R에 들어가기에 앞서..
R 소프트웨어는 통계 처리를 목적으로 만들어진 오픈 소스 프로그램이다. 기존의 상용화된 통계 프로그램인 ‘S’ 보다 가격면 뿐만 아닌 성능면에서 능가하는 프로그램이 되길 기원하는 마음으로 알파벳 순서가 한글자 앞인 ’R’이라고 명명했다. R을 사용하기에 앞서 R core와 R studio가 설치되어야한다.
R studio는 보다 편하게 R를 쓸 수 있게 해주는 GUI 프로그램이다.
문법
기본 문법
RStudio 프로그램을 이용하여 R의 기본적인 문법과 데이터의 유형을 학습한다. R에서는 콘솔(console)에도 명령어를 입력하여 실행할 수 있지만 가능하면 스크립트 (script)를 이용하여 명령어를 실행하고 저장하는 것이 좋다. 여기서는 RStudio에서 제공하는 스크립트를 기준으로 설명한다.
#
주석(comment)의 기능으로 프로그램 전반적인 내용, 명령어의 내용 등이 무엇을 의미하는지 알 수 있도록 사용자가 설명을 달아주는 기능이다. # 뒤에 있는 한 줄이 주석으로 처리되며 R에서 지정된 문법을 검사하지 않는다. 단 한 줄만 주석으로 처리되므로 다른 줄도 하고 싶으면 해당 줄 앞에 #를 써 주어야 한다.
;
세미콜론은 하나의 명령어가 끝났음을 알려주는 기능이다. 하지만 한 줄에 하나의 명령밖에 없으면 세미콜론을 해 주지 않아도 명령어가 끝났음을 인식한다.
Enter
다음 줄로 이동할 때 사용한다.
Ctrl + Enter
R의 명령어를 실행하는 기능이다. 명령어가 한 줄인 경우는 마우스의 위치는 해당 줄의 아무 곳에 있어도 상관이 없다. 명령어가 두 줄 이상인 경우에는 반드시 해당 명령어가 있는 곳을 블록잡고 실행시켜야 한다.
Shift + Enter
함수를 사용할 때에 함수에 들어가는 값을 argument라고 한다. 함수 안에 들어가는 argument가 많아지면 하나의 명령어가 길게 표현된다. 그러면 명령어를 이해하는 데에 불편함이 있다. Shift + Enter를 하면 동일한 위치에 다른 argument를 올 수 있도록 해 준다.
대소문자
R은 대소문자를 구별한다. 이것은 “case sensitive하다” 라고 표현한다. 소문자 x와 대문자 X는 전혀 다른 것을 의미하기 때문에 주의하기 바란다.
산술연산자 (+, -, *, /, …)
기호 | 의미 |
---|---|
+ | 더하기 |
- | 빼기 |
* | 곱하기 |
/ | 나누기 |
** | 거듭제곱 |
^ | 거듭제곱 |
%/% | 몫 |
%% | 나머지 |
- 비교 연산자(Relational Operator)
연산자 | 설명 | 입력내용 | 결과 내용 |
---|---|---|---|
> | 크다 | 3 > 4 | FALSE |
>= | 크거나 같다 | 3 >= 4 | TRUE |
< | 작다 | 3 < 4 | TRUE |
<= | 작거나 같다 | 3 <= 4 | TRUE |
== | 같다 | 3 == 4 | FALSE |
!= | 같지 않다 | 3 != 4 | TRUE |
! | 아니다 | !(3 == 4) | TRUE |
- 할당 연산자(allocation operator)
연산자 | 설명 | 입력내용 | |
---|---|---|---|
<- | 오른쪽의 값을 왼쪽의 이름에 저장함 | x <- 3 | |
= | ’’ | y = 4 | |
-> | 왼쪽의 값을 오른쪽의 이름에 저장함 | 5 -> z |
- 논리 연산자(logical operator)
연산자 | 설명 | 입력내용 | 결과 내용 |
---|---|---|---|
& 또는 && | AND | (조건1) & (조건2) | |
| 또는 || | OR | (조건1) | (조건2) | |
! | NOT | !(조건) |
- 수학함수 (sin, cos, tan, …), 지수/로그(^, log, log10) 등등 숫자형 변수간의 수학연산이 가능하다
함수명 | 설명 | 입력내용 | 결과 내용 |
---|---|---|---|
abs() | 절대값 | abs(-3) | 3 |
sqrt() | 제곱근 | sqrt(16) | 4 |
pi | 원주율 | pi | 3.141593 |
sign() | 부호 | sign(-3) | -1 |
round() | 반올림 | round(2.345, digits=2) | 2.35 |
ceiling() | 무조건 올림 | ceiling(2.3) | 3 |
floor() | 무조건 내림 | floor(2.7) | 2 |
exp() | 지수 | exp(10) | 22026.47 |
log() | 자연로그 | log(10) | 2.302585 |
log10() | 사용로그 | log10(10) | 1 |
log2() | 로그(2) | log2(10) | 3.321928 |
logb() | 일반화 로그 | logb(10, base=3) | 2.095903 |
factorial() | 계승 | factorial(4) | 24 |
choose() | 조합 | choose(4, 2) | 6 |
prod() | 곱 | prod(1:4) | 24 |
sin() | 사인(sine) | sin(0.5) | 0.4794255 |
cos() | 코사인(cosine) | cos(0.5) | 0.8775826 |
tan() | 탄젠트(tangent) | tan(0.5) | 0.5463025 |
데이터 유형
- 수치형(numeric): 숫자로 되어 있으며, 정수형(integer)과 실수형(double)이 있다.
- 문자형(character): 하나의 문자 또는 문자열로 되어 있으며, “” 또는 ’’로 묶여 있다.
- 논리형(logical): 참과 거짓의 논리값으로 TRUE(or T)이나 FALSE(or F)를 가진다.
- 복소수형(complex): 실수와 허수로 이루어진 복소수이다
- NULL: 객체(object)로서 존재하지 않는 객체로 지정할 때 사용함.
- NA: Not Available의 약자로 결측치(missing value)를 의미함
- NaN: Not available Number의 약자로 수학적으로 계산이 불가능한 수를 의미한다. 예를 들면 sqrt(-3)로 음수에 대한 제곱근은 구할 수 없다.
- Inf: Infinite의 양자로 양의 무한대이다.
- -Inf: 음의 무한대이다.
- 데이터의 유형을 알려주는 함수: mode() 혹은 is.~ 함수
x1 = 3; x2 = "NIER"; x3 = FALSE; x4 = 3-2i
mode(x1); mode(x2); mode(x3); mode(x4)
## [1] "numeric"
## [1] "character"
## [1] "logical"
## [1] "complex"
함수명 | 설명 | 입력내용 | 결과 내용 |
---|---|---|---|
is.numeric() | 수치형 여부 | is.numeric(데이터) | TRUE or FALSE |
is.integer() | 정수형 여부 | is.integer(데이터) | TRUE or FALSE |
is.double() | 실수형 여부 | is.double(데이터) | TRUE or FALSE |
is.character() | 문자형 여부 | is.character(데이터) | TRUE or FALSE |
is.logical() | 논리형 여부 | is.logical(데이터) | TRUE or FALSE |
is.complex() | 복소수형 여부 | is.complex(데이터) | TRUE or FALSE |
is.null() | NULL 여부 | is.null(데이터) | TRUE or FALSE |
is.na() | NA 여부 | is.na(데이터) | TRUE or FALSE |
is.finite() | 유한 수치 여부 | is.finite(데이터) TRUE or FALSE | |
is.infinite() | 무한 수치 여부 | is.infinite(데이터) | TRUE or FALSE |
- 데이터의 유형의 우선순위: 문자형(character) > 복소수형(complex) > 수치형(numeric) > 논리형(logical)
x2 = c(x1, x2, x3, x4)
x2
## [1] "3" "NIER" "FALSE" "3-2i"
- 데이터의 유형을 강제적으로 변경하는 함수
함수명 | 설명 | 입력내용 | 결과 내용 |
---|---|---|---|
as.numeric() | 수치형으로 변환 | as.numeric(데이터) | 변환되거나 NA |
as.integer() | 정수형으로 변환 | as.integer(데이터) | 변환되거나 NA |
as.double() | 실수형으로 변환 | as.double(데이터) | 변환되거나 NA |
as.character() | 문자형으로 변환 | as.character(데이터) | 변환되거나 NA |
as.logical() | 논리형으로 변환 | as.logical(데이터) | 변환되거나 NA |
as.complex() | 복소수형으로 변환 | as.complex(데이터) | 변환되거나 NA |
데이터 형태
벡터(vector): 스칼라의 확장으로 한 개 이상의 데이터를 갖는다
벡터의 생성
- c() : combine 또는 concatenate. 기본적으로는 스칼라가 들어가며, 스칼라와 스칼라 사이는 콤마로 구분한다. 또한 벡터도 들어갈 수 있다
v1 = c(3, 10, 12)
v2 = c("Kim", "Lee", "Park")
v3 = c(TRUE, FALSE, FALSE, FALSE)
v4 = c(v1, v2, v3)
v1; v2; v3; v4
## [1] 3 10 12
## [1] "Kim" "Lee" "Park"
## [1] TRUE FALSE FALSE FALSE
## [1] "3" "10" "12" "Kim" "Lee" "Park" "TRUE" "FALSE" "FALSE"
## [10] "FALSE"
- : : 수치형에만 적용되며, 1씩 증가되거나 1씩 감소되는 규칙이 있는 벡터를 생성. start:end 구조로 사용하며, start, end는 숫자이고, start > end이면 1씩 감소되고, start < end이면 1씩 증가되며, start=end 이면 start 또는 end가 된다. 시작은 무조건 start에서 시작해서 end를 넘지 않는다
(v1 = 1:5)
## [1] 1 2 3 4 5
(v2 = 5:1)
## [1] 5 4 3 2 1
(v3 = -3.3:5)
## [1] -3.3 -2.3 -1.3 -0.3 0.7 1.7 2.7 3.7 4.7
(v4 = 5:-3.3)
## [1] 5 4 3 2 1 0 -1 -2 -3
- seq() : sequence의 약자, 1 이외의 증감이 되는 규칙 있는 수치형 벡터를 생성
argument | 설명 |
---|---|
from | 시작값 |
to | 끝값 |
by | 얼마씩 증가 또는 감소시킬지를 정하는 단계값. 단, 감소시킬 경우에는 부호가 음수이어야 한다. 그렇지 않으면 에러(error)가 발생. |
(v1 = seq(from = 1, to = 5, by = 1))
## [1] 1 2 3 4 5
(v2 = seq(from = 1, to = 5, by = 0.5))
## [1] 1.0 1.5 2.0 2.5 3.0 3.5 4.0 4.5 5.0
(v3 = seq(from = 5, to = 1, by = -0.5))
## [1] 5.0 4.5 4.0 3.5 3.0 2.5 2.0 1.5 1.0
(v4 = seq(5, 1, -0.5))
## [1] 5.0 4.5 4.0 3.5 3.0 2.5 2.0 1.5 1.0
벡터의 속성
- 데이터의 유형: mode(), is.numeric(), is.character(), is.logical(),
mode(v1)
## [1] "numeric"
is.character(v1)
## [1] FALSE
is.numeric(v1)
## [1] TRUE
- 데이터의 이름: names(벡터)
names(v1) = c("A", "B", "C", "D", "E")
v1
## A B C D E
## 1 2 3 4 5
- 데이터의 추출: 대괄호([])를 사용. 양의 정수는 색인(index)으로 벡터가 가지는 데이터의 위치를 의미
weight = c(57, 81, 65, 49, 72)
weight[1]
## [1] 57
weight[2]
## [1] 81
weight[2:4]
## [1] 81 65 49
weight[c(1, 4, 5)]
## [1] 57 49 72
weight[-c(1, 4, 5)]
## [1] 81 65
벡터의 연산
- 벡터의 길이가 동일한 경우: 연산에 사용되는 벡터들의 길이가 동일한 경우로서 벡터들 간의 사칙연산을 할 수 있고, 최종적인 결과는 벡터가 된다. 벡터들 간의 연산이 될 때에는 각 벡터에 있는 동일한 위치의 값들 간이 연산이 된다. 예를 들어, 수치형 벡터인 v1과 v2가 있고 v1 + v2의 연산을 하면, v1[1] + v2[1]의 연산이 된다.
v1 = 1:3
v2 = 4:6
v1 + v2
## [1] 5 7 9
v1 - v2
## [1] -3 -3 -3
v1 * v2
## [1] 4 10 18
v1 / v2
## [1] 0.25 0.40 0.50
v1 ** v2
## [1] 1 32 729
- 벡터의 길이가 동일하지 않은 경우: 연산과정에서 데이터의 개수가 적은 쪽의 벡터는 데이터 개수가 많은 쪽의 벡터와 동일하게 데이터의 개수를 맞춘다.
v1 = 1:3
v2 = 1:6
v1 + v2
## [1] 2 4 6 5 7 9
v2 = 1:10
v1 + v2
## Warning in v1 + v2: 두 객체의 길이가 서로 배수관계에 있지 않습니다
## [1] 2 4 6 5 7 9 8 10 12 11
요인(factor)
- 데이터를 질적 자료(또는 범주형 자료)로 변환. 질적자료로 변경되면 집단별로 통계분석을 할 수 있다. factor() 함수를 사용하며, 그 사용 방법은 다음과 같다
argument | 설명 |
---|---|
x | 벡터를 지정한다. |
levels | 그룹으로 지정할 문자형 벡터를 지정하며, levels를 쓰지 않으면 오름차순으로 구분하여 자체적으로 그룹을 지정한다. |
labels | levels에 대한 문자형 벡터를 지정한다. |
ordered | levels에 대해 특정한 순서를 정하고 싶으면 TRUE를 지정한다. |
bt = c("A", "O", "A", "AB", "O", "B")
bt
## [1] "A" "O" "A" "AB" "O" "B"
bt_factor = factor(bt)
bt_factor
## [1] A O A AB O B
## Levels: A AB B O
levels(bt_factor)
## [1] "A" "AB" "B" "O"
levels(bt_factor) = c("A형", "AB형", "B형", "O형")
bt_factor
## [1] A형 O형 A형 AB형 O형 B형
## Levels: A형 AB형 B형 O형
리스트
- 주로 통계분석의 결과를 저장할 때 사용하는 데이터 형태이며, 리스트의 원소로 스칼라, 벡터, 행렬, 배열, 데이터 프레임, 요인 그리고 리스트 자신을 가질 수 있다.
s1 = 10
v1 = 1:10
m1 = matrix(1:4, nrow = 2, ncol = 2)
a1 = array(1:8, dim = c(2, 2, 2))
df1 = data.frame(id = 1:3, age = c(20, 30, 40))
f1 = factor(c("A", "O", "A", "AB", "O", "B"))
result = list(s1, v1, m1, a1, df1, f1)
result
## [[1]]
## [1] 10
##
## [[2]]
## [1] 1 2 3 4 5 6 7 8 9 10
##
## [[3]]
## [,1] [,2]
## [1,] 1 3
## [2,] 2 4
##
## [[4]]
## , , 1
##
## [,1] [,2]
## [1,] 1 3
## [2,] 2 4
##
## , , 2
##
## [,1] [,2]
## [1,] 5 7
## [2,] 6 8
##
##
## [[5]]
## id age
## 1 1 20
## 2 2 30
## 3 3 40
##
## [[6]]
## [1] A O A AB O B
## Levels: A AB B O
- 리스트(list)의 원소를 추출하는 방법
- 대괄호([index]) 하나를 쓰는 것: 대괄호를 하나를 쓰면 최종적인 결과가 리스트가 되며,
- 대괄호를 두 개([[index]]: 대괄호를 두 개를 쓰면 최종적인 결과가 해당 원소의 데이터 형태가 된다
result[2]
## [[1]]
## [1] 1 2 3 4 5 6 7 8 9 10
result[[2]]
## [1] 1 2 3 4 5 6 7 8 9 10
- 데이터 프레임(Data Frame)
- 데이터 프레임은 R에서 가장 중요한 자료형이다. 데이터 프레임은 행렬과 마찬가지의 모습을 하고 있지만 행렬과 달리 다양한 변수, 관측치(observations), 범주 등을 표현하기 위해 특화되어있다.
data.frame() 사용
dat = data.frame ( x = c (1 , 2 , 3 , 4 , 5) , y = c (2 , 4 , 6 , 8 , 10) )
dat
## x y
## 1 1 2
## 2 2 4
## 3 3 6
## 4 4 8
## 5 5 10
dat = data.frame ( x = c (1 , 2 , 3 , 4 , 5) ,
y = c (2 , 4 , 6 , 8 , 10) ,
z = c ('M', 'F', 'M', 'F', 'M') ) # Factor 형태의 z 열이 추가된 예
dat
## x y z
## 1 1 2 M
## 2 2 4 F
## 3 3 6 M
## 4 4 8 F
## 5 5 10 M
dat$v = c (3 , 6 , 9 , 12 , 15)
dat
## x y z v
## 1 1 2 M 3
## 2 2 4 F 6
## 3 3 6 M 9
## 4 4 8 F 12
## 5 5 10 M 15
데이터 프레임 접근
- 데이터 프레임의 각 열은 ’$변수명’으로 접근할 수 있으며, 행이나 열의 인덱스를 사용해서도 데이터에 접근할 수 있다.
dat$x
## [1] 1 2 3 4 5
dat$y
## [1] 2 4 6 8 10
dat$z
## [1] "M" "F" "M" "F" "M"
dat$v
## [1] 3 6 9 12 15
dat[1,2]
## [1] 2
dat[c(1,3),2]
## [1] 2 6
dat[-1,-c(2,3)] # 벡터로 인덱스를 지정하거나, 또는 제외할 행 또는 열을 - 로 표시할 수 있다.
## x v
## 2 2 6
## 3 3 9
## 4 4 12
## 5 5 15
dat[,c("x","y")] # 또는 컬럼명을 지정할 수도 있다.
## x y
## 1 1 2
## 2 2 4
## 3 3 6
## 4 4 8
## 5 5 10
- str()과 head()를 사용하여 간략하게 살펴볼 수 있다.
- str() 함수는 R 객체의 내부 구조 (데이터 유형)를 보는데 사용
- head() 함수는 R 객체의 상부 일부분을 보여줌
- tail() 함수는 R 객체의 하부 일부분을 보여줌
str(dat)
## 'data.frame': 5 obs. of 4 variables:
## $ x: num 1 2 3 4 5
## $ y: num 2 4 6 8 10
## $ z: chr "M" "F" "M" "F" ...
## $ v: num 3 6 9 12 15
head(dat)
## x y z v
## 1 1 2 M 3
## 2 2 4 F 6
## 3 3 6 M 9
## 4 4 8 F 12
## 5 5 10 M 15
head(dat, n = 3)
## x y z v
## 1 1 2 M 3
## 2 2 4 F 6
## 3 3 6 M 9
tail(dat)
## x y z v
## 1 1 2 M 3
## 2 2 4 F 6
## 3 3 6 M 9
## 4 4 8 F 12
## 5 5 10 M 15
tail(dat, n = 3)
## x y z v
## 3 3 6 M 9
## 4 4 8 F 12
## 5 5 10 M 15
- 데이터 프레임의 행 이름, 열 이름은 각각 rownames(), colnames() 함수로 지정할 수 있다.
- head(데이터명), tail(데이터명)
rownames(dat)
## [1] "1" "2" "3" "4" "5"
rownames(dat) = c("a", "b", "c", "d", "e")
colnames(dat)
## [1] "x" "y" "z" "v"
colnames(dat) = c("ab", "bc", "cd", "da")
- 주어진 값이 벡터에 존재하는지를 판별하는 %in% 연산자를 이용하면 특정 열만 선택하는 작업을 보다 손쉽게 할 수 있다. 예를들어 다음과 같이 a, b, c 열이 있는 데이터 프레임에서 b, c 열만 선택하는 경우를 보자.
dat[,colnames(dat) %in% c("ab")]
## [1] 1 2 3 4 5
- 반대로 ! 연산자를 사용해 특정 값들만 제외해서 열을 선택할 수도 있다.
dat[,!colnames(dat) %in% c("ab")]
## bc cd da
## a 2 M 3
## b 4 F 6
## c 6 M 9
## d 8 F 12
## e 10 M 15
- grep: 변수명 중에서 특정 문자로 시작하거나 끝나거나 포함하고 있는 것을 추출할 때
argument | 설명 |
---|---|
pattern | 특정한 문자로 시작하거나 끝나거나 포함하고 있는지를 문자형으로 표현한다. a로 시작하는 것은 “^a”, a로 끝나는 것은 “a$”, a를 포함하는 것은 “a”로 지정한다.x 문자형 벡터를 지정한다. |
value | 논리형으로 TRUE으로 pattern를 만족하는 벡터의 값을 반환하고,FALSE를 지정하면 pattern를 만족하는 벡터의 위치(index)를 반환한다. |
grep("a", colnames(dat), value = TRUE) # 헤더이름 중 O가 들어가는 이름
## [1] "ab" "da"
grep("a", colnames(dat), value = FALSE) # 헤더이름 중 O가 들어가는 순서
## [1] 1 4
dat[, grep("a", colnames(dat), value = TRUE)] # 헤더이름 중 O가 들어가는 이름 중 10열까지 출력
## ab da
## a 1 3
## b 2 6
## c 3 9
## d 4 12
## e 5 15
- substr: 문자 중에서 일부를 추출. 엑셀의 mid 함수와 동일
argument | 설명 |
---|---|
x | 문자형 벡터를 지정한다. |
start | 추출할 문자의 첫 번째 위치를 정수형으로 지정. |
stop | 추출한 문자의 마지막 위치를 정수형으로 지정. |
substr(colnames(dat), start = 1, stop = 1) # 변수명 중에서 처음 두 개의 문자를 추출
## [1] "a" "b" "c" "d"
substr(colnames(dat), 1, 1) # 변수명 중에서 처음 두 개의 문자를 추출
## [1] "a" "b" "c" "d"
dat[, substr(colnames(dat), start = 1, stop = 1) == "b"] # 변수명 중에서 처음 1개의 문자를 추출한 것이 “a”와같은 열을 추출
## [1] 2 4 6 8 10
원하는 케이스의 행 추출
엑셀의 필터링 기능
- dat 데이터에서 배출원 셩별을 나타내는 ‘cd’ 변수가 있다. 각각을 추출하여 ‘male’, ’female’이라는 데이터셋으로 할당
male = dat[dat$cd == "M" , ]
female = dat[dat$cd == "F" , ]
- factor를 이용하면 그룹에 따른 boxplot을 그릴 수 있다.
boxplot(dat$ab ~ dat$cd) #factor를 이용한 boxplot
* 이와 마찬가지로 원하는 조건에 따라 추출 가능
dat[dat$ab >= 5, ] # Organic이 5 ug m-3 이상인 자료
dat[(dat$cd == 'u') & (dat$bc >= 4), ] # Organic이 5 ug m-3 이상이고 풍상지역인 자료
dat[(dat$cd == 'u') | (dat$bc >= 4), ] # Organic이 5 ug m-3 이상이거나 풍상지역인 자료
dat[(dat$cd == 'u') | (dat$bc >= 4), 2:3] # Organic이 5 ug m-3 이상이거나 풍상지역인 자료 중 2번째, 3번째 컬럼
dat[(dat$cd == 'u') | (dat$bc >= 4), c("ab", "da")] # Organic이 5 ug m-3 이상이거나 풍상지역인 자료 중 "ORG", "SO4" 컬럼
조건, 반복문
R의 기본적인 제어문, 연산, 함수는 기본적으로 다른 언어와 유사하지만 저장된 데이터를 한번에 다루는 벡터연산을 수행한다는 점이 차별화임
if: if (조건) 참일 때 표현
x = 5
if (x > 0) "Positive number"
## [1] "Positive number"
if else: if(조건) 참일 때 표현 else 거짓일 때 표현
x = - 5
if (x > 0) "Positive number" else "Negative number"
## [1] "Negative number"
- 더 단순하게 아래 처럼 ifelse 함수로 표현도 가능함.
x = - 5
ifelse (x > 0, "Positive number", "Negative number")
## [1] "Negative number"
- 표현이 한 줄로 정리되지 않을 시, 아래와 같이 중괄호 { }에 묶어서 사용할 수 있음.
x = - 5
if (x > 0){
"Positive number"
} else {
"Negative number"
}
## [1] "Negative number"
- 조건이 두개 이상일 시는 else if 함수로 추가 가능함.
x = 0
if (x > 0){
"Positive number"
} else if (x == 0) {
"zero"
} else {
"Negative number"
}
## [1] "zero"
2 반복문
for: for (반복할 변수명 in 반복할 내용) 표현
for (i in 1:5) print(1:i) # i를 1에서 5까지 반복하면서 1부터 1씩 증가하는 배열을 프린트 하라
## [1] 1
## [1] 1 2
## [1] 1 2 3
## [1] 1 2 3 4
## [1] 1 2 3 4 5
- 마찬가지로 중괄호를 이용하여 표현을 묶을 수 있다. 반복문의 경우, 조건문과 달리 print 혹은 cat 명령어를 쓰지 않으면 background에서 실행됨. 따라서 표출하고 싶다면 두 명령어를 사용해야함.
for (i in 1:5){
print(1:i) # i를 1에서 5까지 반복하면서 1부터 1씩 증가하는 배열을 프린트 하라
}
## [1] 1
## [1] 1 2
## [1] 1 2 3
## [1] 1 2 3 4
## [1] 1 2 3 4 5
for(n in c(2,5,10,20,50)){
x = stats::rnorm(n) # stats라는 패키지 안의 rnorm이라는 함수 사용 (Normal Distribution)
cat(n, ": ", sum(x^2), "\n", sep = "") # n, :, x 제곱의 합, 줄 바꿈, 구분자는 "")
}
## 2: 2.6096
## 5: 3.303663
## 10: 5.206361
## 20: 20.63691
## 50: 55.03925
f = factor(sample(letters[1:5], 10, replace = TRUE)) #letters (a부터 z까지) 중 처음 다섯글자를 대상으로 무작위 샘플링 10개를 해서 factor로 변환
for(i in unique(f)) print(i) # f 중 겹치지 않는 unique한 값만 하나씩 출력해라
## [1] "c"
## [1] "b"
## [1] "d"
## [1] "e"
while: while (조건) 표현
i = 0
while ( i < 10) {
print ( i )
i = i + 1
}
## [1] 0
## [1] 1
## [1] 2
## [1] 3
## [1] 4
## [1] 5
## [1] 6
## [1] 7
## [1] 8
## [1] 9
함수
function: ‘함수명 <- function(인자, 인자, ….) { 함수 본문 }’
fibo = function(n){
if ( n == 1 | n == 2){
x = n*2
} else {
x = n^2
}
return(x)
}
fibo(5)
## [1] 25
생초보 시작
기본 설정
R을 시작하게 되면, 처음으로 작업 디렉토리를 설정해줘야합니다. 먼저, D 드라이브에 ‘Rclass’라는 폴더를 만들어줍니다. 설정 방법은 ’setwd(“디렉토리”)’ 입니다.
setwd("./")
설정된 작업 디렉토리를 확인하는 방법은 ‘getwd()’ 입니다.
getwd()
## [1] "D:/HUFS/Workspace/Rclass/HUFS_202202"
위와 같이 “D:/Rclass/”가 작업 디렉토리로 설정된 것을 볼 수 있다.
외부 데이터 읽어오기
텍스트 데이터
- 텍스트 데이터는 데이터와 데이터를 구분하기 위해서 공백(blank), 콤마(comma), 탭(tab)와 같은 구분자(separator)를 사용한다. 텍스트 데이터를 R에서 읽어오기 위해서는 read.table() 함수를 사용하며, 그 사용 방법은 다음과 같다.
argument | 설명 |
---|---|
file | R에서 읽어올 외부 데이터가 있는 파일의 위치(경로)와 파일명(확장자 포함)을 문자형으로 지정한다. |
header | 논리형으로 TRUE를 지정하면 외부 데이터에 있는 변수명을 R 데이터에서도 동일하게 사용하며, FALSE를 지정하면 외부 데이터의 변수명을 사용하지 않고 R에서 자체적으로 변수명을 지정한다. 그 이름은 “V1”, “V2” 식으로 된다. |
sep | 구분자로 문자형 형태로 지정한다. 공백이면 ” “, 콤마이면”,“, 탭이면”\t” |
stringsAsFactors | 문자형 데이터를 요인(factor)으로 자동으로 변경할 지를 설정한다. FALSE를 지정하면 문자형 데이터를 요인으로 변경하지 않고 문자형으로 읽어들인다. |
na.strings | 데이터에 결측치가 있거나 결측치로 지정할 내용을 문자형으로 지정한다 |
nrow | 읽어들일 행의 갯수를 지정 |
skip | 읽지 않고 넘길 행의 갯수 |
fileEncoding | encoding 타입 윈도우는 WINDOWS-1252, 리눅스/맥은 UTF-8 |
- CSV 데이터
DAT = read.csv(file = “파일명”, header = TRUE)
엑셀 데이터
install.packages("readxl")
library(readxl)
argument | 설명 |
---|---|
path | R에서 읽어올 외부 데이터가 있는 파일의 위치(경로)와 파일명(확장자 포함)을 문자형으로 지정한다. |
sheet | 엑셀 파일의 있는 시트(sheet) 중에서 어떤 시트인지를 지정하는 것으로 시트명을 알고 있으면 문자형으로 지정하며, 시트의 위치(index)를 알면 수치형으로 지정하면 된다. |
col_names | 논리형으로 엑셀에 있는 변수명을 사용할 지를 의미한다. TRUE이면 엑셀에 있는 변수명을 사용한다 |
DAT = read_excel(path = “파일명”, sheet = “Sheet1”, col_names = TRUE)
DAT = read_excel(path = “파일명”, sheet = “Sheet1”, col_names = TRUE)
본 수업에서는 우리나라 GDP와 에너지 사용량 자료를 이용하여 실습해본다. csv 파일이기에 read.csv 명령어를 사용하여 불러온다.
- 본 수업에 사용되는 입력자료는 아래 링크에서 다운받을 수 있다. GDP.csv
dat = read.csv(file = "http://203.253.73.156/Rdata/GDP.csv", header = TRUE)#, fileEncoding = "WINDOWS-1252")
dat
## Year GDP Enegry
## 1 1970 2796.6 NA
## 2 1971 3438.0 NA
## 3 1972 4267.7 NA
## 4 1973 5527.3 NA
## 5 1974 7905.0 NA
## 6 1975 10543.6 NA
## 7 1976 14472.8 NA
## 8 1977 18608.1 NA
## 9 1978 25154.5 NA
## 10 1979 32402.3 NA
## 11 1980 39725.1 NA
## 12 1981 49669.8 NA
## 13 1982 57286.6 NA
## 14 1983 68080.1 NA
## 15 1984 78591.3 NA
## 16 1985 88129.7 NA
## 17 1986 102985.8 NA
## 18 1987 121697.8 NA
## 19 1988 145994.7 NA
## 20 1989 165801.8 NA
## 21 1990 200556.2 NA
## 22 1991 242481.1 NA
## 23 1992 277540.8 NA
## 24 1993 315181.3 NA
## 25 1994 372493.4 NA
## 26 1995 436988.8 NA
## 27 1996 490850.9 NA
## 28 1997 542001.8 181.1
## 29 1998 537215.3 166.3
## 30 1999 591453.0 181.7
## 31 2000 651634.4 193.2
## 32 2001 707021.3 198.9
## 33 2002 784741.3 209.3
## 34 2003 837365.0 215.8
## 35 2004 908439.2 220.8
## 36 2005 957447.8 229.7
## 37 2006 1005601.5 234.1
## 38 2007 1089660.2 236.5
## 39 2008 1154216.5 241.0
## 40 2009 1205347.7 243.5
## 41 2010 1322611.2 264.1
## 42 2011 1388937.2 277.0
## 43 2012 1440111.4 278.3
## 44 2013 1500819.1 279.6
## 45 2014 1562928.9 282.4
## 46 2015 1658020.4 286.9
## 47 2016 1740779.6 293.8
## 48 2017 1835698.2 302.1
## 49 2018 1898192.6 307.6
## 50 2019 1924498.1 303.1
## 51 2020 1940726.2 292.1
## 52 2021 2071658.0 NA
min(dat$GDP)
## [1] 2796.6
max(dat$Enegry)
## [1] NA
max(dat$Enegry, na.rm = T)
## [1] 307.6
mean(dat$GDP)
## [1] 666082.6
sd(dat$GDP)
## [1] 667730.3
quantile(dat$GDP)
## 0% 25% 50% 75% 100%
## 2796.60 65381.73 463919.85 1166999.30 2071658.00
summary(dat)
## Year GDP Enegry
## Min. :1970 Min. : 2797 Min. :166.3
## 1st Qu.:1983 1st Qu.: 65382 1st Qu.:214.2
## Median :1996 Median : 463920 Median :242.2
## Mean :1996 Mean : 666083 Mean :246.6
## 3rd Qu.:2008 3rd Qu.:1166999 3rd Qu.:283.5
## Max. :2021 Max. :2071658 Max. :307.6
## NA's :28
colMeans(dat[,1:2])
## Year GDP
## 1995.5 666082.6
데이터 핸들링
설명 | 방법 | 사용법 |
---|---|---|
행의 개수 | nrow(데이터명) | nrow(dat) |
열의 개수 | ncol(데이터명) | ncol(dat) |
행의 이름 | row.names(데이터명) | row.names(dat) |
열의 이름 | colnames(데이터명) | colnames(dat) |
행과 열이 갯수 | dim(데이터명) | dim(dat) |
데이터의 구조 | str(데이터명) | str(dat) |
- Tip
paste("R", 1:53940, sep = "")
내부 데이터 저장
- 텍스트 파일은 주로 txt 또는 csv로 저장함 (write.csv 함수 사용)
argument | 설명 |
---|---|
x | 저장할 데이터 프레임 |
file | 저장할 파일명 |
append | 기존 파일 뒤에 병합하여 저장하는 옵션, 논리형 (T 또는 F) |
sep | 각 열의 구분자 (seperator) |
row.names | 행 이름 (주로 NA로 지정) |
col.names | 열 이름 (주로 지정하지 않음) |
fileEncoding | 파일 encoding 형식 (주로 지정하지 않음) |
write.csv(file = "gdp.csv", dat, row.names = F) # 행번호를 없애기 위해 F를 씁니다.
그래프 그리기
- 기본적으로 그래프는 plot 명령어를 사용하여 그린다.
argument | 설명 |
---|---|
x, y | 그래프에 사용될 x와 y값. 두 값의 갯수는 동일해야함. |
type | 그래프의 형태 “p”는 점, “l”은 선, “b”는 점+선, “c” 결측치를 건너뛰는 선. |
xlim, ylim | x축과 y축의 범위 (x1, x2) 혹은 (y1, y2). x1 > x2이면 감소하는 형태의 축. 기본설정은 자료 범위에 맞춰서 정해짐 |
log | 로그축으로 변경, log = “x” 혹은 log = “y” 혹은 log = “xy” |
main | 그림의 제목 |
sub | 그림의 소제목 |
xlab, ylab | x, y축의 라벨 |
axes | 축을 표현하지 않음 “xaxt =” or “yaxt” to suppress just one of the axes. |
col | 그래프 색깔 변경, “red”, “blue” |
pch | 그래프 심볼, 1, 2, 3, …, 25 |
cex | 크기, 실수 (real)로 입력. 숫자가 높을 수록 크기가 커짐 |
plot(dat$GDP ~ dat$Year) # (1): 일반적인 점 그래프
plot(dat$GDP ~ dat$Year, type = "l") # (2): 일반적인 선 그래프
plot(dat$GDP ~ dat$Year, type = "l", ylim = c(0,2.5e6), main = "GDP in Korea from 1970-2021") # (3): (2) + y축 범위 변경 + 그래프 제목목
plot(dat$GDP ~ dat$Year, type = "l", ylim = c(0,2.5e6), col = "darkorange") # (4): (3) + 색깔 변경
plot(dat$GDP ~ dat$Year, type = "l", ylim = c(0,2.5e6), col = "darkorange", xlab = "Year", ylab = "GDP (10^9 won)") # (5): (4) + 이름 변경
plot(dat$GDP ~ dat$Year, type = "l", ylim = c(0,2.5e6), col = "darkorange", xlab = "Year", ylab = expression("GDP (10"^9*" won)")) # (6): (5) + 특수문자 및 아래첨자
{
plot(dat$GDP ~ dat$Year, type = "l", ylim = c(0,2.5e6), col = "darkorange", xlab = "Year", ylab = expression("GDP (10"^9*" won)"))
points(dat$GDP ~ dat$Year, col = "darkorange", pch = 22, cex = 0.7)
legend("topright", legend = "GDP", col = "darkorange", pch = 22, cex = 0.7) # (7): (6) + 심볼 추가 + 레전드 추가
}
- y축라벨과 숫자의 간격을 줄이는 방법
{
plot(dat$GDP ~ dat$Year, type = "l", ylim = c(0,2.5e6), col = "darkorange", xlab = "Year", ylab = "", main = "GDP in Korea from 1970-2021")
points(dat$GDP ~ dat$Year, col = "darkorange", pch = 22, cex = 0.7)
legend("topright", legend = "GDP", col = "darkorange", pch = 22, cex = 0.7)
mtext(text = expression("GDP (10"^9*" won)"), line = 2, side = 2) # (6): (5) + 특수문자 및 아래첨자 간격 줄이기기
}
- 그래프 저장하는 방법: jpeg, bmp, tiff, pdf등 여러 형태가 가능하나 png를 주로 사용함.
argument | 설명 |
---|---|
filename | 저장할 파일 이름 |
width | 그림의 폭 |
height | 그림의 높이 |
units | 그림의 폭과 높이에 사용된 단위; px (pixels, the default), in (inches), cm 또는 mm. |
res | 해상도. 보통 200 이상의 값을 사용. 높을 수록 높은 품질 |
pointsize | 심볼의 크기 |
bg | 배경색 |
{
png(filename = "ts_gdp.png", width = 6, height = 3, units = "in", res = 200) # 저장할 스케치북 열기
plot(dat$GDP ~ dat$Year, type = "l", ylim = c(0,2.5e6), col = "darkorange", xlab = "Year", ylab = "", main = "GDP in Korea from 1970-2021")
points(dat$GDP ~ dat$Year, col = "darkorange", pch = 22, cex = 0.7)
legend("topright", legend = "GDP", col = "darkorange", pch = 22, cex = 0.7)
mtext(text = expression("GDP (10"^9*" won)"), line = 2, side = 2)
dev.off() # 스케치북 닫기
}
## png
## 2
방탈출 문제:
- 연도별 GDP 증감율 ((기준해-이전해)/이전해)을 계산하시오. (tip: for 반복문을 사용, 1971년 부터 계산)
- 이전 그림에 추가해서 그려볼 것 (tip: lines와 points 함수)
배현정 학우 자료 처리 해보기
- 자료는 아래 링크에 있음
XCMS-diffreport-MultiClass.xlsx
자료처리의 순서
1차로 필터링
- QC 4,5,6,7의 표준편차/평균 < 0.3
- blank 3, 4의 max / QC 4,5,6,7의 min < 0.2 인 물질만 가지고,
2차 필터링 데이터로 통계 분석
CTL, MP, Hg, MPHg 그룹에서 그룹별 각 물질 별 ANOVA , Heatmap
그룹별 PCA, PLS-DA 확인하고 있습니다!
작업공간 지정해주기
setwd("D:/HUFS/Workspace/Rclass/HUFS_202202/")
- 엑셀 자료 읽기
library(readxl)
dat = read_excel(path = "XCMS-diffreport-MultiClass.xlsx", sheet = "Sheet 1", col_names = TRUE)#, fileEncoding = "WINDOWS-1252")
- 데이터 구조를 확인해보자
head(dat)
## # A tibble: 6 x 62
## featureidx name mzmed mzmin mzmax rtmed rtmin rtmax npeaks SMU_202112_Blank
## <dbl> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1 M465T9 465. 465. 465. 9.21 9.14 9.27 16 0
## 2 2 M469T7~ 469. 469. 469. 6.71 6.65 6.77 18 0
## 3 3 M799T12 799. 799. 799. 12.0 12.0 12.1 4 0
## 4 4 M437T7 437. 437. 437. 7.40 7.33 7.44 16 0
## 5 5 M504T8 504. 504. 504. 7.92 7.91 7.93 16 0
## 6 6 M478T6 478. 478. 478. 6.10 6.07 6.11 7 0
## # ... with 52 more variables: SMU_202112_QC <dbl>, SMU_202112_MP <dbl>,
## # SMU_202112_CTL <dbl>, SMU_202112_Hg <dbl>, SMU_202112_MP.Hg <dbl>,
## # CV <lgl>, pvalue <dbl>, qvalue <dbl>, SMU_202112_Blank.mean <dbl>,
## # SMU_202112_QC.mean <dbl>, SMU_202112_MP.mean <dbl>,
## # SMU_202112_CTL.mean <dbl>, SMU_202112_Hg.mean <dbl>,
## # SMU_202112_MP.Hg.mean <dbl>, SMU_202112_Blank.SD <dbl>,
## # SMU_202112_QC.SD <dbl>, SMU_202112_MP.SD <dbl>, ...
str(dat)
## tibble [5,428 x 62] (S3: tbl_df/tbl/data.frame)
## $ featureidx : num [1:5428] 1 2 3 4 5 6 7 8 9 10 ...
## $ name : chr [1:5428] "M465T9" "M469T7_2" "M799T12" "M437T7" ...
## $ mzmed : num [1:5428] 465 469 799 437 504 ...
## $ mzmin : num [1:5428] 465 469 799 437 504 ...
## $ mzmax : num [1:5428] 465 469 799 437 504 ...
## $ rtmed : num [1:5428] 9.21 6.71 12.04 7.4 7.92 ...
## $ rtmin : num [1:5428] 9.14 6.65 12.04 7.33 7.91 ...
## $ rtmax : num [1:5428] 9.27 6.77 12.06 7.44 7.93 ...
## $ npeaks : num [1:5428] 16 18 4 16 16 7 40 6 17 28 ...
## $ SMU_202112_Blank : num [1:5428] 0 0 0 0 0 0 0 0 0 0 ...
## $ SMU_202112_QC : num [1:5428] 4 4 0 4 4 0 4 0 4 4 ...
## $ SMU_202112_MP : num [1:5428] 6 6 0 6 6 6 6 6 0 6 ...
## $ SMU_202112_CTL : num [1:5428] 6 6 0 6 6 1 6 0 1 6 ...
## $ SMU_202112_Hg : num [1:5428] 0 0 4 0 0 0 6 0 6 6 ...
## $ SMU_202112_MP.Hg : num [1:5428] 0 2 0 0 0 0 6 0 6 6 ...
## $ CV : logi [1:5428] NA NA NA NA NA NA ...
## $ pvalue : num [1:5428] 3.80e-05 3.80e-05 4.00e-05 4.10e-05 4.36e-05 ...
## $ qvalue : num [1:5428] 0.00213 0.00213 0.00213 0.00213 0.00213 ...
## $ SMU_202112_Blank.mean: num [1:5428] 148.6 37.5 120.4 196.8 103.3 ...
## $ SMU_202112_QC.mean : num [1:5428] 3053 2370 1384 2440 5123 ...
## $ SMU_202112_MP.mean : num [1:5428] 2431 3337 734 3277 4322 ...
## $ SMU_202112_CTL.mean : num [1:5428] 5662 2630 524 4433 11020 ...
## $ SMU_202112_Hg.mean : num [1:5428] 1283 599 2383 599 961 ...
## $ SMU_202112_MP.Hg.mean: num [1:5428] 802 1369 1119 863 669 ...
## $ SMU_202112_Blank.SD : num [1:5428] 100.8 4.5 93.4 17.6 63.2 ...
## $ SMU_202112_QC.SD : num [1:5428] 254.4 94.9 178.5 724.1 437.8 ...
## $ SMU_202112_MP.SD : num [1:5428] 1729 2106 418 2566 3819 ...
## $ SMU_202112_CTL.SD : num [1:5428] 604.7 101.2 60.6 587.8 1099.5 ...
## $ SMU_202112_Hg.SD : num [1:5428] 135 124 512 122 196 ...
## $ SMU_202112_MP.Hg.SD : num [1:5428] 171 382 164 134 127 ...
## $ maxint : num [1:5428] 1588 2413 1046 1923 4566 ...
## $ postHoc : num [1:5428] 0 0 0 0 0 0 0 0 0 0 ...
## $ X20211123_Blank_3 : num [1:5428] 77.3 40.7 54.3 184.3 58.6 ...
## $ X20211123_Blank_4 : num [1:5428] 219.9 34.3 186.4 209.3 148 ...
## $ X20211123_QC_4 : num [1:5428] 2909 2340 1301 1674 4494 ...
## $ X20211123_QC_5 : num [1:5428] 2808 2251 1218 1970 5282 ...
## $ X20211123_QC_6 : num [1:5428] 3110 2461 1385 3020 5505 ...
## $ X20211123_QC_7 : num [1:5428] 3385 2430 1632 3095 5211 ...
## $ X20211123_MP_2 : num [1:5428] 4032 5756 338 6263 7704 ...
## $ X20211123_MP_3 : num [1:5428] 4263 5157 316 6471 8310 ...
## $ X20211123_MP_4 : num [1:5428] 4362 6214 405 6152 7893 ...
## $ X20211123_MP_5 : num [1:5428] 3241 4798 357 4808 7756 ...
## $ X20211123_MP_6 : num [1:5428] 4176 4901 271 5413 8014 ...
## $ X20211123_MP_7 : num [1:5428] 4288 5003 413 5034 8174 ...
## $ X20211123_CTL_2 : num [1:5428] 6091 2687 525 5353 12408 ...
## $ X20211123_CTL_3 : num [1:5428] 6031 2578 498 4665 9383 ...
## $ X20211123_CTL_4 : num [1:5428] 6088 2644 630 4013 11512 ...
## $ X20211123_CTL_5 : num [1:5428] 4516 2658 523 4060 10870 ...
## $ X20211123_CTL_6 : num [1:5428] 5692 2459 443 4728 11739 ...
## $ X20211123_CTL_7 : num [1:5428] 5555 2752 525 3781 10209 ...
## $ X20211123_Hg_2 : num [1:5428] 1382 461 2953 674 868 ...
## $ X20211123_Hg_3 : num [1:5428] 1243 701 1999 472 695 ...
## $ X20211123_Hg_4 : num [1:5428] 1392 690 2455 754 812 ...
## $ X20211123_Hg_5 : num [1:5428] 1425 728 1820 681 1185 ...
## $ X20211123_Hg_6 : num [1:5428] 1136 557 2052 552 1107 ...
## $ X20211123_Hg_7 : num [1:5428] 1120 456 3019 459 1101 ...
## $ X20211123_Hg.MP_2 : num [1:5428] 630 1111 1244 783 579 ...
## $ X20211123_Hg.MP_3 : num [1:5428] 617 1275 1166 1019 745 ...
## $ X20211123_Hg.Mp_4 : num [1:5428] 1081 1040 1116 803 794 ...
## $ X20211123_Hg.MP_5 : num [1:5428] 791 1621 1116 1049 503 ...
## $ X20211123_Hg.MP_6 : num [1:5428] 867 1141 810 755 593 ...
## $ X20211123_Hg.MP_7 : num [1:5428] 825 2024 1263 771 803 ...
1차로 필터링 적용
# 컬럼이름 수정
colnames(dat)[33:62] = substr(colnames(dat)[33:62], 11,20)
colnames(dat)[35:38]
## [1] "QC_4" "QC_5" "QC_6" "QC_7"
# 각 행별 QC_4, QC_5, QC_6, QC_7의 표준편차/평균 < 0.3 이고
# blank_3와 blank_4의 max / QC_?의 min < 0.2 인 물질만 가지고,
ln = 1
for (ln in 1:nrow(dat)){
dat$tag[ln] = sd(dat[ln ,35:38])/
mean(t(dat[ln, 35:38]))
dat$tag2[ln] = max(dat[ln,33:34])/
min(dat[ln ,35:38])
}
## Warning: Unknown or uninitialised column: `tag`.
## Warning: Unknown or uninitialised column: `tag2`.
dat.L1 = dat[dat$tag < 0.3 & dat$tag2 < 0.2,] # 추출
str(dat.L1)
## tibble [1,255 x 64] (S3: tbl_df/tbl/data.frame)
## $ featureidx : num [1:1255] 1 2 3 4 5 6 7 8 9 10 ...
## $ name : chr [1:1255] "M465T9" "M469T7_2" "M799T12" "M437T7" ...
## $ mzmed : num [1:1255] 465 469 799 437 504 ...
## $ mzmin : num [1:1255] 465 469 799 437 504 ...
## $ mzmax : num [1:1255] 465 469 799 437 504 ...
## $ rtmed : num [1:1255] 9.21 6.71 12.04 7.4 7.92 ...
## $ rtmin : num [1:1255] 9.14 6.65 12.04 7.33 7.91 ...
## $ rtmax : num [1:1255] 9.27 6.77 12.06 7.44 7.93 ...
## $ npeaks : num [1:1255] 16 18 4 16 16 7 40 6 17 28 ...
## $ SMU_202112_Blank : num [1:1255] 0 0 0 0 0 0 0 0 0 0 ...
## $ SMU_202112_QC : num [1:1255] 4 4 0 4 4 0 4 0 4 4 ...
## $ SMU_202112_MP : num [1:1255] 6 6 0 6 6 6 6 6 0 6 ...
## $ SMU_202112_CTL : num [1:1255] 6 6 0 6 6 1 6 0 1 6 ...
## $ SMU_202112_Hg : num [1:1255] 0 0 4 0 0 0 6 0 6 6 ...
## $ SMU_202112_MP.Hg : num [1:1255] 0 2 0 0 0 0 6 0 6 6 ...
## $ CV : logi [1:1255] NA NA NA NA NA NA ...
## $ pvalue : num [1:1255] 3.80e-05 3.80e-05 4.00e-05 4.10e-05 4.36e-05 ...
## $ qvalue : num [1:1255] 0.00213 0.00213 0.00213 0.00213 0.00213 ...
## $ SMU_202112_Blank.mean: num [1:1255] 148.6 37.5 120.4 196.8 103.3 ...
## $ SMU_202112_QC.mean : num [1:1255] 3053 2370 1384 2440 5123 ...
## $ SMU_202112_MP.mean : num [1:1255] 2431 3337 734 3277 4322 ...
## $ SMU_202112_CTL.mean : num [1:1255] 5662 2630 524 4433 11020 ...
## $ SMU_202112_Hg.mean : num [1:1255] 1283 599 2383 599 961 ...
## $ SMU_202112_MP.Hg.mean: num [1:1255] 802 1369 1119 863 669 ...
## $ SMU_202112_Blank.SD : num [1:1255] 100.8 4.5 93.4 17.6 63.2 ...
## $ SMU_202112_QC.SD : num [1:1255] 254.4 94.9 178.5 724.1 437.8 ...
## $ SMU_202112_MP.SD : num [1:1255] 1729 2106 418 2566 3819 ...
## $ SMU_202112_CTL.SD : num [1:1255] 604.7 101.2 60.6 587.8 1099.5 ...
## $ SMU_202112_Hg.SD : num [1:1255] 135 124 512 122 196 ...
## $ SMU_202112_MP.Hg.SD : num [1:1255] 171 382 164 134 127 ...
## $ maxint : num [1:1255] 1588 2413 1046 1923 4566 ...
## $ postHoc : num [1:1255] 0 0 0 0 0 0 0 0 0 0 ...
## $ Blank_3 : num [1:1255] 77.3 40.7 54.3 184.3 58.6 ...
## $ Blank_4 : num [1:1255] 219.9 34.3 186.4 209.3 148 ...
## $ QC_4 : num [1:1255] 2909 2340 1301 1674 4494 ...
## $ QC_5 : num [1:1255] 2808 2251 1218 1970 5282 ...
## $ QC_6 : num [1:1255] 3110 2461 1385 3020 5505 ...
## $ QC_7 : num [1:1255] 3385 2430 1632 3095 5211 ...
## $ MP_2 : num [1:1255] 4032 5756 338 6263 7704 ...
## $ MP_3 : num [1:1255] 4263 5157 316 6471 8310 ...
## $ MP_4 : num [1:1255] 4362 6214 405 6152 7893 ...
## $ MP_5 : num [1:1255] 3241 4798 357 4808 7756 ...
## $ MP_6 : num [1:1255] 4176 4901 271 5413 8014 ...
## $ MP_7 : num [1:1255] 4288 5003 413 5034 8174 ...
## $ CTL_2 : num [1:1255] 6091 2687 525 5353 12408 ...
## $ CTL_3 : num [1:1255] 6031 2578 498 4665 9383 ...
## $ CTL_4 : num [1:1255] 6088 2644 630 4013 11512 ...
## $ CTL_5 : num [1:1255] 4516 2658 523 4060 10870 ...
## $ CTL_6 : num [1:1255] 5692 2459 443 4728 11739 ...
## $ CTL_7 : num [1:1255] 5555 2752 525 3781 10209 ...
## $ Hg_2 : num [1:1255] 1382 461 2953 674 868 ...
## $ Hg_3 : num [1:1255] 1243 701 1999 472 695 ...
## $ Hg_4 : num [1:1255] 1392 690 2455 754 812 ...
## $ Hg_5 : num [1:1255] 1425 728 1820 681 1185 ...
## $ Hg_6 : num [1:1255] 1136 557 2052 552 1107 ...
## $ Hg_7 : num [1:1255] 1120 456 3019 459 1101 ...
## $ Hg.MP_2 : num [1:1255] 630 1111 1244 783 579 ...
## $ Hg.MP_3 : num [1:1255] 617 1275 1166 1019 745 ...
## $ Hg.Mp_4 : num [1:1255] 1081 1040 1116 803 794 ...
## $ Hg.MP_5 : num [1:1255] 791 1621 1116 1049 503 ...
## $ Hg.MP_6 : num [1:1255] 867 1141 810 755 593 ...
## $ Hg.MP_7 : num [1:1255] 825 2024 1263 771 803 ...
## $ tag : num [1:1255] 0.0833 0.04 0.129 0.2968 0.0855 ...
## $ tag2 : num [1:1255] 0.0783 0.0181 0.153 0.125 0.0329 ...
# CTL, MP, Hg, MPHg 그룹에서 그룹별 각 물질 별 ANOVA , Heatmap
# colnames(dat)[39:44]
# colnames(dat)[45:50]
# colnames(dat)[51:56]
# colnames(dat)[57:62]
dat.L1 = dat.L1[is.na(dat.L1$name) == F,]
ln = 2
# 저장할 테이블 만들기
# 작업폴더에 Fig 폴더 만들것!!
tb = as.data.frame(cbind(name = 1:nrow(dat.L1),
CTL_MP = rep(0, nrow(dat.L1)),
CTL_Hg = rep(0, nrow(dat.L1)),
CTL_MPHg = rep(0, nrow(dat.L1)),
MP_Hg = rep(0, nrow(dat.L1)),
MP_MPHg = rep(0, nrow(dat.L1)),
Hg_MPHg = rep(0, nrow(dat.L1))))
for (ln in 1:nrow(dat.L1)){
slct = as.data.frame(t(dat.L1[ln,39:62]))
slct$group = c(rep("CTL",6), rep("MP",6), rep("Hg",6), rep("MPHg",6))
colnames(slct)[1] = "value"
slct$group = factor(slct$group)
tb$name[ln] = dat.L1$name[ln]
sts = summary(aov(value ~ group,
data = slct[slct$group %in% c("CTL", "MP"),]))
if(sts[[1]]$`Pr(>F)`[1] <= 0.05) {
tb$CTL_MP[ln] = 1
png(file = paste0("Fig/",dat.L1$name[ln], ".png"), width = 6, height = 4, units = "in", res = 200)
boxplot(slct$value~slct$group)
dev.off()
}
sts = summary(aov(value ~ group,
data = slct[slct$group %in% c("CTL", "Hg"),]))
if(sts[[1]]$`Pr(>F)`[1] <= 0.05) tb$CTL_Hg[ln] = 1
sts = summary(aov(value ~ group,
data = slct[slct$group %in% c("CTL", "MPHg"),]))
if(sts[[1]]$`Pr(>F)`[1] <= 0.05) tb$CTL_MPHg[ln] = 1
sts = summary(aov(value ~ group,
data = slct[slct$group %in% c("MP", "Hg"),]))
if(sts[[1]]$`Pr(>F)`[1] <= 0.05) tb$MP_Hg[ln] = 1
sts = summary(aov(value ~ group,
data = slct[slct$group %in% c("Hg", "MPHg"),]))
if(sts[[1]]$`Pr(>F)`[1] <= 0.05) tb$Hg_MPHg[ln] = 1
}
(양심없는) 윤치성 학우 자료 처리 해보기
(파일이 300 mb 이상이기에 노약자 및 느린 컴 소유자는 함부로 덤비지 마시오!!)
자료는 아래 링크에 있음
그가 원하는 자료처리
- 일몰에서 일출까지의 시간으로 커팅 (태양의 천정각을 사용할 예정)
- RAW DATA 처리(컬럼 1: alltime(e.g.2022-09-23 19:00:00), 컬럼 2 : julian(e.g.1663927200943) 컬럼 3부터는 필요파장대인 580 nm ~ 690 nm) 를 csv 형식으로 저장
- RAW DATA중 난반사 체크를 위해 떨어진 값 및 튀는 값 시간대 파악 및 삭제 (난반사=dark correction?)
- total intensity spectrum에서 난반사(ref) spectrum 빼준 spectrum 저장 및 그리기
- 파장 컬럼중 필요한 파장대 부근인 622.062 nm 와 662.22 nm 컬럼의 30분 평균 그래프
- 580 ~ 690 nm 파장대 스펙트럼 30분 평균
- 작업공간 지정해주기
setwd("D:/HUFS/Workspace/Rclass/HUFS_202202/")
library("lubridate")
##
## 다음의 패키지를 부착합니다: 'lubridate'
## The following objects are masked from 'package:base':
##
## date, intersect, setdiff, union
library("plyr")
- 텍스트 파일 열어보기
- line number 15까지는 header이지만, L15는 파장에 대한 정보이기에 필요함. 즉, 파일을 두 번 읽어줌 (한번은 파장 정보 (wl);, 나머지 한번은 자료불러오기 (doas))
wl = read.table(file = "doas.txt", header = F, skip = 14, nrows = 1)#, fileEncoding = "WINDOWS-1252")
doas = read.table(file = "doas.txt", header = F, skip = 15)#, fileEncoding = "WINDOWS-1252")
- 자료의 앞부분만 확인해보기
head(doas, n = 10)
## V1 V2 V3 V4 V5 V6 V7 V8
## 1 2022-09-25 18:30:59.804000 1.664098e+12 13.54 1.76 -1.66 -3.28 26181.70
## 2 2022-09-25 18:31:00.804000 1.664098e+12 13.91 1.39 -1.53 -2.77 29229.01
## 3 2022-09-25 18:31:01.804000 1.664098e+12 13.56 1.90 -1.70 -2.58 27721.70
## 4 2022-09-25 18:31:02.804000 1.664098e+12 13.77 1.43 -1.47 -3.15 26955.35
## 5 2022-09-25 18:31:03.804000 1.664098e+12 13.71 1.47 -1.42 -3.05 26813.95
## 6 2022-09-25 18:31:04.804000 1.664098e+12 13.62 1.44 -1.70 -3.22 28332.84
## 7 2022-09-25 18:31:05.804000 1.664098e+12 13.72 1.74 -1.60 -3.22 36450.18
## 8 2022-09-25 18:31:06.804000 1.664098e+12 13.67 1.67 -2.01 -2.79 40373.35
## 9 2022-09-25 18:31:07.804000 1.664098e+12 13.52 1.36 -1.46 -2.76 41326.03
## 10 2022-09-25 18:31:08.804000 1.664098e+12 13.49 1.51 -1.55 -2.65 40730.42
## V9 V10 V11 V12 V13 V14 V15 V16
## 1 26187.72 26238.58 26259.70 26278.12 26276.46 26295.88 26303.60 26300.08
## 2 29255.95 29307.35 29313.63 29338.29 29350.11 29349.71 29365.87 29344.79
## 3 27753.78 27799.24 27815.74 27819.52 27844.48 27852.02 27853.86 27840.98
## 4 26989.09 27022.19 27036.05 27056.49 27078.77 27086.31 27093.05 27086.45
## 5 26840.06 26873.01 26863.95 26892.88 26915.31 26934.95 26935.01 26915.27
## 6 28363.94 28395.90 28404.00 28421.74 28433.44 28443.38 28462.78 28439.06
## 7 36466.78 36530.62 36538.96 36581.80 36584.82 36583.86 36617.52 36602.42
## 8 40406.63 40437.63 40470.81 40471.63 40465.59 40490.03 40508.51 40506.09
## 9 41350.67 41400.81 41420.89 41434.91 41433.51 41473.95 41486.85 41470.63
## 10 40757.49 40787.08 40802.38 40840.70 40860.06 40869.49 40868.50 40864.88
## V17 V18 V19 V20 V21 V22 V23 V24
## 1 26302.02 26277.74 26292.10 26275.88 26252.84 26262.92 26244.52 26228.22
## 2 29338.37 29343.85 29352.77 29334.57 29304.61 29293.23 29296.67 29266.35
## 3 27838.36 27839.24 27863.54 27840.30 27824.48 27815.34 27793.60 27774.92
## 4 27084.37 27070.35 27072.75 27066.91 27030.53 27034.93 27045.55 27016.89
## 5 26919.63 26915.83 26938.27 26921.31 26907.19 26890.17 26892.40 26868.27
## 6 28448.48 28450.78 28448.68 28430.00 28408.04 28416.82 28394.70 28372.64
## 7 36572.74 36581.26 36582.48 36544.74 36534.78 36532.56 36503.96 36489.74
## 8 40494.85 40465.97 40505.71 40459.69 40426.69 40423.51 40401.63 40350.55
## 9 41461.63 41448.99 41466.47 41427.33 41388.06 41393.67 41370.15 41319.47
## 10 40850.02 40842.94 40863.38 40818.49 40800.44 40781.36 40738.90 40705.49
## V25 V26 V27 V28 V29 V30 V31 V32
## 1 26205.40 26199.48 26165.90 26159.28 26145.50 26091.02 26083.72 26057.94
## 2 29249.05 29230.63 29198.15 29187.95 29145.03 29125.95 29107.13 29079.73
## 3 27746.62 27730.24 27706.50 27695.66 27659.90 27635.82 27613.42 27585.12
## 4 26990.17 26973.03 26937.53 26926.65 26907.77 26880.99 26842.81 26834.69
## 5 26836.43 26832.17 26799.43 26786.35 26766.11 26745.51 26701.49 26677.63
## 6 28359.66 28336.70 28303.94 28268.74 28255.84 28235.36 28210.70 28180.46
## 7 36470.98 36411.96 36356.48 36339.64 36323.88 36277.42 36236.54 36194.22
## 8 40320.01 40273.81 40232.05 40207.29 40189.39 40151.51 40088.67 40030.71
## 9 41268.41 41243.61 41182.61 41179.49 41119.07 41102.59 41028.85 40988.25
## 10 40695.82 40626.74 40599.56 40582.60 40533.31 40483.17 40455.99 40401.40
## V33 V34 V35 V36 V37 V38 V39 V40
## 1 26049.56 26034.60 25995.44 25978.88 25944.92 25917.40 25915.78 25893.78
## 2 29059.67 29045.75 29023.87 28975.35 28936.63 28912.65 28908.39 28884.99
## 3 27582.76 27556.54 27532.64 27510.56 27471.28 27468.10 27457.24 27440.16
## 4 26811.27 26809.67 26774.21 26738.89 26729.31 26702.67 26686.69 26659.55
## 5 26687.92 26639.29 26641.99 26605.22 26582.17 26550.77 26553.72 26528.08
## 6 28166.20 28151.88 28110.62 28092.08 28058.14 28026.04 28027.78 28000.56
## 7 36178.76 36132.38 36102.54 36071.82 36011.86 36002.68 35980.54 35945.26
## 8 40042.11 39972.31 39931.37 39909.85 39865.71 39809.19 39795.47 39777.33
## 9 40973.43 40929.79 40909.93 40845.09 40796.19 40761.59 40755.53 40712.95
## 10 40384.88 40352.31 40335.76 40266.70 40212.52 40159.08 40185.35 40107.86
## V41 V42 V43 V44 V45 V46 V47 V48
## 1 25865.46 25831.52 25799.92 25778.80 25755.26 25758.10 25741.58 25692.32
## 2 28875.03 28825.73 28768.17 28739.65 28709.03 28715.57 28702.17 28619.57
## 3 27387.48 27335.00 27322.92 27298.24 27265.00 27249.38 27237.38 27188.46
## 4 26648.41 26607.33 26585.45 26544.13 26517.01 26507.35 26496.15 26453.65
## 5 26502.74 26462.22 26399.88 26402.95 26361.59 26366.93 26353.85 26303.06
## 6 27975.52 27924.54 27884.26 27882.76 27845.90 27826.42 27811.76 27762.74
## 7 35896.24 35850.50 35804.34 35771.08 35719.14 35712.08 35683.90 35626.24
## 8 39728.95 39647.01 39611.35 39555.39 39519.71 39518.45 39485.19 39418.59
## 9 40650.75 40602.09 40533.99 40483.06 40451.33 40423.69 40396.45 40329.69
## 10 40074.18 39996.31 39943.20 39910.70 39868.31 39856.44 39834.56 39739.08
## V49 V50 V51 V52 V53 V54 V55 V56
## 1 25656.78 25579.76 25523.38 25490.50 25421.62 25314.14 25209.00 25123.88
## 2 28609.19 28551.49 28462.31 28423.91 28328.73 28213.43 28121.33 28002.39
## 3 27153.58 27093.08 27023.24 26987.54 26899.18 26794.64 26696.60 26601.28
## 4 26425.49 26344.19 26309.41 26246.55 26166.43 26050.67 25960.95 25855.41
## 5 26275.49 26221.59 26135.97 26108.29 26032.85 25924.72 25829.11 25733.43
## 6 27733.76 27659.40 27590.62 27554.62 27469.72 27356.64 27249.36 27142.80
## 7 35578.72 35482.16 35395.44 35323.96 35230.98 35078.72 34953.60 34796.10
## 8 39344.19 39250.73 39143.59 39068.79 38944.35 38806.85 38680.71 38474.89
## 9 40281.21 40171.49 40058.65 40008.56 39888.63 39712.99 39567.99 39390.77
## 10 39715.58 39597.99 39497.24 39419.58 39318.00 39172.00 39020.72 38832.62
## V57 V58 V59 V60 V61 V62 V63 V64
## 1 24975.26 24880.16 24776.44 24717.44 24759.38 24795.50 24772.82 24725.56
## 2 27841.03 27729.05 27632.27 27550.65 27589.63 27657.71 27587.87 27553.81
## 3 26418.40 26320.62 26231.00 26157.56 26187.80 26264.78 26203.42 26171.50
## 4 25705.85 25604.21 25520.79 25439.45 25502.01 25532.03 25499.59 25454.57
## 5 25569.53 25487.40 25376.69 25317.93 25350.65 25401.93 25355.42 25319.63
## 6 26999.22 26886.62 26768.84 26692.34 26732.76 26785.74 26744.28 26714.10
## 7 34577.22 34451.30 34314.36 34211.30 34242.14 34329.82 34283.38 34227.82
## 8 38245.91 38101.55 37929.23 37815.47 37875.43 37948.57 37882.43 37847.69
## 9 39156.77 38975.77 38803.71 38724.24 38763.25 38832.11 38771.53 38726.95
## 10 38576.49 38433.72 38271.56 38160.74 38214.74 38290.17 38237.81 38180.74
## V65 V66 V67 V68 V69 V70 V71 V72
## 1 24662.46 24603.80 24646.22 24746.18 24813.70 24827.30 24786.28 24762.38
## 2 27458.03 27413.85 27459.47 27584.53 27644.07 27659.43 27623.67 27589.45
## 3 26083.82 26012.90 26069.74 26188.56 26262.22 26275.34 26224.18 26192.70
## 4 25368.69 25323.39 25357.51 25468.81 25526.79 25578.75 25529.81 25488.13
## 5 25232.77 25186.01 25235.38 25330.92 25419.31 25424.93 25377.65 25372.26
## 6 26627.94 26576.12 26637.88 26706.08 26807.06 26819.52 26770.06 26726.54
## 7 34095.98 34043.98 34099.62 34229.38 34336.40 34355.74 34289.54 34247.14
## 8 37698.03 37628.01 37688.13 37842.31 37947.67 37979.25 37892.13 37836.23
## 9 38601.69 38501.03 38545.88 38713.41 38827.85 38870.65 38787.27 38727.61
## 10 38028.26 37954.12 38009.24 38173.28 38281.94 38319.86 38258.86 38184.81
## V73 V74 V75 V76 V77 V78 V79 V80
## 1 24726.08 24694.86 24572.72 24473.52 24425.38 24306.56 24310.22 24468.44
## 2 27534.47 27509.83 27381.43 27226.71 27195.09 27068.19 27083.39 27247.05
## 3 26136.40 26123.46 26007.22 25885.08 25835.36 25728.78 25729.76 25891.18
## 4 25449.25 25424.89 25304.69 25171.83 25125.47 25031.11 25023.95 25198.53
## 5 25307.29 25288.06 25167.72 25054.09 25006.35 24881.51 24890.01 25071.33
## 6 26703.44 26667.00 26537.02 26423.04 26363.48 26250.18 26243.46 26428.32
## 7 34178.92 34139.84 33978.70 33803.22 33735.50 33600.42 33611.46 33813.64
## 8 37775.35 37735.71 37557.03 37357.15 37273.03 37109.29 37148.67 37388.25
## 9 38666.99 38598.41 38427.74 38214.06 38156.75 37983.24 37995.93 38229.97
## 10 38090.04 38062.28 37913.32 37691.76 37613.58 37452.02 37472.68 37706.82
## V81 V82 V83 V84 V85 V86 V87 V88
## 1 24514.82 24601.20 24671.30 24654.18 24646.86 24654.62 24609.68 24437.90
## 2 27313.81 27409.83 27482.25 27461.49 27458.29 27432.37 27400.35 27223.09
## 3 25942.70 26041.12 26109.06 26088.34 26075.60 26067.96 26028.90 25852.42
## 4 25250.03 25332.51 25397.77 25383.95 25368.01 25363.45 25335.99 25171.63
## 5 25127.99 25200.09 25265.45 25260.09 25249.92 25235.92 25210.27 25027.13
## 6 26490.50 26574.08 26660.04 26633.56 26626.58 26612.06 26571.50 26389.70
## 7 33888.54 34005.08 34066.84 34064.74 34068.70 34036.22 33985.04 33740.74
## 8 37468.33 37581.95 37705.69 37648.49 37655.79 37640.11 37563.95 37315.97
## 9 38328.01 38464.61 38551.31 38510.27 38511.79 38480.03 38420.03 38166.29
## 10 37790.85 37926.70 38017.26 37965.36 37969.49 37956.42 37897.90 37645.60
## V89 V90 V91 V92 V93 V94 V95 V96
## 1 24274.56 24121.40 23969.90 23897.56 23967.20 24035.18 24153.22 24279.56
## 2 27033.39 26861.99 26674.37 26610.39 26665.19 26736.35 26877.21 27012.17
## 3 25681.04 25522.96 25331.56 25287.16 25348.34 25407.60 25548.72 25677.38
## 4 24984.03 24845.27 24649.33 24603.45 24661.85 24741.11 24851.19 24966.47
## 5 24856.22 24690.06 24528.06 24459.31 24517.09 24604.38 24737.29 24843.67
## 6 26202.66 26039.30 25855.90 25813.16 25876.56 25937.72 26085.56 26196.86
## 7 33501.84 33292.64 33047.00 32973.74 33059.44 33147.52 33326.50 33471.36
## 8 37042.21 36790.39 36493.97 36434.23 36542.85 36638.95 36823.99 36991.75
## 9 37878.45 37646.67 37353.81 37262.45 37332.24 37478.03 37647.79 37843.74
## 10 37377.85 37134.54 36822.92 36754.78 36843.96 36938.04 37147.90 37335.26
## V97 V98 V99 V100 V101 V102 V103 V104
## 1 24283.34 24256.92 24203.72 24188.84 24196.94 24236.70 24172.66 24072.96
## 2 27048.35 26995.01 26938.01 26916.69 26937.67 26959.33 26903.79 26774.05
## 3 25689.16 25650.38 25623.90 25582.32 25597.76 25609.80 25564.44 25460.68
## 4 24990.49 24961.05 24936.81 24894.45 24922.05 24933.59 24890.53 24775.65
## 5 24872.79 24837.95 24796.63 24773.42 24784.45 24808.42 24761.49 24644.26
## 6 26218.48 26168.24 26127.76 26086.38 26117.18 26154.30 26088.72 25968.88
## 7 33514.24 33466.44 33414.28 33356.64 33355.30 33402.72 33330.22 33172.14
## 8 37021.67 36977.51 36902.83 36861.67 36874.79 36910.47 36821.07 36646.25
## 9 37859.83 37806.59 37754.06 37690.57 37689.77 37753.59 37648.11 37470.61
## 10 37332.00 37315.24 37223.46 37173.64 37200.70 37212.92 37143.70 36963.40
## V105 V106 V107 V108 V109 V110 V111 V112
## 1 23983.96 23963.28 23949.56 23994.28 23965.92 23964.74 23925.56 23940.68
## 2 26678.67 26651.13 26658.91 26689.39 26664.75 26658.71 26615.65 26606.41
## 3 25348.00 25318.30 25331.10 25370.90 25341.84 25319.04 25279.64 25292.84
## 4 24680.91 24658.59 24646.81 24693.01 24656.69 24652.45 24633.79 24617.49
## 5 24538.85 24529.72 24531.43 24566.38 24531.19 24513.01 24483.35 24477.67
## 6 25873.16 25849.18 25865.68 25905.36 25862.28 25833.82 25815.44 25835.14
## 7 33041.60 33019.84 33000.48 33050.26 33016.46 32998.90 32962.32 32945.94
## 8 36525.49 36468.59 36500.83 36539.77 36470.23 36444.53 36393.29 36395.85
## 9 37347.65 37291.09 37325.11 37349.53 37314.79 37252.67 37241.27 37239.69
## 10 36849.22 36791.28 36804.00 36841.60 36788.82 36787.60 36720.02 36746.74
## V113 V114 V115 V116 V117 V118 V119 V120
## 1 23966.26 23949.26 23915.26 23841.36 23789.78 23730.40 23674.72 23677.56
## 2 26662.93 26663.41 26608.91 26536.07 26455.75 26402.83 26330.29 26324.77
## 3 25332.96 25336.90 25291.18 25218.32 25140.98 25074.04 25039.10 25023.96
## 4 24661.77 24663.53 24624.29 24544.49 24463.83 24416.87 24365.77 24347.05
## 5 24541.92 24528.19 24480.85 24417.85 24351.59 24269.88 24239.72 24232.79
## 6 25854.74 25855.74 25819.40 25725.66 25632.74 25584.34 25546.82 25521.14
## 7 32994.42 32993.80 32955.74 32827.36 32721.26 32672.04 32595.18 32583.40
## 8 36449.89 36444.93 36384.21 36292.31 36142.87 36085.23 36008.97 35979.09
## 9 37280.19 37278.79 37190.93 37083.81 36957.39 36874.03 36813.39 36796.75
## 10 36772.44 36771.86 36713.00 36588.67 36456.81 36381.28 36318.38 36297.10
## V121 V122 V123 V124 V125 V126 V127 V128
## 1 23655.52 23638.28 23610.72 23559.40 23536.20 23531.92 23509.68 23488.68
## 2 26307.55 26297.17 26257.17 26192.11 26170.33 26148.09 26143.33 26102.17
## 3 25005.50 24993.00 24957.84 24898.92 24873.12 24865.94 24848.62 24815.36
## 4 24349.41 24343.61 24292.15 24253.91 24220.15 24216.61 24194.65 24174.29
## 5 24209.31 24205.72 24171.42 24115.43 24099.58 24086.17 24055.29 24040.59
## 6 25522.22 25518.72 25465.72 25422.48 25388.08 25376.32 25343.38 25320.52
## 7 32557.78 32531.46 32476.50 32428.84 32383.36 32379.58 32335.26 32294.42
## 8 35961.45 35917.99 35874.33 35821.25 35765.49 35717.75 35700.91 35658.15
## 9 36755.69 36759.47 36682.29 36603.39 36560.33 36540.19 36509.53 36437.15
## 10 36286.81 36249.26 36202.14 36115.50 36061.49 36044.02 36022.18 35982.86
## V129 V130 V131 V132 V133 V134 V135 V136
## 1 23429.16 23400.62 23356.30 23315.16 23293.40 23252.76 23221.86 23172.28
## 2 26073.29 26003.95 25969.97 25914.09 25894.43 25845.61 25812.01 25770.35
## 3 24778.86 24736.06 24695.04 24656.80 24611.28 24585.18 24533.64 24509.78
## 4 24122.35 24074.31 24035.51 24002.49 23955.19 23934.55 23896.21 23869.37
## 5 24001.33 23947.01 23901.31 23882.27 23854.38 23816.38 23762.29 23736.74
## 6 25290.14 25227.36 25182.08 25162.10 25117.96 25087.86 25024.40 25000.74
## 7 32236.56 32179.86 32114.42 32074.14 32025.44 31974.12 31910.02 31876.48
## 8 35599.15 35536.13 35469.33 35384.31 35336.21 35298.23 35231.27 35185.75
## 9 36392.57 36330.71 36257.31 36203.81 36149.07 36089.29 36023.43 35966.03
## 10 35907.74 35844.35 35775.10 35707.40 35659.40 35588.62 35521.31 35489.04
## V137 V138 V139 V140 V141 V142 V143 V144
## 1 23147.94 23087.52 23064.26 23026.80 22997.92 22947.00 22903.04 22867.30
## 2 25727.99 25677.07 25628.03 25582.37 25551.25 25495.99 25458.93 25415.89
## 3 24460.66 24393.24 24371.52 24315.56 24297.68 24256.60 24204.76 24166.26
## 4 23819.61 23772.79 23748.81 23685.69 23659.23 23604.13 23560.29 23532.23
## 5 23691.59 23660.31 23617.40 23580.56 23540.53 23494.92 23435.27 23416.69
## 6 24956.66 24905.78 24856.70 24805.68 24798.20 24740.08 24694.66 24641.48
## 7 31804.98 31748.84 31685.70 31637.62 31594.42 31525.14 31460.78 31400.26
## 8 35114.47 35038.71 34968.91 34920.03 34889.03 34805.79 34752.27 34675.83
## 9 35888.61 35834.27 35769.31 35714.11 35663.49 35581.89 35513.91 35451.97
## 10 35433.31 35347.06 35289.90 35221.76 35189.62 35099.42 35038.67 34974.70
## V145 V146 V147 V148 V149 V150 V151 V152
## 1 22825.36 22764.52 22735.40 22684.08 22632.72 22580.82 22512.46 22459.06
## 2 25365.09 25303.29 25259.17 25198.57 25143.81 25081.77 25025.81 24963.81
## 3 24119.26 24059.68 24010.50 23958.32 23907.88 23856.64 23785.32 23757.24
## 4 23485.41 23450.09 23391.43 23334.63 23283.21 23224.89 23164.15 23122.95
## 5 23362.59 23321.65 23258.92 23217.03 23180.99 23107.92 23048.19 23018.95
## 6 24590.12 24532.92 24506.76 24438.52 24383.66 24323.32 24272.84 24214.68
## 7 31338.98 31259.06 31211.62 31138.98 31070.78 30987.58 30911.36 30833.34
## 8 34592.67 34543.43 34445.03 34359.77 34297.71 34200.57 34116.27 34019.19
## 9 35356.77 35290.61 35213.01 35106.56 35065.33 34962.03 34860.83 34771.88
## 10 34896.46 34833.52 34749.96 34660.90 34583.81 34499.86 34406.49 34347.78
## V153 V154 V155 V156 V157 V158 V159 V160
## 1 22410.86 22355.06 22298.48 22252.54 22211.02 22175.76 22122.88 22057.44
## 2 24903.09 24844.49 24757.99 24717.39 24686.35 24618.59 24566.33 24512.09
## 3 23680.40 23621.34 23548.74 23502.64 23463.70 23414.10 23361.86 23297.16
## 4 23069.61 23011.53 22936.19 22891.19 22860.53 22796.09 22749.43 22683.99
## 5 22934.45 22897.49 22825.90 22789.58 22735.31 22681.65 22645.99 22586.09
## 6 24143.56 24094.76 24023.40 23978.70 23941.82 23889.38 23830.76 23778.62
## 7 30757.26 30662.38 30578.94 30532.86 30486.06 30397.40 30342.86 30240.20
## 8 33932.19 33860.01 33744.65 33679.41 33637.07 33557.49 33482.29 33376.55
## 9 34690.07 34606.19 34492.91 34426.77 34381.97 34309.06 34204.03 34103.25
## 10 34244.10 34151.04 34039.94 33991.10 33926.50 33847.22 33771.06 33659.72
## V161 V162 V163 V164 V165 V166 V167 V168
## 1 22009.14 21967.20 21908.92 21846.84 21790.22 21750.76 21717.76 21644.04
## 2 24439.05 24393.27 24334.91 24269.09 24212.35 24153.63 24102.59 24040.37
## 3 23238.66 23195.34 23154.92 23083.90 23014.76 22971.86 22920.62 22857.46
## 4 22625.59 22587.49 22552.77 22488.17 22430.33 22375.53 22359.85 22276.25
## 5 22519.08 22482.26 22441.58 22370.85 22310.58 22257.85 22222.43 22150.85
## 6 23707.34 23667.68 23617.38 23540.84 23478.60 23432.70 23384.84 23312.30
## 7 30165.70 30091.24 30041.58 29954.18 29860.92 29800.62 29743.82 29651.14
## 8 33301.51 33220.61 33142.11 33055.41 32951.17 32883.51 32820.17 32715.83
## 9 34033.61 33967.71 33876.71 33781.81 33686.88 33588.51 33540.75 33444.75
## 10 33582.81 33512.62 33431.85 33351.62 33261.94 33190.18 33103.68 33000.70
## V169 V170 V171 V172 V173 V174 V175 V176
## 1 21606.08 21553.74 21504.24 21449.34 21383.94 21334.74 21265.84 21209.90
## 2 23985.27 23932.25 23860.51 23798.93 23731.83 23667.03 23606.59 23535.85
## 3 22815.66 22766.68 22700.34 22644.34 22571.48 22512.76 22459.98 22391.84
## 4 22211.29 22176.93 22109.69 22058.51 21992.05 21918.33 21890.75 21812.93
## 5 22103.92 22052.99 21992.42 21949.45 21884.33 21819.35 21777.26 21714.43
## 6 23273.48 23217.46 23153.34 23080.68 23027.56 22965.48 22912.20 22821.92
## 7 29594.68 29515.18 29439.54 29360.70 29264.98 29192.80 29106.90 29032.96
## 8 32624.65 32556.25 32488.77 32397.57 32301.71 32199.09 32119.97 32022.17
## 9 33356.75 33263.59 33184.95 33102.39 33000.95 32902.06 32816.57 32726.62
## 10 32915.82 32860.86 32771.28 32677.27 32572.88 32478.45 32398.06 32305.78
## V177 V178 V179 V180 V181 V182 V183 V184
## 1 21152.22 21092.12 21044.28 20976.38 20905.26 20857.80 20798.68 20720.60
## 2 23468.69 23405.23 23345.13 23269.95 23218.25 23136.61 23076.79 22985.25
## 3 22332.82 22269.68 22208.78 22140.68 22085.62 22015.22 21963.18 21881.48
## 4 21753.51 21701.31 21642.77 21569.31 21504.91 21453.89 21394.19 21322.49
## 5 21639.42 21592.29 21541.09 21469.29 21415.79 21340.74 21291.11 21217.38
## 6 22773.90 22716.70 22656.86 22593.74 22513.22 22460.24 22394.34 22323.60
## 7 28951.02 28856.36 28777.76 28692.94 28619.70 28529.70 28441.66 28344.88
## 8 31922.09 31835.63 31754.15 31656.19 31544.91 31475.27 31350.89 31250.51
## 9 32631.58 32546.12 32440.09 32319.30 32237.08 32154.20 32044.12 31949.08
## 10 32207.55 32110.01 32005.97 31930.19 31836.27 31729.59 31640.27 31549.97
## V185 V186 V187 V188 V189 V190 V191 V192
## 1 20667.32 20618.36 20558.24 20511.64 20439.98 20390.34 20321.54 20243.48
## 2 22940.17 22892.65 22820.65 22747.19 22670.09 22613.39 22540.97 22459.75
## 3 21818.42 21763.64 21703.28 21654.34 21572.84 21518.72 21443.12 21373.82
## 4 21272.03 21197.25 21147.15 21100.69 21029.15 20981.25 20906.09 20827.11
## 5 21169.93 21112.83 21040.03 20985.99 20912.58 20859.47 20782.06 20704.40
## 6 22269.42 22198.28 22126.74 22069.68 22015.56 21959.70 21872.42 21789.76
## 7 28261.60 28203.08 28103.18 28015.32 27929.02 27855.30 27756.06 27653.46
## 8 31191.97 31097.79 30986.95 30885.79 30800.11 30728.71 30607.91 30485.21
## 9 31845.98 31751.45 31653.74 31567.70 31464.76 31369.48 31263.30 31168.98
## 10 31430.23 31373.63 31253.24 31175.55 31060.10 30992.37 30874.69 30753.39
## V193 V194 V195 V196 V197 V198 V199 V200
## 1 20202.46 20167.30 20097.54 20049.86 19980.68 19947.82 19885.58 19802.36
## 2 22411.03 22343.91 22282.35 22225.75 22187.73 22121.21 22051.57 21971.15
## 3 21309.84 21256.58 21210.18 21167.16 21099.64 21051.70 20988.06 20904.42
## 4 20772.87 20722.93 20672.95 20616.81 20550.91 20531.79 20460.89 20384.73
## 5 20675.65 20616.26 20576.72 20505.72 20460.03 20424.08 20336.35 20265.49
## 6 21736.36 21685.02 21625.40 21573.52 21509.12 21470.68 21384.94 21300.84
## 7 27571.08 27509.32 27436.24 27354.48 27288.26 27241.18 27148.70 27040.46
## 8 30411.35 30342.69 30272.35 30180.87 30083.93 29998.29 29907.85 29811.53
## 9 31071.70 30992.96 30905.08 30812.83 30717.88 30664.69 30565.56 30474.66
## 10 30687.28 30592.81 30521.33 30438.35 30367.03 30279.89 30193.62 30089.17
## V201 V202 V203 V204 V205 V206 V207 V208
## 1 19754.02 19679.82 19623.06 19559.16 19492.76 19437.06 19370.06 19319.62
## 2 21902.17 21840.85 21770.97 21684.67 21609.89 21525.91 21487.15 21425.07
## 3 20845.30 20775.86 20722.28 20639.80 20579.98 20508.02 20439.10 20383.52
## 4 20323.13 20237.17 20189.21 20108.83 20033.17 19978.31 19941.13 19862.15
## 5 20220.26 20141.22 20092.08 20026.47 19940.53 19887.56 19825.45 19774.49
## 6 21255.52 21190.04 21118.78 21058.38 20952.26 20906.52 20848.18 20795.42
## 7 26944.46 26827.14 26788.40 26702.60 26563.30 26488.80 26426.34 26325.12
## 8 29712.47 29608.63 29509.07 29426.61 29293.65 29204.05 29124.43 29032.87
## 9 30358.26 30243.48 30133.28 30044.94 29938.51 29847.03 29745.49 29646.26
## 10 29974.99 29859.97 29757.53 29675.37 29551.03 29466.23 29365.09 29274.43
## V209 V210 V211 V212 V213 V214 V215 V216
## 1 19252.92 19193.82 19127.62 19087.48 19000.72 18949.64 18867.56 18794.96
## 2 21345.25 21264.21 21181.71 21121.81 21061.95 20991.61 20923.35 20831.27
## 3 20309.22 20249.00 20184.54 20122.54 20053.88 19997.94 19909.34 19845.16
## 4 19811.01 19728.53 19667.57 19602.79 19558.41 19476.83 19409.49 19340.29
## 5 19717.33 19647.77 19584.85 19509.31 19439.13 19378.92 19308.56 19247.11
## 6 20709.86 20633.54 20574.86 20510.22 20446.66 20371.16 20307.58 20227.20
## 7 26251.86 26152.18 26073.74 25968.82 25886.76 25812.66 25702.12 25601.76
## 8 28931.07 28818.91 28713.35 28627.53 28534.73 28433.75 28330.65 28229.87
## 9 29545.58 29452.28 29326.80 29237.53 29136.83 29028.51 28932.60 28831.22
## 10 29195.09 29082.31 28984.25 28889.41 28782.75 28685.89 28594.23 28465.65
## V217 V218 V219 V220 V221 V222 V223 V224
## 1 18741.88 18666.36 18609.70 18545.60 18474.44 18434.72 18371.10 18297.42
## 2 20768.99 20681.33 20619.39 20532.21 20468.75 20415.17 20348.99 20273.05
## 3 19771.72 19690.20 19633.46 19547.72 19499.28 19434.12 19361.86 19314.32
## 4 19272.19 19186.21 19113.93 19063.25 19005.77 18961.19 18894.31 18827.47
## 5 19181.85 19089.56 19040.79 18981.09 18911.42 18864.01 18805.22 18747.08
## 6 20163.48 20069.74 19996.32 19936.54 19881.34 19825.22 19762.86 19700.38
## 7 25517.62 25404.46 25315.80 25232.22 25163.38 25081.70 24994.76 24898.62
## 8 28137.61 28002.51 27897.13 27821.87 27724.89 27621.33 27565.57 27431.19
## 9 28732.78 28598.74 28505.12 28405.10 28318.33 28220.82 28136.42 28018.96
## 10 28374.23 28238.83 28145.25 28054.37 27967.99 27896.25 27795.15 27666.85
## V225 V226 V227 V228 V229 V230 V231 V232
## 1 18240.90 18167.46 18105.52 18036.10 17969.12 17901.74 17853.76 17789.84
## 2 20201.05 20123.17 20056.31 19994.15 19897.35 19823.85 19763.13 19688.97
## 3 19244.44 19169.46 19089.12 19033.22 18954.56 18876.04 18819.02 18756.40
## 4 18745.75 18680.65 18621.83 18556.51 18474.27 18402.15 18356.79 18292.31
## 5 18656.69 18588.06 18527.26 18475.27 18391.81 18316.93 18273.06 18199.45
## 6 19602.22 19542.52 19466.00 19384.78 19322.90 19235.08 19175.34 19117.04
## 7 24813.64 24709.68 24623.18 24522.72 24436.20 24324.66 24255.98 24166.88
## 8 27321.79 27230.75 27133.89 27028.19 26911.35 26794.69 26722.01 26622.19
## 9 27909.10 27793.69 27691.28 27588.64 27477.90 27362.01 27271.82 27183.24
## 10 27569.01 27467.60 27357.57 27269.27 27155.57 27018.78 26941.91 26825.25
## V233 V234 V235 V236 V237 V238 V239 V240
## 1 17724.94 17668.88 17606.08 17528.80 17484.74 17411.92 17371.70 17303.62
## 2 19613.69 19553.79 19490.61 19397.19 19350.53 19274.37 19210.63 19147.03
## 3 18695.24 18621.22 18571.98 18486.38 18413.90 18354.30 18308.30 18236.08
## 4 18223.65 18160.63 18098.57 18034.77 17947.37 17908.23 17853.23 17776.35
## 5 18125.08 18077.26 18012.93 17932.22 17882.97 17815.43 17772.77 17703.51
## 6 19043.54 18981.10 18917.54 18841.76 18776.86 18713.12 18653.12 18580.48
## 7 24057.18 23990.10 23899.98 23818.46 23727.64 23636.74 23568.22 23463.98
## 8 26529.31 26425.05 26345.23 26220.03 26138.63 26027.47 25956.33 25858.57
## 9 27079.51 26988.60 26899.90 26792.60 26669.92 26568.08 26504.60 26391.60
## 10 26763.85 26650.12 26566.85 26467.55 26370.78 26246.55 26179.78 26080.59
## V241 V242 V243 V244 V245 V246 V247 V248
## 1 17239.62 17168.90 17113.54 17032.10 16965.66 16898.86 16850.82 16785.08
## 2 19053.73 18988.51 18929.73 18848.69 18783.21 18705.49 18629.07 18573.85
## 3 18159.76 18102.56 18026.98 17960.82 17891.50 17825.56 17750.92 17681.54
## 4 17719.21 17639.07 17573.45 17519.33 17449.99 17384.73 17327.39 17248.91
## 5 17629.67 17565.27 17500.27 17435.15 17361.79 17304.58 17230.85 17159.03
## 6 18520.16 18444.26 18374.36 18303.08 18238.28 18141.06 18098.82 18027.56
## 7 23380.42 23300.48 23195.26 23109.46 23025.46 22917.64 22829.02 22738.56
## 8 25756.79 25661.53 25554.07 25438.87 25348.49 25245.29 25135.63 25041.35
## 9 26289.49 26189.62 26073.94 25978.22 25866.44 25773.38 25668.16 25558.58
## 10 25974.85 25867.75 25752.93 25668.87 25569.28 25459.91 25360.83 25241.69
## V249 V250 V251 V252 V253 V254 V255 V256
## 1 16720.72 16662.72 16588.56 16527.74 16462.14 16392.08 16334.90 16278.82
## 2 18496.81 18414.97 18348.89 18281.19 18185.31 18112.69 18069.67 17974.05
## 3 17608.42 17546.04 17490.60 17409.92 17340.14 17273.18 17206.26 17137.30
## 4 17185.23 17112.23 17061.17 16980.89 16912.53 16846.61 16792.53 16722.93
## 5 17090.88 17039.85 16974.24 16910.31 16832.77 16764.77 16707.08 16652.97
## 6 17948.80 17876.96 17820.64 17753.66 17669.36 17595.54 17520.32 17460.62
## 7 22654.62 22571.88 22483.48 22404.20 22284.18 22196.58 22113.56 22020.24
## 8 24944.71 24846.57 24743.49 24653.71 24529.77 24424.77 24339.25 24260.15
## 9 25452.83 25354.42 25250.08 25163.90 25041.01 24937.30 24849.06 24751.08
## 10 25170.47 25055.07 24965.33 24863.83 24747.17 24662.07 24552.91 24466.05
## V257 V258 V259 V260 V261 V262 V263 V264
## 1 16202.74 16145.74 16090.52 16014.76 15936.28 15884.86 15811.30 15740.06
## 2 17921.03 17871.77 17771.75 17699.85 17634.07 17559.27 17474.25 17382.11
## 3 17073.12 17021.80 16951.48 16863.54 16787.78 16733.80 16645.28 16568.62
## 4 16654.55 16607.49 16550.77 16464.21 16399.71 16311.53 16237.85 16156.39
## 5 16584.63 16532.31 16451.49 16384.08 16316.59 16232.40 16165.19 16084.79
## 6 17400.64 17338.98 17274.90 17182.06 17115.74 17038.92 16964.74 16880.88
## 7 21935.96 21855.84 21767.82 21669.00 21569.36 21466.66 21363.78 21272.12
## 8 24157.39 24056.11 23946.43 23861.61 23729.99 23627.19 23521.29 23397.05
## 9 24656.44 24550.58 24450.78 24346.72 24225.49 24108.35 24022.72 23882.14
## 10 24355.77 24263.67 24161.47 24042.23 23938.85 23829.09 23736.99 23609.27
## V265 V266 V267 V268 V269 V270 V271 V272
## 1 15647.84 15583.20 15525.82 15448.76 15379.16 15323.34 15263.20 15207.18
## 2 17285.29 17224.01 17158.03 17076.53 16991.77 16930.87 16869.05 16803.33
## 3 16476.70 16408.34 16350.72 16283.92 16192.24 16139.46 16065.96 16017.38
## 4 16088.67 16010.17 15949.25 15886.45 15803.43 15745.09 15687.57 15630.39
## 5 16013.33 15948.90 15868.19 15805.93 15728.03 15670.74 15617.42 15557.97
## 6 16799.90 16724.12 16659.60 16588.44 16503.28 16446.36 16381.38 16329.34
## 7 21155.22 21068.54 20979.46 20884.78 20791.60 20702.36 20611.22 20543.86
## 8 23283.49 23176.97 23071.41 22975.33 22873.87 22761.45 22686.77 22596.25
## 9 23776.12 23668.82 23544.56 23443.46 23344.35 23225.28 23145.40 23055.33
## 10 23486.53 23373.81 23292.19 23175.71 23065.93 22970.93 22877.21 22789.59
## V273 V274 V275 V276 V277 V278 V279 V280
## 1 15137.88 15088.54 15033.60 14973.16 14915.62 14860.12 14786.70 14741.14
## 2 16730.37 16669.61 16598.43 16543.99 16475.21 16404.01 16327.47 16274.97
## 3 15956.88 15893.82 15832.32 15765.14 15714.68 15663.40 15561.46 15506.68
## 4 15563.17 15514.17 15461.63 15393.39 15333.91 15278.53 15189.83 15134.51
## 5 15489.43 15445.85 15371.08 15317.67 15265.74 15199.95 15123.65 15063.93
## 6 16252.34 16184.52 16127.72 16067.84 16011.12 15920.56 15855.50 15807.76
## 7 20460.44 20381.06 20298.32 20211.52 20144.02 20055.50 19950.70 19859.54
## 8 22506.85 22407.41 22312.51 22216.25 22145.73 22031.59 21948.33 21837.67
## 9 22965.74 22879.60 22771.96 22682.72 22599.62 22490.67 22379.48 22308.26
## 10 22687.05 22598.73 22515.69 22421.91 22337.09 22238.27 22113.85 22036.49
## V281 V282 V283 V284 V285 V286 V287 V288
## 1 14663.20 14595.88 14527.12 14433.76 14297.56 14186.30 14085.36 14000.82
## 2 16188.93 16120.03 16033.49 15939.61 15780.29 15650.67 15564.43 15472.73
## 3 15434.38 15370.46 15295.08 15188.48 15036.60 14935.74 14823.22 14751.94
## 4 15061.83 14998.67 14918.85 14822.29 14699.99 14567.99 14470.05 14392.31
## 5 15003.35 14928.56 14846.58 14757.67 14614.09 14509.49 14409.47 14319.95
## 6 15714.44 15654.10 15578.24 15482.14 15325.30 15216.70 15107.64 15009.52
## 7 19768.62 19682.74 19587.64 19456.14 19270.72 19115.26 18982.92 18862.00
## 8 21734.81 21626.77 21510.87 21376.05 21179.29 21005.77 20874.97 20721.97
## 9 22186.83 22087.98 21967.96 21814.94 21602.74 21441.38 21295.94 21152.49
## 10 21928.81 21822.65 21709.94 21566.05 21370.91 21196.57 21050.62 20899.81
## V289 V290 V291 V292 V293 V294 V295 V296
## 1 13992.64 13994.60 13970.28 13924.08 13881.88 13796.48 13727.24 13642.98
## 2 15435.33 15439.41 15420.35 15366.91 15315.57 15245.27 15150.67 15062.45
## 3 14724.38 14721.80 14708.84 14657.12 14608.70 14517.06 14445.72 14377.44
## 4 14361.81 14367.27 14356.55 14295.15 14262.53 14181.93 14101.55 14030.43
## 5 14295.75 14311.30 14279.31 14244.80 14204.05 14114.63 14036.81 13965.73
## 6 14998.56 14992.40 14976.64 14937.98 14881.12 14790.56 14728.16 14640.10
## 7 18832.10 18831.12 18810.60 18760.56 18676.74 18570.06 18473.72 18350.96
## 8 20679.01 20702.73 20669.69 20604.43 20519.53 20408.03 20296.89 20190.09
## 9 21111.32 21125.72 21085.74 21041.44 20943.78 20813.66 20716.22 20607.10
## 10 20875.91 20876.71 20850.23 20776.35 20690.15 20584.09 20476.51 20366.49
## V297 V298 V299 V300 V301 V302 V303 V304
## 1 13578.76 13537.20 13503.26 13438.52 13380.24 13347.36 13303.94 13245.08
## 2 14991.09 14940.71 14881.95 14829.51 14774.23 14709.89 14668.83 14594.99
## 3 14299.80 14245.32 14192.22 14141.52 14088.04 14043.08 13989.22 13937.38
## 4 13961.97 13909.87 13862.09 13810.59 13760.49 13700.87 13655.23 13594.99
## 5 13903.09 13845.65 13794.15 13745.05 13680.99 13646.89 13591.83 13539.57
## 6 14560.18 14509.92 14473.82 14399.62 14354.96 14297.08 14255.76 14185.88
## 7 18281.34 18207.28 18156.96 18062.30 17993.80 17927.72 17855.12 17785.98
## 8 20080.55 20023.35 19948.41 19853.95 19778.35 19710.51 19622.11 19555.51
## 9 20491.51 20427.12 20347.17 20261.06 20172.80 20098.06 20034.58 19936.32
## 10 20247.75 20167.73 20127.17 20033.73 19947.47 19872.89 19786.15 19714.73
## V305 V306 V307 V308 V309 V310 V311 V312
## 1 13182.24 13129.44 13072.08 13005.10 12934.48 12856.14 12780.00 12725.10
## 2 14528.77 14480.85 14418.21 14327.19 14256.89 14174.05 14097.37 14021.31
## 3 13866.32 13812.62 13748.84 13674.08 13605.02 13525.14 13453.44 13383.02
## 4 13538.81 13489.61 13426.01 13347.65 13284.09 13202.77 13127.17 13068.25
## 5 13476.69 13434.81 13370.63 13288.69 13223.15 13140.67 13070.53 13005.43
## 6 14115.00 14082.34 14003.16 13914.80 13849.98 13758.58 13700.10 13632.28
## 7 17710.38 17641.58 17554.80 17454.62 17373.80 17251.96 17155.92 17077.10
## 8 19448.77 19377.43 19286.81 19174.61 19072.07 18948.17 18858.63 18758.89
## 9 19825.51 19757.72 19675.66 19556.60 19448.01 19325.49 19219.80 19130.48
## 10 19614.41 19554.75 19444.49 19332.62 19240.85 19121.71 19003.77 18925.78
## V313 V314 V315 V316 V317 V318 V319 V320
## 1 12685.58 12625.14 12576.86 12526.40 12481.62 12427.36 12368.26 12295.44
## 2 13968.25 13913.85 13857.75 13811.35 13753.09 13685.37 13625.05 13558.95
## 3 13333.88 13271.60 13220.80 13166.74 13129.00 13058.28 12998.86 12942.28
## 4 13021.71 12963.05 12914.67 12865.99 12827.81 12761.35 12701.33 12649.41
## 5 12963.35 12908.63 12866.67 12801.69 12758.91 12690.65 12644.83 12580.15
## 6 13574.38 13535.10 13472.34 13410.30 13368.32 13305.30 13240.48 13171.38
## 7 17007.92 16937.94 16867.62 16795.34 16733.76 16651.48 16576.20 16476.66
## 8 18679.57 18596.97 18534.83 18441.87 18386.43 18284.39 18199.11 18119.59
## 9 19050.83 18964.56 18893.12 18803.38 18743.94 18633.99 18567.28 18471.35
## 10 18837.53 18756.65 18680.91 18596.94 18529.59 18454.43 18353.77 18258.87
## V321 V322 V323 V324 V325 V326 V327 V328
## 1 12255.20 12200.52 12151.20 12087.88 12039.06 11985.24 11919.84 11875.84
## 2 13482.13 13442.91 13380.49 13319.77 13271.57 13200.87 13134.73 13077.05
## 3 12880.14 12826.74 12763.02 12711.72 12663.78 12584.56 12536.44 12488.84
## 4 12586.43 12527.81 12461.95 12411.69 12374.71 12304.67 12238.29 12198.77
## 5 12530.97 12477.85 12419.25 12364.75 12306.83 12250.22 12184.80 12136.03
## 6 13104.98 13056.10 13003.76 12942.44 12887.24 12820.42 12756.68 12713.20
## 7 16407.68 16341.36 16262.76 16177.52 16110.40 16042.30 15943.44 15882.86
## 8 18020.31 17940.03 17856.77 17778.75 17689.77 17600.91 17498.49 17434.23
## 9 18372.62 18299.53 18190.76 18119.72 18031.32 17949.08 17852.66 17787.80
## 10 18179.33 18088.85 18004.44 17927.41 17834.39 17754.57 17657.93 17586.19
## V329 V330 V331 V332 V333 V334 V335 V336
## 1 11808.28 11753.82 11690.58 11655.80 11603.56 11549.64 11490.00 11423.54
## 2 13021.37 12945.25 12876.43 12824.19 12775.41 12709.93 12644.59 12593.23
## 3 12413.60 12359.28 12309.82 12238.26 12194.08 12143.76 12077.20 12007.74
## 4 12141.45 12073.79 12023.69 11966.41 11911.81 11866.61 11787.65 11731.53
## 5 12079.35 12013.15 11961.99 11910.35 11859.80 11806.27 11745.53 11670.73
## 6 12642.10 12597.32 12535.66 12464.38 12425.68 12361.00 12288.18 12224.98
## 7 15798.54 15726.46 15651.12 15593.62 15512.92 15445.76 15343.90 15266.94
## 8 17347.37 17265.59 17183.41 17094.53 17023.55 16942.85 16850.63 16759.21
## 9 17685.24 17595.17 17513.58 17434.38 17376.80 17278.06 17181.32 17085.22
## 10 17486.37 17412.99 17320.67 17248.23 17167.89 17112.78 16989.53 16885.28
## V337 V338 V339 V340 V341 V342 V343 V344
## 1 11353.60 11292.16 11224.44 11154.76 11089.46 11026.16 10952.50 10913.04
## 2 12515.77 12441.01 12363.71 12280.45 12208.93 12136.55 12056.73 12007.61
## 3 11936.32 11869.86 11812.70 11736.72 11658.68 11577.00 11519.28 11463.74
## 4 11666.45 11614.07 11533.03 11461.47 11388.51 11322.75 11254.31 11204.73
## 5 11620.31 11546.05 11478.95 11410.89 11344.13 11275.51 11204.99 11157.03
## 6 12156.36 12087.26 12019.04 11930.64 11861.98 11791.24 11736.70 11671.00
## 7 15180.24 15087.94 15006.70 14911.26 14813.08 14724.90 14625.24 14562.12
## 8 16658.45 16566.97 16443.69 16346.91 16255.51 16142.61 16047.11 15976.89
## 9 16974.19 16889.69 16782.58 16666.06 16568.83 16460.64 16370.38 16282.82
## 10 16800.57 16714.83 16607.28 16490.51 16390.19 16283.91 16187.66 16115.84
## V345 V346 V347 V348 V349 V350 V351 V352
## 1 10862.02 10789.48 10746.90 10691.58 10668.82 10620.56 10568.70 10550.18
## 2 11936.99 11887.67 11824.19 11760.07 11719.27 11670.65 11634.11 11602.99
## 3 11401.78 11340.56 11296.36 11244.14 11195.02 11147.16 11112.70 11072.56
## 4 11137.39 11084.27 11034.67 10983.13 10943.15 10899.39 10871.87 10824.33
## 5 11088.39 11024.75 10991.35 10930.99 10885.51 10835.63 10812.49 10775.07
## 6 11605.24 11548.72 11487.74 11433.44 11396.90 11351.18 11310.20 11275.76
## 7 14477.58 14408.50 14340.34 14265.36 14218.94 14154.44 14094.38 14062.54
## 8 15895.25 15794.47 15722.61 15652.93 15590.27 15512.67 15469.61 15402.17
## 9 16192.98 16104.60 16020.33 15959.14 15895.99 15821.16 15762.66 15711.49
## 10 16021.60 15939.86 15861.60 15782.07 15720.64 15648.82 15600.12 15538.91
## V353 V354 V355 V356 V357 V358 V359 V360
## 1 10495.86 10457.00 10403.96 10358.32 10303.92 10257.56 10202.00 10147.38
## 2 11550.35 11499.43 11451.59 11383.37 11329.35 11264.87 11220.97 11156.25
## 3 11037.34 10983.60 10936.26 10876.54 10815.76 10781.68 10718.86 10655.26
## 4 10776.95 10724.77 10694.75 10627.11 10579.69 10526.95 10481.89 10420.05
## 5 10735.88 10688.81 10642.27 10577.63 10536.95 10476.33 10424.73 10368.41
## 6 11234.40 11183.08 11123.90 11071.60 11017.36 10960.26 10908.62 10848.20
## 7 14004.14 13935.88 13861.52 13793.74 13716.66 13650.04 13586.62 13504.22
## 8 15347.53 15257.15 15203.97 15126.95 15042.73 14967.01 14890.75 14812.81
## 9 15654.80 15575.72 15500.66 15414.16 15330.92 15263.33 15168.67 15082.33
## 10 15479.02 15401.70 15331.07 15244.98 15163.43 15108.98 15024.75 14919.14
## V361 V362 V363 V364 V365 V366 V367 V368
## 1 10097.66 10044.98 9992.00 9922.60 9870.56 9807.72 9749.00 9707.98
## 2 11095.73 11042.49 10973.29 10917.59 10837.71 10788.31 10719.31 10665.83
## 3 10607.64 10539.54 10482.22 10426.62 10353.12 10308.40 10251.48 10201.56
## 4 10348.75 10311.07 10254.23 10192.37 10122.77 10067.55 10011.55 9964.45
## 5 10320.38 10251.72 10200.47 10130.45 10076.38 10032.55 9965.39 9916.69
## 6 10783.76 10736.66 10667.58 10605.70 10539.32 10479.90 10430.80 10363.12
## 7 13432.52 13371.30 13280.74 13192.24 13121.74 13050.10 12974.24 12896.42
## 8 14715.79 14638.33 14558.77 14465.81 14372.95 14294.41 14227.43 14144.47
## 9 15014.88 14925.46 14847.58 14746.67 14654.50 14554.98 14497.22 14413.44
## 10 14844.98 14768.55 14683.62 14596.70 14507.39 14419.78 14339.89 14255.70
## V369 V370 V371 V372 V373 V374 V375 V376
## 1 9664.26 9602.68 9552.78 9496.24 9456.68 9416.86 9363.70 9312.18
## 2 10610.87 10543.47 10494.45 10440.57 10383.29 10354.55 10298.15 10236.93
## 3 10135.50 10083.40 10032.18 9976.68 9926.30 9896.78 9831.72 9781.12
## 4 9909.83 9866.07 9811.59 9757.91 9701.43 9669.49 9614.25 9561.51
## 5 9870.11 9816.25 9769.09 9723.07 9666.01 9623.91 9565.93 9522.80
## 6 10328.10 10274.98 10207.12 10159.58 10106.02 10057.88 10011.34 9953.48
## 7 12839.02 12765.56 12699.00 12616.40 12566.70 12508.56 12441.28 12380.10
## 8 14076.29 13984.97 13910.79 13838.91 13766.07 13697.77 13639.47 13557.97
## 9 14340.10 14268.45 14170.62 14102.22 14019.36 13961.64 13882.48 13818.34
## 10 14185.55 14104.48 14026.12 13944.40 13874.14 13818.76 13743.50 13670.08
## V377 V378 V379 V380 V381 V382 V383 V384
## 1 9264.74 9209.08 9175.28 9114.84 9070.82 9019.66 8979.40 8918.66
## 2 10181.31 10123.51 10066.89 10016.17 9955.83 9902.63 9851.85 9798.65
## 3 9732.80 9687.82 9635.76 9569.72 9519.68 9470.08 9423.00 9372.58
## 4 9526.27 9470.57 9408.71 9347.75 9321.41 9263.29 9210.21 9154.53
## 5 9468.65 9430.77 9373.65 9319.81 9260.83 9221.53 9169.63 9113.63
## 6 9899.26 9848.34 9794.20 9737.96 9687.74 9636.64 9589.34 9516.52
## 7 12312.48 12241.96 12175.60 12096.30 12030.04 11965.78 11909.58 11837.14
## 8 13483.27 13406.79 13333.65 13248.55 13174.35 13112.83 13035.17 12967.75
## 9 13740.56 13659.30 13585.58 13507.20 13423.32 13356.26 13283.92 13201.58
## 10 13586.24 13531.94 13437.81 13362.78 13297.23 13208.23 13147.78 13063.28
## V385 V386 V387 V388 V389 V390 V391 V392
## 1 8877.96 8828.70 8763.22 8727.30 8669.18 8623.68 8575.52 8526.36
## 2 9739.55 9681.27 9628.71 9569.57 9511.93 9472.57 9408.99 9356.05
## 3 9307.20 9259.92 9204.00 9157.48 9102.80 9048.76 9004.60 8949.20
## 4 9096.89 9048.89 8992.73 8949.25 8910.31 8854.57 8811.05 8756.59
## 5 9060.75 9015.45 8967.75 8900.67 8864.15 8817.41 8766.89 8713.91
## 6 9474.32 9416.48 9365.10 9315.86 9262.32 9213.14 9157.56 9096.14
## 7 11765.30 11688.38 11625.78 11559.76 11494.00 11438.06 11364.46 11300.64
## 8 12880.53 12823.23 12723.79 12644.67 12576.65 12506.17 12438.43 12357.65
## 9 13125.82 13042.26 12971.82 12890.45 12812.80 12743.74 12667.56 12587.02
## 10 12992.97 12907.97 12835.06 12756.06 12684.44 12621.47 12532.36 12466.94
## V393 V394 V395 V396 V397 V398 V399 V400
## 1 8475.38 8411.22 8356.18 8293.70 8229.14 8161.80 8118.90 8066.40
## 2 9290.03 9229.89 9162.75 9096.33 9012.01 8961.07 8906.01 8838.51
## 3 8884.24 8812.50 8760.58 8691.64 8636.10 8563.00 8508.92 8454.52
## 4 8697.33 8630.53 8568.55 8504.41 8440.79 8383.63 8325.81 8275.03
## 5 8658.65 8599.25 8532.85 8476.33 8405.45 8349.22 8300.53 8239.49
## 6 9047.10 8979.38 8908.08 8842.98 8778.90 8714.92 8665.62 8606.48
## 7 11221.66 11139.12 11058.52 10969.24 10883.74 10805.80 10732.74 10648.90
## 8 12277.21 12193.71 12100.09 11998.75 11908.29 11824.65 11747.93 11670.37
## 9 12510.20 12419.03 12319.24 12215.68 12128.10 12045.56 11975.82 11892.58
## 10 12382.58 12291.31 12191.58 12105.98 12010.81 11934.84 11838.55 11764.81
## V401 V402 V403 V404 V405 V406 V407 V408
## 1 8019.48 7959.26 7884.64 7807.64 7752.16 7684.28 7633.42 7604.34
## 2 8791.19 8725.85 8663.03 8564.51 8491.99 8419.31 8369.81 8327.47
## 3 8401.84 8342.20 8274.14 8188.44 8121.06 8054.18 8001.20 7964.14
## 4 8223.31 8169.69 8104.51 8014.21 7936.59 7887.85 7832.31 7797.73
## 5 8175.73 8131.18 8064.52 7982.70 7907.63 7844.47 7791.62 7762.68
## 6 8550.72 8495.44 8419.88 8327.82 8263.70 8198.70 8144.22 8107.00
## 7 10586.70 10514.30 10429.62 10306.44 10217.86 10132.80 10072.86 10027.12
## 8 11584.75 11514.55 11407.67 11288.03 11181.51 11110.01 11029.59 10974.87
## 9 11805.76 11721.12 11614.95 11492.36 11381.28 11298.12 11204.50 11177.03
## 10 11668.66 11607.16 11498.02 11372.89 11267.48 11182.05 11098.06 11065.32
## V409 V410 V411 V412 V413 V414 V415 V416
## 1 7570.60 7518.88 7483.32 7459.70 7414.34 7389.68 7352.30 7310.10
## 2 8296.73 8251.61 8199.57 8164.03 8122.77 8094.37 8056.05 8006.85
## 3 7939.16 7898.96 7849.14 7817.18 7774.38 7745.76 7708.32 7668.70
## 4 7769.09 7731.11 7674.51 7647.47 7611.89 7587.55 7545.03 7495.45
## 5 7730.36 7689.46 7650.73 7616.04 7564.91 7542.73 7512.97 7463.70
## 6 8075.70 8026.24 7986.44 7952.56 7908.90 7878.92 7843.18 7798.30
## 7 9986.82 9928.98 9871.86 9844.90 9777.96 9745.02 9696.74 9641.78
## 8 10921.23 10871.13 10805.63 10756.95 10692.13 10658.79 10609.19 10539.87
## 9 11130.00 11069.40 10995.84 10954.36 10886.76 10856.40 10794.18 10740.86
## 10 11015.73 10956.02 10892.76 10843.06 10794.36 10750.48 10692.44 10622.78
## V417 V418 V419 V420 V421 V422 V423 V424
## 1 7267.54 7245.44 7230.12 7217.62 7197.56 7186.78 7155.08 7101.34
## 2 7972.19 7949.89 7928.47 7908.05 7885.55 7865.57 7830.61 7767.99
## 3 7623.16 7596.68 7583.80 7573.96 7549.52 7524.06 7500.14 7446.96
## 4 7451.57 7426.93 7425.07 7404.95 7386.45 7365.71 7331.93 7282.55
## 5 7431.70 7399.70 7378.47 7373.73 7359.02 7328.57 7301.78 7247.13
## 6 7753.36 7730.98 7711.46 7699.28 7679.30 7661.32 7619.94 7568.68
## 7 9574.90 9547.36 9524.44 9506.06 9497.44 9460.70 9409.08 9337.48
## 8 10482.69 10449.73 10428.63 10407.09 10378.03 10353.81 10298.69 10215.25
## 9 10667.14 10644.02 10619.84 10590.32 10565.20 10527.48 10479.18 10397.92
## 10 10568.00 10531.84 10510.39 10491.68 10458.97 10434.55 10382.98 10309.90
## V425 V426 V427 V428 V429 V430 V431 V432 V433
## 1 7052.90 7010.70 6955.90 6873.58 6769.66 6692.04 6640.46 6613.42 6605.98
## 2 7721.81 7675.39 7607.49 7527.91 7418.13 7327.99 7266.33 7240.89 7221.59
## 3 7393.50 7335.98 7287.10 7203.34 7102.12 7009.38 6951.60 6922.64 6913.92
## 4 7239.63 7181.51 7131.87 7042.37 6946.27 6863.45 6809.33 6781.07 6772.49
## 5 7201.46 7155.78 7109.23 7018.70 6920.13 6831.31 6773.97 6747.26 6735.76
## 6 7521.88 7472.40 7412.80 7322.08 7225.22 7140.38 7073.48 7041.28 7025.26
## 7 9285.60 9221.54 9148.20 9043.24 8924.84 8807.28 8721.76 8680.64 8671.48
## 8 10148.33 10075.91 10011.45 9891.01 9738.55 9623.25 9534.33 9493.87 9470.31
## 9 10344.58 10271.36 10188.02 10067.88 9920.06 9788.95 9705.68 9663.30 9643.22
## 10 10236.16 10168.74 10095.28 9970.14 9818.08 9704.32 9609.64 9571.24 9548.44
## V434 V435 V436 V437 V438 V439 V440 V441 V442
## 1 6602.26 6603.16 6591.08 6560.32 6534.26 6499.16 6456.10 6400.22 6353.02
## 2 7226.41 7219.31 7221.05 7187.65 7158.85 7103.47 7051.43 6996.47 6953.13
## 3 6925.46 6924.46 6906.72 6879.58 6848.00 6807.62 6759.46 6708.62 6652.34
## 4 6769.53 6774.75 6763.51 6738.43 6698.01 6664.87 6609.63 6564.75 6508.51
## 5 6747.46 6741.49 6726.78 6707.10 6687.65 6638.10 6580.72 6529.63 6492.89
## 6 7038.34 7043.60 7019.32 6992.54 6958.22 6916.34 6872.66 6816.70 6771.18
## 7 8683.96 8684.94 8665.66 8624.68 8587.48 8536.04 8475.28 8398.50 8343.74
## 8 9491.61 9491.33 9477.71 9424.01 9391.97 9328.35 9253.17 9184.19 9116.99
## 9 9658.38 9657.22 9632.80 9596.38 9553.94 9487.10 9411.20 9345.28 9273.78
## 10 9567.18 9570.44 9536.68 9513.06 9460.06 9396.76 9329.05 9258.31 9184.40
## V443 V444 V445 V446 V447 V448 V449 V450 V451
## 1 6322.94 6296.94 6263.26 6210.50 6161.50 6111.82 6050.38 6023.54 5992.08
## 2 6924.33 6892.31 6851.25 6795.55 6737.27 6676.21 6620.51 6594.61 6551.05
## 3 6613.24 6596.82 6562.56 6509.68 6449.50 6398.88 6340.90 6307.86 6272.32
## 4 6483.05 6460.59 6429.17 6363.69 6319.13 6266.81 6206.17 6182.31 6143.07
## 5 6459.26 6429.74 6400.94 6340.24 6289.30 6234.68 6180.90 6147.45 6117.44
## 6 6734.04 6714.24 6669.94 6614.00 6568.22 6503.84 6442.80 6405.82 6376.88
## 7 8294.58 8264.58 8217.60 8146.66 8086.40 8008.60 7937.56 7897.30 7852.26
## 8 9065.07 9039.81 8984.91 8899.07 8837.09 8746.69 8667.29 8624.35 8574.41
## 9 9240.06 9193.36 9137.92 9060.52 8988.40 8908.45 8818.76 8773.44 8723.32
## 10 9136.10 9107.47 9049.89 8976.39 8885.05 8812.24 8736.74 8690.97 8642.64
## V452 V453 V454 V455 V456 V457 V458 V459 V460
## 1 5952.52 5921.68 5887.40 5859.54 5824.80 5805.00 5757.52 5729.54 5692.18
## 2 6499.23 6470.31 6433.89 6407.01 6375.31 6344.25 6295.73 6259.51 6227.73
## 3 6226.40 6208.30 6165.26 6127.02 6111.18 6084.52 6039.74 5989.08 5967.92
## 4 6103.55 6076.01 6043.67 6002.55 5982.95 5954.19 5911.07 5873.31 5841.75
## 5 6071.10 6046.99 6012.48 5977.18 5950.76 5934.52 5886.40 5836.53 5809.98
## 6 6331.86 6301.34 6278.46 6228.20 6216.20 6181.18 6139.68 6094.94 6067.68
## 7 7798.28 7755.74 7711.66 7665.82 7639.34 7607.72 7543.70 7495.70 7455.52
## 8 8511.61 8477.61 8417.79 8373.63 8335.11 8304.71 8237.21 8187.91 8143.67
## 9 8661.66 8621.66 8576.32 8522.38 8484.03 8447.02 8383.40 8328.78 8275.68
## 10 8576.52 8539.81 8498.48 8443.60 8405.18 8369.74 8295.50 8251.14 8201.68
## V461 V462 V463 V464 V465 V466 V467 V468 V469
## 1 5670.34 5636.68 5603.02 5579.44 5523.94 5492.06 5472.66 5441.56 5417.38
## 2 6186.69 6154.45 6123.33 6087.17 6042.03 6004.03 5971.53 5948.09 5916.21
## 3 5938.12 5905.78 5873.40 5833.74 5785.50 5755.06 5723.60 5698.68 5671.88
## 4 5809.85 5779.61 5744.99 5716.97 5669.55 5631.53 5601.55 5583.35 5550.13
## 5 5787.65 5755.90 5728.18 5693.52 5649.15 5610.03 5580.94 5558.44 5525.48
## 6 6043.68 6003.00 5969.78 5935.22 5881.86 5853.50 5817.94 5796.20 5764.30
## 7 7424.70 7386.50 7342.94 7291.68 7226.26 7183.14 7152.56 7114.62 7084.10
## 8 8100.15 8059.83 8007.35 7955.99 7888.67 7846.05 7801.07 7767.35 7736.23
## 9 8249.02 8201.68 8143.24 8097.40 8030.44 7990.84 7935.48 7895.26 7866.16
## 10 8161.37 8113.89 8081.73 8018.05 7958.90 7913.39 7859.43 7820.48 7789.55
## V470 V471 V472 V473 V474 V475 V476 V477 V478
## 1 5389.10 5365.56 5333.74 5298.08 5261.46 5239.88 5213.52 5189.88 5158.52
## 2 5893.29 5860.35 5827.03 5784.97 5752.71 5726.19 5693.13 5662.65 5630.47
## 3 5651.18 5612.32 5583.76 5535.00 5509.12 5489.58 5451.92 5436.74 5402.72
## 4 5533.19 5501.67 5460.29 5429.57 5402.81 5369.97 5340.19 5324.83 5286.01
## 5 5504.18 5479.82 5437.91 5405.07 5373.36 5351.03 5325.44 5297.06 5266.82
## 6 5733.22 5709.16 5664.64 5632.94 5608.76 5579.16 5547.62 5516.60 5480.42
## 7 7054.60 7008.64 6961.00 6905.58 6878.94 6845.06 6804.62 6773.00 6733.18
## 8 7697.03 7649.91 7602.29 7549.09 7512.17 7461.85 7425.21 7386.05 7337.93
## 9 7838.22 7783.88 7728.45 7675.28 7634.95 7593.88 7555.02 7520.78 7467.62
## 10 7760.21 7705.66 7656.87 7602.45 7564.40 7523.89 7484.77 7447.37 7402.87
## V479 V480 V481 V482 V483 V484 V485 V486 V487
## 1 5122.58 5083.80 5056.76 5034.48 4999.54 4967.54 4943.12 4908.62 4887.44
## 2 5594.81 5559.69 5522.29 5492.55 5464.27 5418.91 5388.19 5359.23 5325.17
## 3 5360.52 5317.10 5296.72 5259.50 5234.34 5194.60 5173.30 5138.66 5109.22
## 4 5259.41 5217.49 5190.21 5156.61 5122.29 5102.61 5059.05 5038.09 5004.53
## 5 5236.28 5198.03 5158.41 5134.68 5100.65 5073.60 5040.36 5013.34 4988.07
## 6 5452.46 5417.00 5389.26 5350.20 5314.54 5282.52 5252.74 5226.32 5198.36
## 7 6683.52 6637.68 6593.02 6552.06 6513.00 6482.74 6443.80 6393.28 6357.68
## 8 7303.69 7250.35 7202.65 7153.69 7115.71 7067.59 7021.33 6988.11 6936.11
## 9 7424.84 7373.58 7319.00 7280.64 7236.80 7189.44 7147.32 7101.16 7055.36
## 10 7357.59 7307.14 7254.27 7217.39 7164.97 7122.35 7076.56 7035.40 6982.53
## V488 V489 V490 V491 V492 V493 V494 V495 V496
## 1 4847.12 4823.52 4799.38 4757.70 4731.76 4700.06 4678.22 4653.76 4627.48
## 2 5299.09 5265.45 5230.05 5194.65 5163.05 5130.27 5106.85 5068.57 5045.97
## 3 5078.92 5048.72 5015.56 4984.10 4954.12 4917.88 4895.24 4867.36 4837.70
## 4 4977.43 4951.05 4918.11 4882.63 4845.51 4814.19 4789.91 4766.27 4736.49
## 5 4956.45 4923.57 4898.90 4859.90 4829.15 4803.10 4771.74 4748.70 4723.78
## 6 5154.38 5128.38 5094.64 5069.46 5035.86 5000.26 4969.56 4940.94 4917.32
## 7 6320.06 6285.42 6249.68 6204.78 6161.64 6126.98 6085.96 6043.60 6007.80
## 8 6899.07 6852.43 6802.19 6757.51 6717.13 6674.97 6640.41 6603.57 6567.01
## 9 7012.32 6975.30 6927.72 6879.48 6833.76 6791.44 6749.32 6706.52 6668.08
## 10 6937.89 6908.40 6857.23 6821.05 6774.14 6735.61 6688.55 6647.03 6605.74
## V497 V498 V499 V500 V501 V502 V503 V504 V505
## 1 4599.50 4567.36 4537.72 4510.54 4482.96 4458.10 4431.28 4418.42 4391.20
## 2 5003.93 4980.65 4945.03 4925.71 4885.65 4865.99 4831.83 4812.85 4782.05
## 3 4804.22 4772.40 4745.84 4721.50 4688.86 4660.74 4636.06 4618.14 4599.22
## 4 4706.73 4675.51 4651.11 4628.31 4595.79 4562.99 4543.01 4526.69 4501.51
## 5 4680.22 4658.03 4629.56 4603.24 4576.95 4550.76 4525.28 4509.61 4481.06
## 6 4882.76 4850.68 4829.86 4799.62 4762.46 4737.50 4711.82 4684.60 4665.48
## 7 5972.52 5940.68 5903.44 5864.14 5826.16 5786.34 5766.34 5733.24 5706.16
## 8 6515.69 6465.27 6430.93 6391.15 6351.31 6314.77 6289.09 6243.73 6214.81
## 9 6620.92 6580.02 6545.68 6499.66 6452.85 6418.90 6381.72 6349.93 6314.88
## 10 6565.77 6523.39 6481.61 6444.12 6399.23 6362.97 6327.85 6296.59 6259.49
## V506 V507 V508 V509 V510 V511 V512 V513 V514
## 1 4366.70 4332.98 4308.84 4280.86 4263.40 4226.70 4203.04 4171.70 4144.54
## 2 4762.73 4730.77 4696.93 4668.69 4643.45 4608.85 4574.95 4544.95 4510.95
## 3 4563.96 4532.34 4504.80 4472.66 4449.18 4416.74 4385.24 4357.16 4331.24
## 4 4469.37 4445.15 4416.63 4384.13 4361.37 4325.71 4302.11 4272.63 4246.09
## 5 4453.22 4425.98 4395.95 4370.24 4337.26 4310.53 4281.24 4253.28 4230.36
## 6 4640.44 4611.08 4577.78 4544.12 4516.44 4489.22 4456.08 4430.08 4399.12
## 7 5670.56 5636.42 5597.26 5552.24 5521.24 5479.66 5453.22 5415.88 5381.14
## 8 6180.31 6141.83 6096.53 6050.55 6012.83 5979.33 5939.23 5891.67 5851.03
## 9 6283.19 6246.51 6199.34 6158.60 6117.93 6071.85 6034.53 5992.42 5951.08
## 10 6223.31 6186.83 6142.39 6106.65 6061.83 6026.66 5983.03 5947.75 5895.16
## V515 V516 V517 V518 V519 V520 V521 V522 V523
## 1 4120.68 4106.86 4078.70 4053.24 4032.48 4017.28 3990.76 3965.42 3943.76
## 2 4494.01 4468.55 4436.21 4411.91 4380.25 4364.47 4338.91 4321.05 4286.01
## 3 4306.90 4283.90 4261.38 4236.92 4206.02 4195.72 4166.58 4140.12 4122.02
## 4 4224.39 4202.25 4174.95 4147.13 4125.03 4110.65 4082.37 4055.85 4036.93
## 5 4204.15 4180.06 4162.65 4133.41 4112.18 4088.60 4069.07 4037.18 4028.26
## 6 4375.04 4352.38 4330.54 4301.76 4274.62 4258.90 4234.34 4209.56 4176.10
## 7 5342.66 5315.42 5285.94 5247.78 5223.16 5187.90 5155.88 5135.52 5106.04
## 8 5818.35 5787.05 5747.11 5709.23 5682.71 5659.21 5619.03 5588.93 5554.79
## 9 5925.93 5887.48 5851.60 5808.45 5779.84 5746.60 5722.16 5678.74 5655.22
## 10 5870.79 5829.97 5801.01 5757.91 5727.65 5706.71 5666.35 5631.49 5605.21
## V524 V525 V526 V527 V528 V529 V530 V531 V532
## 1 3920.74 3897.40 3875.06 3847.90 3825.74 3789.28 3770.12 3744.84 3726.12
## 2 4269.15 4237.25 4208.99 4185.65 4161.15 4133.49 4105.85 4074.41 4058.67
## 3 4090.02 4070.38 4045.54 4014.92 3995.24 3966.30 3944.62 3917.20 3895.30
## 4 4017.13 3990.77 3963.61 3942.61 3910.19 3891.55 3862.69 3842.03 3815.17
## 5 3997.28 3968.30 3949.26 3923.70 3901.07 3879.07 3849.82 3822.11 3800.03
## 6 4157.46 4133.74 4107.84 4081.04 4059.42 4029.54 4003.40 3975.56 3957.66
## 7 5071.16 5039.22 5010.06 4976.50 4939.48 4913.08 4876.94 4842.96 4820.44
## 8 5530.13 5486.37 5443.61 5415.53 5377.83 5347.27 5304.73 5271.15 5244.99
## 9 5615.24 5575.60 5536.76 5503.84 5466.30 5430.98 5390.66 5367.26 5323.72
## 10 5567.12 5523.47 5499.33 5456.57 5422.45 5387.75 5344.41 5314.79 5281.71
## V533 V534 V535 V536 V537 V538 V539 V540 V541
## 1 3709.14 3675.94 3648.76 3626.02 3608.80 3588.32 3559.60 3537.74 3511.06
## 2 4028.89 3996.01 3966.29 3947.43 3920.11 3900.55 3872.47 3835.21 3820.37
## 3 3865.60 3840.02 3814.38 3793.34 3765.78 3747.84 3719.76 3694.46 3672.20
## 4 3795.45 3763.85 3742.15 3718.61 3691.19 3671.69 3649.23 3622.11 3597.15
## 5 3774.02 3754.28 3727.18 3703.07 3677.48 3653.88 3630.95 3608.22 3582.26
## 6 3924.86 3895.54 3874.90 3851.56 3822.80 3800.94 3778.72 3749.02 3730.14
## 7 4782.84 4747.24 4721.54 4689.40 4660.56 4623.68 4592.94 4562.24 4531.26
## 8 5215.85 5163.31 5131.07 5096.65 5071.37 5036.05 4997.77 4965.03 4931.09
## 9 5294.64 5252.61 5214.11 5179.48 5149.85 5112.69 5080.16 5043.92 5009.35
## 10 5251.45 5212.91 5169.83 5135.05 5106.95 5070.12 5042.03 5009.55 4967.49
## V542 V543 V544 V545 V546 V547 V548 V549 V550
## 1 3484.78 3469.98 3445.44 3428.50 3400.38 3384.20 3358.60 3340.12 3312.10
## 2 3787.67 3771.99 3742.51 3723.07 3695.63 3673.23 3650.73 3624.83 3595.31
## 3 3646.38 3617.72 3600.16 3577.90 3551.52 3530.60 3506.96 3482.78 3464.24
## 4 3574.31 3550.55 3522.85 3503.81 3479.43 3462.95 3435.45 3417.87 3386.53
## 5 3558.32 3535.68 3509.48 3491.26 3467.76 3448.91 3430.38 3403.45 3376.24
## 6 3702.34 3677.66 3655.70 3634.02 3610.34 3583.76 3558.96 3532.60 3508.76
## 7 4497.66 4466.72 4443.38 4411.78 4388.60 4355.66 4332.48 4297.36 4266.52
## 8 4903.79 4861.59 4834.17 4797.61 4764.75 4744.45 4710.73 4675.25 4642.21
## 9 4971.35 4934.90 4910.64 4878.95 4848.14 4818.92 4783.19 4746.76 4715.45
## 10 4932.01 4889.66 4864.95 4837.95 4804.27 4775.37 4742.47 4716.23 4670.57
## V551 V552 V553 V554 V555 V556 V557 V558 V559
## 1 3294.66 3274.84 3253.26 3226.90 3208.28 3190.46 3167.58 3148.36 3127.86
## 2 3576.15 3559.83 3533.41 3514.77 3483.81 3465.11 3438.39 3418.89 3399.19
## 3 3435.92 3421.30 3394.64 3373.82 3355.74 3331.92 3304.60 3286.98 3265.48
## 4 3375.33 3347.49 3333.13 3309.33 3289.05 3265.25 3241.51 3225.61 3203.57
## 5 3358.22 3340.94 3318.34 3295.53 3278.56 3255.65 3234.14 3213.82 3187.03
## 6 3495.92 3473.70 3448.44 3429.28 3405.68 3381.54 3358.16 3335.42 3313.30
## 7 4242.54 4214.48 4187.42 4163.34 4130.46 4103.24 4078.42 4049.76 4023.96
## 8 4616.85 4585.97 4539.43 4524.91 4490.95 4463.71 4427.79 4405.23 4369.31
## 9 4689.11 4657.34 4629.51 4596.22 4563.61 4531.61 4507.48 4474.80 4439.38
## 10 4642.69 4627.19 4585.15 4555.35 4522.16 4497.83 4464.51 4432.09 4401.37
## V560 V561 V562 V563 V564 V565 V566 V567 V568
## 1 3103.34 3078.96 3068.02 3045.36 3028.06 3006.34 2986.30 2969.28 2945.02
## 2 3369.61 3346.01 3324.83 3300.79 3278.27 3260.89 3249.89 3221.47 3194.91
## 3 3239.04 3211.66 3192.60 3174.44 3157.04 3138.80 3117.76 3095.50 3076.66
## 4 3177.47 3148.73 3132.65 3115.93 3102.67 3073.83 3061.19 3038.75 3020.25
## 5 3164.88 3139.45 3125.10 3105.90 3083.26 3060.34 3046.24 3024.76 3002.68
## 6 3289.04 3261.42 3244.12 3225.40 3201.98 3183.60 3159.90 3146.82 3120.38
## 7 3988.22 3958.92 3932.32 3911.36 3889.90 3859.68 3830.66 3807.54 3783.76
## 8 4335.65 4301.91 4275.37 4246.01 4227.45 4195.01 4165.51 4145.77 4112.49
## 9 4407.16 4372.42 4338.27 4315.24 4290.40 4263.45 4230.58 4206.10 4178.82
## 10 4368.05 4337.05 4310.39 4281.23 4257.43 4232.15 4194.21 4166.19 4138.61
## V569 V570 V571 V572 V573 V574 V575 V576 V577
## 1 2930.50 2908.28 2886.94 2872.92 2855.52 2838.16 2815.84 2795.06 2774.02
## 2 3175.07 3155.09 3132.43 3113.33 3099.83 3076.47 3059.41 3033.77 3009.29
## 3 3052.74 3033.90 3011.42 2991.70 2977.76 2958.76 2938.20 2917.14 2896.46
## 4 2995.53 2974.35 2954.95 2940.59 2926.49 2904.35 2881.41 2862.87 2841.03
## 5 2990.60 2961.02 2942.90 2928.06 2912.78 2886.53 2871.82 2851.86 2827.30
## 6 3100.72 3078.06 3053.30 3039.40 3023.94 3006.22 2977.06 2959.60 2935.30
## 7 3758.18 3726.68 3700.42 3681.70 3661.44 3637.54 3611.24 3581.78 3559.90
## 8 4082.13 4044.29 4025.19 3996.69 3978.61 3949.19 3918.71 3893.13 3861.59
## 9 4147.06 4115.10 4091.04 4065.68 4040.30 4011.97 3979.66 3947.96 3927.32
## 10 4113.81 4080.61 4056.41 4025.77 4004.45 3977.73 3946.33 3925.79 3891.62
## V578 V579 V580 V581 V582 V583 V584 V585 V586
## 1 2755.50 2745.34 2727.72 2704.32 2688.74 2668.68 2650.20 2633.84 2614.20
## 2 2990.63 2973.01 2955.07 2929.43 2915.47 2894.45 2872.41 2852.03 2836.03
## 3 2878.94 2861.92 2842.82 2816.46 2802.24 2784.70 2760.86 2746.12 2722.66
## 4 2822.79 2807.55 2789.73 2765.73 2746.11 2729.31 2713.27 2695.75 2675.77
## 5 2814.11 2795.65 2777.15 2751.72 2739.56 2718.32 2702.60 2678.26 2661.22
## 6 2910.90 2901.48 2889.34 2860.56 2847.70 2822.04 2801.74 2783.56 2762.70
## 7 3531.96 3516.68 3490.46 3462.98 3438.40 3418.38 3387.86 3364.08 3346.72
## 8 3838.33 3814.41 3784.59 3760.67 3736.99 3707.31 3667.77 3653.13 3624.07
## 9 3898.05 3872.60 3852.01 3813.16 3794.89 3767.39 3727.76 3713.78 3683.14
## 10 3860.69 3841.41 3814.83 3787.77 3759.57 3733.27 3705.69 3675.93 3651.21
## V587 V588 V589 V590 V591 V592 V593 V594 V595
## 1 2594.78 2575.74 2559.70 2540.42 2527.84 2510.66 2495.86 2477.88 2460.90
## 2 2815.09 2789.57 2771.79 2753.01 2736.79 2719.89 2698.49 2685.89 2667.41
## 3 2704.94 2689.00 2664.98 2653.30 2636.70 2617.22 2600.14 2583.32 2560.30
## 4 2657.81 2634.29 2619.65 2601.17 2590.37 2568.83 2554.19 2536.87 2518.51
## 5 2644.30 2624.52 2606.11 2592.74 2574.41 2556.80 2543.78 2526.86 2506.18
## 6 2746.02 2722.80 2711.70 2688.22 2670.76 2655.70 2641.10 2621.68 2601.78
## 7 3324.44 3291.80 3272.70 3251.16 3229.04 3203.26 3183.54 3163.74 3139.38
## 8 3598.01 3576.95 3545.65 3524.35 3495.51 3478.51 3453.33 3427.11 3406.71
## 9 3659.92 3629.66 3604.78 3582.74 3557.46 3530.20 3510.76 3483.86 3458.30
## 10 3632.55 3597.89 3574.95 3545.45 3528.93 3506.77 3479.73 3454.25 3426.83
## V596 V597 V598 V599 V600 V601 V602 V603 V604
## 1 2443.60 2425.24 2412.34 2397.50 2377.30 2353.54 2337.98 2318.72 2301.28
## 2 2645.93 2630.91 2612.63 2599.85 2569.51 2550.55 2529.93 2510.81 2492.41
## 3 2546.42 2526.84 2515.18 2490.56 2473.78 2452.78 2433.92 2415.48 2400.94
## 4 2502.99 2478.97 2462.29 2449.59 2429.21 2410.05 2390.07 2373.23 2354.93
## 5 2486.80 2472.20 2459.64 2443.07 2420.78 2406.24 2382.11 2360.11 2343.03
## 6 2578.92 2565.72 2547.96 2528.58 2511.06 2490.46 2472.20 2454.08 2434.58
## 7 3123.58 3092.78 3071.84 3052.82 3027.30 3003.44 2976.20 2960.66 2933.96
## 8 3373.13 3357.51 3335.21 3311.11 3284.53 3255.25 3233.45 3206.99 3178.41
## 9 3431.96 3408.26 3386.42 3366.80 3336.47 3302.58 3283.74 3252.30 3228.42
## 10 3404.69 3380.12 3355.71 3340.29 3309.19 3278.81 3251.62 3226.77 3202.55
## V605 V606 V607 V608 V609 V610 V611 V612 V613
## 1 2283.34 2266.10 2250.26 2238.08 2226.78 2206.60 2186.76 2179.36 2165.70
## 2 2472.31 2450.05 2436.35 2419.87 2403.95 2383.75 2368.49 2347.25 2341.51
## 3 2380.82 2364.34 2339.60 2330.98 2313.36 2298.14 2279.32 2265.92 2256.50
## 4 2333.67 2316.49 2298.17 2287.15 2272.45 2258.65 2238.07 2224.93 2212.23
## 5 2328.72 2308.77 2286.89 2274.72 2266.26 2247.23 2229.94 2216.94 2207.68
## 6 2421.02 2397.56 2381.48 2366.34 2345.24 2331.90 2314.24 2300.00 2289.00
## 7 2910.76 2890.02 2862.72 2844.38 2829.56 2807.60 2786.68 2768.98 2750.82
## 8 3151.51 3126.89 3108.93 3084.59 3059.21 3040.23 3018.41 2997.59 2986.95
## 9 3205.32 3173.04 3153.68 3134.39 3109.54 3083.34 3065.47 3038.54 3027.58
## 10 3178.51 3147.85 3126.85 3109.81 3085.01 3069.05 3039.31 3020.91 3004.81
## V614 V615 V616 V617 V618 V619 V620 V621 V622
## 1 2157.22 2135.78 2125.44 2117.16 2095.58 2083.48 2064.64 2051.84 2039.76
## 2 2328.35 2314.89 2303.57 2283.35 2268.35 2255.11 2236.25 2220.03 2199.31
## 3 2241.02 2229.98 2216.44 2197.06 2188.86 2168.44 2156.86 2138.24 2119.66
## 4 2206.09 2189.41 2176.47 2160.71 2147.93 2128.57 2113.59 2100.03 2080.95
## 5 2191.30 2178.02 2166.56 2151.98 2138.77 2122.69 2108.65 2089.23 2077.60
## 6 2271.62 2258.76 2246.94 2232.62 2215.48 2199.90 2179.72 2170.36 2152.38
## 7 2744.32 2722.90 2701.12 2687.58 2665.32 2644.10 2626.04 2604.22 2581.80
## 8 2970.95 2943.07 2925.49 2904.67 2890.35 2862.13 2840.05 2818.01 2802.43
## 9 3010.89 2994.55 2969.84 2951.74 2929.89 2910.96 2888.96 2860.43 2844.58
## 10 2986.23 2966.39 2949.37 2926.47 2908.69 2886.62 2867.15 2840.43 2821.21
## V623 V624 V625 V626 V627 V628 V629 V630 V631
## 1 2023.28 2011.16 1995.10 1982.28 1965.72 1955.90 1938.92 1932.80 1914.08
## 2 2186.33 2175.97 2159.67 2144.03 2122.99 2114.13 2093.27 2081.17 2069.81
## 3 2108.00 2092.74 2072.84 2064.46 2047.06 2030.00 2023.10 2011.10 1996.20
## 4 2069.25 2055.65 2039.45 2023.25 2010.57 1996.41 1987.13 1973.57 1953.71
## 5 2063.88 2041.13 2033.54 2023.54 2006.52 1988.27 1976.65 1964.15 1950.31
## 6 2135.52 2123.38 2107.36 2094.10 2080.32 2059.90 2049.46 2030.78 2016.34
## 7 2567.66 2547.32 2533.10 2511.48 2494.38 2476.50 2457.16 2438.22 2421.62
## 8 2778.37 2762.51 2738.75 2719.57 2696.49 2678.69 2656.71 2644.29 2625.07
## 9 2823.20 2802.51 2783.20 2762.28 2742.70 2718.55 2704.22 2684.96 2659.58
## 10 2796.39 2783.75 2764.66 2739.31 2722.27 2700.57 2682.16 2659.03 2643.93
## V632 V633 V634 V635 V636 V637 V638 V639 V640
## 1 1899.56 1889.14 1875.98 1853.70 1842.46 1830.00 1818.40 1806.90 1787.60
## 2 2045.01 2035.33 2022.23 2005.39 1988.53 1977.07 1960.01 1952.03 1938.41
## 3 1973.96 1962.02 1947.18 1929.88 1914.82 1903.24 1889.68 1878.02 1865.56
## 4 1942.07 1926.41 1910.55 1900.39 1883.23 1871.97 1861.35 1844.59 1834.05
## 5 1935.54 1922.02 1903.17 1892.02 1873.63 1862.71 1850.81 1838.08 1825.25
## 6 2005.16 1989.72 1972.16 1959.68 1938.38 1930.46 1920.02 1908.38 1895.78
## 7 2401.62 2383.48 2371.60 2348.98 2329.82 2317.56 2299.86 2288.20 2266.60
## 8 2600.49 2578.71 2560.19 2538.29 2519.47 2506.23 2492.11 2469.05 2456.01
## 9 2642.92 2621.34 2596.00 2577.47 2557.76 2540.58 2522.24 2504.64 2492.51
## 10 2621.61 2598.93 2576.15 2559.12 2539.62 2524.15 2511.91 2488.43 2469.75
## V641 V642 V643 V644 V645 V646 V647 V648 V649
## 1 1782.12 1768.06 1758.14 1740.62 1729.34 1716.74 1701.86 1671.90 1601.16
## 2 1919.99 1912.83 1894.09 1884.37 1868.09 1852.79 1837.43 1803.45 1733.29
## 3 1852.80 1836.50 1827.86 1813.82 1803.38 1784.44 1771.72 1738.38 1665.78
## 4 1820.43 1806.77 1796.09 1781.21 1768.85 1753.53 1739.15 1707.85 1641.59
## 5 1812.65 1801.41 1788.13 1773.60 1764.91 1746.33 1732.58 1706.94 1636.58
## 6 1881.70 1869.94 1849.52 1841.04 1825.42 1805.08 1793.56 1762.94 1691.80
## 7 2250.52 2235.06 2216.08 2200.40 2184.68 2172.26 2145.86 2107.90 2023.54
## 8 2435.99 2420.25 2400.95 2386.03 2367.19 2340.25 2327.89 2276.21 2195.99
## 9 2471.10 2455.34 2432.96 2419.47 2393.39 2376.34 2358.20 2311.32 2217.14
## 10 2456.65 2431.15 2416.62 2398.77 2382.15 2365.90 2338.89 2294.31 2201.90
## V650 V651 V652 V653 V654 V655 V656 V657 V658
## 1 1538.26 1472.12 1417.28 1380.56 1382.08 1404.82 1434.56 1458.40 1486.98
## 2 1659.09 1583.69 1522.03 1485.23 1491.89 1514.27 1541.11 1573.51 1599.87
## 3 1596.74 1529.84 1471.30 1432.38 1437.90 1462.06 1492.60 1517.86 1545.28
## 4 1570.43 1501.63 1443.97 1407.91 1414.43 1436.65 1462.63 1490.03 1513.71
## 5 1563.85 1497.87 1437.77 1402.56 1410.62 1428.77 1454.60 1487.58 1513.06
## 6 1616.34 1551.06 1488.06 1454.42 1456.48 1479.20 1508.02 1541.30 1569.16
## 7 1929.52 1846.84 1773.58 1726.22 1731.06 1765.22 1800.06 1832.04 1866.70
## 8 2091.19 1994.03 1909.37 1859.49 1871.49 1906.31 1938.79 1979.79 2019.97
## 9 2112.54 2022.38 1939.54 1887.48 1898.12 1928.96 1970.70 2008.24 2043.30
## 10 2100.40 2006.59 1924.31 1870.31 1880.92 1917.31 1954.53 1999.21 2031.65
## V659 V660 V661 V662 V663 V664 V665 V666 V667
## 1 1502.38 1499.80 1493.96 1470.86 1443.22 1423.56 1407.32 1398.08 1382.90
## 2 1611.73 1618.45 1610.83 1588.71 1559.19 1532.63 1509.41 1500.23 1491.49
## 3 1557.62 1565.28 1554.14 1531.76 1504.02 1482.24 1456.42 1450.46 1439.50
## 4 1533.45 1536.59 1525.95 1504.57 1480.23 1453.99 1432.63 1421.27 1411.77
## 5 1523.19 1525.37 1520.37 1499.15 1475.87 1451.77 1427.31 1418.06 1408.04
## 6 1579.38 1578.88 1569.80 1556.70 1523.20 1499.98 1481.24 1470.02 1455.48
## 7 1884.88 1889.08 1879.88 1852.04 1813.58 1787.74 1759.80 1752.88 1737.84
## 8 2034.41 2039.21 2027.61 1998.23 1960.31 1929.51 1901.75 1888.19 1875.39
## 9 2064.86 2072.54 2059.48 2031.14 1990.68 1957.36 1928.16 1918.12 1901.40
## 10 2052.27 2056.78 2042.57 2015.47 1972.35 1939.92 1916.03 1904.13 1887.42
## V668 V669 V670 V671 V672 V673 V674 V675 V676
## 1 1379.18 1368.66 1365.24 1361.50 1357.58 1348.08 1340.28 1344.30 1333.92
## 2 1484.51 1479.27 1472.27 1466.55 1457.59 1449.39 1448.93 1438.25 1431.75
## 3 1432.04 1426.82 1420.82 1417.20 1410.94 1400.50 1394.34 1390.24 1383.60
## 4 1407.91 1402.77 1396.85 1391.25 1387.11 1372.97 1372.97 1366.55 1362.75
## 5 1400.85 1402.56 1389.44 1385.13 1381.00 1370.50 1369.13 1362.33 1354.23
## 6 1450.10 1444.80 1440.40 1433.74 1426.78 1417.68 1416.92 1407.02 1400.34
## 7 1729.64 1720.64 1710.04 1703.14 1700.52 1687.60 1687.30 1680.38 1669.70
## 8 1863.59 1856.31 1846.67 1840.09 1834.47 1822.13 1817.11 1811.37 1802.21
## 9 1887.26 1879.16 1874.96 1866.58 1861.90 1852.52 1844.48 1838.90 1827.12
## 10 1882.38 1869.11 1859.42 1852.29 1846.57 1834.81 1828.88 1824.47 1809.21
## V677 V678 V679 V680 V681 V682 V683 V684 V685
## 1 1328.94 1326.02 1312.46 1312.50 1302.66 1293.78 1292.78 1279.62 1265.20
## 2 1431.17 1423.01 1417.61 1413.59 1403.13 1395.79 1387.09 1379.09 1362.03
## 3 1384.56 1376.82 1367.16 1364.86 1358.92 1343.74 1344.32 1327.82 1315.86
## 4 1363.45 1351.15 1340.97 1338.87 1330.15 1324.93 1321.23 1309.15 1293.95
## 5 1354.17 1345.60 1337.58 1335.19 1327.83 1316.89 1318.44 1305.75 1290.65
## 6 1401.40 1396.30 1385.92 1379.42 1374.24 1362.18 1357.88 1346.94 1329.60
## 7 1664.46 1662.62 1644.68 1643.22 1633.68 1625.80 1619.38 1604.18 1582.88
## 8 1799.89 1786.65 1774.75 1771.93 1762.51 1749.95 1745.69 1731.95 1709.75
## 9 1826.06 1815.76 1802.44 1799.30 1786.52 1775.36 1769.68 1756.46 1733.12
## 10 1810.35 1803.27 1790.23 1780.97 1773.03 1763.49 1761.45 1744.42 1721.17
## V686 V687 V688 V689 V690 V691 V692 V693 V694
## 1 1260.36 1252.06 1238.14 1220.24 1213.24 1195.58 1191.44 1183.78 1175.96
## 2 1356.83 1341.61 1327.67 1313.09 1305.55 1288.15 1277.59 1274.89 1263.81
## 3 1306.64 1299.96 1279.52 1272.62 1259.00 1243.92 1230.98 1230.90 1221.80
## 4 1284.59 1276.61 1260.41 1250.35 1235.41 1224.93 1214.13 1209.63 1200.73
## 5 1281.02 1270.15 1254.79 1245.37 1234.85 1219.10 1211.08 1201.08 1197.00
## 6 1323.54 1319.02 1299.68 1282.74 1277.68 1258.50 1250.12 1243.84 1234.16
## 7 1574.34 1560.50 1540.44 1525.58 1513.30 1494.82 1481.04 1475.54 1466.30
## 8 1697.83 1683.61 1663.85 1644.93 1625.99 1610.85 1593.45 1586.81 1582.87
## 9 1720.30 1707.62 1687.78 1670.00 1653.66 1634.96 1622.20 1614.40 1600.78
## 10 1705.88 1695.01 1672.67 1657.25 1643.31 1627.90 1609.55 1602.73 1592.99
## V695 V696 V697 V698 V699 V700 V701 V702 V703
## 1 1162.40 1142.04 1133.14 1119.66 1115.86 1112.26 1112.52 1109.44 1099.00
## 2 1245.41 1230.31 1216.07 1199.81 1198.53 1198.69 1196.27 1189.59 1185.83
## 3 1205.28 1185.82 1169.16 1165.54 1161.18 1160.72 1150.96 1153.18 1141.96
## 4 1185.79 1169.49 1153.81 1143.43 1140.51 1134.59 1133.11 1134.05 1123.43
## 5 1179.19 1165.62 1152.10 1139.52 1138.33 1134.87 1130.63 1127.56 1122.12
## 6 1223.36 1200.44 1190.30 1174.74 1176.06 1168.94 1167.26 1162.66 1158.20
## 7 1444.92 1429.94 1403.38 1392.02 1388.94 1388.84 1380.10 1379.00 1372.22
## 8 1558.77 1535.97 1517.21 1503.79 1492.99 1496.85 1485.59 1487.29 1478.51
## 9 1579.88 1557.68 1536.46 1524.02 1518.90 1513.50 1509.74 1512.90 1503.62
## 10 1567.45 1548.73 1528.55 1509.31 1505.42 1504.37 1497.75 1494.63 1488.11
## V704 V705 V706 V707 V708 V709 V710 V711 V712
## 1 1091.78 1086.74 1075.76 1064.30 1057.36 1043.92 1042.34 1038.16 1037.86
## 2 1173.07 1164.99 1157.77 1146.91 1133.43 1120.71 1115.21 1114.47 1114.71
## 3 1131.84 1125.78 1119.08 1106.46 1095.78 1081.12 1076.98 1076.22 1075.38
## 4 1115.15 1109.09 1100.77 1091.77 1075.81 1071.59 1061.65 1059.95 1061.31
## 5 1114.58 1102.39 1096.50 1088.13 1070.81 1060.87 1057.15 1056.96 1056.02
## 6 1151.06 1142.74 1131.82 1120.24 1108.34 1096.92 1090.56 1091.52 1089.96
## 7 1362.24 1355.60 1342.64 1327.36 1315.28 1297.40 1285.84 1291.70 1289.94
## 8 1463.53 1459.73 1442.21 1426.37 1411.23 1395.89 1388.51 1387.57 1385.05
## 9 1485.52 1474.36 1461.48 1449.46 1433.56 1413.44 1406.58 1410.48 1404.02
## 10 1473.19 1464.25 1450.95 1441.42 1422.17 1402.37 1399.47 1401.92 1396.71
## V713 V714 V715 V716 V717 V718 V719 V720 V721
## 1 1039.12 1040.80 1036.28 1035.40 1032.50 1024.82 1019.02 1011.10 1003.74
## 2 1117.27 1113.91 1114.45 1111.97 1105.83 1100.31 1090.57 1084.17 1076.91
## 3 1079.38 1079.64 1074.54 1075.22 1067.80 1065.40 1056.44 1048.40 1040.26
## 4 1062.05 1061.49 1062.35 1056.11 1056.21 1046.59 1040.23 1030.19 1026.65
## 5 1059.06 1056.08 1055.29 1053.85 1050.81 1044.71 1035.25 1027.04 1019.08
## 6 1091.12 1091.92 1090.28 1089.90 1084.04 1076.24 1068.96 1062.46 1054.92
## 7 1291.84 1291.64 1287.20 1285.16 1284.22 1274.34 1264.50 1255.24 1246.36
## 8 1389.57 1390.39 1387.65 1384.43 1375.23 1369.47 1355.13 1345.71 1341.53
## 9 1406.62 1408.74 1405.60 1404.74 1401.88 1389.70 1377.64 1370.34 1358.74
## 10 1398.79 1400.63 1397.25 1392.51 1387.33 1378.92 1365.05 1358.88 1349.40
## V722 V723 V724 V725 V726 V727 V728 V729 V730
## 1 993.88 984.14 981.92 967.14 955.02 943.18 928.08 917.84 910.10
## 2 1068.83 1057.81 1048.61 1040.47 1024.01 1010.75 994.51 983.17 976.53
## 3 1030.24 1023.82 1015.60 1002.18 990.68 977.02 963.24 949.68 941.30
## 4 1015.83 1007.15 998.57 988.11 977.19 962.09 947.81 936.77 928.37
## 5 1013.31 1002.96 997.06 981.29 975.15 962.48 944.52 933.44 925.29
## 6 1042.44 1034.80 1026.60 1017.28 998.66 989.74 975.48 963.14 950.82
## 7 1236.78 1221.76 1212.24 1198.16 1180.54 1165.58 1148.58 1133.70 1124.92
## 8 1328.07 1319.37 1305.81 1288.53 1273.89 1251.29 1238.09 1221.27 1207.83
## 9 1345.22 1335.28 1320.54 1308.18 1289.72 1270.84 1254.88 1236.28 1226.90
## 10 1338.85 1325.23 1315.17 1302.73 1280.77 1263.13 1246.01 1231.38 1213.99
## V731 V732 V733 V734 V735 V736 V737 V738 V739
## 1 902.68 905.32 896.20 891.14 887.48 885.46 874.12 865.96 859.46
## 2 970.13 967.01 961.19 954.41 954.07 948.85 934.43 924.23 924.17
## 3 940.30 936.52 931.48 924.70 923.34 918.22 906.40 894.78 892.20
## 4 921.79 920.97 912.87 909.15 911.19 904.19 890.51 881.53 879.61
## 5 920.81 919.69 911.77 906.41 904.98 900.21 888.06 881.25 874.65
## 6 946.66 947.06 937.46 935.88 931.58 928.64 916.82 908.10 904.70
## 7 1122.04 1115.58 1110.34 1102.24 1097.94 1091.12 1079.48 1067.08 1059.32
## 8 1203.85 1199.41 1192.87 1182.13 1181.87 1170.93 1156.55 1145.91 1142.41
## 9 1215.88 1217.80 1206.12 1200.88 1196.42 1188.10 1178.54 1165.76 1156.82
## 10 1209.42 1206.31 1201.57 1192.95 1192.13 1182.11 1168.01 1157.31 1147.19
## V740 V741 V742 V743 V744 V745 V746 V747 V748
## 1 853.60 842.86 842.60 838.84 829.36 823.66 817.46 811.78 803.96
## 2 914.07 901.83 898.29 900.81 891.61 880.81 873.11 867.63 859.37
## 3 887.86 874.74 870.08 868.68 861.46 854.34 844.36 839.62 834.70
## 4 870.05 859.47 861.05 855.85 847.65 836.15 832.75 829.87 821.69
## 5 866.81 858.00 852.79 855.58 844.54 834.29 830.10 823.02 817.25
## 6 897.82 884.58 883.44 878.98 871.74 863.54 856.20 849.04 844.60
## 7 1052.02 1039.34 1037.68 1033.92 1025.78 1013.30 1003.94 997.74 992.62
## 8 1130.49 1117.89 1116.33 1109.45 1098.59 1087.99 1080.15 1075.31 1064.31
## 9 1146.86 1132.84 1127.74 1128.00 1112.64 1103.84 1092.48 1088.00 1078.86
## 10 1140.05 1127.95 1121.42 1116.71 1106.13 1095.35 1086.17 1081.17 1071.23
## V749 V750 V751 V752 V753 V754 V755 V756 V757
## 1 802.30 797.06 793.32 777.78 773.10 768.30 771.62 766.80 770.54
## 2 856.81 851.93 846.13 836.17 827.41 821.49 821.87 823.43 823.53
## 3 828.76 824.96 819.44 809.22 800.48 793.40 796.32 796.26 795.34
## 4 819.05 813.73 808.89 798.09 790.95 785.15 785.49 779.19 787.23
## 5 815.15 811.10 802.19 792.08 787.17 783.13 779.46 779.27 783.91
## 6 839.32 836.84 829.82 819.88 810.42 808.20 806.32 805.78 808.58
## 7 989.60 982.86 970.76 959.86 950.36 949.00 945.96 946.24 947.40
## 8 1057.93 1055.77 1046.71 1029.57 1023.69 1016.07 1014.29 1014.83 1015.21
## 9 1072.66 1065.36 1059.96 1044.16 1035.24 1029.22 1027.20 1028.76 1029.90
## 10 1066.05 1059.87 1054.01 1038.55 1026.95 1023.71 1021.65 1021.49 1024.23
## V758 V759 V760 V761 V762 V763 V764 V765 V766 V767
## 1 768.84 760.50 750.38 740.62 730.16 728.36 728.10 720.72 720.04 713.74
## 2 821.67 812.39 804.07 793.73 788.15 777.39 778.39 776.71 769.37 764.91
## 3 793.78 787.36 778.52 765.32 757.72 757.28 755.00 750.16 746.94 739.36
## 4 781.47 777.03 762.55 752.83 748.97 745.55 742.13 738.47 732.41 726.29
## 5 780.19 774.41 761.25 752.94 744.91 742.87 738.69 739.39 730.71 725.33
## 6 806.08 798.58 787.10 776.96 768.32 763.84 763.32 759.14 754.14 746.76
## 7 941.26 934.30 921.12 909.58 902.02 895.88 895.40 888.50 885.48 876.60
## 8 1015.05 1003.05 986.53 978.35 968.37 962.59 957.55 954.49 951.51 941.47
## 9 1029.88 1012.58 1001.10 989.18 978.42 974.58 973.08 965.72 957.36 952.94
## 10 1019.67 1011.38 994.88 983.51 975.57 969.40 964.92 963.40 955.85 945.11
## V768 V769 V770 V771 V772 V773 V774 V775 V776 V777 V778
## 1 703.38 695.14 689.20 684.54 679.72 677.24 674.02 669.68 666.62 662.88 661.00
## 2 751.55 743.43 735.37 733.01 727.03 723.03 718.75 713.23 710.55 707.53 704.91
## 3 727.50 721.18 712.12 708.10 705.10 700.10 698.64 692.24 687.84 687.06 680.72
## 4 719.51 708.55 703.59 699.09 692.17 690.79 685.33 683.27 679.97 674.65 670.03
## 5 717.17 707.41 700.04 693.77 691.46 687.29 684.44 681.63 676.79 674.19 670.06
## 6 737.44 727.38 721.14 716.68 713.08 708.64 707.12 701.64 696.80 696.26 690.10
## 7 866.80 856.38 850.16 837.26 833.82 830.40 825.50 821.48 811.02 809.30 806.06
## 8 929.67 915.25 906.51 899.51 893.01 890.03 888.43 880.71 873.95 871.59 862.99
## 9 939.44 929.58 919.78 911.44 907.28 905.10 899.76 892.50 887.50 881.36 875.12
## 10 932.51 922.37 911.33 905.65 902.15 894.37 892.11 887.71 884.29 873.97 872.23
## V779 V780 V781 V782 V783 V784 V785 V786 V787 V788 V789
## 1 656.96 652.86 648.44 645.48 642.04 636.46 631.84 627.10 619.30 618.10 614.80
## 2 699.53 697.75 691.99 689.49 685.95 678.83 673.85 666.71 660.45 657.57 653.75
## 3 679.76 675.06 672.52 669.10 666.14 658.12 652.74 645.26 639.64 636.54 635.80
## 4 669.23 667.01 660.85 656.13 652.81 650.93 644.31 636.99 631.21 628.77 627.61
## 5 665.91 662.48 661.31 655.54 652.13 647.65 642.52 636.21 630.52 625.75 623.79
## 6 686.60 684.66 681.40 677.08 671.10 666.80 659.66 653.58 647.74 645.02 643.20
## 7 804.26 800.50 793.14 789.82 783.30 778.72 768.52 763.06 758.06 753.76 746.14
## 8 857.63 860.81 851.05 847.11 840.43 835.11 826.63 817.07 812.95 806.07 803.21
## 9 870.88 865.12 864.32 859.42 850.66 845.40 836.18 830.04 818.64 818.12 810.68
## 10 866.37 862.31 857.69 852.01 844.69 840.57 829.87 822.57 815.77 811.65 807.29
## V790 V791 V792 V793 V794 V795 V796 V797 V798 V799 V800
## 1 608.54 606.14 601.00 599.38 594.86 588.16 584.50 579.32 578.06 570.86 567.44
## 2 648.23 644.63 644.13 637.73 633.03 630.69 621.97 619.79 615.95 612.47 604.29
## 3 632.00 627.06 621.00 618.88 611.72 608.18 604.12 598.98 596.60 592.38 588.42
## 4 621.79 618.07 612.53 609.91 606.13 600.23 594.55 590.63 588.61 584.99 579.29
## 5 617.13 617.33 610.63 608.25 605.48 597.44 593.12 590.23 586.54 579.94 576.98
## 6 637.02 634.26 630.00 624.86 622.70 615.18 611.78 608.36 601.00 598.38 595.04
## 7 745.18 741.64 736.48 728.42 726.22 717.90 713.08 707.66 702.58 696.70 691.86
## 8 795.31 791.01 786.23 779.37 774.19 767.27 761.11 756.27 753.81 745.89 739.63
## 9 808.24 802.70 795.88 791.06 786.78 776.78 772.88 766.20 758.08 753.64 749.66
## 10 801.87 797.88 793.99 786.87 779.49 773.15 766.13 763.55 753.17 753.59 745.05
## V801 V802 V803 V804 V805 V806 V807 V808 V809 V810 V811
## 1 564.00 561.42 557.14 552.96 549.92 545.14 541.40 535.58 532.18 529.30 527.52
## 2 603.79 599.49 593.75 588.13 587.39 581.85 578.43 573.51 568.91 561.79 559.81
## 3 583.90 578.80 573.06 571.94 565.84 563.98 557.68 554.40 552.58 549.10 545.72
## 4 574.77 569.83 567.55 564.29 560.31 556.37 551.89 546.61 543.65 542.85 537.49
## 5 572.77 569.65 565.73 562.35 559.19 552.89 549.60 544.02 544.33 541.89 535.94
## 6 589.58 586.26 582.92 577.60 573.40 571.24 565.20 559.94 556.88 554.66 551.00
## 7 687.34 680.64 677.50 669.86 666.66 663.70 656.14 654.12 648.40 644.04 639.68
## 8 734.65 731.95 725.05 717.15 715.55 707.21 705.25 699.17 692.57 689.99 683.99
## 9 746.58 740.00 735.36 728.78 724.00 718.76 711.48 707.28 701.82 695.34 692.68
## 10 740.27 734.17 728.57 721.85 719.61 711.95 707.37 702.49 697.05 691.85 685.03
## V812 V813 V814 V815 V816 V817 V818 V819 V820 V821 V822
## 1 524.32 520.28 514.76 513.02 510.32 508.08 502.42 497.08 491.96 492.38 484.28
## 2 558.41 553.43 547.59 545.37 543.87 540.71 536.39 530.45 525.29 521.73 517.11
## 3 540.92 540.42 532.78 529.36 525.70 524.04 518.08 514.20 508.14 503.10 500.38
## 4 534.49 529.17 524.07 522.55 518.41 516.73 510.81 505.47 504.43 499.31 493.93
## 5 532.58 527.60 525.06 518.67 519.12 514.85 509.83 505.37 500.89 495.94 493.77
## 6 547.70 543.50 537.90 536.20 533.58 526.76 526.28 518.74 514.32 509.32 506.14
## 7 634.80 631.52 622.28 619.86 617.78 614.28 606.50 602.56 597.42 593.16 587.80
## 8 679.69 677.37 667.61 662.83 660.19 657.99 651.77 645.45 637.41 633.81 627.61
## 9 688.40 682.30 677.60 671.96 667.90 663.72 656.96 652.00 646.90 639.96 635.86
## 10 686.05 677.11 671.23 668.97 664.13 657.01 654.21 648.90 640.81 638.87 632.67
## V823 V824 V825 V826 V827 V828 V829 V830 V831 V832 V833
## 1 481.38 480.20 475.98 471.14 468.70 464.20 460.60 456.96 452.76 450.46 445.96
## 2 512.65 508.77 504.63 502.81 499.55 492.43 489.69 486.29 480.71 476.93 472.69
## 3 497.04 494.04 491.62 489.02 484.10 480.08 476.26 471.16 465.84 463.56 458.48
## 4 489.35 487.43 484.59 481.87 477.03 474.71 469.51 463.75 460.73 455.77 452.57
## 5 488.41 485.19 482.63 480.83 476.85 472.58 470.06 462.31 457.85 455.04 449.81
## 6 501.60 501.44 498.06 493.32 490.12 486.62 479.96 477.88 471.14 466.46 462.76
## 7 584.62 579.94 574.98 571.94 564.50 560.16 556.70 552.22 543.68 541.80 536.40
## 8 623.21 619.51 614.31 611.35 605.21 600.39 593.67 588.11 585.37 578.31 572.71
## 9 629.88 626.78 620.32 616.74 611.22 605.06 600.56 594.70 590.38 585.02 578.94
## 10 625.13 618.77 619.53 612.19 610.45 602.63 599.92 594.75 587.97 582.45 575.88
## V834 V835 V836 V837 V838 V839 V840 V841 V842 V843 V844
## 1 441.68 436.40 434.26 431.70 428.94 427.34 423.70 418.12 412.14 404.58 396.58
## 2 467.55 463.77 461.91 456.97 456.25 452.39 449.05 442.23 436.33 429.09 420.39
## 3 457.04 451.98 449.34 447.74 441.00 438.86 432.04 430.34 423.60 418.70 408.20
## 4 447.99 444.37 441.73 439.25 437.21 432.29 426.43 424.13 417.79 414.39 402.81
## 5 447.58 442.17 441.37 439.81 436.56 429.79 426.39 420.46 417.27 412.31 403.04
## 6 459.22 455.18 453.42 448.54 446.12 444.36 438.66 433.74 428.30 421.80 413.46
## 7 531.84 525.96 523.34 521.26 515.60 512.12 506.90 500.80 494.86 486.60 477.22
## 8 568.41 563.95 559.85 554.85 549.79 544.87 542.87 535.99 527.17 521.89 507.11
## 9 576.22 566.80 563.48 562.48 556.96 553.38 546.78 542.64 533.56 523.88 511.28
## 10 570.33 564.27 563.85 559.45 554.97 551.11 542.61 539.29 530.85 523.87 510.15
## V845 V846 V847 V848 V849 V850 V851 V852 V853 V854 V855
## 1 386.02 375.20 365.60 355.92 345.36 342.22 333.92 333.30 330.80 329.48 327.72
## 2 410.87 398.51 387.35 375.55 365.77 360.17 353.99 347.67 348.99 346.09 345.71
## 3 396.36 386.38 376.06 366.08 357.38 351.26 344.54 341.34 338.54 338.46 336.90
## 4 394.33 381.03 373.29 360.17 353.41 346.79 339.55 335.77 336.15 335.07 332.41
## 5 392.94 380.46 370.19 360.87 352.91 346.27 340.69 336.91 336.23 334.79 332.62
## 6 401.66 387.56 380.28 368.98 362.98 354.80 347.78 343.46 343.24 343.42 339.78
## 7 462.52 451.12 437.52 423.56 415.04 407.94 397.24 395.88 393.76 392.72 389.14
## 8 492.31 479.61 467.21 454.15 440.71 434.75 422.23 418.21 418.85 416.43 415.99
## 9 499.78 484.72 470.64 455.98 446.04 438.48 429.32 425.16 423.84 424.26 419.00
## 10 497.03 481.71 470.42 455.37 442.51 433.73 426.01 424.49 422.69 421.29 415.75
## V856 V857 V858 V859 V860 V861 V862 V863 V864 V865 V866
## 1 324.18 313.30 306.82 304.46 299.30 296.66 298.02 300.82 298.94 294.64 294.00
## 2 341.07 331.23 321.85 320.75 317.25 313.31 316.67 319.17 317.19 311.75 309.47
## 3 331.14 324.12 315.78 311.26 309.22 306.04 306.34 310.72 307.10 302.72 302.42
## 4 327.37 317.65 310.93 310.15 304.47 302.77 304.55 308.51 302.05 299.79 298.09
## 5 327.75 319.25 310.43 308.23 304.34 300.84 302.86 306.49 303.01 298.49 297.51
## 6 336.68 326.78 317.94 315.66 309.98 310.06 311.62 314.24 310.12 307.06 306.04
## 7 385.78 373.36 363.66 361.40 356.82 352.72 355.14 359.38 353.38 349.46 348.30
## 8 409.55 397.27 386.35 383.63 377.53 374.67 376.09 381.45 375.79 372.11 371.39
## 9 414.30 400.80 391.20 386.30 382.32 380.50 381.02 385.20 382.08 376.78 374.44
## 10 411.37 399.90 390.15 385.37 381.83 375.17 381.37 384.01 378.75 376.21 373.69
## V867 V868 V869 V870 V871 V872 V873 V874 V875 V876 V877
## 1 291.40 288.58 284.92 281.10 280.66 284.92 288.70 293.64 299.06 302.84 303.06
## 2 308.59 305.23 300.49 296.65 295.23 301.89 303.67 308.69 316.21 321.13 320.69
## 3 300.32 298.08 293.86 289.94 289.06 292.62 295.78 300.76 307.24 311.00 312.94
## 4 295.01 293.85 289.89 284.35 284.25 288.87 292.57 297.73 304.75 307.45 307.29
## 5 294.56 292.45 289.03 285.60 284.49 287.73 292.91 297.13 303.38 304.41 307.34
## 6 303.94 300.16 296.30 293.30 289.60 296.62 300.86 302.90 309.70 313.82 313.58
## 7 346.68 343.62 337.62 335.10 332.60 338.84 341.58 348.54 356.10 360.78 362.56
## 8 367.79 363.83 359.77 355.13 354.87 361.51 364.09 371.71 378.19 384.23 385.41
## 9 372.96 369.74 364.44 358.86 357.78 362.82 368.28 372.98 380.78 390.02 387.66
## 10 369.05 368.33 364.01 355.97 357.67 362.75 368.73 373.11 381.19 385.09 385.38
## V878 V879 V880 V881 V882 V883 V884 V885 V886 V887 V888
## 1 304.28 301.80 299.92 299.16 295.68 295.54 290.12 285.40 282.66 279.06 271.62
## 2 319.15 319.27 319.09 314.55 313.03 309.03 307.47 301.65 300.53 296.49 287.75
## 3 311.66 312.24 309.84 306.30 304.08 304.72 299.04 295.00 291.32 287.20 280.28
## 4 305.79 307.89 304.25 302.23 301.17 299.05 295.97 291.45 288.65 283.99 275.33
## 5 305.79 307.84 304.45 302.79 297.67 297.15 294.03 291.71 287.39 283.25 276.29
## 6 315.92 314.22 313.28 310.90 306.26 305.10 300.64 296.26 291.82 291.28 283.16
## 7 362.66 360.24 357.44 355.60 350.98 349.52 344.98 339.02 334.54 332.78 323.96
## 8 383.73 384.15 380.15 374.77 375.75 371.53 367.55 361.27 357.37 353.61 343.41
## 9 389.54 387.10 385.30 381.28 379.04 375.72 372.46 365.52 359.42 356.12 347.68
## 10 388.09 387.01 382.85 378.38 377.88 374.21 370.35 363.57 358.65 356.21 345.29
## V889 V890 V891 V892 V893 V894 V895 V896 V897 V898 V899
## 1 262.46 256.80 250.22 244.96 241.78 243.66 244.90 242.80 239.76 238.86 241.12
## 2 278.67 268.67 263.79 259.33 256.61 255.49 259.69 256.11 250.53 251.19 253.89
## 3 270.42 262.70 258.50 252.34 249.10 250.10 252.68 248.00 246.62 245.34 246.30
## 4 268.05 259.29 251.91 248.71 246.91 248.77 248.01 247.13 241.09 241.91 244.49
## 5 267.17 258.86 254.12 248.08 246.62 246.51 247.86 245.19 240.97 240.75 242.47
## 6 273.30 263.96 259.34 256.02 252.60 251.48 253.32 253.14 247.84 246.76 248.98
## 7 314.06 302.86 296.12 290.56 286.60 288.34 287.98 287.20 282.94 282.12 282.46
## 8 332.65 321.21 313.45 308.63 304.27 306.85 307.35 303.27 299.25 299.47 302.01
## 9 334.58 324.50 317.62 310.82 308.68 308.10 311.32 308.30 302.32 301.36 302.28
## 10 332.21 321.89 317.11 308.29 307.49 306.31 308.93 306.01 300.63 298.67 301.41
## V900 V901 V902 V903 V904 V905 V906 V907 V908 V909 V910
## 1 239.90 236.92 233.36 233.02 230.54 229.72 227.42 229.98 234.08 227.24 224.30
## 2 253.43 249.77 247.73 243.45 242.43 241.47 240.07 243.77 243.55 241.55 237.37
## 3 246.38 245.14 241.66 238.92 237.60 235.32 235.44 238.58 238.74 235.88 229.98
## 4 243.63 240.03 236.27 235.65 233.91 232.89 231.73 236.45 235.87 231.83 228.57
## 5 242.88 241.71 237.51 235.36 234.91 231.53 231.93 234.08 233.73 231.34 228.88
## 6 249.60 247.10 243.42 240.42 238.26 237.82 236.84 239.54 240.68 237.10 232.90
## 7 283.50 280.18 274.66 273.20 271.92 269.48 269.56 274.66 274.92 271.74 264.86
## 8 299.75 298.21 291.15 290.83 288.35 285.63 286.25 289.23 290.15 286.13 281.69
## 9 304.02 301.00 296.36 293.56 290.58 289.62 290.02 290.68 293.68 290.00 285.24
## 10 302.79 298.59 295.87 291.75 289.67 288.29 288.57 291.63 290.83 288.09 282.83
## V911 V912 V913 V914 V915 V916 V917 V918 V919 V920 V921
## 1 223.18 223.50 220.60 222.70 222.64 222.12 217.64 210.98 207.16 203.04 204.70
## 2 233.19 234.19 234.63 233.11 234.69 234.81 230.57 219.51 216.19 214.11 214.63
## 3 229.46 229.48 228.12 227.54 228.98 227.12 224.74 216.14 212.64 210.08 208.70
## 4 225.45 225.03 225.75 226.67 226.05 226.31 222.09 213.63 208.57 207.25 206.61
## 5 224.03 224.88 224.65 225.49 226.56 225.82 220.03 213.38 208.03 205.43 205.97
## 6 230.96 230.68 230.50 230.82 232.26 231.68 225.20 218.18 212.32 210.00 211.62
## 7 262.80 260.72 260.98 260.96 262.96 263.30 256.76 246.94 241.22 239.38 238.88
## 8 279.63 276.05 276.35 276.67 278.89 278.73 270.15 262.49 256.53 253.73 253.55
## 9 281.02 280.70 282.08 278.80 283.04 282.82 274.80 266.02 257.76 255.68 255.10
## 10 280.19 277.99 278.53 279.35 281.07 278.57 271.75 262.95 255.61 253.89 255.57
## V922 V923 V924 V925 V926 V927 V928 V929 V930 V931 V932
## 1 205.22 209.84 216.34 214.46 212.66 210.14 202.70 197.68 194.90 193.64 196.44
## 2 216.65 223.25 227.47 228.63 223.31 218.13 213.07 207.43 205.43 205.05 206.15
## 3 210.92 215.94 223.62 221.56 217.88 214.04 208.00 202.38 200.12 199.10 202.56
## 4 208.37 216.31 218.73 219.75 215.77 211.07 206.57 200.33 196.73 197.29 200.09
## 5 208.15 214.88 218.71 218.43 216.77 212.25 205.99 198.47 196.53 196.36 198.93
## 6 213.16 218.82 225.52 223.16 221.88 216.80 211.22 205.18 201.52 201.72 203.12
## 7 242.70 248.74 255.46 254.94 251.12 244.90 237.44 232.08 227.84 228.60 230.50
## 8 256.83 264.67 269.13 270.11 265.11 259.61 251.25 245.53 242.41 241.73 243.53
## 9 258.72 266.10 270.86 270.76 269.66 261.16 254.54 247.84 244.98 244.72 246.84
## 10 256.63 265.25 270.19 269.81 265.95 260.71 253.47 247.53 243.23 241.47 246.05
## V933 V934 V935 V936 V937 V938 V939 V940 V941 V942 V943
## 1 198.74 201.44 199.30 194.90 191.18 190.14 189.22 187.54 189.18 188.72 188.90
## 2 209.63 210.45 209.23 205.15 202.81 200.47 198.49 196.45 197.53 198.73 197.83
## 3 204.06 206.02 204.42 201.44 198.18 195.42 193.54 192.80 195.40 193.66 194.00
## 4 201.47 203.63 200.23 199.75 194.97 193.41 191.37 190.77 190.47 191.93 191.91
## 5 202.01 202.84 202.34 199.36 195.51 191.45 191.88 190.45 189.25 192.77 190.29
## 6 205.54 207.00 205.66 203.76 199.26 197.66 196.02 193.36 194.50 194.78 195.80
## 7 234.42 233.62 232.74 229.40 224.46 225.34 221.66 219.92 220.26 221.56 219.56
## 8 246.53 248.37 247.71 242.69 237.75 236.97 234.39 231.03 231.63 232.93 234.03
## 9 249.00 251.50 250.04 244.86 241.20 239.42 236.10 233.48 235.14 235.72 235.42
## 10 248.49 250.27 250.49 245.09 238.93 237.43 235.39 233.39 235.15 235.71 234.75
## V944 V945 V946 V947 V948 V949 V950 V951 V952 V953 V954
## 1 186.42 186.06 184.20 182.30 183.74 184.22 185.98 188.60 189.36 188.32 186.00
## 2 196.63 194.13 192.73 193.67 193.57 193.39 195.83 199.67 199.11 198.73 195.69
## 3 190.78 190.38 190.14 188.28 188.32 191.14 190.80 193.24 192.60 193.42 191.78
## 4 189.45 188.47 186.53 185.61 186.21 187.85 189.37 190.23 190.37 191.53 189.01
## 5 189.39 187.43 185.34 185.39 186.58 186.71 188.13 190.93 190.71 191.21 189.12
## 6 193.38 192.12 189.24 190.34 191.44 189.84 191.16 194.12 195.20 194.56 193.88
## 7 216.54 218.36 216.60 214.54 215.82 214.72 216.52 219.96 220.40 220.36 218.02
## 8 232.31 229.23 226.85 227.63 226.73 227.29 228.63 233.21 232.11 234.07 231.01
## 9 234.58 230.74 229.18 228.44 227.96 228.72 231.88 233.58 237.18 234.92 232.82
## 10 231.59 229.59 228.63 229.75 229.49 228.55 230.35 233.71 234.05 233.79 230.47
## V955 V956 V957 V958 V959 V960 V961 V962 V963 V964 V965
## 1 184.28 184.00 183.44 180.46 179.86 181.32 181.42 181.84 181.14 180.80 179.14
## 2 195.33 193.27 191.47 189.11 190.55 190.09 190.67 191.23 191.73 190.35 188.61
## 3 191.06 189.38 187.88 186.20 185.84 186.78 186.96 186.86 186.88 185.70 183.44
## 4 188.45 186.51 184.23 182.85 182.37 184.41 184.99 183.87 184.85 183.55 182.15
## 5 187.88 185.43 184.03 182.93 184.34 183.73 183.32 183.97 186.43 184.17 180.62
## 6 190.92 189.90 188.52 186.60 186.18 188.04 188.22 188.84 189.68 186.88 185.12
## 7 215.72 213.88 212.46 211.54 210.74 209.94 211.96 214.24 212.32 210.70 207.82
## 8 228.27 226.51 223.99 221.91 223.27 222.53 223.63 225.19 224.45 221.71 220.41
## 9 232.40 228.46 224.64 225.06 225.64 223.98 224.12 224.78 224.86 224.98 220.12
## 10 227.91 228.73 224.85 222.49 223.39 223.45 223.97 224.63 224.65 222.67 221.99
## V966 V967 V968 V969 V970 V971 V972 V973 V974 V975 V976
## 1 177.44 174.80 172.92 172.36 171.58 170.04 170.36 168.52 167.98 165.52 164.52
## 2 186.77 184.39 181.03 178.49 180.35 177.39 177.09 176.01 177.19 173.85 173.49
## 3 183.16 178.06 178.60 176.76 175.24 175.28 173.66 173.08 173.06 170.54 169.16
## 4 179.29 177.27 174.77 172.85 173.29 171.87 170.81 171.13 169.69 167.53 167.19
## 5 180.69 177.47 176.03 174.77 172.77 171.89 172.75 170.32 169.41 167.97 167.29
## 6 183.92 180.48 179.66 178.04 177.38 176.44 174.64 174.36 172.00 172.32 171.08
## 7 205.94 203.14 201.24 200.22 199.02 197.86 196.42 195.96 194.60 193.04 191.36
## 8 218.09 214.53 212.13 211.61 209.73 208.79 207.39 208.53 204.13 202.47 201.49
## 9 219.84 215.50 212.60 210.50 212.70 210.66 209.24 209.16 206.68 205.54 205.14
## 10 217.47 215.53 212.29 212.03 209.27 207.11 208.61 207.93 206.11 204.51 204.45
## V977 V978 V979 V980 V981 V982 V983 V984 V985 V986 V987
## 1 164.22 162.44 160.96 160.20 159.16 159.36 159.10 159.80 157.30 158.52 157.10
## 2 171.21 170.37 168.19 168.59 167.33 166.89 165.51 165.49 164.39 165.33 166.83
## 3 167.32 166.12 165.98 164.60 162.92 163.82 163.06 162.50 163.00 162.02 161.78
## 4 166.13 163.89 163.79 162.73 161.35 161.31 160.73 160.05 160.07 160.39 160.73
## 5 166.23 163.63 162.34 161.03 161.69 160.27 160.60 160.91 160.10 158.95 159.03
## 6 168.50 168.92 165.66 166.62 164.70 163.64 163.80 162.84 161.64 163.02 163.10
## 7 192.08 187.94 186.70 185.28 184.68 184.28 183.58 181.94 183.58 182.46 182.42
## 8 199.45 199.81 197.67 196.07 194.71 194.63 193.99 192.81 191.57 192.53 193.07
## 9 202.62 200.44 198.56 197.02 197.92 195.84 197.10 193.58 194.48 194.58 194.16
## 10 201.81 199.75 197.75 195.93 195.95 193.71 194.61 193.53 193.77 193.49 193.55
## V988 V989 V990 V991 V992 V993 V994 V995 V996 V997 V998
## 1 156.06 155.82 156.26 152.54 152.40 151.36 150.14 149.26 148.84 148.46 146.36
## 2 165.73 163.61 161.67 159.99 158.99 156.77 157.41 156.65 155.67 154.49 153.21
## 3 161.98 160.94 158.44 155.74 155.74 155.04 152.86 152.96 151.70 151.22 150.26
## 4 158.29 158.35 156.73 155.63 153.73 152.29 151.57 150.85 149.01 150.51 148.21
## 5 159.84 159.06 157.53 155.77 154.36 152.32 152.19 149.51 151.49 150.43 148.65
## 6 162.58 161.44 160.44 158.66 157.18 154.98 155.04 153.88 152.58 152.16 151.36
## 7 181.38 180.42 178.12 176.92 175.74 172.88 172.52 172.12 171.76 170.62 169.94
## 8 189.91 190.29 189.35 186.75 183.69 184.79 182.49 180.89 181.43 179.95 178.91
## 9 194.62 193.00 189.98 187.80 186.20 185.08 183.56 182.54 182.04 181.10 180.12
## 10 191.95 191.95 189.03 186.99 184.27 184.07 184.63 181.63 181.37 179.89 178.09
## V999 V1000 V1001 V1002 V1003 V1004 V1005 V1006 V1007 V1008 V1009
## 1 145.64 145.10 144.76 144.10 144.90 143.48 143.64 144.16 141.70 142.18 140.02
## 2 153.63 151.19 150.09 151.01 149.25 149.93 150.39 149.57 148.55 147.99 145.49
## 3 148.96 148.96 147.06 148.26 148.60 148.36 147.12 147.32 145.86 145.38 142.82
## 4 147.33 145.53 145.81 146.93 146.19 145.47 145.55 144.85 143.91 143.29 141.07
## 5 147.75 146.82 145.62 146.60 145.88 146.89 144.97 145.47 144.97 143.63 141.62
## 6 150.00 149.34 150.24 148.60 148.26 149.06 147.82 146.10 146.46 145.44 143.40
## 7 168.52 168.14 166.50 166.34 166.88 164.32 165.18 164.18 164.30 162.30 162.18
## 8 176.75 175.09 174.23 176.37 173.93 173.71 173.03 174.37 172.17 170.91 169.51
## 9 176.94 176.72 177.40 176.84 176.72 176.00 174.90 175.62 173.74 173.08 170.04
## 10 177.37 177.19 175.43 175.45 174.47 175.33 173.47 174.43 174.45 171.07 168.81
## V1010 V1011 V1012 V1013 V1014 V1015 V1016 V1017 V1018 V1019 V1020
## 1 139.34 139.00 136.42 135.52 136.84 132.82 132.54 130.54 128.48 125.62 124.46
## 2 145.57 145.01 142.85 141.43 141.01 140.99 138.41 135.37 132.59 131.93 130.81
## 3 142.68 140.64 139.74 139.66 137.00 136.58 134.24 134.20 132.54 129.56 128.32
## 4 140.91 140.13 138.65 138.01 136.11 136.03 133.09 131.79 129.67 126.49 126.27
## 5 140.67 140.13 138.45 137.25 135.67 135.19 132.82 132.38 130.62 128.47 125.84
## 6 143.00 139.86 139.90 139.34 137.14 138.02 135.26 133.96 131.14 129.30 128.08
## 7 160.42 160.20 155.90 155.02 153.64 151.86 151.40 148.70 147.52 144.74 143.64
## 8 167.79 167.51 165.81 165.09 162.81 161.25 158.41 157.65 155.01 152.67 149.55
## 9 168.74 168.84 166.00 165.00 163.62 162.04 160.40 158.14 156.04 153.36 152.08
## 10 168.07 165.83 165.17 164.75 162.59 160.07 159.03 157.05 156.59 151.53 150.53
## V1021 V1022 V1023 V1024 V1025 V1026 V1027 V1028 V1029 V1030 V1031
## 1 122.92 120.28 119.98 118.30 115.74 113.98 111.94 110.96 107.92 105.38 104.64
## 2 127.53 127.31 125.31 122.79 120.25 120.21 117.37 116.29 113.67 111.03 109.25
## 3 124.88 123.98 123.56 120.96 120.28 116.62 114.96 113.42 111.92 108.68 106.00
## 4 123.19 121.67 120.49 118.05 118.67 115.63 114.17 112.87 109.63 107.47 104.93
## 5 124.21 121.58 120.97 118.84 116.73 116.23 114.01 112.03 109.19 107.75 106.06
## 6 126.50 124.20 122.94 120.96 119.10 118.12 115.74 112.98 111.94 109.68 107.36
## 7 141.64 139.74 137.18 134.98 133.94 132.04 129.30 126.32 124.56 123.04 118.82
## 8 148.07 145.99 144.07 141.53 139.61 138.75 135.89 134.07 129.37 128.83 125.85
## 9 148.68 146.90 145.32 143.50 140.86 138.62 136.30 134.18 131.50 129.88 127.62
## 10 149.57 145.01 143.29 141.81 140.33 139.23 136.35 133.59 130.83 128.43 125.59
## V1032 V1033 V1034 V1035 V1036 V1037 V1038 V1039 V1040 V1041 V1042
## 1 102.24 100.48 97.70 96.34 93.62 91.32 90.40 88.32 86.10 84.92 83.30
## 2 106.29 104.17 102.29 100.11 98.23 96.89 93.33 91.79 90.61 88.17 86.53
## 3 104.04 101.72 99.70 97.80 96.44 94.00 92.02 90.64 88.78 86.58 84.88
## 4 102.83 100.71 97.37 96.71 94.23 92.69 91.15 89.21 88.57 85.29 83.73
## 5 103.12 101.38 98.12 96.67 94.51 93.67 92.69 88.69 88.27 86.29 84.03
## 6 105.44 102.50 99.52 98.34 96.76 94.92 93.16 91.56 88.96 86.74 85.64
## 7 117.44 113.34 112.00 109.96 107.54 105.20 103.68 101.26 99.48 97.84 95.74
## 8 123.67 121.15 118.01 114.65 112.99 110.81 108.39 106.07 104.89 102.19 99.87
## 9 123.16 120.26 118.42 116.36 113.94 111.82 108.48 107.76 105.62 101.54 99.24
## 10 124.21 120.85 118.61 117.17 113.61 111.89 109.15 106.53 103.65 103.39 99.91
## V1043 V1044 V1045 V1046 V1047
## 1 81.62 -3.06 -3.26 -1.94 -2.10
## 2 85.61 -2.11 -2.79 -2.93 -3.17
## 3 81.92 -2.68 -2.88 -2.76 -2.84
## 4 81.41 -2.69 -2.67 -3.19 -2.05
## 5 82.01 -2.42 -2.62 -3.09 -2.59
## 6 83.38 -2.38 -2.64 -2.58 -2.52
## 7 91.30 -2.74 -2.50 -2.42 -2.98
## 8 97.03 -2.35 -2.55 -2.63 -3.01
## 9 98.66 -2.28 -3.02 -2.94 -2.38
## 10 97.83 -2.79 -2.91 -2.59 -2.47
str(doas)
## 'data.frame': 47374 obs. of 1047 variables:
## $ V1 : chr "2022-09-25" "2022-09-25" "2022-09-25" "2022-09-25" ...
## $ V2 : chr "18:30:59.804000" "18:31:00.804000" "18:31:01.804000" "18:31:02.804000" ...
## $ V3 : num 1.66e+12 1.66e+12 1.66e+12 1.66e+12 1.66e+12 ...
## $ V4 : num 13.5 13.9 13.6 13.8 13.7 ...
## $ V5 : num 1.76 1.39 1.9 1.43 1.47 1.44 1.74 1.67 1.36 1.51 ...
## $ V6 : num -1.66 -1.53 -1.7 -1.47 -1.42 -1.7 -1.6 -2.01 -1.46 -1.55 ...
## $ V7 : num -3.28 -2.77 -2.58 -3.15 -3.05 -3.22 -3.22 -2.79 -2.76 -2.65 ...
## $ V8 : num 26182 29229 27722 26955 26814 ...
## $ V9 : num 26188 29256 27754 26989 26840 ...
## $ V10 : num 26239 29307 27799 27022 26873 ...
## $ V11 : num 26260 29314 27816 27036 26864 ...
## $ V12 : num 26278 29338 27820 27056 26893 ...
## $ V13 : num 26276 29350 27844 27079 26915 ...
## $ V14 : num 26296 29350 27852 27086 26935 ...
## $ V15 : num 26304 29366 27854 27093 26935 ...
## $ V16 : num 26300 29345 27841 27086 26915 ...
## $ V17 : num 26302 29338 27838 27084 26920 ...
## $ V18 : num 26278 29344 27839 27070 26916 ...
## $ V19 : num 26292 29353 27864 27073 26938 ...
## $ V20 : num 26276 29335 27840 27067 26921 ...
## $ V21 : num 26253 29305 27824 27031 26907 ...
## $ V22 : num 26263 29293 27815 27035 26890 ...
## $ V23 : num 26245 29297 27794 27046 26892 ...
## $ V24 : num 26228 29266 27775 27017 26868 ...
## $ V25 : num 26205 29249 27747 26990 26836 ...
## $ V26 : num 26199 29231 27730 26973 26832 ...
## $ V27 : num 26166 29198 27707 26938 26799 ...
## $ V28 : num 26159 29188 27696 26927 26786 ...
## $ V29 : num 26146 29145 27660 26908 26766 ...
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## $ V46 : num 25758 28716 27249 26507 26367 ...
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## $ V51 : num 25523 28462 27023 26309 26136 ...
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## $ V54 : num 25314 28213 26795 26051 25925 ...
## $ V55 : num 25209 28121 26697 25961 25829 ...
## $ V56 : num 25124 28002 26601 25855 25733 ...
## $ V57 : num 24975 27841 26418 25706 25570 ...
## $ V58 : num 24880 27729 26321 25604 25487 ...
## $ V59 : num 24776 27632 26231 25521 25377 ...
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## $ V62 : num 24796 27658 26265 25532 25402 ...
## $ V63 : num 24773 27588 26203 25500 25355 ...
## $ V64 : num 24726 27554 26172 25455 25320 ...
## $ V65 : num 24662 27458 26084 25369 25233 ...
## $ V66 : num 24604 27414 26013 25323 25186 ...
## $ V67 : num 24646 27459 26070 25358 25235 ...
## $ V68 : num 24746 27585 26189 25469 25331 ...
## $ V69 : num 24814 27644 26262 25527 25419 ...
## $ V70 : num 24827 27659 26275 25579 25425 ...
## $ V71 : num 24786 27624 26224 25530 25378 ...
## $ V72 : num 24762 27589 26193 25488 25372 ...
## $ V73 : num 24726 27534 26136 25449 25307 ...
## $ V74 : num 24695 27510 26123 25425 25288 ...
## $ V75 : num 24573 27381 26007 25305 25168 ...
## $ V76 : num 24474 27227 25885 25172 25054 ...
## $ V77 : num 24425 27195 25835 25125 25006 ...
## $ V78 : num 24307 27068 25729 25031 24882 ...
## $ V79 : num 24310 27083 25730 25024 24890 ...
## $ V80 : num 24468 27247 25891 25199 25071 ...
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## $ V82 : num 24601 27410 26041 25333 25200 ...
## $ V83 : num 24671 27482 26109 25398 25265 ...
## $ V84 : num 24654 27461 26088 25384 25260 ...
## $ V85 : num 24647 27458 26076 25368 25250 ...
## $ V86 : num 24655 27432 26068 25363 25236 ...
## $ V87 : num 24610 27400 26029 25336 25210 ...
## $ V88 : num 24438 27223 25852 25172 25027 ...
## $ V89 : num 24275 27033 25681 24984 24856 ...
## $ V90 : num 24121 26862 25523 24845 24690 ...
## $ V91 : num 23970 26674 25332 24649 24528 ...
## $ V92 : num 23898 26610 25287 24603 24459 ...
## $ V93 : num 23967 26665 25348 24662 24517 ...
## $ V94 : num 24035 26736 25408 24741 24604 ...
## $ V95 : num 24153 26877 25549 24851 24737 ...
## $ V96 : num 24280 27012 25677 24966 24844 ...
## $ V97 : num 24283 27048 25689 24990 24873 ...
## $ V98 : num 24257 26995 25650 24961 24838 ...
## $ V99 : num 24204 26938 25624 24937 24797 ...
## [list output truncated]
1행과 2행은 날짜와 시간, 3행은 율리우스 날짜, 4행부터 파장별 스펙트럼 (W/m2?)
날짜부터 R에서 인식할 수 있도록 변환해주기!
head(doas, n = 10)
## V1 V2 V3 V4 V5 V6 V7 V8
## 1 2022-09-25 18:30:59.804000 1.664098e+12 13.54 1.76 -1.66 -3.28 26181.70
## 2 2022-09-25 18:31:00.804000 1.664098e+12 13.91 1.39 -1.53 -2.77 29229.01
## 3 2022-09-25 18:31:01.804000 1.664098e+12 13.56 1.90 -1.70 -2.58 27721.70
## 4 2022-09-25 18:31:02.804000 1.664098e+12 13.77 1.43 -1.47 -3.15 26955.35
## 5 2022-09-25 18:31:03.804000 1.664098e+12 13.71 1.47 -1.42 -3.05 26813.95
## 6 2022-09-25 18:31:04.804000 1.664098e+12 13.62 1.44 -1.70 -3.22 28332.84
## 7 2022-09-25 18:31:05.804000 1.664098e+12 13.72 1.74 -1.60 -3.22 36450.18
## 8 2022-09-25 18:31:06.804000 1.664098e+12 13.67 1.67 -2.01 -2.79 40373.35
## 9 2022-09-25 18:31:07.804000 1.664098e+12 13.52 1.36 -1.46 -2.76 41326.03
## 10 2022-09-25 18:31:08.804000 1.664098e+12 13.49 1.51 -1.55 -2.65 40730.42
## V9 V10 V11 V12 V13 V14 V15 V16
## 1 26187.72 26238.58 26259.70 26278.12 26276.46 26295.88 26303.60 26300.08
## 2 29255.95 29307.35 29313.63 29338.29 29350.11 29349.71 29365.87 29344.79
## 3 27753.78 27799.24 27815.74 27819.52 27844.48 27852.02 27853.86 27840.98
## 4 26989.09 27022.19 27036.05 27056.49 27078.77 27086.31 27093.05 27086.45
## 5 26840.06 26873.01 26863.95 26892.88 26915.31 26934.95 26935.01 26915.27
## 6 28363.94 28395.90 28404.00 28421.74 28433.44 28443.38 28462.78 28439.06
## 7 36466.78 36530.62 36538.96 36581.80 36584.82 36583.86 36617.52 36602.42
## 8 40406.63 40437.63 40470.81 40471.63 40465.59 40490.03 40508.51 40506.09
## 9 41350.67 41400.81 41420.89 41434.91 41433.51 41473.95 41486.85 41470.63
## 10 40757.49 40787.08 40802.38 40840.70 40860.06 40869.49 40868.50 40864.88
## V17 V18 V19 V20 V21 V22 V23 V24
## 1 26302.02 26277.74 26292.10 26275.88 26252.84 26262.92 26244.52 26228.22
## 2 29338.37 29343.85 29352.77 29334.57 29304.61 29293.23 29296.67 29266.35
## 3 27838.36 27839.24 27863.54 27840.30 27824.48 27815.34 27793.60 27774.92
## 4 27084.37 27070.35 27072.75 27066.91 27030.53 27034.93 27045.55 27016.89
## 5 26919.63 26915.83 26938.27 26921.31 26907.19 26890.17 26892.40 26868.27
## 6 28448.48 28450.78 28448.68 28430.00 28408.04 28416.82 28394.70 28372.64
## 7 36572.74 36581.26 36582.48 36544.74 36534.78 36532.56 36503.96 36489.74
## 8 40494.85 40465.97 40505.71 40459.69 40426.69 40423.51 40401.63 40350.55
## 9 41461.63 41448.99 41466.47 41427.33 41388.06 41393.67 41370.15 41319.47
## 10 40850.02 40842.94 40863.38 40818.49 40800.44 40781.36 40738.90 40705.49
## V25 V26 V27 V28 V29 V30 V31 V32
## 1 26205.40 26199.48 26165.90 26159.28 26145.50 26091.02 26083.72 26057.94
## 2 29249.05 29230.63 29198.15 29187.95 29145.03 29125.95 29107.13 29079.73
## 3 27746.62 27730.24 27706.50 27695.66 27659.90 27635.82 27613.42 27585.12
## 4 26990.17 26973.03 26937.53 26926.65 26907.77 26880.99 26842.81 26834.69
## 5 26836.43 26832.17 26799.43 26786.35 26766.11 26745.51 26701.49 26677.63
## 6 28359.66 28336.70 28303.94 28268.74 28255.84 28235.36 28210.70 28180.46
## 7 36470.98 36411.96 36356.48 36339.64 36323.88 36277.42 36236.54 36194.22
## 8 40320.01 40273.81 40232.05 40207.29 40189.39 40151.51 40088.67 40030.71
## 9 41268.41 41243.61 41182.61 41179.49 41119.07 41102.59 41028.85 40988.25
## 10 40695.82 40626.74 40599.56 40582.60 40533.31 40483.17 40455.99 40401.40
## V33 V34 V35 V36 V37 V38 V39 V40
## 1 26049.56 26034.60 25995.44 25978.88 25944.92 25917.40 25915.78 25893.78
## 2 29059.67 29045.75 29023.87 28975.35 28936.63 28912.65 28908.39 28884.99
## 3 27582.76 27556.54 27532.64 27510.56 27471.28 27468.10 27457.24 27440.16
## 4 26811.27 26809.67 26774.21 26738.89 26729.31 26702.67 26686.69 26659.55
## 5 26687.92 26639.29 26641.99 26605.22 26582.17 26550.77 26553.72 26528.08
## 6 28166.20 28151.88 28110.62 28092.08 28058.14 28026.04 28027.78 28000.56
## 7 36178.76 36132.38 36102.54 36071.82 36011.86 36002.68 35980.54 35945.26
## 8 40042.11 39972.31 39931.37 39909.85 39865.71 39809.19 39795.47 39777.33
## 9 40973.43 40929.79 40909.93 40845.09 40796.19 40761.59 40755.53 40712.95
## 10 40384.88 40352.31 40335.76 40266.70 40212.52 40159.08 40185.35 40107.86
## V41 V42 V43 V44 V45 V46 V47 V48
## 1 25865.46 25831.52 25799.92 25778.80 25755.26 25758.10 25741.58 25692.32
## 2 28875.03 28825.73 28768.17 28739.65 28709.03 28715.57 28702.17 28619.57
## 3 27387.48 27335.00 27322.92 27298.24 27265.00 27249.38 27237.38 27188.46
## 4 26648.41 26607.33 26585.45 26544.13 26517.01 26507.35 26496.15 26453.65
## 5 26502.74 26462.22 26399.88 26402.95 26361.59 26366.93 26353.85 26303.06
## 6 27975.52 27924.54 27884.26 27882.76 27845.90 27826.42 27811.76 27762.74
## 7 35896.24 35850.50 35804.34 35771.08 35719.14 35712.08 35683.90 35626.24
## 8 39728.95 39647.01 39611.35 39555.39 39519.71 39518.45 39485.19 39418.59
## 9 40650.75 40602.09 40533.99 40483.06 40451.33 40423.69 40396.45 40329.69
## 10 40074.18 39996.31 39943.20 39910.70 39868.31 39856.44 39834.56 39739.08
## V49 V50 V51 V52 V53 V54 V55 V56
## 1 25656.78 25579.76 25523.38 25490.50 25421.62 25314.14 25209.00 25123.88
## 2 28609.19 28551.49 28462.31 28423.91 28328.73 28213.43 28121.33 28002.39
## 3 27153.58 27093.08 27023.24 26987.54 26899.18 26794.64 26696.60 26601.28
## 4 26425.49 26344.19 26309.41 26246.55 26166.43 26050.67 25960.95 25855.41
## 5 26275.49 26221.59 26135.97 26108.29 26032.85 25924.72 25829.11 25733.43
## 6 27733.76 27659.40 27590.62 27554.62 27469.72 27356.64 27249.36 27142.80
## 7 35578.72 35482.16 35395.44 35323.96 35230.98 35078.72 34953.60 34796.10
## 8 39344.19 39250.73 39143.59 39068.79 38944.35 38806.85 38680.71 38474.89
## 9 40281.21 40171.49 40058.65 40008.56 39888.63 39712.99 39567.99 39390.77
## 10 39715.58 39597.99 39497.24 39419.58 39318.00 39172.00 39020.72 38832.62
## V57 V58 V59 V60 V61 V62 V63 V64
## 1 24975.26 24880.16 24776.44 24717.44 24759.38 24795.50 24772.82 24725.56
## 2 27841.03 27729.05 27632.27 27550.65 27589.63 27657.71 27587.87 27553.81
## 3 26418.40 26320.62 26231.00 26157.56 26187.80 26264.78 26203.42 26171.50
## 4 25705.85 25604.21 25520.79 25439.45 25502.01 25532.03 25499.59 25454.57
## 5 25569.53 25487.40 25376.69 25317.93 25350.65 25401.93 25355.42 25319.63
## 6 26999.22 26886.62 26768.84 26692.34 26732.76 26785.74 26744.28 26714.10
## 7 34577.22 34451.30 34314.36 34211.30 34242.14 34329.82 34283.38 34227.82
## 8 38245.91 38101.55 37929.23 37815.47 37875.43 37948.57 37882.43 37847.69
## 9 39156.77 38975.77 38803.71 38724.24 38763.25 38832.11 38771.53 38726.95
## 10 38576.49 38433.72 38271.56 38160.74 38214.74 38290.17 38237.81 38180.74
## V65 V66 V67 V68 V69 V70 V71 V72
## 1 24662.46 24603.80 24646.22 24746.18 24813.70 24827.30 24786.28 24762.38
## 2 27458.03 27413.85 27459.47 27584.53 27644.07 27659.43 27623.67 27589.45
## 3 26083.82 26012.90 26069.74 26188.56 26262.22 26275.34 26224.18 26192.70
## 4 25368.69 25323.39 25357.51 25468.81 25526.79 25578.75 25529.81 25488.13
## 5 25232.77 25186.01 25235.38 25330.92 25419.31 25424.93 25377.65 25372.26
## 6 26627.94 26576.12 26637.88 26706.08 26807.06 26819.52 26770.06 26726.54
## 7 34095.98 34043.98 34099.62 34229.38 34336.40 34355.74 34289.54 34247.14
## 8 37698.03 37628.01 37688.13 37842.31 37947.67 37979.25 37892.13 37836.23
## 9 38601.69 38501.03 38545.88 38713.41 38827.85 38870.65 38787.27 38727.61
## 10 38028.26 37954.12 38009.24 38173.28 38281.94 38319.86 38258.86 38184.81
## V73 V74 V75 V76 V77 V78 V79 V80
## 1 24726.08 24694.86 24572.72 24473.52 24425.38 24306.56 24310.22 24468.44
## 2 27534.47 27509.83 27381.43 27226.71 27195.09 27068.19 27083.39 27247.05
## 3 26136.40 26123.46 26007.22 25885.08 25835.36 25728.78 25729.76 25891.18
## 4 25449.25 25424.89 25304.69 25171.83 25125.47 25031.11 25023.95 25198.53
## 5 25307.29 25288.06 25167.72 25054.09 25006.35 24881.51 24890.01 25071.33
## 6 26703.44 26667.00 26537.02 26423.04 26363.48 26250.18 26243.46 26428.32
## 7 34178.92 34139.84 33978.70 33803.22 33735.50 33600.42 33611.46 33813.64
## 8 37775.35 37735.71 37557.03 37357.15 37273.03 37109.29 37148.67 37388.25
## 9 38666.99 38598.41 38427.74 38214.06 38156.75 37983.24 37995.93 38229.97
## 10 38090.04 38062.28 37913.32 37691.76 37613.58 37452.02 37472.68 37706.82
## V81 V82 V83 V84 V85 V86 V87 V88
## 1 24514.82 24601.20 24671.30 24654.18 24646.86 24654.62 24609.68 24437.90
## 2 27313.81 27409.83 27482.25 27461.49 27458.29 27432.37 27400.35 27223.09
## 3 25942.70 26041.12 26109.06 26088.34 26075.60 26067.96 26028.90 25852.42
## 4 25250.03 25332.51 25397.77 25383.95 25368.01 25363.45 25335.99 25171.63
## 5 25127.99 25200.09 25265.45 25260.09 25249.92 25235.92 25210.27 25027.13
## 6 26490.50 26574.08 26660.04 26633.56 26626.58 26612.06 26571.50 26389.70
## 7 33888.54 34005.08 34066.84 34064.74 34068.70 34036.22 33985.04 33740.74
## 8 37468.33 37581.95 37705.69 37648.49 37655.79 37640.11 37563.95 37315.97
## 9 38328.01 38464.61 38551.31 38510.27 38511.79 38480.03 38420.03 38166.29
## 10 37790.85 37926.70 38017.26 37965.36 37969.49 37956.42 37897.90 37645.60
## V89 V90 V91 V92 V93 V94 V95 V96
## 1 24274.56 24121.40 23969.90 23897.56 23967.20 24035.18 24153.22 24279.56
## 2 27033.39 26861.99 26674.37 26610.39 26665.19 26736.35 26877.21 27012.17
## 3 25681.04 25522.96 25331.56 25287.16 25348.34 25407.60 25548.72 25677.38
## 4 24984.03 24845.27 24649.33 24603.45 24661.85 24741.11 24851.19 24966.47
## 5 24856.22 24690.06 24528.06 24459.31 24517.09 24604.38 24737.29 24843.67
## 6 26202.66 26039.30 25855.90 25813.16 25876.56 25937.72 26085.56 26196.86
## 7 33501.84 33292.64 33047.00 32973.74 33059.44 33147.52 33326.50 33471.36
## 8 37042.21 36790.39 36493.97 36434.23 36542.85 36638.95 36823.99 36991.75
## 9 37878.45 37646.67 37353.81 37262.45 37332.24 37478.03 37647.79 37843.74
## 10 37377.85 37134.54 36822.92 36754.78 36843.96 36938.04 37147.90 37335.26
## V97 V98 V99 V100 V101 V102 V103 V104
## 1 24283.34 24256.92 24203.72 24188.84 24196.94 24236.70 24172.66 24072.96
## 2 27048.35 26995.01 26938.01 26916.69 26937.67 26959.33 26903.79 26774.05
## 3 25689.16 25650.38 25623.90 25582.32 25597.76 25609.80 25564.44 25460.68
## 4 24990.49 24961.05 24936.81 24894.45 24922.05 24933.59 24890.53 24775.65
## 5 24872.79 24837.95 24796.63 24773.42 24784.45 24808.42 24761.49 24644.26
## 6 26218.48 26168.24 26127.76 26086.38 26117.18 26154.30 26088.72 25968.88
## 7 33514.24 33466.44 33414.28 33356.64 33355.30 33402.72 33330.22 33172.14
## 8 37021.67 36977.51 36902.83 36861.67 36874.79 36910.47 36821.07 36646.25
## 9 37859.83 37806.59 37754.06 37690.57 37689.77 37753.59 37648.11 37470.61
## 10 37332.00 37315.24 37223.46 37173.64 37200.70 37212.92 37143.70 36963.40
## V105 V106 V107 V108 V109 V110 V111 V112
## 1 23983.96 23963.28 23949.56 23994.28 23965.92 23964.74 23925.56 23940.68
## 2 26678.67 26651.13 26658.91 26689.39 26664.75 26658.71 26615.65 26606.41
## 3 25348.00 25318.30 25331.10 25370.90 25341.84 25319.04 25279.64 25292.84
## 4 24680.91 24658.59 24646.81 24693.01 24656.69 24652.45 24633.79 24617.49
## 5 24538.85 24529.72 24531.43 24566.38 24531.19 24513.01 24483.35 24477.67
## 6 25873.16 25849.18 25865.68 25905.36 25862.28 25833.82 25815.44 25835.14
## 7 33041.60 33019.84 33000.48 33050.26 33016.46 32998.90 32962.32 32945.94
## 8 36525.49 36468.59 36500.83 36539.77 36470.23 36444.53 36393.29 36395.85
## 9 37347.65 37291.09 37325.11 37349.53 37314.79 37252.67 37241.27 37239.69
## 10 36849.22 36791.28 36804.00 36841.60 36788.82 36787.60 36720.02 36746.74
## V113 V114 V115 V116 V117 V118 V119 V120
## 1 23966.26 23949.26 23915.26 23841.36 23789.78 23730.40 23674.72 23677.56
## 2 26662.93 26663.41 26608.91 26536.07 26455.75 26402.83 26330.29 26324.77
## 3 25332.96 25336.90 25291.18 25218.32 25140.98 25074.04 25039.10 25023.96
## 4 24661.77 24663.53 24624.29 24544.49 24463.83 24416.87 24365.77 24347.05
## 5 24541.92 24528.19 24480.85 24417.85 24351.59 24269.88 24239.72 24232.79
## 6 25854.74 25855.74 25819.40 25725.66 25632.74 25584.34 25546.82 25521.14
## 7 32994.42 32993.80 32955.74 32827.36 32721.26 32672.04 32595.18 32583.40
## 8 36449.89 36444.93 36384.21 36292.31 36142.87 36085.23 36008.97 35979.09
## 9 37280.19 37278.79 37190.93 37083.81 36957.39 36874.03 36813.39 36796.75
## 10 36772.44 36771.86 36713.00 36588.67 36456.81 36381.28 36318.38 36297.10
## V121 V122 V123 V124 V125 V126 V127 V128
## 1 23655.52 23638.28 23610.72 23559.40 23536.20 23531.92 23509.68 23488.68
## 2 26307.55 26297.17 26257.17 26192.11 26170.33 26148.09 26143.33 26102.17
## 3 25005.50 24993.00 24957.84 24898.92 24873.12 24865.94 24848.62 24815.36
## 4 24349.41 24343.61 24292.15 24253.91 24220.15 24216.61 24194.65 24174.29
## 5 24209.31 24205.72 24171.42 24115.43 24099.58 24086.17 24055.29 24040.59
## 6 25522.22 25518.72 25465.72 25422.48 25388.08 25376.32 25343.38 25320.52
## 7 32557.78 32531.46 32476.50 32428.84 32383.36 32379.58 32335.26 32294.42
## 8 35961.45 35917.99 35874.33 35821.25 35765.49 35717.75 35700.91 35658.15
## 9 36755.69 36759.47 36682.29 36603.39 36560.33 36540.19 36509.53 36437.15
## 10 36286.81 36249.26 36202.14 36115.50 36061.49 36044.02 36022.18 35982.86
## V129 V130 V131 V132 V133 V134 V135 V136
## 1 23429.16 23400.62 23356.30 23315.16 23293.40 23252.76 23221.86 23172.28
## 2 26073.29 26003.95 25969.97 25914.09 25894.43 25845.61 25812.01 25770.35
## 3 24778.86 24736.06 24695.04 24656.80 24611.28 24585.18 24533.64 24509.78
## 4 24122.35 24074.31 24035.51 24002.49 23955.19 23934.55 23896.21 23869.37
## 5 24001.33 23947.01 23901.31 23882.27 23854.38 23816.38 23762.29 23736.74
## 6 25290.14 25227.36 25182.08 25162.10 25117.96 25087.86 25024.40 25000.74
## 7 32236.56 32179.86 32114.42 32074.14 32025.44 31974.12 31910.02 31876.48
## 8 35599.15 35536.13 35469.33 35384.31 35336.21 35298.23 35231.27 35185.75
## 9 36392.57 36330.71 36257.31 36203.81 36149.07 36089.29 36023.43 35966.03
## 10 35907.74 35844.35 35775.10 35707.40 35659.40 35588.62 35521.31 35489.04
## V137 V138 V139 V140 V141 V142 V143 V144
## 1 23147.94 23087.52 23064.26 23026.80 22997.92 22947.00 22903.04 22867.30
## 2 25727.99 25677.07 25628.03 25582.37 25551.25 25495.99 25458.93 25415.89
## 3 24460.66 24393.24 24371.52 24315.56 24297.68 24256.60 24204.76 24166.26
## 4 23819.61 23772.79 23748.81 23685.69 23659.23 23604.13 23560.29 23532.23
## 5 23691.59 23660.31 23617.40 23580.56 23540.53 23494.92 23435.27 23416.69
## 6 24956.66 24905.78 24856.70 24805.68 24798.20 24740.08 24694.66 24641.48
## 7 31804.98 31748.84 31685.70 31637.62 31594.42 31525.14 31460.78 31400.26
## 8 35114.47 35038.71 34968.91 34920.03 34889.03 34805.79 34752.27 34675.83
## 9 35888.61 35834.27 35769.31 35714.11 35663.49 35581.89 35513.91 35451.97
## 10 35433.31 35347.06 35289.90 35221.76 35189.62 35099.42 35038.67 34974.70
## V145 V146 V147 V148 V149 V150 V151 V152
## 1 22825.36 22764.52 22735.40 22684.08 22632.72 22580.82 22512.46 22459.06
## 2 25365.09 25303.29 25259.17 25198.57 25143.81 25081.77 25025.81 24963.81
## 3 24119.26 24059.68 24010.50 23958.32 23907.88 23856.64 23785.32 23757.24
## 4 23485.41 23450.09 23391.43 23334.63 23283.21 23224.89 23164.15 23122.95
## 5 23362.59 23321.65 23258.92 23217.03 23180.99 23107.92 23048.19 23018.95
## 6 24590.12 24532.92 24506.76 24438.52 24383.66 24323.32 24272.84 24214.68
## 7 31338.98 31259.06 31211.62 31138.98 31070.78 30987.58 30911.36 30833.34
## 8 34592.67 34543.43 34445.03 34359.77 34297.71 34200.57 34116.27 34019.19
## 9 35356.77 35290.61 35213.01 35106.56 35065.33 34962.03 34860.83 34771.88
## 10 34896.46 34833.52 34749.96 34660.90 34583.81 34499.86 34406.49 34347.78
## V153 V154 V155 V156 V157 V158 V159 V160
## 1 22410.86 22355.06 22298.48 22252.54 22211.02 22175.76 22122.88 22057.44
## 2 24903.09 24844.49 24757.99 24717.39 24686.35 24618.59 24566.33 24512.09
## 3 23680.40 23621.34 23548.74 23502.64 23463.70 23414.10 23361.86 23297.16
## 4 23069.61 23011.53 22936.19 22891.19 22860.53 22796.09 22749.43 22683.99
## 5 22934.45 22897.49 22825.90 22789.58 22735.31 22681.65 22645.99 22586.09
## 6 24143.56 24094.76 24023.40 23978.70 23941.82 23889.38 23830.76 23778.62
## 7 30757.26 30662.38 30578.94 30532.86 30486.06 30397.40 30342.86 30240.20
## 8 33932.19 33860.01 33744.65 33679.41 33637.07 33557.49 33482.29 33376.55
## 9 34690.07 34606.19 34492.91 34426.77 34381.97 34309.06 34204.03 34103.25
## 10 34244.10 34151.04 34039.94 33991.10 33926.50 33847.22 33771.06 33659.72
## V161 V162 V163 V164 V165 V166 V167 V168
## 1 22009.14 21967.20 21908.92 21846.84 21790.22 21750.76 21717.76 21644.04
## 2 24439.05 24393.27 24334.91 24269.09 24212.35 24153.63 24102.59 24040.37
## 3 23238.66 23195.34 23154.92 23083.90 23014.76 22971.86 22920.62 22857.46
## 4 22625.59 22587.49 22552.77 22488.17 22430.33 22375.53 22359.85 22276.25
## 5 22519.08 22482.26 22441.58 22370.85 22310.58 22257.85 22222.43 22150.85
## 6 23707.34 23667.68 23617.38 23540.84 23478.60 23432.70 23384.84 23312.30
## 7 30165.70 30091.24 30041.58 29954.18 29860.92 29800.62 29743.82 29651.14
## 8 33301.51 33220.61 33142.11 33055.41 32951.17 32883.51 32820.17 32715.83
## 9 34033.61 33967.71 33876.71 33781.81 33686.88 33588.51 33540.75 33444.75
## 10 33582.81 33512.62 33431.85 33351.62 33261.94 33190.18 33103.68 33000.70
## V169 V170 V171 V172 V173 V174 V175 V176
## 1 21606.08 21553.74 21504.24 21449.34 21383.94 21334.74 21265.84 21209.90
## 2 23985.27 23932.25 23860.51 23798.93 23731.83 23667.03 23606.59 23535.85
## 3 22815.66 22766.68 22700.34 22644.34 22571.48 22512.76 22459.98 22391.84
## 4 22211.29 22176.93 22109.69 22058.51 21992.05 21918.33 21890.75 21812.93
## 5 22103.92 22052.99 21992.42 21949.45 21884.33 21819.35 21777.26 21714.43
## 6 23273.48 23217.46 23153.34 23080.68 23027.56 22965.48 22912.20 22821.92
## 7 29594.68 29515.18 29439.54 29360.70 29264.98 29192.80 29106.90 29032.96
## 8 32624.65 32556.25 32488.77 32397.57 32301.71 32199.09 32119.97 32022.17
## 9 33356.75 33263.59 33184.95 33102.39 33000.95 32902.06 32816.57 32726.62
## 10 32915.82 32860.86 32771.28 32677.27 32572.88 32478.45 32398.06 32305.78
## V177 V178 V179 V180 V181 V182 V183 V184
## 1 21152.22 21092.12 21044.28 20976.38 20905.26 20857.80 20798.68 20720.60
## 2 23468.69 23405.23 23345.13 23269.95 23218.25 23136.61 23076.79 22985.25
## 3 22332.82 22269.68 22208.78 22140.68 22085.62 22015.22 21963.18 21881.48
## 4 21753.51 21701.31 21642.77 21569.31 21504.91 21453.89 21394.19 21322.49
## 5 21639.42 21592.29 21541.09 21469.29 21415.79 21340.74 21291.11 21217.38
## 6 22773.90 22716.70 22656.86 22593.74 22513.22 22460.24 22394.34 22323.60
## 7 28951.02 28856.36 28777.76 28692.94 28619.70 28529.70 28441.66 28344.88
## 8 31922.09 31835.63 31754.15 31656.19 31544.91 31475.27 31350.89 31250.51
## 9 32631.58 32546.12 32440.09 32319.30 32237.08 32154.20 32044.12 31949.08
## 10 32207.55 32110.01 32005.97 31930.19 31836.27 31729.59 31640.27 31549.97
## V185 V186 V187 V188 V189 V190 V191 V192
## 1 20667.32 20618.36 20558.24 20511.64 20439.98 20390.34 20321.54 20243.48
## 2 22940.17 22892.65 22820.65 22747.19 22670.09 22613.39 22540.97 22459.75
## 3 21818.42 21763.64 21703.28 21654.34 21572.84 21518.72 21443.12 21373.82
## 4 21272.03 21197.25 21147.15 21100.69 21029.15 20981.25 20906.09 20827.11
## 5 21169.93 21112.83 21040.03 20985.99 20912.58 20859.47 20782.06 20704.40
## 6 22269.42 22198.28 22126.74 22069.68 22015.56 21959.70 21872.42 21789.76
## 7 28261.60 28203.08 28103.18 28015.32 27929.02 27855.30 27756.06 27653.46
## 8 31191.97 31097.79 30986.95 30885.79 30800.11 30728.71 30607.91 30485.21
## 9 31845.98 31751.45 31653.74 31567.70 31464.76 31369.48 31263.30 31168.98
## 10 31430.23 31373.63 31253.24 31175.55 31060.10 30992.37 30874.69 30753.39
## V193 V194 V195 V196 V197 V198 V199 V200
## 1 20202.46 20167.30 20097.54 20049.86 19980.68 19947.82 19885.58 19802.36
## 2 22411.03 22343.91 22282.35 22225.75 22187.73 22121.21 22051.57 21971.15
## 3 21309.84 21256.58 21210.18 21167.16 21099.64 21051.70 20988.06 20904.42
## 4 20772.87 20722.93 20672.95 20616.81 20550.91 20531.79 20460.89 20384.73
## 5 20675.65 20616.26 20576.72 20505.72 20460.03 20424.08 20336.35 20265.49
## 6 21736.36 21685.02 21625.40 21573.52 21509.12 21470.68 21384.94 21300.84
## 7 27571.08 27509.32 27436.24 27354.48 27288.26 27241.18 27148.70 27040.46
## 8 30411.35 30342.69 30272.35 30180.87 30083.93 29998.29 29907.85 29811.53
## 9 31071.70 30992.96 30905.08 30812.83 30717.88 30664.69 30565.56 30474.66
## 10 30687.28 30592.81 30521.33 30438.35 30367.03 30279.89 30193.62 30089.17
## V201 V202 V203 V204 V205 V206 V207 V208
## 1 19754.02 19679.82 19623.06 19559.16 19492.76 19437.06 19370.06 19319.62
## 2 21902.17 21840.85 21770.97 21684.67 21609.89 21525.91 21487.15 21425.07
## 3 20845.30 20775.86 20722.28 20639.80 20579.98 20508.02 20439.10 20383.52
## 4 20323.13 20237.17 20189.21 20108.83 20033.17 19978.31 19941.13 19862.15
## 5 20220.26 20141.22 20092.08 20026.47 19940.53 19887.56 19825.45 19774.49
## 6 21255.52 21190.04 21118.78 21058.38 20952.26 20906.52 20848.18 20795.42
## 7 26944.46 26827.14 26788.40 26702.60 26563.30 26488.80 26426.34 26325.12
## 8 29712.47 29608.63 29509.07 29426.61 29293.65 29204.05 29124.43 29032.87
## 9 30358.26 30243.48 30133.28 30044.94 29938.51 29847.03 29745.49 29646.26
## 10 29974.99 29859.97 29757.53 29675.37 29551.03 29466.23 29365.09 29274.43
## V209 V210 V211 V212 V213 V214 V215 V216
## 1 19252.92 19193.82 19127.62 19087.48 19000.72 18949.64 18867.56 18794.96
## 2 21345.25 21264.21 21181.71 21121.81 21061.95 20991.61 20923.35 20831.27
## 3 20309.22 20249.00 20184.54 20122.54 20053.88 19997.94 19909.34 19845.16
## 4 19811.01 19728.53 19667.57 19602.79 19558.41 19476.83 19409.49 19340.29
## 5 19717.33 19647.77 19584.85 19509.31 19439.13 19378.92 19308.56 19247.11
## 6 20709.86 20633.54 20574.86 20510.22 20446.66 20371.16 20307.58 20227.20
## 7 26251.86 26152.18 26073.74 25968.82 25886.76 25812.66 25702.12 25601.76
## 8 28931.07 28818.91 28713.35 28627.53 28534.73 28433.75 28330.65 28229.87
## 9 29545.58 29452.28 29326.80 29237.53 29136.83 29028.51 28932.60 28831.22
## 10 29195.09 29082.31 28984.25 28889.41 28782.75 28685.89 28594.23 28465.65
## V217 V218 V219 V220 V221 V222 V223 V224
## 1 18741.88 18666.36 18609.70 18545.60 18474.44 18434.72 18371.10 18297.42
## 2 20768.99 20681.33 20619.39 20532.21 20468.75 20415.17 20348.99 20273.05
## 3 19771.72 19690.20 19633.46 19547.72 19499.28 19434.12 19361.86 19314.32
## 4 19272.19 19186.21 19113.93 19063.25 19005.77 18961.19 18894.31 18827.47
## 5 19181.85 19089.56 19040.79 18981.09 18911.42 18864.01 18805.22 18747.08
## 6 20163.48 20069.74 19996.32 19936.54 19881.34 19825.22 19762.86 19700.38
## 7 25517.62 25404.46 25315.80 25232.22 25163.38 25081.70 24994.76 24898.62
## 8 28137.61 28002.51 27897.13 27821.87 27724.89 27621.33 27565.57 27431.19
## 9 28732.78 28598.74 28505.12 28405.10 28318.33 28220.82 28136.42 28018.96
## 10 28374.23 28238.83 28145.25 28054.37 27967.99 27896.25 27795.15 27666.85
## V225 V226 V227 V228 V229 V230 V231 V232
## 1 18240.90 18167.46 18105.52 18036.10 17969.12 17901.74 17853.76 17789.84
## 2 20201.05 20123.17 20056.31 19994.15 19897.35 19823.85 19763.13 19688.97
## 3 19244.44 19169.46 19089.12 19033.22 18954.56 18876.04 18819.02 18756.40
## 4 18745.75 18680.65 18621.83 18556.51 18474.27 18402.15 18356.79 18292.31
## 5 18656.69 18588.06 18527.26 18475.27 18391.81 18316.93 18273.06 18199.45
## 6 19602.22 19542.52 19466.00 19384.78 19322.90 19235.08 19175.34 19117.04
## 7 24813.64 24709.68 24623.18 24522.72 24436.20 24324.66 24255.98 24166.88
## 8 27321.79 27230.75 27133.89 27028.19 26911.35 26794.69 26722.01 26622.19
## 9 27909.10 27793.69 27691.28 27588.64 27477.90 27362.01 27271.82 27183.24
## 10 27569.01 27467.60 27357.57 27269.27 27155.57 27018.78 26941.91 26825.25
## V233 V234 V235 V236 V237 V238 V239 V240
## 1 17724.94 17668.88 17606.08 17528.80 17484.74 17411.92 17371.70 17303.62
## 2 19613.69 19553.79 19490.61 19397.19 19350.53 19274.37 19210.63 19147.03
## 3 18695.24 18621.22 18571.98 18486.38 18413.90 18354.30 18308.30 18236.08
## 4 18223.65 18160.63 18098.57 18034.77 17947.37 17908.23 17853.23 17776.35
## 5 18125.08 18077.26 18012.93 17932.22 17882.97 17815.43 17772.77 17703.51
## 6 19043.54 18981.10 18917.54 18841.76 18776.86 18713.12 18653.12 18580.48
## 7 24057.18 23990.10 23899.98 23818.46 23727.64 23636.74 23568.22 23463.98
## 8 26529.31 26425.05 26345.23 26220.03 26138.63 26027.47 25956.33 25858.57
## 9 27079.51 26988.60 26899.90 26792.60 26669.92 26568.08 26504.60 26391.60
## 10 26763.85 26650.12 26566.85 26467.55 26370.78 26246.55 26179.78 26080.59
## V241 V242 V243 V244 V245 V246 V247 V248
## 1 17239.62 17168.90 17113.54 17032.10 16965.66 16898.86 16850.82 16785.08
## 2 19053.73 18988.51 18929.73 18848.69 18783.21 18705.49 18629.07 18573.85
## 3 18159.76 18102.56 18026.98 17960.82 17891.50 17825.56 17750.92 17681.54
## 4 17719.21 17639.07 17573.45 17519.33 17449.99 17384.73 17327.39 17248.91
## 5 17629.67 17565.27 17500.27 17435.15 17361.79 17304.58 17230.85 17159.03
## 6 18520.16 18444.26 18374.36 18303.08 18238.28 18141.06 18098.82 18027.56
## 7 23380.42 23300.48 23195.26 23109.46 23025.46 22917.64 22829.02 22738.56
## 8 25756.79 25661.53 25554.07 25438.87 25348.49 25245.29 25135.63 25041.35
## 9 26289.49 26189.62 26073.94 25978.22 25866.44 25773.38 25668.16 25558.58
## 10 25974.85 25867.75 25752.93 25668.87 25569.28 25459.91 25360.83 25241.69
## V249 V250 V251 V252 V253 V254 V255 V256
## 1 16720.72 16662.72 16588.56 16527.74 16462.14 16392.08 16334.90 16278.82
## 2 18496.81 18414.97 18348.89 18281.19 18185.31 18112.69 18069.67 17974.05
## 3 17608.42 17546.04 17490.60 17409.92 17340.14 17273.18 17206.26 17137.30
## 4 17185.23 17112.23 17061.17 16980.89 16912.53 16846.61 16792.53 16722.93
## 5 17090.88 17039.85 16974.24 16910.31 16832.77 16764.77 16707.08 16652.97
## 6 17948.80 17876.96 17820.64 17753.66 17669.36 17595.54 17520.32 17460.62
## 7 22654.62 22571.88 22483.48 22404.20 22284.18 22196.58 22113.56 22020.24
## 8 24944.71 24846.57 24743.49 24653.71 24529.77 24424.77 24339.25 24260.15
## 9 25452.83 25354.42 25250.08 25163.90 25041.01 24937.30 24849.06 24751.08
## 10 25170.47 25055.07 24965.33 24863.83 24747.17 24662.07 24552.91 24466.05
## V257 V258 V259 V260 V261 V262 V263 V264
## 1 16202.74 16145.74 16090.52 16014.76 15936.28 15884.86 15811.30 15740.06
## 2 17921.03 17871.77 17771.75 17699.85 17634.07 17559.27 17474.25 17382.11
## 3 17073.12 17021.80 16951.48 16863.54 16787.78 16733.80 16645.28 16568.62
## 4 16654.55 16607.49 16550.77 16464.21 16399.71 16311.53 16237.85 16156.39
## 5 16584.63 16532.31 16451.49 16384.08 16316.59 16232.40 16165.19 16084.79
## 6 17400.64 17338.98 17274.90 17182.06 17115.74 17038.92 16964.74 16880.88
## 7 21935.96 21855.84 21767.82 21669.00 21569.36 21466.66 21363.78 21272.12
## 8 24157.39 24056.11 23946.43 23861.61 23729.99 23627.19 23521.29 23397.05
## 9 24656.44 24550.58 24450.78 24346.72 24225.49 24108.35 24022.72 23882.14
## 10 24355.77 24263.67 24161.47 24042.23 23938.85 23829.09 23736.99 23609.27
## V265 V266 V267 V268 V269 V270 V271 V272
## 1 15647.84 15583.20 15525.82 15448.76 15379.16 15323.34 15263.20 15207.18
## 2 17285.29 17224.01 17158.03 17076.53 16991.77 16930.87 16869.05 16803.33
## 3 16476.70 16408.34 16350.72 16283.92 16192.24 16139.46 16065.96 16017.38
## 4 16088.67 16010.17 15949.25 15886.45 15803.43 15745.09 15687.57 15630.39
## 5 16013.33 15948.90 15868.19 15805.93 15728.03 15670.74 15617.42 15557.97
## 6 16799.90 16724.12 16659.60 16588.44 16503.28 16446.36 16381.38 16329.34
## 7 21155.22 21068.54 20979.46 20884.78 20791.60 20702.36 20611.22 20543.86
## 8 23283.49 23176.97 23071.41 22975.33 22873.87 22761.45 22686.77 22596.25
## 9 23776.12 23668.82 23544.56 23443.46 23344.35 23225.28 23145.40 23055.33
## 10 23486.53 23373.81 23292.19 23175.71 23065.93 22970.93 22877.21 22789.59
## V273 V274 V275 V276 V277 V278 V279 V280
## 1 15137.88 15088.54 15033.60 14973.16 14915.62 14860.12 14786.70 14741.14
## 2 16730.37 16669.61 16598.43 16543.99 16475.21 16404.01 16327.47 16274.97
## 3 15956.88 15893.82 15832.32 15765.14 15714.68 15663.40 15561.46 15506.68
## 4 15563.17 15514.17 15461.63 15393.39 15333.91 15278.53 15189.83 15134.51
## 5 15489.43 15445.85 15371.08 15317.67 15265.74 15199.95 15123.65 15063.93
## 6 16252.34 16184.52 16127.72 16067.84 16011.12 15920.56 15855.50 15807.76
## 7 20460.44 20381.06 20298.32 20211.52 20144.02 20055.50 19950.70 19859.54
## 8 22506.85 22407.41 22312.51 22216.25 22145.73 22031.59 21948.33 21837.67
## 9 22965.74 22879.60 22771.96 22682.72 22599.62 22490.67 22379.48 22308.26
## 10 22687.05 22598.73 22515.69 22421.91 22337.09 22238.27 22113.85 22036.49
## V281 V282 V283 V284 V285 V286 V287 V288
## 1 14663.20 14595.88 14527.12 14433.76 14297.56 14186.30 14085.36 14000.82
## 2 16188.93 16120.03 16033.49 15939.61 15780.29 15650.67 15564.43 15472.73
## 3 15434.38 15370.46 15295.08 15188.48 15036.60 14935.74 14823.22 14751.94
## 4 15061.83 14998.67 14918.85 14822.29 14699.99 14567.99 14470.05 14392.31
## 5 15003.35 14928.56 14846.58 14757.67 14614.09 14509.49 14409.47 14319.95
## 6 15714.44 15654.10 15578.24 15482.14 15325.30 15216.70 15107.64 15009.52
## 7 19768.62 19682.74 19587.64 19456.14 19270.72 19115.26 18982.92 18862.00
## 8 21734.81 21626.77 21510.87 21376.05 21179.29 21005.77 20874.97 20721.97
## 9 22186.83 22087.98 21967.96 21814.94 21602.74 21441.38 21295.94 21152.49
## 10 21928.81 21822.65 21709.94 21566.05 21370.91 21196.57 21050.62 20899.81
## V289 V290 V291 V292 V293 V294 V295 V296
## 1 13992.64 13994.60 13970.28 13924.08 13881.88 13796.48 13727.24 13642.98
## 2 15435.33 15439.41 15420.35 15366.91 15315.57 15245.27 15150.67 15062.45
## 3 14724.38 14721.80 14708.84 14657.12 14608.70 14517.06 14445.72 14377.44
## 4 14361.81 14367.27 14356.55 14295.15 14262.53 14181.93 14101.55 14030.43
## 5 14295.75 14311.30 14279.31 14244.80 14204.05 14114.63 14036.81 13965.73
## 6 14998.56 14992.40 14976.64 14937.98 14881.12 14790.56 14728.16 14640.10
## 7 18832.10 18831.12 18810.60 18760.56 18676.74 18570.06 18473.72 18350.96
## 8 20679.01 20702.73 20669.69 20604.43 20519.53 20408.03 20296.89 20190.09
## 9 21111.32 21125.72 21085.74 21041.44 20943.78 20813.66 20716.22 20607.10
## 10 20875.91 20876.71 20850.23 20776.35 20690.15 20584.09 20476.51 20366.49
## V297 V298 V299 V300 V301 V302 V303 V304
## 1 13578.76 13537.20 13503.26 13438.52 13380.24 13347.36 13303.94 13245.08
## 2 14991.09 14940.71 14881.95 14829.51 14774.23 14709.89 14668.83 14594.99
## 3 14299.80 14245.32 14192.22 14141.52 14088.04 14043.08 13989.22 13937.38
## 4 13961.97 13909.87 13862.09 13810.59 13760.49 13700.87 13655.23 13594.99
## 5 13903.09 13845.65 13794.15 13745.05 13680.99 13646.89 13591.83 13539.57
## 6 14560.18 14509.92 14473.82 14399.62 14354.96 14297.08 14255.76 14185.88
## 7 18281.34 18207.28 18156.96 18062.30 17993.80 17927.72 17855.12 17785.98
## 8 20080.55 20023.35 19948.41 19853.95 19778.35 19710.51 19622.11 19555.51
## 9 20491.51 20427.12 20347.17 20261.06 20172.80 20098.06 20034.58 19936.32
## 10 20247.75 20167.73 20127.17 20033.73 19947.47 19872.89 19786.15 19714.73
## V305 V306 V307 V308 V309 V310 V311 V312
## 1 13182.24 13129.44 13072.08 13005.10 12934.48 12856.14 12780.00 12725.10
## 2 14528.77 14480.85 14418.21 14327.19 14256.89 14174.05 14097.37 14021.31
## 3 13866.32 13812.62 13748.84 13674.08 13605.02 13525.14 13453.44 13383.02
## 4 13538.81 13489.61 13426.01 13347.65 13284.09 13202.77 13127.17 13068.25
## 5 13476.69 13434.81 13370.63 13288.69 13223.15 13140.67 13070.53 13005.43
## 6 14115.00 14082.34 14003.16 13914.80 13849.98 13758.58 13700.10 13632.28
## 7 17710.38 17641.58 17554.80 17454.62 17373.80 17251.96 17155.92 17077.10
## 8 19448.77 19377.43 19286.81 19174.61 19072.07 18948.17 18858.63 18758.89
## 9 19825.51 19757.72 19675.66 19556.60 19448.01 19325.49 19219.80 19130.48
## 10 19614.41 19554.75 19444.49 19332.62 19240.85 19121.71 19003.77 18925.78
## V313 V314 V315 V316 V317 V318 V319 V320
## 1 12685.58 12625.14 12576.86 12526.40 12481.62 12427.36 12368.26 12295.44
## 2 13968.25 13913.85 13857.75 13811.35 13753.09 13685.37 13625.05 13558.95
## 3 13333.88 13271.60 13220.80 13166.74 13129.00 13058.28 12998.86 12942.28
## 4 13021.71 12963.05 12914.67 12865.99 12827.81 12761.35 12701.33 12649.41
## 5 12963.35 12908.63 12866.67 12801.69 12758.91 12690.65 12644.83 12580.15
## 6 13574.38 13535.10 13472.34 13410.30 13368.32 13305.30 13240.48 13171.38
## 7 17007.92 16937.94 16867.62 16795.34 16733.76 16651.48 16576.20 16476.66
## 8 18679.57 18596.97 18534.83 18441.87 18386.43 18284.39 18199.11 18119.59
## 9 19050.83 18964.56 18893.12 18803.38 18743.94 18633.99 18567.28 18471.35
## 10 18837.53 18756.65 18680.91 18596.94 18529.59 18454.43 18353.77 18258.87
## V321 V322 V323 V324 V325 V326 V327 V328
## 1 12255.20 12200.52 12151.20 12087.88 12039.06 11985.24 11919.84 11875.84
## 2 13482.13 13442.91 13380.49 13319.77 13271.57 13200.87 13134.73 13077.05
## 3 12880.14 12826.74 12763.02 12711.72 12663.78 12584.56 12536.44 12488.84
## 4 12586.43 12527.81 12461.95 12411.69 12374.71 12304.67 12238.29 12198.77
## 5 12530.97 12477.85 12419.25 12364.75 12306.83 12250.22 12184.80 12136.03
## 6 13104.98 13056.10 13003.76 12942.44 12887.24 12820.42 12756.68 12713.20
## 7 16407.68 16341.36 16262.76 16177.52 16110.40 16042.30 15943.44 15882.86
## 8 18020.31 17940.03 17856.77 17778.75 17689.77 17600.91 17498.49 17434.23
## 9 18372.62 18299.53 18190.76 18119.72 18031.32 17949.08 17852.66 17787.80
## 10 18179.33 18088.85 18004.44 17927.41 17834.39 17754.57 17657.93 17586.19
## V329 V330 V331 V332 V333 V334 V335 V336
## 1 11808.28 11753.82 11690.58 11655.80 11603.56 11549.64 11490.00 11423.54
## 2 13021.37 12945.25 12876.43 12824.19 12775.41 12709.93 12644.59 12593.23
## 3 12413.60 12359.28 12309.82 12238.26 12194.08 12143.76 12077.20 12007.74
## 4 12141.45 12073.79 12023.69 11966.41 11911.81 11866.61 11787.65 11731.53
## 5 12079.35 12013.15 11961.99 11910.35 11859.80 11806.27 11745.53 11670.73
## 6 12642.10 12597.32 12535.66 12464.38 12425.68 12361.00 12288.18 12224.98
## 7 15798.54 15726.46 15651.12 15593.62 15512.92 15445.76 15343.90 15266.94
## 8 17347.37 17265.59 17183.41 17094.53 17023.55 16942.85 16850.63 16759.21
## 9 17685.24 17595.17 17513.58 17434.38 17376.80 17278.06 17181.32 17085.22
## 10 17486.37 17412.99 17320.67 17248.23 17167.89 17112.78 16989.53 16885.28
## V337 V338 V339 V340 V341 V342 V343 V344
## 1 11353.60 11292.16 11224.44 11154.76 11089.46 11026.16 10952.50 10913.04
## 2 12515.77 12441.01 12363.71 12280.45 12208.93 12136.55 12056.73 12007.61
## 3 11936.32 11869.86 11812.70 11736.72 11658.68 11577.00 11519.28 11463.74
## 4 11666.45 11614.07 11533.03 11461.47 11388.51 11322.75 11254.31 11204.73
## 5 11620.31 11546.05 11478.95 11410.89 11344.13 11275.51 11204.99 11157.03
## 6 12156.36 12087.26 12019.04 11930.64 11861.98 11791.24 11736.70 11671.00
## 7 15180.24 15087.94 15006.70 14911.26 14813.08 14724.90 14625.24 14562.12
## 8 16658.45 16566.97 16443.69 16346.91 16255.51 16142.61 16047.11 15976.89
## 9 16974.19 16889.69 16782.58 16666.06 16568.83 16460.64 16370.38 16282.82
## 10 16800.57 16714.83 16607.28 16490.51 16390.19 16283.91 16187.66 16115.84
## V345 V346 V347 V348 V349 V350 V351 V352
## 1 10862.02 10789.48 10746.90 10691.58 10668.82 10620.56 10568.70 10550.18
## 2 11936.99 11887.67 11824.19 11760.07 11719.27 11670.65 11634.11 11602.99
## 3 11401.78 11340.56 11296.36 11244.14 11195.02 11147.16 11112.70 11072.56
## 4 11137.39 11084.27 11034.67 10983.13 10943.15 10899.39 10871.87 10824.33
## 5 11088.39 11024.75 10991.35 10930.99 10885.51 10835.63 10812.49 10775.07
## 6 11605.24 11548.72 11487.74 11433.44 11396.90 11351.18 11310.20 11275.76
## 7 14477.58 14408.50 14340.34 14265.36 14218.94 14154.44 14094.38 14062.54
## 8 15895.25 15794.47 15722.61 15652.93 15590.27 15512.67 15469.61 15402.17
## 9 16192.98 16104.60 16020.33 15959.14 15895.99 15821.16 15762.66 15711.49
## 10 16021.60 15939.86 15861.60 15782.07 15720.64 15648.82 15600.12 15538.91
## V353 V354 V355 V356 V357 V358 V359 V360
## 1 10495.86 10457.00 10403.96 10358.32 10303.92 10257.56 10202.00 10147.38
## 2 11550.35 11499.43 11451.59 11383.37 11329.35 11264.87 11220.97 11156.25
## 3 11037.34 10983.60 10936.26 10876.54 10815.76 10781.68 10718.86 10655.26
## 4 10776.95 10724.77 10694.75 10627.11 10579.69 10526.95 10481.89 10420.05
## 5 10735.88 10688.81 10642.27 10577.63 10536.95 10476.33 10424.73 10368.41
## 6 11234.40 11183.08 11123.90 11071.60 11017.36 10960.26 10908.62 10848.20
## 7 14004.14 13935.88 13861.52 13793.74 13716.66 13650.04 13586.62 13504.22
## 8 15347.53 15257.15 15203.97 15126.95 15042.73 14967.01 14890.75 14812.81
## 9 15654.80 15575.72 15500.66 15414.16 15330.92 15263.33 15168.67 15082.33
## 10 15479.02 15401.70 15331.07 15244.98 15163.43 15108.98 15024.75 14919.14
## V361 V362 V363 V364 V365 V366 V367 V368
## 1 10097.66 10044.98 9992.00 9922.60 9870.56 9807.72 9749.00 9707.98
## 2 11095.73 11042.49 10973.29 10917.59 10837.71 10788.31 10719.31 10665.83
## 3 10607.64 10539.54 10482.22 10426.62 10353.12 10308.40 10251.48 10201.56
## 4 10348.75 10311.07 10254.23 10192.37 10122.77 10067.55 10011.55 9964.45
## 5 10320.38 10251.72 10200.47 10130.45 10076.38 10032.55 9965.39 9916.69
## 6 10783.76 10736.66 10667.58 10605.70 10539.32 10479.90 10430.80 10363.12
## 7 13432.52 13371.30 13280.74 13192.24 13121.74 13050.10 12974.24 12896.42
## 8 14715.79 14638.33 14558.77 14465.81 14372.95 14294.41 14227.43 14144.47
## 9 15014.88 14925.46 14847.58 14746.67 14654.50 14554.98 14497.22 14413.44
## 10 14844.98 14768.55 14683.62 14596.70 14507.39 14419.78 14339.89 14255.70
## V369 V370 V371 V372 V373 V374 V375 V376
## 1 9664.26 9602.68 9552.78 9496.24 9456.68 9416.86 9363.70 9312.18
## 2 10610.87 10543.47 10494.45 10440.57 10383.29 10354.55 10298.15 10236.93
## 3 10135.50 10083.40 10032.18 9976.68 9926.30 9896.78 9831.72 9781.12
## 4 9909.83 9866.07 9811.59 9757.91 9701.43 9669.49 9614.25 9561.51
## 5 9870.11 9816.25 9769.09 9723.07 9666.01 9623.91 9565.93 9522.80
## 6 10328.10 10274.98 10207.12 10159.58 10106.02 10057.88 10011.34 9953.48
## 7 12839.02 12765.56 12699.00 12616.40 12566.70 12508.56 12441.28 12380.10
## 8 14076.29 13984.97 13910.79 13838.91 13766.07 13697.77 13639.47 13557.97
## 9 14340.10 14268.45 14170.62 14102.22 14019.36 13961.64 13882.48 13818.34
## 10 14185.55 14104.48 14026.12 13944.40 13874.14 13818.76 13743.50 13670.08
## V377 V378 V379 V380 V381 V382 V383 V384
## 1 9264.74 9209.08 9175.28 9114.84 9070.82 9019.66 8979.40 8918.66
## 2 10181.31 10123.51 10066.89 10016.17 9955.83 9902.63 9851.85 9798.65
## 3 9732.80 9687.82 9635.76 9569.72 9519.68 9470.08 9423.00 9372.58
## 4 9526.27 9470.57 9408.71 9347.75 9321.41 9263.29 9210.21 9154.53
## 5 9468.65 9430.77 9373.65 9319.81 9260.83 9221.53 9169.63 9113.63
## 6 9899.26 9848.34 9794.20 9737.96 9687.74 9636.64 9589.34 9516.52
## 7 12312.48 12241.96 12175.60 12096.30 12030.04 11965.78 11909.58 11837.14
## 8 13483.27 13406.79 13333.65 13248.55 13174.35 13112.83 13035.17 12967.75
## 9 13740.56 13659.30 13585.58 13507.20 13423.32 13356.26 13283.92 13201.58
## 10 13586.24 13531.94 13437.81 13362.78 13297.23 13208.23 13147.78 13063.28
## V385 V386 V387 V388 V389 V390 V391 V392
## 1 8877.96 8828.70 8763.22 8727.30 8669.18 8623.68 8575.52 8526.36
## 2 9739.55 9681.27 9628.71 9569.57 9511.93 9472.57 9408.99 9356.05
## 3 9307.20 9259.92 9204.00 9157.48 9102.80 9048.76 9004.60 8949.20
## 4 9096.89 9048.89 8992.73 8949.25 8910.31 8854.57 8811.05 8756.59
## 5 9060.75 9015.45 8967.75 8900.67 8864.15 8817.41 8766.89 8713.91
## 6 9474.32 9416.48 9365.10 9315.86 9262.32 9213.14 9157.56 9096.14
## 7 11765.30 11688.38 11625.78 11559.76 11494.00 11438.06 11364.46 11300.64
## 8 12880.53 12823.23 12723.79 12644.67 12576.65 12506.17 12438.43 12357.65
## 9 13125.82 13042.26 12971.82 12890.45 12812.80 12743.74 12667.56 12587.02
## 10 12992.97 12907.97 12835.06 12756.06 12684.44 12621.47 12532.36 12466.94
## V393 V394 V395 V396 V397 V398 V399 V400
## 1 8475.38 8411.22 8356.18 8293.70 8229.14 8161.80 8118.90 8066.40
## 2 9290.03 9229.89 9162.75 9096.33 9012.01 8961.07 8906.01 8838.51
## 3 8884.24 8812.50 8760.58 8691.64 8636.10 8563.00 8508.92 8454.52
## 4 8697.33 8630.53 8568.55 8504.41 8440.79 8383.63 8325.81 8275.03
## 5 8658.65 8599.25 8532.85 8476.33 8405.45 8349.22 8300.53 8239.49
## 6 9047.10 8979.38 8908.08 8842.98 8778.90 8714.92 8665.62 8606.48
## 7 11221.66 11139.12 11058.52 10969.24 10883.74 10805.80 10732.74 10648.90
## 8 12277.21 12193.71 12100.09 11998.75 11908.29 11824.65 11747.93 11670.37
## 9 12510.20 12419.03 12319.24 12215.68 12128.10 12045.56 11975.82 11892.58
## 10 12382.58 12291.31 12191.58 12105.98 12010.81 11934.84 11838.55 11764.81
## V401 V402 V403 V404 V405 V406 V407 V408
## 1 8019.48 7959.26 7884.64 7807.64 7752.16 7684.28 7633.42 7604.34
## 2 8791.19 8725.85 8663.03 8564.51 8491.99 8419.31 8369.81 8327.47
## 3 8401.84 8342.20 8274.14 8188.44 8121.06 8054.18 8001.20 7964.14
## 4 8223.31 8169.69 8104.51 8014.21 7936.59 7887.85 7832.31 7797.73
## 5 8175.73 8131.18 8064.52 7982.70 7907.63 7844.47 7791.62 7762.68
## 6 8550.72 8495.44 8419.88 8327.82 8263.70 8198.70 8144.22 8107.00
## 7 10586.70 10514.30 10429.62 10306.44 10217.86 10132.80 10072.86 10027.12
## 8 11584.75 11514.55 11407.67 11288.03 11181.51 11110.01 11029.59 10974.87
## 9 11805.76 11721.12 11614.95 11492.36 11381.28 11298.12 11204.50 11177.03
## 10 11668.66 11607.16 11498.02 11372.89 11267.48 11182.05 11098.06 11065.32
## V409 V410 V411 V412 V413 V414 V415 V416
## 1 7570.60 7518.88 7483.32 7459.70 7414.34 7389.68 7352.30 7310.10
## 2 8296.73 8251.61 8199.57 8164.03 8122.77 8094.37 8056.05 8006.85
## 3 7939.16 7898.96 7849.14 7817.18 7774.38 7745.76 7708.32 7668.70
## 4 7769.09 7731.11 7674.51 7647.47 7611.89 7587.55 7545.03 7495.45
## 5 7730.36 7689.46 7650.73 7616.04 7564.91 7542.73 7512.97 7463.70
## 6 8075.70 8026.24 7986.44 7952.56 7908.90 7878.92 7843.18 7798.30
## 7 9986.82 9928.98 9871.86 9844.90 9777.96 9745.02 9696.74 9641.78
## 8 10921.23 10871.13 10805.63 10756.95 10692.13 10658.79 10609.19 10539.87
## 9 11130.00 11069.40 10995.84 10954.36 10886.76 10856.40 10794.18 10740.86
## 10 11015.73 10956.02 10892.76 10843.06 10794.36 10750.48 10692.44 10622.78
## V417 V418 V419 V420 V421 V422 V423 V424
## 1 7267.54 7245.44 7230.12 7217.62 7197.56 7186.78 7155.08 7101.34
## 2 7972.19 7949.89 7928.47 7908.05 7885.55 7865.57 7830.61 7767.99
## 3 7623.16 7596.68 7583.80 7573.96 7549.52 7524.06 7500.14 7446.96
## 4 7451.57 7426.93 7425.07 7404.95 7386.45 7365.71 7331.93 7282.55
## 5 7431.70 7399.70 7378.47 7373.73 7359.02 7328.57 7301.78 7247.13
## 6 7753.36 7730.98 7711.46 7699.28 7679.30 7661.32 7619.94 7568.68
## 7 9574.90 9547.36 9524.44 9506.06 9497.44 9460.70 9409.08 9337.48
## 8 10482.69 10449.73 10428.63 10407.09 10378.03 10353.81 10298.69 10215.25
## 9 10667.14 10644.02 10619.84 10590.32 10565.20 10527.48 10479.18 10397.92
## 10 10568.00 10531.84 10510.39 10491.68 10458.97 10434.55 10382.98 10309.90
## V425 V426 V427 V428 V429 V430 V431 V432 V433
## 1 7052.90 7010.70 6955.90 6873.58 6769.66 6692.04 6640.46 6613.42 6605.98
## 2 7721.81 7675.39 7607.49 7527.91 7418.13 7327.99 7266.33 7240.89 7221.59
## 3 7393.50 7335.98 7287.10 7203.34 7102.12 7009.38 6951.60 6922.64 6913.92
## 4 7239.63 7181.51 7131.87 7042.37 6946.27 6863.45 6809.33 6781.07 6772.49
## 5 7201.46 7155.78 7109.23 7018.70 6920.13 6831.31 6773.97 6747.26 6735.76
## 6 7521.88 7472.40 7412.80 7322.08 7225.22 7140.38 7073.48 7041.28 7025.26
## 7 9285.60 9221.54 9148.20 9043.24 8924.84 8807.28 8721.76 8680.64 8671.48
## 8 10148.33 10075.91 10011.45 9891.01 9738.55 9623.25 9534.33 9493.87 9470.31
## 9 10344.58 10271.36 10188.02 10067.88 9920.06 9788.95 9705.68 9663.30 9643.22
## 10 10236.16 10168.74 10095.28 9970.14 9818.08 9704.32 9609.64 9571.24 9548.44
## V434 V435 V436 V437 V438 V439 V440 V441 V442
## 1 6602.26 6603.16 6591.08 6560.32 6534.26 6499.16 6456.10 6400.22 6353.02
## 2 7226.41 7219.31 7221.05 7187.65 7158.85 7103.47 7051.43 6996.47 6953.13
## 3 6925.46 6924.46 6906.72 6879.58 6848.00 6807.62 6759.46 6708.62 6652.34
## 4 6769.53 6774.75 6763.51 6738.43 6698.01 6664.87 6609.63 6564.75 6508.51
## 5 6747.46 6741.49 6726.78 6707.10 6687.65 6638.10 6580.72 6529.63 6492.89
## 6 7038.34 7043.60 7019.32 6992.54 6958.22 6916.34 6872.66 6816.70 6771.18
## 7 8683.96 8684.94 8665.66 8624.68 8587.48 8536.04 8475.28 8398.50 8343.74
## 8 9491.61 9491.33 9477.71 9424.01 9391.97 9328.35 9253.17 9184.19 9116.99
## 9 9658.38 9657.22 9632.80 9596.38 9553.94 9487.10 9411.20 9345.28 9273.78
## 10 9567.18 9570.44 9536.68 9513.06 9460.06 9396.76 9329.05 9258.31 9184.40
## V443 V444 V445 V446 V447 V448 V449 V450 V451
## 1 6322.94 6296.94 6263.26 6210.50 6161.50 6111.82 6050.38 6023.54 5992.08
## 2 6924.33 6892.31 6851.25 6795.55 6737.27 6676.21 6620.51 6594.61 6551.05
## 3 6613.24 6596.82 6562.56 6509.68 6449.50 6398.88 6340.90 6307.86 6272.32
## 4 6483.05 6460.59 6429.17 6363.69 6319.13 6266.81 6206.17 6182.31 6143.07
## 5 6459.26 6429.74 6400.94 6340.24 6289.30 6234.68 6180.90 6147.45 6117.44
## 6 6734.04 6714.24 6669.94 6614.00 6568.22 6503.84 6442.80 6405.82 6376.88
## 7 8294.58 8264.58 8217.60 8146.66 8086.40 8008.60 7937.56 7897.30 7852.26
## 8 9065.07 9039.81 8984.91 8899.07 8837.09 8746.69 8667.29 8624.35 8574.41
## 9 9240.06 9193.36 9137.92 9060.52 8988.40 8908.45 8818.76 8773.44 8723.32
## 10 9136.10 9107.47 9049.89 8976.39 8885.05 8812.24 8736.74 8690.97 8642.64
## V452 V453 V454 V455 V456 V457 V458 V459 V460
## 1 5952.52 5921.68 5887.40 5859.54 5824.80 5805.00 5757.52 5729.54 5692.18
## 2 6499.23 6470.31 6433.89 6407.01 6375.31 6344.25 6295.73 6259.51 6227.73
## 3 6226.40 6208.30 6165.26 6127.02 6111.18 6084.52 6039.74 5989.08 5967.92
## 4 6103.55 6076.01 6043.67 6002.55 5982.95 5954.19 5911.07 5873.31 5841.75
## 5 6071.10 6046.99 6012.48 5977.18 5950.76 5934.52 5886.40 5836.53 5809.98
## 6 6331.86 6301.34 6278.46 6228.20 6216.20 6181.18 6139.68 6094.94 6067.68
## 7 7798.28 7755.74 7711.66 7665.82 7639.34 7607.72 7543.70 7495.70 7455.52
## 8 8511.61 8477.61 8417.79 8373.63 8335.11 8304.71 8237.21 8187.91 8143.67
## 9 8661.66 8621.66 8576.32 8522.38 8484.03 8447.02 8383.40 8328.78 8275.68
## 10 8576.52 8539.81 8498.48 8443.60 8405.18 8369.74 8295.50 8251.14 8201.68
## V461 V462 V463 V464 V465 V466 V467 V468 V469
## 1 5670.34 5636.68 5603.02 5579.44 5523.94 5492.06 5472.66 5441.56 5417.38
## 2 6186.69 6154.45 6123.33 6087.17 6042.03 6004.03 5971.53 5948.09 5916.21
## 3 5938.12 5905.78 5873.40 5833.74 5785.50 5755.06 5723.60 5698.68 5671.88
## 4 5809.85 5779.61 5744.99 5716.97 5669.55 5631.53 5601.55 5583.35 5550.13
## 5 5787.65 5755.90 5728.18 5693.52 5649.15 5610.03 5580.94 5558.44 5525.48
## 6 6043.68 6003.00 5969.78 5935.22 5881.86 5853.50 5817.94 5796.20 5764.30
## 7 7424.70 7386.50 7342.94 7291.68 7226.26 7183.14 7152.56 7114.62 7084.10
## 8 8100.15 8059.83 8007.35 7955.99 7888.67 7846.05 7801.07 7767.35 7736.23
## 9 8249.02 8201.68 8143.24 8097.40 8030.44 7990.84 7935.48 7895.26 7866.16
## 10 8161.37 8113.89 8081.73 8018.05 7958.90 7913.39 7859.43 7820.48 7789.55
## V470 V471 V472 V473 V474 V475 V476 V477 V478
## 1 5389.10 5365.56 5333.74 5298.08 5261.46 5239.88 5213.52 5189.88 5158.52
## 2 5893.29 5860.35 5827.03 5784.97 5752.71 5726.19 5693.13 5662.65 5630.47
## 3 5651.18 5612.32 5583.76 5535.00 5509.12 5489.58 5451.92 5436.74 5402.72
## 4 5533.19 5501.67 5460.29 5429.57 5402.81 5369.97 5340.19 5324.83 5286.01
## 5 5504.18 5479.82 5437.91 5405.07 5373.36 5351.03 5325.44 5297.06 5266.82
## 6 5733.22 5709.16 5664.64 5632.94 5608.76 5579.16 5547.62 5516.60 5480.42
## 7 7054.60 7008.64 6961.00 6905.58 6878.94 6845.06 6804.62 6773.00 6733.18
## 8 7697.03 7649.91 7602.29 7549.09 7512.17 7461.85 7425.21 7386.05 7337.93
## 9 7838.22 7783.88 7728.45 7675.28 7634.95 7593.88 7555.02 7520.78 7467.62
## 10 7760.21 7705.66 7656.87 7602.45 7564.40 7523.89 7484.77 7447.37 7402.87
## V479 V480 V481 V482 V483 V484 V485 V486 V487
## 1 5122.58 5083.80 5056.76 5034.48 4999.54 4967.54 4943.12 4908.62 4887.44
## 2 5594.81 5559.69 5522.29 5492.55 5464.27 5418.91 5388.19 5359.23 5325.17
## 3 5360.52 5317.10 5296.72 5259.50 5234.34 5194.60 5173.30 5138.66 5109.22
## 4 5259.41 5217.49 5190.21 5156.61 5122.29 5102.61 5059.05 5038.09 5004.53
## 5 5236.28 5198.03 5158.41 5134.68 5100.65 5073.60 5040.36 5013.34 4988.07
## 6 5452.46 5417.00 5389.26 5350.20 5314.54 5282.52 5252.74 5226.32 5198.36
## 7 6683.52 6637.68 6593.02 6552.06 6513.00 6482.74 6443.80 6393.28 6357.68
## 8 7303.69 7250.35 7202.65 7153.69 7115.71 7067.59 7021.33 6988.11 6936.11
## 9 7424.84 7373.58 7319.00 7280.64 7236.80 7189.44 7147.32 7101.16 7055.36
## 10 7357.59 7307.14 7254.27 7217.39 7164.97 7122.35 7076.56 7035.40 6982.53
## V488 V489 V490 V491 V492 V493 V494 V495 V496
## 1 4847.12 4823.52 4799.38 4757.70 4731.76 4700.06 4678.22 4653.76 4627.48
## 2 5299.09 5265.45 5230.05 5194.65 5163.05 5130.27 5106.85 5068.57 5045.97
## 3 5078.92 5048.72 5015.56 4984.10 4954.12 4917.88 4895.24 4867.36 4837.70
## 4 4977.43 4951.05 4918.11 4882.63 4845.51 4814.19 4789.91 4766.27 4736.49
## 5 4956.45 4923.57 4898.90 4859.90 4829.15 4803.10 4771.74 4748.70 4723.78
## 6 5154.38 5128.38 5094.64 5069.46 5035.86 5000.26 4969.56 4940.94 4917.32
## 7 6320.06 6285.42 6249.68 6204.78 6161.64 6126.98 6085.96 6043.60 6007.80
## 8 6899.07 6852.43 6802.19 6757.51 6717.13 6674.97 6640.41 6603.57 6567.01
## 9 7012.32 6975.30 6927.72 6879.48 6833.76 6791.44 6749.32 6706.52 6668.08
## 10 6937.89 6908.40 6857.23 6821.05 6774.14 6735.61 6688.55 6647.03 6605.74
## V497 V498 V499 V500 V501 V502 V503 V504 V505
## 1 4599.50 4567.36 4537.72 4510.54 4482.96 4458.10 4431.28 4418.42 4391.20
## 2 5003.93 4980.65 4945.03 4925.71 4885.65 4865.99 4831.83 4812.85 4782.05
## 3 4804.22 4772.40 4745.84 4721.50 4688.86 4660.74 4636.06 4618.14 4599.22
## 4 4706.73 4675.51 4651.11 4628.31 4595.79 4562.99 4543.01 4526.69 4501.51
## 5 4680.22 4658.03 4629.56 4603.24 4576.95 4550.76 4525.28 4509.61 4481.06
## 6 4882.76 4850.68 4829.86 4799.62 4762.46 4737.50 4711.82 4684.60 4665.48
## 7 5972.52 5940.68 5903.44 5864.14 5826.16 5786.34 5766.34 5733.24 5706.16
## 8 6515.69 6465.27 6430.93 6391.15 6351.31 6314.77 6289.09 6243.73 6214.81
## 9 6620.92 6580.02 6545.68 6499.66 6452.85 6418.90 6381.72 6349.93 6314.88
## 10 6565.77 6523.39 6481.61 6444.12 6399.23 6362.97 6327.85 6296.59 6259.49
## V506 V507 V508 V509 V510 V511 V512 V513 V514
## 1 4366.70 4332.98 4308.84 4280.86 4263.40 4226.70 4203.04 4171.70 4144.54
## 2 4762.73 4730.77 4696.93 4668.69 4643.45 4608.85 4574.95 4544.95 4510.95
## 3 4563.96 4532.34 4504.80 4472.66 4449.18 4416.74 4385.24 4357.16 4331.24
## 4 4469.37 4445.15 4416.63 4384.13 4361.37 4325.71 4302.11 4272.63 4246.09
## 5 4453.22 4425.98 4395.95 4370.24 4337.26 4310.53 4281.24 4253.28 4230.36
## 6 4640.44 4611.08 4577.78 4544.12 4516.44 4489.22 4456.08 4430.08 4399.12
## 7 5670.56 5636.42 5597.26 5552.24 5521.24 5479.66 5453.22 5415.88 5381.14
## 8 6180.31 6141.83 6096.53 6050.55 6012.83 5979.33 5939.23 5891.67 5851.03
## 9 6283.19 6246.51 6199.34 6158.60 6117.93 6071.85 6034.53 5992.42 5951.08
## 10 6223.31 6186.83 6142.39 6106.65 6061.83 6026.66 5983.03 5947.75 5895.16
## V515 V516 V517 V518 V519 V520 V521 V522 V523
## 1 4120.68 4106.86 4078.70 4053.24 4032.48 4017.28 3990.76 3965.42 3943.76
## 2 4494.01 4468.55 4436.21 4411.91 4380.25 4364.47 4338.91 4321.05 4286.01
## 3 4306.90 4283.90 4261.38 4236.92 4206.02 4195.72 4166.58 4140.12 4122.02
## 4 4224.39 4202.25 4174.95 4147.13 4125.03 4110.65 4082.37 4055.85 4036.93
## 5 4204.15 4180.06 4162.65 4133.41 4112.18 4088.60 4069.07 4037.18 4028.26
## 6 4375.04 4352.38 4330.54 4301.76 4274.62 4258.90 4234.34 4209.56 4176.10
## 7 5342.66 5315.42 5285.94 5247.78 5223.16 5187.90 5155.88 5135.52 5106.04
## 8 5818.35 5787.05 5747.11 5709.23 5682.71 5659.21 5619.03 5588.93 5554.79
## 9 5925.93 5887.48 5851.60 5808.45 5779.84 5746.60 5722.16 5678.74 5655.22
## 10 5870.79 5829.97 5801.01 5757.91 5727.65 5706.71 5666.35 5631.49 5605.21
## V524 V525 V526 V527 V528 V529 V530 V531 V532
## 1 3920.74 3897.40 3875.06 3847.90 3825.74 3789.28 3770.12 3744.84 3726.12
## 2 4269.15 4237.25 4208.99 4185.65 4161.15 4133.49 4105.85 4074.41 4058.67
## 3 4090.02 4070.38 4045.54 4014.92 3995.24 3966.30 3944.62 3917.20 3895.30
## 4 4017.13 3990.77 3963.61 3942.61 3910.19 3891.55 3862.69 3842.03 3815.17
## 5 3997.28 3968.30 3949.26 3923.70 3901.07 3879.07 3849.82 3822.11 3800.03
## 6 4157.46 4133.74 4107.84 4081.04 4059.42 4029.54 4003.40 3975.56 3957.66
## 7 5071.16 5039.22 5010.06 4976.50 4939.48 4913.08 4876.94 4842.96 4820.44
## 8 5530.13 5486.37 5443.61 5415.53 5377.83 5347.27 5304.73 5271.15 5244.99
## 9 5615.24 5575.60 5536.76 5503.84 5466.30 5430.98 5390.66 5367.26 5323.72
## 10 5567.12 5523.47 5499.33 5456.57 5422.45 5387.75 5344.41 5314.79 5281.71
## V533 V534 V535 V536 V537 V538 V539 V540 V541
## 1 3709.14 3675.94 3648.76 3626.02 3608.80 3588.32 3559.60 3537.74 3511.06
## 2 4028.89 3996.01 3966.29 3947.43 3920.11 3900.55 3872.47 3835.21 3820.37
## 3 3865.60 3840.02 3814.38 3793.34 3765.78 3747.84 3719.76 3694.46 3672.20
## 4 3795.45 3763.85 3742.15 3718.61 3691.19 3671.69 3649.23 3622.11 3597.15
## 5 3774.02 3754.28 3727.18 3703.07 3677.48 3653.88 3630.95 3608.22 3582.26
## 6 3924.86 3895.54 3874.90 3851.56 3822.80 3800.94 3778.72 3749.02 3730.14
## 7 4782.84 4747.24 4721.54 4689.40 4660.56 4623.68 4592.94 4562.24 4531.26
## 8 5215.85 5163.31 5131.07 5096.65 5071.37 5036.05 4997.77 4965.03 4931.09
## 9 5294.64 5252.61 5214.11 5179.48 5149.85 5112.69 5080.16 5043.92 5009.35
## 10 5251.45 5212.91 5169.83 5135.05 5106.95 5070.12 5042.03 5009.55 4967.49
## V542 V543 V544 V545 V546 V547 V548 V549 V550
## 1 3484.78 3469.98 3445.44 3428.50 3400.38 3384.20 3358.60 3340.12 3312.10
## 2 3787.67 3771.99 3742.51 3723.07 3695.63 3673.23 3650.73 3624.83 3595.31
## 3 3646.38 3617.72 3600.16 3577.90 3551.52 3530.60 3506.96 3482.78 3464.24
## 4 3574.31 3550.55 3522.85 3503.81 3479.43 3462.95 3435.45 3417.87 3386.53
## 5 3558.32 3535.68 3509.48 3491.26 3467.76 3448.91 3430.38 3403.45 3376.24
## 6 3702.34 3677.66 3655.70 3634.02 3610.34 3583.76 3558.96 3532.60 3508.76
## 7 4497.66 4466.72 4443.38 4411.78 4388.60 4355.66 4332.48 4297.36 4266.52
## 8 4903.79 4861.59 4834.17 4797.61 4764.75 4744.45 4710.73 4675.25 4642.21
## 9 4971.35 4934.90 4910.64 4878.95 4848.14 4818.92 4783.19 4746.76 4715.45
## 10 4932.01 4889.66 4864.95 4837.95 4804.27 4775.37 4742.47 4716.23 4670.57
## V551 V552 V553 V554 V555 V556 V557 V558 V559
## 1 3294.66 3274.84 3253.26 3226.90 3208.28 3190.46 3167.58 3148.36 3127.86
## 2 3576.15 3559.83 3533.41 3514.77 3483.81 3465.11 3438.39 3418.89 3399.19
## 3 3435.92 3421.30 3394.64 3373.82 3355.74 3331.92 3304.60 3286.98 3265.48
## 4 3375.33 3347.49 3333.13 3309.33 3289.05 3265.25 3241.51 3225.61 3203.57
## 5 3358.22 3340.94 3318.34 3295.53 3278.56 3255.65 3234.14 3213.82 3187.03
## 6 3495.92 3473.70 3448.44 3429.28 3405.68 3381.54 3358.16 3335.42 3313.30
## 7 4242.54 4214.48 4187.42 4163.34 4130.46 4103.24 4078.42 4049.76 4023.96
## 8 4616.85 4585.97 4539.43 4524.91 4490.95 4463.71 4427.79 4405.23 4369.31
## 9 4689.11 4657.34 4629.51 4596.22 4563.61 4531.61 4507.48 4474.80 4439.38
## 10 4642.69 4627.19 4585.15 4555.35 4522.16 4497.83 4464.51 4432.09 4401.37
## V560 V561 V562 V563 V564 V565 V566 V567 V568
## 1 3103.34 3078.96 3068.02 3045.36 3028.06 3006.34 2986.30 2969.28 2945.02
## 2 3369.61 3346.01 3324.83 3300.79 3278.27 3260.89 3249.89 3221.47 3194.91
## 3 3239.04 3211.66 3192.60 3174.44 3157.04 3138.80 3117.76 3095.50 3076.66
## 4 3177.47 3148.73 3132.65 3115.93 3102.67 3073.83 3061.19 3038.75 3020.25
## 5 3164.88 3139.45 3125.10 3105.90 3083.26 3060.34 3046.24 3024.76 3002.68
## 6 3289.04 3261.42 3244.12 3225.40 3201.98 3183.60 3159.90 3146.82 3120.38
## 7 3988.22 3958.92 3932.32 3911.36 3889.90 3859.68 3830.66 3807.54 3783.76
## 8 4335.65 4301.91 4275.37 4246.01 4227.45 4195.01 4165.51 4145.77 4112.49
## 9 4407.16 4372.42 4338.27 4315.24 4290.40 4263.45 4230.58 4206.10 4178.82
## 10 4368.05 4337.05 4310.39 4281.23 4257.43 4232.15 4194.21 4166.19 4138.61
## V569 V570 V571 V572 V573 V574 V575 V576 V577
## 1 2930.50 2908.28 2886.94 2872.92 2855.52 2838.16 2815.84 2795.06 2774.02
## 2 3175.07 3155.09 3132.43 3113.33 3099.83 3076.47 3059.41 3033.77 3009.29
## 3 3052.74 3033.90 3011.42 2991.70 2977.76 2958.76 2938.20 2917.14 2896.46
## 4 2995.53 2974.35 2954.95 2940.59 2926.49 2904.35 2881.41 2862.87 2841.03
## 5 2990.60 2961.02 2942.90 2928.06 2912.78 2886.53 2871.82 2851.86 2827.30
## 6 3100.72 3078.06 3053.30 3039.40 3023.94 3006.22 2977.06 2959.60 2935.30
## 7 3758.18 3726.68 3700.42 3681.70 3661.44 3637.54 3611.24 3581.78 3559.90
## 8 4082.13 4044.29 4025.19 3996.69 3978.61 3949.19 3918.71 3893.13 3861.59
## 9 4147.06 4115.10 4091.04 4065.68 4040.30 4011.97 3979.66 3947.96 3927.32
## 10 4113.81 4080.61 4056.41 4025.77 4004.45 3977.73 3946.33 3925.79 3891.62
## V578 V579 V580 V581 V582 V583 V584 V585 V586
## 1 2755.50 2745.34 2727.72 2704.32 2688.74 2668.68 2650.20 2633.84 2614.20
## 2 2990.63 2973.01 2955.07 2929.43 2915.47 2894.45 2872.41 2852.03 2836.03
## 3 2878.94 2861.92 2842.82 2816.46 2802.24 2784.70 2760.86 2746.12 2722.66
## 4 2822.79 2807.55 2789.73 2765.73 2746.11 2729.31 2713.27 2695.75 2675.77
## 5 2814.11 2795.65 2777.15 2751.72 2739.56 2718.32 2702.60 2678.26 2661.22
## 6 2910.90 2901.48 2889.34 2860.56 2847.70 2822.04 2801.74 2783.56 2762.70
## 7 3531.96 3516.68 3490.46 3462.98 3438.40 3418.38 3387.86 3364.08 3346.72
## 8 3838.33 3814.41 3784.59 3760.67 3736.99 3707.31 3667.77 3653.13 3624.07
## 9 3898.05 3872.60 3852.01 3813.16 3794.89 3767.39 3727.76 3713.78 3683.14
## 10 3860.69 3841.41 3814.83 3787.77 3759.57 3733.27 3705.69 3675.93 3651.21
## V587 V588 V589 V590 V591 V592 V593 V594 V595
## 1 2594.78 2575.74 2559.70 2540.42 2527.84 2510.66 2495.86 2477.88 2460.90
## 2 2815.09 2789.57 2771.79 2753.01 2736.79 2719.89 2698.49 2685.89 2667.41
## 3 2704.94 2689.00 2664.98 2653.30 2636.70 2617.22 2600.14 2583.32 2560.30
## 4 2657.81 2634.29 2619.65 2601.17 2590.37 2568.83 2554.19 2536.87 2518.51
## 5 2644.30 2624.52 2606.11 2592.74 2574.41 2556.80 2543.78 2526.86 2506.18
## 6 2746.02 2722.80 2711.70 2688.22 2670.76 2655.70 2641.10 2621.68 2601.78
## 7 3324.44 3291.80 3272.70 3251.16 3229.04 3203.26 3183.54 3163.74 3139.38
## 8 3598.01 3576.95 3545.65 3524.35 3495.51 3478.51 3453.33 3427.11 3406.71
## 9 3659.92 3629.66 3604.78 3582.74 3557.46 3530.20 3510.76 3483.86 3458.30
## 10 3632.55 3597.89 3574.95 3545.45 3528.93 3506.77 3479.73 3454.25 3426.83
## V596 V597 V598 V599 V600 V601 V602 V603 V604
## 1 2443.60 2425.24 2412.34 2397.50 2377.30 2353.54 2337.98 2318.72 2301.28
## 2 2645.93 2630.91 2612.63 2599.85 2569.51 2550.55 2529.93 2510.81 2492.41
## 3 2546.42 2526.84 2515.18 2490.56 2473.78 2452.78 2433.92 2415.48 2400.94
## 4 2502.99 2478.97 2462.29 2449.59 2429.21 2410.05 2390.07 2373.23 2354.93
## 5 2486.80 2472.20 2459.64 2443.07 2420.78 2406.24 2382.11 2360.11 2343.03
## 6 2578.92 2565.72 2547.96 2528.58 2511.06 2490.46 2472.20 2454.08 2434.58
## 7 3123.58 3092.78 3071.84 3052.82 3027.30 3003.44 2976.20 2960.66 2933.96
## 8 3373.13 3357.51 3335.21 3311.11 3284.53 3255.25 3233.45 3206.99 3178.41
## 9 3431.96 3408.26 3386.42 3366.80 3336.47 3302.58 3283.74 3252.30 3228.42
## 10 3404.69 3380.12 3355.71 3340.29 3309.19 3278.81 3251.62 3226.77 3202.55
## V605 V606 V607 V608 V609 V610 V611 V612 V613
## 1 2283.34 2266.10 2250.26 2238.08 2226.78 2206.60 2186.76 2179.36 2165.70
## 2 2472.31 2450.05 2436.35 2419.87 2403.95 2383.75 2368.49 2347.25 2341.51
## 3 2380.82 2364.34 2339.60 2330.98 2313.36 2298.14 2279.32 2265.92 2256.50
## 4 2333.67 2316.49 2298.17 2287.15 2272.45 2258.65 2238.07 2224.93 2212.23
## 5 2328.72 2308.77 2286.89 2274.72 2266.26 2247.23 2229.94 2216.94 2207.68
## 6 2421.02 2397.56 2381.48 2366.34 2345.24 2331.90 2314.24 2300.00 2289.00
## 7 2910.76 2890.02 2862.72 2844.38 2829.56 2807.60 2786.68 2768.98 2750.82
## 8 3151.51 3126.89 3108.93 3084.59 3059.21 3040.23 3018.41 2997.59 2986.95
## 9 3205.32 3173.04 3153.68 3134.39 3109.54 3083.34 3065.47 3038.54 3027.58
## 10 3178.51 3147.85 3126.85 3109.81 3085.01 3069.05 3039.31 3020.91 3004.81
## V614 V615 V616 V617 V618 V619 V620 V621 V622
## 1 2157.22 2135.78 2125.44 2117.16 2095.58 2083.48 2064.64 2051.84 2039.76
## 2 2328.35 2314.89 2303.57 2283.35 2268.35 2255.11 2236.25 2220.03 2199.31
## 3 2241.02 2229.98 2216.44 2197.06 2188.86 2168.44 2156.86 2138.24 2119.66
## 4 2206.09 2189.41 2176.47 2160.71 2147.93 2128.57 2113.59 2100.03 2080.95
## 5 2191.30 2178.02 2166.56 2151.98 2138.77 2122.69 2108.65 2089.23 2077.60
## 6 2271.62 2258.76 2246.94 2232.62 2215.48 2199.90 2179.72 2170.36 2152.38
## 7 2744.32 2722.90 2701.12 2687.58 2665.32 2644.10 2626.04 2604.22 2581.80
## 8 2970.95 2943.07 2925.49 2904.67 2890.35 2862.13 2840.05 2818.01 2802.43
## 9 3010.89 2994.55 2969.84 2951.74 2929.89 2910.96 2888.96 2860.43 2844.58
## 10 2986.23 2966.39 2949.37 2926.47 2908.69 2886.62 2867.15 2840.43 2821.21
## V623 V624 V625 V626 V627 V628 V629 V630 V631
## 1 2023.28 2011.16 1995.10 1982.28 1965.72 1955.90 1938.92 1932.80 1914.08
## 2 2186.33 2175.97 2159.67 2144.03 2122.99 2114.13 2093.27 2081.17 2069.81
## 3 2108.00 2092.74 2072.84 2064.46 2047.06 2030.00 2023.10 2011.10 1996.20
## 4 2069.25 2055.65 2039.45 2023.25 2010.57 1996.41 1987.13 1973.57 1953.71
## 5 2063.88 2041.13 2033.54 2023.54 2006.52 1988.27 1976.65 1964.15 1950.31
## 6 2135.52 2123.38 2107.36 2094.10 2080.32 2059.90 2049.46 2030.78 2016.34
## 7 2567.66 2547.32 2533.10 2511.48 2494.38 2476.50 2457.16 2438.22 2421.62
## 8 2778.37 2762.51 2738.75 2719.57 2696.49 2678.69 2656.71 2644.29 2625.07
## 9 2823.20 2802.51 2783.20 2762.28 2742.70 2718.55 2704.22 2684.96 2659.58
## 10 2796.39 2783.75 2764.66 2739.31 2722.27 2700.57 2682.16 2659.03 2643.93
## V632 V633 V634 V635 V636 V637 V638 V639 V640
## 1 1899.56 1889.14 1875.98 1853.70 1842.46 1830.00 1818.40 1806.90 1787.60
## 2 2045.01 2035.33 2022.23 2005.39 1988.53 1977.07 1960.01 1952.03 1938.41
## 3 1973.96 1962.02 1947.18 1929.88 1914.82 1903.24 1889.68 1878.02 1865.56
## 4 1942.07 1926.41 1910.55 1900.39 1883.23 1871.97 1861.35 1844.59 1834.05
## 5 1935.54 1922.02 1903.17 1892.02 1873.63 1862.71 1850.81 1838.08 1825.25
## 6 2005.16 1989.72 1972.16 1959.68 1938.38 1930.46 1920.02 1908.38 1895.78
## 7 2401.62 2383.48 2371.60 2348.98 2329.82 2317.56 2299.86 2288.20 2266.60
## 8 2600.49 2578.71 2560.19 2538.29 2519.47 2506.23 2492.11 2469.05 2456.01
## 9 2642.92 2621.34 2596.00 2577.47 2557.76 2540.58 2522.24 2504.64 2492.51
## 10 2621.61 2598.93 2576.15 2559.12 2539.62 2524.15 2511.91 2488.43 2469.75
## V641 V642 V643 V644 V645 V646 V647 V648 V649
## 1 1782.12 1768.06 1758.14 1740.62 1729.34 1716.74 1701.86 1671.90 1601.16
## 2 1919.99 1912.83 1894.09 1884.37 1868.09 1852.79 1837.43 1803.45 1733.29
## 3 1852.80 1836.50 1827.86 1813.82 1803.38 1784.44 1771.72 1738.38 1665.78
## 4 1820.43 1806.77 1796.09 1781.21 1768.85 1753.53 1739.15 1707.85 1641.59
## 5 1812.65 1801.41 1788.13 1773.60 1764.91 1746.33 1732.58 1706.94 1636.58
## 6 1881.70 1869.94 1849.52 1841.04 1825.42 1805.08 1793.56 1762.94 1691.80
## 7 2250.52 2235.06 2216.08 2200.40 2184.68 2172.26 2145.86 2107.90 2023.54
## 8 2435.99 2420.25 2400.95 2386.03 2367.19 2340.25 2327.89 2276.21 2195.99
## 9 2471.10 2455.34 2432.96 2419.47 2393.39 2376.34 2358.20 2311.32 2217.14
## 10 2456.65 2431.15 2416.62 2398.77 2382.15 2365.90 2338.89 2294.31 2201.90
## V650 V651 V652 V653 V654 V655 V656 V657 V658
## 1 1538.26 1472.12 1417.28 1380.56 1382.08 1404.82 1434.56 1458.40 1486.98
## 2 1659.09 1583.69 1522.03 1485.23 1491.89 1514.27 1541.11 1573.51 1599.87
## 3 1596.74 1529.84 1471.30 1432.38 1437.90 1462.06 1492.60 1517.86 1545.28
## 4 1570.43 1501.63 1443.97 1407.91 1414.43 1436.65 1462.63 1490.03 1513.71
## 5 1563.85 1497.87 1437.77 1402.56 1410.62 1428.77 1454.60 1487.58 1513.06
## 6 1616.34 1551.06 1488.06 1454.42 1456.48 1479.20 1508.02 1541.30 1569.16
## 7 1929.52 1846.84 1773.58 1726.22 1731.06 1765.22 1800.06 1832.04 1866.70
## 8 2091.19 1994.03 1909.37 1859.49 1871.49 1906.31 1938.79 1979.79 2019.97
## 9 2112.54 2022.38 1939.54 1887.48 1898.12 1928.96 1970.70 2008.24 2043.30
## 10 2100.40 2006.59 1924.31 1870.31 1880.92 1917.31 1954.53 1999.21 2031.65
## V659 V660 V661 V662 V663 V664 V665 V666 V667
## 1 1502.38 1499.80 1493.96 1470.86 1443.22 1423.56 1407.32 1398.08 1382.90
## 2 1611.73 1618.45 1610.83 1588.71 1559.19 1532.63 1509.41 1500.23 1491.49
## 3 1557.62 1565.28 1554.14 1531.76 1504.02 1482.24 1456.42 1450.46 1439.50
## 4 1533.45 1536.59 1525.95 1504.57 1480.23 1453.99 1432.63 1421.27 1411.77
## 5 1523.19 1525.37 1520.37 1499.15 1475.87 1451.77 1427.31 1418.06 1408.04
## 6 1579.38 1578.88 1569.80 1556.70 1523.20 1499.98 1481.24 1470.02 1455.48
## 7 1884.88 1889.08 1879.88 1852.04 1813.58 1787.74 1759.80 1752.88 1737.84
## 8 2034.41 2039.21 2027.61 1998.23 1960.31 1929.51 1901.75 1888.19 1875.39
## 9 2064.86 2072.54 2059.48 2031.14 1990.68 1957.36 1928.16 1918.12 1901.40
## 10 2052.27 2056.78 2042.57 2015.47 1972.35 1939.92 1916.03 1904.13 1887.42
## V668 V669 V670 V671 V672 V673 V674 V675 V676
## 1 1379.18 1368.66 1365.24 1361.50 1357.58 1348.08 1340.28 1344.30 1333.92
## 2 1484.51 1479.27 1472.27 1466.55 1457.59 1449.39 1448.93 1438.25 1431.75
## 3 1432.04 1426.82 1420.82 1417.20 1410.94 1400.50 1394.34 1390.24 1383.60
## 4 1407.91 1402.77 1396.85 1391.25 1387.11 1372.97 1372.97 1366.55 1362.75
## 5 1400.85 1402.56 1389.44 1385.13 1381.00 1370.50 1369.13 1362.33 1354.23
## 6 1450.10 1444.80 1440.40 1433.74 1426.78 1417.68 1416.92 1407.02 1400.34
## 7 1729.64 1720.64 1710.04 1703.14 1700.52 1687.60 1687.30 1680.38 1669.70
## 8 1863.59 1856.31 1846.67 1840.09 1834.47 1822.13 1817.11 1811.37 1802.21
## 9 1887.26 1879.16 1874.96 1866.58 1861.90 1852.52 1844.48 1838.90 1827.12
## 10 1882.38 1869.11 1859.42 1852.29 1846.57 1834.81 1828.88 1824.47 1809.21
## V677 V678 V679 V680 V681 V682 V683 V684 V685
## 1 1328.94 1326.02 1312.46 1312.50 1302.66 1293.78 1292.78 1279.62 1265.20
## 2 1431.17 1423.01 1417.61 1413.59 1403.13 1395.79 1387.09 1379.09 1362.03
## 3 1384.56 1376.82 1367.16 1364.86 1358.92 1343.74 1344.32 1327.82 1315.86
## 4 1363.45 1351.15 1340.97 1338.87 1330.15 1324.93 1321.23 1309.15 1293.95
## 5 1354.17 1345.60 1337.58 1335.19 1327.83 1316.89 1318.44 1305.75 1290.65
## 6 1401.40 1396.30 1385.92 1379.42 1374.24 1362.18 1357.88 1346.94 1329.60
## 7 1664.46 1662.62 1644.68 1643.22 1633.68 1625.80 1619.38 1604.18 1582.88
## 8 1799.89 1786.65 1774.75 1771.93 1762.51 1749.95 1745.69 1731.95 1709.75
## 9 1826.06 1815.76 1802.44 1799.30 1786.52 1775.36 1769.68 1756.46 1733.12
## 10 1810.35 1803.27 1790.23 1780.97 1773.03 1763.49 1761.45 1744.42 1721.17
## V686 V687 V688 V689 V690 V691 V692 V693 V694
## 1 1260.36 1252.06 1238.14 1220.24 1213.24 1195.58 1191.44 1183.78 1175.96
## 2 1356.83 1341.61 1327.67 1313.09 1305.55 1288.15 1277.59 1274.89 1263.81
## 3 1306.64 1299.96 1279.52 1272.62 1259.00 1243.92 1230.98 1230.90 1221.80
## 4 1284.59 1276.61 1260.41 1250.35 1235.41 1224.93 1214.13 1209.63 1200.73
## 5 1281.02 1270.15 1254.79 1245.37 1234.85 1219.10 1211.08 1201.08 1197.00
## 6 1323.54 1319.02 1299.68 1282.74 1277.68 1258.50 1250.12 1243.84 1234.16
## 7 1574.34 1560.50 1540.44 1525.58 1513.30 1494.82 1481.04 1475.54 1466.30
## 8 1697.83 1683.61 1663.85 1644.93 1625.99 1610.85 1593.45 1586.81 1582.87
## 9 1720.30 1707.62 1687.78 1670.00 1653.66 1634.96 1622.20 1614.40 1600.78
## 10 1705.88 1695.01 1672.67 1657.25 1643.31 1627.90 1609.55 1602.73 1592.99
## V695 V696 V697 V698 V699 V700 V701 V702 V703
## 1 1162.40 1142.04 1133.14 1119.66 1115.86 1112.26 1112.52 1109.44 1099.00
## 2 1245.41 1230.31 1216.07 1199.81 1198.53 1198.69 1196.27 1189.59 1185.83
## 3 1205.28 1185.82 1169.16 1165.54 1161.18 1160.72 1150.96 1153.18 1141.96
## 4 1185.79 1169.49 1153.81 1143.43 1140.51 1134.59 1133.11 1134.05 1123.43
## 5 1179.19 1165.62 1152.10 1139.52 1138.33 1134.87 1130.63 1127.56 1122.12
## 6 1223.36 1200.44 1190.30 1174.74 1176.06 1168.94 1167.26 1162.66 1158.20
## 7 1444.92 1429.94 1403.38 1392.02 1388.94 1388.84 1380.10 1379.00 1372.22
## 8 1558.77 1535.97 1517.21 1503.79 1492.99 1496.85 1485.59 1487.29 1478.51
## 9 1579.88 1557.68 1536.46 1524.02 1518.90 1513.50 1509.74 1512.90 1503.62
## 10 1567.45 1548.73 1528.55 1509.31 1505.42 1504.37 1497.75 1494.63 1488.11
## V704 V705 V706 V707 V708 V709 V710 V711 V712
## 1 1091.78 1086.74 1075.76 1064.30 1057.36 1043.92 1042.34 1038.16 1037.86
## 2 1173.07 1164.99 1157.77 1146.91 1133.43 1120.71 1115.21 1114.47 1114.71
## 3 1131.84 1125.78 1119.08 1106.46 1095.78 1081.12 1076.98 1076.22 1075.38
## 4 1115.15 1109.09 1100.77 1091.77 1075.81 1071.59 1061.65 1059.95 1061.31
## 5 1114.58 1102.39 1096.50 1088.13 1070.81 1060.87 1057.15 1056.96 1056.02
## 6 1151.06 1142.74 1131.82 1120.24 1108.34 1096.92 1090.56 1091.52 1089.96
## 7 1362.24 1355.60 1342.64 1327.36 1315.28 1297.40 1285.84 1291.70 1289.94
## 8 1463.53 1459.73 1442.21 1426.37 1411.23 1395.89 1388.51 1387.57 1385.05
## 9 1485.52 1474.36 1461.48 1449.46 1433.56 1413.44 1406.58 1410.48 1404.02
## 10 1473.19 1464.25 1450.95 1441.42 1422.17 1402.37 1399.47 1401.92 1396.71
## V713 V714 V715 V716 V717 V718 V719 V720 V721
## 1 1039.12 1040.80 1036.28 1035.40 1032.50 1024.82 1019.02 1011.10 1003.74
## 2 1117.27 1113.91 1114.45 1111.97 1105.83 1100.31 1090.57 1084.17 1076.91
## 3 1079.38 1079.64 1074.54 1075.22 1067.80 1065.40 1056.44 1048.40 1040.26
## 4 1062.05 1061.49 1062.35 1056.11 1056.21 1046.59 1040.23 1030.19 1026.65
## 5 1059.06 1056.08 1055.29 1053.85 1050.81 1044.71 1035.25 1027.04 1019.08
## 6 1091.12 1091.92 1090.28 1089.90 1084.04 1076.24 1068.96 1062.46 1054.92
## 7 1291.84 1291.64 1287.20 1285.16 1284.22 1274.34 1264.50 1255.24 1246.36
## 8 1389.57 1390.39 1387.65 1384.43 1375.23 1369.47 1355.13 1345.71 1341.53
## 9 1406.62 1408.74 1405.60 1404.74 1401.88 1389.70 1377.64 1370.34 1358.74
## 10 1398.79 1400.63 1397.25 1392.51 1387.33 1378.92 1365.05 1358.88 1349.40
## V722 V723 V724 V725 V726 V727 V728 V729 V730
## 1 993.88 984.14 981.92 967.14 955.02 943.18 928.08 917.84 910.10
## 2 1068.83 1057.81 1048.61 1040.47 1024.01 1010.75 994.51 983.17 976.53
## 3 1030.24 1023.82 1015.60 1002.18 990.68 977.02 963.24 949.68 941.30
## 4 1015.83 1007.15 998.57 988.11 977.19 962.09 947.81 936.77 928.37
## 5 1013.31 1002.96 997.06 981.29 975.15 962.48 944.52 933.44 925.29
## 6 1042.44 1034.80 1026.60 1017.28 998.66 989.74 975.48 963.14 950.82
## 7 1236.78 1221.76 1212.24 1198.16 1180.54 1165.58 1148.58 1133.70 1124.92
## 8 1328.07 1319.37 1305.81 1288.53 1273.89 1251.29 1238.09 1221.27 1207.83
## 9 1345.22 1335.28 1320.54 1308.18 1289.72 1270.84 1254.88 1236.28 1226.90
## 10 1338.85 1325.23 1315.17 1302.73 1280.77 1263.13 1246.01 1231.38 1213.99
## V731 V732 V733 V734 V735 V736 V737 V738 V739
## 1 902.68 905.32 896.20 891.14 887.48 885.46 874.12 865.96 859.46
## 2 970.13 967.01 961.19 954.41 954.07 948.85 934.43 924.23 924.17
## 3 940.30 936.52 931.48 924.70 923.34 918.22 906.40 894.78 892.20
## 4 921.79 920.97 912.87 909.15 911.19 904.19 890.51 881.53 879.61
## 5 920.81 919.69 911.77 906.41 904.98 900.21 888.06 881.25 874.65
## 6 946.66 947.06 937.46 935.88 931.58 928.64 916.82 908.10 904.70
## 7 1122.04 1115.58 1110.34 1102.24 1097.94 1091.12 1079.48 1067.08 1059.32
## 8 1203.85 1199.41 1192.87 1182.13 1181.87 1170.93 1156.55 1145.91 1142.41
## 9 1215.88 1217.80 1206.12 1200.88 1196.42 1188.10 1178.54 1165.76 1156.82
## 10 1209.42 1206.31 1201.57 1192.95 1192.13 1182.11 1168.01 1157.31 1147.19
## V740 V741 V742 V743 V744 V745 V746 V747 V748
## 1 853.60 842.86 842.60 838.84 829.36 823.66 817.46 811.78 803.96
## 2 914.07 901.83 898.29 900.81 891.61 880.81 873.11 867.63 859.37
## 3 887.86 874.74 870.08 868.68 861.46 854.34 844.36 839.62 834.70
## 4 870.05 859.47 861.05 855.85 847.65 836.15 832.75 829.87 821.69
## 5 866.81 858.00 852.79 855.58 844.54 834.29 830.10 823.02 817.25
## 6 897.82 884.58 883.44 878.98 871.74 863.54 856.20 849.04 844.60
## 7 1052.02 1039.34 1037.68 1033.92 1025.78 1013.30 1003.94 997.74 992.62
## 8 1130.49 1117.89 1116.33 1109.45 1098.59 1087.99 1080.15 1075.31 1064.31
## 9 1146.86 1132.84 1127.74 1128.00 1112.64 1103.84 1092.48 1088.00 1078.86
## 10 1140.05 1127.95 1121.42 1116.71 1106.13 1095.35 1086.17 1081.17 1071.23
## V749 V750 V751 V752 V753 V754 V755 V756 V757
## 1 802.30 797.06 793.32 777.78 773.10 768.30 771.62 766.80 770.54
## 2 856.81 851.93 846.13 836.17 827.41 821.49 821.87 823.43 823.53
## 3 828.76 824.96 819.44 809.22 800.48 793.40 796.32 796.26 795.34
## 4 819.05 813.73 808.89 798.09 790.95 785.15 785.49 779.19 787.23
## 5 815.15 811.10 802.19 792.08 787.17 783.13 779.46 779.27 783.91
## 6 839.32 836.84 829.82 819.88 810.42 808.20 806.32 805.78 808.58
## 7 989.60 982.86 970.76 959.86 950.36 949.00 945.96 946.24 947.40
## 8 1057.93 1055.77 1046.71 1029.57 1023.69 1016.07 1014.29 1014.83 1015.21
## 9 1072.66 1065.36 1059.96 1044.16 1035.24 1029.22 1027.20 1028.76 1029.90
## 10 1066.05 1059.87 1054.01 1038.55 1026.95 1023.71 1021.65 1021.49 1024.23
## V758 V759 V760 V761 V762 V763 V764 V765 V766 V767
## 1 768.84 760.50 750.38 740.62 730.16 728.36 728.10 720.72 720.04 713.74
## 2 821.67 812.39 804.07 793.73 788.15 777.39 778.39 776.71 769.37 764.91
## 3 793.78 787.36 778.52 765.32 757.72 757.28 755.00 750.16 746.94 739.36
## 4 781.47 777.03 762.55 752.83 748.97 745.55 742.13 738.47 732.41 726.29
## 5 780.19 774.41 761.25 752.94 744.91 742.87 738.69 739.39 730.71 725.33
## 6 806.08 798.58 787.10 776.96 768.32 763.84 763.32 759.14 754.14 746.76
## 7 941.26 934.30 921.12 909.58 902.02 895.88 895.40 888.50 885.48 876.60
## 8 1015.05 1003.05 986.53 978.35 968.37 962.59 957.55 954.49 951.51 941.47
## 9 1029.88 1012.58 1001.10 989.18 978.42 974.58 973.08 965.72 957.36 952.94
## 10 1019.67 1011.38 994.88 983.51 975.57 969.40 964.92 963.40 955.85 945.11
## V768 V769 V770 V771 V772 V773 V774 V775 V776 V777 V778
## 1 703.38 695.14 689.20 684.54 679.72 677.24 674.02 669.68 666.62 662.88 661.00
## 2 751.55 743.43 735.37 733.01 727.03 723.03 718.75 713.23 710.55 707.53 704.91
## 3 727.50 721.18 712.12 708.10 705.10 700.10 698.64 692.24 687.84 687.06 680.72
## 4 719.51 708.55 703.59 699.09 692.17 690.79 685.33 683.27 679.97 674.65 670.03
## 5 717.17 707.41 700.04 693.77 691.46 687.29 684.44 681.63 676.79 674.19 670.06
## 6 737.44 727.38 721.14 716.68 713.08 708.64 707.12 701.64 696.80 696.26 690.10
## 7 866.80 856.38 850.16 837.26 833.82 830.40 825.50 821.48 811.02 809.30 806.06
## 8 929.67 915.25 906.51 899.51 893.01 890.03 888.43 880.71 873.95 871.59 862.99
## 9 939.44 929.58 919.78 911.44 907.28 905.10 899.76 892.50 887.50 881.36 875.12
## 10 932.51 922.37 911.33 905.65 902.15 894.37 892.11 887.71 884.29 873.97 872.23
## V779 V780 V781 V782 V783 V784 V785 V786 V787 V788 V789
## 1 656.96 652.86 648.44 645.48 642.04 636.46 631.84 627.10 619.30 618.10 614.80
## 2 699.53 697.75 691.99 689.49 685.95 678.83 673.85 666.71 660.45 657.57 653.75
## 3 679.76 675.06 672.52 669.10 666.14 658.12 652.74 645.26 639.64 636.54 635.80
## 4 669.23 667.01 660.85 656.13 652.81 650.93 644.31 636.99 631.21 628.77 627.61
## 5 665.91 662.48 661.31 655.54 652.13 647.65 642.52 636.21 630.52 625.75 623.79
## 6 686.60 684.66 681.40 677.08 671.10 666.80 659.66 653.58 647.74 645.02 643.20
## 7 804.26 800.50 793.14 789.82 783.30 778.72 768.52 763.06 758.06 753.76 746.14
## 8 857.63 860.81 851.05 847.11 840.43 835.11 826.63 817.07 812.95 806.07 803.21
## 9 870.88 865.12 864.32 859.42 850.66 845.40 836.18 830.04 818.64 818.12 810.68
## 10 866.37 862.31 857.69 852.01 844.69 840.57 829.87 822.57 815.77 811.65 807.29
## V790 V791 V792 V793 V794 V795 V796 V797 V798 V799 V800
## 1 608.54 606.14 601.00 599.38 594.86 588.16 584.50 579.32 578.06 570.86 567.44
## 2 648.23 644.63 644.13 637.73 633.03 630.69 621.97 619.79 615.95 612.47 604.29
## 3 632.00 627.06 621.00 618.88 611.72 608.18 604.12 598.98 596.60 592.38 588.42
## 4 621.79 618.07 612.53 609.91 606.13 600.23 594.55 590.63 588.61 584.99 579.29
## 5 617.13 617.33 610.63 608.25 605.48 597.44 593.12 590.23 586.54 579.94 576.98
## 6 637.02 634.26 630.00 624.86 622.70 615.18 611.78 608.36 601.00 598.38 595.04
## 7 745.18 741.64 736.48 728.42 726.22 717.90 713.08 707.66 702.58 696.70 691.86
## 8 795.31 791.01 786.23 779.37 774.19 767.27 761.11 756.27 753.81 745.89 739.63
## 9 808.24 802.70 795.88 791.06 786.78 776.78 772.88 766.20 758.08 753.64 749.66
## 10 801.87 797.88 793.99 786.87 779.49 773.15 766.13 763.55 753.17 753.59 745.05
## V801 V802 V803 V804 V805 V806 V807 V808 V809 V810 V811
## 1 564.00 561.42 557.14 552.96 549.92 545.14 541.40 535.58 532.18 529.30 527.52
## 2 603.79 599.49 593.75 588.13 587.39 581.85 578.43 573.51 568.91 561.79 559.81
## 3 583.90 578.80 573.06 571.94 565.84 563.98 557.68 554.40 552.58 549.10 545.72
## 4 574.77 569.83 567.55 564.29 560.31 556.37 551.89 546.61 543.65 542.85 537.49
## 5 572.77 569.65 565.73 562.35 559.19 552.89 549.60 544.02 544.33 541.89 535.94
## 6 589.58 586.26 582.92 577.60 573.40 571.24 565.20 559.94 556.88 554.66 551.00
## 7 687.34 680.64 677.50 669.86 666.66 663.70 656.14 654.12 648.40 644.04 639.68
## 8 734.65 731.95 725.05 717.15 715.55 707.21 705.25 699.17 692.57 689.99 683.99
## 9 746.58 740.00 735.36 728.78 724.00 718.76 711.48 707.28 701.82 695.34 692.68
## 10 740.27 734.17 728.57 721.85 719.61 711.95 707.37 702.49 697.05 691.85 685.03
## V812 V813 V814 V815 V816 V817 V818 V819 V820 V821 V822
## 1 524.32 520.28 514.76 513.02 510.32 508.08 502.42 497.08 491.96 492.38 484.28
## 2 558.41 553.43 547.59 545.37 543.87 540.71 536.39 530.45 525.29 521.73 517.11
## 3 540.92 540.42 532.78 529.36 525.70 524.04 518.08 514.20 508.14 503.10 500.38
## 4 534.49 529.17 524.07 522.55 518.41 516.73 510.81 505.47 504.43 499.31 493.93
## 5 532.58 527.60 525.06 518.67 519.12 514.85 509.83 505.37 500.89 495.94 493.77
## 6 547.70 543.50 537.90 536.20 533.58 526.76 526.28 518.74 514.32 509.32 506.14
## 7 634.80 631.52 622.28 619.86 617.78 614.28 606.50 602.56 597.42 593.16 587.80
## 8 679.69 677.37 667.61 662.83 660.19 657.99 651.77 645.45 637.41 633.81 627.61
## 9 688.40 682.30 677.60 671.96 667.90 663.72 656.96 652.00 646.90 639.96 635.86
## 10 686.05 677.11 671.23 668.97 664.13 657.01 654.21 648.90 640.81 638.87 632.67
## V823 V824 V825 V826 V827 V828 V829 V830 V831 V832 V833
## 1 481.38 480.20 475.98 471.14 468.70 464.20 460.60 456.96 452.76 450.46 445.96
## 2 512.65 508.77 504.63 502.81 499.55 492.43 489.69 486.29 480.71 476.93 472.69
## 3 497.04 494.04 491.62 489.02 484.10 480.08 476.26 471.16 465.84 463.56 458.48
## 4 489.35 487.43 484.59 481.87 477.03 474.71 469.51 463.75 460.73 455.77 452.57
## 5 488.41 485.19 482.63 480.83 476.85 472.58 470.06 462.31 457.85 455.04 449.81
## 6 501.60 501.44 498.06 493.32 490.12 486.62 479.96 477.88 471.14 466.46 462.76
## 7 584.62 579.94 574.98 571.94 564.50 560.16 556.70 552.22 543.68 541.80 536.40
## 8 623.21 619.51 614.31 611.35 605.21 600.39 593.67 588.11 585.37 578.31 572.71
## 9 629.88 626.78 620.32 616.74 611.22 605.06 600.56 594.70 590.38 585.02 578.94
## 10 625.13 618.77 619.53 612.19 610.45 602.63 599.92 594.75 587.97 582.45 575.88
## V834 V835 V836 V837 V838 V839 V840 V841 V842 V843 V844
## 1 441.68 436.40 434.26 431.70 428.94 427.34 423.70 418.12 412.14 404.58 396.58
## 2 467.55 463.77 461.91 456.97 456.25 452.39 449.05 442.23 436.33 429.09 420.39
## 3 457.04 451.98 449.34 447.74 441.00 438.86 432.04 430.34 423.60 418.70 408.20
## 4 447.99 444.37 441.73 439.25 437.21 432.29 426.43 424.13 417.79 414.39 402.81
## 5 447.58 442.17 441.37 439.81 436.56 429.79 426.39 420.46 417.27 412.31 403.04
## 6 459.22 455.18 453.42 448.54 446.12 444.36 438.66 433.74 428.30 421.80 413.46
## 7 531.84 525.96 523.34 521.26 515.60 512.12 506.90 500.80 494.86 486.60 477.22
## 8 568.41 563.95 559.85 554.85 549.79 544.87 542.87 535.99 527.17 521.89 507.11
## 9 576.22 566.80 563.48 562.48 556.96 553.38 546.78 542.64 533.56 523.88 511.28
## 10 570.33 564.27 563.85 559.45 554.97 551.11 542.61 539.29 530.85 523.87 510.15
## V845 V846 V847 V848 V849 V850 V851 V852 V853 V854 V855
## 1 386.02 375.20 365.60 355.92 345.36 342.22 333.92 333.30 330.80 329.48 327.72
## 2 410.87 398.51 387.35 375.55 365.77 360.17 353.99 347.67 348.99 346.09 345.71
## 3 396.36 386.38 376.06 366.08 357.38 351.26 344.54 341.34 338.54 338.46 336.90
## 4 394.33 381.03 373.29 360.17 353.41 346.79 339.55 335.77 336.15 335.07 332.41
## 5 392.94 380.46 370.19 360.87 352.91 346.27 340.69 336.91 336.23 334.79 332.62
## 6 401.66 387.56 380.28 368.98 362.98 354.80 347.78 343.46 343.24 343.42 339.78
## 7 462.52 451.12 437.52 423.56 415.04 407.94 397.24 395.88 393.76 392.72 389.14
## 8 492.31 479.61 467.21 454.15 440.71 434.75 422.23 418.21 418.85 416.43 415.99
## 9 499.78 484.72 470.64 455.98 446.04 438.48 429.32 425.16 423.84 424.26 419.00
## 10 497.03 481.71 470.42 455.37 442.51 433.73 426.01 424.49 422.69 421.29 415.75
## V856 V857 V858 V859 V860 V861 V862 V863 V864 V865 V866
## 1 324.18 313.30 306.82 304.46 299.30 296.66 298.02 300.82 298.94 294.64 294.00
## 2 341.07 331.23 321.85 320.75 317.25 313.31 316.67 319.17 317.19 311.75 309.47
## 3 331.14 324.12 315.78 311.26 309.22 306.04 306.34 310.72 307.10 302.72 302.42
## 4 327.37 317.65 310.93 310.15 304.47 302.77 304.55 308.51 302.05 299.79 298.09
## 5 327.75 319.25 310.43 308.23 304.34 300.84 302.86 306.49 303.01 298.49 297.51
## 6 336.68 326.78 317.94 315.66 309.98 310.06 311.62 314.24 310.12 307.06 306.04
## 7 385.78 373.36 363.66 361.40 356.82 352.72 355.14 359.38 353.38 349.46 348.30
## 8 409.55 397.27 386.35 383.63 377.53 374.67 376.09 381.45 375.79 372.11 371.39
## 9 414.30 400.80 391.20 386.30 382.32 380.50 381.02 385.20 382.08 376.78 374.44
## 10 411.37 399.90 390.15 385.37 381.83 375.17 381.37 384.01 378.75 376.21 373.69
## V867 V868 V869 V870 V871 V872 V873 V874 V875 V876 V877
## 1 291.40 288.58 284.92 281.10 280.66 284.92 288.70 293.64 299.06 302.84 303.06
## 2 308.59 305.23 300.49 296.65 295.23 301.89 303.67 308.69 316.21 321.13 320.69
## 3 300.32 298.08 293.86 289.94 289.06 292.62 295.78 300.76 307.24 311.00 312.94
## 4 295.01 293.85 289.89 284.35 284.25 288.87 292.57 297.73 304.75 307.45 307.29
## 5 294.56 292.45 289.03 285.60 284.49 287.73 292.91 297.13 303.38 304.41 307.34
## 6 303.94 300.16 296.30 293.30 289.60 296.62 300.86 302.90 309.70 313.82 313.58
## 7 346.68 343.62 337.62 335.10 332.60 338.84 341.58 348.54 356.10 360.78 362.56
## 8 367.79 363.83 359.77 355.13 354.87 361.51 364.09 371.71 378.19 384.23 385.41
## 9 372.96 369.74 364.44 358.86 357.78 362.82 368.28 372.98 380.78 390.02 387.66
## 10 369.05 368.33 364.01 355.97 357.67 362.75 368.73 373.11 381.19 385.09 385.38
## V878 V879 V880 V881 V882 V883 V884 V885 V886 V887 V888
## 1 304.28 301.80 299.92 299.16 295.68 295.54 290.12 285.40 282.66 279.06 271.62
## 2 319.15 319.27 319.09 314.55 313.03 309.03 307.47 301.65 300.53 296.49 287.75
## 3 311.66 312.24 309.84 306.30 304.08 304.72 299.04 295.00 291.32 287.20 280.28
## 4 305.79 307.89 304.25 302.23 301.17 299.05 295.97 291.45 288.65 283.99 275.33
## 5 305.79 307.84 304.45 302.79 297.67 297.15 294.03 291.71 287.39 283.25 276.29
## 6 315.92 314.22 313.28 310.90 306.26 305.10 300.64 296.26 291.82 291.28 283.16
## 7 362.66 360.24 357.44 355.60 350.98 349.52 344.98 339.02 334.54 332.78 323.96
## 8 383.73 384.15 380.15 374.77 375.75 371.53 367.55 361.27 357.37 353.61 343.41
## 9 389.54 387.10 385.30 381.28 379.04 375.72 372.46 365.52 359.42 356.12 347.68
## 10 388.09 387.01 382.85 378.38 377.88 374.21 370.35 363.57 358.65 356.21 345.29
## V889 V890 V891 V892 V893 V894 V895 V896 V897 V898 V899
## 1 262.46 256.80 250.22 244.96 241.78 243.66 244.90 242.80 239.76 238.86 241.12
## 2 278.67 268.67 263.79 259.33 256.61 255.49 259.69 256.11 250.53 251.19 253.89
## 3 270.42 262.70 258.50 252.34 249.10 250.10 252.68 248.00 246.62 245.34 246.30
## 4 268.05 259.29 251.91 248.71 246.91 248.77 248.01 247.13 241.09 241.91 244.49
## 5 267.17 258.86 254.12 248.08 246.62 246.51 247.86 245.19 240.97 240.75 242.47
## 6 273.30 263.96 259.34 256.02 252.60 251.48 253.32 253.14 247.84 246.76 248.98
## 7 314.06 302.86 296.12 290.56 286.60 288.34 287.98 287.20 282.94 282.12 282.46
## 8 332.65 321.21 313.45 308.63 304.27 306.85 307.35 303.27 299.25 299.47 302.01
## 9 334.58 324.50 317.62 310.82 308.68 308.10 311.32 308.30 302.32 301.36 302.28
## 10 332.21 321.89 317.11 308.29 307.49 306.31 308.93 306.01 300.63 298.67 301.41
## V900 V901 V902 V903 V904 V905 V906 V907 V908 V909 V910
## 1 239.90 236.92 233.36 233.02 230.54 229.72 227.42 229.98 234.08 227.24 224.30
## 2 253.43 249.77 247.73 243.45 242.43 241.47 240.07 243.77 243.55 241.55 237.37
## 3 246.38 245.14 241.66 238.92 237.60 235.32 235.44 238.58 238.74 235.88 229.98
## 4 243.63 240.03 236.27 235.65 233.91 232.89 231.73 236.45 235.87 231.83 228.57
## 5 242.88 241.71 237.51 235.36 234.91 231.53 231.93 234.08 233.73 231.34 228.88
## 6 249.60 247.10 243.42 240.42 238.26 237.82 236.84 239.54 240.68 237.10 232.90
## 7 283.50 280.18 274.66 273.20 271.92 269.48 269.56 274.66 274.92 271.74 264.86
## 8 299.75 298.21 291.15 290.83 288.35 285.63 286.25 289.23 290.15 286.13 281.69
## 9 304.02 301.00 296.36 293.56 290.58 289.62 290.02 290.68 293.68 290.00 285.24
## 10 302.79 298.59 295.87 291.75 289.67 288.29 288.57 291.63 290.83 288.09 282.83
## V911 V912 V913 V914 V915 V916 V917 V918 V919 V920 V921
## 1 223.18 223.50 220.60 222.70 222.64 222.12 217.64 210.98 207.16 203.04 204.70
## 2 233.19 234.19 234.63 233.11 234.69 234.81 230.57 219.51 216.19 214.11 214.63
## 3 229.46 229.48 228.12 227.54 228.98 227.12 224.74 216.14 212.64 210.08 208.70
## 4 225.45 225.03 225.75 226.67 226.05 226.31 222.09 213.63 208.57 207.25 206.61
## 5 224.03 224.88 224.65 225.49 226.56 225.82 220.03 213.38 208.03 205.43 205.97
## 6 230.96 230.68 230.50 230.82 232.26 231.68 225.20 218.18 212.32 210.00 211.62
## 7 262.80 260.72 260.98 260.96 262.96 263.30 256.76 246.94 241.22 239.38 238.88
## 8 279.63 276.05 276.35 276.67 278.89 278.73 270.15 262.49 256.53 253.73 253.55
## 9 281.02 280.70 282.08 278.80 283.04 282.82 274.80 266.02 257.76 255.68 255.10
## 10 280.19 277.99 278.53 279.35 281.07 278.57 271.75 262.95 255.61 253.89 255.57
## V922 V923 V924 V925 V926 V927 V928 V929 V930 V931 V932
## 1 205.22 209.84 216.34 214.46 212.66 210.14 202.70 197.68 194.90 193.64 196.44
## 2 216.65 223.25 227.47 228.63 223.31 218.13 213.07 207.43 205.43 205.05 206.15
## 3 210.92 215.94 223.62 221.56 217.88 214.04 208.00 202.38 200.12 199.10 202.56
## 4 208.37 216.31 218.73 219.75 215.77 211.07 206.57 200.33 196.73 197.29 200.09
## 5 208.15 214.88 218.71 218.43 216.77 212.25 205.99 198.47 196.53 196.36 198.93
## 6 213.16 218.82 225.52 223.16 221.88 216.80 211.22 205.18 201.52 201.72 203.12
## 7 242.70 248.74 255.46 254.94 251.12 244.90 237.44 232.08 227.84 228.60 230.50
## 8 256.83 264.67 269.13 270.11 265.11 259.61 251.25 245.53 242.41 241.73 243.53
## 9 258.72 266.10 270.86 270.76 269.66 261.16 254.54 247.84 244.98 244.72 246.84
## 10 256.63 265.25 270.19 269.81 265.95 260.71 253.47 247.53 243.23 241.47 246.05
## V933 V934 V935 V936 V937 V938 V939 V940 V941 V942 V943
## 1 198.74 201.44 199.30 194.90 191.18 190.14 189.22 187.54 189.18 188.72 188.90
## 2 209.63 210.45 209.23 205.15 202.81 200.47 198.49 196.45 197.53 198.73 197.83
## 3 204.06 206.02 204.42 201.44 198.18 195.42 193.54 192.80 195.40 193.66 194.00
## 4 201.47 203.63 200.23 199.75 194.97 193.41 191.37 190.77 190.47 191.93 191.91
## 5 202.01 202.84 202.34 199.36 195.51 191.45 191.88 190.45 189.25 192.77 190.29
## 6 205.54 207.00 205.66 203.76 199.26 197.66 196.02 193.36 194.50 194.78 195.80
## 7 234.42 233.62 232.74 229.40 224.46 225.34 221.66 219.92 220.26 221.56 219.56
## 8 246.53 248.37 247.71 242.69 237.75 236.97 234.39 231.03 231.63 232.93 234.03
## 9 249.00 251.50 250.04 244.86 241.20 239.42 236.10 233.48 235.14 235.72 235.42
## 10 248.49 250.27 250.49 245.09 238.93 237.43 235.39 233.39 235.15 235.71 234.75
## V944 V945 V946 V947 V948 V949 V950 V951 V952 V953 V954
## 1 186.42 186.06 184.20 182.30 183.74 184.22 185.98 188.60 189.36 188.32 186.00
## 2 196.63 194.13 192.73 193.67 193.57 193.39 195.83 199.67 199.11 198.73 195.69
## 3 190.78 190.38 190.14 188.28 188.32 191.14 190.80 193.24 192.60 193.42 191.78
## 4 189.45 188.47 186.53 185.61 186.21 187.85 189.37 190.23 190.37 191.53 189.01
## 5 189.39 187.43 185.34 185.39 186.58 186.71 188.13 190.93 190.71 191.21 189.12
## 6 193.38 192.12 189.24 190.34 191.44 189.84 191.16 194.12 195.20 194.56 193.88
## 7 216.54 218.36 216.60 214.54 215.82 214.72 216.52 219.96 220.40 220.36 218.02
## 8 232.31 229.23 226.85 227.63 226.73 227.29 228.63 233.21 232.11 234.07 231.01
## 9 234.58 230.74 229.18 228.44 227.96 228.72 231.88 233.58 237.18 234.92 232.82
## 10 231.59 229.59 228.63 229.75 229.49 228.55 230.35 233.71 234.05 233.79 230.47
## V955 V956 V957 V958 V959 V960 V961 V962 V963 V964 V965
## 1 184.28 184.00 183.44 180.46 179.86 181.32 181.42 181.84 181.14 180.80 179.14
## 2 195.33 193.27 191.47 189.11 190.55 190.09 190.67 191.23 191.73 190.35 188.61
## 3 191.06 189.38 187.88 186.20 185.84 186.78 186.96 186.86 186.88 185.70 183.44
## 4 188.45 186.51 184.23 182.85 182.37 184.41 184.99 183.87 184.85 183.55 182.15
## 5 187.88 185.43 184.03 182.93 184.34 183.73 183.32 183.97 186.43 184.17 180.62
## 6 190.92 189.90 188.52 186.60 186.18 188.04 188.22 188.84 189.68 186.88 185.12
## 7 215.72 213.88 212.46 211.54 210.74 209.94 211.96 214.24 212.32 210.70 207.82
## 8 228.27 226.51 223.99 221.91 223.27 222.53 223.63 225.19 224.45 221.71 220.41
## 9 232.40 228.46 224.64 225.06 225.64 223.98 224.12 224.78 224.86 224.98 220.12
## 10 227.91 228.73 224.85 222.49 223.39 223.45 223.97 224.63 224.65 222.67 221.99
## V966 V967 V968 V969 V970 V971 V972 V973 V974 V975 V976
## 1 177.44 174.80 172.92 172.36 171.58 170.04 170.36 168.52 167.98 165.52 164.52
## 2 186.77 184.39 181.03 178.49 180.35 177.39 177.09 176.01 177.19 173.85 173.49
## 3 183.16 178.06 178.60 176.76 175.24 175.28 173.66 173.08 173.06 170.54 169.16
## 4 179.29 177.27 174.77 172.85 173.29 171.87 170.81 171.13 169.69 167.53 167.19
## 5 180.69 177.47 176.03 174.77 172.77 171.89 172.75 170.32 169.41 167.97 167.29
## 6 183.92 180.48 179.66 178.04 177.38 176.44 174.64 174.36 172.00 172.32 171.08
## 7 205.94 203.14 201.24 200.22 199.02 197.86 196.42 195.96 194.60 193.04 191.36
## 8 218.09 214.53 212.13 211.61 209.73 208.79 207.39 208.53 204.13 202.47 201.49
## 9 219.84 215.50 212.60 210.50 212.70 210.66 209.24 209.16 206.68 205.54 205.14
## 10 217.47 215.53 212.29 212.03 209.27 207.11 208.61 207.93 206.11 204.51 204.45
## V977 V978 V979 V980 V981 V982 V983 V984 V985 V986 V987
## 1 164.22 162.44 160.96 160.20 159.16 159.36 159.10 159.80 157.30 158.52 157.10
## 2 171.21 170.37 168.19 168.59 167.33 166.89 165.51 165.49 164.39 165.33 166.83
## 3 167.32 166.12 165.98 164.60 162.92 163.82 163.06 162.50 163.00 162.02 161.78
## 4 166.13 163.89 163.79 162.73 161.35 161.31 160.73 160.05 160.07 160.39 160.73
## 5 166.23 163.63 162.34 161.03 161.69 160.27 160.60 160.91 160.10 158.95 159.03
## 6 168.50 168.92 165.66 166.62 164.70 163.64 163.80 162.84 161.64 163.02 163.10
## 7 192.08 187.94 186.70 185.28 184.68 184.28 183.58 181.94 183.58 182.46 182.42
## 8 199.45 199.81 197.67 196.07 194.71 194.63 193.99 192.81 191.57 192.53 193.07
## 9 202.62 200.44 198.56 197.02 197.92 195.84 197.10 193.58 194.48 194.58 194.16
## 10 201.81 199.75 197.75 195.93 195.95 193.71 194.61 193.53 193.77 193.49 193.55
## V988 V989 V990 V991 V992 V993 V994 V995 V996 V997 V998
## 1 156.06 155.82 156.26 152.54 152.40 151.36 150.14 149.26 148.84 148.46 146.36
## 2 165.73 163.61 161.67 159.99 158.99 156.77 157.41 156.65 155.67 154.49 153.21
## 3 161.98 160.94 158.44 155.74 155.74 155.04 152.86 152.96 151.70 151.22 150.26
## 4 158.29 158.35 156.73 155.63 153.73 152.29 151.57 150.85 149.01 150.51 148.21
## 5 159.84 159.06 157.53 155.77 154.36 152.32 152.19 149.51 151.49 150.43 148.65
## 6 162.58 161.44 160.44 158.66 157.18 154.98 155.04 153.88 152.58 152.16 151.36
## 7 181.38 180.42 178.12 176.92 175.74 172.88 172.52 172.12 171.76 170.62 169.94
## 8 189.91 190.29 189.35 186.75 183.69 184.79 182.49 180.89 181.43 179.95 178.91
## 9 194.62 193.00 189.98 187.80 186.20 185.08 183.56 182.54 182.04 181.10 180.12
## 10 191.95 191.95 189.03 186.99 184.27 184.07 184.63 181.63 181.37 179.89 178.09
## V999 V1000 V1001 V1002 V1003 V1004 V1005 V1006 V1007 V1008 V1009
## 1 145.64 145.10 144.76 144.10 144.90 143.48 143.64 144.16 141.70 142.18 140.02
## 2 153.63 151.19 150.09 151.01 149.25 149.93 150.39 149.57 148.55 147.99 145.49
## 3 148.96 148.96 147.06 148.26 148.60 148.36 147.12 147.32 145.86 145.38 142.82
## 4 147.33 145.53 145.81 146.93 146.19 145.47 145.55 144.85 143.91 143.29 141.07
## 5 147.75 146.82 145.62 146.60 145.88 146.89 144.97 145.47 144.97 143.63 141.62
## 6 150.00 149.34 150.24 148.60 148.26 149.06 147.82 146.10 146.46 145.44 143.40
## 7 168.52 168.14 166.50 166.34 166.88 164.32 165.18 164.18 164.30 162.30 162.18
## 8 176.75 175.09 174.23 176.37 173.93 173.71 173.03 174.37 172.17 170.91 169.51
## 9 176.94 176.72 177.40 176.84 176.72 176.00 174.90 175.62 173.74 173.08 170.04
## 10 177.37 177.19 175.43 175.45 174.47 175.33 173.47 174.43 174.45 171.07 168.81
## V1010 V1011 V1012 V1013 V1014 V1015 V1016 V1017 V1018 V1019 V1020
## 1 139.34 139.00 136.42 135.52 136.84 132.82 132.54 130.54 128.48 125.62 124.46
## 2 145.57 145.01 142.85 141.43 141.01 140.99 138.41 135.37 132.59 131.93 130.81
## 3 142.68 140.64 139.74 139.66 137.00 136.58 134.24 134.20 132.54 129.56 128.32
## 4 140.91 140.13 138.65 138.01 136.11 136.03 133.09 131.79 129.67 126.49 126.27
## 5 140.67 140.13 138.45 137.25 135.67 135.19 132.82 132.38 130.62 128.47 125.84
## 6 143.00 139.86 139.90 139.34 137.14 138.02 135.26 133.96 131.14 129.30 128.08
## 7 160.42 160.20 155.90 155.02 153.64 151.86 151.40 148.70 147.52 144.74 143.64
## 8 167.79 167.51 165.81 165.09 162.81 161.25 158.41 157.65 155.01 152.67 149.55
## 9 168.74 168.84 166.00 165.00 163.62 162.04 160.40 158.14 156.04 153.36 152.08
## 10 168.07 165.83 165.17 164.75 162.59 160.07 159.03 157.05 156.59 151.53 150.53
## V1021 V1022 V1023 V1024 V1025 V1026 V1027 V1028 V1029 V1030 V1031
## 1 122.92 120.28 119.98 118.30 115.74 113.98 111.94 110.96 107.92 105.38 104.64
## 2 127.53 127.31 125.31 122.79 120.25 120.21 117.37 116.29 113.67 111.03 109.25
## 3 124.88 123.98 123.56 120.96 120.28 116.62 114.96 113.42 111.92 108.68 106.00
## 4 123.19 121.67 120.49 118.05 118.67 115.63 114.17 112.87 109.63 107.47 104.93
## 5 124.21 121.58 120.97 118.84 116.73 116.23 114.01 112.03 109.19 107.75 106.06
## 6 126.50 124.20 122.94 120.96 119.10 118.12 115.74 112.98 111.94 109.68 107.36
## 7 141.64 139.74 137.18 134.98 133.94 132.04 129.30 126.32 124.56 123.04 118.82
## 8 148.07 145.99 144.07 141.53 139.61 138.75 135.89 134.07 129.37 128.83 125.85
## 9 148.68 146.90 145.32 143.50 140.86 138.62 136.30 134.18 131.50 129.88 127.62
## 10 149.57 145.01 143.29 141.81 140.33 139.23 136.35 133.59 130.83 128.43 125.59
## V1032 V1033 V1034 V1035 V1036 V1037 V1038 V1039 V1040 V1041 V1042
## 1 102.24 100.48 97.70 96.34 93.62 91.32 90.40 88.32 86.10 84.92 83.30
## 2 106.29 104.17 102.29 100.11 98.23 96.89 93.33 91.79 90.61 88.17 86.53
## 3 104.04 101.72 99.70 97.80 96.44 94.00 92.02 90.64 88.78 86.58 84.88
## 4 102.83 100.71 97.37 96.71 94.23 92.69 91.15 89.21 88.57 85.29 83.73
## 5 103.12 101.38 98.12 96.67 94.51 93.67 92.69 88.69 88.27 86.29 84.03
## 6 105.44 102.50 99.52 98.34 96.76 94.92 93.16 91.56 88.96 86.74 85.64
## 7 117.44 113.34 112.00 109.96 107.54 105.20 103.68 101.26 99.48 97.84 95.74
## 8 123.67 121.15 118.01 114.65 112.99 110.81 108.39 106.07 104.89 102.19 99.87
## 9 123.16 120.26 118.42 116.36 113.94 111.82 108.48 107.76 105.62 101.54 99.24
## 10 124.21 120.85 118.61 117.17 113.61 111.89 109.15 106.53 103.65 103.39 99.91
## V1043 V1044 V1045 V1046 V1047
## 1 81.62 -3.06 -3.26 -1.94 -2.10
## 2 85.61 -2.11 -2.79 -2.93 -3.17
## 3 81.92 -2.68 -2.88 -2.76 -2.84
## 4 81.41 -2.69 -2.67 -3.19 -2.05
## 5 82.01 -2.42 -2.62 -3.09 -2.59
## 6 83.38 -2.38 -2.64 -2.58 -2.52
## 7 91.30 -2.74 -2.50 -2.42 -2.98
## 8 97.03 -2.35 -2.55 -2.63 -3.01
## 9 98.66 -2.28 -3.02 -2.94 -2.38
## 10 97.83 -2.79 -2.91 -2.59 -2.47
str(doas)
## 'data.frame': 47374 obs. of 1047 variables:
## $ V1 : chr "2022-09-25" "2022-09-25" "2022-09-25" "2022-09-25" ...
## $ V2 : chr "18:30:59.804000" "18:31:00.804000" "18:31:01.804000" "18:31:02.804000" ...
## $ V3 : num 1.66e+12 1.66e+12 1.66e+12 1.66e+12 1.66e+12 ...
## $ V4 : num 13.5 13.9 13.6 13.8 13.7 ...
## $ V5 : num 1.76 1.39 1.9 1.43 1.47 1.44 1.74 1.67 1.36 1.51 ...
## $ V6 : num -1.66 -1.53 -1.7 -1.47 -1.42 -1.7 -1.6 -2.01 -1.46 -1.55 ...
## $ V7 : num -3.28 -2.77 -2.58 -3.15 -3.05 -3.22 -3.22 -2.79 -2.76 -2.65 ...
## $ V8 : num 26182 29229 27722 26955 26814 ...
## $ V9 : num 26188 29256 27754 26989 26840 ...
## $ V10 : num 26239 29307 27799 27022 26873 ...
## $ V11 : num 26260 29314 27816 27036 26864 ...
## $ V12 : num 26278 29338 27820 27056 26893 ...
## $ V13 : num 26276 29350 27844 27079 26915 ...
## $ V14 : num 26296 29350 27852 27086 26935 ...
## $ V15 : num 26304 29366 27854 27093 26935 ...
## $ V16 : num 26300 29345 27841 27086 26915 ...
## $ V17 : num 26302 29338 27838 27084 26920 ...
## $ V18 : num 26278 29344 27839 27070 26916 ...
## $ V19 : num 26292 29353 27864 27073 26938 ...
## $ V20 : num 26276 29335 27840 27067 26921 ...
## $ V21 : num 26253 29305 27824 27031 26907 ...
## $ V22 : num 26263 29293 27815 27035 26890 ...
## $ V23 : num 26245 29297 27794 27046 26892 ...
## $ V24 : num 26228 29266 27775 27017 26868 ...
## $ V25 : num 26205 29249 27747 26990 26836 ...
## $ V26 : num 26199 29231 27730 26973 26832 ...
## $ V27 : num 26166 29198 27707 26938 26799 ...
## $ V28 : num 26159 29188 27696 26927 26786 ...
## $ V29 : num 26146 29145 27660 26908 26766 ...
## $ V30 : num 26091 29126 27636 26881 26746 ...
## $ V31 : num 26084 29107 27613 26843 26701 ...
## $ V32 : num 26058 29080 27585 26835 26678 ...
## $ V33 : num 26050 29060 27583 26811 26688 ...
## $ V34 : num 26035 29046 27557 26810 26639 ...
## $ V35 : num 25995 29024 27533 26774 26642 ...
## $ V36 : num 25979 28975 27511 26739 26605 ...
## $ V37 : num 25945 28937 27471 26729 26582 ...
## $ V38 : num 25917 28913 27468 26703 26551 ...
## $ V39 : num 25916 28908 27457 26687 26554 ...
## $ V40 : num 25894 28885 27440 26660 26528 ...
## $ V41 : num 25865 28875 27387 26648 26503 ...
## $ V42 : num 25832 28826 27335 26607 26462 ...
## $ V43 : num 25800 28768 27323 26585 26400 ...
## $ V44 : num 25779 28740 27298 26544 26403 ...
## $ V45 : num 25755 28709 27265 26517 26362 ...
## $ V46 : num 25758 28716 27249 26507 26367 ...
## $ V47 : num 25742 28702 27237 26496 26354 ...
## $ V48 : num 25692 28620 27188 26454 26303 ...
## $ V49 : num 25657 28609 27154 26425 26275 ...
## $ V50 : num 25580 28551 27093 26344 26222 ...
## $ V51 : num 25523 28462 27023 26309 26136 ...
## $ V52 : num 25491 28424 26988 26247 26108 ...
## $ V53 : num 25422 28329 26899 26166 26033 ...
## $ V54 : num 25314 28213 26795 26051 25925 ...
## $ V55 : num 25209 28121 26697 25961 25829 ...
## $ V56 : num 25124 28002 26601 25855 25733 ...
## $ V57 : num 24975 27841 26418 25706 25570 ...
## $ V58 : num 24880 27729 26321 25604 25487 ...
## $ V59 : num 24776 27632 26231 25521 25377 ...
## $ V60 : num 24717 27551 26158 25439 25318 ...
## $ V61 : num 24759 27590 26188 25502 25351 ...
## $ V62 : num 24796 27658 26265 25532 25402 ...
## $ V63 : num 24773 27588 26203 25500 25355 ...
## $ V64 : num 24726 27554 26172 25455 25320 ...
## $ V65 : num 24662 27458 26084 25369 25233 ...
## $ V66 : num 24604 27414 26013 25323 25186 ...
## $ V67 : num 24646 27459 26070 25358 25235 ...
## $ V68 : num 24746 27585 26189 25469 25331 ...
## $ V69 : num 24814 27644 26262 25527 25419 ...
## $ V70 : num 24827 27659 26275 25579 25425 ...
## $ V71 : num 24786 27624 26224 25530 25378 ...
## $ V72 : num 24762 27589 26193 25488 25372 ...
## $ V73 : num 24726 27534 26136 25449 25307 ...
## $ V74 : num 24695 27510 26123 25425 25288 ...
## $ V75 : num 24573 27381 26007 25305 25168 ...
## $ V76 : num 24474 27227 25885 25172 25054 ...
## $ V77 : num 24425 27195 25835 25125 25006 ...
## $ V78 : num 24307 27068 25729 25031 24882 ...
## $ V79 : num 24310 27083 25730 25024 24890 ...
## $ V80 : num 24468 27247 25891 25199 25071 ...
## $ V81 : num 24515 27314 25943 25250 25128 ...
## $ V82 : num 24601 27410 26041 25333 25200 ...
## $ V83 : num 24671 27482 26109 25398 25265 ...
## $ V84 : num 24654 27461 26088 25384 25260 ...
## $ V85 : num 24647 27458 26076 25368 25250 ...
## $ V86 : num 24655 27432 26068 25363 25236 ...
## $ V87 : num 24610 27400 26029 25336 25210 ...
## $ V88 : num 24438 27223 25852 25172 25027 ...
## $ V89 : num 24275 27033 25681 24984 24856 ...
## $ V90 : num 24121 26862 25523 24845 24690 ...
## $ V91 : num 23970 26674 25332 24649 24528 ...
## $ V92 : num 23898 26610 25287 24603 24459 ...
## $ V93 : num 23967 26665 25348 24662 24517 ...
## $ V94 : num 24035 26736 25408 24741 24604 ...
## $ V95 : num 24153 26877 25549 24851 24737 ...
## $ V96 : num 24280 27012 25677 24966 24844 ...
## $ V97 : num 24283 27048 25689 24990 24873 ...
## $ V98 : num 24257 26995 25650 24961 24838 ...
## $ V99 : num 24204 26938 25624 24937 24797 ...
## [list output truncated]
- V2에는 의미없는 (?) 소수점이 있음. 따라서 소수점 앞까지 문자열을 잘라줌.
doas$V2 = substr(doas$V2, 1, 8)
- 날짜인 V1과 시간인 V2를 합쳐서 날짜형식을 만든 다음 ’as.POSIXct’를 사용하여 날짜로 인식시켜줌. 그 다음 첫 세 열을 순서대로, 시간, DOY, 천정각으로 변수 명을 적어줌
Time = as.POSIXct(paste(doas$V1, doas$V2), tz = "Asia/Seoul")
doas$V1 = Time
doas$V2 = NA
colnames(doas)[1:3] = c("Time", "DOY", "SZA")
- 태양의 천정각을 구해서 일출, 일몰을 구해보자! 우선 날짜를 day of year로 바꿔줘야한다. 해당 함수는 아래와 같이 짤 수 있다.
day_of_year = function(TM){
yy = year(TM); mm = month(TM); dd = day(TM)
md =c(31,28,31,30,31,30,31,31,30,31,30,31)
if( yy %% 4 == 0 ){
if( yy %% 100 == 0 ){
if( yy %% 400 == 0 ){
md[2]=29
} else {
md[2]=28
}
} else {
md[2]=29
}
} else {
md[2]=28
}
doy = 0
for (k in 1:(mm-1)) doy = doy+md[k]
doy = doy + dd
if (mm == 1) doy = dd
doy = doy + hour(TM)/24 + minute(TM)/24/60 + second(TM)/24/60/60
return (doy)
}
- 다음은 태양의 천정각을 구하는 함수이다.
solang2 = function(DOY1, HR1, lat, lon, tdf){
pi = 3.14159265358979323846
timelon= 15.0 * tdf #utc+4h
lat1 = lat * pi/180
lon1 = lon * pi/180
A = 2 * pi * DOY1 / 365
declination = 0.006918 - 0.399912*cos(A)+0.070257*sin(A) -0.006758*cos(2*A) + 0.000907*sin(2*A) - 0.002697*cos(3*A) + 0.001480 * sin(3*A)
localtime = HR1 + (lon-timelon)/15
B = 2 * pi * DOY1/365
et = (0.000075 + 0.001868 * cos(B) -0.032077*sin(B) -0.014615 * cos(2*B) -0.040849 * sin(2*B) ) * 12 / pi
t = 15 * (pi/180) * ( localtime + et - 12 )
coszenith = sin(declination)*sin(lat1) + cos(declination)*cos(lat1)*cos(t)
elevation = 0.5*pi - acos(coszenith)
return(elevation)
}
fact = 3.1415/180
lat = 37.5855; lon = 127.0258
for (ln in 1:nrow(doas)){
doas$DOY[ln] = day_of_year(doas$Time[ln])
HR = hour(doas$Time[ln]) + minute(doas$Time[ln])/24 + second(doas$Time[ln])/24/60
doas$SZA[ln] = 90.0 - solang2(trunc(doas$DOY[ln]), HR, lat, lon, 9)/fact
}
plot(SZA ~ Time , data = doas)