Dear Jim Holtman,
Thank you very much for your help.
Theproblem I'm trying to solve is “To determine weather the evolutionof ENSO
can influence rainfall over Tanzania”. In this study I havetwo types of data,
ie Rainfall data (for 23 stations) and Ninoindices data, both spanning a period
of 31 years (1982-2012).
CASEI:1.In “Nino.indices.txt” data for all columns of the ninoregions (both for
anomalies and SST), to calculate the Season means"January & February (JF)",
“March, April and may(MAM)", "June, July & August (JJA)" and "October,November
and December (OND" for each year. and have the outputin table form as;
Ninoindices Mean
| Years | JF SST Mean NINO1+2 | JF ANOM Mean NINO1+2 | MAM SST Mean
NINO3 | MAM ANOM Mean NINO3 | JJA SST Mean NINO4 | JJA ANOM Mean NINO4 |
OND SST Mean NINO3.4 | OND SST Mean NINO3.4 |
| 1982 |
|
|
|
|
|
|
|
|
| 1983 |
|
|
|
|
|
|
|
|
| - - - - |
|
|
|
|
|
|
|
|
| - - - - |
|
|
|
|
|
|
|
|
| 2012 |
|
|
|
|
|
|
|
|
2.To use the Yearly anomalies for each column in nino regions toclassify the
events as;(i). IfANOM Mean>1, then I assign itto “SE” (Being as Strong
El-nino)(ii). If0<ANOMMean<=1 , then Iassign it to “ME” (Being as Moderate
El-nino)(iii). IfANOM==0,then I assign it to “NT” (Being as
NeutralCondition)(iv). If ANOMMean< (-1),then I assign it to “SL” (Being as
Strong La-nina)(v). If-1<=ANOMMean< 0, then I assign it to “ML” (Being as
Moderate La-nina)Theoutput have to be in table form as;
FORNINO1+2
| Years | JF ANOM Mean NINO1+2 | MAM ANOM Mean NINO1+2 | JJA ANOM Mean
NINO1+2 | OND SST Mean NINO1+2 |
| 1982 | SE |
|
|
|
| 1983 |
|
| SL |
|
| - - - - |
|
|
| ML |
| - - - - |
| ME |
|
|
| 2012 |
|
|
| SL |
FORNINO3
| Years | JF ANOM Mean NINO3 | MAM ANOM Mean NINO3 | JJA ANOM Mean NINO3
| OND SST Mean NINO3 |
| 1982 | SE |
|
|
|
| 1983 |
|
|
|
|
| - - - - |
|
|
|
|
| - - - - |
| ME |
|
|
| 2012 |
|
|
| SL |
FORNINO4
| Years | JF ANOM Mean NINO4 | MAM ANOM Mean NINO4 | JJA ANOM Mean NINO4
| OND SST Mean NINO4 |
| 1982 | SE |
|
|
|
| 1983 |
|
|
|
|
| - - - - | ML |
|
| SL |
| - - - - |
| ME |
|
|
| 2012 |
|
|
| SL |
FORNINO3.4
| Years | JF ANOM Mean NINO3.4 | MAM ANOM Mean NINO3.4 | JJA ANOM Mean
NINO3.4 | OND SST Mean NINO3.4 |
| 1982 | SE | SL |
|
|
| 1983 |
|
|
|
|
| - - - - |
|
| ML |
|
| - - - - |
| ME |
|
|
| 2012 |
|
|
| SL |
3.To plot the time series graph for each nino regions using the YearlyAnomalies.
CASEII:Consider the Rainfall station data;1. In some files containing the data
there are missing data labeledby variable “m”. I want to substitute these
missing data withlong term mean.2. Find the rowSum and anomalies of each file
containing the data.3. To find the cumsum of the rowSum of each file containing
the data.4. Plot the single mass curves ie. Plot(Year, cumsum) for each fileand
name its title as the name of the corresponding file name.5. Plot the time
series graphs for seasons JF, MAM, JJA and OND foreach file and name give its
name as “Time series graph for “nameof the file””6. To find the seasonal
correlations for JF, MAM, JJA and OND usingthe anomalies of the rainfall
station data and that of each ninoregion indices, and have the results in table
form as;
CORRELATIONSOF RAINFALL AND NINO1+2 ANOMALIES
| Years | JF | MAM | JJA | OND |
| 1982 |
|
|
|
|
| 1983 |
|
|
|
|
| - - - - |
|
|
|
|
| - - - - |
|
|
|
|
| 2012 |
|
|
|
|
CORRELATIONSOF RAINFALL AND NINO3ANOMALIES
| Years | JF | MAM | JJA | OND |
| 1982 |
|
|
|
|
| 1983 |
|
|
|
|
| - - - - |
|
|
|
|
| - - - - |
|
|
|
|
| 2012 |
|
|
|
|
CORRELATIONSOF RAINFALL AND NINO4ANOMALIES
| Years | JF | MAM | JJA | OND |
| 1982 |
|
|
|
|
| 1983 |
|
|
|
|
| - - - - |
|
|
|
|
| - - - - |
|
|
|
|
| 2012 |
|
|
|
|
CORRELATIONSOF RAINFALL AND NINO3.4ANOMALIES
| Years | JF | MAM | JJA | OND |
| 1982 |
|
|
|
|
| 1983 |
|
|
|
|
| - - - - |
|
|
|
|
| - - - - |
|
|
|
|
| 2012 |
|
|
|
|
Please find attached the data to be used in this analysis. Hopefully you will
help.
_____________
Peter E. Tuju
Dar es Salaam
T A N Z A N I A
----------------------
From: jim holtman <jholt...@gmail.com>
To: Peter Tuju <petere...@ymail.com>
Cc: "r-help@r-project.org" <r-help@r-project.org>
Sent: Thursday, June 25, 2015 10:12 PM
Subject: Re: [R] Extracting data from a file containing data
try this:
> input <- read.table("C:\\Users\\jh52822\\Downloads\\Nino_indices.txt" +
> , header = TRUE+ , as.is = TRUE+
> )> # create factors> input$season <- factor(c(rep("JF", 2),
> rep("MAM", 3), rep("JJA", 3)+ , NA, rep("OND", 3)+
> )[input$MON], levels = c("JF", "MAM", "JJA", "OND"))> > # leave off
> the MON (-2) column from the data > res <- aggregate(. ~ season +
> YR, data = input[, -2], FUN = 'mean')> head(res,10) season YR NINO1.2
> ANOM NINO3 ANOM.1 NINO4 ANOM.2 NINO3.4 ANOM.31 JF
> 1982 24.89000 -0.3750000 26.12500 0.1250000 28.25500 0.0550000 26.71000
> 0.06500002 MAM 1982 24.56000 -0.8366667 27.48333 0.2433333 28.94000
> 0.4466667 27.92000 0.30333333 JJA 1982 22.37000 0.6800000 26.68333
> 1.0033333 29.39333 0.6200000 28.26000 1.03000004 OND 1982 24.55333
> 2.8200000 27.70667 2.6933333 29.25333 0.6600000 28.88667 2.25000005
> JF 1983 27.75500 2.4900000 28.92000 2.9200000 28.89500 0.6950000 29.24500
> 2.60000006 MAM 1983 28.47667 3.0800000 29.06333 1.8233333 28.89667
> 0.4033333 28.94333 1.32666677 JJA 1983 25.72333 4.0333333 26.88000
> 1.2000000 28.63667 -0.1366667 27.28000 0.05000008 OND 1983 22.25667
> 0.5233333 24.40667 -0.6066667 27.77667 -0.8166667 25.68000 -0.95666679
> JF 1984 24.68000 -0.5850000 25.52000 -0.4800000 27.44500 -0.7550000 26.01500
> -0.630000010 MAM 1984 24.79667 -0.6000000 26.97333 -0.2666667 27.62000
> -0.8733333 27.21333 -0.4033333>
Jim Holtman
Data Munger Guru
What is the problem that you are trying to solve?
Tell me what you want to do, not how you want to do it.
On Thu, Jun 25, 2015 at 11:40 AM, Peter Tuju <petere...@ymail.com> wrote:
I have the data as attached. For each nino region, I want to get the mean of
the seasons January and February (JF), March, April and may (MAM), June, July
and August (JJA), and October, November and December (OND) as columns of each
nino regions. and have my result as;For example;
For NINO1.2Years JF MAMA JJA OND 1982 1983 . . .2012
Any guide please!
_____________
Peter E. Tuju
Dar es Salaam
T A N Z A N I A
----------------------
______________________________________________
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and provide commented, minimal, self-contained, reproducible code.
YR MON NINO1+2 ANOM NINO3 ANOM NINO4 ANOM NINO3.4 ANOM
1982 1 24.29 -0.17 25.87 0.24 28.30 0.00 26.72 0.15
1982 2 25.49 -0.58 26.38 0.01 28.21 0.11 26.70 -0.02
1982 3 25.21 -1.31 26.98 -0.16 28.41 0.22 27.20 -0.02
1982 4 24.50 -0.97 27.68 0.18 28.92 0.42 28.02 0.24
1982 5 23.97 -0.23 27.79 0.71 29.49 0.70 28.54 0.69
1982 6 22.89 0.07 27.46 1.03 29.76 0.92 28.75 1.10
1982 7 22.47 0.87 26.44 0.82 29.38 0.58 28.10 0.88
1982 8 21.75 1.10 26.15 1.16 29.04 0.36 27.93 1.11
1982 9 21.80 1.44 26.52 1.67 29.16 0.47 28.11 1.39
1982 10 22.94 2.12 27.11 2.19 29.38 0.72 28.64 1.95
1982 11 24.59 3.00 27.62 2.64 29.23 0.60 28.81 2.16
1982 12 26.13 3.34 28.39 3.25 29.15 0.66 29.21 2.64
1983 1 27.42 2.96 28.92 3.29 29.00 0.70 29.36 2.79
1983 2 28.09 2.02 28.92 2.55 28.79 0.69 29.13 2.41
1983 3 28.68 2.16 29.10 1.96 28.76 0.57 29.03 1.81
1983 4 28.56 3.09 29.12 1.62 28.85 0.35 28.91 1.13
1983 5 28.19 3.99 28.97 1.89 29.08 0.29 28.89 1.04
1983 6 27.44 4.62 28.15 1.72 28.88 0.04 28.24 0.59
1983 7 25.95 4.35 26.62 1.00 28.65 -0.15 27.07 -0.15
1983 8 23.78 3.13 25.87 0.88 28.38 -0.30 26.53 -0.29
1983 9 22.24 1.88 25.24 0.39 28.23 -0.46 26.44 -0.28
1983 10 21.86 1.04 24.61 -0.31 27.75 -0.91 25.87 -0.82
1983 11 21.90 0.31 24.17 -0.81 27.76 -0.87 25.58 -1.07
1983 12 23.01 0.22 24.44 -0.70 27.82 -0.67 25.59 -0.98
1984 1 24.18 -0.28 24.82 -0.81 27.64 -0.66 25.64 -0.93
1984 2 25.18 -0.89 26.22 -0.15 27.25 -0.85 26.39 -0.33
1984 3 26.00 -0.52 27.12 -0.02 27.21 -0.98 26.86 -0.36
1984 4 25.16 -0.31 27.34 -0.16 27.70 -0.80 27.39 -0.39
1984 5 23.23 -0.97 26.46 -0.62 27.95 -0.84 27.39 -0.46
1984 6 21.96 -0.86 25.38 -1.05 28.13 -0.71 26.86 -0.79
1984 7 21.24 -0.36 24.96 -0.66 28.35 -0.45 26.74 -0.48
1984 8 20.17 -0.48 24.50 -0.49 28.17 -0.51 26.34 -0.48
1984 9 20.37 0.01 24.35 -0.50 28.61 -0.08 26.43 -0.29
1984 10 20.52 -0.30 23.95 -0.97 28.28 -0.38 25.93 -0.76
1984 11 21.50 -0.09 24.03 -0.95 27.99 -0.64 25.41 -1.24
1984 12 22.58 -0.21 23.70 -1.44 27.44 -1.05 25.00 -1.57
1985 1 23.59 -0.87 24.51 -1.12 27.71 -0.59 25.43 -1.14
1985 2 24.87 -1.20 25.19 -1.18 27.55 -0.55 25.67 -1.05
1985 3 25.74 -0.78 26.11 -1.03 27.38 -0.81 26.23 -0.99
1985 4 24.25 -1.22 26.52 -0.98 27.72 -0.78 26.80 -0.98
1985 5 22.29 -1.91 26.12 -0.96 28.06 -0.73 27.11 -0.74
1985 6 21.75 -1.07 25.60 -0.83 28.08 -0.76 26.86 -0.79
1985 7 20.44 -1.16 24.74 -0.88 28.28 -0.52 26.69 -0.53
1985 8 19.29 -1.36 24.40 -0.59 28.32 -0.36 26.50 -0.32
1985 9 19.44 -0.92 24.15 -0.70 28.33 -0.36 26.25 -0.47
1985 10 19.90 -0.92 24.15 -0.77 28.28 -0.38 26.19 -0.50
1985 11 20.69 -0.90 24.28 -0.70 28.52 -0.11 26.19 -0.46
1985 12 22.40 -0.39 24.29 -0.85 28.53 0.04 26.11 -0.46
1986 1 24.61 0.15 24.73 -0.90 28.11 -0.19 25.79 -0.78
1986 2 26.06 -0.01 25.81 -0.56 27.93 -0.17 25.94 -0.78
1986 3 25.91 -0.61 26.84 -0.30 27.97 -0.22 26.65 -0.57
1986 4 24.58 -0.89 27.17 -0.33 28.21 -0.29 27.44 -0.34
1986 5 23.38 -0.82 26.68 -0.40 28.58 -0.21 27.50 -0.35
1986 6 21.98 -0.84 26.30 -0.13 28.84 0.00 27.69 0.04
1986 7 21.12 -0.48 25.70 0.08 28.90 0.10 27.37 0.15
1986 8 20.97 0.32 25.02 0.03 29.04 0.36 27.15 0.33
1986 9 20.44 0.08 25.25 0.40 29.18 0.49 27.33 0.61
1986 10 21.07 0.25 25.62 0.70 29.38 0.72 27.57 0.88
1986 11 22.03 0.44 25.92 0.94 29.40 0.77 27.73 1.08
1986 12 23.00 0.21 25.86 0.72 29.19 0.70 27.70 1.13
1987 1 25.30 0.84 26.69 1.06 29.02 0.72 27.91 1.34
1987 2 27.14 1.07 27.42 1.05 28.93 0.83 28.02 1.30
1987 3 28.01 1.49 28.20 1.06 29.04 0.85 28.47 1.25
1987 4 27.17 1.70 28.49 0.99 29.21 0.71 28.80 1.02
1987 5 25.58 1.38 28.22 1.14 29.25 0.46 28.75 0.90
1987 6 24.06 1.24 27.71 1.28 29.53 0.69 29.03 1.38
1987 7 22.78 1.18 27.07 1.45 29.47 0.67 28.80 1.58
1987 8 21.73 1.08 26.52 1.53 29.41 0.73 28.58 1.76
1987 9 21.45 1.09 26.57 1.72 29.51 0.82 28.39 1.67
1987 10 22.39 1.57 26.20 1.28 29.61 0.95 28.07 1.38
1987 11 22.63 1.04 26.13 1.15 29.80 1.17 27.99 1.34
1987 12 23.47 0.68 26.20 1.06 29.44 0.95 27.60 1.03
1988 1 24.64 0.18 26.12 0.49 29.13 0.83 27.32 0.75
1988 2 25.74 -0.33 26.55 0.18 28.69 0.59 27.22 0.50
1988 3 25.78 -0.74 27.14 0.00 28.20 0.01 27.31 0.09
1988 4 24.54 -0.93 26.73 -0.77 28.15 -0.35 27.32 -0.46
1988 5 23.60 -0.60 25.22 -1.86 28.36 -0.43 26.48 -1.37
1988 6 21.27 -1.55 24.46 -1.97 28.13 -0.71 26.11 -1.54
1988 7 20.26 -1.34 23.71 -1.91 27.88 -0.92 25.57 -1.65
1988 8 19.12 -1.53 23.37 -1.62 27.68 -1.00 25.24 -1.58
1988 9 19.19 -1.17 23.61 -1.24 27.63 -1.06 25.43 -1.29
1988 10 19.50 -1.32 23.17 -1.75 27.06 -1.60 24.62 -2.07
1988 11 20.55 -1.04 23.03 -1.95 26.76 -1.87 24.27 -2.38
1988 12 21.80 -0.99 23.07 -2.07 26.75 -1.74 24.33 -2.24
1989 1 24.09 -0.37 24.15 -1.48 26.54 -1.76 24.53 -2.04
1989 2 26.26 0.19 25.61 -0.76 26.55 -1.55 25.33 -1.39
1989 3 26.66 0.14 26.02 -1.12 27.00 -1.19 25.90 -1.32
1989 4 25.63 0.16 26.67 -0.83 27.54 -0.96 26.69 -1.09
1989 5 23.18 -1.02 26.37 -0.71 28.14 -0.65 27.09 -0.76
1989 6 22.00 -0.82 26.08 -0.35 27.94 -0.90 26.98 -0.67
1989 7 21.12 -0.48 25.28 -0.34 28.20 -0.60 26.74 -0.48
1989 8 20.32 -0.33 24.56 -0.43 28.14 -0.54 26.33 -0.49
1989 9 19.87 -0.49 24.45 -0.40 28.25 -0.44 26.25 -0.47
1989 10 20.33 -0.49 24.49 -0.43 28.39 -0.27 26.26 -0.43
1989 11 21.31 -0.28 24.56 -0.42 28.23 -0.40 26.24 -0.41
1989 12 22.19 -0.60 24.71 -0.43 28.52 0.03 26.38 -0.19
1990 1 24.02 -0.44 25.34 -0.29 28.56 0.26 26.55 -0.02
1990 2 25.88 -0.19 26.37 0.00 28.62 0.52 26.95 0.23
1990 3 26.16 -0.36 27.03 -0.11 28.78 0.59 27.46 0.24
1990 4 25.22 -0.25 27.67 0.17 28.93 0.43 28.02 0.24
1990 5 24.05 -0.15 27.35 0.27 28.96 0.17 28.06 0.21
1990 6 22.68 -0.14 26.45 0.02 28.94 0.10 27.58 -0.07
1990 7 21.00 -0.60 25.45 -0.17 28.98 0.18 27.25 0.03
1990 8 20.25 -0.40 25.06 0.07 29.17 0.49 27.05 0.23
1990 9 20.13 -0.23 24.85 0.00 29.04 0.35 26.75 0.03
1990 10 20.28 -0.54 24.90 -0.02 29.23 0.57 26.98 0.29
1990 11 20.84 -0.75 24.82 -0.16 29.06 0.43 26.72 0.07
1990 12 22.45 -0.34 25.08 -0.06 29.14 0.65 26.91 0.34
1991 1 23.86 -0.60 25.65 0.02 29.00 0.70 27.01 0.44
1991 2 25.97 -0.10 26.27 -0.10 28.73 0.63 26.93 0.21
1991 3 26.51 -0.01 26.99 -0.15 28.64 0.45 27.25 0.03
1991 4 24.99 -0.48 27.32 -0.18 29.13 0.63 27.98 0.20
1991 5 24.37 0.17 27.58 0.50 29.42 0.63 28.35 0.50
1991 6 23.05 0.23 27.34 0.91 29.35 0.51 28.36 0.71
1991 7 22.05 0.45 26.57 0.95 29.26 0.46 27.92 0.70
1991 8 21.08 0.43 25.47 0.48 29.25 0.57 27.44 0.62
1991 9 20.75 0.39 25.05 0.20 29.19 0.50 27.07 0.35
1991 10 21.13 0.31 25.60 0.68 29.44 0.78 27.63 0.94
1991 11 22.18 0.59 25.98 1.00 29.45 0.82 27.86 1.21
1991 12 23.43 0.64 26.52 1.38 29.45 0.96 28.37 1.80
1992 1 24.83 0.37 27.00 1.37 29.06 0.76 28.41 1.84
1992 2 26.68 0.61 27.67 1.30 29.02 0.92 28.63 1.91
1992 3 27.76 1.24 28.33 1.19 29.08 0.89 28.83 1.61
1992 4 27.68 2.21 28.72 1.22 29.42 0.92 29.14 1.36
1992 5 26.31 2.11 28.43 1.35 29.46 0.67 28.99 1.14
1992 6 23.82 1.00 26.66 0.23 29.31 0.47 28.02 0.37
1992 7 21.95 0.35 25.53 -0.09 29.35 0.55 27.53 0.31
1992 8 20.55 -0.10 24.70 -0.29 28.90 0.22 26.64 -0.18
1992 9 20.06 -0.30 24.52 -0.33 28.79 0.10 26.48 -0.24
1992 10 20.82 0.00 24.62 -0.30 28.69 0.03 26.34 -0.35
1992 11 21.49 -0.10 24.79 -0.19 28.70 0.07 26.51 -0.14
1992 12 22.48 -0.31 25.01 -0.13 28.76 0.27 26.73 0.16
1993 1 24.43 -0.03 25.56 -0.07 28.60 0.30 26.69 0.12
1993 2 26.49 0.42 26.61 0.24 28.41 0.31 26.97 0.25
1993 3 27.17 0.65 27.54 0.40 28.60 0.41 27.66 0.44
1993 4 26.44 0.97 28.45 0.95 28.93 0.43 28.59 0.81
1993 5 25.15 0.95 28.16 1.08 29.13 0.34 28.82 0.97
1993 6 23.76 0.94 27.11 0.68 29.17 0.33 28.28 0.63
1993 7 22.06 0.46 25.77 0.15 29.20 0.40 27.55 0.33
1993 8 21.05 0.40 24.93 -0.06 28.94 0.26 26.84 0.02
1993 9 20.83 0.47 24.97 0.12 29.07 0.38 26.92 0.20
1993 10 20.99 0.17 25.21 0.29 28.90 0.24 26.93 0.24
1993 11 21.64 0.05 25.17 0.19 28.97 0.34 26.91 0.26
1993 12 22.75 -0.04 25.32 0.18 28.90 0.41 26.76 0.19
1994 1 24.32 -0.14 25.71 0.08 28.47 0.17 26.60 0.03
1994 2 25.79 -0.28 26.07 -0.30 28.07 -0.03 26.59 -0.13
1994 3 25.43 -1.09 26.89 -0.25 28.26 0.07 27.27 0.05
1994 4 24.32 -1.15 27.06 -0.44 28.62 0.12 27.90 0.12
1994 5 23.22 -0.98 26.97 -0.11 29.00 0.21 28.04 0.19
1994 6 22.43 -0.39 26.50 0.07 29.18 0.34 27.99 0.34
1994 7 21.21 -0.39 25.19 -0.43 29.40 0.60 27.35 0.13
1994 8 19.70 -0.95 24.71 -0.28 29.46 0.78 27.35 0.53
1994 9 20.16 -0.20 24.81 -0.04 29.23 0.54 27.00 0.28
1994 10 21.53 0.71 25.53 0.61 29.45 0.79 27.49 0.80
1994 11 22.41 0.82 25.87 0.89 29.63 1.00 27.87 1.22
1994 12 23.61 0.82 26.07 0.93 29.50 1.01 27.87 1.30
1995 1 25.33 0.87 26.34 0.71 29.20 0.90 27.55 0.98
1995 2 26.43 0.36 26.87 0.50 29.01 0.91 27.45 0.73
1995 3 26.12 -0.40 27.08 -0.06 28.96 0.77 27.63 0.41
1995 4 24.47 -1.00 27.10 -0.40 28.89 0.39 27.93 0.15
1995 5 23.10 -1.10 26.40 -0.68 29.15 0.36 27.73 -0.12
1995 6 22.45 -0.37 26.20 -0.23 29.01 0.17 27.59 -0.06
1995 7 21.23 -0.37 25.42 -0.20 28.78 -0.02 27.01 -0.21
1995 8 20.01 -0.64 24.33 -0.66 28.43 -0.25 26.33 -0.49
1995 9 20.17 -0.19 24.02 -0.83 28.25 -0.44 25.96 -0.76
1995 10 20.15 -0.67 24.01 -0.91 28.07 -0.59 25.67 -1.02
1995 11 21.20 -0.39 24.03 -0.95 27.97 -0.66 25.66 -0.99
1995 12 22.02 -0.77 24.19 -0.95 28.07 -0.42 25.57 -1.00
1996 1 23.84 -0.62 24.96 -0.67 27.92 -0.38 25.74 -0.83
1996 2 25.71 -0.36 25.72 -0.65 27.57 -0.53 25.85 -0.87
1996 3 26.09 -0.43 26.71 -0.43 27.71 -0.48 26.62 -0.60
1996 4 23.85 -1.62 26.72 -0.78 28.07 -0.43 27.36 -0.42
1996 5 22.89 -1.31 26.33 -0.75 28.43 -0.36 27.37 -0.48
1996 6 21.56 -1.26 25.89 -0.54 28.55 -0.29 27.32 -0.33
1996 7 20.02 -1.58 25.35 -0.27 28.50 -0.30 27.09 -0.13
1996 8 19.53 -1.12 24.60 -0.39 28.54 -0.14 26.56 -0.26
1996 9 19.24 -1.12 24.37 -0.48 28.43 -0.26 26.35 -0.37
1996 10 19.95 -0.87 24.37 -0.55 28.42 -0.24 26.24 -0.45
1996 11 20.26 -1.33 24.38 -0.60 28.33 -0.30 26.19 -0.46
1996 12 21.61 -1.18 24.20 -0.94 28.44 -0.05 26.02 -0.55
1997 1 23.67 -0.79 24.70 -0.93 28.41 0.11 25.96 -0.61
1997 2 25.74 -0.33 25.75 -0.62 28.33 0.23 26.36 -0.36
1997 3 26.95 0.43 26.98 -0.16 28.52 0.33 27.03 -0.19
1997 4 26.64 1.17 27.59 0.09 29.32 0.82 28.03 0.25
1997 5 26.71 2.51 28.06 0.98 29.45 0.66 28.60 0.75
1997 6 26.27 3.45 28.14 1.71 29.40 0.56 28.94 1.29
1997 7 25.59 3.99 28.01 2.39 29.50 0.70 28.92 1.70
1997 8 24.80 4.15 27.84 2.85 29.26 0.58 28.84 2.02
1997 9 24.40 4.04 27.84 2.99 29.32 0.63 28.93 2.21
1997 10 24.58 3.76 28.17 3.25 29.32 0.66 29.23 2.54
1997 11 25.63 4.04 28.55 3.57 29.49 0.86 29.32 2.67
1997 12 26.92 4.13 28.76 3.62 29.32 0.83 29.26 2.69
1998 1 28.22 3.76 28.94 3.31 29.01 0.71 29.10 2.53
1998 2 28.98 2.91 28.93 2.56 28.87 0.77 28.86 2.14
1998 3 29.15 2.63 29.14 2.00 28.65 0.46 28.67 1.45
1998 4 28.61 3.14 29.09 1.59 28.53 0.03 28.56 0.78
1998 5 27.69 3.49 28.17 1.09 28.71 -0.08 28.47 0.62
1998 6 25.18 2.36 26.00 -0.43 28.61 -0.23 26.72 -0.93
1998 7 23.43 1.83 25.24 -0.38 28.07 -0.73 25.94 -1.28
1998 8 21.77 1.12 24.63 -0.36 27.77 -0.91 25.49 -1.33
1998 9 20.87 0.51 24.19 -0.66 27.88 -0.81 25.61 -1.11
1998 10 21.16 0.34 24.06 -0.86 27.33 -1.33 25.34 -1.35
1998 11 21.43 -0.16 24.11 -0.87 27.23 -1.40 25.18 -1.47
1998 12 22.56 -0.23 23.86 -1.28 27.11 -1.38 24.79 -1.78
1999 1 23.73 -0.73 24.41 -1.22 26.59 -1.71 24.90 -1.67
1999 2 25.64 -0.43 25.57 -0.80 26.52 -1.58 25.41 -1.31
1999 3 26.62 0.10 26.67 -0.47 26.90 -1.29 26.25 -0.97
1999 4 24.30 -1.17 26.66 -0.84 27.35 -1.15 26.84 -0.94
1999 5 23.46 -0.74 26.44 -0.64 27.87 -0.92 26.97 -0.88
1999 6 21.83 -0.99 25.59 -0.84 28.01 -0.83 26.60 -1.05
1999 7 20.44 -1.16 24.85 -0.77 27.92 -0.88 26.35 -0.87
1999 8 19.75 -0.90 24.02 -0.97 27.73 -0.95 25.59 -1.23
1999 9 19.23 -1.13 23.72 -1.13 27.82 -0.87 25.71 -1.01
1999 10 20.05 -0.77 23.75 -1.17 27.85 -0.81 25.64 -1.05
1999 11 20.51 -1.08 23.46 -1.52 27.56 -1.07 25.12 -1.53
1999 12 21.72 -1.07 23.54 -1.60 27.23 -1.26 24.90 -1.67
2000 1 23.86 -0.60 23.88 -1.75 26.96 -1.34 24.65 -1.92
2000 2 25.71 -0.36 25.31 -1.06 26.66 -1.44 25.19 -1.53
2000 3 26.19 -0.33 26.61 -0.53 26.76 -1.43 26.08 -1.14
2000 4 25.84 0.37 27.46 -0.04 27.37 -1.13 27.01 -0.77
2000 5 24.10 -0.10 26.80 -0.28 27.81 -0.98 27.12 -0.73
2000 6 22.25 -0.57 25.84 -0.59 28.11 -0.73 27.03 -0.62
2000 7 20.59 -1.01 25.13 -0.49 28.20 -0.60 26.72 -0.50
2000 8 20.10 -0.55 24.47 -0.52 28.32 -0.36 26.45 -0.37
2000 9 19.94 -0.42 24.35 -0.50 28.44 -0.25 26.21 -0.51
2000 10 20.37 -0.45 24.41 -0.51 28.17 -0.49 25.96 -0.73
2000 11 20.60 -0.99 24.17 -0.81 28.09 -0.54 25.78 -0.87
2000 12 22.22 -0.57 24.43 -0.71 27.60 -0.89 25.59 -0.98
2001 1 23.88 -0.58 24.99 -0.64 27.50 -0.80 25.74 -0.83
2001 2 25.91 -0.16 26.06 -0.31 27.27 -0.83 26.11 -0.61
2001 3 27.44 0.92 27.23 0.09 27.62 -0.57 26.84 -0.38
2001 4 26.69 1.22 27.52 0.02 28.19 -0.31 27.52 -0.26
2001 5 23.77 -0.43 26.89 -0.19 28.64 -0.15 27.60 -0.25
2001 6 21.74 -1.08 26.35 -0.08 28.83 -0.01 27.68 0.03
2001 7 20.88 -0.72 25.43 -0.19 29.06 0.26 27.32 0.10
2001 8 19.90 -0.75 24.72 -0.27 28.96 0.28 26.87 0.05
2001 9 19.39 -0.97 24.27 -0.58 29.14 0.45 26.55 -0.17
2001 10 19.52 -1.30 24.45 -0.47 29.01 0.35 26.59 -0.10
2001 11 20.49 -1.10 24.35 -0.63 28.96 0.33 26.45 -0.20
2001 12 21.96 -0.83 24.60 -0.54 28.60 0.11 26.17 -0.40
2002 1 23.64 -0.82 25.09 -0.54 28.81 0.51 26.50 -0.07
2002 2 26.06 -0.01 26.21 -0.16 28.76 0.66 26.95 0.23
2002 3 27.53 1.01 27.22 0.08 28.68 0.49 27.32 0.10
2002 4 26.53 1.06 27.56 0.06 29.09 0.59 27.94 0.16
2002 5 24.80 0.60 27.24 0.16 29.45 0.66 28.15 0.30
2002 6 22.67 -0.15 27.06 0.63 29.63 0.79 28.43 0.78
2002 7 21.01 -0.59 26.03 0.41 29.49 0.69 27.98 0.76
2002 8 19.94 -0.71 25.47 0.48 29.40 0.72 27.79 0.97
2002 9 19.89 -0.47 25.54 0.69 29.44 0.75 27.83 1.11
2002 10 21.16 0.34 25.85 0.93 29.56 0.90 28.05 1.36
2002 11 22.25 0.66 26.37 1.39 29.83 1.20 28.27 1.62
2002 12 23.44 0.65 26.48 1.34 29.49 1.00 28.09 1.52
2003 1 24.38 -0.08 26.38 0.75 29.25 0.95 27.76 1.19
2003 2 25.81 -0.26 26.70 0.33 29.03 0.93 27.49 0.77
2003 3 25.97 -0.55 27.28 0.14 29.03 0.84 27.81 0.59
2003 4 24.44 -1.03 27.15 -0.35 28.96 0.46 27.81 0.03
2003 5 22.49 -1.71 26.14 -0.94 28.92 0.13 27.37 -0.48
2003 6 21.58 -1.24 25.83 -0.60 29.09 0.25 27.48 -0.17
2003 7 20.75 -0.85 25.75 0.13 29.11 0.31 27.43 0.21
2003 8 20.14 -0.51 25.04 0.05 29.05 0.37 26.85 0.03
2003 9 20.00 -0.36 24.97 0.12 29.02 0.33 26.96 0.24
2003 10 20.99 0.17 25.33 0.41 29.22 0.56 27.19 0.50
2003 11 21.92 0.33 25.40 0.42 29.31 0.68 27.05 0.40
2003 12 22.99 0.20 25.56 0.42 29.02 0.53 26.89 0.32
2004 1 24.60 0.14 25.92 0.29 28.83 0.53 26.74 0.17
2004 2 25.81 -0.26 26.46 0.09 28.59 0.49 26.86 0.14
2004 3 25.94 -0.58 27.16 0.02 28.43 0.24 27.10 -0.12
2004 4 25.32 -0.15 27.37 -0.13 28.75 0.25 27.84 0.06
2004 5 23.05 -1.15 26.72 -0.36 29.16 0.37 28.06 0.21
2004 6 21.60 -1.22 26.27 -0.16 29.17 0.33 27.76 0.11
2004 7 20.71 -0.89 25.41 -0.21 29.39 0.59 27.69 0.47
2004 8 19.62 -1.03 25.05 0.06 29.31 0.63 27.54 0.72
2004 9 20.07 -0.29 25.17 0.32 29.60 0.91 27.47 0.75
2004 10 20.92 0.10 25.32 0.40 29.55 0.89 27.38 0.69
2004 11 21.96 0.37 25.46 0.48 29.57 0.94 27.31 0.66
2004 12 22.94 0.15 25.77 0.63 29.40 0.91 27.31 0.74
2005 1 24.47 0.01 25.89 0.26 29.21 0.91 27.10 0.53
2005 2 25.49 -0.58 26.20 -0.17 28.83 0.73 26.96 0.24
2005 3 25.60 -0.92 27.01 -0.13 28.91 0.72 27.55 0.33
2005 4 24.90 -0.57 27.77 0.27 28.96 0.46 28.07 0.29
2005 5 24.40 0.20 27.48 0.40 29.18 0.39 28.20 0.35
2005 6 22.47 -0.35 26.81 0.38 29.18 0.34 28.05 0.40
2005 7 21.18 -0.42 25.93 0.31 29.05 0.25 27.47 0.25
2005 8 20.61 -0.04 25.19 0.20 28.86 0.18 26.88 0.06
2005 9 19.71 -0.65 24.57 -0.28 28.84 0.15 26.63 -0.09
2005 10 19.72 -1.10 24.69 -0.23 28.89 0.23 26.75 0.06
2005 11 20.62 -0.97 24.28 -0.70 28.67 0.04 26.34 -0.31
2005 12 22.29 -0.50 24.28 -0.86 28.35 -0.14 25.89 -0.68
2006 1 24.33 -0.13 25.00 -0.63 27.68 -0.62 25.64 -0.93
2006 2 26.46 0.39 26.08 -0.29 27.39 -0.71 26.08 -0.64
2006 3 26.77 0.25 26.54 -0.60 27.79 -0.40 26.57 -0.65
2006 4 24.15 -1.32 27.25 -0.25 28.38 -0.12 27.59 -0.19
2006 5 23.86 -0.34 27.04 -0.04 28.91 0.12 27.91 0.06
2006 6 22.77 -0.05 26.44 0.01 29.15 0.31 27.85 0.20
2006 7 22.19 0.59 25.80 0.18 29.07 0.27 27.35 0.13
2006 8 21.59 0.94 25.45 0.46 29.22 0.54 27.22 0.40
2006 9 21.43 1.07 25.74 0.89 29.40 0.71 27.34 0.62
2006 10 22.22 1.40 25.96 1.04 29.44 0.78 27.47 0.78
2006 11 22.69 1.10 26.07 1.09 29.63 1.00 27.73 1.08
2006 12 23.45 0.66 26.36 1.22 29.47 0.98 27.76 1.19
2007 1 24.99 0.53 26.50 0.87 28.93 0.63 27.26 0.69
2007 2 26.24 0.17 26.45 0.08 28.62 0.52 26.81 0.09
2007 3 25.74 -0.78 26.79 -0.35 28.57 0.38 27.18 -0.04
2007 4 24.30 -1.17 27.13 -0.37 28.70 0.20 27.78 0.00
2007 5 22.73 -1.47 26.35 -0.73 28.86 0.07 27.57 -0.28
2007 6 21.59 -1.23 25.83 -0.60 28.98 0.14 27.55 -0.10
2007 7 20.27 -1.33 24.79 -0.83 28.81 0.01 26.79 -0.43
2007 8 19.16 -1.49 23.86 -1.13 28.58 -0.10 26.20 -0.62
2007 9 18.57 -1.79 23.52 -1.33 28.12 -0.57 25.77 -0.95
2007 10 18.80 -2.02 23.36 -1.56 27.86 -0.80 25.22 -1.47
2007 11 19.49 -2.10 23.17 -1.81 27.42 -1.21 25.06 -1.59
2007 12 21.02 -1.77 23.59 -1.55 27.30 -1.19 24.97 -1.60
2008 1 23.86 -0.60 24.13 -1.50 26.62 -1.68 24.71 -1.86
2008 2 26.32 0.25 25.05 -1.32 26.43 -1.67 24.83 -1.89
2008 3 27.30 0.78 26.56 -0.58 26.84 -1.35 26.07 -1.15
2008 4 25.89 0.42 27.18 -0.32 27.44 -1.06 26.83 -0.95
2008 5 24.41 0.21 27.08 0.00 27.90 -0.89 27.18 -0.67
2008 6 23.55 0.73 26.53 0.10 28.08 -0.76 27.17 -0.48
2008 7 22.63 1.03 26.12 0.50 28.25 -0.55 27.19 -0.03
2008 8 21.79 1.14 25.63 0.64 28.18 -0.50 26.85 0.03
2008 9 21.19 0.83 25.09 0.24 28.14 -0.55 26.44 -0.28
2008 10 20.75 -0.07 24.79 -0.13 28.29 -0.37 26.33 -0.36
2008 11 21.44 -0.15 24.75 -0.23 28.08 -0.55 26.30 -0.35
2008 12 22.43 -0.36 24.60 -0.54 27.72 -0.77 25.74 -0.83
2009 1 24.42 -0.10 25.03 -0.60 27.42 -0.88 25.54 -1.03
2009 2 26.03 -0.11 25.85 -0.52 27.37 -0.73 26.04 -0.68
2009 3 26.38 -0.26 26.44 -0.70 27.79 -0.40 26.67 -0.55
2009 4 25.98 0.37 27.39 -0.11 28.37 -0.13 27.50 -0.27
2009 5 24.83 0.56 27.40 0.32 28.99 0.20 28.03 0.18
2009 6 23.73 0.85 27.12 0.69 29.20 0.36 28.11 0.47
2009 7 22.63 1.02 26.56 0.94 29.21 0.40 27.94 0.72
2009 8 21.64 1.00 25.94 0.95 29.21 0.53 27.53 0.71
2009 9 20.82 0.47 25.66 0.80 29.28 0.58 27.47 0.75
2009 10 20.96 0.17 25.73 0.81 29.65 0.99 27.63 0.94
2009 11 22.11 0.51 26.23 1.26 29.88 1.25 28.19 1.54
2009 12 23.16 0.35 26.67 1.53 29.67 1.18 28.30 1.72
2010 1 24.82 0.30 26.63 1.00 29.51 1.21 28.07 1.50
2010 2 26.08 -0.06 27.12 0.75 29.10 1.00 27.94 1.22
2010 3 26.24 -0.40 27.73 0.60 29.21 1.02 28.29 1.08
2010 4 26.05 0.45 28.05 0.55 29.25 0.74 28.36 0.59
2010 5 24.28 0.00 26.97 -0.11 29.03 0.24 27.68 -0.17
2010 6 22.60 -0.27 25.75 -0.68 28.64 -0.21 27.00 -0.65
2010 7 20.08 -1.54 24.53 -1.09 28.09 -0.71 26.09 -1.13
2010 8 19.27 -1.37 23.87 -1.12 27.47 -1.20 25.50 -1.32
2010 9 18.90 -1.44 23.59 -1.26 27.13 -1.56 25.07 -1.65
2010 10 19.06 -1.73 23.25 -1.66 27.06 -1.60 25.01 -1.68
2010 11 20.03 -1.56 23.40 -1.58 27.07 -1.57 25.07 -1.58
2010 12 21.48 -1.34 23.50 -1.64 26.89 -1.60 24.95 -1.62
2011 1 24.08 -0.44 24.31 -1.32 26.72 -1.58 24.93 -1.64
2011 2 26.22 0.08 25.55 -0.82 26.95 -1.15 25.46 -1.27
2011 3 26.21 -0.43 26.39 -0.75 27.42 -0.77 26.23 -0.98
2011 4 25.76 0.16 27.18 -0.32 27.86 -0.64 27.02 -0.76
2011 5 24.89 0.62 26.94 -0.14 28.28 -0.51 27.42 -0.43
2011 6 23.72 0.85 26.54 0.10 28.47 -0.37 27.46 -0.18
2011 7 22.07 0.45 25.61 -0.01 28.47 -0.33 26.96 -0.26
2011 8 20.64 0.00 24.58 -0.42 28.32 -0.36 26.19 -0.64
2011 9 19.75 -0.59 24.22 -0.63 28.05 -0.64 25.98 -0.74
2011 10 20.19 -0.60 23.97 -0.95 27.94 -0.72 25.72 -0.97
2011 11 20.79 -0.80 23.89 -1.09 27.87 -0.77 25.60 -1.05
2011 12 21.85 -0.96 24.20 -0.94 27.39 -1.10 25.53 -1.04
2012 1 23.88 -0.64 24.90 -0.73 27.09 -1.21 25.49 -1.08
2012 2 26.30 0.16 26.19 -0.18 27.20 -0.90 26.03 -0.69
2012 3 26.91 0.27 26.92 -0.21 27.53 -0.66 26.63 -0.58
2012 4 26.90 1.30 27.58 0.08 28.16 -0.34 27.38 -0.39
2012 5 25.48 1.20 27.23 0.15 28.53 -0.26 27.80 -0.05
2012 6 24.47 1.59 27.09 0.66 28.73 -0.11 27.95 0.31
2012 7 22.61 0.99 26.54 0.92 28.86 0.06 27.75 0.53
2012 8 20.99 0.35 25.72 0.73 29.10 0.42 27.55 0.73
2012 9 20.83 0.49 25.28 0.43 29.12 0.43 27.24 0.51
2012 10 20.68 -0.11 24.93 0.01 29.16 0.50 26.98 0.29
2012 11 21.21 -0.38 25.11 0.14 29.17 0.54 27.01 0.36
2012 12 22.13 -0.68 24.91 -0.23 28.71 0.23 26.46 -0.11
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