
401  Positive
402  Negative
403  Negative
404  Negative
405  Positive
406  Positive
407  Positive
408  Negative
409  Positive
410  Negative
411  Negative
412  Negative
413  Positive
414  Negative
415  Positive
416  Negative
417  Positive
418  Positive
419  Positive
420  Positive
421  Positive
422  Positive
423  Positive
424  Positive
425  Negative
426  Positive
427  Negative
428  Positive
429  Negative
430  Positive
431  Negative
432  Positive
433  Positive
434  Negative
435  Positive
436  Negative
437  Positive
438  Positive
439  Positive
440  Positive
441  Positive
442  Negative
443  Negative
444  Negative
445  Negative
446  Positive
447  Negative
448  Negative
449  Positive
450  Positive
451  Positive
452  Negative
453  Negative
454  Positive
455  Positive
456  Positive
457  Positive
458  Negative
459  Positive
460  Positive
461  Negative
462  Negative
463  Positive
464  Positive
465  Positive
466  Positive
467  Negative
468  Negative
469  Positive
470  Negative
471  Negative
472  Positive
473  Negative
474  Positive
475  Positive
476  Positive
477  Negative
478  Positive
479  Positive
480  Negative
481  Positive
482  Negative
483  Positive
484  Negative
485  Negative
486  Negative
487  Positive
488  Negative
489  Positive
490  Negative
491  Positive
492  Positive
493  Positive
494  Negative
495  Negative
496  Negative
497  Positive
498  Positive
499  Positive
500  Positive
501  Negative
502  Negative
503  Negative
504  Positive
505  Positive
506  Negative
507  Positive
508  Positive
509  Positive
510  Positive
511  Positive
512  Negative
513  Positive
514  Negative
515  Positive
516  Positive
517  Positive
518  Negative
519  Positive
520  Negative
521  Negative
522  Positive
523  Negative
524  Negative
525  Negative
526  Positive
527  Negative
528  Positive
529  Positive
530  Negative
531  Positive
532  Negative
533  Positive
534  Positive
535  Negative
536  Negative
537  Negative
538  Negative
539  Positive
540  Negative
541  Positive
542  Negative
543  Positive
544  Positive
545  Positive
546  Negative
547  Negative
548  Positive
549  Positive
550  Positive
551  Positive
552  Positive
553  Negative
554  Negative
555  Negative
556  Negative
557  Negative
558  Negative
559  Positive
560  Negative
561  Positive
562  Negative
563  Positive
564  Negative
565  Negative
566  Positive
567  Negative
568  Negative
569  Positive
570  Negative
571  Positive
572  Positive
573  Positive
574  Negative
575  Negative
576  Negative
577  Negative
578  Negative
579  Negative
580  Negative
581  Negative
582  Positive
583  Negative
584  Positive
585  Positive
586  Positive
587  Positive
588  Negative
589  Positive
590  Negative
591  Negative
592  Positive
593  Negative
594  Positive
595  Negative
596  Negative
597  Positive
598  Negative
599  Negative
600  Positive
601  Negative
602  Negative
603  Positive
604  Negative
605  Negative
606  Negative
607  Positive
608  Positive
609  Positive
610  Negative
611  Positive
612  Negative
613  Positive
614  Positive
615  Positive
616  Negative
617  Positive
618  Negative
619  Positive
620  Positive
621  Positive
622  Negative
623  Negative
624  Positive
625  Negative
626  Negative
627  Positive
628  Negative
629  Positive
630  Positive
631  Positive
632  Negative
633  Negative
634  Negative
635  Negative
636  Positive
637  Negative
638  Negative
639  Negative
640  Positive
641  Negative
642  Negative
643  Negative
644  Negative
645  Negative
646  Positive
647  Negative
648  Negative
649  Negative
650  Positive
651  Positive
652  Positive
653  Positive
654  Positive
655  Negative
656  Negative
657  Negative
658  Negative
659  Negative
660  Negative
661  Positive
662  Positive
663  Positive
664  Positive
665  Negative
666  Positive
667  Positive
668  Positive
669  Negative
670  Negative
671  Positive
672  Negative
673  Positive
674  Positive
675  Negative
676  Negative
677  Negative
678  Negative
679  Positive
680  Positive
681  Negative
682  Negative
683  Positive
684  Positive
685  Negative
686  Positive
687  Negative
688  Positive
689  Positive
690  Positive
691  Positive
692  Positive
693  Negative
694  Positive
695  Positive
696  Positive
697  Positive
698  Negative
699  Positive
700  Positive
701  Negative
702  Positive
703  Negative
704  Negative
705  Positive
706  Positive
707  Positive
708  Positive
709  Negative
710  Positive
711  Negative
712  Positive
713  Positive
714  Positive
715  Negative
716  Positive
717  Positive
718  Negative
719  Negative
720  Positive
721  Positive
722  Positive
723  Positive
724  Positive
725  Positive
726  Positive
727  Positive
728  Positive
729  Negative
730  Positive
731  Positive
732  Negative
733  Positive
734  Positive
735  Negative
736  Negative
737  Negative
738  Positive
739  Negative
740  Negative
741  Positive
742  Negative
743  Negative
744  Negative
745  Negative
746  Positive
747  Positive
748  Positive
749  Negative
750  Negative
751  Negative
752  Negative
753  Negative
754  Negative
755  Positive
756  Negative
757  Positive
758  Positive
759  Positive
760  Positive
761  Positive
762  Positive
763  Negative
764  Positive
765  Negative
766  Negative
767  Negative
768  Positive
769  Positive
770  Positive
771  Negative
772  Positive
773  Positive
774  Negative
775  Positive
776  Positive
777  Positive
778  Negative
779  Negative
780  Negative
781  Positive
782  Positive
783  Positive
784  Negative
785  Positive
786  Positive
787  Negative
788  Negative
789  Negative
790  Positive
791  Positive
792  Negative
793  Positive
794  Positive
795  Positive
796  Negative
797  Positive
798  Positive
799  Negative
800  Positive
801  Positive
802  Negative
803  Positive
804  Positive
805  Positive
806  Positive
807  Positive
808  Negative
809  Positive
810  Negative
811  Negative
812  Positive
813  Positive
814  Negative
815  Negative
816  Positive
817  Negative
818  Negative
819  Negative
820  Positive
821  Positive
822  Positive
823  Positive
824  Positive
825  Negative
826  Negative
827  Positive
828  Positive
829  Negative
830  Positive
831  Positive
832  Negative
833  Positive
834  Negative
835  Positive
836  Positive
837  Positive
838  Negative
839  Negative
840  Positive
841  Negative
842  Negative
843  Positive
844  Negative
845  Positive
846  Negative
847  Positive
848  Negative
849  Negative
850  Positive
851  Positive
852  Negative
853  Negative
854  Negative
855  Positive
856  Negative
857  Negative
858  Positive
859  Positive
860  Positive
861  Negative
862  Positive
863  Negative
864  Positive
865  Negative
866  Positive
867  Negative
868  Positive
869  Positive
870  Positive
871  Positive
872  Positive
873  Negative
874  Positive
875  Positive
876  Negative
877  Negative
878  Positive
879  Positive
880  Negative
881  Positive
882  Negative
883  Positive
884  Negative
885  Negative
886  Positive
887  Negative
888  Positive
889  Negative
890  Negative
891  Positive
892  Negative
893  Positive
894  Negative
895  Positive
896  Positive
897  Positive
898  Positive
899  Positive
900  Positive
901  Positive
902  Negative
903  Positive
904  Negative
905  Positive
906  Negative
907  Positive
908  Positive
909  Positive
910  Negative
911  Negative
912  Negative
913  Positive
914  Negative
915  Positive
916  Negative
917  Negative
918  Positive
919  Positive
920  Positive
921  Positive
922  Positive
923  Negative
924  Positive
925  Negative
926  Negative
927  Positive
928  Negative
929  Positive
930  Positive
931  Negative
932  Positive
933  Negative
934  Negative
935  Negative
936  Negative
937  Positive
938  Positive
939  Negative
940  Positive
941  Positive
942  Negative
943  Negative
944  Negative
945  Positive
946  Negative
947  Positive
948  Negative
949  Positive
950  Positive
951  Positive
952  Negative
953  Positive
954  Negative
955  Positive
956  Negative
957  Negative
958  Negative
959  Negative
960  Negative
961  Negative
962  Positive
963  Negative
964  Positive
965  Positive
966  Positive
967  Negative
968  Negative
969  Negative
970  Positive
971  Positive
972  Negative
973  Negative
974  Negative
975  Positive
976  Negative
977  Positive
978  Negative
979  Negative
980  Negative
981  Positive
982  Negative
983  Positive
984  Positive
985  Negative
986  Positive
987  Negative
988  Negative
989  Negative
990  Negative
991  Positive
992  Negative
993  Negative
994  Negative
995  Negative
996  Positive
997  Positive
998  Positive
999  Positive
1000 Positive
1001 Positive
1002 Negative
1003 Positive
1004 Positive
1005 Negative
1006 Positive
1007 Positive
1008 Positive
1009 Positive
1010 Negative
1011 Negative
1012 Negative
1013 Negative
1014 Positive
1015 Positive
1016 Positive
1017 Positive
1018 Negative
1019 Positive
1020 Positive
1021 Negative
1022 Positive
1023 Positive
1024 Negative
1025 Negative
1026 Positive
1027 Positive
1028 Negative
1029 Negative
1030 Positive
1031 Positive
1032 Negative
1033 Positive
1034 Positive
1035 Positive
1036 Negative
1037 Positive
1038 Negative
1039 Positive
1040 Negative
1041 Negative
1042 Negative
1043 Negative
1044 Positive
1045 Positive
1046 Negative
1047 Positive
1048 Positive
1049 Positive
1050 Positive
1051 Positive
1052 Positive
1053 Negative
1054 Positive
1055 Negative
1056 Negative
1057 Positive
1058 Negative
1059 Positive
1060 Negative
1061 Positive
1062 Positive
1063 Negative
1064 Negative
1065 Positive
1066 Negative
1067 Positive
1068 Negative
1069 Positive
1070 Negative
1071 Negative
1072 Negative
1073 Positive
1074 Positive
1075 Positive
1076 Positive
1077 Negative
1078 Positive
1079 Positive
1080 Positive
1081 Positive
1082 Positive
1083 Negative
1084 Positive
1085 Negative
1086 Positive
1087 Positive
1088 Positive
1089 Positive

The new variable is “new” that has the dataset classifying Negative, Positive, Zero

13.Only for UP Direction,

a.Categorize Lag1 price based on its median

base_med=df %>% filter(Direction=="up") %>% summarise(median(df$Lag1))
base_med
  median(df$Lag1)
1           0.241

b. Categorize Lag 1 price based on quartiles

base_qua=df %>% filter(Direction=="up") %>% summarise(quantile(df$Lag1))
Warning: Returning more (or less) than 1 row per `summarise()` group was deprecated in
dplyr 1.1.0.
ℹ Please use `reframe()` instead.
ℹ When switching from `summarise()` to `reframe()`, remember that `reframe()`
  always returns an ungrouped data frame and adjust accordingly.
Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
generated.
base_qua
  quantile(df$Lag1)
1           -18.195
2            -1.154
3             0.241
4             1.405
5            12.026

c. Categorize Lag 1 price based on suitable 5 percentiles

base_per=df %>% filter(Direction=="up") %>%      summarise(quantile(df$Lag1,c(0,0.25,0.5,0.75,1)))
Warning: Returning more (or less) than 1 row per `summarise()` group was deprecated in
dplyr 1.1.0.
ℹ Please use `reframe()` instead.
ℹ When switching from `summarise()` to `reframe()`, remember that `reframe()`
  always returns an ungrouped data frame and adjust accordingly.
Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
generated.
base_per
  quantile(df$Lag1, c(0, 0.25, 0.5, 0.75, 1))
1                                     -18.195
2                                      -1.154
3                                       0.241
4                                       1.405
5                                      12.026