Pada bagian ini kita membahas matriks dan vektor, dan kemudian kita membahas bagaimana kita dapat membuat matriks dan vektor di lingkungan pemrograman R.

Definisi 1 Untuk bilangan bulat positif n, vektor n-dimensi adalah 1- dimensi n array.

Contoh 1 Array 1 dimensi berikut

907 220 625 502

adalah vektor 4 dimensi. Di R, kita bisa menggunakan fungsi c() untuk membuat vektor.

contoh

v <- c(907,220,625,502)

Notasi <- setara dengan tanda =. Kami menugaskan v sebagai vektor 4 dimensi di atas. Saat Anda mengetik v di R, maka Anda akan melihat

v
## [1] 907 220 625 502

Contoh 2 Array 1 dimensi berikut [2 3 4 5 6]

Sistem Persamaan Linier dan Matriks 5 adalah vektor 5 dimensi. Di R, menggunakan “:” Anda dapat dengan mudah membuat vektor a urutan angka. Dalam contoh ini, Anda dapat mengetik

v <- 2:6
v
## [1] 2 3 4 5 6

Definisi 2 Untuk bilangan bulat positif m, n, matriks m×n adalah matriks 2 dimensi larik m × n.

M <- matrix(c(1,1,1,2,1,3,1,4),nrow=2,ncol=4)

Di sini fungsi c() menyimpan elemen dalam matriks. Urutan elemen dalam fungsi c() penting. Sebagai pengaturan default, ini dimulai dari elemen pertama dari vektor kolom pertama ke elemen terakhir dari kolom pertama vektor. Kemudian beralih dari elemen pertama dari vektor kolom kedua ke elemen terakhir dari vektor kolom kedua, dan seterusnya. “nrow” menentukan jumlah vektor baris dan “ncol” menentukan jumlah vektor kolom. Untuk ini contoh jumlah vektor baris adalah 2 dan jumlah vektor kolom adalah 4, jadi kami menyetel “nrow=2” dan “ncol=4”. Seperti sebelumnya <- berarti kita menetapkan ini matriks sebagai variabel M. Jika Anda mengetik M di R, maka Anda akan melihat hasilnya sebagai berikut

M
##      [,1] [,2] [,3] [,4]
## [1,]    1    1    1    1
## [2,]    1    2    3    4

Sekarang misalkan kita hanya ingin memiliki vektor kolom pertama dari matriks ini M, lalu kita ketik

M[1,]
## [1] 1 1 1 1

Demikian pula, jika kita ingin memiliki kolom kedua dari matriks M, maka kita jenis

M[,2]
## [1] 1 2

Sekarang kami menunjukkan cara lain untuk membuat matriks dari menggabungkan vektor baris atau vektor kolom. Pertama, kami menunjukkan cara membuat matriks dengan menggabungkan vektor dengan fungsi rbind(). Mari kita definisikan r1 dan r2 sebagai vektor baris pertama dan vektor baris kedua matriks. Dalam R kita dapat mendefinisikan sebagai

r1 <- c(1, 1, 1, 1)
r2 <- c(1, 2, 3, 4)

Kemudian kita menggunakan fungsi rbind() untuk membuat matriks M sebagai

M <- rbind(r1, r2)
M
##    [,1] [,2] [,3] [,4]
## r1    1    1    1    1
## r2    1    2    3    4

Di sini Anda dapat mengabaikan r1 dan r2 dalam output karena tersisa dari rbind(). Dalam pembelajaran statistik atau ilmu data, informasi ini dapat bermanfaat, tetapi untuk saat ini Anda bisa mengabaikan ini. Untuk membuat matriks dari vektor kolom di R kita dapat menggunakan fungsi cbind(). Untuk contoh ini pertama-tama kita membuat empat vektor kolom c1, c2, c3, dan c4 dengan fungsi c().

c1 <- c(1, 1)
c2 <- c(1, 2)
c3 <- c(1, 3)
c4 <- c(1, 4)

Kemudian Anda menggunakan fungsi cbind() untuk membuat matriks sebagai berikut:

M <- cbind(c1,c2,c3,c4)
M
##      c1 c2 c3 c4
## [1,]  1  1  1  1
## [2,]  1  2  3  4

Sekali lagi, untuk saat ini kita abaikan c1, c2, c3, dan c4 di output. Jika Anda ingin mengekstrak elemen di baris ke-2 dan kolom ke-3, Anda dapat melakukan:

M[2,3]
## c3 
##  3

Contoh 9

Kami melihat contoh kerja di bagian ini “Pasar” kumpulan data dari paket ISLR. Menggunakan fungsi head() Anda dapat melihat yang pertama enam pengamatan

library(ISLR)
data(Smarket)
Smarket
##      Year   Lag1   Lag2   Lag3   Lag4   Lag5  Volume  Today Direction
## 1    2001  0.381 -0.192 -2.624 -1.055  5.010 1.19130  0.959        Up
## 2    2001  0.959  0.381 -0.192 -2.624 -1.055 1.29650  1.032        Up
## 3    2001  1.032  0.959  0.381 -0.192 -2.624 1.41120 -0.623      Down
## 4    2001 -0.623  1.032  0.959  0.381 -0.192 1.27600  0.614        Up
## 5    2001  0.614 -0.623  1.032  0.959  0.381 1.20570  0.213        Up
## 6    2001  0.213  0.614 -0.623  1.032  0.959 1.34910  1.392        Up
## 7    2001  1.392  0.213  0.614 -0.623  1.032 1.44500 -0.403      Down
## 8    2001 -0.403  1.392  0.213  0.614 -0.623 1.40780  0.027        Up
## 9    2001  0.027 -0.403  1.392  0.213  0.614 1.16400  1.303        Up
## 10   2001  1.303  0.027 -0.403  1.392  0.213 1.23260  0.287        Up
## 11   2001  0.287  1.303  0.027 -0.403  1.392 1.30900 -0.498      Down
## 12   2001 -0.498  0.287  1.303  0.027 -0.403 1.25800 -0.189      Down
## 13   2001 -0.189 -0.498  0.287  1.303  0.027 1.09800  0.680        Up
## 14   2001  0.680 -0.189 -0.498  0.287  1.303 1.05310  0.701        Up
## 15   2001  0.701  0.680 -0.189 -0.498  0.287 1.14980 -0.562      Down
## 16   2001 -0.562  0.701  0.680 -0.189 -0.498 1.29530  0.546        Up
## 17   2001  0.546 -0.562  0.701  0.680 -0.189 1.11880 -1.747      Down
## 18   2001 -1.747  0.546 -0.562  0.701  0.680 1.04840  0.359        Up
## 19   2001  0.359 -1.747  0.546 -0.562  0.701 1.01300 -0.151      Down
## 20   2001 -0.151  0.359 -1.747  0.546 -0.562 1.05960 -0.841      Down
## 21   2001 -0.841 -0.151  0.359 -1.747  0.546 1.15830 -0.623      Down
## 22   2001 -0.623 -0.841 -0.151  0.359 -1.747 1.10720 -1.334      Down
## 23   2001 -1.334 -0.623 -0.841 -0.151  0.359 1.07550  1.183        Up
## 24   2001  1.183 -1.334 -0.623 -0.841 -0.151 1.03910 -0.865      Down
## 25   2001 -0.865  1.183 -1.334 -0.623 -0.841 1.07520 -0.218      Down
## 26   2001 -0.218 -0.865  1.183 -1.334 -0.623 1.15030  0.812        Up
## 27   2001  0.812 -0.218 -0.865  1.183 -1.334 1.15370 -1.891      Down
## 28   2001 -1.891  0.812 -0.218 -0.865  1.183 1.25720 -1.736      Down
## 29   2001 -1.736 -1.891  0.812 -0.218 -0.865 1.11220 -1.851      Down
## 30   2001 -1.851 -1.736 -1.891  0.812 -0.218 1.20850 -0.195      Down
## 31   2001 -0.195 -1.851 -1.736 -1.891  0.812 1.36590 -0.556      Down
## 32   2001 -0.556 -0.195 -1.851 -1.736 -1.891 1.23130  1.749        Up
## 33   2001  1.749 -0.556 -0.195 -1.851 -1.736 1.13080 -0.766      Down
## 34   2001 -0.766  1.749 -0.556 -0.195 -1.851 1.11410 -1.431      Down
## 35   2001 -1.431 -0.766  1.749 -0.556 -0.195 1.22530  0.104        Up
## 36   2001  0.104 -1.431 -0.766  1.749 -0.556 1.29490 -0.568      Down
## 37   2001 -0.568  0.104 -1.431 -0.766  1.749 1.29400  0.586        Up
## 38   2001  0.586 -0.568  0.104 -1.431 -0.766 0.92920  0.998        Up
## 39   2001  0.998  0.586 -0.568  0.104 -1.431 1.09180  0.645        Up
## 40   2001  0.645  0.998  0.586 -0.568  0.104 1.13220  0.226        Up
## 41   2001  0.226  0.645  0.998  0.586 -0.568 1.11410 -2.476      Down
## 42   2001 -2.476  0.226  0.645  0.998  0.586 1.08590 -4.318      Down
## 43   2001 -4.318 -2.476  0.226  0.645  0.998 1.22900  1.483        Up
## 44   2001  1.483 -4.318 -2.476  0.226  0.645 1.36090 -2.584      Down
## 45   2001 -2.584  1.483 -4.318 -2.476  0.226 1.39740  0.587        Up
## 46   2001  0.587 -2.584  1.483 -4.318 -2.476 1.25950 -1.962      Down
## 47   2001 -1.962  0.587 -2.584  1.483 -4.318 1.54356  1.763        Up
## 48   2001  1.763 -1.962  0.587 -2.584  1.483 1.12620 -2.408      Down
## 49   2001 -2.408  1.763 -1.962  0.587 -2.584 1.23590 -1.792      Down
## 50   2001 -1.792 -2.408  1.763 -1.962  0.587 1.34630 -0.406      Down
## 51   2001 -0.406 -1.792 -2.408  1.763 -1.962 1.72395  1.991        Up
## 52   2001  1.991 -0.406 -1.792 -2.408  1.763 1.36490  1.128        Up
## 53   2001  1.128  1.991 -0.406 -1.792 -2.408 1.11400  2.557        Up
## 54   2001  2.557  1.128  1.991 -0.406 -1.792 1.31420 -2.443      Down
## 55   2001 -2.443  2.557  1.128  1.991 -0.406 1.33340 -0.463      Down
## 56   2001 -0.463 -2.443  2.557  1.128  1.991 1.23450  1.078        Up
## 57   2001  1.078 -0.463 -2.443  2.557  1.128 1.28080 -1.246      Down
## 58   2001 -1.246  1.078 -0.463 -2.443  2.557 1.25490 -3.439      Down
## 59   2001 -3.439 -1.246  1.078 -0.463 -2.443 1.38610 -0.290      Down
## 60   2001 -0.290 -3.439 -1.246  1.078 -0.463 1.42559  4.368        Up
## 61   2001  4.368 -0.290 -3.439 -1.246  1.078 1.36800 -1.998      Down
## 62   2001 -1.998  4.368 -0.290 -3.439 -1.246 1.26680  0.812        Up
## 63   2001  0.812 -1.998  4.368 -0.290 -3.439 1.06280  2.707        Up
## 64   2001  2.707  0.812 -1.998  4.368 -0.290 1.34960 -0.213      Down
## 65   2001 -0.213  2.707  0.812 -1.998  4.368 1.29030  1.510        Up
## 66   2001  1.510 -0.213  2.707  0.812 -1.998 1.10200 -0.323      Down
## 67   2001 -0.323  1.510 -0.213  2.707  0.812 0.91390  1.028        Up
## 68   2001  1.028 -0.323  1.510 -0.213  2.707 1.10960  3.889        Up
## 69   2001  3.889  1.028 -0.323  1.510 -0.213 1.91890  1.254        Up
## 70   2001  1.254  3.889  1.028 -0.323  1.510 1.48680 -0.854      Down
## 71   2001 -0.854  1.254  3.889  1.028 -0.323 1.33870 -1.498      Down
## 72   2001 -1.498 -0.854  1.254  3.889  1.028 1.01260 -1.216      Down
## 73   2001 -1.216 -1.498 -0.854  1.254  3.889 1.21650  1.594        Up
## 74   2001  1.594 -1.216 -1.498 -0.854  1.254 1.20360  0.470        Up
## 75   2001  0.470  1.594 -1.216 -1.498 -0.854 1.34520  1.501        Up
## 76   2001  1.501  0.470  1.594 -1.216 -1.498 1.09130 -0.287      Down
## 77   2001 -0.287  1.501  0.470  1.594 -1.216 1.26680  1.359        Up
## 78   2001  1.359 -0.287  1.501  0.470  1.594 1.18130  0.078        Up
## 79   2001  0.078  1.359 -0.287  1.501  0.470 1.34220 -1.487      Down
## 80   2001 -1.487  0.078  1.359 -0.287  1.501 1.13790  1.444        Up
## 81   2001  1.444 -1.487  0.078  1.359 -0.287 1.08210 -0.245      Down
## 82   2001 -0.245  1.444 -1.487  0.078  1.359 0.94900 -0.183      Down
## 83   2001 -0.183 -0.245  1.444 -1.487  0.078 1.00630 -0.449      Down
## 84   2001 -0.449 -0.183 -0.245  1.444 -1.487 1.13240 -0.029      Down
## 85   2001 -0.029 -0.449 -0.183 -0.245  1.444 1.05670 -0.758      Down
## 86   2001 -0.758 -0.029 -0.449 -0.183 -0.245 0.90620  0.261        Up
## 87   2001  0.261 -0.758 -0.029 -0.449 -0.183 0.85820  0.042        Up
## 88   2001  0.042  0.261 -0.758 -0.029 -0.449 1.07180  2.845        Up
## 89   2001  2.845  0.042  0.261 -0.758 -0.029 1.40530  0.272        Up
## 90   2001  0.272  2.845  0.042  0.261 -0.758 1.35560  0.269        Up
## 91   2001  0.269  0.272  2.845  0.042  0.261 1.13080  1.615        Up
## 92   2001  1.615  0.269  0.272  2.845  0.042 1.17490 -0.263      Down
## 93   2001 -0.263  1.615  0.269  0.272  2.845 1.26040 -1.553      Down
## 94   2001 -1.553 -0.263  1.615  0.269  0.272 1.13480  0.320        Up
## 95   2001  0.320 -1.553 -0.263  1.615  0.269 1.10070 -1.182      Down
## 96   2001 -1.182  0.320 -1.553 -0.263  1.615 0.82810 -0.779      Down
## 97   2001 -0.779 -1.182  0.320 -1.553 -0.263 1.02600 -1.566      Down
## 98   2001 -1.566 -0.779 -1.182  0.320 -1.553 1.15860  0.620        Up
## 99   2001  0.620 -1.566 -0.779 -1.182  0.320 1.22660  0.386        Up
## 100  2001  0.386  0.620 -1.566 -0.779 -1.182 1.01500  0.511        Up
## 101  2001  0.511  0.386  0.620 -1.566 -0.779 0.83650  1.299        Up
## 102  2001  1.299  0.511  0.386  0.620 -1.566 1.11680 -1.055      Down
## 103  2001 -1.055  1.299  0.511  0.386  0.620 1.06190  0.546        Up
## 104  2001  0.546 -1.055  1.299  0.511  0.386 1.08960 -0.940      Down
## 105  2001 -0.940  0.546 -1.055  1.299  0.511 0.72620 -0.836      Down
## 106  2001 -0.836 -0.940  0.546 -1.055  1.299 0.87010  0.116        Up
## 107  2001  0.116 -0.836 -0.940  0.546 -1.055 1.13650 -1.135      Down
## 108  2001 -1.135  0.116 -0.836 -0.940  0.546 1.06360 -1.750      Down
## 109  2001 -1.750 -1.135  0.116 -0.836 -0.940 1.24290 -0.452      Down
## 110  2001 -0.452 -1.750 -1.135  0.116 -0.836 1.63555 -0.488      Down
## 111  2001 -0.488 -0.452 -1.750 -1.135  0.116 1.11160  0.343        Up
## 112  2001  0.343 -0.488 -0.452 -1.750 -1.135 1.18490  0.871        Up
## 113  2001  0.871  0.343 -0.488 -0.452 -1.750 1.35010  1.136        Up
## 114  2001  1.136  0.871  0.343 -0.488 -0.452 1.54682 -0.945      Down
## 115  2001 -0.945  1.136  0.871  0.343 -0.488 1.18920 -0.551      Down
## 116  2001 -0.551 -0.945  1.136  0.871  0.343 1.05010 -0.151      Down
## 117  2001 -0.151 -0.551 -0.945  1.136  0.871 1.19890 -0.468      Down
## 118  2001 -0.468 -0.151 -0.551 -0.945  1.136 1.16210  1.249        Up
## 119  2001  1.249 -0.468 -0.151 -0.551 -0.945 1.32730 -0.148      Down
## 120  2001 -0.148  1.249 -0.468 -0.151 -0.551 1.83236  1.008        Up
## 121  2001  1.008 -0.148  1.249 -0.468 -0.151 1.12830 -0.184      Down
## 122  2001 -0.184  1.008 -0.148  1.249 -0.468 0.62211 -1.232      Down
## 123  2001 -1.232 -0.184  1.008 -0.148  1.249 0.93490 -2.350      Down
## 124  2001 -2.350 -1.232 -0.184  1.008 -0.148 1.05670  0.688        Up
## 125  2001  0.688 -2.350 -1.232 -0.184  1.008 1.04570 -1.440      Down
## 126  2001 -1.440  0.688 -2.350 -1.232 -0.184 1.26380 -0.113      Down
## 127  2001 -0.113 -1.440  0.688 -2.350 -1.232 1.38410  2.369        Up
## 128  2001  2.369 -0.113 -1.440  0.688 -2.350 1.39400  0.624        Up
## 129  2001  0.624  2.369 -0.113 -1.440  0.688 1.12170 -1.088      Down
## 130  2001 -1.088  0.624  2.369 -0.113 -1.440 1.03980  0.997        Up
## 131  2001  0.997 -1.088  0.624  2.369 -0.113 1.23810 -0.554      Down
## 132  2001 -0.554  0.997 -1.088  0.624  2.369 1.31630  0.605        Up
## 133  2001  0.605 -0.554  0.997 -1.088  0.624 1.34350 -0.343      Down
## 134  2001 -0.343  0.605 -0.554  0.997 -1.088 1.17090 -1.637      Down
## 135  2001 -1.637 -0.343  0.605 -0.554  0.997 0.98690 -1.627      Down
## 136  2001 -1.627 -1.637 -0.343  0.605 -0.554 1.19870  1.608        Up
## 137  2001  1.608 -1.627 -1.637 -0.343  0.605 1.28070  1.045        Up
## 138  2001  1.045  1.608 -1.627 -1.637 -0.343 1.21390  0.240        Up
## 139  2001  0.240  1.045  1.608 -1.627 -1.637 1.01530 -0.108      Down
## 140  2001 -0.108  0.240  1.045  1.608 -1.627 0.90910  0.557        Up
## 141  2001  0.557 -0.108  0.240  1.045  1.608 1.12920  0.388        Up
## 142  2001  0.388  0.557 -0.108  0.240  1.045 1.34030  0.396        Up
## 143  2001  0.396  0.388  0.557 -0.108  0.240 1.21830 -0.524      Down
## 144  2001 -0.524  0.396  0.388  0.557 -0.108 0.93990 -1.142      Down
## 145  2001 -1.142 -0.524  0.396  0.388  0.557 0.81170  0.327        Up
## 146  2001  0.327 -1.142 -0.524  0.396  0.388 1.01200 -1.733      Down
## 147  2001 -1.733  0.327 -1.142 -0.524  0.396 1.12460 -0.008      Down
## 148  2001 -0.008 -1.733  0.327 -1.142 -0.524 1.10420  0.569        Up
## 149  2001  0.569 -0.008 -1.733  0.327 -1.142 0.96090  0.095        Up
## 150  2001  0.095  0.569 -0.008 -1.733  0.327 0.83760 -0.383      Down
## 151  2001 -0.383  0.095  0.569 -0.008 -1.733 0.96460 -0.734      Down
## 152  2001 -0.734 -0.383  0.095  0.569 -0.008 1.06560  0.309        Up
## 153  2001  0.309 -0.734 -0.383  0.095  0.569 1.05540 -1.666      Down
## 154  2001 -1.666  0.309 -0.734 -0.383  0.095 0.97430  0.812        Up
## 155  2001  0.812 -1.666  0.309 -0.734 -0.383 0.89710 -1.208      Down
## 156  2001 -1.208  0.812 -1.666  0.309 -0.734 1.04160  0.696        Up
## 157  2001  0.696 -1.208  0.812 -1.666  0.309 1.11080 -0.276      Down
## 158  2001 -0.276  0.696 -1.208  0.812 -1.666 0.98620  1.965        Up
## 159  2001  1.965 -0.276  0.696 -1.208  0.812 1.04360 -0.483      Down
## 160  2001 -0.483  1.965 -0.276  0.696 -1.208 0.84260 -1.501      Down
## 161  2001 -1.501 -0.483  1.965 -0.276  0.696 0.98710 -1.115      Down
## 162  2001 -1.115 -1.501 -0.483  1.965 -0.276 0.96370 -1.700      Down
## 163  2001 -1.700 -1.115 -1.501 -0.483  1.965 1.15700  0.403        Up
## 164  2001  0.403 -1.700 -1.115 -1.501 -0.483 0.92010 -0.056      Down
## 165  2001 -0.056  0.403 -1.700 -1.115 -1.501 1.17830 -0.106      Down
## 166  2001 -0.106 -0.056  0.403 -1.700 -1.115 1.38450 -2.239      Down
## 167  2001 -2.239 -0.106 -0.056  0.403 -1.700 1.35970 -1.864      Down
## 168  2001 -1.864 -2.239 -0.106 -0.056  0.403 1.42430  0.623        Up
## 169  2001  0.623 -1.864 -2.239 -0.106 -0.056 1.27660 -4.922      Down
## 170  2001 -4.922  0.623 -1.864 -2.239 -0.106 2.33083 -0.580      Down
## 171  2001 -0.580 -4.922  0.623 -1.864 -2.239 1.65041 -1.611      Down
## 172  2001 -1.611 -0.580 -4.922  0.623 -1.864 2.12055 -3.106      Down
## 173  2001 -3.106 -1.611 -0.580 -4.922  0.623 2.00480 -1.903      Down
## 174  2001 -1.903 -3.106 -1.611 -0.580 -4.922 2.31730  3.898        Up
## 175  2001  3.898 -1.903 -3.106 -1.611 -0.580 1.74660  0.879        Up
## 176  2001  0.879  3.898 -1.903 -3.106 -1.611 1.61380 -0.517      Down
## 177  2001 -0.517  0.879  3.898 -1.903 -3.106 1.51910  1.149        Up
## 178  2001  1.149 -0.517  0.879  3.898 -1.903 1.46700  2.192        Up
## 179  2001  2.192  1.149 -0.517  0.879  3.898 1.63150 -0.230      Down
## 180  2001 -0.230  2.192  1.149 -0.517  0.879 1.17560  1.231        Up
## 181  2001  1.231 -0.230  2.192  1.149 -0.517 1.28980  1.993        Up
## 182  2001  1.993  1.231 -0.230  2.192  1.149 1.65060 -0.247      Down
## 183  2001 -0.247  1.993  1.231 -0.230  2.192 1.60910  0.164        Up
## 184  2001  0.164 -0.247  1.993  1.231 -0.230 1.30170 -0.834      Down
## 185  2001 -0.834  0.164 -0.247  1.993  1.231 0.97900 -0.536      Down
## 186  2001 -0.536 -0.834  0.164 -0.247  1.993 1.22780  2.294        Up
## 187  2001  2.294 -0.536 -0.834  0.164 -0.247 1.31240  1.521        Up
## 188  2001  1.521  2.294 -0.536 -0.834  0.164 1.70458 -0.527      Down
## 189  2001 -0.527  1.521  2.294 -0.536 -0.834 1.33140 -0.153      Down
## 190  2001 -0.153 -0.527  1.521  2.294 -0.536 1.02470  0.694        Up
## 191  2001  0.694 -0.153 -0.527  1.521  2.294 1.21050 -1.863      Down
## 192  2001 -1.863  0.694 -0.153 -0.527  1.521 1.45220 -0.787      Down
## 193  2001 -0.787 -1.863  0.694 -0.153 -0.527 1.26290  0.456        Up
## 194  2001  0.456 -0.787 -1.863  0.694 -0.153 1.29490  1.530        Up
## 195  2001  1.530  0.456 -0.787 -1.863  0.694 1.10570 -0.470      Down
## 196  2001 -0.470  1.530  0.456 -0.787 -1.863 1.31730  0.039        Up
## 197  2001  0.039 -0.470  1.530  0.456 -0.787 1.33620  1.372        Up
## 198  2001  1.372  0.039 -0.470  1.530  0.456 1.36440  0.411        Up
## 199  2001  0.411  1.372  0.039 -0.470  1.530 1.24450 -2.382      Down
## 200  2001 -2.382  0.411  1.372  0.039 -0.470 1.10610 -1.717      Down
## 201  2001 -1.717 -2.382  0.411  1.372  0.039 1.29740 -0.001      Down
## 202  2001 -0.001 -1.717 -2.382  0.411  1.372 1.35250  2.295        Up
## 203  2001  2.295 -0.001 -1.717 -2.382  0.411 1.31740  0.286        Up
## 204  2001  0.286  2.295 -0.001 -1.717 -2.382 1.12190  1.439        Up
## 205  2001  1.439  0.286  2.295 -0.001 -1.717 1.26770  1.453        Up
## 206  2001  1.453  1.439  0.286  2.295 -0.001 1.35600 -0.273      Down
## 207  2001 -0.273  1.453  1.439  0.286  2.295 1.41130  0.246        Up
## 208  2001  0.246 -0.273  1.453  1.439  0.286 1.51750  0.158        Up
## 209  2001  0.158  0.246 -0.273  1.453  1.439 1.09380 -0.177      Down
## 210  2001 -0.177  0.158  0.246 -0.273  1.453 0.99160  1.856        Up
## 211  2001  1.856 -0.177  0.158  0.246 -0.273 1.37010  0.186        Up
## 212  2001  0.186  1.856 -0.177  0.158  0.246 1.44340  0.090        Up
## 213  2001  0.090  0.186  1.856 -0.177  0.158 1.45450 -0.314      Down
## 214  2001 -0.314  0.090  0.186  1.856 -0.177 1.33740  1.090        Up
## 215  2001  1.090 -0.314  0.090  0.186  1.856 1.31680 -0.730      Down
## 216  2001 -0.730  1.090 -0.314  0.090  0.186 1.33020 -0.493      Down
## 217  2001 -0.493 -0.730  1.090 -0.314  0.090 1.02930  1.171        Up
## 218  2001  1.171 -0.493 -0.730  1.090 -0.314 0.41030  0.615        Up
## 219  2001  0.615  1.171 -0.493 -0.730  1.090 1.12980 -0.684      Down
## 220  2001 -0.684  0.615  1.171 -0.493 -0.730 1.28800 -1.825      Down
## 221  2001 -1.825 -0.684  0.615  1.171 -0.493 1.42370  1.035        Up
## 222  2001  1.035 -1.825 -0.684  0.615  1.171 1.37570 -0.066      Down
## 223  2001 -0.066  1.035 -1.825 -0.684  0.615 1.34360 -0.838      Down
## 224  2001 -0.838 -0.066  1.035 -1.825 -0.684 1.20290  1.319        Up
## 225  2001  1.319 -0.838 -0.066  1.035 -1.825 1.31850  2.232        Up
## 226  2001  2.232  1.319 -0.838 -0.066  1.035 1.76530 -0.278      Down
## 227  2001 -0.278  2.232  1.319 -0.838 -0.066 1.48790 -0.753      Down
## 228  2001 -0.753 -0.278  2.232  1.319 -0.838 1.24820 -1.587      Down
## 229  2001 -1.587 -0.753 -0.278  2.232  1.319 1.21870 -0.278      Down
## 230  2001 -0.278 -1.587 -0.753 -0.278  2.232 1.36720  0.027        Up
## 231  2001  0.027 -0.278 -1.587 -0.753 -0.278 1.44970 -1.556      Down
## 232  2001 -1.556  0.027 -0.278 -1.587 -0.753 1.51150  0.331        Up
## 233  2001  0.331 -1.556  0.027 -0.278 -1.587 1.30680  1.003        Up
## 234  2001  1.003  0.331 -1.556  0.027 -0.278 1.26040  0.755        Up
## 235  2001  0.755  1.003  0.331 -1.556  0.027 1.35400  0.581        Up
## 236  2001  0.581  0.755  1.003  0.331 -1.556 1.48490 -0.838      Down
## 237  2001 -0.838  0.581  0.755  1.003  0.331 1.49050  0.435        Up
## 238  2001  0.435 -0.838  0.581  0.755  1.003 1.69400 -0.021      Down
## 239  2001 -0.021  0.435 -0.838  0.581  0.755 0.43967  0.412        Up
## 240  2001  0.412 -0.021  0.435 -0.838  0.581 0.79110  0.675        Up
## 241  2001  0.675  0.412 -0.021  0.435 -0.838 0.87630  0.336        Up
## 242  2001  0.336  0.675  0.412 -0.021  0.435 0.91740 -1.115      Down
## 243  2002 -1.115  0.336  0.675  0.412 -0.021 0.94360  0.574        Up
## 244  2002  0.574 -1.115  0.336  0.675  0.412 1.17100  0.918        Up
## 245  2002  0.918  0.574 -1.115  0.336  0.675 1.39890  0.621        Up
## 246  2002  0.621  0.918  0.574 -1.115  0.336 1.51300 -0.650      Down
## 247  2002 -0.650  0.621  0.918  0.574 -1.115 1.30830 -0.359      Down
## 248  2002 -0.359 -0.650  0.621  0.918  0.574 1.25880 -0.480      Down
## 249  2002 -0.480 -0.359 -0.650  0.621  0.918 1.45200  0.122        Up
## 250  2002  0.122 -0.480 -0.359 -0.650  0.621 1.29900 -0.947      Down
## 251  2002 -0.947  0.122 -0.480 -0.359 -0.650 1.21190 -0.628      Down
## 252  2002 -0.628 -0.947  0.122 -0.480 -0.359 1.28640  0.683        Up
## 253  2002  0.683 -0.628 -0.947  0.122 -0.480 1.38690 -1.625      Down
## 254  2002 -1.625  0.683 -0.628 -0.947  0.122 1.48250  1.003        Up
## 255  2002  1.003 -1.625  0.683 -0.628 -0.947 1.38010 -0.992      Down
## 256  2002 -0.992  1.003 -1.625  0.683 -0.628 1.33330 -0.733      Down
## 257  2002 -0.733 -0.992  1.003 -1.625  0.683 1.31160  0.792        Up
## 258  2002  0.792 -0.733 -0.992  1.003 -1.625 1.47920  0.352        Up
## 259  2002  0.352  0.792 -0.733 -0.992  1.003 1.55280  0.100        Up
## 260  2002  0.100  0.352  0.792 -0.733 -0.992 1.34510 -0.019      Down
## 261  2002 -0.019  0.100  0.352  0.792 -0.733 1.18680 -2.861      Down
## 262  2002 -2.861 -0.019  0.100  0.352  0.792 1.81200  1.175        Up
## 263  2002  1.175 -2.861 -0.019  0.100  0.352 2.01960  1.493        Up
## 264  2002  1.493  1.175 -2.861 -0.019  0.100 1.55700 -0.708      Down
## 265  2002 -0.708  1.493  1.175 -2.861 -0.019 1.36720 -2.474      Down
## 266  2002 -2.474 -0.708  1.493  1.175 -2.861 1.43760 -0.404      Down
## 267  2002 -0.404 -2.474 -0.708  1.493  1.175 1.77830 -0.597      Down
## 268  2002 -0.597 -0.404 -2.474 -0.708  1.493 1.66580 -0.308      Down
## 269  2002 -0.308 -0.597 -0.404 -2.474 -0.708 1.44160  1.486        Up
## 270  2002  1.486 -0.308 -0.597 -0.404 -2.474 1.37190  1.434        Up
## 271  2002  1.434  1.486 -0.308 -0.597 -0.404 1.15940 -0.399      Down
## 272  2002 -0.399  1.434  1.486 -0.308 -0.597 1.09420  0.994        Up
## 273  2002  0.994 -0.399  1.434  1.486 -0.308 1.21590 -0.181      Down
## 274  2002 -0.181  0.994 -0.399  1.434  1.486 1.27250 -1.102      Down
## 275  2002 -1.102 -0.181  0.994 -0.399  1.434 1.35920 -1.887      Down
## 276  2002 -1.887 -1.102 -0.181  0.994 -0.399 1.18990  1.351        Up
## 277  2002  1.351 -1.887 -1.102 -0.181  0.994 1.43890 -1.551      Down
## 278  2002 -1.551  1.351 -1.887 -1.102 -0.181 1.38160  0.822        Up
## 279  2002  0.822 -1.551  1.351 -1.887 -1.102 1.41100  1.798        Up
## 280  2002  1.798  0.822 -1.551  1.351 -1.887 1.36740 -0.005      Down
## 281  2002 -0.005  1.798  0.822 -1.551  1.351 1.30920  0.046        Up
## 282  2002  0.046 -0.005  1.798  0.822 -1.551 1.39380 -0.285      Down
## 283  2002 -0.285  0.046 -0.005  1.798  0.822 1.39220  2.263        Up
## 284  2002  2.263 -0.285  0.046 -0.005  1.798 1.45650  1.949        Up
## 285  2002  1.949  2.263 -0.285  0.046 -0.005 1.59430 -0.667      Down
## 286  2002 -0.667  1.949  2.263 -0.285  0.046 1.54930  1.451        Up
## 287  2002  1.451 -0.667  1.949  2.263 -0.285 1.54130 -0.450      Down
## 288  2002 -0.450  1.451 -0.667  1.949  2.263 1.51740  0.585        Up
## 289  2002  0.585 -0.450  1.451 -0.667  1.949 1.41200  0.339        Up
## 290  2002  0.339  0.585 -0.450  1.451 -0.667 1.21020 -0.229      Down
## 291  2002 -0.229  0.339  0.585 -0.450  1.451 1.30440 -0.986      Down
## 292  2002 -0.986 -0.229  0.339  0.585 -0.450 1.35400 -0.091      Down
## 293  2002 -0.091 -0.986 -0.229  0.339  0.585 1.20880  1.138        Up
## 294  2002  1.138 -0.091 -0.986 -0.229  0.339 1.49390 -0.052      Down
## 295  2002 -0.052  1.138 -0.091 -0.986 -0.229 1.16950  0.407        Up
## 296  2002  0.407 -0.052  1.138 -0.091 -0.986 1.25500 -1.576      Down
## 297  2002 -1.576  0.407 -0.052  1.138 -0.091 1.30490  0.151        Up
## 298  2002  0.151 -1.576  0.407 -0.052  1.138 1.33920 -0.424      Down
## 299  2002 -0.424  0.151 -1.576  0.407 -0.052 1.24330 -1.465      Down
## 300  2002 -1.465 -0.424  0.151 -1.576  0.407 1.05790  0.585        Up
## 301  2002  0.585 -1.465 -0.424  0.151 -1.576 1.22360  0.535        Up
## 302  2002  0.535  0.585 -1.465 -0.424  0.151 1.18010  0.246        Up
## 303  2002  0.246  0.535  0.585 -1.465 -0.424 1.14760 -0.074      Down
## 304  2002 -0.074  0.246  0.535  0.585 -1.465 1.05090 -0.853      Down
## 305  2002 -0.853 -0.074  0.246  0.535  0.585 1.17670 -0.999      Down
## 306  2002 -0.999 -0.853 -0.074  0.246  0.535 1.21970  0.084        Up
## 307  2002  0.084 -0.999 -0.853 -0.074  0.246 1.28380 -0.321      Down
## 308  2002 -0.321  0.084 -0.999 -0.853 -0.074 1.11020  0.228        Up
## 309  2002  0.228 -0.321  0.084 -0.999 -0.853 1.09530 -0.666      Down
## 310  2002 -0.666  0.228 -0.321  0.084 -0.999 1.23540  1.133        Up
## 311  2002  1.133 -0.666  0.228 -0.321  0.084 1.44790 -2.369      Down
## 312  2002 -2.369  1.133 -0.666  0.228 -0.321 1.50560  0.663        Up
## 313  2002  0.663 -2.369  1.133 -0.666  0.228 1.28210 -0.761      Down
## 314  2002 -0.761  0.663 -2.369  1.133 -0.666 1.12040  2.342        Up
## 315  2002  2.342 -0.761  0.663 -2.369  1.133 1.34130 -0.204      Down
## 316  2002 -0.204  2.342 -0.761  0.663 -2.369 1.37690 -0.142      Down
## 317  2002 -0.142 -0.204  2.342 -0.761  0.663 1.35930  0.062        Up
## 318  2002  0.062 -0.142 -0.204  2.342 -0.761 1.18500 -1.541      Down
## 319  2002 -1.541  0.062 -0.142 -0.204  2.342 1.18180 -0.620      Down
## 320  2002 -0.620 -1.541  0.062 -0.142 -0.204 1.38850 -0.710      Down
## 321  2002 -0.710 -0.620 -1.541  0.062 -0.142 1.37320 -0.152      Down
## 322  2002 -0.152 -0.710 -0.620 -1.541  0.062 1.51740 -1.389      Down
## 323  2002 -1.389 -0.152 -0.710 -0.620 -1.541 1.37420 -1.010      Down
## 324  2002 -1.010 -1.389 -0.152 -0.710 -0.620 1.31470  1.077        Up
## 325  2002  1.077 -1.010 -1.389 -0.152 -0.710 1.62860  0.886        Up
## 326  2002  0.886  1.077 -1.010 -1.389 -0.152 1.45140 -0.175      Down
## 327  2002 -0.175  0.886  1.077 -1.010 -1.389 1.36400 -1.026      Down
## 328  2002 -1.026 -0.175  0.886  1.077 -1.010 1.28450 -1.934      Down
## 329  2002 -1.934 -1.026 -0.175  0.886  1.077 1.12260 -0.302      Down
## 330  2002 -0.302 -1.934 -1.026 -0.175  0.886 1.35470  3.750        Up
## 331  2002  3.750 -0.302 -1.934 -1.026 -0.175 1.50200 -1.455      Down
## 332  2002 -1.455  3.750 -0.302 -1.934 -1.026 1.15300 -1.679      Down
## 333  2002 -1.679 -1.455  3.750 -0.302 -1.934 1.17190  1.855        Up
## 334  2002  1.855 -1.679 -1.455  3.750 -0.302 1.08860  2.114        Up
## 335  2002  2.114  1.855 -1.679 -1.455  3.750 1.41450 -0.566      Down
## 336  2002 -0.566  2.114  1.855 -1.679 -1.455 1.42020  0.656        Up
## 337  2002  0.656 -0.566  2.114  1.855 -1.679 1.25660  0.761        Up
## 338  2002  0.761  0.656 -0.566  2.114  1.855 1.27440 -1.329      Down
## 339  2002 -1.329  0.761  0.656 -0.566  2.114 0.98980 -1.099      Down
## 340  2002 -1.099 -1.329  0.761  0.656 -0.566 1.20050  0.569        Up
## 341  2002  0.569 -1.099 -1.329  0.761  0.656 1.13630  1.018        Up
## 342  2002  1.018  0.569 -1.099 -1.329  0.761 1.19290 -1.209      Down
## 343  2002 -1.209  1.018  0.569 -1.099 -1.329 0.88540 -0.855      Down
## 344  2002 -0.855 -1.209  1.018  0.569 -1.099 0.99650 -0.641      Down
## 345  2002 -0.641 -0.855 -1.209  1.018  0.569 1.08180 -0.281      Down
## 346  2002 -0.281 -0.641 -0.855 -1.209  1.018 1.28660  0.233        Up
## 347  2002  0.233 -0.281 -0.641 -0.855 -1.209 1.27730 -2.480      Down
## 348  2002 -2.480  0.233 -0.281 -0.641 -0.855 1.32430  0.001        Up
## 349  2002  0.001 -2.480  0.233 -0.281 -0.641 1.46660  0.885        Up
## 350  2002  0.885  0.001 -2.480  0.233 -0.281 1.30010 -1.976      Down
## 351  2002 -1.976  0.885  0.001 -2.480  0.233 1.60150 -0.157      Down
## 352  2002 -0.157 -1.976  0.885  0.001 -2.480 1.34130  0.312        Up
## 353  2002  0.312 -0.157 -1.976  0.885  0.001 1.22620 -1.663      Down
## 354  2002 -1.663  0.312 -0.157 -1.976  0.885 1.21240  0.657        Up
## 355  2002  0.657 -1.663  0.312 -0.157 -1.976 1.79572 -1.049      Down
## 356  2002 -1.049  0.657 -1.663  0.312 -0.157 1.40550 -0.227      Down
## 357  2002 -0.227 -1.049  0.657 -1.663  0.312 1.54900  2.869        Up
## 358  2002  2.869 -0.227 -1.049  0.657 -1.663 1.23660  0.094        Up
## 359  2002  0.094  2.869 -0.227 -1.049  0.657 1.19310 -1.654      Down
## 360  2002 -1.654  0.094  2.869 -0.227 -1.049 1.33610 -1.343      Down
## 361  2002 -1.343 -1.654  0.094  2.869 -0.227 1.38970 -1.704      Down
## 362  2002 -1.704 -1.343 -1.654  0.094  2.869 1.49720  0.362        Up
## 363  2002  0.362 -1.704 -1.343 -1.654  0.094 1.55260 -1.670      Down
## 364  2002 -1.670  0.362 -1.704 -1.343 -1.654 1.51370 -0.267      Down
## 365  2002 -0.267 -1.670  0.362 -1.704 -1.343 2.01429  1.758        Up
## 366  2002  1.758 -0.267 -1.670  0.362 -1.704 1.90860 -0.083      Down
## 367  2002 -0.083  1.758 -0.267 -1.670  0.362 2.11700 -2.139      Down
## 368  2002 -2.139 -0.083  1.758 -0.267 -1.670 1.42550 -2.123      Down
## 369  2002 -2.123 -2.139 -0.083  1.758 -0.267 1.82300  0.622        Up
## 370  2002  0.622 -2.123 -2.139 -0.083  1.758 1.52780  3.673        Up
## 371  2002  3.673  0.622 -2.123 -2.139 -0.083 0.69940 -1.218      Down
## 372  2002 -1.218  3.673  0.622 -2.123 -2.139 1.18440 -2.472      Down
## 373  2002 -2.472 -1.218  3.673  0.622 -2.123 1.34890 -3.396      Down
## 374  2002 -3.396 -2.472 -1.218  3.673  0.622 1.81690  0.750        Up
## 375  2002  0.750 -3.396 -2.472 -1.218  3.673 2.08048 -0.645      Down
## 376  2002 -0.645  0.750 -3.396 -2.472 -1.218 1.60740 -0.376      Down
## 377  2002 -0.376 -0.645  0.750 -3.396 -2.472 2.57480 -1.851      Down
## 378  2002 -1.851 -0.376 -0.645  0.750 -3.396 1.84370  0.566        Up
## 379  2002  0.566 -1.851 -0.376 -0.645  0.750 2.56650 -2.702      Down
## 380  2002 -2.702  0.566 -1.851 -0.376 -0.645 1.73630 -3.835      Down
## 381  2002 -3.835 -2.702  0.566 -1.851 -0.376 2.65410 -3.291      Down
## 382  2002 -3.291 -3.835 -2.702  0.566 -1.851 2.24806 -2.702      Down
## 383  2002 -2.702 -3.291 -3.835 -2.702  0.566 2.44102  5.733        Up
## 384  2002  5.733 -2.702 -3.291 -3.835 -2.702 2.77556 -0.563      Down
## 385  2002 -0.563  5.733 -2.702 -3.291 -3.835 2.42470  1.688        Up
## 386  2002  1.688 -0.563  5.733 -2.702 -3.291 1.79610  5.408        Up
## 387  2002  5.408  1.688 -0.563  5.733 -2.702 1.77865  0.425        Up
## 388  2002  0.425  5.408  1.688 -0.563  5.733 1.82609  0.979        Up
## 389  2002  0.979  0.425  5.408  1.688 -0.563 2.04936 -2.957      Down
## 390  2002 -2.957  0.979  0.425  5.408  1.688 1.67220 -2.308      Down
## 391  2002 -2.308 -2.957  0.979  0.425  5.408 1.53810 -3.430      Down
## 392  2002 -3.430 -2.308 -2.957  0.979  0.425 1.42550  2.992        Up
## 393  2002  2.992 -3.430 -2.308 -2.957  0.979 1.51410  2.001        Up
## 394  2002  2.001  2.992 -3.430 -2.308 -2.957 1.49040  3.272        Up
## 395  2002  3.272  2.001  2.992 -3.430 -2.308 1.64670  0.351        Up
## 396  2002  0.351  3.272  2.001  2.992 -3.430 1.29490 -0.533      Down
## 397  2002 -0.533  0.351  3.272  2.001  2.992 1.03650 -2.168      Down
## 398  2002 -2.168 -0.533  0.351  3.272  2.001 1.29770  4.005        Up
## 399  2002  4.005 -2.168 -0.533  0.351  3.272 1.53380  1.156        Up
## 400  2002  1.156  4.005 -2.168 -0.533  0.351 1.50510 -0.159      Down
## 401  2002 -0.159  1.156  4.005 -2.168 -0.533 1.26530  2.361        Up
## 402  2002  2.361 -0.159  1.156  4.005 -2.168 1.29980 -1.396      Down
## 403  2002 -1.396  2.361 -0.159  1.156  4.005 1.30850  1.273        Up
## 404  2002  1.273 -1.396  2.361 -0.159  1.156 1.35310  1.405        Up
## 405  2002  1.405  1.273 -1.396  2.361 -0.159 1.37300 -2.269      Down
## 406  2002 -2.269  1.405  1.273 -1.396  2.361 1.07150  0.754        Up
## 407  2002  0.754 -2.269  1.405  1.273 -1.396 1.01690 -1.385      Down
## 408  2002 -1.385  0.754 -2.269  1.405  1.273 1.30770 -1.813      Down
## 409  2002 -1.813 -1.385  0.754 -2.269  1.405 1.14660 -0.008      Down
## 410  2002 -0.008 -1.813 -1.385  0.754 -2.269 1.27110 -0.188      Down
## 411  2002 -0.188 -0.008 -1.813 -1.385  0.754 0.92990 -4.154      Down
## 412  2002 -4.154 -0.188 -0.008 -1.813 -1.385 1.28980  1.752        Up
## 413  2002  1.752 -4.154 -0.188 -0.008 -1.813 1.37210 -1.595      Down
## 414  2002 -1.595  1.752 -4.154 -0.188 -0.008 1.40130  1.680        Up
## 415  2002  1.680 -1.595  1.752 -4.154 -0.188 1.18450  1.011        Up
## 416  2002  1.011  1.680 -1.595  1.752 -4.154 1.13060  0.733        Up
## 417  2002  0.733  1.011  1.680 -1.595  1.752 1.18640 -0.014      Down
## 418  2002 -0.014  0.733  1.011  1.680 -1.595 0.84660 -2.478      Down
## 419  2002 -2.478 -0.014  0.733  1.011  1.680 1.19160  0.327        Up
## 420  2002  0.327 -2.478 -0.014  0.733  1.011 1.27100  0.145        Up
## 421  2002  0.145  0.327 -2.478 -0.014  0.733 1.00140 -1.973      Down
## 422  2002 -1.973  0.145  0.327 -2.478 -0.014 1.44860 -0.465      Down
## 423  2002 -0.465 -1.973  0.145  0.327 -2.478 1.50100 -3.006      Down
## 424  2002 -3.006 -0.465 -1.973  0.145  0.327 1.52400  0.245        Up
## 425  2002  0.245 -3.006 -0.465 -1.973  0.145 1.79280 -1.383      Down
## 426  2002 -1.383  0.245 -3.006 -0.465 -1.973 1.38110 -1.728      Down
## 427  2002 -1.728 -1.383  0.245 -3.006 -0.465 1.67024  2.486        Up
## 428  2002  2.486 -1.728 -1.383  0.245 -3.006 1.65150  1.821        Up
## 429  2002  1.821  2.486 -1.728 -1.383  0.245 1.65000 -3.226      Down
## 430  2002 -3.226  1.821  2.486 -1.728 -1.383 1.50730 -1.461      Down
## 431  2002 -1.461 -3.226  1.821  2.486 -1.728 1.72187  4.002        Up
## 432  2002  4.002 -1.461 -3.226  1.821  2.486 1.78090 -2.359      Down
## 433  2002 -2.359  4.002 -1.461 -3.226  1.821 1.66890 -1.082      Down
## 434  2002 -1.082 -2.359  4.002 -1.461 -3.226 1.67450 -2.243      Down
## 435  2002 -2.243 -1.082 -2.359  4.002 -1.461 1.83593 -1.911      Down
## 436  2002 -1.911 -2.243 -1.082 -2.359  4.002 1.57650  1.690        Up
## 437  2002  1.690 -1.911 -2.243 -1.082 -2.359 1.93843 -2.729      Down
## 438  2002 -2.729  1.690 -1.911 -2.243 -1.082 1.88503  3.497        Up
## 439  2002  3.497 -2.729  1.690 -1.911 -2.243 2.09023  3.906        Up
## 440  2002  3.906  3.497 -2.729  1.690 -1.911 1.85413  0.733        Up
## 441  2002  0.733  3.906  3.497 -2.729  1.690 1.20030  4.734        Up
## 442  2002  4.734  0.733  3.906  3.497 -2.729 1.95600 -2.411      Down
## 443  2002 -2.411  4.734  0.733  3.906  3.497 1.58500  2.230        Up
## 444  2002  2.230 -2.411  4.734  0.733  3.906 1.78039  0.590        Up
## 445  2002  0.590  2.230 -2.411  4.734  0.733 1.42310  1.733        Up
## 446  2002  1.733  0.590  2.230 -2.411  4.734 1.44700 -1.063      Down
## 447  2002 -1.063  1.733  0.590  2.230 -2.411 1.54920  0.672        Up
## 448  2002  0.672 -1.063  1.733  0.590  2.230 1.59390 -1.522      Down
## 449  2002 -1.522  0.672 -1.063  1.733  0.590 1.70057  1.717        Up
## 450  2002  1.717 -1.522  0.672 -1.063  1.733 1.34040 -0.827      Down
## 451  2002 -0.827  1.717 -1.522  0.672 -1.063 1.38260 -0.908      Down
## 452  2002 -0.908 -0.827  1.717 -1.522  0.672 1.52970  0.970        Up
## 453  2002  0.970 -0.908 -0.827  1.717 -1.522 1.42230 -0.556      Down
## 454  2002 -0.556  0.970 -0.908 -0.827  1.717 1.64130  1.716        Up
## 455  2002  1.716 -0.556  0.970 -0.908 -0.827 1.45040  0.820        Up
## 456  2002  0.820  1.716 -0.556  0.970 -0.908 1.64590  0.775        Up
## 457  2002  0.775  0.820  1.716 -0.556  0.970 1.35410  0.914        Up
## 458  2002  0.914  0.775  0.820  1.716 -0.556 1.67400 -2.285      Down
## 459  2002 -2.285  0.914  0.775  0.820  1.716 1.46690 -0.876      Down
## 460  2002 -0.876 -2.285  0.914  0.775  0.820 1.44650 -2.073      Down
## 461  2002 -2.073 -0.876 -2.285  0.914  0.775 1.11300  0.772        Up
## 462  2002  0.772 -2.073 -0.876 -2.285  0.914 1.37710 -0.048      Down
## 463  2002 -0.048  0.772 -2.073 -0.876 -2.285 1.46340  2.463        Up
## 464  2002  2.463 -0.048  0.772 -2.073 -0.876 1.51900  0.615        Up
## 465  2002  0.615  2.463 -0.048  0.772 -2.073 1.40010 -1.041      Down
## 466  2002 -1.041  0.615  2.463 -0.048  0.772 1.28260 -0.402      Down
## 467  2002 -0.402 -1.041  0.615  2.463 -0.048 1.33740  1.941        Up
## 468  2002  1.941 -0.402 -1.041  0.615  2.463 1.51730  2.145        Up
## 469  2002  2.145  1.941 -0.402 -1.041  0.615 2.41510 -0.344      Down
## 470  2002 -0.344  2.145  1.941 -0.402 -1.041 1.62680  0.249        Up
## 471  2002  0.249 -0.344  2.145  1.941 -0.402 1.57400 -2.097      Down
## 472  2002 -2.097  0.249 -0.344  2.145  1.941 1.54360  2.799        Up
## 473  2002  2.799 -2.097  0.249 -0.344  2.145 1.35030 -0.273      Down
## 474  2002 -0.273  2.799 -2.097  0.249 -0.344 0.64346 -0.190      Down
## 475  2002 -0.190 -0.273  2.799 -2.097  0.249 1.61200 -1.475      Down
## 476  2002 -1.475 -0.190 -0.273  2.799 -2.097 1.48840 -0.344      Down
## 477  2002 -0.344 -1.475 -0.190 -0.273  2.799 1.58890 -1.202      Down
## 478  2002 -1.202 -0.344 -1.475 -0.190 -0.273 1.25020  0.627        Up
## 479  2002  0.627 -1.202 -0.344 -1.475 -0.190 1.24110 -2.218      Down
## 480  2002 -2.218  0.627 -1.202 -0.344 -1.475 1.32080  1.396        Up
## 481  2002  1.396 -2.218  0.627 -1.202 -0.344 1.28660  0.056        Up
## 482  2002  0.056  1.396 -2.218  0.627 -1.202 1.28510 -0.373      Down
## 483  2002 -0.373  0.056  1.396 -2.218  0.627 1.25530 -1.342      Down
## 484  2002 -1.342 -0.373  0.056  1.396 -2.218 1.33080  2.352        Up
## 485  2002  2.352 -1.342 -0.373  0.056  1.396 1.27160 -0.814      Down
## 486  2002 -0.814  2.352 -1.342 -0.373  0.056 1.25180 -1.315      Down
## 487  2002 -1.315 -0.814  2.352 -1.342 -0.373 1.44620 -0.771      Down
## 488  2002 -0.771 -1.315 -0.814  2.352 -1.342 1.38590  1.302        Up
## 489  2002  1.302 -0.771 -1.315 -0.814  2.352 1.78273  0.181        Up
## 490  2002  0.181  1.302 -0.771 -1.315 -0.814 1.11210 -0.547      Down
## 491  2002 -0.547  0.181  1.302 -0.771 -1.315 0.45831 -0.315      Down
## 492  2002 -0.315 -0.547  0.181  1.302 -0.771 0.72110 -1.603      Down
## 493  2002 -1.603 -0.315 -0.547  0.181  1.302 0.75840  0.456        Up
## 494  2002  0.456 -1.603 -0.315 -0.547  0.181 1.05780  0.049        Up
## 495  2003  0.049  0.456 -1.603 -0.315 -0.547 1.08850  3.320        Up
## 496  2003  3.320  0.049  0.456 -1.603 -0.315 1.22920 -0.048      Down
## 497  2003 -0.048  3.320  0.049  0.456 -1.603 1.13080  2.247        Up
## 498  2003  2.247 -0.048  3.320  0.049  0.456 1.43590 -0.654      Down
## 499  2003 -0.654  2.247 -0.048  3.320  0.049 1.54520 -1.409      Down
## 500  2003 -1.409 -0.654  2.247 -0.048  3.320 1.46760  1.939        Up
## 501  2003  1.939 -1.409 -0.654  2.247 -0.048 1.56030  0.000        Up
## 502  2003  0.000  1.939 -1.409 -0.654  2.247 1.48540 -0.141      Down
## 503  2003 -0.141  0.000  1.939 -1.409 -0.654 1.39630  0.583        Up
## 504  2003  0.583 -0.141  0.000  1.939 -1.409 1.37940 -1.443      Down
## 505  2003 -1.443  0.583 -0.141  0.000  1.939 1.43210 -0.394      Down
## 506  2003 -0.394 -1.443  0.583 -0.141  0.000 1.53460 -1.402      Down
## 507  2003 -1.402 -0.394 -1.443  0.583 -0.141 1.35820 -1.570      Down
## 508  2003 -1.570 -1.402 -0.394 -1.443  0.583 1.33520 -1.043      Down
## 509  2003 -1.043 -1.570 -1.402 -0.394 -1.443 1.56080  1.022        Up
## 510  2003  1.022 -1.043 -1.570 -1.402 -0.394 1.74455 -2.923      Down
## 511  2003 -2.923  1.022 -1.043 -1.570 -1.402 1.57480 -1.616      Down
## 512  2003 -1.616 -2.923  1.022 -1.043 -1.570 1.43590  1.305        Up
## 513  2003  1.305 -1.616 -2.923  1.022 -1.043 1.45910  0.678        Up
## 514  2003  0.678  1.305 -1.616 -2.923  1.022 1.59540 -2.285      Down
## 515  2003 -2.285  0.678  1.305 -1.616 -2.923 1.51030  1.313        Up
## 516  2003  1.313 -2.285  0.678  1.305 -1.616 1.57853  0.540        Up
## 517  2003  0.540  1.313 -2.285  0.678  1.305 1.25850 -1.409      Down
## 518  2003 -1.409  0.540  1.313 -2.285  0.678 1.45160 -0.544      Down
## 519  2003 -0.544 -1.409  0.540  1.313 -2.285 1.45080 -0.645      Down
## 520  2003 -0.645 -0.544 -1.409  0.540  1.313 1.43090 -1.009      Down
## 521  2003 -1.009 -0.645 -0.544 -1.409  0.540 1.27680  0.757        Up
## 522  2003  0.757 -1.009 -0.645 -0.544 -1.409 1.23820 -0.810      Down
## 523  2003 -0.810  0.757 -1.009 -0.645 -0.544 1.30700 -1.269      Down
## 524  2003 -1.269 -0.810  0.757 -1.009 -0.645 1.26050 -0.160      Down
## 525  2003 -0.160 -1.269 -0.810  0.757 -1.009 1.48930  2.143        Up
## 526  2003  2.143 -0.160 -1.269 -0.810  0.757 1.40460  1.950        Up
## 527  2003  1.950  2.143 -0.160 -1.269 -0.810 1.25080 -0.710      Down
## 528  2003 -0.710  1.950  2.143 -0.160 -1.269 1.07560 -0.950      Down
## 529  2003 -0.950 -0.710  1.950  2.143 -0.160 1.19410  1.322        Up
## 530  2003  1.322 -0.950 -0.710  1.950  2.143 1.39820 -1.838      Down
## 531  2003 -1.838  1.322 -0.950 -0.710  1.950 1.22920  0.719        Up
## 532  2003  0.719 -1.838  1.322 -0.950 -0.710 1.48370 -1.314      Down
## 533  2003 -1.314  0.719 -1.838  1.322 -0.950 1.37440  1.176        Up
## 534  2003  1.176 -1.314  0.719 -1.838  1.322 1.28780  0.462        Up
## 535  2003  0.462  1.176 -1.314  0.719 -1.838 1.37330 -0.754      Down
## 536  2003 -0.754  0.462  1.176 -1.314  0.719 1.20890 -1.536      Down
## 537  2003 -1.536 -0.754  0.462  1.176 -1.314 1.25660  0.956        Up
## 538  2003  0.956 -1.536 -0.754  0.462  1.176 1.33270 -0.934      Down
## 539  2003 -0.934  0.956 -1.536 -0.754  0.462 1.29920  0.826        Up
## 540  2003  0.826 -0.934  0.956 -1.536 -0.754 1.36850 -2.583      Down
## 541  2003 -2.583  0.826 -0.934  0.956 -1.536 1.25500 -0.836      Down
## 542  2003 -0.836 -2.583  0.826 -0.934  0.956 1.42770  0.432        Up
## 543  2003  0.432 -0.836 -2.583  0.826 -0.934 1.62000  3.446        Up
## 544  2003  3.446  0.432 -0.836 -2.583  0.826 1.81630  0.165        Up
## 545  2003  0.165  3.446  0.432 -0.836 -2.583 1.54190  3.543        Up
## 546  2003  3.543  0.165  3.446  0.432 -0.836 1.70042  0.424        Up
## 547  2003  0.424  3.543  0.165  3.446  0.432 1.55510  0.874        Up
## 548  2003  0.874  0.424  3.543  0.165  3.446 1.47340  0.189        Up
## 549  2003  0.189  0.874  0.424  3.543  0.165 1.43910  2.298        Up
## 550  2003  2.298  0.189  0.874  0.424  3.543 1.88371 -3.523      Down
## 551  2003 -3.523  2.298  0.189  0.874  0.424 1.29300  1.216        Up
## 552  2003  1.216 -3.523  2.298  0.189  0.874 1.33340 -0.548      Down
## 553  2003 -0.548  1.216 -3.523  2.298  0.189 1.31970 -0.164      Down
## 554  2003 -0.164 -0.548  1.216 -3.523  2.298 1.23290 -0.578      Down
## 555  2003 -0.578 -0.164 -0.548  1.216 -3.523 1.22700 -1.774      Down
## 556  2003 -1.774 -0.578 -0.164 -0.548  1.216 1.49550  1.214        Up
## 557  2003  1.214 -1.774 -0.578 -0.164 -0.548 1.46160  2.612        Up
## 558  2003  2.612  1.214 -1.774 -0.578 -0.164 1.58980 -0.505      Down
## 559  2003 -0.505  2.612  1.214 -1.774 -0.578 1.33950  0.274        Up
## 560  2003  0.274 -0.505  2.612  1.214 -1.774 1.24120  0.123        Up
## 561  2003  0.123  0.274 -0.505  2.612  1.214 1.49400 -0.186      Down
## 562  2003 -0.186  0.123  0.274 -0.505  2.612 1.23540 -1.400      Down
## 563  2003 -1.400 -0.186  0.123  0.274 -0.505 1.29370  0.646        Up
## 564  2003  0.646 -1.400 -0.186  0.123  0.274 1.27530 -0.376      Down
## 565  2003 -0.376  0.646 -1.400 -0.186  0.123 1.14160  1.950        Up
## 566  2003  1.950 -0.376  0.646 -1.400 -0.186 1.13100  0.630        Up
## 567  2003  0.630  1.950 -0.376  0.646 -1.400 1.46020 -1.224      Down
## 568  2003 -1.224  0.630  1.950 -0.376  0.646 1.58760  1.554        Up
## 569  2003  1.554 -1.224  0.630  1.950 -0.376 1.43060 -0.176      Down
## 570  2003 -0.176  1.554 -1.224  0.630  1.950 1.11870  2.170        Up
## 571  2003  2.170 -0.176  1.554 -1.224  0.630 1.63120  0.839        Up
## 572  2003  0.839  2.170 -0.176  1.554 -1.224 1.66720 -0.826      Down
## 573  2003 -0.826  0.839  2.170 -0.176  1.554 1.64810 -1.385      Down
## 574  2003 -1.385 -0.826  0.839  2.170 -0.176 1.33580  1.783        Up
## 575  2003  1.783 -1.385 -0.826  0.839  2.170 1.27300  0.328        Up
## 576  2003  0.328  1.783 -1.385 -0.826  0.839 1.52560 -0.100      Down
## 577  2003 -0.100  0.328  1.783 -1.385 -0.826 1.78851 -0.068      Down
## 578  2003 -0.068 -0.100  0.328  1.783 -1.385 1.39750  1.504        Up
## 579  2003  1.504 -0.068 -0.100  0.328  1.783 1.55430 -0.380      Down
## 580  2003 -0.380  1.504 -0.068 -0.100  0.328 1.44630  0.846        Up
## 581  2003  0.846 -0.380  1.504 -0.068 -0.100 1.64960 -0.510      Down
## 582  2003 -0.510  0.846 -0.380  1.504 -0.068 1.53190 -1.006      Down
## 583  2003 -1.006 -0.510  0.846 -0.380  1.504 1.37960  1.428        Up
## 584  2003  1.428 -1.006 -0.510  0.846 -0.380 1.32610  1.253        Up
## 585  2003  1.253  1.428 -1.006 -0.510  0.846 1.37880 -0.297      Down
## 586  2003 -0.297  1.253  1.428 -1.006 -0.510 1.41810 -0.320      Down
## 587  2003 -0.320 -0.297  1.253  1.428 -1.006 1.40180  0.787        Up
## 588  2003  0.787 -0.320 -0.297  1.253  1.428 1.50870 -0.250      Down
## 589  2003 -0.250  0.787 -0.320 -0.297  1.253 1.50550 -2.492      Down
## 590  2003 -2.492 -0.250  0.787 -0.320 -0.297 1.37570 -0.113      Down
## 591  2003 -0.113 -2.492 -0.250  0.787 -0.320 1.50530  0.401        Up
## 592  2003  0.401 -0.113 -2.492 -0.250  0.787 1.45780  0.915        Up
## 593  2003  0.915  0.401 -0.113 -2.492 -0.250 1.44850  0.145        Up
## 594  2003  0.145  0.915  0.401 -0.113 -2.492 1.20100  1.957        Up
## 595  2003  1.957  0.145  0.915  0.401 -0.113 1.53200  0.183        Up
## 596  2003  0.183  1.957  0.145  0.915  0.401 1.55900 -0.376      Down
## 597  2003 -0.376  0.183  1.957  0.145  0.915 1.68580  1.469        Up
## 598  2003  1.469 -0.376  0.183  1.957  0.145 1.68880  0.354        Up
## 599  2003  0.354  1.469 -0.376  0.183  1.957 1.66250  0.472        Up
## 600  2003  0.472  0.354  1.469 -0.376  0.183 1.45020  1.511        Up
## 601  2003  1.511  0.472  0.354  1.469 -0.376 1.61870  0.395        Up
## 602  2003  0.395  1.511  0.472  0.354  1.469 1.69310 -0.240      Down
## 603  2003 -0.240  0.395  1.511  0.472  0.354 1.83720 -1.198      Down
## 604  2003 -1.198 -0.240  0.395  1.511  0.472 1.30700  0.913        Up
## 605  2003  0.913 -1.198 -0.240  0.395  1.511 1.27540  1.283        Up
## 606  2003  1.283  0.913 -1.198 -0.240  0.395 1.52000  0.103        Up
## 607  2003  0.103  1.283  0.913 -1.198 -0.240 1.55310 -0.991      Down
## 608  2003 -0.991  0.103  1.283  0.913 -1.198 1.27160  2.238        Up
## 609  2003  2.238 -0.991  0.103  1.283  0.913 1.34590  0.091        Up
## 610  2003  0.091  2.238 -0.991  0.103  1.283 1.47970 -0.155      Down
## 611  2003 -0.155  0.091  2.238 -0.991  0.103 1.48890 -1.524      Down
## 612  2003 -1.524 -0.155  0.091  2.238 -0.991 1.53010  0.100        Up
## 613  2003  0.100 -1.524 -0.155  0.091  2.238 1.69800 -1.411      Down
## 614  2003 -1.411  0.100 -1.524 -0.155  0.091 1.39810  0.184        Up
## 615  2003  0.184 -1.411  0.100 -1.524 -0.155 1.38830 -0.827      Down
## 616  2003 -0.827  0.184 -1.411  0.100 -1.524 1.45920  1.077        Up
## 617  2003  1.077 -0.827  0.184 -1.411  0.100 1.38740 -0.974      Down
## 618  2003 -0.974  1.077 -0.827  0.184 -1.411 1.26780 -0.176      Down
## 619  2003 -0.176 -0.974  1.077 -0.827  0.184 1.58720  0.802        Up
## 620  2003  0.802 -0.176 -0.974  1.077 -0.827 1.46020  1.164        Up
## 621  2003  1.164  0.802 -0.176 -0.974  1.077 1.51930 -0.810      Down
## 622  2003 -0.810  1.164  0.802 -0.176 -0.974 0.77590  1.899        Up
## 623  2003  1.899 -0.810  1.164  0.802 -0.176 1.42910  0.340        Up
## 624  2003  0.340  1.899 -0.810  1.164  0.802 1.56570 -0.559      Down
## 625  2003 -0.559  0.340  1.899 -0.810  1.164 1.61800 -1.348      Down
## 626  2003 -1.348 -0.559  0.340  1.899 -0.810 1.46570  0.955        Up
## 627  2003  0.955 -1.348 -0.559  0.340  1.899 1.21270  0.573        Up
## 628  2003  0.573  0.955 -1.348 -0.559  0.340 1.44890 -0.343      Down
## 629  2003 -0.343  0.573  0.955 -1.348 -0.559 1.51860 -0.633      Down
## 630  2003 -0.633 -0.343  0.573  0.955 -1.348 1.66200 -1.243      Down
## 631  2003 -1.243 -0.633 -0.343  0.573  0.955 1.66140  1.181        Up
## 632  2003  1.181 -1.243 -0.633 -0.343  0.573 1.36520 -1.462      Down
## 633  2003 -1.462  1.181 -1.243 -0.633 -0.343 1.25420  0.951        Up
## 634  2003  0.951 -1.462  1.181 -1.243 -0.633 1.43970  0.051        Up
## 635  2003  0.051  0.951 -1.462  1.181 -1.243 1.36270 -0.709      Down
## 636  2003 -0.709  0.051  0.951 -1.462  1.181 1.55900  1.740        Up
## 637  2003  1.740 -0.709  0.051  0.951 -1.462 1.39750 -0.216      Down
## 638  2003 -0.216  1.740 -0.709  0.051  0.951 1.32860 -0.727      Down
## 639  2003 -0.727 -0.216  1.740 -0.709  0.051 1.50890 -0.181      Down
## 640  2003 -0.181 -0.727 -0.216  1.740 -0.709 1.39190  0.286        Up
## 641  2003  0.286 -0.181 -0.727 -0.216  1.740 1.60800 -1.026      Down
## 642  2003 -1.026  0.286 -0.181 -0.727 -0.216 1.39060  0.272        Up
## 643  2003  0.272 -1.026  0.286 -0.181 -0.727 1.31870 -1.766      Down
## 644  2003 -1.766  0.272 -1.026  0.286 -0.181 1.35170  0.168        Up
## 645  2003  0.168 -1.766  0.272 -1.026  0.286 1.49100  0.728        Up
## 646  2003  0.728  0.168 -1.766  0.272 -1.026 1.38930  0.356        Up
## 647  2003  0.356  0.728  0.168 -1.766  0.272 1.08660  0.307        Up
## 648  2003  0.307  0.356  0.728  0.168 -1.766 1.02220  0.995        Up
## 649  2003  0.995  0.307  0.356  0.728  0.168 1.13230 -0.638      Down
## 650  2003 -0.638  0.995  0.307  0.356  0.728 1.20880  0.659        Up
## 651  2003  0.659 -0.638  0.995  0.307  0.356 1.18680  0.016        Up
## 652  2003  0.016  0.659 -0.638  0.995  0.307 0.63637  0.916        Up
## 653  2003  0.916  0.016  0.659 -0.638  0.995 1.12760  0.261        Up
## 654  2003  0.261  0.916  0.016  0.659 -0.638 1.30060 -0.205      Down
## 655  2003 -0.205  0.261  0.916  0.016  0.659 1.21080  0.297        Up
## 656  2003  0.297 -0.205  0.261  0.916  0.016 1.40710 -1.018      Down
## 657  2003 -1.018  0.297 -0.205  0.261  0.916 1.30890  0.065        Up
## 658  2003  0.065 -1.018  0.297 -0.205  0.261 0.97170  0.304        Up
## 659  2003  0.304  0.065 -1.018  0.297 -0.205 1.17870  0.006        Up
## 660  2003  0.006  0.304  0.065 -1.018  0.297 1.05140  0.607        Up
## 661  2003  0.607  0.006  0.304  0.065 -1.018 1.16520  0.516        Up
## 662  2003  0.516  0.607  0.006  0.304  0.065 0.94510  1.387        Up
## 663  2003  1.387  0.516  0.607  0.006  0.304 1.47050  0.419        Up
## 664  2003  0.419  1.387  0.516  0.607  0.006 1.67560  0.166        Up
## 665  2003  0.166  0.419  1.387  0.516  0.607 1.45390 -0.640      Down
## 666  2003 -0.640  0.166  0.419  1.387  0.516 1.46520  1.004        Up
## 667  2003  1.004 -0.640  0.166  0.419  1.387 1.29930 -0.821      Down
## 668  2003 -0.821  1.004 -0.640  0.166  0.419 1.41480 -1.197      Down
## 669  2003 -1.197 -0.821  1.004 -0.640  0.166 1.58210  0.544        Up
## 670  2003  0.544 -1.197 -0.821  1.004 -0.640 1.33590  0.217        Up
## 671  2003  0.217  0.544 -1.197 -0.821  1.004 1.23670 -0.375      Down
## 672  2003 -0.375  0.217  0.544 -1.197 -0.821 1.15130  1.430        Up
## 673  2003  1.430 -0.375  0.217  0.544 -1.197 1.40320 -0.325      Down
## 674  2003 -0.325  1.430 -0.375  0.217  0.544 1.33821  1.327        Up
## 675  2003  1.327 -0.325  1.430 -0.375  0.217 1.49880 -0.316      Down
## 676  2003 -0.316  1.327 -0.325  1.430 -0.375 1.51860 -1.301      Down
## 677  2003 -1.301 -0.316  1.327 -0.325  1.430 1.27880  0.607        Up
## 678  2003  0.607 -1.301 -0.316  1.327 -0.325 1.30170 -1.910      Down
## 679  2003 -1.910  0.607 -1.301 -0.316  1.327 1.55600 -0.605      Down
## 680  2003 -0.605 -1.910  0.607 -1.301 -0.316 1.53000 -0.640      Down
## 681  2003 -0.640 -0.605 -1.910  0.607 -1.301 1.47250  0.976        Up
## 682  2003  0.976 -0.640 -0.605 -1.910  0.607 1.36650 -1.054      Down
## 683  2003 -1.054  0.976 -0.640 -0.605 -1.910 1.59050  2.234        Up
## 684  2003  2.234 -1.054  0.976 -0.640 -0.605 1.56630  0.198        Up
## 685  2003  0.198  2.234 -1.054  0.976 -0.640 1.26930  0.942        Up
## 686  2003  0.942  0.198  2.234 -1.054  0.976 1.57050  0.437        Up
## 687  2003  0.437  0.942  0.198  2.234 -1.054 1.02580  0.474        Up
## 688  2003  0.474  0.437  0.942  0.198  2.234 1.27950 -0.526      Down
## 689  2003 -0.526  0.474  0.437  0.942  0.198 1.26250  0.479        Up
## 690  2003  0.479 -0.526  0.474  0.437  0.942 1.57870 -0.065      Down
## 691  2003 -0.065  0.479 -0.526  0.474  0.437 1.10810  0.702        Up
## 692  2003  0.702 -0.065  0.479 -0.526  0.474 1.04050  0.395        Up
## 693  2003  0.395  0.702 -0.065  0.479 -0.526 1.27190 -0.259      Down
## 694  2003 -0.259  0.395  0.702 -0.065  0.479 1.52110  0.316        Up
## 695  2003  0.316 -0.259  0.395  0.702 -0.065 1.41770 -1.024      Down
## 696  2003 -1.024  0.316 -0.259  0.395  0.702 1.35200  0.516        Up
## 697  2003  0.516 -1.024  0.316 -0.259  0.395 1.17260  0.129        Up
## 698  2003  0.129  0.516 -1.024  0.316 -0.259 1.49800 -1.498      Down
## 699  2003 -1.498  0.129  0.516 -1.024  0.316 1.64720  0.331        Up
## 700  2003  0.331 -1.498  0.129  0.516 -1.024 1.60430 -0.470      Down
## 701  2003 -0.470  0.331 -1.498  0.129  0.516 1.42030  0.216        Up
## 702  2003  0.216 -0.470  0.331 -1.498  0.129 1.37180  1.519        Up
## 703  2003  1.519  0.216 -0.470  0.331 -1.498 1.62920  0.126        Up
## 704  2003  0.126  1.519  0.216 -0.470  0.331 1.56260 -0.112      Down
## 705  2003 -0.112  0.126  1.519  0.216 -0.470 1.62970  0.360        Up
## 706  2003  0.360 -0.112  0.126  1.519  0.216 1.49890  0.791        Up
## 707  2003  0.791  0.360 -0.112  0.126  1.519 1.37820 -0.545      Down
## 708  2003 -0.545  0.791  0.360 -0.112  0.126 1.41760 -0.137      Down
## 709  2003 -0.137 -0.545  0.791  0.360 -0.112 1.40180  0.593        Up
## 710  2003  0.593 -0.137 -0.545  0.791  0.360 1.45390 -0.457      Down
## 711  2003 -0.457  0.593 -0.137 -0.545  0.791 1.44050 -0.579      Down
## 712  2003 -0.579 -0.457  0.593 -0.137 -0.545 1.24360 -0.052      Down
## 713  2003 -0.052 -0.579 -0.457  0.593 -0.137 1.16250  1.143        Up
## 714  2003  1.143 -0.052 -0.579 -0.457  0.593 1.34930 -0.011      Down
## 715  2003 -0.011  1.143 -0.052 -0.579 -0.457 1.38300 -0.762      Down
## 716  2003 -0.762 -0.011  1.143 -0.052 -0.579 1.35610 -0.640      Down
## 717  2003 -0.640 -0.762 -0.011  1.143 -0.052 1.37430 -0.908      Down
## 718  2003 -0.908 -0.640 -0.762 -0.011  1.143 1.35430  0.802        Up
## 719  2003  0.802 -0.908 -0.640 -0.762 -0.011 1.32620 -0.843      Down
## 720  2003 -0.843  0.802 -0.908 -0.640 -0.762 1.32670  0.158        Up
## 721  2003  0.158 -0.843  0.802 -0.908 -0.640 1.27380  1.623        Up
## 722  2003  1.623  0.158 -0.843  0.802 -0.908 1.30280  0.172        Up
## 723  2003  0.172  1.623  0.158 -0.843  0.802 1.33370  0.433        Up
## 724  2003  0.433  0.172  1.623  0.158 -0.843 1.09770 -0.024      Down
## 725  2003 -0.024  0.433  0.172  1.623  0.158 0.48722  1.126        Up
## 726  2003  1.126 -0.024  0.433  0.172  1.623 1.37500 -0.327      Down
## 727  2003 -0.327  1.126 -0.024  0.433  0.172 1.38320 -0.177      Down
## 728  2003 -0.177 -0.327  1.126 -0.024  0.433 1.44170  0.469        Up
## 729  2003  0.469 -0.177 -0.327  1.126 -0.024 1.46310 -0.768      Down
## 730  2003 -0.768  0.469 -0.177 -0.327  1.126 1.26590  0.735        Up
## 731  2003  0.735 -0.768  0.469 -0.177 -0.327 1.21890 -0.853      Down
## 732  2003 -0.853  0.735 -0.768  0.469 -0.177 1.46550 -0.107      Down
## 733  2003 -0.107 -0.853  0.735 -0.768  0.469 1.44400  1.148        Up
## 734  2003  1.148 -0.107 -0.853  0.735 -0.768 1.44110  0.274        Up
## 735  2003  0.274  1.148 -0.107 -0.853  0.735 1.22310 -0.568      Down
## 736  2003 -0.568  0.274  1.148 -0.107 -0.853 1.52080  0.664        Up
## 737  2003  0.664 -0.568  0.274  1.148 -0.107 1.54790  0.126        Up
## 738  2003  0.126  0.664 -0.568  0.274  1.148 1.44170  1.180        Up
## 739  2003  1.180  0.126  0.664 -0.568  0.274 1.57990 -0.048      Down
## 740  2003 -0.048  1.180  0.126  0.664 -0.568 1.65730  0.393        Up
## 741  2003  0.393 -0.048  1.180  0.126  0.664 1.25170  0.282        Up
## 742  2003  0.282  0.393 -0.048  1.180  0.126 1.14530 -0.181      Down
## 743  2003 -0.181  0.282  0.393 -0.048  1.180 0.51806  0.169        Up
## 744  2003  0.169 -0.181  0.282  0.393 -0.048 0.35607  1.240        Up
## 745  2003  1.240  0.169 -0.181  0.282  0.393 1.05880  0.014        Up
## 746  2003  0.014  1.240  0.169 -0.181  0.282 1.01260  0.205        Up
## 747  2004  0.205  0.014  1.240  0.169 -0.181 1.02750 -0.309      Down
## 748  2004 -0.309  0.205  0.014  1.240  0.169 1.15320  1.240        Up
## 749  2004  1.240 -0.309  0.205  0.014  1.240 1.57820  0.129        Up
## 750  2004  0.129  1.240 -0.309  0.205  0.014 1.49450  0.237        Up
## 751  2004  0.237  0.129  1.240 -0.309  0.205 1.70490  0.496        Up
## 752  2004  0.496  0.237  0.129  1.240 -0.309 1.86840 -0.889      Down
## 753  2004 -0.889  0.496  0.237  0.129  1.240 1.72070  0.479        Up
## 754  2004  0.479 -0.889  0.496  0.237  0.129 1.51020 -0.533      Down
## 755  2004 -0.533  0.479 -0.889  0.496  0.237 1.59590  0.829        Up
## 756  2004  0.829 -0.533  0.479 -0.889  0.496 1.51460  0.135        Up
## 757  2004  0.135  0.829 -0.533  0.479 -0.889 1.69500  0.687        Up
## 758  2004  0.687  0.135  0.829 -0.533  0.479 1.72110 -0.093      Down
## 759  2004 -0.093  0.687  0.135  0.829 -0.533 1.69820  0.777        Up
## 760  2004  0.777 -0.093  0.687  0.135  0.829 1.75760 -0.321      Down
## 761  2004 -0.321  0.777 -0.093  0.687  0.135 1.69370 -0.209      Down
## 762  2004 -0.209 -0.321  0.777 -0.093  0.687 1.56120  1.211        Up
## 763  2004  1.211 -0.209 -0.321  0.777 -0.093 1.48060 -0.980      Down
## 764  2004 -0.980  1.211 -0.209 -0.321  0.777 1.67310 -1.361      Down
## 765  2004 -1.361 -0.980  1.211 -0.209 -0.321 1.84200  0.499        Up
## 766  2004  0.499 -1.361 -0.980  1.211 -0.209 1.92190 -0.263      Down
## 767  2004 -0.263  0.499 -1.361 -0.980  1.211 1.63500  0.365        Up
## 768  2004  0.365 -0.263  0.499 -1.361 -0.980 1.59920  0.068        Up
## 769  2004  0.068  0.365 -0.263  0.499 -1.361 1.47690 -0.837      Down
## 770  2004 -0.837  0.068  0.365 -0.263  0.499 1.63480  0.184        Up
## 771  2004  0.184 -0.837  0.068  0.365 -0.263 1.56660  1.256        Up
## 772  2004  1.256  0.184 -0.837  0.068  0.365 1.47760 -0.258      Down
## 773  2004 -0.258  1.256  0.184 -0.837  0.068 1.30350  0.503        Up
## 774  2004  0.503 -0.258  1.256  0.184 -0.837 1.40390  1.067        Up
## 775  2004  1.067  0.503 -0.258  1.256  0.184 1.69930 -0.488      Down
## 776  2004 -0.488  1.067  0.503 -0.258  1.256 1.46430 -0.547      Down
## 777  2004 -0.547 -0.488  1.067  0.503 -0.258 1.32920  0.976        Up
## 778  2004  0.976 -0.547 -0.488  1.067  0.503 1.39650 -0.447      Down
## 779  2004 -0.447  0.976 -0.547 -0.488  1.067 1.38240 -0.413      Down
## 780  2004 -0.413 -0.447  0.976 -0.547 -0.488 1.56280 -0.257      Down
## 781  2004 -0.257 -0.413 -0.447  0.976 -0.547 1.47960 -0.273      Down
## 782  2004 -0.273 -0.257 -0.413 -0.447  0.976 1.38040 -0.167      Down
## 783  2004 -0.167 -0.273 -0.257 -0.413 -0.447 1.54360  0.402        Up
## 784  2004  0.402 -0.167 -0.273 -0.257 -0.413 1.36070  0.108        Up
## 785  2004  0.108  0.402 -0.167 -0.273 -0.257 1.38390  0.003        Up
## 786  2004  0.003  0.108  0.402 -0.167 -0.273 1.54040  0.963        Up
## 787  2004  0.963  0.003  0.108  0.402 -0.167 1.49710 -0.594      Down
## 788  2004 -0.594  0.963  0.003  0.108  0.402 1.47600  0.168        Up
## 789  2004  0.168 -0.594  0.963  0.003  0.108 1.33450  0.334        Up
## 790  2004  0.334  0.168 -0.594  0.963  0.003 1.26580  0.172        Up
## 791  2004  0.172  0.334  0.168 -0.594  0.963 1.39820 -0.835      Down
## 792  2004 -0.835  0.172  0.334  0.168 -0.594 1.25440 -0.577      Down
## 793  2004 -0.577 -0.835  0.172  0.334  0.168 1.49940 -1.463      Down
## 794  2004 -1.463 -0.577 -0.835  0.172  0.334 1.64840 -1.522      Down
## 795  2004 -1.522 -1.463 -0.577 -0.835  0.172 1.88990  1.246        Up
## 796  2004  1.246 -1.522 -1.463 -0.577 -0.835 1.38850 -1.435      Down
## 797  2004 -1.435  1.246 -1.522 -1.463 -0.577 1.60060  0.562        Up
## 798  2004  0.562 -1.435  1.246 -1.522 -1.463 1.50070  1.175        Up
## 799  2004  1.175  0.562 -1.435  1.246 -1.522 1.49010 -0.127      Down
## 800  2004 -0.127  1.175  0.562 -1.435  1.246 1.36920 -1.117      Down
## 801  2004 -1.117 -0.127  1.175  0.562 -1.435 1.45740 -1.296      Down
## 802  2004 -1.296 -1.117 -0.127  1.175  0.562 1.45230 -0.132      Down
## 803  2004 -0.132 -1.296 -1.117 -0.127  1.175 1.45820 -0.239      Down
## 804  2004 -0.239 -0.132 -1.296 -1.117 -0.127 1.52780  1.637        Up
## 805  2004  1.637 -0.239 -0.132 -1.296 -1.117 1.47170 -0.102      Down
## 806  2004 -0.102  1.637 -0.239 -0.132 -1.296 1.31910  1.300        Up
## 807  2004  1.300 -0.102  1.637 -0.239 -0.132 1.40550  0.404        Up
## 808  2004  0.404  1.300 -0.102  1.637 -0.239 1.33240 -0.070      Down
## 809  2004 -0.070  0.404  1.300 -0.102  1.637 1.56070  0.529        Up
## 810  2004  0.529 -0.070  0.404  1.300 -0.102 1.56070  0.851        Up
## 811  2004  0.851  0.529 -0.070  0.404  1.300 1.62920  0.767        Up
## 812  2004  0.767  0.851  0.529 -0.070  0.404 1.41370 -0.209      Down
## 813  2004 -0.209  0.767  0.851  0.529 -0.070 1.39770 -0.665      Down
## 814  2004 -0.665 -0.209  0.767  0.851  0.529 1.45880 -0.106      Down
## 815  2004 -0.106 -0.665 -0.209  0.767  0.851 1.19980  0.516        Up
## 816  2004  0.516 -0.106 -0.665 -0.209  0.767 1.10240 -1.376      Down
## 817  2004 -1.376  0.516 -0.106 -0.665 -0.209 1.42320 -0.112      Down
## 818  2004 -0.112 -1.376  0.516 -0.106 -0.665 1.54770  0.059        Up
## 819  2004  0.059 -0.112 -1.376  0.516 -0.106 1.56870  0.511        Up
## 820  2004  0.511  0.059 -0.112 -1.376  0.516 1.48780  0.107        Up
## 821  2004  0.107  0.511  0.059 -0.112 -1.376 1.19490 -1.556      Down
## 822  2004 -1.556  0.107  0.511  0.059 -0.112 1.50850  0.531        Up
## 823  2004  0.531 -1.556  0.107  0.511  0.059 1.73810  1.409        Up
## 824  2004  1.409  0.531 -1.556  0.107  0.511 1.82670  0.059        Up
## 825  2004  0.059  1.409  0.531 -1.556  0.107 1.39610 -0.445      Down
## 826  2004 -0.445  0.059  1.409  0.531 -1.556 1.29060  0.227        Up
## 827  2004  0.227 -0.445  0.059  1.409  0.531 1.51800 -1.379      Down
## 828  2004 -1.379  0.227 -0.445  0.059  1.409 1.85560 -0.759      Down
## 829  2004 -0.759 -1.379  0.227 -0.445  0.059 1.85900 -0.592      Down
## 830  2004 -0.592 -0.759 -1.379  0.227 -0.445 1.63470  0.920        Up
## 831  2004  0.920 -0.592 -0.759 -1.379  0.227 1.57160  0.184        Up
## 832  2004  0.184  0.920 -0.592 -0.759 -1.379 1.66210  0.177        Up
## 833  2004  0.177  0.184  0.920 -0.592 -0.759 1.46900 -0.672      Down
## 834  2004 -0.672  0.177  0.184  0.920 -0.592 1.50930 -1.373      Down
## 835  2004 -1.373 -0.672  0.177  0.184  0.920 1.65360 -1.054      Down
## 836  2004 -1.054 -1.373 -0.672  0.177  0.184 1.91840  0.766        Up
## 837  2004  0.766 -1.054 -1.373 -0.672  0.177 1.53380  0.167        Up
## 838  2004  0.167  0.766 -1.054 -1.373 -0.672 1.69760 -0.077      Down
## 839  2004 -0.077  0.167  0.766 -1.054 -1.373 1.41110 -0.067      Down
## 840  2004 -0.067 -0.077  0.167  0.766 -1.054 1.33590 -1.059      Down
## 841  2004 -1.059 -0.067 -0.077  0.167  0.766 1.43010  0.682        Up
## 842  2004  0.682 -1.059 -0.067 -0.077  0.167 1.35300 -0.257      Down
## 843  2004 -0.257  0.682 -1.059 -0.067 -0.077 1.54860  0.047        Up
## 844  2004  0.047 -0.257  0.682 -1.059 -0.067 1.21100  0.401        Up
## 845  2004  0.401  0.047 -0.257  0.682 -1.059 1.25860  0.169        Up
## 846  2004  0.169  0.401  0.047 -0.257  0.682 1.22750  1.610        Up
## 847  2004  1.610  0.169  0.401  0.047 -0.257 1.54570  0.170        Up
## 848  2004  0.170  1.610  0.169  0.401  0.047 1.36940  0.569        Up
## 849  2004  0.569  0.170  1.610  0.169  0.401 1.44750 -0.054      Down
## 850  2004 -0.054  0.569  0.170  1.610  0.169 1.17260  0.046        Up
## 851  2004  0.046 -0.054  0.569  0.170  1.610 1.23800  0.338        Up
## 852  2004  0.338  0.046 -0.054  0.569  0.170 1.25170 -0.742      Down
## 853  2004 -0.742  0.338  0.046 -0.054  0.569 1.23240  0.525        Up
## 854  2004  0.525 -0.742  0.338  0.046 -0.054 1.11530  1.596        Up
## 855  2004  1.596  0.525 -0.742  0.338  0.046 1.21180  0.154        Up
## 856  2004  0.154  1.596  0.525 -0.742  0.338 1.19030 -0.950      Down
## 857  2004 -0.950  0.154  1.596  0.525 -0.742 1.27680  0.454        Up
## 858  2004  0.454 -0.950  0.154  1.596  0.525 1.16060 -0.984      Down
## 859  2004 -0.984  0.454 -0.950  0.154  1.596 1.17940  0.597        Up
## 860  2004  0.597 -0.984  0.454 -0.950  0.154 1.34590  0.137        Up
## 861  2004  0.137  0.597 -0.984  0.454 -0.950 1.16840 -0.133      Down
## 862  2004 -0.133  0.137  0.597 -0.984  0.454 1.29670  0.262        Up
## 863  2004  0.262 -0.133  0.137  0.597 -0.984 1.50060 -0.416      Down
## 864  2004 -0.416  0.262 -0.133  0.137  0.597 1.12390  0.364        Up
## 865  2004  0.364 -0.416  0.262 -0.133  0.137 1.38230  0.851        Up
## 866  2004  0.851  0.364 -0.416  0.262 -0.133 1.44420 -0.298      Down
## 867  2004 -0.298  0.851  0.364 -0.416  0.262 1.39490 -0.545      Down
## 868  2004 -0.545 -0.298  0.851  0.364 -0.416 1.81290 -0.095      Down
## 869  2004 -0.095 -0.545 -0.298  0.851  0.364 1.35460  0.251        Up
## 870  2004  0.251 -0.095 -0.545 -0.298  0.851 1.37500  0.408        Up
## 871  2004  0.408  0.251 -0.095 -0.545 -0.298 1.47380 -1.043      Down
## 872  2004 -1.043  0.408  0.251 -0.095 -0.545 1.49570 -0.315      Down
## 873  2004 -0.315 -1.043  0.408  0.251 -0.095 1.08500 -0.815      Down
## 874  2004 -0.815 -0.315 -1.043  0.408  0.251 1.28330  0.190        Up
## 875  2004  0.190 -0.815 -0.315 -1.043  0.408 1.32860 -0.824      Down
## 876  2004 -0.824  0.190 -0.815 -0.315 -1.043 1.40110  0.334        Up
## 877  2004  0.334 -0.824  0.190 -0.815 -0.315 1.18630  0.138        Up
## 878  2004  0.138  0.334 -0.824  0.190 -0.815 1.11460  0.071        Up
## 879  2004  0.071  0.138  0.334 -0.824  0.190 1.19970 -0.329      Down
## 880  2004 -0.329  0.071  0.138  0.334 -0.824 1.46200 -0.430      Down
## 881  2004 -0.430 -0.329  0.071  0.138  0.334 1.40870 -0.479      Down
## 882  2004 -0.479 -0.430 -0.329  0.071  0.138 1.45030 -0.044      Down
## 883  2004 -0.044 -0.479 -0.430 -0.329  0.071 1.31990  0.706        Up
## 884  2004  0.706 -0.044 -0.479 -0.430 -0.329 1.44580 -1.334      Down
## 885  2004 -1.334  0.706 -0.044 -0.479 -0.430 1.67950  0.271        Up
## 886  2004  0.271 -1.334  0.706 -0.044 -0.479 1.68080 -0.970      Down
## 887  2004 -0.970  0.271 -1.334  0.706 -0.044 1.33750 -0.196      Down
## 888  2004 -0.196 -0.970  0.271 -1.334  0.706 1.41340  0.993        Up
## 889  2004  0.993 -0.196 -0.970  0.271 -1.334 1.61080  0.054        Up
## 890  2004  0.054  0.993 -0.196 -0.970  0.271 1.55430  0.457        Up
## 891  2004  0.457  0.054  0.993 -0.196 -0.970 1.53010  0.117        Up
## 892  2004  0.117  0.457  0.054  0.993 -0.196 1.29820  0.445        Up
## 893  2004  0.445  0.117  0.457  0.054  0.993 1.27600 -0.626      Down
## 894  2004 -0.626  0.445  0.117  0.457  0.054 1.33830 -0.096      Down
## 895  2004 -0.096 -0.626  0.445  0.117  0.457 1.36920 -1.632      Down
## 896  2004 -1.632 -0.096 -0.626  0.445  0.117 1.39740 -1.548      Down
## 897  2004 -1.548 -1.632 -0.096 -0.626  0.445 1.52100  0.117        Up
## 898  2004  0.117 -1.548 -1.632 -0.096 -0.626 1.08600  1.297        Up
## 899  2004  1.297  0.117 -1.548 -1.632 -0.096 1.24560 -0.301      Down
## 900  2004 -0.301  1.297  0.117 -1.548 -1.632 1.41040 -1.168      Down
## 901  2004 -1.168 -0.301  1.297  0.117 -1.548 1.40510  0.148        Up
## 902  2004  0.148 -1.168 -0.301  1.297  0.117 1.17510  1.366        Up
## 903  2004  1.366  0.148 -1.168 -0.301  1.297 1.20620  0.220        Up
## 904  2004  0.220  1.366  0.148 -1.168 -0.301 1.26780  1.244        Up
## 905  2004  1.244  0.220  1.366  0.148 -1.168 1.28250 -0.360      Down
## 906  2004 -0.360  1.244  0.220  1.366  0.148 1.24940  0.652        Up
## 907  2004  0.652 -0.360  1.244  0.220  1.366 1.19990 -0.243      Down
## 908  2004 -0.243  0.652 -0.360  1.244  0.220 1.02190  0.047        Up
## 909  2004  0.047 -0.243  0.652 -0.360  1.244 1.09250  0.800        Up
## 910  2004  0.800  0.047 -0.243  0.652 -0.360 1.19220  0.012        Up
## 911  2004  0.012  0.800  0.047 -0.243  0.652 1.02360  0.243        Up
## 912  2004  0.243  0.012  0.800  0.047 -0.243 0.84540 -0.778      Down
## 913  2004 -0.778  0.243  0.012  0.800  0.047 0.84310  0.463        Up
## 914  2004  0.463 -0.778  0.243  0.012  0.800 1.13820  0.151        Up
## 915  2004  0.151  0.463 -0.778  0.243  0.012 1.14210  1.121        Up
## 916  2004  1.121  0.151  0.463 -0.778  0.243 1.11840 -0.418      Down
## 917  2004 -0.418  1.121  0.151  0.463 -0.778 0.92417  0.689        Up
## 918  2004  0.689 -0.418  1.121  0.151  0.463 1.21440 -0.449      Down
## 919  2004 -0.449  0.689 -0.418  1.121  0.151 1.24630  0.189        Up
## 920  2004  0.189 -0.449  0.689 -0.418  1.121 1.37130  0.495        Up
## 921  2004  0.495  0.189 -0.449  0.689 -0.418 1.26120  0.169        Up
## 922  2004  0.169  0.495  0.189 -0.449  0.689 1.29980  0.223        Up
## 923  2004  0.223  0.169  0.495  0.189 -0.449 1.20450 -0.705      Down
## 924  2004 -0.705  0.223  0.169  0.495  0.189 1.25600  0.279        Up
## 925  2004  0.279 -0.705  0.223  0.169  0.495 1.11390  0.449        Up
## 926  2004  0.449  0.279 -0.705  0.223  0.169 1.42260 -0.563      Down
## 927  2004 -0.563  0.449  0.279 -0.705  0.223 1.19760  0.633        Up
## 928  2004  0.633 -0.563  0.449  0.279 -0.705 1.32500 -1.394      Down
## 929  2004 -1.394  0.633 -0.563  0.449  0.279 1.37990 -0.467      Down
## 930  2004 -0.467 -1.394  0.633 -0.563  0.449 1.28630  0.158        Up
## 931  2004  0.158 -0.467 -1.394  0.633 -0.563 1.25540 -0.594      Down
## 932  2004 -0.594  0.158 -0.467 -1.394  0.633 1.26350  0.593        Up
## 933  2004  0.593 -0.594  0.158 -0.467 -1.394 1.39660  0.427        Up
## 934  2004  0.427  0.593 -0.594  0.158 -0.467 1.40290 -0.020      Down
## 935  2004 -0.020  0.427  0.593 -0.594  0.158 1.74800  1.518        Up
## 936  2004  1.518 -0.020  0.427  0.593 -0.594 1.58220  0.324        Up
## 937  2004  0.324  1.518 -0.020  0.427  0.593 1.53400 -0.061      Down
## 938  2004 -0.061  0.324  1.518 -0.020  0.427 1.41840  0.667        Up
## 939  2004  0.667 -0.061  0.324  1.518 -0.020 1.41670 -0.998      Down
## 940  2004 -0.998  0.667 -0.061  0.324  1.518 1.44750 -0.753      Down
## 941  2004 -0.753 -0.998  0.667 -0.061  0.324 1.29160  0.201        Up
## 942  2004  0.201 -0.753 -0.998  0.667 -0.061 0.94380 -0.227      Down
## 943  2004 -0.227  0.201 -0.753 -0.998  0.667 1.32010 -0.730      Down
## 944  2004 -0.730 -0.227  0.201 -0.753 -0.998 1.54620 -0.930      Down
## 945  2004 -0.930 -0.730 -0.227  0.201 -0.753 1.48950  0.445        Up
## 946  2004  0.445 -0.930 -0.730 -0.227  0.201 1.64510  0.525        Up
## 947  2004  0.525  0.445 -0.930 -0.730 -0.227 1.37330 -0.969      Down
## 948  2004 -0.969  0.525  0.445 -0.930 -0.730 1.73750  0.039        Up
## 949  2004  0.039 -0.969  0.525  0.445 -0.930 1.68570  0.256        Up
## 950  2004  0.256  0.039 -0.969  0.525  0.445 1.67300 -0.972      Down
## 951  2004 -0.972  0.256  0.039 -0.969  0.525 1.46960 -0.086      Down
## 952  2004 -0.086 -0.972  0.256  0.039 -0.969 1.38050  1.488        Up
## 953  2004  1.488 -0.086 -0.972  0.256  0.039 1.68540  1.288        Up
## 954  2004  1.288  1.488 -0.086 -0.972  0.256 1.74190  0.181        Up
## 955  2004  0.181  1.288  1.488 -0.086 -0.972 1.62820  0.245        Up
## 956  2004  0.245  0.181  1.288  1.488 -0.086 1.50080  0.027        Up
## 957  2004  0.027  0.245  0.181  1.288  1.488 1.39590  0.004        Up
## 958  2004  0.004  0.027  0.245  0.181  1.288 1.65900  1.118        Up
## 959  2004  1.118  0.004  0.027  0.245  0.181 1.76750  1.616        Up
## 960  2004  1.616  1.118  0.004  0.027  0.245 1.78270  0.387        Up
## 961  2004  0.387  1.616  1.118  0.004  0.027 1.72440 -0.110      Down
## 962  2004 -0.110  0.387  1.616  1.118  0.004 1.35870 -0.070      Down
## 963  2004 -0.070 -0.110  0.387  1.616  1.118 1.45080 -0.101      Down
## 964  2004 -0.101 -0.070 -0.110  0.387  1.616 1.50430  0.909        Up
## 965  2004  0.909 -0.101 -0.070 -0.110  0.387 1.39300  0.911        Up
## 966  2004  0.911  0.909 -0.101 -0.070 -0.110 1.53160 -0.030      Down
## 967  2004 -0.030  0.911  0.909 -0.101 -0.070 1.45330 -0.708      Down
## 968  2004 -0.708 -0.030  0.911  0.909 -0.101 1.36440  0.554        Up
## 969  2004  0.554 -0.708 -0.030  0.911  0.909 1.68420  0.136        Up
## 970  2004  0.136  0.554 -0.708 -0.030  0.911 1.45670 -1.116      Down
## 971  2004 -1.116  0.136  0.554 -0.708 -0.030 1.52660  0.590        Up
## 972  2004  0.590 -1.116  0.136  0.554 -0.708 1.39270 -0.025      Down
## 973  2004 -0.025  0.590 -1.116  0.136  0.554 1.42830  0.410        Up
## 974  2004  0.410 -0.025  0.590 -1.116  0.136 1.14960  0.075        Up
## 975  2004  0.075  0.410 -0.025  0.590 -1.116 0.50458 -0.345      Down
## 976  2004 -0.345  0.075  0.410 -0.025  0.590 1.37850 -0.403      Down
## 977  2004 -0.403 -0.345  0.075  0.410 -0.025 1.55350  1.495        Up
## 978  2004  1.495 -0.403 -0.345  0.075  0.410 1.77280 -0.087      Down
## 979  2004 -0.087  1.495 -0.403 -0.345  0.075 1.77490  0.071        Up
## 980  2004  0.071 -0.087  1.495 -0.403 -0.345 1.56670 -0.077      Down
## 981  2004 -0.077  0.071 -0.087  1.495 -0.403 1.35440 -1.107      Down
## 982  2004 -1.107 -0.077  0.071 -0.087  1.495 1.53390  0.488        Up
## 983  2004  0.488 -1.107 -0.077  0.071 -0.087 1.52520  0.544        Up
## 984  2004  0.544  0.488 -1.107 -0.077  0.071 1.62470 -0.104      Down
## 985  2004 -0.104  0.544  0.488 -1.107 -0.077 1.44370  0.899        Up
## 986  2004  0.899 -0.104  0.544  0.488 -1.107 1.43610  0.392        Up
## 987  2004  0.392  0.899 -0.104  0.544  0.488 1.54440  0.194        Up
## 988  2004  0.194  0.392  0.899 -0.104  0.544 1.69580 -0.208      Down
## 989  2004 -0.208  0.194  0.392  0.899 -0.104 1.79390 -0.749      Down
## 990  2004 -0.749 -0.208  0.194  0.392  0.899 2.33500  0.038        Up
## 991  2004  0.038 -0.749 -0.208  0.194  0.392 1.42280  0.904        Up
## 992  2004  0.904  0.038 -0.749 -0.208  0.194 1.48370  0.342        Up
## 993  2004  0.342  0.904  0.038 -0.749 -0.208 1.39080  0.046        Up
## 994  2004  0.046  0.342  0.904  0.038 -0.749 0.95610 -0.431      Down
## 995  2004 -0.431  0.046  0.342  0.904  0.038 0.92200  0.715        Up
## 996  2004  0.715 -0.431  0.046  0.342  0.904 0.98300 -0.007      Down
## 997  2004 -0.007  0.715 -0.431  0.046  0.342 0.92590  0.008        Up
## 998  2004  0.008 -0.007  0.715 -0.431  0.046 0.82980 -0.134      Down
## 999  2005 -0.134  0.008 -0.007  0.715 -0.431 0.78690 -0.812      Down
## 1000 2005 -0.812 -0.134  0.008 -0.007  0.715 1.51080 -1.167      Down
## 1001 2005 -1.167 -0.812 -0.134  0.008 -0.007 1.72100 -0.363      Down
## 1002 2005 -0.363 -1.167 -0.812 -0.134  0.008 1.73890  0.351        Up
## 1003 2005  0.351 -0.363 -1.167 -0.812 -0.134 1.56910 -0.143      Down
## 1004 2005 -0.143  0.351 -0.363 -1.167 -0.812 1.47790  0.342        Up
## 1005 2005  0.342 -0.143  0.351 -0.363 -1.167 1.49040 -0.610      Down
## 1006 2005 -0.610  0.342 -0.143  0.351 -0.363 1.48880  0.398        Up
## 1007 2005  0.398 -0.610  0.342 -0.143  0.351 1.56210 -0.863      Down
## 1008 2005 -0.863  0.398 -0.610  0.342 -0.143 1.51030  0.600        Up
## 1009 2005  0.600 -0.863  0.398 -0.610  0.342 1.33540  0.967        Up
## 1010 2005  0.967  0.600 -0.863  0.398 -0.610 1.59680 -0.949      Down
## 1011 2005 -0.949  0.967  0.600 -0.863  0.398 1.49870 -0.778      Down
## 1012 2005 -0.778 -0.949  0.967  0.600 -0.863 1.69200 -0.641      Down
## 1013 2005 -0.641 -0.778 -0.949  0.967  0.600 1.64350 -0.353      Down
## 1014 2005 -0.353 -0.641 -0.778 -0.949  0.967 1.49460  0.400        Up
## 1015 2005  0.400 -0.353 -0.641 -0.778 -0.949 1.61040  0.484        Up
## 1016 2005  0.484  0.400 -0.353 -0.641 -0.778 1.63590  0.041        Up
## 1017 2005  0.041  0.484  0.400 -0.353 -0.641 1.60060 -0.272      Down
## 1018 2005 -0.272  0.041  0.484  0.400 -0.353 1.64180  0.846        Up
## 1019 2005  0.846 -0.272  0.041  0.484  0.400 1.67980  0.689        Up
## 1020 2005  0.689  0.846 -0.272  0.041  0.484 1.68198  0.318        Up
## 1021 2005  0.318  0.689  0.846 -0.272  0.041 1.56174 -0.277      Down
## 1022 2005 -0.277  0.318  0.689  0.846 -0.272 1.55446  1.104        Up
## 1023 2005  1.104 -0.277  0.318  0.689  0.846 1.64816 -0.109      Down
## 1024 2005 -0.109  1.104 -0.277  0.318  0.689 1.34727  0.048        Up
## 1025 2005  0.048 -0.109  1.104 -0.277  0.318 1.41617 -0.858      Down
## 1026 2005 -0.858  0.048 -0.109  1.104 -0.277 1.51104  0.421        Up
## 1027 2005  0.421 -0.858  0.048 -0.109  1.104 1.49167  0.693        Up
## 1028 2005  0.693  0.421 -0.858  0.048 -0.109 1.56230  0.070        Up
## 1029 2005  0.070  0.693  0.421 -0.858  0.048 1.29018  0.330        Up
## 1030 2005  0.330  0.070  0.693  0.421 -0.858 1.52708  0.018        Up
## 1031 2005  0.018  0.330  0.070  0.693  0.421 1.49010 -0.792      Down
## 1032 2005 -0.792  0.018  0.330  0.070  0.693 1.58012  0.070        Up
## 1033 2005  0.070 -0.792  0.018  0.330  0.070 1.55120 -1.451      Down
## 1034 2005 -1.451  0.070 -0.792  0.018  0.330 1.74494  0.561        Up
## 1035 2005  0.561 -1.451  0.070 -0.792  0.018 1.50109  0.789        Up
## 1036 2005  0.789  0.561 -1.451  0.070 -0.792 1.51875  0.931        Up
## 1037 2005  0.931  0.789  0.561 -1.451  0.070 1.52368 -0.641      Down
## 1038 2005 -0.641  0.931  0.789  0.561 -1.451 1.79548  0.566        Up
## 1039 2005  0.566 -0.641  0.931  0.789  0.561 1.70806 -0.027      Down
## 1040 2005 -0.027  0.566 -0.641  0.931  0.789 1.56854  0.032        Up
## 1041 2005  0.032 -0.027  0.566 -0.641  0.931 1.61624  0.962        Up
## 1042 2005  0.962  0.032 -0.027  0.566 -0.641 1.63682  0.261        Up
## 1043 2005  0.261  0.962  0.032 -0.027  0.566 1.48883 -0.480      Down
## 1044 2005 -0.480  0.261  0.962  0.032 -0.027 1.52309 -1.019      Down
## 1045 2005 -1.019 -0.480  0.261  0.962  0.032 1.70497  0.186        Up
## 1046 2005  0.186 -1.019 -0.480  0.261  0.962 1.60402 -0.758      Down
## 1047 2005 -0.758  0.186 -1.019 -0.480  0.261 1.44982  0.562        Up
## 1048 2005  0.562 -0.758  0.186 -1.019 -0.480 1.43743 -0.752      Down
## 1049 2005 -0.752  0.562 -0.758  0.186 -1.019 1.51353 -0.808      Down
## 1050 2005 -0.808 -0.752  0.562 -0.758  0.186 1.65319  0.180        Up
## 1051 2005  0.180 -0.808 -0.752  0.562 -0.758 1.58193 -0.047      Down
## 1052 2005 -0.047  0.180 -0.808 -0.752  0.562 2.34437 -0.493      Down
## 1053 2005 -0.493 -0.047  0.180 -0.808 -0.752 1.81944 -1.020      Down
## 1054 2005 -1.020 -0.493 -0.047  0.180 -0.808 2.11447  0.070        Up
## 1055 2005  0.070 -1.020 -0.493 -0.047  0.180 2.24687 -0.095      Down
## 1056 2005 -0.095  0.070 -1.020 -0.493 -0.047 1.72172  0.244        Up
## 1057 2005  0.244 -0.095  0.070 -1.020 -0.493 1.74622 -0.760      Down
## 1058 2005 -0.760  0.244 -0.095  0.070 -1.020 2.22325  1.377        Up
## 1059 2005  1.377 -0.760  0.244 -0.095  0.070 2.09711 -0.069      Down
## 1060 2005 -0.069  1.377 -0.760  0.244 -0.095 2.21423 -0.650      Down
## 1061 2005 -0.650 -0.069  1.377 -0.760  0.244 2.16869  0.273        Up
## 1062 2005  0.273 -0.650 -0.069  1.377 -0.760 2.07977  0.448        Up
## 1063 2005  0.448  0.273 -0.650 -0.069  1.377 1.87080  0.227        Up
## 1064 2005  0.227  0.448  0.273 -0.650 -0.069 1.79740  0.597        Up
## 1065 2005  0.597  0.227  0.448  0.273 -0.650 1.90062 -0.834      Down
## 1066 2005 -0.834  0.597  0.227  0.448  0.273 1.66133  0.001        Up
## 1067 2005  0.001 -0.834  0.597  0.227  0.448 1.52531  0.555        Up
## 1068 2005  0.555  0.001 -0.834  0.597  0.227 1.97983 -1.176      Down
## 1069 2005 -1.176  0.555  0.001 -0.834  0.597 2.04974 -1.000      Down
## 1070 2005 -1.000 -1.176  0.555  0.001 -0.834 2.35504 -1.672      Down
## 1071 2005 -1.672 -1.000 -1.176  0.555  0.001 2.68996  0.294        Up
## 1072 2005  0.294 -1.672 -1.000 -1.176  0.555 2.18067  0.593        Up
## 1073 2005  0.593  0.294 -1.672 -1.000 -1.176 2.14270 -1.325      Down
## 1074 2005 -1.325  0.593  0.294 -1.672 -1.000 2.21705  1.974        Up
## 1075 2005  1.974 -1.325  0.593  0.294 -1.672 2.30856 -0.675      Down
## 1076 2005 -0.675  1.974 -1.325  0.593  0.294 2.04588  0.866        Up
## 1077 2005  0.866 -0.675  1.974 -1.325  0.593 1.79503 -0.884      Down
## 1078 2005 -0.884  0.866 -0.675  1.974 -1.325 1.95974  0.395        Up
## 1079 2005  0.395 -0.884  0.866 -0.675  1.974 2.15152 -1.138      Down
## 1080 2005 -1.138  0.395 -0.884  0.866 -0.675 2.18227  1.192        Up
## 1081 2005  1.192 -1.138  0.395 -0.884  0.866 2.36236  0.459        Up
## 1082 2005  0.459  1.192 -1.138  0.395 -0.884 1.98004 -0.085      Down
## 1083 2005 -0.085  0.459  1.192 -1.138  0.395 2.16702  1.247        Up
## 1084 2005  1.247 -0.085  0.459  1.192 -1.138 2.30648 -0.257      Down
## 1085 2005 -0.257  1.247 -0.085  0.459  1.192 1.99710 -0.109      Down
## 1086 2005 -0.109 -0.257  1.247 -0.085  0.459 1.70720  0.639        Up
## 1087 2005  0.639 -0.109 -0.257  1.247 -0.085 1.85702 -1.071      Down
## 1088 2005 -1.071  0.639 -0.109 -0.257  1.247 1.88966  0.419        Up
## 1089 2005  0.419 -1.071  0.639 -0.109 -0.257 1.83497 -1.003      Down
## 1090 2005 -1.003  0.419 -1.071  0.639 -0.109 1.99529 -0.458      Down
## 1091 2005 -0.458 -1.003  0.419 -1.071  0.639 2.18859  1.009        Up
## 1092 2005  1.009 -0.458 -1.003  0.419 -1.071 1.85686  0.696        Up
## 1093 2005  0.696  1.009 -0.458 -1.003  0.419 1.88726  1.002        Up
## 1094 2005  1.002  0.696  1.009 -0.458 -1.003 2.26632  0.466        Up
## 1095 2005  0.466  1.002  0.696  1.009 -0.458 1.77586 -0.151      Down
## 1096 2005 -0.151  0.466  1.002  0.696  1.009 1.63175  0.385        Up
## 1097 2005  0.385 -0.151  0.466  1.002  0.696 1.68117  0.018        Up
## 1098 2005  0.018  0.385 -0.151  0.466  1.002 1.68100 -0.340      Down
## 1099 2005 -0.340  0.018  0.385 -0.151  0.466 1.74218  0.639        Up
## 1100 2005  0.639 -0.340  0.018  0.385 -0.151 1.65411  0.097        Up
## 1101 2005  0.097  0.639 -0.340  0.018  0.385 1.38143 -0.607      Down
## 1102 2005 -0.607  0.097  0.639 -0.340  0.018 1.84068  0.900        Up
## 1103 2005  0.900 -0.607  0.097  0.639 -0.340 1.81010  0.172        Up
## 1104 2005  0.172  0.900 -0.607  0.097  0.639 1.81379 -0.687      Down
## 1105 2005 -0.687  0.172  0.900 -0.607  0.097 1.62752  0.125        Up
## 1106 2005  0.125 -0.687  0.172  0.900 -0.607 1.54712 -0.021      Down
## 1107 2005 -0.021  0.125 -0.687  0.172  0.900 1.85137 -0.216      Down
## 1108 2005 -0.216 -0.021  0.125 -0.687  0.172 1.71549  0.524        Up
## 1109 2005  0.524 -0.216 -0.021  0.125 -0.687 1.82412 -0.235      Down
## 1110 2005 -0.235  0.524 -0.216 -0.021  0.125 1.66418  0.226        Up
## 1111 2005  0.226 -0.235  0.524 -0.216 -0.021 1.66135  0.257        Up
## 1112 2005  0.257  0.226 -0.235  0.524 -0.216 1.69815  0.222        Up
## 1113 2005  0.222  0.257  0.226 -0.235  0.524 1.84044  0.363        Up
## 1114 2005  0.363  0.222  0.257  0.226 -0.235 1.77604  0.495        Up
## 1115 2005  0.495  0.363  0.222  0.257  0.226 2.40737 -0.071      Down
## 1116 2005 -0.071  0.495  0.363  0.222  0.257 1.71453 -0.205      Down
## 1117 2005 -0.205 -0.071  0.495  0.363  0.222 1.72070  0.022        Up
## 1118 2005  0.022 -0.205 -0.071  0.495  0.363 1.82325 -1.083      Down
## 1119 2005 -1.083  0.022 -0.205 -0.071  0.495 2.02992 -0.763      Down
## 1120 2005 -0.763 -1.083  0.022 -0.205 -0.071 2.41880 -0.074      Down
## 1121 2005 -0.074 -0.763 -1.083  0.022 -0.205 1.73862  0.914        Up
## 1122 2005  0.914 -0.074 -0.763 -1.083  0.022 1.77241 -0.143      Down
## 1123 2005 -0.143  0.914 -0.074 -0.763 -1.083 1.76928 -0.710      Down
## 1124 2005 -0.710 -0.143  0.914 -0.074 -0.763 2.10949  0.261        Up
## 1125 2005  0.261 -0.710 -0.143  0.914 -0.074 1.59382  0.883        Up
## 1126 2005  0.883  0.261 -0.710 -0.143  0.914 1.80582 -0.834      Down
## 1127 2005 -0.834  0.883  0.261 -0.710 -0.143 1.88347  0.245        Up
## 1128 2005  0.245 -0.834  0.883  0.261 -0.710 1.95244  1.168        Up
## 1129 2005  1.168  0.245 -0.834  0.883  0.261 1.90081  0.625        Up
## 1130 2005  0.625  1.168  0.245 -0.834  0.883 1.84630  0.227        Up
## 1131 2005  0.227  0.625  1.168  0.245 -0.834 1.93201  0.088        Up
## 1132 2005  0.088  0.227  0.625  1.168  0.245 1.81250  0.262        Up
## 1133 2005  0.262  0.088  0.227  0.625  1.168 2.04871  0.116        Up
## 1134 2005  0.116  0.262  0.088  0.227  0.625 1.71640 -0.553      Down
## 1135 2005 -0.553  0.116  0.262  0.088  0.227 1.58210  0.673        Up
## 1136 2005  0.673 -0.553  0.116  0.262  0.088 2.04128  0.476        Up
## 1137 2005  0.476  0.673 -0.553  0.116  0.262 2.06334 -0.661      Down
## 1138 2005 -0.661  0.476  0.673 -0.553  0.116 2.12984  0.541        Up
## 1139 2005  0.541 -0.661  0.476  0.673 -0.553 1.76699 -0.377      Down
## 1140 2005 -0.377  0.541 -0.661  0.476  0.673 1.71758  0.173        Up
## 1141 2005  0.173 -0.377  0.541 -0.661  0.476 1.93418  0.457        Up
## 1142 2005  0.457  0.173 -0.377  0.541 -0.661 1.94580  0.560        Up
## 1143 2005  0.560  0.457  0.173 -0.377  0.541 2.00168 -0.767      Down
## 1144 2005 -0.767  0.560  0.457  0.173 -0.377 1.78960  0.095        Up
## 1145 2005  0.095 -0.767  0.560  0.457  0.173 1.71687  0.710        Up
## 1146 2005  0.710  0.095 -0.767  0.560  0.457 2.04312  0.074        Up
## 1147 2005  0.074  0.710  0.095 -0.767  0.560 1.99998 -0.737      Down
## 1148 2005 -0.737  0.074  0.710  0.095 -0.767 1.98122 -0.764      Down
## 1149 2005 -0.764 -0.737  0.074  0.710  0.095 1.93028 -0.268      Down
## 1150 2005 -0.268 -0.764 -0.737  0.074  0.710 1.80414  0.674        Up
## 1151 2005  0.674 -0.268 -0.764 -0.737  0.074 1.89752 -0.183      Down
## 1152 2005 -0.183  0.674 -0.268 -0.764 -0.737 2.17232  0.706        Up
## 1153 2005  0.706 -0.183  0.674 -0.268 -0.764 1.94156 -0.599      Down
## 1154 2005 -0.599  0.706 -0.183  0.674 -0.268 1.70930  0.283        Up
## 1155 2005  0.283 -0.599  0.706 -0.183  0.674 1.56288 -1.178      Down
## 1156 2005 -1.178  0.283 -0.599  0.706 -0.183 1.82041  0.074        Up
## 1157 2005  0.074 -1.178  0.283 -0.599  0.706 1.85915 -0.100      Down
## 1158 2005 -0.100  0.074 -1.178  0.283 -0.599 1.80817  0.057        Up
## 1159 2005  0.057 -0.100  0.074 -1.178  0.283 1.55879  0.166        Up
## 1160 2005  0.166  0.057 -0.100  0.074 -1.178 1.62133 -0.339      Down
## 1161 2005 -0.339  0.166  0.057 -0.100  0.074 1.67862 -0.657      Down
## 1162 2005 -0.657 -0.339  0.166  0.057 -0.100 1.93080  0.230        Up
## 1163 2005  0.230 -0.657 -0.339  0.166  0.057 1.57111 -0.600      Down
## 1164 2005 -0.600  0.230 -0.657 -0.339  0.166 1.54109  0.596        Up
## 1165 2005  0.596 -0.600  0.230 -0.657 -0.339 1.59945 -0.319      Down
## 1166 2005 -0.319  0.596 -0.600  0.230 -0.657 1.91647  0.986        Up
## 1167 2005  0.986 -0.319  0.596 -0.600  0.230 2.36551  0.103        Up
## 1168 2005  0.103  0.986 -0.319  0.596 -0.600 2.22986 -0.292      Down
## 1169 2005 -0.292  0.103  0.986 -0.319  0.596 1.64016  1.262        Up
## 1170 2005  1.262 -0.292  0.103  0.986 -0.319 1.93209  0.241        Up
## 1171 2005  0.241  1.262 -0.292  0.103  0.986 2.06770 -0.379      Down
## 1172 2005 -0.379  0.241  1.262 -0.292  0.103 1.95538  0.796        Up
## 1173 2005  0.796 -0.379  0.241  1.262 -0.292 1.99256 -0.074      Down
## 1174 2005 -0.074  0.796 -0.379  0.241  1.262 1.93805 -0.754      Down
## 1175 2005 -0.754 -0.074  0.796 -0.379  0.241 2.08236 -0.328      Down
## 1176 2005 -0.328 -0.754 -0.074  0.796 -0.379 1.98675  0.046        Up
## 1177 2005  0.046 -0.328 -0.754 -0.074  0.796 2.07934  0.829        Up
## 1178 2005  0.829  0.046 -0.328 -0.754 -0.074 3.15247 -0.557      Down
## 1179 2005 -0.557  0.829  0.046 -0.328 -0.754 2.07654 -0.786      Down
## 1180 2005 -0.786 -0.557  0.829  0.046 -0.328 2.31925 -0.912      Down
## 1181 2005 -0.912 -0.786 -0.557  0.829  0.046 2.54815  0.365        Up
## 1182 2005  0.365 -0.912 -0.786 -0.557  0.829 2.42472  0.055        Up
## 1183 2005  0.055  0.365 -0.912 -0.786 -0.557 1.97302  0.028        Up
## 1184 2005  0.028  0.055  0.365 -0.912 -0.786 2.02222  0.002        Up
## 1185 2005  0.002  0.028  0.055  0.365 -0.912 1.97627  0.101        Up
## 1186 2005  0.101  0.002  0.028  0.055  0.365 2.10698  0.887        Up
## 1187 2005  0.887  0.101  0.002  0.028  0.055 2.17612  0.092        Up
## 1188 2005  0.092  0.887  0.101  0.002  0.028 2.09752 -0.172      Down
## 1189 2005 -0.172  0.092  0.887  0.101  0.002 2.09749 -0.997      Down
## 1190 2005 -0.997 -0.172  0.092  0.887  0.101 2.34142 -1.489      Down
## 1191 2005 -1.489 -0.997 -0.172  0.092  0.887 2.54678 -0.410      Down
## 1192 2005 -0.410 -1.489 -0.997 -0.172  0.092 2.79203  0.370        Up
## 1193 2005  0.370 -0.410 -1.489 -0.997 -0.172 2.12608 -0.717      Down
## 1194 2005 -0.717  0.370 -0.410 -1.489 -0.997 2.19599 -0.207      Down
## 1195 2005 -0.207 -0.717  0.370 -0.410 -1.489 2.29904 -0.607      Down
## 1196 2005 -0.607 -0.207 -0.717  0.370 -0.410 2.49128 -0.071      Down
## 1197 2005 -0.071 -0.607 -0.207 -0.717  0.370 2.35115  0.827        Up
## 1198 2005  0.827 -0.071 -0.607 -0.207 -0.717 2.18894  0.297        Up
## 1199 2005  0.297  0.827 -0.071 -0.607 -0.207 2.05457 -1.005      Down
## 1200 2005 -1.005  0.297  0.827 -0.071 -0.607 2.19701  1.496        Up
## 1201 2005  1.496 -1.005  0.297  0.827 -0.071 2.70359 -1.502      Down
## 1202 2005 -1.502  1.496 -1.005  0.297  0.827 2.61725  0.152        Up
## 1203 2005  0.152 -1.502  1.496 -1.005  0.297 2.47092  1.678        Up
## 1204 2005  1.678  0.152 -1.502  1.496 -1.005 2.19779 -0.237      Down
## 1205 2005 -0.237  1.678  0.152 -1.502  1.496 2.31247 -0.431      Down
## 1206 2005 -0.431 -0.237  1.678  0.152 -1.502 2.46775 -1.048      Down
## 1207 2005 -1.048 -0.431 -0.237  1.678  0.152 2.39537  1.655        Up
## 1208 2005  1.655 -1.048 -0.431 -0.237  1.678 2.37940  0.718        Up
## 1209 2005  0.718  1.655 -1.048 -0.431 -0.237 2.56747 -0.352      Down
## 1210 2005 -0.352  0.718  1.655 -1.048 -0.431 2.45785  0.998        Up
## 1211 2005  0.998 -0.352  0.718  1.655 -1.048 2.64809  0.426        Up
## 1212 2005  0.426  0.998 -0.352  0.718  1.655 2.71663  0.016        Up
## 1213 2005  0.016  0.426  0.998 -0.352  0.718 2.05051  0.219        Up
## 1214 2005  0.219  0.016  0.426  0.998 -0.352 1.98758 -0.345      Down
## 1215 2005 -0.345  0.219  0.016  0.426  0.998 1.96505  0.169        Up
## 1216 2005  0.169 -0.345  0.219  0.016  0.426 2.21446  0.845        Up
## 1217 2005  0.845  0.169 -0.345  0.219  0.016 2.37846  0.305        Up
## 1218 2005  0.305  0.845  0.169 -0.345  0.219 1.77314 -0.078      Down
## 1219 2005 -0.078  0.305  0.845  0.169 -0.345 1.89978 -0.385      Down
## 1220 2005 -0.385 -0.078  0.305  0.845  0.169 2.35937  0.179        Up
## 1221 2005  0.179 -0.385 -0.078  0.305  0.845 2.12158  0.941        Up
## 1222 2005  0.941  0.179 -0.385 -0.078  0.305 2.29804  0.440        Up
## 1223 2005  0.440  0.941  0.179 -0.385 -0.078 2.45329  0.527        Up
## 1224 2005  0.527  0.440  0.941  0.179 -0.385 2.11735  0.508        Up
## 1225 2005  0.508  0.527  0.440  0.941  0.179 2.29142  0.347        Up
## 1226 2005  0.347  0.508  0.527  0.440  0.941 1.98540  0.209        Up
## 1227 2005  0.209  0.347  0.508  0.527  0.440 0.72494 -0.851      Down
## 1228 2005 -0.851  0.209  0.347  0.508  0.527 2.01690  0.002        Up
## 1229 2005  0.002 -0.851  0.209  0.347  0.508 2.26834 -0.636      Down
## 1230 2005 -0.636  0.002 -0.851  0.209  0.347 2.37469  1.216        Up
## 1231 2005  1.216 -0.636  0.002 -0.851  0.209 2.61483  0.032        Up
## 1232 2005  0.032  1.216 -0.636  0.002 -0.851 2.12558 -0.236      Down
## 1233 2005 -0.236  0.032  1.216 -0.636  0.002 2.32584  0.128        Up
## 1234 2005  0.128 -0.236  0.032  1.216 -0.636 2.11074 -0.501      Down
## 1235 2005 -0.501  0.128 -0.236  0.032  1.216 2.09383 -0.122      Down
## 1236 2005 -0.122 -0.501  0.128 -0.236  0.032 2.17830  0.281        Up
## 1237 2005  0.281 -0.122 -0.501  0.128 -0.236 1.89629  0.084        Up
## 1238 2005  0.084  0.281 -0.122 -0.501  0.128 1.87655  0.555        Up
## 1239 2005  0.555  0.084  0.281 -0.122 -0.501 2.39002  0.419        Up
## 1240 2005  0.419  0.555  0.084  0.281 -0.122 2.14552 -0.141      Down
## 1241 2005 -0.141  0.419  0.555  0.084  0.281 2.18059 -0.285      Down
## 1242 2005 -0.285 -0.141  0.419  0.555  0.084 2.58419 -0.584      Down
## 1243 2005 -0.584 -0.285 -0.141  0.419  0.555 2.20881 -0.024      Down
## 1244 2005 -0.024 -0.584 -0.285 -0.141  0.419 1.99669  0.252        Up
## 1245 2005  0.252 -0.024 -0.584 -0.285 -0.141 2.06517  0.422        Up
## 1246 2005  0.422  0.252 -0.024 -0.584 -0.285 1.88850  0.043        Up
## 1247 2005  0.043  0.422  0.252 -0.024 -0.584 1.28581 -0.955      Down
## 1248 2005 -0.955  0.043  0.422  0.252 -0.024 1.54047  0.130        Up
## 1249 2005  0.130 -0.955  0.043  0.422  0.252 1.42236 -0.298      Down
## 1250 2005 -0.298  0.130 -0.955  0.043  0.422 1.38254 -0.489      Down
head(Smarket)
##   Year   Lag1   Lag2   Lag3   Lag4   Lag5 Volume  Today Direction
## 1 2001  0.381 -0.192 -2.624 -1.055  5.010 1.1913  0.959        Up
## 2 2001  0.959  0.381 -0.192 -2.624 -1.055 1.2965  1.032        Up
## 3 2001  1.032  0.959  0.381 -0.192 -2.624 1.4112 -0.623      Down
## 4 2001 -0.623  1.032  0.959  0.381 -0.192 1.2760  0.614        Up
## 5 2001  0.614 -0.623  1.032  0.959  0.381 1.2057  0.213        Up
## 6 2001  0.213  0.614 -0.623  1.032  0.959 1.3491  1.392        Up

Jika Anda ingin mengambil pengamatan kedua, yaitu vektor baris kedua, anda cukup mengetik:

Smarket[2,]
##   Year  Lag1  Lag2   Lag3   Lag4   Lag5 Volume Today Direction
## 2 2001 0.959 0.381 -0.192 -2.624 -1.055 1.2965 1.032        Up

Jika ingin memiliki kolom ketiga dari matriks, kita dapat mengetikkan Smarket[,3] dan lihat semua 1250 entri di kolom. Menggunakan fungsi rbind() Anda juga dapat membuat matriks baru. Misalnya, mari kita pilih baris ketiga, ke-4, ke-7, ke-9 dan ke-10 dari matriks “Smarket”. Kemudian mari kita buat matriks baru yang disebut M2.

M2 <- rbind(Smarket[3,], Smarket[4,], Smarket[7,],
Smarket[9,], Smarket[10,])

Jika kita ingin mengetahui jumlah vektor baris dan jumlah kolom vektor matriks, Anda dapat menggunakan fungsi dim() di R. Di dunia nyata masalah, terkadang tidak jelas berapa banyak vektor baris atau kolom di sana. Dengan set data “Smarket” di sini, jika kita hanya mengetik “redup(Smarket)” lalu R mengembalikan output berikut:

dim(Smarket)
## [1] 1250    9

Output pertama dari fungsi dim() adalah jumlah vektor baris dan output kedua dari fungsi dim() adalah jumlah vektor kolom. Di dalam contoh banyaknya vektor baris adalah 1250 dan banyaknya vektor kolom adalah 9.

Definisi 4

Vektor nol atau vektor nol adalah vektor n-dimensi dengan semua nol sebagai elemennya. Contoh 10 Untuk n = 5, vektor nol 5 dimensinya adalah

[ 0 0 0 0 0] . Di R Anda dapat membuat vektor nol 5 dimensi menggunakan fungsi rep() .

rep(0, 5)
## [1] 0 0 0 0 0

Jika Anda ingin membuat vektor 10 dimensi dengan semua 1 sebagai elemennya lalu anda ketik rep(1, 10). Maka output di R terlihat seperti ini:

rep(1,10)
##  [1] 1 1 1 1 1 1 1 1 1 1

Fungsi rep() ini bisa sangat membantu dalam pemrograman R.

Definisi 5

Misalkan kita memiliki matriks m × n. Jika m = n, maka kita sebut ini matriks matriks persegi.

Contoh

Di sini kita membuat matriks identitas ukuran 3 dan identitas matriks berukuran 4 dalam R dengan fungsi diag(). Jika Anda mengetik

diag(3)
##      [,1] [,2] [,3]
## [1,]    1    0    0
## [2,]    0    1    0
## [3,]    0    0    1

Demikian pula, jika Anda mengetik diag(4), maka Anda akan melihat keluaran berikut di R:

diag(4)
##      [,1] [,2] [,3] [,4]
## [1,]    1    0    0    0
## [2,]    0    1    0    0
## [3,]    0    0    1    0
## [4,]    0    0    0    1