Discriminant Analysis의 장점
- 고차원의 데이터셋을 관리가 훨씬 쉬운 저차원으로 축소하여 예측을 수행한다.
- 차원축소를 통해 얻은 판별점수는 다른 분류 예측 알고리듬의 예측 변수로 활용 가능하다.
- 정규성을 만족할 경우, 로지스틱 회귀분석보다 더 효과적이다.
- 30% 정도 더 효과적인 성능을 발휘한다.
- 데이터셋의 크기가 작을 때 유용하게 적용할 수 있다.
Discriminant Analysis의 단점
- 연속형 예측 변수만 가능하다.
예제 1
- 판별분석을 수행하기 위해 사용되는 데이터는 이앤비플러스에서 출판한 책 비즈니스 애널리틱스를 위한 데이터마이닝 (R Edition)의 데이터 파일 중 “RidingMowers.csv”이다.
- 이 데이터는 승차식 잔디깎기 기계를 생산하는 제조업자가 도시 가구들을 대상으로 기계를 구입할 가구와 구입하지 않을 가구로 분류하고자 할 때, 시험 표본으로 승차식 잔디깎기 기계를 소유하고 있는 가구들 중 12가구와 그렇지 않은 가구들 중 12가구를 무작위로 선정하여 얻은 자료이다.
- 데이터에 포함되어 있는 변수는 다음과 같다.
- Income : 소득 수준
- Lot_Size : 정원 넓이
- Ownership : 잔디 깎기 기계 소유 여부
- Owner : 소유
- Nonowner : 소유 X
1. 데이터 불러오기
Income Lot_Size Ownership
1 60.0 18.4 Owner
2 85.5 16.8 Owner
3 64.8 21.6 Owner
4 61.5 20.8 Owner
5 87.0 23.6 Owner
6 110.1 19.2 Owner2. 데이터 전처리
Income Lot_Size
1 60.0 18.4
2 85.5 16.8
3 64.8 21.6
4 61.5 20.8
5 87.0 23.6
6 110.1 19.2## 표준화
# mowers.X <- scale(mowers.X)3. 공분산행렬의 동일성 검정
pacman::p_load("biotools")
mowers.boxM <- boxM(mowers.X, # Features
mowers$Ownership) # Target
mowers.boxM
Box's M-test for Homogeneity of Covariance Matrices
data: mowers.X
Chi-Sq (approx.) = 0.99346, df = 3, p-value = 0.8028Result! 가설 \(H_0 : \boldsymbol{\Sigma}_{\text{Owner}}=\boldsymbol{\Sigma}_{\text{Nonowner}}\) vs \(H_1 : \boldsymbol{\Sigma}_{\text{Owner}}\ne\boldsymbol{\Sigma}_{\text{Nonowner}}\)에 대하여, 카이제곱 검정통계량 \(\chi^2\) 값은 0.99346, \(p\)값은 0.8028이다. 이에 근거하여, 유의수준 5%에서 \(p\)값이 0.05보다 크기 때문에 귀무가설 \(H_0\)를 기각할 수 없다. 즉, 두 클래스의 공분산행렬이 동일하지 않다는 증거가 부족하다.
4. 선형판별분석(LDA)
# 함수 lda
pacman::p_load("MASS")
mowers.lda <- lda(Ownership ~ Income + Lot_Size, # formula : 반응변수(클래스) ~ 예측변수
# prior = c(1/2, 1/2), # 사전확률
data = mowers)
mowers.ldaCall:
lda(Ownership ~ Income + Lot_Size, data = mowers)
Prior probabilities of groups:
Nonowner Owner
0.5 0.5
Group means:
Income Lot_Size
Nonowner 57.400 17.63333
Owner 79.475 20.26667
Coefficients of linear discriminants:
LD1
Income 0.0484468
Lot_Size 0.3795228Result! “Prior probabilities of groups”는 사전확률을 의미하며, 함수 lda()의 옵션 prior을 이용하여 직접 지정할 수 있다. 만약 옵션으로 따로 지정해주지 않는다면, 예제처럼 데이터에서 계산된 각 클래스의 비율이 사전확률로 지정된다. 즉, 데이터 “mowers”에서 잔디 깎기 기계 소유 집단과 그렇지 않은 집단의 비율은 각각 50%이다. “Groups means”는 판별변수들의 클래스별 평균을 의미한다. “Coefficients of linear discriminants”는 선형판별계수로 이 계수들을 이용하여 선형판별함수 \(L(\boldsymbol{x})\)를 표현하면 다음과 같다.
\[
\begin{align}
0.0484(x_{\text{Income}}-\bar{x}_{\text{Income}})+0.3795(x_{\text{Lot_Size}}-\bar{x}_{\text{Lot_Size}}).
\end{align}
\]
여기서, \(\bar{x}_i\)는 \(i\)번째 예측변수의 전체 평균을 의미한다.
선형판별계수들의 부호에 관심을 가지고 이를 해석해보면, Income과 Lot_Size가 클수록 \(L(\boldsymbol{x})\)가 커지며, 이는 잔디 깎기 기계를 소유할 확률이 커진다는 것을 의미한다. 반면, \(L(\boldsymbol{x})\)이 작을수록 잔디 깎기 기계를 소유하지 않을 확률이 커진다.
# 새로운 개체에 대한 클래스 예측
pred.mowers <- predict(mowers.lda, # 함수 lda로부터 출력된 객체
mowers) # 새로운 데이터
pred.mowers$class
[1] Nonowner Owner Owner Owner Owner Owner Owner
[8] Owner Owner Owner Owner Owner Owner Nonowner
[15] Nonowner Nonowner Owner Nonowner Nonowner Nonowner Nonowner
[22] Nonowner Nonowner Nonowner
Levels: Nonowner Owner
$posterior
Nonowner Owner
1 0.78203155 0.217968446
2 0.49449211 0.505507885
3 0.15236751 0.847632493
4 0.31924493 0.680755073
5 0.00402325 0.995976750
6 0.01246680 0.987533203
7 0.05188913 0.948110866
8 0.01554353 0.984456467
9 0.29300716 0.706992840
10 0.01956031 0.980439689
11 0.34365520 0.656344803
12 0.11070233 0.889297671
13 0.23719290 0.762807097
14 0.52865847 0.471341530
15 0.85051690 0.149483096
16 0.80075893 0.199241067
17 0.37757951 0.622420495
18 0.95203727 0.047962735
19 0.96165849 0.038341510
20 0.66288177 0.337118228
21 0.98387005 0.016129950
22 0.97514892 0.024851077
23 0.99644001 0.003559993
24 0.97819391 0.021806086
$x
LD1
1 -0.61750748
2 0.01064948
3 0.82951029
4 0.36601756
5 2.66407504
6 2.11329570
7 1.40432086
8 2.00517105
9 0.42575032
10 1.89209190
11 0.31275353
12 1.00711197
13 0.56462200
14 -0.05546964
15 -0.84039023
16 -0.67236810
17 0.24159755
18 -1.44435124
19 -1.55743039
20 -0.32682665
21 -1.98698291
22 -1.77376206
23 -2.72342924
24 -1.83844931# 선형판별점수, 예측 확률, 예측 클래스
pf <- cbind(mowers, pred.mowers$x, pred.mowers$posterior, pred.mowers$class)
pf Income Lot_Size Ownership LD1 Nonowner Owner
1 60.0 18.4 Owner -0.61750748 0.78203155 0.217968446
2 85.5 16.8 Owner 0.01064948 0.49449211 0.505507885
3 64.8 21.6 Owner 0.82951029 0.15236751 0.847632493
4 61.5 20.8 Owner 0.36601756 0.31924493 0.680755073
5 87.0 23.6 Owner 2.66407504 0.00402325 0.995976750
6 110.1 19.2 Owner 2.11329570 0.01246680 0.987533203
7 108.0 17.6 Owner 1.40432086 0.05188913 0.948110866
8 82.8 22.4 Owner 2.00517105 0.01554353 0.984456467
9 69.0 20.0 Owner 0.42575032 0.29300716 0.706992840
10 93.0 20.8 Owner 1.89209190 0.01956031 0.980439689
11 51.0 22.0 Owner 0.31275353 0.34365520 0.656344803
12 81.0 20.0 Owner 1.00711197 0.11070233 0.889297671
13 75.0 19.6 Nonowner 0.56462200 0.23719290 0.762807097
14 52.8 20.8 Nonowner -0.05546964 0.52865847 0.471341530
15 64.8 17.2 Nonowner -0.84039023 0.85051690 0.149483096
16 43.2 20.4 Nonowner -0.67236810 0.80075893 0.199241067
17 84.0 17.6 Nonowner 0.24159755 0.37757951 0.622420495
18 49.2 17.6 Nonowner -1.44435124 0.95203727 0.047962735
19 59.4 16.0 Nonowner -1.55743039 0.96165849 0.038341510
20 66.0 18.4 Nonowner -0.32682665 0.66288177 0.337118228
21 47.4 16.4 Nonowner -1.98698291 0.98387005 0.016129950
22 33.0 18.8 Nonowner -1.77376206 0.97514892 0.024851077
23 51.0 14.0 Nonowner -2.72342924 0.99644001 0.003559993
24 63.0 14.8 Nonowner -1.83844931 0.97819391 0.021806086
pred.mowers$class
1 Nonowner
2 Owner
3 Owner
4 Owner
5 Owner
6 Owner
7 Owner
8 Owner
9 Owner
10 Owner
11 Owner
12 Owner
13 Owner
14 Nonowner
15 Nonowner
16 Nonowner
17 Owner
18 Nonowner
19 Nonowner
20 Nonowner
21 Nonowner
22 Nonowner
23 Nonowner
24 Nonowner# 오분류표
pacman::p_load("DescTools")
# 도수분포표
mowers.ctbl1 <- table(mowers$Ownership, # 실제 클래스
pred.mowers$class) # 예측 클래스
mowers.ctbl1
Nonowner Owner
Nonowner 10 2
Owner 1 11Desc(mowers.ctbl1, # 도수분포표
digits = 4)--------------------------------------------------------------------
mowers.ctbl1 (table)
Summary:
n: 24, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 10.741, df = 1, p-value = 0.001048
Fisher's exact test p-value = 0.0006442
McNemar's chi-squared = 0, df = 1, p-value = 1
estimate lwr.ci upr.ci'
odds ratio 55.0000 4.3003 703.4323
rel. risk (col1) 10.0000 1.5054 66.4261
rel. risk (col2) 0.1818 0.0507 0.6517
Contingency Coeff. 0.601
Cramer's V 0.753
Kendall Tau-b 0.753
Nonowner Owner Sum
Nonowner freq 10 2 12
perc 41.6667% 8.3333% 50.0000%
p.row 83.3333% 16.6667% .
p.col 90.9091% 15.3846% .
Owner freq 1 11 12
perc 4.1667% 45.8333% 50.0000%
p.row 8.3333% 91.6667% .
p.col 9.0909% 84.6154% .
Sum freq 11 13 24
perc 45.8333% 54.1667% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
Caution! Package "DescTools"에서 제공하는 함수 Desc()를 이용하여 오분류표를 작성할 수 있다.
Result! 원래 “Nonowner”에 속하는 12개의 개체 중 10개(10/12=83.33%)는 제대로 분류되었으나 2개(2/12=16.67%)는 “Owner”로 잘못 분류되었다. 또한, 원래 “Owner”에 속하는 12개의 개체 중 1개(1/12=8.33%)는 “Nonowner”로 잘못 분류되었으나 11개(11/12=91.67%)는 “Owner”에 제대로 분류되었다. 유도된 선형판별함수에 대한 오류율은 (2+1)/24=12.5%이며, 정확도는 (10+11)/24=87.5%이다.
5. 이차판별분석(QDA)
# 이차판별분석
pacman::p_load("MASS")
mowers.qda <- qda(Ownership ~ Income + Lot_Size, # formula : 반응변수(클래스) ~ 예측변수
data = mowers)
mowers.qdaCall:
qda(Ownership ~ Income + Lot_Size, data = mowers)
Prior probabilities of groups:
Nonowner Owner
0.5 0.5
Group means:
Income Lot_Size
Nonowner 57.400 17.63333
Owner 79.475 20.26667Caution! 이차판별분석에서는 판별계수벡터를 출력하지 않는다.
# 새로운 개체에 대한 클래스 예측
pred2.mowers <- predict(mowers.qda, # 함수 qda로부터 출력된 객체
mowers) # 새로운 데이터
cbind(mowers, pred2.mowers$posterior, pred2.mowers$class) Income Lot_Size Ownership Nonowner Owner
1 60.0 18.4 Owner 0.817481728 0.182518272
2 85.5 16.8 Owner 0.424306433 0.575693567
3 64.8 21.6 Owner 0.196670872 0.803329128
4 61.5 20.8 Owner 0.362856648 0.637143352
5 87.0 23.6 Owner 0.008863376 0.991136624
6 110.1 19.2 Owner 0.002551633 0.997448367
7 108.0 17.6 Owner 0.009182382 0.990817618
8 82.8 22.4 Owner 0.025410871 0.974589129
9 69.0 20.0 Owner 0.342411556 0.657588444
10 93.0 20.8 Owner 0.016962533 0.983037467
11 51.0 22.0 Owner 0.320524407 0.679475593
12 81.0 20.0 Owner 0.119918671 0.880081329
13 75.0 19.6 Nonowner 0.267754450 0.732245550
14 52.8 20.8 Nonowner 0.518509465 0.481490535
15 64.8 17.2 Nonowner 0.887293377 0.112706623
16 43.2 20.4 Nonowner 0.722912545 0.277087455
17 84.0 17.6 Nonowner 0.332541972 0.667458028
18 49.2 17.6 Nonowner 0.959215641 0.040784359
19 59.4 16.0 Nonowner 0.977443180 0.022556820
20 66.0 18.4 Nonowner 0.711989501 0.288010499
21 47.4 16.4 Nonowner 0.989035961 0.010964039
22 33.0 18.8 Nonowner 0.949199992 0.050800008
23 51.0 14.0 Nonowner 0.998832342 0.001167658
24 63.0 14.8 Nonowner 0.989540868 0.010459132
pred2.mowers$class
1 Nonowner
2 Owner
3 Owner
4 Owner
5 Owner
6 Owner
7 Owner
8 Owner
9 Owner
10 Owner
11 Owner
12 Owner
13 Owner
14 Nonowner
15 Nonowner
16 Nonowner
17 Owner
18 Nonowner
19 Nonowner
20 Nonowner
21 Nonowner
22 Nonowner
23 Nonowner
24 NonownerCaution! 이차판별분석에서 함수 predict()는 예측 클래스와 각 클래스에 대한 사후확률 예측값만 출력한다.
# 오분류표
pacman::p_load("DescTools")
# 도수분포표
mowers.ctbl2 <- table(mowers$Ownership, # 실제 클래스
pred2.mowers$class) # 예측 클래스
mowers.ctbl2
Nonowner Owner
Nonowner 10 2
Owner 1 11Desc(mowers.ctbl2, # 도수분포표
digits = 4)--------------------------------------------------------------------
mowers.ctbl2 (table)
Summary:
n: 24, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 10.741, df = 1, p-value = 0.001048
Fisher's exact test p-value = 0.0006442
McNemar's chi-squared = 0, df = 1, p-value = 1
estimate lwr.ci upr.ci'
odds ratio 55.0000 4.3003 703.4323
rel. risk (col1) 10.0000 1.5054 66.4261
rel. risk (col2) 0.1818 0.0507 0.6517
Contingency Coeff. 0.601
Cramer's V 0.753
Kendall Tau-b 0.753
Nonowner Owner Sum
Nonowner freq 10 2 12
perc 41.6667% 8.3333% 50.0000%
p.row 83.3333% 16.6667% .
p.col 90.9091% 15.3846% .
Owner freq 1 11 12
perc 4.1667% 45.8333% 50.0000%
p.row 8.3333% 91.6667% .
p.col 9.0909% 84.6154% .
Sum freq 11 13 24
perc 45.8333% 54.1667% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
Result! 원래 “Nonowner”에 속하는 12개의 개체 중 10개(10/12=83.33%)는 제대로 분류되었으나 2개(2/12=16.67%)는 “Owner”로 잘못 분류되었다. 또한, 원래 “Owner”에 속하는 12개의 개체 중 1개(1/12=8.33%)는 “Nonowner”로 잘못 분류되었으나 11개(11/12=91.67%)는 “Owner”에 제대로 분류되었다. 유도된 이차판별함수에 대한 오류율은 (2+1)/24=12.5%이며, 정확도는 (10+11)/24=87.5%이다.
Caution! Package "klaR"에서 제공하는 함수 partimat()을 통해 판별분석의 분류 영역을 각 예측변수의 쌍에 대하여 표현할 수 있다.
# 그래프적 표현
pacman::p_load("klaR")
mowers$Ownership <- as.factor(mowers$Ownership)
# 선형판별함수
partimat(Ownership ~ Income + Lot_Size,
data = mowers,
method = "lda")
# 이차판별함수
partimat(Ownership ~ Income + Lot_Size,
data = mowers,
method = "qda")
Result! 그래프를 통해 선형판별함수와 이차판별함수의 “선형”, “이차”라는 용어의 의미를 이해할 수 있다. 선형판별함수는 각 예측변수의 쌍에 대하여 “Nonowner” (N)와 “Owner” (O)는 선형(직선)으로 분류되었으며, 이차판별함수는 “Nonowner” (N)와 “Owner” (O)가 비선형으로 분류되었다. 또한, 각 집단에 대해 잘못 분류된 개체는 빨간색으로 표시되어 있다.
6. 오분류율 계산
# 1. 재대입에 의한 오분류율 계산
pacman::p_load("MASS")
mowers.lda <- lda(Ownership ~ Income + Lot_Size, # formula : 반응변수(클래스) ~ 예측변수
# prior = c(1/2, 1/2), # 사전확률
data = mowers)
## 예측
pred <- predict(mowers.lda, # 함수 lda로부터 출력된 객체
mowers) # 판별함수를 유도하는 데 사용했던 데이터
## 오분류율 계산
## 함수 table()
ctbl <- table(mowers$Ownership, # 실제 클래스
pred$class) # 예측 클래스
ctbl
Nonowner Owner
Nonowner 10 2
Owner 1 11## 함수 Desc()
pacman::p_load("DescTools")
Desc(ctbl, # 도수분포표
digits = 4)--------------------------------------------------------------------
ctbl (table)
Summary:
n: 24, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 10.741, df = 1, p-value = 0.001048
Fisher's exact test p-value = 0.0006442
McNemar's chi-squared = 0, df = 1, p-value = 1
estimate lwr.ci upr.ci'
odds ratio 55.0000 4.3003 703.4323
rel. risk (col1) 10.0000 1.5054 66.4261
rel. risk (col2) 0.1818 0.0507 0.6517
Contingency Coeff. 0.601
Cramer's V 0.753
Kendall Tau-b 0.753
Nonowner Owner Sum
Nonowner freq 10 2 12
perc 41.6667% 8.3333% 50.0000%
p.row 83.3333% 16.6667% .
p.col 90.9091% 15.3846% .
Owner freq 1 11 12
perc 4.1667% 45.8333% 50.0000%
p.row 8.3333% 91.6667% .
p.col 9.0909% 84.6154% .
Sum freq 11 13 24
perc 45.8333% 54.1667% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
## 함수 confusionMatrix()
pacman::p_load("caret")
confusionMatrix(pred$class, # 예측 클래스
mowers$Ownership) # 실제 클래스Confusion Matrix and Statistics
Reference
Prediction Nonowner Owner
Nonowner 10 1
Owner 2 11
Accuracy : 0.875
95% CI : (0.6764, 0.9734)
No Information Rate : 0.5
P-Value [Acc > NIR] : 0.0001386
Kappa : 0.75
Mcnemar's Test P-Value : 1.0000000
Sensitivity : 0.8333
Specificity : 0.9167
Pos Pred Value : 0.9091
Neg Pred Value : 0.8462
Prevalence : 0.5000
Detection Rate : 0.4167
Detection Prevalence : 0.4583
Balanced Accuracy : 0.8750
'Positive' Class : Nonowner
Caution! Package "caret"에서 제공하는 함수 createDataPartition()은 반응변수의 클래스별 비율을 원본 데이터와 같게 유지하면서 판별함수를 유도하는 데 사용할 데이터의 인덱스를 추출한다.
pacman::p_load("MASS")
mowers.lda <- lda(Ownership ~ Income + Lot_Size,
data = trd)
## 예측
pred <- predict(mowers.lda, # 함수 lda로부터 출력된 객체
ted) # 새로운 데이터
## 오분류율 계산
## 함수 table()
ctbl <- table(ted$Ownership, # 실제 클래스
pred$class) # 예측 클래스
ctbl
Nonowner Owner
Nonowner 2 1
Owner 1 2## 함수 Desc()
pacman::p_load("DescTools")
Desc(ctbl, # 도수분포표
digits = 4)--------------------------------------------------------------------
ctbl (table)
Summary:
n: 6, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 0, df = 1, p-value = 1
Fisher's exact test p-value = 1
McNemar's chi-squared = 0, df = 1, p-value = 1
Warning message:
Exp. counts < 5: Chi-squared approx. may be incorrect!!
estimate lwr.ci upr.ci'
odds ratio 4.0000 0.1342 119.2297
rel. risk (col1) 2.0000 0.3342 11.9693
rel. risk (col2) 0.5000 0.0835 2.9923
Contingency Coeff. 0.316
Cramer's V 0.333
Kendall Tau-b 0.333
Nonowner Owner Sum
Nonowner freq 2 1 3
perc 33.3333% 16.6667% 50.0000%
p.row 66.6667% 33.3333% .
p.col 66.6667% 33.3333% .
Owner freq 1 2 3
perc 16.6667% 33.3333% 50.0000%
p.row 33.3333% 66.6667% .
p.col 33.3333% 66.6667% .
Sum freq 3 3 6
perc 50.0000% 50.0000% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
## 함수 confusionMatrix()
pacman::p_load("caret")
confusionMatrix(pred$class, # 예측 클래스
ted$Ownership) # 실제 클래스Confusion Matrix and Statistics
Reference
Prediction Nonowner Owner
Nonowner 2 1
Owner 1 2
Accuracy : 0.6667
95% CI : (0.2228, 0.9567)
No Information Rate : 0.5
P-Value [Acc > NIR] : 0.3437
Kappa : 0.3333
Mcnemar's Test P-Value : 1.0000
Sensitivity : 0.6667
Specificity : 0.6667
Pos Pred Value : 0.6667
Neg Pred Value : 0.6667
Prevalence : 0.5000
Detection Rate : 0.3333
Detection Prevalence : 0.5000
Balanced Accuracy : 0.6667
'Positive' Class : Nonowner
# 3. 교차타당성에 의한 오분류율 계산
pacman::p_load("MASS")
mowers.lda <- lda(Ownership ~ Income + Lot_Size,
data = mowers,
CV = TRUE)Caution! 함수 lda()의 옵션 CV = TRUE을 지정하면 교차타당성에 의한 오분류율을 계산할 수 있다.
## 오분류율 계산
## 함수 table()
ctbl <- table(mowers$Ownership, # 실제 클래스
mowers.lda$class) # 예측 클래스
ctbl
Nonowner Owner
Nonowner 9 3
Owner 2 10## 함수 Desc()
pacman::p_load("DescTools")
Desc(ctbl, # 도수분포표
digits = 4)--------------------------------------------------------------------
ctbl (table)
Summary:
n: 24, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 6.042, df = 1, p-value = 0.01397
Fisher's exact test p-value = 0.01228
McNemar's chi-squared = 0, df = 1, p-value = 1
estimate lwr.ci upr.ci'
odds ratio 15.000 2.024 111.174
rel. risk (col1) 4.500 1.218 16.622
rel. risk (col2) 0.300 0.109 0.825
Contingency Coeff. 0.505
Cramer's V 0.585
Kendall Tau-b 0.585
Nonowner Owner Sum
Nonowner freq 9 3 12
perc 37.5000% 12.5000% 50.0000%
p.row 75.0000% 25.0000% .
p.col 81.8182% 23.0769% .
Owner freq 2 10 12
perc 8.3333% 41.6667% 50.0000%
p.row 16.6667% 83.3333% .
p.col 18.1818% 76.9231% .
Sum freq 11 13 24
perc 45.8333% 54.1667% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
## 함수 confusionMatrix()
pacman::p_load("caret")
confusionMatrix(mowers.lda$class, # 예측 클래스
mowers$Ownership) # 실제 클래스Confusion Matrix and Statistics
Reference
Prediction Nonowner Owner
Nonowner 9 2
Owner 3 10
Accuracy : 0.7917
95% CI : (0.5785, 0.9287)
No Information Rate : 0.5
P-Value [Acc > NIR] : 0.003305
Kappa : 0.5833
Mcnemar's Test P-Value : 1.000000
Sensitivity : 0.7500
Specificity : 0.8333
Pos Pred Value : 0.8182
Neg Pred Value : 0.7692
Prevalence : 0.5000
Detection Rate : 0.3750
Detection Prevalence : 0.4583
Balanced Accuracy : 0.7917
'Positive' Class : Nonowner
예제 2
- 판별분석을 수행하기 위해 사용되는 데이터는 자유아카데미에서 출판한 책 R을 활용한 다변량 자료분석 방법론의 데이터 파일 중 “finance.csv”이다.
- 이 데이터는 금융거래의 거래인에 관한 자료로서, 변수들은 다음과 같다.
- \(x_1\) : 총부채 대비 현금 유출입
- \(x_2\) : 총자산 대비 순이익
- \(x_3\) : 채무 대비 자산
- \(x_4\) : 순매출 대비 자산
- \(y\) : “1 = 파산 기업”, “2 = 건전 기업”
- 위와 같은 재무지표 데이터를 이용하여 거래인의 신용등급을 판별하고자 한다.
1. 데이터 불러오기
ID x1 x2 x3 x4 y
1 1 -0.448 -0.410 1.086 0.452 1
2 2 -0.563 -0.311 1.513 0.164 1
3 3 0.064 0.015 1.007 0.397 1
4 4 -0.072 -0.093 1.454 0.258 1
5 5 -0.100 -0.091 1.564 0.668 1
6 6 -0.142 -0.065 0.706 0.279 12. 데이터 전처리
x1 x2 x3 x4
1 -0.448 -0.410 1.086 0.452
2 -0.563 -0.311 1.513 0.164
3 0.064 0.015 1.007 0.397
4 -0.072 -0.093 1.454 0.258
5 -0.100 -0.091 1.564 0.668
6 -0.142 -0.065 0.706 0.279## 표준화
# finance.X <- scale(finance.X)3. 공분산행렬의 동일성 검정
pacman::p_load("biotools")
finance.boxM <- boxM(finance.X, # Features
finance$y) # Target
finance.boxM
Box's M-test for Homogeneity of Covariance Matrices
data: finance.X
Chi-Sq (approx.) = 64.869, df = 10, p-value = 4.294e-10Result! 가설 \(H_0 : \boldsymbol{\Sigma}_1=\boldsymbol{\Sigma}_2\) vs \(H_1 : \boldsymbol{\Sigma}_1\ne\boldsymbol{\Sigma}_2\)에 대하여, 카이제곱 검정통계량 \(\chi^2\) 값은 64.869, \(p\)값은 0에 가깝다. 이에 근거하여, 유의수준 5%에서 \(p\)값이 0.05보다 작기 때문에 귀무가설 \(H_0\)를 기각할 수 있다. 즉, 두 클래스의 공분산행렬은 동일하지 않다.
4. 선형판별분석(LDA)
# 함수 lda
pacman::p_load("MASS")
finance.lda <- lda(y ~ x1 + x2 + x3 + x4, # formula : 반응변수(클래스) ~ 예측변수
# prior = c(1/2, 1/2), # 사전확률
data = finance)
finance.ldaCall:
lda(y ~ x1 + x2 + x3 + x4, data = finance)
Prior probabilities of groups:
1 2
0.4565217 0.5434783
Group means:
x1 x2 x3 x4
1 -0.07319048 -0.08180952 1.367048 0.4378571
2 0.23492000 0.05472000 2.580400 0.4281200
Coefficients of linear discriminants:
LD1
x1 1.0023665
x2 3.9998578
x3 0.8450508
x4 -1.0153181Result! “Prior probabilities of groups”는 사전확률을 의미하며, 함수 lda()의 옵션 prior을 이용하여 직접 지정할 수 있다. 만약 옵션으로 따로 지정해주지 않는다면, 예제처럼 데이터에서 계산된 각 클래스의 비율이 사전확률로 지정된다. 즉, 데이터 “finance”에서 파산 기업(\(y=1\))의 비율은 46%, 건전 기업(\(y=2\))의 비율은 54%이다. “Groups means”는 판별변수들의 클래스별 평균을 의미한다. 예를 들어, 변수 \(x_4\)(순매출 대비 자산)은 두 클래스의 평균이 0.438과 0.428로서 큰 차이가 없으므로, 이 변수는 판별에 기여하는 정도가 작을 것임을 짐작할 수 있다. “Coefficients of linear discriminants”는 선형판별계수로 이 계수들을 이용하여 선형판별함수 \(L(\boldsymbol{x})\)를 표현하면 다음과 같다.
\[
\begin{align}
1.002(x_1-\bar{x}_1)+3.999(x_2-\bar{x}_2)+0.845(x_3-\bar{x}_3)-1.015(x_4-\bar{x}_4).
\end{align}
\]
여기서, \(\bar{x}_i\)는 \(i\)번째 예측변수의 전체 평균을 의미한다.
선형판별계수들의 부호에 관심을 가지고 이를 해석해보면, \(x_1\)(총부채 대비 현금 유출입), \(x_2\)(총자산 대비 순이익), \(x_3\)(채무 대비 자산)이 클수록 \(L(\boldsymbol{x})\) 값이 커지므로 파산 기업(\(y=1\))에 비해 건전 기업(\(y=2\))에 속할 확률의 추정치가 커지며, 반면에 \(x_4\)(순매출 대비 자산)이 클수록 \(L(\boldsymbol{x})\) 값이 작아지므로 건전 기업(\(y=2\))에 속할 확률의 추정치가 작아진다.
# 새로운 개체에 대한 클래스 예측
pred.finance <- predict(finance.lda, # 함수 lda로부터 출력된 객체
finance) # 새로운 데이터
pred.finance$class
[1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2
[34] 1 2 2 2 2 2 2 2 2 2 2 2 2
Levels: 1 2
$posterior
1 2
1 0.9949306255 0.005069374
2 0.9710865699 0.028913430
3 0.7534057857 0.246594214
4 0.7703536176 0.229646382
5 0.8652242888 0.134775711
6 0.9142224102 0.085777590
7 0.7275761568 0.272423843
8 0.7900065070 0.209993493
9 0.6986301491 0.301369851
10 0.8910355393 0.108964461
11 0.9909008401 0.009099160
12 0.5721926558 0.427807344
13 0.5186738620 0.481326138
14 0.9767718689 0.023228131
15 0.2830962416 0.716903758
16 0.1444402841 0.855559716
17 0.7959204159 0.204079584
18 0.7430841132 0.256915887
19 0.7948128315 0.205187169
20 0.4167975396 0.583202460
21 0.9765310652 0.023468935
22 0.0777227190 0.922277281
23 0.4312959648 0.568704035
24 0.0206146974 0.979385303
25 0.1849003795 0.815099620
26 0.0107529268 0.989247073
27 0.0102128980 0.989787102
28 0.3399783669 0.660021633
29 0.3647147773 0.635285223
30 0.1440766724 0.855923328
31 0.3964772846 0.603522715
32 0.2946098358 0.705390164
33 0.3978140247 0.602185975
34 0.8742880520 0.125711948
35 0.1431237130 0.856876287
36 0.2675674570 0.732432543
37 0.1440439732 0.855956027
38 0.2674111138 0.732588886
39 0.0819781313 0.918021869
40 0.3937354665 0.606264534
41 0.2631920057 0.736807994
42 0.0033216079 0.996678392
43 0.2147405101 0.785259490
44 0.0281618125 0.971838188
45 0.1156120162 0.884387984
46 0.0008935622 0.999106438
$x
LD1
1 -2.967536513
2 -2.033574427
3 -0.765301792
4 -0.814741367
5 -1.158132769
6 -1.426330659
7 -0.694143990
8 -0.875400305
9 -0.619242570
10 -1.286156120
11 -2.655911886
12 -0.328273634
13 -0.213959740
14 -2.152494806
15 0.317148807
16 0.766703877
17 -0.894459197
18 -0.736310023
19 -0.890858943
20 0.003303386
21 -2.146907954
22 1.134294600
23 -0.028105557
24 1.868209164
25 0.610423361
26 2.217831504
27 2.245380525
28 0.176545470
29 0.119179080
30 0.768262185
31 0.047866131
32 0.287492462
33 0.044912308
34 -1.200478173
35 0.772361805
36 0.358332875
37 0.768402482
38 0.358755017
39 1.103646750
40 0.053935539
41 0.370206933
42 2.843285122
43 0.511538395
44 1.699071683
45 0.902017830
46 3.539213134# 선형판별점수, 예측 확률, 예측 클래스
pf <- cbind(finance, pred.finance$x, pred.finance$posterior, pred.finance$class)
pf ID x1 x2 x3 x4 y LD1 1
1 1 -0.448 -0.410 1.086 0.452 1 -2.967536513 0.9949306255
2 2 -0.563 -0.311 1.513 0.164 1 -2.033574427 0.9710865699
3 3 0.064 0.015 1.007 0.397 1 -0.765301792 0.7534057857
4 4 -0.072 -0.093 1.454 0.258 1 -0.814741367 0.7703536176
5 5 -0.100 -0.091 1.564 0.668 1 -1.158132769 0.8652242888
6 6 -0.142 -0.065 0.706 0.279 1 -1.426330659 0.9142224102
7 7 0.035 0.014 1.504 0.708 1 -0.694143990 0.7275761568
8 8 -0.065 -0.056 1.373 0.403 1 -0.875400305 0.7900065070
9 9 -0.072 -0.007 1.372 0.336 1 -0.619242570 0.6986301491
10 10 -0.135 -0.143 1.419 0.434 1 -1.286156120 0.8910355393
11 11 -0.229 -0.296 0.331 0.182 1 -2.655911886 0.9909008401
12 12 0.073 0.020 1.312 0.249 1 -0.328273634 0.5721926558
13 13 0.010 0.001 2.149 0.696 1 -0.213959740 0.5186738620
14 14 -0.227 -0.231 1.191 0.660 1 -2.152494806 0.9767718689
15 15 0.145 0.050 1.876 0.272 1 0.317148807 0.2830962416
16 16 0.370 0.109 1.994 0.382 1 0.766703877 0.1444402841
17 17 -0.075 -0.082 1.507 0.421 1 -0.894459197 0.7959204159
18 18 0.045 0.026 1.675 0.949 1 -0.736310023 0.7430841132
19 19 0.011 -0.003 1.260 0.608 1 -0.890858943 0.7948128315
20 20 0.122 0.105 1.143 0.165 1 0.003303386 0.4167975396
21 21 -0.284 -0.270 1.272 0.512 1 -2.146907954 0.9765310652
22 22 0.513 0.100 2.487 0.536 2 1.134294600 0.0777227190
23 23 0.076 0.019 2.006 0.530 2 -0.028105557 0.4312959648
24 24 0.377 0.107 3.265 0.354 2 1.868209164 0.0206146974
25 25 0.193 0.047 2.250 0.330 2 0.610423361 0.1849003795
26 26 0.324 0.071 4.240 0.627 2 2.217831504 0.0107529268
27 27 0.313 0.051 4.450 0.685 2 2.245380525 0.0102128980
28 28 0.118 0.049 2.251 0.692 2 0.176545470 0.3399783669
29 29 -0.017 0.023 2.053 0.348 2 0.119179080 0.3647147773
30 30 0.216 0.077 2.348 0.397 2 0.768262185 0.1440766724
31 31 0.170 0.069 1.797 0.571 2 0.047866131 0.3964772846
32 32 0.146 0.051 2.169 0.550 2 0.287492462 0.2946098358
33 33 -0.098 -0.012 2.502 0.577 2 0.044912308 0.3978140247
34 34 0.139 -0.031 0.461 0.264 2 -1.200478173 0.8742880520
35 35 0.137 0.072 2.612 0.515 2 0.772361805 0.1431237130
36 36 0.148 0.056 2.234 0.556 2 0.358332875 0.2675674570
37 37 0.163 0.048 2.308 0.197 2 0.768402482 0.1440439732
38 38 0.290 0.059 1.838 0.378 2 0.358755017 0.2674111138
39 39 0.538 0.106 2.329 0.483 2 1.103646750 0.0819781313
40 40 -0.333 -0.085 3.012 0.473 2 0.053935539 0.3937354665
41 41 0.478 0.091 1.244 0.184 2 0.370206933 0.2631920057
42 42 0.560 0.111 4.291 0.444 2 2.843285122 0.0033216079
43 43 0.202 0.079 1.936 0.301 2 0.511538395 0.2147405101
44 44 0.474 0.138 2.916 0.448 2 1.699071683 0.0281618125
45 45 0.166 0.035 2.452 0.137 2 0.902017830 0.1156120162
46 46 0.580 0.037 5.059 0.126 2 3.539213134 0.0008935622
2 pred.finance$class
1 0.005069374 1
2 0.028913430 1
3 0.246594214 1
4 0.229646382 1
5 0.134775711 1
6 0.085777590 1
7 0.272423843 1
8 0.209993493 1
9 0.301369851 1
10 0.108964461 1
11 0.009099160 1
12 0.427807344 1
13 0.481326138 1
14 0.023228131 1
15 0.716903758 2
16 0.855559716 2
17 0.204079584 1
18 0.256915887 1
19 0.205187169 1
20 0.583202460 2
21 0.023468935 1
22 0.922277281 2
23 0.568704035 2
24 0.979385303 2
25 0.815099620 2
26 0.989247073 2
27 0.989787102 2
28 0.660021633 2
29 0.635285223 2
30 0.855923328 2
31 0.603522715 2
32 0.705390164 2
33 0.602185975 2
34 0.125711948 1
35 0.856876287 2
36 0.732432543 2
37 0.855956027 2
38 0.732588886 2
39 0.918021869 2
40 0.606264534 2
41 0.736807994 2
42 0.996678392 2
43 0.785259490 2
44 0.971838188 2
45 0.884387984 2
46 0.999106438 2# 오분류표
pacman::p_load("DescTools")
# 도수분포표
finance.ctbl1 <- table(finance$y, # 실제 클래스
pred.finance$class) # 예측 클래스
finance.ctbl1
1 2
1 18 3
2 1 24Desc(finance.ctbl1, # 도수분포표
digits = 4)--------------------------------------------------------------------
finance.ctbl1 (table)
Summary:
n: 46, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 28.154, df = 1, p-value = 1.121e-07
Fisher's exact test p-value = 8.054e-09
McNemar's chi-squared = 0.25, df = 1, p-value = 0.6171
estimate lwr.ci upr.ci'
odds ratio 144.000 13.813 1501.237
rel. risk (col1) 21.429 3.116 147.380
rel. risk (col2) 0.149 0.052 0.426
Contingency Coeff. 0.637
Cramer's V 0.827
Kendall Tau-b 0.827
1 2 Sum
1 freq 18 3 21
perc 39.1304% 6.5217% 45.6522%
p.row 85.7143% 14.2857% .
p.col 94.7368% 11.1111% .
2 freq 1 24 25
perc 2.1739% 52.1739% 54.3478%
p.row 4.0000% 96.0000% .
p.col 5.2632% 88.8889% .
Sum freq 19 27 46
perc 41.3043% 58.6957% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
Result! 원래 집단 1에 속하는 21개의 개체 중 18개(18/21=85.7%)는 집단 1에 제대로 분류되었으나 3개(3/21=14.3%)는 집단 2로 잘못 분류되었다. 또한, 원래 집단 2에 속하는 25개의 개체 중 1개(1/25=4%)는 집단 1로 잘못 분류되었으나 24개(24/25=96%)는 집단 2에 제대로 분류되었다. 유도된 선형판별함수에 대한 오류율은 (3+1)/46=8.7%이며, 정확도는 (18+24)/46=91.3%이다.
5. 이차판별분석(QDA)
# 이차판별분석
pacman::p_load("MASS")
finance.qda <- qda(y ~ x1 + x2 + x3 + x4, # formula : 반응변수(클래스) ~ 예측변수
data = finance)
finance.qdaCall:
qda(y ~ x1 + x2 + x3 + x4, data = finance)
Prior probabilities of groups:
1 2
0.4565217 0.5434783
Group means:
x1 x2 x3 x4
1 -0.07319048 -0.08180952 1.367048 0.4378571
2 0.23492000 0.05472000 2.580400 0.4281200Caution! 이차판별분석에서는 판별계수벡터를 출력하지 않는다.
# 새로운 개체에 대한 클래스 예측
pred2.finance <- predict(finance.qda, # 함수 qda로부터 출력된 객체
finance) # 새로운 데이터
cbind(finance, pred2.finance$posterior, pred2.finance$class) ID x1 x2 x3 x4 y 1 2
1 1 -0.448 -0.410 1.086 0.452 1 1.000000e+00 3.116818e-39
2 2 -0.563 -0.311 1.513 0.164 1 1.000000e+00 1.111932e-14
3 3 0.064 0.015 1.007 0.397 1 5.421135e-01 4.578865e-01
4 4 -0.072 -0.093 1.454 0.258 1 9.983000e-01 1.699964e-03
5 5 -0.100 -0.091 1.564 0.668 1 9.999242e-01 7.579056e-05
6 6 -0.142 -0.065 0.706 0.279 1 8.842837e-01 1.157163e-01
7 7 0.035 0.014 1.504 0.708 1 8.582123e-01 1.417877e-01
8 8 -0.065 -0.056 1.373 0.403 1 9.739957e-01 2.600431e-02
9 9 -0.072 -0.007 1.372 0.336 1 5.907891e-01 4.092109e-01
10 10 -0.135 -0.143 1.419 0.434 1 9.999995e-01 4.807386e-07
11 11 -0.229 -0.296 0.331 0.182 1 1.000000e+00 3.046234e-22
12 12 0.073 0.020 1.312 0.249 1 6.209643e-01 3.790357e-01
13 13 0.010 0.001 2.149 0.696 1 5.581252e-01 4.418748e-01
14 14 -0.227 -0.231 1.191 0.660 1 1.000000e+00 3.388701e-17
15 15 0.145 0.050 1.876 0.272 1 2.419224e-01 7.580776e-01
16 16 0.370 0.109 1.994 0.382 1 1.601880e-02 9.839812e-01
17 17 -0.075 -0.082 1.507 0.421 1 9.977404e-01 2.259613e-03
18 18 0.045 0.026 1.675 0.949 1 9.755293e-01 2.447070e-02
19 19 0.011 -0.003 1.260 0.608 1 8.489113e-01 1.510887e-01
20 20 0.122 0.105 1.143 0.165 1 9.869655e-01 1.303450e-02
21 21 -0.284 -0.270 1.272 0.512 1 1.000000e+00 1.199323e-19
22 22 0.513 0.100 2.487 0.536 2 3.561964e-06 9.999964e-01
23 23 0.076 0.019 2.006 0.530 2 3.296200e-01 6.703800e-01
24 24 0.377 0.107 3.265 0.354 2 4.602133e-08 1.000000e+00
25 25 0.193 0.047 2.250 0.330 2 1.477562e-02 9.852244e-01
26 26 0.324 0.071 4.240 0.627 2 1.289663e-14 1.000000e+00
27 27 0.313 0.051 4.450 0.685 2 1.958738e-16 1.000000e+00
28 28 0.118 0.049 2.251 0.692 2 2.487000e-01 7.513000e-01
29 29 -0.017 0.023 2.053 0.348 2 1.896533e-01 8.103467e-01
30 30 0.216 0.077 2.348 0.397 2 2.116533e-02 9.788347e-01
31 31 0.170 0.069 1.797 0.571 2 4.594406e-01 5.405594e-01
32 32 0.146 0.051 2.169 0.550 2 1.360733e-01 8.639267e-01
33 33 -0.098 -0.012 2.502 0.577 2 1.747878e-02 9.825212e-01
34 34 0.139 -0.031 0.461 0.264 2 6.910115e-01 3.089885e-01
35 35 0.137 0.072 2.612 0.515 2 1.254622e-02 9.874538e-01
36 36 0.148 0.056 2.234 0.556 2 1.067476e-01 8.932524e-01
37 37 0.163 0.048 2.308 0.197 2 1.527945e-02 9.847205e-01
38 38 0.290 0.059 1.838 0.378 2 3.006097e-02 9.699390e-01
39 39 0.538 0.106 2.329 0.483 2 2.952091e-06 9.999970e-01
40 40 -0.333 -0.085 3.012 0.473 2 8.847632e-06 9.999912e-01
41 41 0.478 0.091 1.244 0.184 2 3.000447e-04 9.997000e-01
42 42 0.560 0.111 4.291 0.444 2 5.720113e-20 1.000000e+00
43 43 0.202 0.079 1.936 0.301 2 2.514586e-01 7.485414e-01
44 44 0.474 0.138 2.916 0.448 2 2.602885e-06 9.999974e-01
45 45 0.166 0.035 2.452 0.137 2 2.169365e-03 9.978306e-01
46 46 0.580 0.037 5.059 0.126 2 1.908462e-35 1.000000e+00
pred2.finance$class
1 1
2 1
3 1
4 1
5 1
6 1
7 1
8 1
9 1
10 1
11 1
12 1
13 1
14 1
15 2
16 2
17 1
18 1
19 1
20 1
21 1
22 2
23 2
24 2
25 2
26 2
27 2
28 2
29 2
30 2
31 2
32 2
33 2
34 1
35 2
36 2
37 2
38 2
39 2
40 2
41 2
42 2
43 2
44 2
45 2
46 2Caution! 이차판별분석에서 함수 predict()는 예측 클래스와 각 클래스에 대한 사후확률 예측값만 출력한다.
# 오분류표
pacman::p_load("DescTools")
# 도수분포표
finance.ctbl2 <- table(finance$y, # 실제 클래스
pred2.finance$class) # 예측 클래스
finance.ctbl2
1 2
1 19 2
2 1 24Desc(finance.ctbl2, # 도수분포표
digits = 4)--------------------------------------------------------------------
finance.ctbl2 (table)
Summary:
n: 46, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 31.3, df = 1, p-value = 2.21e-08
Fisher's exact test p-value = 9.399e-10
McNemar's chi-squared = 0, df = 1, p-value = 1
estimate lwr.ci upr.ci'
odds ratio 2.28e+02 1.92e+01 2.71e+03
rel. risk (col1) 2.26e+01 3.30e+00 1.55e+02
rel. risk (col2) 9.92e-02 2.65e-02 3.72e-01
Contingency Coeff. 0.656
Cramer's V 0.869
Kendall Tau-b 0.869
1 2 Sum
1 freq 19 2 21
perc 41.3043% 4.3478% 45.6522%
p.row 90.4762% 9.5238% .
p.col 95.0000% 7.6923% .
2 freq 1 24 25
perc 2.1739% 52.1739% 54.3478%
p.row 4.0000% 96.0000% .
p.col 5.0000% 92.3077% .
Sum freq 20 26 46
perc 43.4783% 56.5217% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
Result! 원래 집단 1에 속하는 21개의 개체 중 19개(19/21=90.5%)는 집단 1에 제대로 분류되었으나 2개(5/21=9.5%)는 집단 2로 잘못 분류되었다. 또한, 원래 집단 2에 속하는 25개의 개체 중 1개(1/25=4%)는 집단 1로 잘못 분류되었으나 24개(24/25=96%)는 집단 2에 제대로 분류되었다. 유도된 이차판별함수에 대한 오류율은 (2+1)/46=6.5%이며, 정확도는 (19+24)/46=93.5%이다.
Caution! Package "klaR"에서 제공하는 함수 partimat()을 통해 판별분석의 분류 영역을 각 예측변수의 쌍에 대하여 표현할 수 있다.
# 그래프적 표현
pacman::p_load("klaR")
finance$y <- as.factor(finance$y)
# 선형판별함수
partimat(y ~ x1 + x2 + x3 + x4,
data = finance,
method = "lda")
# 이차판별함수
partimat(y ~ x1 + x2 + x3 + x4,
data = finance,
method = "qda")
6. 오분류율 계산
# 1. 재대입에 의한 오분류율 계산
pacman::p_load("MASS")
finance.lda <- lda(y ~ x1 + x2 + x3 + x4, # formula : 반응변수(클래스) ~ 예측변수
# prior = c(1/2, 1/2), # 사전확률
data = finance)
## 예측
pred <- predict(finance.lda, # 함수 lda로부터 출력된 객체
finance) # 판별함수를 유도하는 데 사용했던 데이터
## 오분류율 계산
## 함수 table()
ctbl <- table(finance$y, # 실제 클래스
pred$class) # 예측 클래스
ctbl
1 2
1 18 3
2 1 24## 함수 Desc()
pacman::p_load("DescTools")
Desc(ctbl, # 도수분포표
digits = 4)--------------------------------------------------------------------
ctbl (table)
Summary:
n: 46, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 28.154, df = 1, p-value = 1.121e-07
Fisher's exact test p-value = 8.054e-09
McNemar's chi-squared = 0.25, df = 1, p-value = 0.6171
estimate lwr.ci upr.ci'
odds ratio 144.000 13.813 1501.237
rel. risk (col1) 21.429 3.116 147.380
rel. risk (col2) 0.149 0.052 0.426
Contingency Coeff. 0.637
Cramer's V 0.827
Kendall Tau-b 0.827
1 2 Sum
1 freq 18 3 21
perc 39.1304% 6.5217% 45.6522%
p.row 85.7143% 14.2857% .
p.col 94.7368% 11.1111% .
2 freq 1 24 25
perc 2.1739% 52.1739% 54.3478%
p.row 4.0000% 96.0000% .
p.col 5.2632% 88.8889% .
Sum freq 19 27 46
perc 41.3043% 58.6957% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
## 함수 confusionMatrix()
pacman::p_load("caret")
confusionMatrix(pred$class, # 예측 클래스
finance$y) # 실제 클래스Confusion Matrix and Statistics
Reference
Prediction 1 2
1 18 1
2 3 24
Accuracy : 0.913
95% CI : (0.7921, 0.9758)
No Information Rate : 0.5435
P-Value [Acc > NIR] : 5.991e-08
Kappa : 0.8234
Mcnemar's Test P-Value : 0.6171
Sensitivity : 0.8571
Specificity : 0.9600
Pos Pred Value : 0.9474
Neg Pred Value : 0.8889
Prevalence : 0.4565
Detection Rate : 0.3913
Detection Prevalence : 0.4130
Balanced Accuracy : 0.9086
'Positive' Class : 1
pacman::p_load("MASS")
finance.lda <- lda(y ~ x1 + x2 + x3 + x4,
data = trd)
## 예측
pred <- predict(finance.lda, # 함수 lda로부터 출력된 객체
ted) # 새로운 데이터
## 오분류율 계산
## 함수 table()
ctbl <- table(ted$y, # 실제 클래스
pred$class) # 예측 클래스
ctbl
1 2
1 5 1
2 0 7## 함수 Desc()
pacman::p_load("DescTools")
Desc(ctbl, # 도수분포표
digits = 4)--------------------------------------------------------------------
ctbl (table)
Summary:
n: 13, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 6.2853, df = 1, p-value = 0.01217
Fisher's exact test p-value = 0.004662
McNemar's chi-squared = 0, df = 1, p-value = 1
Warning message:
Exp. counts < 5: Chi-squared approx. may be incorrect!!
estimate lwr.ci upr.ci'
odds ratio 5.50e+01 1.86e+00 1.62e+03
rel. risk (col1) Inf NaN Inf
rel. risk (col2) 1.67e-01 2.78e-02 9.97e-01
Contingency Coeff. 0.649
Cramer's V 0.854
Kendall Tau-b 0.854
1 2 Sum
1 freq 5 1 6
perc 38.4615% 7.6923% 46.1538%
p.row 83.3333% 16.6667% .
p.col 100.0000% 12.5000% .
2 freq 0 7 7
perc 0.0000% 53.8462% 53.8462%
p.row 0.0000% 100.0000% .
p.col 0.0000% 87.5000% .
Sum freq 5 8 13
perc 38.4615% 61.5385% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
## 함수 confusionMatrix()
pacman::p_load("caret")
confusionMatrix(pred$class, # 예측 클래스
ted$y) # 실제 클래스Confusion Matrix and Statistics
Reference
Prediction 1 2
1 5 0
2 1 7
Accuracy : 0.9231
95% CI : (0.6397, 0.9981)
No Information Rate : 0.5385
P-Value [Acc > NIR] : 0.003884
Kappa : 0.8434
Mcnemar's Test P-Value : 1.000000
Sensitivity : 0.8333
Specificity : 1.0000
Pos Pred Value : 1.0000
Neg Pred Value : 0.8750
Prevalence : 0.4615
Detection Rate : 0.3846
Detection Prevalence : 0.3846
Balanced Accuracy : 0.9167
'Positive' Class : 1
# 3. 교차타당성에 의한 오분류율 계산
pacman::p_load("MASS")
finance.lda <- lda(y ~ x1 + x2 + x3 + x4,
data = finance,
CV = TRUE)## 오분류율 계산
## 함수 table()
ctbl <- table(finance$y, # 실제 클래스
finance.lda$class) # 예측 클래스
ctbl
1 2
1 17 4
2 2 23## 함수 Desc()
pacman::p_load("DescTools")
Desc(ctbl, # 도수분포표
digits = 4)--------------------------------------------------------------------
ctbl (table)
Summary:
n: 46, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 22.135, df = 1, p-value = 2.541e-06
Fisher's exact test p-value = 4.829e-07
McNemar's chi-squared = 0.16667, df = 1, p-value = 0.6831
estimate lwr.ci upr.ci'
odds ratio 48.8750 8.0031 298.4817
rel. risk (col1) 10.1190 2.6353 38.8545
rel. risk (col2) 0.2070 0.0851 0.5038
Contingency Coeff. 0.594
Cramer's V 0.738
Kendall Tau-b 0.738
1 2 Sum
1 freq 17 4 21
perc 36.9565% 8.6957% 45.6522%
p.row 80.9524% 19.0476% .
p.col 89.4737% 14.8148% .
2 freq 2 23 25
perc 4.3478% 50.0000% 54.3478%
p.row 8.0000% 92.0000% .
p.col 10.5263% 85.1852% .
Sum freq 19 27 46
perc 41.3043% 58.6957% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
## 함수 confusionMatrix()
pacman::p_load("caret")
confusionMatrix(finance.lda$class, # 예측 클래스
finance$y) # 실제 클래스Confusion Matrix and Statistics
Reference
Prediction 1 2
1 17 2
2 4 23
Accuracy : 0.8696
95% CI : (0.7374, 0.9506)
No Information Rate : 0.5435
P-Value [Acc > NIR] : 2.603e-06
Kappa : 0.7351
Mcnemar's Test P-Value : 0.6831
Sensitivity : 0.8095
Specificity : 0.9200
Pos Pred Value : 0.8947
Neg Pred Value : 0.8519
Prevalence : 0.4565
Detection Rate : 0.3696
Detection Prevalence : 0.4130
Balanced Accuracy : 0.8648
'Positive' Class : 1
예제 3
- 판별분석을 수행하기 위해 사용되는 데이터는 Package
"ISLR"에서 제공하는 데이터Smarket이다. - 이 데이터는 2001년부터 2005년까지 1,250일 동안의 S&P 주가지수에 대한 수익률에 관한 자료로서 변수는 다음과 같다.
- Year : 연도
- Lag1 : 하루 전의 수익률
- Lag2 : 2일 전의 수익률
- Lag3 : 3일 전의 수익률
- Lag4 : 4일 전의 수익률
- Lag5 : 5일 전의 수익률
- Volume : 주식 거래량
- Today : 오늘 수익률
- Direction : 오늘 수익률의 증감
1. 데이터 불러오기
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 Up2. 데이터 전처리
Lag1 Lag2
1 0.381 -0.192
2 0.959 0.381
3 1.032 0.959
4 -0.623 1.032
5 0.614 -0.623
6 0.213 0.614## 표준화
# smarket.X <- scale(smarket.X)3. 공분산행렬의 동일성 검정
pacman::p_load("biotools")
smarket.boxM <- boxM(smarket.X, # Features
smarket$Direction) # Target
smarket.boxM
Box's M-test for Homogeneity of Covariance Matrices
data: smarket.X
Chi-Sq (approx.) = 0.8415, df = 3, p-value = 0.8395Result! 가설 \(H_0 : \boldsymbol{\Sigma}_{\text{Up}}=\boldsymbol{\Sigma}_\text{Down}\) vs \(H_1 : \boldsymbol{\Sigma}_\text{Up}\ne\boldsymbol{\Sigma}_\text{Down}\)에 대하여, 카이제곱 검정통계량 \(\chi^2\) 값은 0.8415, \(p\)값은 0.8395이다. 이에 근거하여, 유의수준 5%에서 \(p\)값이 0.05보다 크기 때문에 귀무가설 \(H_0\)를 기각할 수 없다. 즉, 두 클래스의 공분산행렬이 동일하지 않다는 증거가 부족하다.
4. 선형판별분석(LDA)
# 함수 lda
pacman::p_load("MASS")
smarket.lda <- lda(Direction ~ Lag1 + Lag2, # formula : 반응변수(클래스) ~ 예측변수
# prior = c(1/2, 1/2), # 사전확률
data = smarket)
smarket.ldaCall:
lda(Direction ~ Lag1 + Lag2, data = smarket)
Prior probabilities of groups:
Down Up
0.4816 0.5184
Group means:
Lag1 Lag2
Down 0.05068605 0.03229734
Up -0.03969136 -0.02244444
Coefficients of linear discriminants:
LD1
Lag1 -0.7567605
Lag2 -0.4707872Result! “Prior probabilities of groups”는 사전확률을 의미하며, 함수 lda()의 옵션 prior을 이용하여 직접 지정할 수 있다. 만약 옵션으로 따로 지정해주지 않는다면, 예제처럼 데이터에서 계산된 각 클래스의 비율이 사전확률로 지정된다. 즉, 데이터 “smarket”에서 “Down”과 “Up”의 비율은 각각 48%와 52%이다. “Groups means”는 판별변수들의 클래스별 평균을 의미한다. “Coefficients of linear discriminants”는 선형판별계수로 이 계수들을 이용하여 선형판별함수 \(L(\boldsymbol{x})\)를 표현하면 다음과 같다.
\[
\begin{align}
-0.757(x_{\text{Lag1}}-\bar{x}_{\text{Lag1}})-0.471(x_{\text{Lag2}}-\bar{x}_{\text{Lag2}}).
\end{align}
\]
여기서, \(\bar{x}_i\)는 \(i\)번째 예측변수의 전체 평균을 의미한다.
선형판별계수들의 부호에 관심을 가지고 이를 해석해보면, 하루 전의 수익률 \(x_{\text{Lag1}}\)과 2일 전의 수익률 \(x_{\text{Lag2}}\)이 클수록 \(L(\boldsymbol{x})\)은 작아지므로 오늘의 수익률은 감소(“Down”)일 확률이 커진다. 반면, \(L(\boldsymbol{x})\)이 클수록 오늘의 수익률은 증가(“Up”)일 확률이 커진다.
# 새로운 개체에 대한 클래스 예측
pred.smarket <- predict(smarket.lda, # 함수 lda로부터 출력된 객체
smarket) # 새로운 데이터
pred.smarket$class
[1] Up Down Down Up Up Up Down Up Up Down Down Up
[13] Up Up Down Up Up Up Up Up Up Up Up Up
[25] Up Up Up Up Up Up Up Up Down Up Up Up
[37] Up Up Down Down Up Up Up Up Up Up Up Up
[49] Up Up Up Down Down Down Up Up Up Up Up Up
[61] Down Up Up Down Down Down Up Up Down Down Up Up
[73] Up Up Down Down Up Down Up Up Up Up Up Up
[85] Up Up Up Up Down Down Up Down Up Up Up Up
[97] Up Up Up Up Up Down Up Up Up Up Up Up
[109] Up Up Up Up Down Down Up Up Up Up Up Up
[121] Up Up Up Up Up Up Up Down Down Up Up Up
[133] Up Up Up Up Up Down Up Up Up Up Up Up
[145] Up Up Up Up Up Up Up Up Up Up Up Up
[157] Up Up Down Up Up Up Up Up Up Up Up Up
[169] Up Up Up Up Up Up Down Down Up Up Down Down
[181] Down Down Up Up Up Up Down Down Up Up Up Up
[193] Up Up Down Up Up Down Down Up Up Up Down Down
[205] Down Down Up Up Up Up Down Down Up Up Up Up
[217] Up Up Down Up Up Up Up Up Up Down Down Up
[229] Up Up Up Up Up Down Down Down Up Up Up Up
[241] Up Up Up Up Down Down Up Up Up Up Up Up
[253] Up Up Up Up Up Up Up Up Up Up Up Down
[265] Up Up Up Up Up Down Down Up Up Up Up Up
[277] Up Up Up Down Down Up Up Down Down Up Up Up
[289] Up Up Up Up Up Down Up Up Up Up Up Up
[301] Up Up Up Up Up Up Up Up Up Up Up Up
[313] Up Up Down Down Up Up Up Up Up Up Up Up
[325] Up Down Up Up Up Up Down Up Up Up Down Up
[337] Up Down Up Up Up Down Up Up Up Up Up Up
[349] Up Up Up Up Up Up Up Up Up Down Down Up
[361] Up Up Up Up Up Down Up Up Up Up Down Down
[373] Up Up Up Up Up Up Up Up Up Up Up Down
[385] Down Down Down Down Down Up Up Up Up Down Down Down
[397] Up Up Down Down Up Down Up Up Down Up Up Up
[409] Up Up Up Up Up Up Up Down Down Up Up Up
[421] Up Up Up Up Up Up Up Down Down Up Up Down
[433] Up Up Up Up Up Up Down Down Down Down Up Up
[445] Down Down Up Up Up Up Up Up Up Up Down Down
[457] Down Down Up Up Up Up Up Down Down Up Up Down
[469] Down Up Up Up Down Down Up Up Up Up Up Up
[481] Up Up Up Up Down Up Up Up Up Up Up Up
[493] Up Up Up Down Down Down Up Up Down Down Up Up
[505] Up Up Up Up Up Up Up Up Up Down Up Up
[517] Down Up Up Up Up Up Up Up Up Down Down Up
[529] Up Up Up Up Up Up Down Up Up Up Up Up
[541] Up Up Up Down Down Down Down Down Up Down Up Up
[553] Up Up Up Up Up Down Down Up Up Up Up Up
[565] Up Down Down Up Up Up Down Down Up Up Up Down
[577] Up Up Down Up Up Up Up Up Down Up Up Up
[589] Up Up Up Up Down Up Down Down Up Down Down Up
[601] Down Down Up Up Up Down Up Up Down Down Up Up
[613] Up Up Up Up Up Up Up Up Down Up Down Down
[625] Up Up Up Down Up Up Up Up Up Up Up Up
[637] Down Up Up Up Up Up Up Up Up Up Up Up
[649] Down Up Up Up Up Up Up Up Up Up Up Up
[661] Up Up Down Down Up Up Up Up Up Up Up Up
[673] Down Up Down Up Up Up Up Up Up Up Up Down
[685] Down Down Up Up Up Up Up Up Up Up Up Up
[697] Up Up Up Up Up Up Down Down Up Up Up Up
[709] Up Up Up Up Up Down Up Up Up Up Up Up
[721] Up Down Down Up Up Down Up Up Up Up Up Up
[733] Up Down Up Up Up Up Down Up Up Up Up Up
[745] Down Up Up Up Down Up Up Up Up Up Up Up
[757] Up Up Up Up Up Up Down Up Up Up Up Up
[769] Up Up Up Down Up Up Down Up Up Up Up Up
[781] Up Up Up Up Up Up Up Up Up Up Up Up
[793] Up Up Up Up Up Up Down Up Up Up Up Up
[805] Down Up Down Down Up Up Down Down Up Up Up Up
[817] Up Up Up Up Up Up Up Down Up Up Up Up
[829] Up Up Up Up Up Up Up Up Up Up Up Up
[841] Up Up Up Up Up Up Down Down Up Up Up Up
[853] Up Up Down Down Up Up Up Up Up Up Up Up
[865] Up Down Up Up Up Up Up Up Up Up Up Up
[877] Up Up Up Up Up Up Up Up Up Up Up Up
[889] Up Up Up Up Up Up Up Up Up Up Down Up
[901] Up Up Down Down Down Up Up Up Up Up Up Up
[913] Up Up Up Down Up Up Up Up Up Up Up Up
[925] Up Up Up Up Up Up Up Up Up Up Up Down
[937] Down Up Up Up Up Up Up Up Up Up Up Up
[949] Up Up Up Up Down Down Up Up Up Up Down Down
[961] Down Up Up Up Up Down Up Up Up Up Up Up
[973] Up Up Up Up Up Down Up Up Up Up Up Up
[985] Up Up Up Up Up Up Up Up Up Up Up Up
[997] Up Up Up Up Up Up Up Up Up Up Up Up
[1009] Up Down Up Up Up Up Up Up Up Up Up Down
[1021] Up Up Up Up Up Up Up Up Up Up Up Up
[1033] Up Up Up Down Down Up Up Up Up Up Up Up
[1045] Up Up Up Up Up Up Up Up Up Up Up Up
[1057] Up Up Up Up Up Up Up Up Up Up Up Up
[1069] Up Up Up Up Up Up Down Up Up Up Up Up
[1081] Up Down Up Down Up Up Up Up Up Up Up Up
[1093] Down Down Down Up Up Up Up Up Up Up Up Up
[1105] Up Up Up Up Up Up Up Up Up Up Up Up
[1117] Up Up Up Up Up Up Up Up Up Down Up Up
[1129] Down Down Up Up Up Up Up Up Up Up Up Up
[1141] Up Up Up Up Up Up Up Up Up Up Up Up
[1153] Up Up Up Up Up Up Up Up Up Up Up Up
[1165] Up Up Up Up Up Down Up Up Up Up Up Up
[1177] Up Up Up Up Up Up Up Up Up Up Up Up
[1189] Up Up Up Up Up Up Up Up Up Up Up Up
[1201] Up Up Up Down Up Up Up Up Down Up Up Down
[1213] Up Up Up Up Up Up Up Up Up Down Up Up
[1225] Up Up Up Up Up Up Up Up Up Up Up Up
[1237] Up Up Up Up Up Up Up Up Up Up Up Up
[1249] Up Up
Levels: Down Up
$posterior
Down Up
1 0.4861024 0.5138976
2 0.5027466 0.4972534
3 0.5104516 0.4895484
4 0.4817860 0.5182140
5 0.4854771 0.5145229
6 0.4920394 0.5079606
7 0.5085978 0.4914022
8 0.4896886 0.5103114
9 0.4774690 0.5225310
10 0.5049515 0.4950485
11 0.5009933 0.4990067
12 0.4757670 0.5242330
13 0.4725803 0.5274197
14 0.4914597 0.5085403
15 0.5014641 0.4985359
16 0.4792082 0.5207918
17 0.4849422 0.5150578
18 0.4564777 0.5435223
19 0.4685145 0.5314855
20 0.4827347 0.5172653
21 0.4648411 0.5351589
22 0.4610982 0.5389018
23 0.4509274 0.5490726
24 0.4877323 0.5122677
25 0.4791523 0.5208477
26 0.4680124 0.5319876
27 0.4934894 0.5065106
28 0.4568575 0.5431425
29 0.4300164 0.5699836
30 0.4296920 0.5703080
31 0.4575529 0.5424471
32 0.4694109 0.5305891
33 0.5064355 0.4935645
34 0.4871797 0.5128203
35 0.4476485 0.5523515
36 0.4674781 0.5325219
37 0.4725005 0.5274995
38 0.4855877 0.5144123
39 0.5057132 0.4942868
40 0.5039907 0.4960093
41 0.4926145 0.5073855
42 0.4401221 0.5598779
43 0.3794898 0.6205102
44 0.4600878 0.5399122
45 0.4519891 0.5480109
46 0.4633242 0.5366758
47 0.4531294 0.5468706
48 0.4911035 0.5088965
49 0.4581774 0.5418226
50 0.4234334 0.5765666
51 0.4544719 0.5455281
52 0.5124070 0.4875930
53 0.5235835 0.4764165
54 0.5394124 0.4605876
55 0.4663069 0.5336931
56 0.4463226 0.5536774
57 0.4955127 0.5044873
58 0.4712207 0.5287793
59 0.4074426 0.5925574
60 0.4384717 0.5615283
61 0.5558085 0.4441915
62 0.4942552 0.5057448
63 0.4737853 0.5262147
64 0.5385875 0.4614125
65 0.5076456 0.4923544
66 0.5059792 0.4940208
67 0.4924208 0.5075792
68 0.4961735 0.5038265
69 0.5617983 0.4382017
70 0.5467444 0.4532556
71 0.4801335 0.5198665
72 0.4455044 0.5544956
73 0.4434169 0.5565831
74 0.4963598 0.5036402
75 0.5074781 0.4925219
76 0.5133856 0.4866144
77 0.4929622 0.5070378
78 0.5024692 0.4975308
79 0.4978906 0.5021094
80 0.4559270 0.5440730
81 0.4906850 0.5093150
82 0.4930787 0.5069213
83 0.4754833 0.5245167
84 0.4714430 0.5285570
85 0.4759648 0.5240352
86 0.4676590 0.5323410
87 0.4777028 0.5222972
88 0.4850845 0.5149155
89 0.5325429 0.4674571
90 0.5178085 0.4821915
91 0.4892477 0.5107523
92 0.5131890 0.4868110
93 0.4946530 0.5053470
94 0.4510149 0.5489851
95 0.4699643 0.5300357
96 0.4639906 0.5360094
97 0.4545865 0.5454135
98 0.4451287 0.5548713
99 0.4751491 0.5248509
100 0.4951874 0.5048126
101 0.4948210 0.5051790
102 0.5102431 0.4897569
103 0.4770570 0.5229430
104 0.4794852 0.5205148
105 0.4707775 0.5292225
106 0.4562398 0.5437602
107 0.4742631 0.5257369
108 0.4625746 0.5374254
109 0.4380039 0.5619961
110 0.4541208 0.5458792
111 0.4677805 0.5322195
112 0.4821489 0.5178511
113 0.5007577 0.4992423
114 0.5113286 0.4886714
115 0.4772099 0.5227901
116 0.4612275 0.5387725
117 0.4726696 0.5273304
118 0.4714591 0.5285409
119 0.4985035 0.5014965
120 0.4926457 0.5073543
121 0.4977566 0.5022434
122 0.4893344 0.5106656
123 0.4575539 0.5424461
124 0.4264564 0.5735436
125 0.4676960 0.5323040
126 0.4634755 0.5365245
127 0.4635314 0.5364686
128 0.5223761 0.4776239
129 0.5188026 0.4811974
130 0.4690117 0.5309883
131 0.4871455 0.5128545
132 0.4826263 0.5173737
133 0.4860810 0.5139190
134 0.4820415 0.5179585
135 0.4486558 0.5513442
136 0.4346862 0.5653138
137 0.4920547 0.5079453
138 0.5178699 0.4821301
139 0.4972966 0.5027034
140 0.4821826 0.5178174
141 0.4901665 0.5098335
142 0.4945249 0.5054751
143 0.4927947 0.5072053
144 0.4765101 0.5234899
145 0.4554055 0.5445945
146 0.4746297 0.5253703
147 0.4543172 0.5456828
148 0.4621623 0.5378377
149 0.4914882 0.5085118
150 0.4894394 0.5105606
151 0.4756880 0.5243120
152 0.4641794 0.5358206
153 0.4788218 0.5211782
154 0.4553033 0.5446967
155 0.4774561 0.5225439
156 0.4689577 0.5310423
157 0.4804602 0.5195398
158 0.4842411 0.5157589
159 0.5133840 0.4866160
160 0.4946127 0.5053873
161 0.4495180 0.5504820
162 0.4451611 0.5548389
163 0.4390996 0.5609004
164 0.4698143 0.5301857
165 0.4849125 0.5150875
166 0.4789426 0.5210574
167 0.4406571 0.5593429
168 0.4240100 0.5759900
169 0.4719089 0.5280911
170 0.4019442 0.5980558
171 0.4173219 0.5826781
172 0.4465161 0.5534839
173 0.4092664 0.5907336
174 0.4139771 0.5860229
175 0.5297568 0.4702432
176 0.5402133 0.4597867
177 0.4819784 0.5180216
178 0.4961790 0.5038210
179 0.5331757 0.4668243
180 0.5016356 0.4983644
181 0.5008206 0.4991794
182 0.5305500 0.4694500
183 0.4991272 0.5008728
184 0.4816316 0.5183684
185 0.4684409 0.5315591
186 0.4627163 0.5372837
187 0.5163610 0.4836390
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191 0.4921079 0.5078921
192 0.4560547 0.5439453
193 0.4469711 0.5530289
194 0.4808499 0.5191501
195 0.5137468 0.4862532
196 0.4900243 0.5099757
197 0.4769413 0.5230587
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199 0.5039670 0.4960330
200 0.4437969 0.5562031
201 0.4250204 0.5749796
202 0.4624626 0.5375374
203 0.5222992 0.4777008
204 0.5119675 0.4880325
205 0.5102436 0.4897564
206 0.5232563 0.4767437
207 0.4926797 0.5073203
208 0.4828028 0.5171972
209 0.4869833 0.5130167
210 0.4800476 0.5199524
211 0.5125399 0.4874601
212 0.5053227 0.4946773
213 0.4851084 0.5148916
214 0.4768592 0.5231408
215 0.4973777 0.5026223
216 0.4805244 0.5194756
217 0.4646248 0.5353752
218 0.4968369 0.5031631
219 0.5053735 0.4946265
220 0.4760878 0.5239122
221 0.4416131 0.5583869
222 0.4796627 0.5203373
223 0.4917350 0.5082650
224 0.4658318 0.5341682
225 0.4956500 0.5043500
226 0.5357601 0.4642399
227 0.5012238 0.4987762
228 0.4650005 0.5349995
229 0.4450438 0.5549562
230 0.4589901 0.5410099
231 0.4788517 0.5211483
232 0.4541471 0.5458529
233 0.4701265 0.5298735
234 0.5029763 0.4970237
235 0.5060056 0.4939944
236 0.5001575 0.4998425
237 0.4729756 0.5270244
238 0.4799120 0.5200880
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240 0.4885483 0.5114517
241 0.4980306 0.5019694
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253 0.4866500 0.5133500
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255 0.4813067 0.5186933
256 0.4749038 0.5250962
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260 0.4871247 0.5128753
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262 0.4307080 0.5692920
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280 0.5225658 0.4774342
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283 0.4768881 0.5231119
284 0.5185878 0.4814122
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286 0.4911581 0.5088419
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288 0.4895053 0.5104947
289 0.4868767 0.5131233
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292 0.4614122 0.5385878
293 0.4689302 0.5310698
294 0.5007043 0.4992957
295 0.4931257 0.5068743
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297 0.4579725 0.5420275
298 0.4667117 0.5332883
299 0.4755785 0.5244215
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301 0.4756437 0.5243563
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305 0.4654776 0.5345224
306 0.4543157 0.5456843
307 0.4718934 0.5281066
308 0.4766684 0.5233316
309 0.4819512 0.5180488
310 0.4721300 0.5278700
311 0.4942428 0.5057572
312 0.4519407 0.5480593
313 0.4670429 0.5329571
314 0.4752500 0.5247500
315 0.5147240 0.4852760
316 0.5037612 0.4962388
317 0.4766654 0.5233346
318 0.4809791 0.5190209
319 0.4547968 0.5452032
320 0.4534500 0.5465500
321 0.4619923 0.5380077
322 0.4708952 0.5291048
323 0.4551302 0.5448698
324 0.4482376 0.5517624
325 0.4894339 0.5105661
326 0.5091588 0.4908412
327 0.4881433 0.5118567
328 0.4612988 0.5387012
329 0.4359669 0.5640331
330 0.4547486 0.5452514
331 0.5447789 0.4552211
332 0.4970793 0.5029207
333 0.4357586 0.5642414
334 0.4958781 0.5041219
335 0.5395766 0.4604234
336 0.4947854 0.5052146
337 0.4868560 0.5131440
338 0.5022670 0.4977330
339 0.4662483 0.5337517
340 0.4473270 0.5526730
341 0.4794074 0.5205926
342 0.5058810 0.4941190
343 0.4712149 0.5287851
344 0.4529474 0.5470526
345 0.4606253 0.5393747
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347 0.4824829 0.5175171
348 0.4401283 0.5598717
349 0.4541007 0.5458993
350 0.4972167 0.5027833
351 0.4561576 0.5438424
352 0.4568497 0.5431503
353 0.4852617 0.5147383
354 0.4553893 0.5446107
355 0.4747343 0.5252657
356 0.4700683 0.5299317
357 0.4658224 0.5341776
358 0.5299991 0.4700009
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360 0.4531524 0.5468476
361 0.4394802 0.5605198
362 0.4365416 0.5634584
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364 0.4558153 0.5441847
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366 0.5097979 0.4902021
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375 0.4572672 0.5427328
376 0.4782743 0.5217257
377 0.4676374 0.5323626
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379 0.4710404 0.5289596
380 0.4398678 0.5601322
381 0.3852521 0.6147479
382 0.3825411 0.6174589
383 0.3982680 0.6017320
384 0.5534229 0.4465771
385 0.5348913 0.4651087
386 0.5052713 0.4947287
387 0.5953118 0.4046882
388 0.5487918 0.4512082
389 0.5035905 0.4964095
390 0.4399017 0.5600983
391 0.4085885 0.5914115
392 0.3962806 0.6037194
393 0.4967277 0.5032723
394 0.5500793 0.4499207
395 0.5615933 0.4384067
396 0.5239376 0.4760624
397 0.4758526 0.5241474
398 0.4372412 0.5627588
399 0.5287295 0.4712705
400 0.5462881 0.4537119
401 0.4914193 0.5085807
402 0.5217250 0.4782750
403 0.4827429 0.5172571
404 0.4886480 0.5113520
405 0.5205666 0.4794334
406 0.4566968 0.5433032
407 0.4697614 0.5302386
408 0.4651781 0.5348219
409 0.4341745 0.5658255
410 0.4612808 0.5387192
411 0.4780154 0.5219846
412 0.4064656 0.5935344
413 0.4666622 0.5333378
414 0.4724692 0.5275308
415 0.4936917 0.5063083
416 0.5180619 0.4819381
417 0.5057024 0.4942976
418 0.4893152 0.5106848
419 0.4374670 0.5625330
420 0.4598874 0.5401126
421 0.4876490 0.5123510
422 0.4480845 0.5519155
423 0.4514418 0.5485582
424 0.4233422 0.5766578
425 0.4526308 0.5473692
426 0.4596043 0.5403957
427 0.4356849 0.5643151
428 0.5065760 0.4934240
429 0.5413385 0.4586615
430 0.4443805 0.5556195
431 0.4203417 0.5796583
432 0.5364785 0.4635215
433 0.4837729 0.5162271
434 0.4363652 0.5636348
435 0.4299515 0.5700485
436 0.4231490 0.5768510
437 0.4903685 0.5096315
438 0.4517027 0.5482973
439 0.5134902 0.4865098
440 0.5888301 0.4111699
441 0.5377162 0.4622838
442 0.5733669 0.4266331
443 0.4909546 0.5090454
444 0.4944462 0.5055538
445 0.5166591 0.4833409
446 0.5188430 0.4811570
447 0.4817166 0.5182834
448 0.4816380 0.5183620
449 0.4618465 0.5381535
450 0.4951597 0.5048403
451 0.4857393 0.5142607
452 0.4562097 0.5437903
453 0.4886585 0.5113415
454 0.4822918 0.5177082
455 0.5058477 0.4941523
456 0.5150615 0.4849385
457 0.5043339 0.4956661
458 0.5063113 0.4936887
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827 0.0424624812
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830 0.8100765137
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835 1.3601479946
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844 0.0901713879
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972 0.0836565992
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981 0.0295915029
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995 0.3092544050
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1000 0.6823218513
1001 1.2701655307
1002 0.8288595173
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1006 0.3053615377
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1008 0.4704578675
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1012 1.0402835307
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1022 0.0646591773
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1027 0.0900860388
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1058 0.4650127571
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1061 0.5291254819
1062 0.1041628657
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1066 0.3548251672
1067 0.3966265641
1068 -0.4157260426
1069 0.6334103249
1070 1.3151530513
1071 1.7408375783
1072 0.5694153743
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1074 0.7282777298
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1076 -0.4137736770
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1078 0.2660214465
1079 0.1220022785
1080 0.6799793712
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1085 -0.3878373065
1086 0.2082260286
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1091 0.8235426719
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1100 -0.3187555039
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1102 0.4184341108
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1105 0.4436659150
1106 0.2335825472
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1117 0.1933086261
1118 0.0846094684
1119 0.8139611542
1120 1.0920176026
1121 0.4199577144
1122 -0.6520940312
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1124 0.6093693630
1125 0.1414912216
1126 -0.7863481544
1127 0.2201800389
1128 0.2119769979
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1130 -1.0181078969
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1132 -0.1687167797
1133 -0.2349536942
1134 -0.2063836249
1135 0.3686240868
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1137 -0.6723109346
1138 0.2808708444
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1140 0.0353496919
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1150 0.5672400419
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1155 0.0725851152
1156 0.7629779540
1157 0.5033338301
1158 0.0455846333
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1161 0.1831379780
1162 0.6615353393
1163 0.1399990780
1164 0.3505220946
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1168 -0.5373956434
1169 0.1772298249
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1172 0.1780993616
1173 -0.4192062057
1174 -0.3139994711
1175 0.6101825115
1176 0.6079378013
1177 0.1243540369
1178 -0.6442638466
1179 0.0359798824
1180 0.8617890473
1181 1.0649511326
1182 0.1578871345
1183 -0.2087123110
1184 -0.0423357568
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1187 -0.7140492506
1188 -0.4824633487
1189 0.0915972216
1190 0.8402124591
1191 1.6009380422
1192 1.0160207278
1193 -0.0822318234
1194 0.3731528725
1195 0.4989506538
1196 0.5615534081
1197 0.3442446356
1198 -0.5876682277
1199 -0.6093520250
1200 0.6254673643
1201 -0.6542258044
1202 0.4371035341
1203 0.5968415502
1204 -1.3366569649
1205 -0.6058817836
1206 0.4424871719
1207 1.0007411204
1208 -0.7543068787
1209 -1.3177599729
1210 -0.0668986487
1211 -0.5847830836
1212 -0.7874787364
1213 -0.2079166677
1214 -0.1685163163
1215 0.1627268215
1216 0.0392758750
1217 -0.7142788358
1218 -0.6238802780
1219 -0.0798159325
1220 0.3328210293
1221 0.0505397564
1222 -0.7916357171
1223 -0.7712385154
1224 -0.6012123123
1225 -0.6277923455
1226 -0.4970089462
1227 -0.3167792617
1228 0.5503555149
1229 0.4038731854
1230 0.4851049462
1231 -0.6160533223
1232 -0.5919466939
1233 0.1682771245
1234 0.0189872556
1235 0.3236230940
1236 0.3329359828
1237 -0.1504668400
1238 -0.1911122444
1239 -0.4548013771
1240 -0.5736227000
1241 -0.0858097564
1242 0.2868045688
1243 0.5808693148
1244 0.2978487866
1245 -0.1746579269
1246 -0.4332444715
1247 -0.2264660530
1248 0.7072092775
1249 0.3559697040
1250 0.1690591346# 선형판별점수, 예측 확률, 예측 클래스
pf <- cbind(smarket, pred.smarket$x, pred.smarket$posterior, pred.smarket$class)
pf 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
LD1 Down Up pred.smarket$class
1 -0.1931877904 0.4861024 0.5138976 Up
2 -0.9003564131 0.5027466 0.4972534 Down
3 -1.2277149105 0.5104516 0.4895484 Down
4 -0.0096437174 0.4817860 0.5182140 Up
5 -0.1666037241 0.4854771 0.5145229 Up
6 -0.4455064760 0.4920394 0.5079606 Up
7 -1.1489414739 0.5085978 0.4914022 Down
8 -0.3456144095 0.4896886 0.5103114 Up
9 0.1740415239 0.4774690 0.5225310 Up
10 -0.9940233757 0.5049515 0.4950485 Down
11 -0.8258791089 0.5009933 0.4990067 Down
12 0.2464976537 0.4757670 0.5242330 Up
13 0.3822265760 0.4725803 0.5274197 Up
14 -0.4208715465 0.4914597 0.5085403 Up
15 -0.8458775611 0.5014641 0.4985359 Down
16 0.1000244417 0.4792082 0.5207918 Up
17 -0.1438620258 0.4849422 0.5150578 Up
18 1.0697576647 0.4564777 0.5435223 Up
19 0.5555349779 0.4685145 0.5314855 Up
20 -0.0499949215 0.4827347 0.5172653 Up
21 0.7122712880 0.4648411 0.5351589 Up
22 0.8721406370 0.4610982 0.5389018 Up
23 1.3075657634 0.4509274 0.5490726 Up
24 -0.2624707862 0.4877323 0.5122677 Up
25 0.1024034663 0.4791523 0.5208477 Up
26 0.5769515194 0.4680124 0.5319876 Up
27 -0.5071111071 0.4934894 0.5065106 Up
28 1.0535017941 0.4568575 0.5431425 Up
29 2.2087416128 0.4300164 0.5699836 Up
30 2.2227970621 0.4296920 0.5703080 Up
31 1.0237421692 0.4575529 0.5424471 Up
32 0.5173091757 0.4694109 0.5305891 Up
33 -1.0570696510 0.5064355 0.4935645 Down
34 -0.2389813585 0.4871797 0.5128203 Up
35 1.4482940978 0.4476485 0.5523515 Up
36 0.5997401666 0.4674781 0.5325219 Up
37 0.3856249405 0.4725005 0.5274995 Up
38 -0.1713077235 0.4855877 0.5144123 Up
39 -1.0263814415 0.5057132 0.4942868 Down
40 -0.9532092897 0.5039907 0.4960093 Down
41 -0.4699387648 0.4926145 0.5073855 Up
42 1.7720879736 0.4401221 0.5598779 Up
43 4.4381077580 0.3794898 0.6205102 Up
44 0.9153299500 0.4600878 0.5399122 Up
45 1.2620386468 0.4519891 0.5480109 Up
46 0.7770424345 0.4633242 0.5366758 Up
47 1.2131589023 0.4531294 0.5468706 Up
48 -0.4057375485 0.4911035 0.5088965 Up
49 0.9970283905 0.4581774 0.5418226 Up
50 2.4945171645 0.4234334 0.5765666 Up
51 1.1556421958 0.4544719 0.5455281 Up
52 -1.3108237704 0.5124070 0.4875930 Down
53 -1.7862162713 0.5235835 0.4764165 Down
54 -2.4613377297 0.5394124 0.4605876 Down
55 0.6497100020 0.4663069 0.5336931 Up
56 1.5052599878 0.4463226 0.5536774 Up
57 -0.5930665500 0.4955127 0.5044873 Up
58 0.4401618754 0.4712207 0.5287793 Up
59 3.1938470541 0.4074426 0.5925574 Up
60 1.8432444316 0.4384717 0.5615283 Up
61 -3.1642548306 0.5558085 0.4441915 Down
62 -0.5396439785 0.4942552 0.5057448 Up
63 0.3308900412 0.4737853 0.5262147 Up
64 -2.4260830641 0.5385875 0.4614125 Down
65 -1.1084840257 0.5076456 0.4923544 Down
66 -1.0376838839 0.5059792 0.4940208 Down
67 -0.4617081360 0.4924208 0.5075792 Up
68 -0.6211387268 0.4961735 0.5038265 Up
69 -3.4222640224 0.5617983 0.4382017 Down
70 -2.7751221299 0.5467444 0.4532556 Down
71 0.0606532122 0.4801335 0.5198665 Up
72 1.5404263227 0.4455044 0.5544956 Up
73 1.6302067891 0.4434169 0.5565831 Up
74 -0.6290522439 0.4963598 0.5036402 Up
75 -1.1013653477 0.5074781 0.4925219 Down
76 -1.3524206709 0.5133856 0.4866144 Down
77 -0.4847144301 0.4929622 0.5070378 Up
78 -0.8885747958 0.5024692 0.4975308 Down
79 -0.6940802419 0.4978906 0.5021094 Up
80 1.0933283220 0.4559270 0.5440730 Up
81 -0.3879548454 0.4906850 0.5093150 Up
82 -0.4896635036 0.4930787 0.5069213 Up
83 0.2585768609 0.4754833 0.5245167 Up
84 0.4306863544 0.4714430 0.5285570 Up
85 0.2380763223 0.4759648 0.5240352 Up
86 0.5920241313 0.4676590 0.5323410 Up
87 0.1640890054 0.4777028 0.5222972 Up
88 -0.1499125594 0.4850845 0.5149155 Up
89 -2.1680099007 0.5325429 0.4674571 Down
90 -1.5404815049 0.5178085 0.4821915 Down
91 -0.3268758556 0.4892477 0.5107523 Up
92 -1.3440631503 0.5131890 0.4868110 Down
93 -0.5565464190 0.4946530 0.5053470 Up
94 1.3038129384 0.4510149 0.5489851 Up
95 0.4937159286 0.4699643 0.5300357 Up
96 0.7485858711 0.4639906 0.5360094 Up
97 1.1507336999 0.4545865 0.5454135 Up
98 1.5565770007 0.4451287 0.5548713 Up
99 0.2728080066 0.4751491 0.5248509 Up
100 -0.5792507685 0.4951874 0.5048126 Up
101 -0.5636816372 0.4948210 0.5051790 Up
102 -1.2188573201 0.5102431 0.4897569 Down
103 0.1915766538 0.4770570 0.5229430 Up
104 0.0882360451 0.4794852 0.5205148 Up
105 0.4590519273 0.4707775 0.5292225 Up
106 1.0799385562 0.4562398 0.5437602 Up
107 0.3105406790 0.4742631 0.5257369 Up
108 0.8090587078 0.4625746 0.5374254 Up
109 1.8634211655 0.4380039 0.5619961 Up
110 1.1706801188 0.4541208 0.5458792 Up
111 0.5868417612 0.4677805 0.5322195 Up
112 -0.0250778908 0.4821489 0.5178511 Up
113 -0.8158715755 0.5007577 0.4992423 Down
114 -1.2649887341 0.5113286 0.4886714 Down
115 0.1850713043 0.4772099 0.5227901 Up
116 0.8666157446 0.4612275 0.5387725 Up
117 0.3784213959 0.4726696 0.5273304 Up
118 0.4299996151 0.4714591 0.5285409 Up
119 -0.7201186626 0.4985035 0.5014965 Up
120 -0.4712657772 0.4926457 0.5073543 Up
121 -0.6883912698 0.4977566 0.5022434 Up
122 -0.3305626925 0.4893344 0.5106656 Up
123 1.0237006266 0.4575539 0.5424461 Up
124 2.3631438306 0.4264564 0.5735436 Up
125 0.5904454264 0.4676960 0.5323040 Up
126 0.7705804089 0.4634755 0.5365245 Up
127 0.7681942833 0.4635314 0.5364686 Up
128 -1.7348198844 0.5223761 0.4776239 Down
129 -1.5827665179 0.5188026 0.4811974 Down
130 0.5343310852 0.4690117 0.5309883 Up
131 -0.2375269719 0.4871455 0.5128545 Up
132 -0.0453826424 0.4826263 0.5173737 Up
133 -0.1922771936 0.4860810 0.5139190 Up
134 -0.0205105440 0.4820415 0.5179585 Up
135 1.4050437948 0.4486558 0.5513442 Up
136 2.0066747772 0.4346862 0.5653138 Up
137 -0.4461533676 0.4920547 0.5079453 Up
138 -1.5430936654 0.5178699 0.4821301 Down
139 -0.6688482768 0.4972966 0.5027034 Up
140 -0.0265119514 0.4821826 0.5178174 Up
141 -0.3659237630 0.4901665 0.5098335 Up
142 -0.5511046983 0.4945249 0.5054751 Up
143 -0.4775957521 0.4927947 0.5072053 Up
144 0.2148576265 0.4765101 0.5234899 Up
145 1.1156598151 0.4554055 0.5445945 Up
146 0.2949250814 0.4746297 0.5253703 Up
147 1.1622654059 0.4543172 0.5456828 Up
148 0.8266750674 0.4621623 0.5378377 Up
149 -0.4220836054 0.4914882 0.5085118 Up
150 -0.3350233127 0.4894394 0.5105606 Up
151 0.2498613293 0.4756880 0.5243120 Up
152 0.7405205342 0.4641794 0.5358206 Up
153 0.1164656086 0.4788218 0.5211782 Up
154 1.1200366202 0.4553033 0.5446967 Up
155 0.1745887034 0.4774561 0.5225439 Up
156 0.5366343608 0.4689577 0.5310423 Up
157 0.0467524033 0.4804602 0.5195398 Up
158 -0.1140551304 0.4842411 0.5157589 Up
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160 -0.5548346119 0.4946127 0.5053873 Up
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939 -0.4712944165 0.4926464 0.5073536 Up
940 0.4459787907 0.4710842 0.5289158 Up
941 1.0444330887 0.4570694 0.5429306 Up
942 0.2071407006 0.4766914 0.5233086 Up
943 0.0819032494 0.4796341 0.5203659 Up
944 0.6640506949 0.4659709 0.5340291 Up
945 1.0522087408 0.4568877 0.5431123 Up
946 0.1058204620 0.4790720 0.5209280 Up
947 -0.6020527270 0.4957242 0.5042758 Up
948 0.4908845127 0.4700307 0.5299693 Up
949 0.4314259314 0.4714257 0.5285743 Up
950 -0.2073445602 0.4864354 0.5135646 Up
951 0.6197965408 0.4670080 0.5329920 Up
952 0.5274333575 0.4691735 0.5308265 Up
953 -1.0808251221 0.5069946 0.4930054 Down
954 -1.6704920116 0.5208646 0.4791354 Down
955 -0.7386006867 0.4989386 0.5010614 Up
956 -0.2658719715 0.4878123 0.5121877 Up
957 -0.1310285571 0.4846403 0.5153597 Up
958 -0.0109914639 0.4818177 0.5181823 Up
959 -0.8431945753 0.5014009 0.4985991 Down
960 -1.7445182113 0.5226040 0.4773960 Down
961 -1.0489115423 0.5062435 0.4937565 Down
962 -0.0942041432 0.4837743 0.5162257 Up
963 0.1095066556 0.4789853 0.5210147 Up
964 0.1141347451 0.4788766 0.5211234 Up
965 -0.6355989752 0.4965139 0.5034861 Up
966 -1.1126075298 0.5077427 0.4922573 Down
967 -0.4014374575 0.4910023 0.5089977 Up
968 0.5546568926 0.4685351 0.5314649 Up
969 -0.0811811843 0.4834680 0.5165320 Up
970 -0.3589886865 0.4900033 0.5099967 Up
971 0.7852645148 0.4631317 0.5368683 Up
972 0.0836565992 0.4795928 0.5204072 Up
973 -0.2540985811 0.4875353 0.5124647 Up
974 -0.2937553014 0.4884684 0.5115316 Up
975 -0.2450329436 0.4873220 0.5126780 Up
976 0.2305201729 0.4761423 0.5238577 Up
977 0.4721428909 0.4704704 0.5295296 Up
978 -0.9368829154 0.5036064 0.4963936 Down
979 -0.6332418106 0.4964584 0.5035416 Up
980 -0.0080246821 0.4817479 0.5182521 Up
981 0.0295915029 0.4808636 0.5191364 Up
982 0.8787313356 0.4609440 0.5390560 Up
983 0.1566090875 0.4778785 0.5221215 Up
984 -0.6366750248 0.4965392 0.5034608 Up
985 -0.1726582908 0.4856195 0.5143805 Up
986 -0.6266190086 0.4963025 0.5036975 Up
987 -0.7151409498 0.4983864 0.5016136 Up
988 -0.3266132763 0.4892415 0.5107585 Up
989 0.0708203097 0.4798945 0.5201055 Up
990 0.6694841887 0.4658436 0.5341564 Up
991 0.3286095162 0.4738389 0.5261611 Up
992 -0.6972545881 0.4979653 0.5020347 Up
993 -0.6796568597 0.4975510 0.5024490 Up
994 -0.1910733616 0.4860527 0.5139473 Up
995 0.3092544050 0.4742933 0.5257067 Up
996 -0.3334276714 0.4894019 0.5105981 Up
997 -0.3265686656 0.4892405 0.5107595 Up
998 0.0019882576 0.4815125 0.5184875 Up
999 0.1023864436 0.4791527 0.5208473 Up
1000 0.6823218513 0.4655428 0.5344572 Up
1001 1.2701655307 0.4517995 0.5482005 Up
1002 0.8288595173 0.4621111 0.5378889 Up
1003 -0.0899803702 0.4836750 0.5163250 Up
1004 -0.0522827083 0.4827885 0.5172115 Up
1005 -0.1867427012 0.4859508 0.5140492 Up
1006 0.3053615377 0.4743847 0.5256153 Up
1007 -0.0092636855 0.4817771 0.5182229 Up
1008 0.4704578675 0.4705099 0.5294901 Up
1009 -0.0430201580 0.4825707 0.5174293 Up
1010 -1.0095128858 0.5053161 0.4946839 Down
1011 0.2676613768 0.4752700 0.5247300 Up
1012 1.0402835307 0.4571664 0.5428336 Up
1013 0.8561027351 0.4614735 0.5385265 Up
1014 0.5736578650 0.4680896 0.5319104 Up
1015 -0.1317695071 0.4846578 0.5153422 Up
1016 -0.5498401236 0.4944952 0.5055048 Up
1017 -0.2541413360 0.4875363 0.5124637 Up
1018 0.1912834186 0.4770639 0.5229361 Up
1019 -0.5074184579 0.4934966 0.5065034 Up
1020 -0.9149471038 0.5030900 0.4969100 Down
1021 -0.5602753675 0.4947408 0.5052592 Up
1022 0.0646591773 0.4800393 0.5199607 Up
1023 -0.7003087356 0.4980372 0.5019628 Up
1024 -0.4325152989 0.4917337 0.5082663 Up
1025 0.0197381274 0.4810953 0.5189047 Up
1026 0.6314495716 0.4667349 0.5332651 Up
1027 0.0900860388 0.4794417 0.5205583 Up
1028 -0.7178896020 0.4984511 0.5015489 Up
1029 -0.3744819079 0.4903679 0.5096321 Up
1030 -0.2779392404 0.4880962 0.5119038 Up
1031 -0.1642346212 0.4854214 0.5145786 Up
1032 0.5956269923 0.4675745 0.5324255 Up
1033 0.3246370277 0.4739321 0.5260679 Up
1034 1.0698512407 0.4564755 0.5435245 Up
1035 0.2633163534 0.4753720 0.5246280 Up
1036 -0.8564488144 0.5017129 0.4982871 Down
1037 -1.0712482808 0.5067692 0.4932308 Down
1038 0.0515274753 0.4803480 0.5196520 Up
1039 -0.1218050503 0.4844234 0.5155766 Up
1040 -0.2412861681 0.4872339 0.5127661 Up
1041 -0.0067582516 0.4817182 0.5182818 Up
1042 -0.7383219752 0.4989321 0.5010679 Up
1043 -0.6456649132 0.4967508 0.5032492 Up
1044 0.2451164306 0.4757994 0.5242006 Up
1045 1.0018636364 0.4580643 0.5419357 Up
1046 0.3437214934 0.4734841 0.5265159 Up
1047 0.4908048915 0.4700326 0.5299674 Up
1048 -0.0636959103 0.4830569 0.5169431 Up
1049 0.3092483555 0.4742934 0.5257066 Up
1050 0.9702412753 0.4588036 0.5411964 Up
1051 0.2489259654 0.4757100 0.5242900 Up
1052 -0.0444271133 0.4826038 0.5173962 Up
1053 0.3999567632 0.4721641 0.5278359 Up
1054 1.0087406300 0.4579036 0.5420964 Up
1055 0.4319765006 0.4714128 0.5285872 Up
1056 0.0436839794 0.4805324 0.5194676 Up
1057 -0.1351779542 0.4847379 0.5152621 Up
1058 0.4650127571 0.4706376 0.5293624 Up
1059 -0.6795141575 0.4975477 0.5024523 Up
1060 -0.5913106148 0.4954713 0.5045287 Up
1061 0.5291254819 0.4691338 0.5308662 Up
1062 0.1041628657 0.4791109 0.5208891 Up
1063 -0.4628067754 0.4924466 0.5075534 Up
1064 -0.3779504544 0.4904496 0.5095504 Up
1065 -0.5539078830 0.4945909 0.5054091 Up
1066 0.3548251672 0.4732234 0.5267766 Up
1067 0.3966265641 0.4722423 0.5277577 Up
1068 -0.4157260426 0.4913386 0.5086614 Up
1069 0.6334103249 0.4666889 0.5333111 Up
1070 1.3151530513 0.4507505 0.5492495 Up
1071 1.7408375783 0.4408474 0.5591526 Up
1072 0.5694153743 0.4681891 0.5318109 Up
1073 -0.5824235808 0.4952621 0.5047379 Up
1074 0.7282777298 0.4644662 0.5355338 Up
1075 -0.8653054398 0.5019214 0.4980786 Down
1076 -0.4137736770 0.4912926 0.5087074 Up
1077 -0.3328264420 0.4893877 0.5106123 Up
1078 0.2660214465 0.4753085 0.5246915 Up
1079 0.1220022785 0.4786917 0.5213083 Up
1080 0.6799793712 0.4655976 0.5344024 Up
1081 -0.3615559146 0.4900638 0.5099362 Up
1082 -0.9037845429 0.5028273 0.4971727 Down
1083 -0.1470198318 0.4850164 0.5149836 Up
1084 -0.8989166246 0.5027127 0.4972873 Down
1085 -0.3878373065 0.4906822 0.5093178 Up
1086 0.2082260286 0.4766659 0.5233341 Up
1087 -0.4275073383 0.4916158 0.5083842 Up
1088 0.5144043490 0.4694791 0.5305209 Up
1089 0.1918772253 0.4770500 0.5229500 Up
1090 0.5665178095 0.4682570 0.5317430 Up
1091 0.8235426719 0.4622356 0.5377644 Up
1092 -0.5432040101 0.4943389 0.5056611 Up
1093 -0.9969827348 0.5050211 0.4949789 Down
1094 -1.0811950714 0.5070033 0.4929967 Down
1095 -0.8196323058 0.5008462 0.4991538 Down
1096 -0.1003691478 0.4839193 0.5160807 Up
1097 -0.2155171061 0.4866277 0.5133723 Up
1098 -0.1901279151 0.4860304 0.5139696 Up
1099 0.2535712385 0.4756009 0.5243991 Up
1100 -0.3187555039 0.4890566 0.5109434 Up
1101 -0.3694919351 0.4902505 0.5097495 Up
1102 0.4184341108 0.4717305 0.5282695 Up
1103 -0.3905698266 0.4907465 0.5092535 Up
1104 -0.5491244232 0.4944783 0.5055217 Up
1105 0.4436659150 0.4711385 0.5288615 Up
1106 0.2335825472 0.4760703 0.5239297 Up
1107 -0.0382095928 0.4824576 0.5175424 Up
1108 0.1780936337 0.4773738 0.5226262 Up
1109 -0.2901056525 0.4883825 0.5116175 Up
1110 -0.0641069198 0.4830665 0.5169335 Up
1111 -0.0556460623 0.4828676 0.5171324 Up
1112 -0.2961385200 0.4885244 0.5114756 Up
1113 -0.2842463039 0.4882446 0.5117554 Up
1114 -0.3744719861 0.4903677 0.5096323 Up
1115 -0.5407453642 0.4942811 0.5057189 Up
1116 -0.1745628169 0.4856643 0.5143357 Up
1117 0.1933086261 0.4770163 0.5229837 Up
1118 0.0846094684 0.4795704 0.5204296 Up
1119 0.8139611542 0.4624599 0.5375401 Up
1120 1.0920176026 0.4559577 0.5440423 Up
1121 0.4199577144 0.4716948 0.5283052 Up
1122 -0.6520940312 0.4969022 0.5030978 Up
1123 -0.3173358805 0.4890232 0.5109768 Up
1124 0.6093693630 0.4672524 0.5327476 Up
1125 0.1414912216 0.4782338 0.5217662 Up
1126 -0.7863481544 0.5000627 0.4999373 Down
1127 0.2201800389 0.4763851 0.5236149 Up
1128 0.2119769979 0.4765778 0.5234222 Up
1129 -0.9944923072 0.5049625 0.4950375 Down
1130 -1.0181078969 0.5055184 0.4944816 Down
1131 -0.4612797821 0.4924107 0.5075893 Up
1132 -0.1687167797 0.4855268 0.5144732 Up
1133 -0.2349536942 0.4870849 0.5129151 Up
1134 -0.2063836249 0.4864128 0.5135872 Up
1135 0.3686240868 0.4728995 0.5271005 Up
1136 -0.2442076959 0.4873026 0.5126974 Up
1137 -0.6723109346 0.4973781 0.5026219 Up
1138 0.2808708444 0.4749598 0.5250402 Up
1139 -0.0934702942 0.4837570 0.5162430 Up
1140 0.0353496919 0.4807283 0.5192717 Up
1141 0.0513140222 0.4803530 0.5196470 Up
1142 -0.4225389038 0.4914989 0.5085011 Up
1143 -0.6341887911 0.4964807 0.5035193 Up
1144 0.3215413376 0.4740048 0.5259952 Up
1145 0.2939483357 0.4746527 0.5253473 Up
1146 -0.5772779160 0.4951410 0.5048590 Up
1147 -0.3855123317 0.4906275 0.5093725 Up
1148 0.5276410828 0.4691686 0.5308314 Up
1149 0.9298820051 0.4597474 0.5402526 Up
1150 0.5672400419 0.4682401 0.5317599 Up
1151 -0.3791387976 0.4904775 0.5095225 Up
1152 -0.1740765409 0.4856529 0.5143471 Up
1153 -0.4433720429 0.4919892 0.5080108 Up
1154 0.1256706450 0.4786055 0.5213945 Up
1155 0.0725851152 0.4798531 0.5201469 Up
1156 0.7629779540 0.4636535 0.5363465 Up
1157 0.5033338301 0.4697387 0.5302613 Up
1158 0.0455846333 0.4804877 0.5195123 Up
1159 0.0086901983 0.4813550 0.5186450 Up
1160 -0.1477102825 0.4850327 0.5149673 Up
1161 0.1831379780 0.4772553 0.5227447 Up
1162 0.6615353393 0.4660298 0.5339702 Up
1163 0.1399990780 0.4782688 0.5217312 Up
1164 0.3505220946 0.4733245 0.5266755 Up
1165 -0.1638101395 0.4854114 0.5145886 Up
1166 -0.0344357120 0.4823689 0.5176311 Up
1167 -0.5912379337 0.4954696 0.5045304 Up
1168 -0.5373956434 0.4942022 0.5057978 Up
1169 0.1772298249 0.4773941 0.5226059 Up
1170 -0.8128150899 0.5006857 0.4993143 Down
1171 -0.7717658515 0.4997194 0.5002806 Up
1172 0.1780993616 0.4773736 0.5226264 Up
1173 -0.4192062057 0.4914205 0.5085795 Up
1174 -0.3139994711 0.4889447 0.5110553 Up
1175 0.6101825115 0.4672333 0.5327667 Up
1176 0.6079378013 0.4672860 0.5327140 Up
1177 0.1243540369 0.4786364 0.5213636 Up
1178 -0.6442638466 0.4967178 0.5032822 Up
1179 0.0359798824 0.4807135 0.5192865 Up
1180 0.8617890473 0.4613405 0.5386595 Up
1181 1.0649511326 0.4565900 0.5434100 Up
1182 0.1578871345 0.4778485 0.5221515 Up
1183 -0.2087123110 0.4864676 0.5135324 Up
1184 -0.0423357568 0.4825546 0.5174454 Up
1185 -0.0099487300 0.4817932 0.5182068 Up
1186 -0.0726275550 0.4832669 0.5167331 Up
1187 -0.7140492506 0.4983607 0.5016393 Up
1188 -0.4824633487 0.4929093 0.5070907 Up
1189 0.0915972216 0.4794062 0.5205938 Up
1190 0.8402124591 0.4618454 0.5381546 Up
1191 1.6009380422 0.4440972 0.5559028 Up
1192 1.0160207278 0.4577334 0.5422666 Up
1193 -0.0822318234 0.4834928 0.5165072 Up
1194 0.3731528725 0.4727932 0.5272068 Up
1195 0.4989506538 0.4698415 0.5301585 Up
1196 0.5615534081 0.4683734 0.5316266 Up
1197 0.3442446356 0.4734718 0.5265282 Up
1198 -0.5876682277 0.4953856 0.5046144 Up
1199 -0.6093520250 0.4958960 0.5041040 Up
1200 0.6254673643 0.4668751 0.5331249 Up
1201 -0.6542258044 0.4969524 0.5030476 Up
1202 0.4371035341 0.4712925 0.5287075 Up
1203 0.5968415502 0.4675461 0.5324539 Up
1204 -1.3366569649 0.5130148 0.4869852 Down
1205 -0.6058817836 0.4958143 0.5041857 Up
1206 0.4424871719 0.4711661 0.5288339 Up
1207 1.0007411204 0.4580906 0.5419094 Up
1208 -0.7543068787 0.4993084 0.5006916 Up
1209 -1.3177599729 0.5125702 0.4874298 Down
1210 -0.0668986487 0.4831322 0.5168678 Up
1211 -0.5847830836 0.4953177 0.5046823 Up
1212 -0.7874787364 0.5000893 0.4999107 Down
1213 -0.2079166677 0.4864489 0.5135511 Up
1214 -0.1685163163 0.4855221 0.5144779 Up
1215 0.1627268215 0.4777348 0.5222652 Up
1216 0.0392758750 0.4806360 0.5193640 Up
1217 -0.7142788358 0.4983661 0.5016339 Up
1218 -0.6238802780 0.4962380 0.5037620 Up
1219 -0.0798159325 0.4834359 0.5165641 Up
1220 0.3328210293 0.4737400 0.5262600 Up
1221 0.0505397564 0.4803712 0.5196288 Up
1222 -0.7916357171 0.5001871 0.4998129 Down
1223 -0.7712385154 0.4997070 0.5002930 Up
1224 -0.6012123123 0.4957044 0.5042956 Up
1225 -0.6277923455 0.4963301 0.5036699 Up
1226 -0.4970089462 0.4932516 0.5067484 Up
1227 -0.3167792617 0.4890101 0.5109899 Up
1228 0.5503555149 0.4686360 0.5313640 Up
1229 0.4038731854 0.4720722 0.5279278 Up
1230 0.4851049462 0.4701663 0.5298337 Up
1231 -0.6160533223 0.4960538 0.5039462 Up
1232 -0.5919466939 0.4954863 0.5045137 Up
1233 0.1682771245 0.4776044 0.5223956 Up
1234 0.0189872556 0.4811129 0.5188871 Up
1235 0.3236230940 0.4739559 0.5260441 Up
1236 0.3329359828 0.4737373 0.5262627 Up
1237 -0.1504668400 0.4850975 0.5149025 Up
1238 -0.1911122444 0.4860536 0.5139464 Up
1239 -0.4548013771 0.4922582 0.5077418 Up
1240 -0.5736227000 0.4950550 0.5049450 Up
1241 -0.0858097564 0.4835769 0.5164231 Up
1242 0.2868045688 0.4748204 0.5251796 Up
1243 0.5808693148 0.4679205 0.5320795 Up
1244 0.2978487866 0.4745611 0.5254389 Up
1245 -0.1746579269 0.4856665 0.5143335 Up
1246 -0.4332444715 0.4917508 0.5082492 Up
1247 -0.2264660530 0.4868852 0.5131148 Up
1248 0.7072092775 0.4649597 0.5350403 Up
1249 0.3559697040 0.4731966 0.5268034 Up
1250 0.1690591346 0.4775860 0.5224140 Up# 오분류표
pacman::p_load("DescTools")
# 도수분포표
smarket.ctbl1 <- table(smarket$Direction, # 실제 클래스
pred.smarket$class) # 예측 클래스
smarket.ctbl1
Down Up
Down 114 488
Up 102 546Desc(smarket.ctbl1, # 도수분포표
digits = 4)--------------------------------------------------------------------
smarket.ctbl1 (table)
Summary:
n: 1'250, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 2.0123, df = 1, p-value = 0.156
Fisher's exact test p-value = 0.1548
McNemar's chi-squared = 251.23, df = 1, p-value < 2.2e-16
estimate lwr.ci upr.ci'
odds ratio 1.250 0.932 1.677
rel. risk (col1) 1.203 0.944 1.534
rel. risk (col2) 0.962 0.914 1.012
Contingency Coeff. 0.042
Cramer's V 0.042
Kendall Tau-b 0.042
Down Up Sum
Down freq 114 488 602
perc 9.1200% 39.0400% 48.1600%
p.row 18.9369% 81.0631% .
p.col 52.7778% 47.1954% .
Up freq 102 546 648
perc 8.1600% 43.6800% 51.8400%
p.row 15.7407% 84.2593% .
p.col 47.2222% 52.8046% .
Sum freq 216 1'034 1'250
perc 17.2800% 82.7200% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
Result! 원래 “Down”에 속하는 602개의 개체 중 114개(114/602=18.9%)는 제대로 분류되었으나 488개(488/602=81.1%)는 잘못 분류되었다. 또한, 원래 “Up”에 속하는 648개의 개체 중 546개(546/648=84.3%)는 제대로 분류되었으나 102개(102/648=15.7%)는 잘못 분류되었다. 유도된 선형판별함수에 대한 오류율은 (488+102)/1250=47.2%이며, 정확도는 (114+546)/1250=52.8%이다.
5. 이차판별분석(QDA)
# 이차판별분석
pacman::p_load("MASS")
smarket.qda <- qda(Direction ~ Lag1 + Lag2, # formula : 반응변수(클래스) ~ 예측변수
data = smarket)
smarket.qdaCall:
qda(Direction ~ Lag1 + Lag2, data = smarket)
Prior probabilities of groups:
Down Up
0.4816 0.5184
Group means:
Lag1 Lag2
Down 0.05068605 0.03229734
Up -0.03969136 -0.02244444Caution! 이차판별분석에서는 판별계수벡터를 출력하지 않는다.
# 새로운 개체에 대한 클래스 예측
pred2.smarket <- predict(smarket.qda, # 함수 qda로부터 출력된 객체
smarket) # 새로운 데이터
cbind(smarket, pred2.smarket$posterior, pred2.smarket$class) 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
Down Up pred2.smarket$class
1 0.4754475 0.5245525 Up
2 0.4944981 0.5055019 Up
3 0.5083068 0.4916932 Down
4 0.4780731 0.5219269 Up
5 0.4773961 0.5226039 Up
6 0.4836726 0.5163274 Up
7 0.5013701 0.4986299 Down
8 0.4916379 0.5083621 Up
9 0.4675238 0.5324762 Up
10 0.4967838 0.5032162 Up
11 0.5019613 0.4980387 Down
12 0.4655520 0.5344480 Up
13 0.4633996 0.5366004 Up
14 0.4812826 0.5187174 Up
15 0.4947436 0.5052564 Up
16 0.4716662 0.5283338 Up
17 0.4762915 0.5237085 Up
18 0.4519277 0.5480723 Up
19 0.4782173 0.5217827 Up
20 0.4724980 0.5275020 Up
21 0.4553187 0.5446813 Up
22 0.4561118 0.5438882 Up
23 0.4464450 0.5535550 Up
24 0.4899983 0.5100017 Up
25 0.4780292 0.5219708 Up
26 0.4624040 0.5375960 Up
27 0.4836893 0.5163107 Up
28 0.4551567 0.5448433 Up
29 0.4515832 0.5484168 Up
30 0.4480566 0.5519434 Up
31 0.4705341 0.5294659 Up
32 0.4592714 0.5407286 Up
33 0.5019030 0.4980970 Down
34 0.4968984 0.5031016 Up
35 0.4452302 0.5547698 Up
36 0.4704687 0.5295313 Up
37 0.4620207 0.5379793 Up
38 0.4770378 0.5229622 Up
39 0.4991427 0.5008573 Up
40 0.5009467 0.4990533 Down
41 0.4845367 0.5154633 Up
42 0.4395789 0.5604211 Up
43 0.4505552 0.5494448 Up
44 0.5754054 0.4245946 Down
45 0.4641476 0.5358524 Up
46 0.4976466 0.5023534 Up
47 0.4501044 0.5498956 Up
48 0.5089911 0.4910089 Down
49 0.4747007 0.5252993 Up
50 0.4614096 0.5385904 Up
51 0.4665073 0.5334927 Up
52 0.5085804 0.4914196 Down
53 0.5437403 0.4562597 Down
54 0.5507365 0.4492635 Down
55 0.5049951 0.4950049 Down
56 0.4777557 0.5222443 Up
57 0.4874610 0.5125390 Up
58 0.4695970 0.5304030 Up
59 0.4309245 0.5690755 Up
60 0.5099301 0.4900699 Down
61 0.5768345 0.4231655 Down
62 0.6118375 0.3881625 Down
63 0.4900290 0.5099710 Up
64 0.5465029 0.4534971 Down
65 0.5463364 0.4536636 Down
66 0.4988286 0.5011714 Up
67 0.4966858 0.5033142 Up
68 0.4873182 0.5126818 Up
69 0.5870258 0.4129742 Down
70 0.6427579 0.3572421 Down
71 0.4801219 0.5198781 Up
72 0.4445640 0.5554360 Up
73 0.4520087 0.5479913 Up
74 0.4981965 0.5018035 Up
75 0.5148047 0.4851953 Down
76 0.5082577 0.4917423 Down
77 0.4970521 0.5029479 Up
78 0.4947702 0.5052298 Up
79 0.4995199 0.5004801 Up
80 0.4486950 0.5513050 Up
81 0.4966227 0.5033773 Up
82 0.4960425 0.5039575 Up
83 0.4649395 0.5350605 Up
84 0.4610540 0.5389460 Up
85 0.4663183 0.5336817 Up
86 0.4576457 0.5423543 Up
87 0.4705620 0.5294380 Up
88 0.4744482 0.5255518 Up
89 0.5355154 0.4644846 Down
90 0.5628103 0.4371897 Down
91 0.4788155 0.5211845 Up
92 0.5074261 0.4925739 Down
93 0.5011675 0.4988325 Down
94 0.4450548 0.5549452 Up
95 0.4753172 0.5246828 Up
96 0.4557379 0.5442621 Up
97 0.4550809 0.5449191 Up
98 0.4436563 0.5563437 Up
99 0.4808514 0.5191486 Up
100 0.4871399 0.5128601 Up
101 0.4853219 0.5146781 Up
102 0.5043745 0.4956255 Down
103 0.4782406 0.5217594 Up
104 0.4761270 0.5238730 Up
105 0.4628222 0.5371778 Up
106 0.4532446 0.5467554 Up
107 0.4679856 0.5320144 Up
108 0.4537588 0.5462412 Up
109 0.4429117 0.5570883 Up
110 0.4652554 0.5347446 Up
111 0.4587776 0.5412224 Up
112 0.4727777 0.5272223 Up
113 0.4919864 0.5080136 Up
114 0.5084683 0.4915317 Down
115 0.4755494 0.5244506 Up
116 0.4573698 0.5426302 Up
117 0.4638412 0.5361588 Up
118 0.4610150 0.5389850 Up
119 0.4910943 0.5089057 Up
120 0.4920809 0.5079191 Up
121 0.4884104 0.5115896 Up
122 0.4850580 0.5149420 Up
123 0.4496254 0.5503746 Up
124 0.4379049 0.5620951 Up
125 0.4941889 0.5058111 Up
126 0.4583756 0.5416244 Up
127 0.4669800 0.5330200 Up
128 0.5208108 0.4791892 Down
129 0.5480602 0.4519398 Down
130 0.4620579 0.5379421 Up
131 0.4850208 0.5149792 Up
132 0.4783633 0.5216367 Up
133 0.4774579 0.5225421 Up
134 0.4734543 0.5265457 Up
135 0.4436330 0.5563670 Up
136 0.4489779 0.5510221 Up
137 0.5014627 0.4985373 Down
138 0.5278071 0.4721929 Down
139 0.4939534 0.5060466 Up
140 0.4714697 0.5285303 Up
141 0.4796190 0.5203810 Up
142 0.4859533 0.5140467 Up
143 0.4830915 0.5169085 Up
144 0.4667869 0.5332131 Up
145 0.4491059 0.5508941 Up
146 0.4724488 0.5275512 Up
147 0.4487351 0.5512649 Up
148 0.4718648 0.5281352 Up
149 0.4809239 0.5190761 Up
150 0.4805840 0.5194160 Up
151 0.4648987 0.5351013 Up
152 0.4553653 0.5446347 Up
153 0.4714519 0.5285481 Up
154 0.4492939 0.5507061 Up
155 0.4855314 0.5144686 Up
156 0.4640575 0.5359425 Up
157 0.4795831 0.5204169 Up
158 0.4763989 0.5236011 Up
159 0.5089932 0.4910068 Down
160 0.5095749 0.4904251 Down
161 0.4446977 0.5553023 Up
162 0.4532831 0.5467169 Up
163 0.4433254 0.5566746 Up
164 0.4784064 0.5215936 Up
165 0.4748907 0.5251093 Up
166 0.4679110 0.5320890 Up
167 0.4386395 0.5613605 Up
168 0.4569333 0.5430667 Up
169 0.4845107 0.5154893 Up
170 0.4321299 0.5678701 Up
171 0.5754964 0.4245036 Down
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753 0.4627216 0.5372784 Up
754 0.4745532 0.5254468 Up
755 0.4680108 0.5319892 Up
756 0.4819727 0.5180273 Up
757 0.4867265 0.5132735 Up
758 0.4850612 0.5149388 Up
759 0.4794588 0.5205412 Up
760 0.4841700 0.5158300 Up
761 0.4773077 0.5226923 Up
762 0.4639793 0.5360207 Up
763 0.4921897 0.5078103 Up
764 0.4769811 0.5230189 Up
765 0.4465516 0.5534484 Up
766 0.4768452 0.5231548 Up
767 0.4728874 0.5271126 Up
768 0.4745654 0.5254346 Up
769 0.4765171 0.5234829 Up
770 0.4574851 0.5425149 Up
771 0.4691762 0.5308238 Up
772 0.4978687 0.5021313 Up
773 0.4902777 0.5097223 Up
774 0.4772294 0.5227706 Up
775 0.4990377 0.5009623 Up
776 0.4812086 0.5187914 Up
777 0.4577198 0.5422802 Up
778 0.4849144 0.5150856 Up
779 0.4796634 0.5203366 Up
780 0.4599786 0.5400214 Up
781 0.4626590 0.5373410 Up
782 0.4633499 0.5366501 Up
783 0.4650065 0.5349935 Up
784 0.4760668 0.5239332 Up
785 0.4778576 0.5221424 Up
786 0.4716760 0.5283240 Up
787 0.4891010 0.5108990 Up
788 0.4768831 0.5231169 Up
789 0.4692055 0.5307945 Up
790 0.4785645 0.5214355 Up
791 0.4779454 0.5220546 Up
792 0.4587467 0.5412533 Up
793 0.4567884 0.5432116 Up
794 0.4449327 0.5550673 Up
795 0.4480890 0.5519110 Up
796 0.4927382 0.5072618 Up
797 0.4712612 0.5287388 Up
798 0.4785791 0.5214209 Up
799 0.5025718 0.4974282 Down
800 0.4904239 0.5095761 Up
801 0.4516123 0.5483877 Up
802 0.4479661 0.5520339 Up
803 0.4655310 0.5344690 Up
804 0.4649230 0.5350770 Up
805 0.5015157 0.4984843 Down
806 0.5048923 0.4951077 Down
807 0.4952154 0.5047846 Up
808 0.5042294 0.4957706 Down
809 0.4746568 0.5253432 Up
810 0.4794605 0.5205395 Up
811 0.4948708 0.5051292 Up
812 0.4999302 0.5000698 Up
813 0.4790554 0.5209446 Up
814 0.4574882 0.5425118 Up
815 0.4643093 0.5356907 Up
816 0.4788385 0.5211615 Up
817 0.4561423 0.5438577 Up
818 0.4664532 0.5335468 Up
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820 0.4805757 0.5194243 Up
821 0.4797328 0.5202672 Up
822 0.4481501 0.5518499 Up
823 0.4791154 0.5208846 Up
824 0.5072868 0.4927132 Down
825 0.5006627 0.4993373 Down
826 0.4634668 0.5365332 Up
827 0.4708607 0.5291393 Up
828 0.4518269 0.5481731 Up
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830 0.4565262 0.5434738 Up
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832 0.4897742 0.5102258 Up
833 0.4758323 0.5241677 Up
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846 0.4789749 0.5210251 Up
847 0.5057630 0.4942370 Down
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857 0.4568307 0.5431693 Up
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862 0.4696466 0.5303534 Up
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866 0.4919141 0.5080859 Up
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880 0.4655092 0.5344908 Up
881 0.4603282 0.5396718 Up
882 0.4590164 0.5409836 Up
883 0.4659241 0.5340759 Up
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885 0.4601527 0.5398473 Up
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890 0.4890737 0.5109263 Up
891 0.4794624 0.5205376 Up
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893 0.4800213 0.5199787 Up
894 0.4659414 0.5340586 Up
895 0.4645552 0.5354448 Up
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899 0.4978331 0.5021669 Up
900 0.4906696 0.5093304 Up
901 0.4497095 0.5502905 Up
902 0.4694324 0.5305676 Up
903 0.4998222 0.5001778 Up
904 0.5024995 0.4975005 Down
905 0.4981374 0.5018626 Up
906 0.4881256 0.5118744 Up
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909 0.4689244 0.5310756 Up
910 0.4862342 0.5137658 Up
911 0.4837742 0.5162258 Up
912 0.4749043 0.5250957 Up
913 0.4605340 0.5394660 Up
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915 0.4796976 0.5203024 Up
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920 0.4701547 0.5298453 Up
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922 0.4806023 0.5193977 Up
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925 0.4709472 0.5290528 Up
926 0.4823861 0.5176139 Up
927 0.4670184 0.5329816 Up
928 0.4779668 0.5220332 Up
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930 0.4611083 0.5388917 Up
931 0.4695123 0.5304877 Up
932 0.4622707 0.5377293 Up
933 0.4770817 0.5229183 Up
934 0.4874159 0.5125841 Up
935 0.4759378 0.5240622 Up
936 0.5010846 0.4989154 Down
937 0.5093137 0.4906863 Down
938 0.4735427 0.5264573 Up
939 0.4822856 0.5177144 Up
940 0.4641890 0.5358110 Up
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947 0.4866150 0.5133850 Up
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949 0.4668445 0.5331555 Up
950 0.4754584 0.5245416 Up
951 0.4578266 0.5421734 Up
952 0.4647553 0.5352447 Up
953 0.4996298 0.5003702 Up
954 0.5294331 0.4705669 Down
955 0.4994321 0.5005679 Up
956 0.4770588 0.5229412 Up
957 0.4739451 0.5260549 Up
958 0.4707295 0.5292705 Up
959 0.4924300 0.5075700 Up
960 0.5261095 0.4738905 Down
961 0.5138258 0.4861742 Down
962 0.4736679 0.5263321 Up
963 0.4680088 0.5319912 Up
964 0.4678574 0.5321426 Up
965 0.4868079 0.5131921 Up
966 0.5044091 0.4955909 Down
967 0.4855268 0.5144732 Up
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969 0.4760462 0.5239538 Up
970 0.4810664 0.5189336 Up
971 0.4542555 0.5457445 Up
972 0.4771638 0.5228362 Up
973 0.4787763 0.5212237 Up
974 0.4776425 0.5223575 Up
975 0.4773828 0.5226172 Up
976 0.4652903 0.5347097 Up
977 0.4606633 0.5393367 Up
978 0.4969515 0.5030485 Up
979 0.5005548 0.4994452 Down
980 0.4707166 0.5292834 Up
981 0.4698116 0.5301884 Up
982 0.4521764 0.5478236 Up
983 0.4752281 0.5247719 Up
984 0.4877659 0.5122341 Up
985 0.4764901 0.5235099 Up
986 0.4865685 0.5134315 Up
987 0.4933480 0.5066520 Up
988 0.4792938 0.5207062 Up
989 0.4690973 0.5309027 Up
990 0.4562328 0.5437672 Up
991 0.4666499 0.5333501 Up
992 0.4882835 0.5117165 Up
993 0.4924741 0.5075259 Up
994 0.4757497 0.5242503 Up
995 0.4635472 0.5364528 Up
996 0.4802041 0.5197959 Up
997 0.4816015 0.5183985 Up
998 0.4704227 0.5295773 Up
999 0.4681011 0.5318989 Up
1000 0.4558845 0.5441155 Up
1001 0.4485594 0.5514406 Up
1002 0.4610956 0.5389044 Up
1003 0.4736048 0.5263952 Up
1004 0.4725124 0.5274876 Up
1005 0.4751531 0.5248469 Up
1006 0.4645666 0.5354334 Up
1007 0.4733398 0.5266602 Up
1008 0.4615144 0.5384856 Up
1009 0.4768179 0.5231821 Up
1010 0.4987500 0.5012500 Up
1011 0.4713279 0.5286721 Up
1012 0.4540826 0.5459174 Up
1013 0.4558011 0.5441989 Up
1014 0.4603210 0.5396790 Up
1015 0.4745862 0.5254138 Up
1016 0.4850220 0.5149780 Up
1017 0.4780315 0.5219685 Up
1018 0.4661180 0.5338820 Up
1019 0.4839330 0.5160670 Up
1020 0.4981702 0.5018298 Up
1021 0.4872121 0.5127879 Up
1022 0.4696871 0.5303129 Up
1023 0.4892898 0.5107102 Up
1024 0.4888647 0.5111353 Up
1025 0.4700933 0.5299067 Up
1026 0.4569550 0.5430450 Up
1027 0.4734584 0.5265416 Up
1028 0.4896009 0.5103991 Up
1029 0.4825695 0.5174305 Up
1030 0.4772223 0.5227777 Up
1031 0.4750539 0.5249461 Up
1032 0.4576147 0.5423853 Up
1033 0.4671828 0.5328172 Up
1034 0.4490641 0.5509359 Up
1035 0.4786950 0.5213050 Up
1036 0.4941777 0.5058223 Up
1037 0.5020193 0.4979807 Down
1038 0.4753591 0.5246409 Up
1039 0.4764222 0.5235778 Up
1040 0.4782857 0.5217143 Up
1041 0.4706343 0.5293657 Up
1042 0.4894306 0.5105694 Up
1043 0.4922826 0.5077174 Up
1044 0.4654730 0.5345270 Up
1045 0.4508969 0.5491031 Up
1046 0.4695074 0.5304926 Up
1047 0.4600854 0.5399146 Up
1048 0.4761294 0.5238706 Up
1049 0.4659757 0.5340243 Up
1050 0.4533792 0.5466208 Up
1051 0.4691004 0.5308996 Up
1052 0.4717184 0.5282816 Up
1053 0.4615698 0.5384302 Up
1054 0.4508395 0.5491605 Up
1055 0.4675077 0.5324923 Up
1056 0.4694849 0.5305151 Up
1057 0.4737861 0.5262139 Up
1058 0.4608219 0.5391781 Up
1059 0.4928065 0.5071935 Up
1060 0.4972635 0.5027365 Up
1061 0.4589005 0.5410995 Up
1062 0.4709431 0.5290569 Up
1063 0.4822754 0.5177246 Up
1064 0.4808662 0.5191338 Up
1065 0.4845404 0.5154596 Up
1066 0.4653450 0.5346550 Up
1067 0.4660091 0.5339909 Up
1068 0.4807509 0.5192491 Up
1069 0.4595565 0.5404435 Up
1070 0.4520531 0.5479469 Up
1071 0.4430537 0.5569463 Up
1072 0.4761676 0.5238324 Up
1073 0.4854729 0.5145271 Up
1074 0.4581653 0.5418347 Up
1075 0.5074251 0.4925749 Down
1076 0.5065524 0.4934476 Down
1077 0.4822338 0.5177662 Up
1078 0.4700263 0.5299737 Up
1079 0.4729973 0.5270027 Up
1080 0.4574630 0.5425370 Up
1081 0.4892062 0.5107938 Up
1082 0.5022635 0.4977365 Down
1083 0.4753160 0.5246840 Up
1084 0.4942269 0.5057731 Up
1085 0.4900433 0.5099567 Up
1086 0.4661072 0.5338928 Up
1087 0.4812277 0.5187723 Up
1088 0.4625846 0.5374154 Up
1089 0.4738316 0.5261684 Up
1090 0.4597709 0.5402291 Up
1091 0.4589368 0.5410632 Up
1092 0.4860403 0.5139597 Up
1093 0.5022978 0.4977022 Down
1094 0.5015111 0.4984889 Down
1095 0.4973604 0.5026396 Up
1096 0.4742658 0.5257342 Up
1097 0.4758906 0.5241094 Up
1098 0.4759295 0.5240705 Up
1099 0.4647293 0.5352707 Up
1100 0.4792729 0.5207271 Up
1101 0.4819794 0.5180206 Up
1102 0.4613241 0.5386759 Up
1103 0.4831228 0.5168772 Up
1104 0.4890695 0.5109305 Up
1105 0.4609957 0.5390043 Up
1106 0.4682330 0.5317670 Up
1107 0.4714625 0.5285375 Up
1108 0.4663881 0.5336119 Up
1109 0.4779786 0.5220214 Up
1110 0.4738175 0.5261825 Up
1111 0.4722068 0.5277932 Up
1112 0.4779149 0.5220851 Up
1113 0.4777074 0.5222926 Up
1114 0.4798746 0.5201254 Up
1115 0.4846223 0.5153777 Up
1116 0.4761959 0.5238041 Up
1117 0.4660672 0.5339328 Up
1118 0.4687843 0.5312157 Up
1119 0.4534567 0.5465433 Up
1120 0.4547845 0.5452155 Up
1121 0.4647406 0.5352594 Up
1122 0.4871984 0.5128016 Up
1123 0.4835323 0.5164677 Up
1124 0.4573297 0.5426703 Up
1125 0.4706151 0.5293849 Up
1126 0.4909319 0.5090681 Up
1127 0.4711804 0.5288196 Up
1128 0.4702567 0.5297433 Up
1129 0.4968334 0.5031666 Up
1130 0.5050351 0.4949649 Down
1131 0.4841568 0.5158432 Up
1132 0.4747950 0.5252050 Up
1133 0.4761628 0.5238372 Up
1134 0.4758132 0.5241868 Up
1135 0.4624019 0.5375981 Up
1136 0.4787867 0.5212133 Up
1137 0.4900019 0.5099981 Up
1138 0.4659037 0.5340963 Up
1139 0.4758947 0.5241053 Up
1140 0.4716898 0.5283102 Up
1141 0.4702593 0.5297407 Up
1142 0.4810045 0.5189955 Up
1143 0.4875295 0.5124705 Up
1144 0.4657062 0.5342938 Up
1145 0.4676237 0.5323763 Up
1146 0.4850000 0.5150000 Up
1147 0.4829965 0.5170035 Up
1148 0.4590534 0.5409466 Up
1149 0.4540079 0.5459921 Up
1150 0.4615529 0.5384471 Up
1151 0.4804963 0.5195037 Up
1152 0.4775869 0.5224131 Up
1153 0.4818570 0.5181430 Up
1154 0.4711624 0.5288376 Up
1155 0.4712585 0.5287415 Up
1156 0.4552746 0.5447254 Up
1157 0.4682196 0.5317804 Up
1158 0.4694452 0.5305548 Up
1159 0.4703399 0.5296601 Up
1160 0.4740049 0.5259951 Up
1161 0.4665106 0.5334894 Up
1162 0.4567517 0.5432483 Up
1163 0.4701527 0.5298473 Up
1164 0.4631183 0.5368817 Up
1165 0.4771198 0.5228802 Up
1166 0.4736946 0.5263054 Up
1167 0.4864665 0.5135335 Up
1168 0.4898279 0.5101721 Up
1169 0.4665076 0.5334924 Up
1170 0.4925872 0.5074128 Up
1171 0.4998622 0.5001378 Up
1172 0.4668529 0.5331471 Up
1173 0.4821424 0.5178576 Up
1174 0.4821072 0.5178928 Up
1175 0.4572754 0.5427246 Up
1176 0.4605965 0.5394035 Up
1177 0.4683047 0.5316953 Up
1178 0.4868205 0.5131795 Up
1179 0.4744381 0.5255619 Up
1180 0.4539406 0.5460594 Up
1181 0.4519361 0.5480639 Up
1182 0.4724787 0.5275213 Up
1183 0.4762794 0.5237206 Up
1184 0.4714807 0.5285193 Up
1185 0.4707054 0.5292946 Up
1186 0.4721877 0.5278123 Up
1187 0.4887308 0.5112692 Up
1188 0.4872429 0.5127571 Up
1189 0.4684139 0.5315861 Up
1190 0.4529175 0.5470825 Up
1191 0.4451038 0.5548962 Up
1192 0.4628334 0.5371666 Up
1193 0.4736782 0.5263218 Up
1194 0.4633125 0.5366875 Up
1195 0.4625691 0.5374309 Up
1196 0.4583897 0.5416103 Up
1197 0.4650229 0.5349771 Up
1198 0.4854268 0.5145732 Up
1199 0.4898011 0.5101989 Up
1200 0.4579164 0.5420836 Up
1201 0.4954003 0.5045997 Up
1202 0.4774724 0.5225276 Up
1203 0.4719241 0.5280759 Up
1204 0.5071210 0.4928790 Down
1205 0.5037563 0.4962437 Down
1206 0.4609271 0.5390729 Up
1207 0.4506858 0.5493142 Up
1208 0.4990310 0.5009690 Up
1209 0.5221444 0.4778556 Down
1210 0.4755354 0.5244646 Up
1211 0.4864783 0.5135217 Up
1212 0.4964508 0.5035492 Up
1213 0.4765731 0.5234269 Up
1214 0.4745045 0.5254955 Up
1215 0.4671156 0.5328844 Up
1216 0.4703843 0.5296157 Up
1217 0.4887795 0.5112205 Up
1218 0.4903680 0.5096320 Up
1219 0.4729509 0.5270491 Up
1220 0.4630093 0.5369907 Up
1221 0.4703202 0.5296798 Up
1222 0.4909410 0.5090590 Up
1223 0.4953210 0.5046790 Up
1224 0.4865672 0.5134328 Up
1225 0.4877642 0.5122358 Up
1226 0.4842384 0.5157616 Up
1227 0.4788439 0.5211561 Up
1228 0.4589818 0.5410182 Up
1229 0.4660365 0.5339635 Up
1230 0.4598203 0.5401797 Up
1231 0.4896300 0.5103700 Up
1232 0.4945187 0.5054813 Up
1233 0.4666238 0.5333762 Up
1234 0.4704217 0.5295783 Up
1235 0.4633786 0.5366214 Up
1236 0.4645079 0.5354921 Up
1237 0.4742102 0.5257898 Up
1238 0.4755079 0.5244921 Up
1239 0.4817527 0.5182473 Up
1240 0.4865249 0.5134751 Up
1241 0.4736458 0.5263542 Up
1242 0.4640764 0.5359236 Up
1243 0.4581946 0.5418054 Up
1244 0.4658855 0.5341145 Up
1245 0.4746714 0.5253286 Up
1246 0.4814533 0.5185467 Up
1247 0.4769978 0.5230022 Up
1248 0.4554885 0.5445115 Up
1249 0.4683755 0.5316245 Up
1250 0.4667390 0.5332610 UpCaution! 이차판별분석에서 함수 predict()는 예측 클래스와 각 클래스에 대한 사후확률 예측값만 출력한다.
# 오분류표
pacman::p_load("DescTools")
# 도수분포표
smarket.ctbl2 <- table(smarket$Direction, # 실제 클래스
pred2.smarket$class) # 예측 클래스
smarket.ctbl2
Down Up
Down 109 493
Up 94 554Desc(smarket.ctbl2, # 도수분포표
digits = 4)--------------------------------------------------------------------
smarket.ctbl2 (table)
Summary:
n: 1'250, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 2.7148, df = 1, p-value = 0.09942
Fisher's exact test p-value = 0.09145
McNemar's chi-squared = 269.85, df = 1, p-value < 2.2e-16
estimate lwr.ci upr.ci'
odds ratio 1.303 0.964 1.761
rel. risk (col1) 1.248 0.970 1.607
rel. risk (col2) 0.958 0.912 1.006
Contingency Coeff. 0.049
Cramer's V 0.049
Kendall Tau-b 0.049
Down Up Sum
Down freq 109 493 602
perc 8.7200% 39.4400% 48.1600%
p.row 18.1063% 81.8937% .
p.col 53.6946% 47.0869% .
Up freq 94 554 648
perc 7.5200% 44.3200% 51.8400%
p.row 14.5062% 85.4938% .
p.col 46.3054% 52.9131% .
Sum freq 203 1'047 1'250
perc 16.2400% 83.7600% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
Result! 원래 “Down”에 속하는 602개의 개체 중 109개(109/602=18.1%)는 제대로 분류되었으나 493개(493/602=81.9%)는 잘못 분류되었다. 또한, 원래 “Up”에 속하는 648개의 개체 중 554개(554/648=85.5%)는 제대로 분류되었으나 94개(94/648=14.5%)는 잘못 분류되었다. 유도된 이차판별함수에 대한 오류율은 (493+94)/1250=47%이며, 정확도는 (109+554)/1250=53%이다.
Caution! Package "klaR"에서 제공하는 함수 partimat()을 통해 판별분석의 분류 영역을 각 예측변수의 쌍에 대하여 표현할 수 있다.
# 그래프적 표현
pacman::p_load("klaR")
smarket$Direction <- as.factor(smarket$Direction)
# 선형판별함수
partimat(Direction ~ Lag1 + Lag2,
data = smarket,
method = "lda")
# 이차판별함수
partimat(Direction ~ Lag1 + Lag2,
data = smarket,
method = "qda")
6. 오분류율 계산
# 1. 재대입에 의한 오분류율 계산
pacman::p_load("MASS")
smarket.lda <- lda(Direction ~ Lag1 + Lag2, # formula : 반응변수(클래스) ~ 예측변수
# prior = c(1/2, 1/2), # 사전확률
data = smarket)
## 예측
pred <- predict(smarket.lda, # 함수 lda로부터 출력된 객체
smarket) # 판별함수를 유도하는 데 사용했던 데이터
## 오분류율 계산
## 함수 table()
ctbl <- table(smarket$Direction, # 실제 클래스
pred$class) # 예측 클래스
ctbl
Down Up
Down 114 488
Up 102 546## 함수 Desc()
pacman::p_load("DescTools")
Desc(ctbl, # 도수분포표
digits = 4)--------------------------------------------------------------------
ctbl (table)
Summary:
n: 1'250, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 2.0123, df = 1, p-value = 0.156
Fisher's exact test p-value = 0.1548
McNemar's chi-squared = 251.23, df = 1, p-value < 2.2e-16
estimate lwr.ci upr.ci'
odds ratio 1.250 0.932 1.677
rel. risk (col1) 1.203 0.944 1.534
rel. risk (col2) 0.962 0.914 1.012
Contingency Coeff. 0.042
Cramer's V 0.042
Kendall Tau-b 0.042
Down Up Sum
Down freq 114 488 602
perc 9.1200% 39.0400% 48.1600%
p.row 18.9369% 81.0631% .
p.col 52.7778% 47.1954% .
Up freq 102 546 648
perc 8.1600% 43.6800% 51.8400%
p.row 15.7407% 84.2593% .
p.col 47.2222% 52.8046% .
Sum freq 216 1'034 1'250
perc 17.2800% 82.7200% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
## 함수 confusionMatrix()
pacman::p_load("caret")
confusionMatrix(pred$class, # 예측 클래스
smarket$Direction) # 실제 클래스Confusion Matrix and Statistics
Reference
Prediction Down Up
Down 114 102
Up 488 546
Accuracy : 0.528
95% CI : (0.4999, 0.556)
No Information Rate : 0.5184
P-Value [Acc > NIR] : 0.2576
Kappa : 0.0327
Mcnemar's Test P-Value : <2e-16
Sensitivity : 0.1894
Specificity : 0.8426
Pos Pred Value : 0.5278
Neg Pred Value : 0.5280
Prevalence : 0.4816
Detection Rate : 0.0912
Detection Prevalence : 0.1728
Balanced Accuracy : 0.5160
'Positive' Class : Down
pacman::p_load("MASS")
smarket.lda <- lda(Direction ~ Lag1 + Lag2,
data = trd)
## 예측
pred <- predict(smarket.lda, # 함수 lda로부터 출력된 객체
ted) # 새로운 데이터
## 오분류율 계산
## 함수 table()
ctbl <- table(ted$Direction, # 실제 클래스
pred$class) # 예측 클래스
ctbl
Down Up
Down 39 141
Up 46 148## 함수 Desc()
pacman::p_load("DescTools")
Desc(ctbl, # 도수분포표
digits = 4)--------------------------------------------------------------------
ctbl (table)
Summary:
n: 374, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 0.12109, df = 1, p-value = 0.7279
Fisher's exact test p-value = 0.7113
McNemar's chi-squared = 47.251, df = 1, p-value = 6.244e-12
estimate lwr.ci upr.ci'
odds ratio 0.890 0.548 1.445
rel. risk (col1) 0.914 0.628 1.330
rel. risk (col2) 1.027 0.920 1.146
Contingency Coeff. 0.024
Cramer's V 0.024
Kendall Tau-b -0.024
Down Up Sum
Down freq 39 141 180
perc 10.4278% 37.7005% 48.1283%
p.row 21.6667% 78.3333% .
p.col 45.8824% 48.7889% .
Up freq 46 148 194
perc 12.2995% 39.5722% 51.8717%
p.row 23.7113% 76.2887% .
p.col 54.1176% 51.2111% .
Sum freq 85 289 374
perc 22.7273% 77.2727% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
## 함수 confusionMatrix()
pacman::p_load("caret")
confusionMatrix(pred$class, # 예측 클래스
ted$Direction) # 실제 클래스Confusion Matrix and Statistics
Reference
Prediction Down Up
Down 39 46
Up 141 148
Accuracy : 0.5
95% CI : (0.4482, 0.5518)
No Information Rate : 0.5187
P-Value [Acc > NIR] : 0.7812
Kappa : -0.0208
Mcnemar's Test P-Value : 6.244e-12
Sensitivity : 0.2167
Specificity : 0.7629
Pos Pred Value : 0.4588
Neg Pred Value : 0.5121
Prevalence : 0.4813
Detection Rate : 0.1043
Detection Prevalence : 0.2273
Balanced Accuracy : 0.4898
'Positive' Class : Down
# 3. 교차타당성에 의한 오분류율 계산
pacman::p_load("MASS")
smarket.lda <- lda(Direction ~ Lag1 + Lag2,
data = smarket,
CV = TRUE)## 오분류율 계산
## 함수 table()
ctbl <- table(smarket$Direction, # 실제 클래스
smarket.lda$class) # 예측 클래스
ctbl
Down Up
Down 109 493
Up 109 539## 함수 Desc()
pacman::p_load("DescTools")
Desc(ctbl, # 도수분포표
digits = 4)--------------------------------------------------------------------
ctbl (table)
Summary:
n: 1'250, rows: 2, columns: 2
Pearson's Chi-squared test (cont. adj):
X-squared = 0.27437, df = 1, p-value = 0.6004
Fisher's exact test p-value = 0.5518
McNemar's chi-squared = 243.67, df = 1, p-value < 2.2e-16
estimate lwr.ci upr.ci'
odds ratio 1.093 0.816 1.464
rel. risk (col1) 1.076 0.846 1.370
rel. risk (col2) 0.985 0.936 1.036
Contingency Coeff. 0.017
Cramer's V 0.017
Kendall Tau-b 0.017
Down Up Sum
Down freq 109 493 602
perc 8.7200% 39.4400% 48.1600%
p.row 18.1063% 81.8937% .
p.col 50.0000% 47.7713% .
Up freq 109 539 648
perc 8.7200% 43.1200% 51.8400%
p.row 16.8210% 83.1790% .
p.col 50.0000% 52.2287% .
Sum freq 218 1'032 1'250
perc 17.4400% 82.5600% 100.0000%
p.row . . .
p.col . . .
----------
' 95% conf. level
## 함수 confusionMatrix()
pacman::p_load("caret")
confusionMatrix(smarket.lda$class, # 예측 클래스
smarket$Direction) # 실제 클래스Confusion Matrix and Statistics
Reference
Prediction Down Up
Down 109 109
Up 493 539
Accuracy : 0.5184
95% CI : (0.4903, 0.5464)
No Information Rate : 0.5184
P-Value [Acc > NIR] : 0.5114
Kappa : 0.0132
Mcnemar's Test P-Value : <2e-16
Sensitivity : 0.1811
Specificity : 0.8318
Pos Pred Value : 0.5000
Neg Pred Value : 0.5223
Prevalence : 0.4816
Detection Rate : 0.0872
Detection Prevalence : 0.1744
Balanced Accuracy : 0.5064
'Positive' Class : Down