R을 활용한 환경 빅데이터 처리

2022년 2학기 대학원 수업

한국외국어대학교 최용주

2022-09-07

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
%/%
%% 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() 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:

  1. 연도별 GDP 증감율 ((기준해-이전해)/이전해)을 계산하시오. (tip: for 반복문을 사용, 1971년 부터 계산)
  1. 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

doas.txt

그가 원하는 자료처리

  1. 일몰에서 일출까지의 시간으로 커팅 (태양의 천정각을 사용할 예정)
  1. 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
  1. RAW DATA중 난반사 체크를 위해 떨어진 값 및 튀는 값 시간대 파악 및 삭제 (난반사=dark correction?)
  1. total intensity spectrum에서 난반사(ref) spectrum 빼준 spectrum 저장 및 그리기
  1. 파장 컬럼중 필요한 파장대 부근인 622.062 nm 와 662.22 nm 컬럼의 30분 평균 그래프
  1. 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
    스펙트럼 자료 형태

    스펙트럼 자료 형태

  • 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 ...
##  $ 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]
  • 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)