Last data update: 2014.03.03
R: Map between Gene Ontology (GO) Identifiers and all TAIR...
org.At.tairGO2ALLTAIRS R Documentation
Map between Gene Ontology (GO) Identifiers and all TAIR
Identifiers in the subtree
Description
org.At.tairGO2ALLTAIRS is an R object that provides mappings
between a given GO identifier and all TAIR identifiers annotated at
that GO term or one of its children in the GO ontology.
Details
GO consists of three ontologies—molecular function (MF), biological
process (BP), and cellular component (CC). All ontologies are
structured as directed acyclic graphs (DAGs). Each node in each DAG
(tree) is a GO term (id) associated with a named vector of
manufacturer identifiers. The name associated with each manufacturer
id corresponds to the evidence code for that GO identifier. This
object org.At.tairGO2ALLTAIRS maps between a given GO identifier
and all TAIR identifiers annotated at that GO term or one of its
children in the GO ontology.
The evidence code indicates what kind of evidence supports the
association between the GO and Entrez Gene identifiers. Evidence codes
currently in use include:
IMP - inferred from mutant phenotype
IGI - inferred from genetic interaction
IPI - inferred from physical interaction
ISS - inferred from sequence similarity
IDA - inferred from direct assay
IEP - inferred from expression pattern
IEA - inferred from electronic annotation
TAS - traceable author statement
NAS - non-traceable author statement
ND - no biological data available
IC - inferred by curator
A GO identifier may be mapped to the same TAIR identifier more than
once but the evidence code can be different. Mappings between Gene
Ontology identifiers and Gene Ontology terms and other information are
available in a separate data package named GO.
Mappings were based on data provided by:
Gene Ontology
ftp://ftp.geneontology.org/pub/go/godatabase/archive/latest-lite/
With a date stamp from the source of: 20160305
For GO2ALL style mappings, the intention is to return all the genes
that are the same kind of term as the parent term (based on the idea
that they are more specific descriptions of the general term).
However because of this intent, not all relationship types will be
counted as offspring for this mapping. Only "is a" and "has a" style
relationships indicate that the genes from the child terms would be
the same kind of thing.
References
ftp://ftp.ncbi.nlm.nih.gov/gene/DATA/
See Also
Examples
## select() interface:
## Objects in this package can be accessed using the select() interface
## from the AnnotationDbi package. See ?select for details.
## Bimap interface:
# Convert to a list
xx <- as.list(org.At.tairGO2ALLTAIRS)
if(length(xx) > 0){
# Gets the tair identifiers for the top 2nd and 3nd GO identifiers
goids <- xx[2:3]
# Gets all the tair identifiers for the first element of goids
goids[[1]]
# Evidence code for the mappings
names(goids[[1]])
}
Results
R version 3.3.1 (2016-06-21) -- "Bug in Your Hair"
Copyright (C) 2016 The R Foundation for Statistical Computing
Platform: x86_64-pc-linux-gnu (64-bit)
R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.
R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.
Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.
> library(org.At.tair.db)
Loading required package: AnnotationDbi
Loading required package: stats4
Loading required package: BiocGenerics
Loading required package: parallel
Attaching package: 'BiocGenerics'
The following objects are masked from 'package:parallel':
clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,
clusterExport, clusterMap, parApply, parCapply, parLapply,
parLapplyLB, parRapply, parSapply, parSapplyLB
The following objects are masked from 'package:stats':
IQR, mad, xtabs
The following objects are masked from 'package:base':
Filter, Find, Map, Position, Reduce, anyDuplicated, append,
as.data.frame, cbind, colnames, do.call, duplicated, eval, evalq,
get, grep, grepl, intersect, is.unsorted, lapply, lengths, mapply,
match, mget, order, paste, pmax, pmax.int, pmin, pmin.int, rank,
rbind, rownames, sapply, setdiff, sort, table, tapply, union,
unique, unsplit
Loading required package: Biobase
Welcome to Bioconductor
Vignettes contain introductory material; view with
'browseVignettes()'. To cite Bioconductor, see
'citation("Biobase")', and for packages 'citation("pkgname")'.
Loading required package: IRanges
Loading required package: S4Vectors
Attaching package: 'S4Vectors'
The following objects are masked from 'package:base':
colMeans, colSums, expand.grid, rowMeans, rowSums
> png(filename="/home/ddbj/snapshot/RGM3/R_BC/result/org.At.tair.db/org.At.tairGO2ALLTAIRS.Rd_%03d_medium.png", width=480, height=480)
> ### Name: org.At.tairGO2ALLTAIRS
> ### Title: Map between Gene Ontology (GO) Identifiers and all TAIR
> ### Identifiers in the subtree
> ### Aliases: org.At.tairGO2ALLTAIRS
> ### Keywords: datasets
>
> ### ** Examples
>
> ## select() interface:
> ## Objects in this package can be accessed using the select() interface
> ## from the AnnotationDbi package. See ?select for details.
>
> ## Bimap interface:
> # Convert to a list
> xx <- as.list(org.At.tairGO2ALLTAIRS)
> if(length(xx) > 0){
+ # Gets the tair identifiers for the top 2nd and 3nd GO identifiers
+ goids <- xx[2:3]
+ # Gets all the tair identifiers for the first element of goids
+ goids[[1]]
+ # Evidence code for the mappings
+ names(goids[[1]])
+ }
[1] "IMP" "TAS" "IMP" "RCA" "IGI" "IMP" "IEP" "RCA" "ISS" "IMP" "IMP" "RCA"
[13] "IMP" "RCA" "IMP" "IGI" "RCA" "ISS" "IMP" "RCA" "IGI" "IMP" "IMP" "RCA"
[25] "IMP" "NAS" "RCA" "IEP" "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "RCA" "RCA"
[37] "RCA" "RCA" "IDA" "IDA" "IMP" "RCA" "RCA" "RCA" "IDA" "IMP" "IMP" "RCA"
[49] "IMP" "NAS" "RCA" "RCA" "IMP" "IGI" "IMP" "RCA" "NAS" "IGI" "RCA" "IMP"
[61] "RCA" "RCA" "IGI" "RCA" "RCA" "RCA" "RCA" "RCA" "RCA" "IMP" "RCA" "RCA"
[73] "RCA" "IMP" "RCA" "IMP" "RCA" "RCA" "IGI" "IMP" "RCA" "IMP" "RCA" "RCA"
[85] "NAS" "IMP" "ISS" "RCA" "RCA" "IMP" "NAS" "NAS" "IGI" "IEP" "IGI" "RCA"
[97] "IMP" "RCA" "RCA" "RCA" "IMP" "NAS" "RCA" "RCA" "IGI" "IMP" "RCA" "IMP"
[109] "IMP" "RCA" "RCA" "IMP" "IEP" "IEP" "RCA" "RCA" "NAS" "RCA" "RCA" "RCA"
[121] "IMP" "RCA" "RCA" "NAS" "RCA" "RCA" "RCA" "NAS" "IGI" "RCA" "RCA" "IMP"
[133] "RCA" "IMP" "RCA" "RCA" "RCA" "NAS" "IMP" "RCA" "IMP" "IMP" "IMP" "RCA"
[145] "IGI" "IMP" "RCA" "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "IGI" "RCA" "RCA"
[157] "IMP" "RCA" "RCA" "IMP" "IMP" "RCA" "IGI" "IMP" "RCA" "IMP" "IGI" "RCA"
[169] "IGI" "RCA" "IGI" "RCA" "RCA" "IGI" "RCA" "IGI" "RCA" "RCA" "IMP" "RCA"
[181] "IGI" "RCA" "RCA" "IGI" "RCA" "RCA" "IGI" "IMP" "RCA" "IGI" "RCA" "RCA"
[193] "IMP" "RCA" "RCA" "IMP" "RCA" "RCA" "IMP" "IMP" "IMP" "RCA" "IGI" "IGI"
[205] "RCA" "IMP" "IEP" "RCA" "IMP" "RCA" "NAS" "RCA" "RCA" "IMP" "RCA" "NAS"
[217] "RCA" "IGI" "RCA" "NAS" "NAS" "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "IMP"
[229] "NAS" "RCA" "RCA" "IMP" "IMP" "TAS" "RCA" "IMP" "IMP" "RCA" "IMP" "RCA"
[241] "IMP" "IGI" "RCA" "IMP" "RCA" "RCA" "RCA" "RCA" "RCA" "RCA" "TAS" "IMP"
[253] "RCA" "NAS" "IMP" "IMP" "RCA" "IMP" "RCA" "RCA" "IMP" "RCA" "RCA" "IMP"
[265] "RCA" "IMP" "IMP" "IMP" "RCA" "IGI" "TAS" "IEP" "RCA" "RCA" "RCA" "RCA"
[277] "IGI" "IMP" "IMP" "IMP" "IMP" "RCA" "IMP" "RCA" "RCA" "RCA" "RCA" "IMP"
[289] "IGI" "RCA" "RCA" "IMP" "RCA" "IMP" "RCA" "IMP" "IMP" "IMP" "RCA" "RCA"
[301] "RCA" "IMP" "IGI" "RCA" "IGI" "RCA" "IMP" "RCA" "RCA" "IMP" "IGI" "NAS"
[313] "TAS" "IMP" "IMP" "IGI" "IMP" "IGI" "IGI" "IMP" "IMP" "IMP" "RCA" "IGI"
[325] "RCA" "RCA" "IMP" "NAS" "RCA" "IMP" "ISS" "IMP" "RCA" "RCA" "IMP" "RCA"
[337] "IMP" "IGI" "RCA" "NAS" "NAS" "RCA" "IMP" "IMP" "IMP" "IMP" "RCA" "NAS"
[349] "IMP" "RCA" "RCA" "NAS" "IGI" "IMP" "RCA" "RCA" "IGI" "RCA" "RCA" "IMP"
[361] "RCA" "IMP" "ISS" "RCA" "RCA" "IDA" "TAS" "NAS" "IMP" "RCA" "IGI" "RCA"
[373] "RCA" "RCA" "NAS" "IMP" "RCA" "IMP" "NAS" "NAS" "RCA" "RCA" "RCA" "IMP"
[385] "RCA" "RCA" "RCA" "RCA" "RCA" "IMP" "IMP" "IMP" "RCA" "RCA" "RCA" "RCA"
[397] "IMP" "IMP" "IGI" "TAS" "RCA" "IGI" "RCA" "RCA" "RCA" "RCA" "ISS" "IGI"
[409] "RCA" "IMP" "RCA" "IMP" "RCA" "IMP" "RCA" "RCA" "IMP" "IMP" "IMP" "IMP"
[421] "IEP" "IGI" "IMP" "RCA" "IMP" "RCA" "RCA" "RCA" "IMP" "RCA" "NAS" "IMP"
[433] "RCA" "RCA" "NAS" "IMP" "RCA" "RCA" "RCA" "NAS" "TAS" "IMP" "NAS" "RCA"
[445] "RCA" "RCA" "IGI" "RCA" "RCA" "NAS" "RCA" "RCA" "RCA" "RCA" "IMP" "RCA"
[457] "NAS" "IGI" "RCA" "IMP" "RCA" "RCA" "RCA" "IMP" "RCA" "IMP" "RCA" "IDA"
[469] "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "RCA" "RCA" "IEP" "RCA" "RCA" "IMP"
[481] "RCA" "IMP" "IMP" "RCA" "IGI" "RCA" "IEP" "RCA" "IEP" "RCA" "RCA" "IMP"
[493] "RCA" "RCA" "IMP" "IGI" "IMP" "IMP" "IMP" "RCA" "IMP" "RCA" "IGI" "IMP"
[505] "IEP" "IGI" "RCA" "RCA" "IMP" "IDA" "RCA" "IMP" "RCA" "RCA" "IGI" "RCA"
[517] "RCA" "TAS" "RCA" "IMP" "IDA" "ISS" "RCA" "NAS" "RCA" "RCA" "RCA" "IMP"
[529] "IMP" "IMP" "IMP" "RCA" "RCA" "RCA" "IMP" "RCA" "IGI" "RCA" "IEP" "IMP"
[541] "RCA" "IMP" "RCA" "IMP" "RCA" "IMP" "IGI" "RCA" "IMP" "IGI" "IEP" "RCA"
[553] "IMP" "RCA" "IMP" "RCA" "RCA" "IGI" "IGI" "RCA" "IMP" "IMP" "IMP" "IDA"
[565] "RCA" "IMP" "RCA" "RCA" "RCA" "IMP" "IGI" "RCA" "IMP" "IMP" "RCA" "IMP"
[577] "IMP" "RCA" "RCA" "IGI" "IGI" "IMP" "RCA" "IMP" "IMP" "ISS" "RCA" "IEP"
[589] "RCA" "RCA" "RCA" "IGI" "RCA" "IMP" "RCA" "IGI" "RCA" "IMP" "IMP" "RCA"
[601] "IGI" "RCA" "RCA" "RCA" "RCA" "IMP" "IMP" "RCA" "RCA" "NAS" "RCA" "IGI"
[613] "RCA" "RCA" "ISS" "ISS" "ISS" "ISS" "RCA" "ISS" "RCA" "ISS" "RCA" "RCA"
[625] "IMP" "RCA" "RCA" "RCA" "RCA" "RCA" "IMP" "RCA" "IGI" "IDA" "IMP" "IGI"
[637] "IMP" "IMP" "IGI" "RCA" "RCA" "IMP" "IMP" "RCA" "TAS" "IMP" "IMP" "RCA"
[649] "RCA" "RCA" "IMP" "RCA" "IMP" "IGI" "RCA" "RCA" "IMP" "NAS" "RCA" "IGI"
[661] "IMP" "RCA" "RCA" "RCA" "IMP" "RCA" "IGI" "IMP" "NAS" "RCA" "RCA" "RCA"
[673] "NAS" "IGI" "IMP" "IMP" "NAS" "RCA" "RCA" "IMP" "IEP" "RCA" "IMP" "IEP"
[685] "IGI" "RCA" "RCA" "RCA" "IMP" "NAS" "RCA" "NAS" "RCA" "IGI" "RCA" "RCA"
[697] "RCA" "NAS" "RCA" "IMP" "RCA" "IMP" "RCA" "IMP" "IMP" "IMP" "RCA" "IMP"
[709] "RCA" "IGI" "IMP" "RCA" "RCA" "IMP" "RCA" "RCA" "IMP" "RCA" "IGI" "RCA"
[721] "RCA" "IMP" "RCA" "IMP" "IGI" "IMP" "RCA" "IMP" "IMP" "NAS" "RCA" "RCA"
[733] "RCA" "IMP" "RCA" "ISS" "ISS" "RCA" "NAS" "RCA" "RCA" "RCA" "RCA" "IMP"
[745] "RCA" "RCA" "RCA" "RCA" "IMP" "RCA" "IGI" "IMP" "RCA" "IMP" "IEP" "IMP"
[757] "IEP" "RCA" "RCA" "RCA" "RCA" "IMP" "RCA" "IMP" "RCA" "IMP" "IDA" "RCA"
[769] "RCA" "IMP" "IGI" "RCA" "RCA" "RCA" "IGI" "IMP" "RCA" "RCA" "RCA" "IGI"
[781] "RCA" "RCA" "RCA" "IMP" "IMP" "IMP" "IEP" "IMP" "IGI" "IMP" "RCA" "IMP"
[793] "RCA" "IMP" "NAS" "RCA" "RCA" "ISS" "IMP" "NAS" "IMP" "RCA" "RCA" "TAS"
[805] "IMP" "RCA" "IDA" "RCA" "RCA" "RCA" "IGI" "IMP" "IGI" "RCA" "RCA" "IMP"
[817] "RCA" "RCA" "IMP" "IGI" "RCA" "RCA" "IMP" "IMP" "IMP" "RCA" "IMP" "IMP"
[829] "IDA" "IMP" "RCA" "IMP" "NAS" "IGI" "IMP" "IGI" "IMP" "IMP" "RCA" "RCA"
[841] "RCA" "IGI" "IMP" "RCA" "IGI" "IMP" "RCA" "IMP" "IGI" "RCA" "RCA" "IMP"
[853] "RCA" "RCA" "NAS" "IMP" "IEP" "RCA" "RCA" "RCA" "RCA" "IMP" "IDA" "RCA"
[865] "IEP" "NAS" "RCA" "IMP" "RCA" "RCA" "IMP" "NAS" "RCA" "IMP" "IMP" "RCA"
[877] "IGI" "NAS" "IMP" "RCA" "RCA" "RCA" "RCA" "IMP" "RCA" "RCA" "IEP" "RCA"
[889] "IGI" "RCA" "RCA" "RCA" "IMP" "IMP" "RCA" "IMP" "RCA" "IMP" "NAS" "RCA"
[901] "IMP" "RCA" "IMP" "IGI" "RCA" "RCA" "RCA" "RCA" "NAS" "RCA" "RCA" "RCA"
[913] "RCA" "RCA" "NAS" "IMP" "NAS" "IGI" "RCA" "IMP" "IGI" "IGI" "RCA" "RCA"
[925] "RCA" "RCA" "IGI" "RCA" "RCA" "IGI" "RCA" "IMP" "RCA" "IMP" "IMP" "RCA"
[937] "IMP" "RCA" "RCA" "RCA" "RCA" "RCA" "RCA" "RCA" "RCA" "TAS" "IMP" "RCA"
[949] "RCA" "RCA" "IMP" "RCA" "IMP" "IMP" "IMP" "IMP" "IMP" "RCA" "IGI" "RCA"
[961] "IMP" "IGI" "RCA" "NAS" "IMP" "IMP" "IMP" "IMP" "IMP" "IMP" "RCA" "IMP"
[973] "IMP" "RCA" "RCA" "IMP" "RCA" "IMP" "IMP" "IDA" "ISS" "RCA" "IMP" "IMP"
[985] "IMP" "RCA" "IMP" "IMP" "IMP" "RCA" "IDA" "IMP" "RCA" "RCA" "IMP" "RCA"
[997] "ISS" "RCA" "RCA" "IMP" "RCA" "IGI" "IMP" "RCA" "RCA" "IEP" "RCA" "NAS"
[1009] "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "IMP" "RCA"
[1021] "RCA" "IGI" "RCA" "RCA" "RCA" "RCA" "RCA" "IMP" "RCA" "IMP" "RCA" "RCA"
[1033] "IMP" "RCA" "IMP" "RCA" "RCA" "IMP" "RCA" "IGI" "RCA" "RCA" "RCA" "RCA"
[1045] "RCA" "RCA" "IMP" "IGI" "RCA" "RCA" "RCA" "ISS" "RCA" "IGI" "RCA" "IGI"
[1057] "RCA" "IMP" "RCA" "RCA" "IMP" "NAS" "IMP" "RCA" "RCA" "RCA" "RCA" "IGI"
[1069] "IMP" "IMP" "ISS" "RCA" "RCA" "RCA" "RCA" "IMP" "IMP" "IMP" "IMP" "RCA"
[1081] "RCA" "IMP" "RCA" "IGI" "IMP" "IGI" "RCA" "RCA" "IEP" "ISS" "IMP" "RCA"
[1093] "RCA" "IMP" "IMP" "RCA" "RCA" "IMP" "RCA" "IMP" "RCA" "IMP" "RCA" "NAS"
[1105] "IMP" "RCA" "RCA" "RCA" "IMP" "RCA" "TAS" "IMP" "RCA" "RCA" "RCA" "ISS"
[1117] "IMP" "RCA" "IGI" "IMP" "IMP" "RCA" "IMP" "IGI" "NAS" "IGI" "IMP" "RCA"
[1129] "IGI" "IMP" "RCA" "IMP" "IMP" "TAS" "RCA" "RCA" "IMP" "IMP" "RCA" "IMP"
[1141] "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "IGI" "IMP" "RCA" "IGI" "RCA" "RCA"
[1153] "RCA" "RCA" "IMP" "IGI" "NAS" "TAS" "IMP" "RCA" "RCA" "IMP" "RCA" "IDA"
[1165] "IGI" "RCA" "IMP" "RCA" "IMP" "IMP" "RCA" "NAS" "IMP" "IMP" "RCA" "IMP"
[1177] "RCA" "RCA" "IMP" "RCA" "IGI" "RCA" "IMP" "RCA" "IGI" "RCA" "IMP" "RCA"
[1189] "RCA" "RCA" "IMP" "RCA" "IGI" "IMP" "RCA" "IGI" "IMP" "IMP" "IMP" "IGI"
[1201] "RCA" "RCA" "IGI" "IMP" "NAS" "NAS" "IMP" "IEP" "RCA" "IMP" "IGI" "RCA"
[1213] "RCA" "RCA" "IMP" "IMP" "RCA" "IGI" "RCA" "RCA" "NAS" "IMP" "IMP" "RCA"
[1225] "RCA" "NAS" "IMP" "IGI" "NAS" "IMP" "RCA" "RCA" "IGI" "RCA" "IMP" "IGI"
[1237] "IMP" "NAS" "IMP" "RCA" "IMP" "RCA" "IMP" "NAS" "RCA" "IMP" "RCA" "IMP"
[1249] "RCA" "IGI" "RCA" "RCA" "IMP" "RCA" "IMP" "RCA" "RCA" "IMP" "IMP" "RCA"
[1261] "IMP" "RCA" "IMP" "RCA" "RCA" "IMP" "RCA" "IMP" "RCA" "IMP" "RCA" "IMP"
[1273] "RCA" "RCA" "IGI" "IMP" "IMP" "RCA" "RCA" "RCA" "IMP" "IMP" "IMP" "RCA"
[1285] "IMP" "RCA" "RCA" "IMP" "RCA" "IGI" "RCA" "RCA" "RCA" "IMP" "RCA" "RCA"
[1297] "NAS" "IEP" "RCA" "IDA" "IGI" "IMP" "RCA" "RCA" "IEP" "IMP" "RCA" "RCA"
[1309] "NAS" "RCA" "IGI" "RCA" "RCA" "IGI" "RCA" "IGI" "RCA" "RCA" "IGI" "RCA"
[1321] "IMP" "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "IMP" "RCA" "IMP" "IGI" "IMP"
[1333] "RCA" "IMP" "RCA" "IMP" "RCA" "IGI" "IEP" "RCA" "RCA" "RCA" "IMP" "IMP"
[1345] "IGI" "TAS" "RCA" "IMP" "RCA" "RCA" "ISS" "RCA" "IGI" "RCA" "NAS" "IGI"
[1357] "RCA" "IMP" "RCA" "RCA" "IMP" "IGI" "IMP" "RCA" "RCA" "RCA" "IDA" "RCA"
[1369] "RCA" "ISS" "IMP" "RCA" "IMP" "NAS" "RCA" "NAS" "RCA" "NAS" "RCA" "IBA"
[1381] "RCA" "IMP" "RCA" "RCA" "IMP" "IMP" "RCA" "IMP" "RCA" "RCA" "RCA" "RCA"
[1393] "IEP" "IMP" "RCA" "NAS" "IMP" "RCA" "IMP" "RCA" "IMP" "RCA" "IMP" "RCA"
[1405] "NAS" "NAS" "IBA" "RCA" "IMP" "RCA" "RCA" "IMP" "RCA" "IMP" "RCA" "RCA"
[1417] "IMP" "IMP" "IMP" "IMP" "RCA" "IMP" "IGI" "RCA" "RCA" "RCA" "NAS" "IMP"
[1429] "RCA" "IMP" "ISS" "ISS" "IMP" "RCA" "RCA" "IMP" "TAS" "RCA" "ISS" "IGI"
[1441] "IMP" "IMP" "RCA" "IMP" "RCA" "IGI" "IMP" "RCA" "IGI" "RCA" "IMP" "IMP"
[1453] "RCA" "IEP" "RCA" "IBA" "RCA" "RCA" "IMP" "RCA" "RCA" "IBA" "RCA" "RCA"
[1465] "IGI" "IMP" "IBA" "RCA" "IMP" "RCA" "RCA" "RCA" "IDA" "RCA" "IMP" "IMP"
[1477] "RCA" "IMP" "RCA" "RCA" "IMP" "RCA" "RCA" "IMP" "IGI" "IGI" "RCA" "IEP"
[1489] "RCA" "IGI" "IMP" "RCA" "RCA" "IMP" "RCA" "IMP" "IGI" "IEP" "RCA" "RCA"
[1501] "RCA" "RCA" "RCA" "RCA" "IDA" "IMP" "RCA" "RCA" "RCA" "IGI" "IMP" "RCA"
[1513] "RCA" "RCA" "RCA" "RCA" "IGI" "RCA" "RCA" "NAS" "IMP" "RCA" "RCA" "RCA"
[1525] "RCA" "IMP" "TAS" "RCA" "RCA" "IMP" "ISS" "IMP" "IMP" "RCA" "RCA" "IMP"
[1537] "RCA" "ISS" "ISS" "ISS" "RCA" "IMP" "RCA" "RCA" "IEP" "RCA" "IMP" "RCA"
[1549] "RCA" "RCA" "IGI" "RCA" "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "NAS" "RCA"
[1561] "RCA" "RCA" "IEP" "RCA" "RCA" "IGI" "IMP" "RCA" "RCA" "IMP" "RCA" "RCA"
[1573] "RCA" "IMP" "IGI" "RCA" "RCA" "IMP" "NAS" "IMP" "IGI" "IMP" "RCA" "NAS"
[1585] "IMP" "IMP" "NAS" "RCA" "IMP" "NAS" "IGI" "IMP" "RCA" "RCA" "IMP" "IMP"
[1597] "RCA" "IGI" "RCA" "RCA" "RCA" "RCA" "IGI" "IEP" "IGI" "IMP" "RCA" "RCA"
[1609] "ISS" "RCA" "IGI" "RCA" "IMP" "IGI" "RCA" "RCA" "IMP" "RCA" "RCA" "IMP"
[1621] "IMP" "RCA" "IMP" "RCA" "TAS" "IGI" "RCA" "IGI" "IMP" "RCA" "RCA" "NAS"
[1633] "RCA" "IMP" "IMP" "ISS" "IEP" "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "IEP"
[1645] "RCA" "IDA" "RCA" "NAS" "RCA" "IEP" "IGI" "RCA" "IMP" "IDA" "RCA" "IMP"
[1657] "RCA" "IGI" "IMP" "RCA" "RCA" "IMP" "IMP" "RCA" "RCA" "IMP" "IGI" "RCA"
[1669] "IMP" "NAS" "IMP" "RCA" "IGI" "RCA" "RCA" "IEP" "RCA" "IMP" "RCA" "ISS"
[1681] "RCA" "RCA" "IGI" "IMP" "RCA" "RCA" "RCA" "RCA" "RCA" "RCA" "IGI" "RCA"
[1693] "RCA" "RCA" "RCA" "IMP" "IMP" "RCA" "RCA" "IMP" "RCA" "IMP" "RCA" "RCA"
[1705] "IMP" "IMP" "NAS" "RCA" "IGI" "RCA" "RCA" "RCA" "RCA" "RCA" "IMP" "IMP"
[1717] "RCA" "RCA" "RCA" "IMP" "RCA" "RCA" "IGI" "IMP" "RCA" "RCA" "RCA" "RCA"
[1729] "IMP" "IMP" "IMP" "RCA" "IMP" "RCA" "RCA" "IMP" "IGI" "IMP" "RCA" "RCA"
[1741] "RCA" "RCA" "IGI" "IMP" "RCA" "IMP" "IMP" "NAS" "IMP" "IGI" "IMP" "IMP"
[1753] "RCA" "RCA" "IEP" "RCA" "RCA" "IDA" "IMP" "RCA" "IMP" "RCA" "RCA" "IGI"
[1765] "RCA" "RCA" "IGI" "IMP" "IMP" "RCA" "IMP" "RCA" "RCA" "IMP" "RCA" "RCA"
[1777] "IMP" "IMP" "IMP" "IMP" "IMP" "IMP" "IMP" "IMP" "RCA" "RCA" "RCA" "NAS"
[1789] "IMP" "RCA" "IMP" "IMP" "IMP" "RCA" "IMP" "RCA" "IMP" "RCA" "IMP" "RCA"
[1801] "RCA" "RCA" "IGI" "IBA" "RCA" "RCA" "RCA" "IMP" "IMP" "RCA" "RCA" "IMP"
[1813] "RCA" "RCA" "IBA" "IMP" "IMP" "IMP" "RCA" "IMP" "IDA" "RCA" "IGI" "RCA"
[1825] "RCA" "IMP" "RCA" "IGI" "RCA" "RCA" "IMP" "NAS" "RCA" "IMP" "RCA" "IMP"
[1837] "RCA" "IGI" "IMP" "RCA" "IMP" "RCA" "RCA" "IGI" "IMP" "RCA" "IMP" "RCA"
[1849] "RCA" "RCA" "RCA" "IBA" "IMP" "RCA" "RCA" "IGI" "IMP" "NAS" "RCA" "RCA"
[1861] "IMP" "IMP" "NAS" "RCA" "RCA" "RCA" "IMP" "IMP" "NAS" "RCA" "IGI" "IMP"
[1873] "IEP" "IMP" "RCA" "RCA" "RCA" "IMP" "IMP" "IMP" "RCA" "RCA" "IDA" "ISS"
[1885] "RCA" "IGI" "IMP" "IMP" "RCA" "IMP" "ISS" "IMP" "IMP" "IMP" "NAS" "IMP"
[1897] "RCA" "IGI" "IMP" "RCA" "RCA" "RCA" "RCA" "IGI" "NAS" "IGI" "RCA" "IMP"
[1909] "IMP" "RCA" "IMP" "RCA" "RCA" "IMP" "RCA" "RCA" "IMP" "RCA" "IMP" "IMP"
[1921] "RCA" "IMP" "ISS" "RCA" "RCA" "RCA" "IEP" "IMP" "IBA" "RCA" "IMP" "IGI"
[1933] "IGI" "RCA" "RCA" "RCA" "RCA" "IMP" "IMP" "RCA" "IMP" "IGI" "IMP" "NAS"
[1945] "IMP" "RCA" "NAS" "NAS" "IMP" "RCA" "IGI" "RCA" "RCA" "IMP" "IMP" "IMP"
[1957] "RCA" "IMP" "ISS" "IMP" "IMP" "IMP" "RCA" "NAS" "NAS" "RCA" "IMP" "IEP"
[1969] "RCA" "IMP" "IMP" "RCA" "IDA" "NAS" "RCA" "IGI" "RCA" "RCA" "RCA" "IGI"
[1981] "RCA" "RCA" "RCA" "RCA" "IMP" "IMP" "NAS" "IGI" "IMP" "IGI" "RCA" "IMP"
[1993] "RCA" "NAS" "RCA" "RCA" "IGI" "RCA" "IGI" "IMP" "RCA" "IMP" "RCA" "RCA"
[2005] "RCA" "IMP" "IGI" "IMP" "IMP" "IDA" "RCA" "RCA" "IMP" "IGI" "IMP" "RCA"
[2017] "IGI" "IEP" "IMP" "RCA" "IMP" "IBA" "RCA" "IMP" "RCA" "IMP" "RCA" "IMP"
[2029] "IMP" "NAS" "RCA" "IMP" "IEP" "IMP" "IMP" "RCA" "NAS" "IMP" "RCA" "RCA"
[2041] "RCA" "RCA" "TAS" "RCA" "RCA" "RCA" "RCA" "IDA" "IMP" "IGI" "IMP" "RCA"
[2053] "RCA" "IGI" "ISS" "RCA" "RCA" "IMP" "IGI" "RCA" "NAS" "IMP" "TAS" "RCA"
[2065] "RCA" "TAS" "IDA" "IMP" "RCA" "ISS" "RCA" "RCA" "IMP" "IGI" "NAS" "RCA"
[2077] "RCA" "RCA" "IMP" "RCA" "RCA" "IDA" "IDA" "RCA" "NAS" "RCA" "IGI" "IMP"
[2089] "NAS" "IMP" "IGI" "NAS" "RCA" "RCA" "IPI" "IMP" "RCA" "IMP" "NAS" "RCA"
[2101] "RCA" "RCA" "RCA" "RCA" "IGI" "RCA" "IMP" "IMP" "RCA" "RCA" "IMP" "IMP"
[2113] "RCA" "RCA" "RCA" "RCA" "IMP" "RCA" "RCA" "IEP" "RCA" "IGI" "RCA" "IMP"
[2125] "RCA" "IGI" "TAS" "NAS" "IGI" "RCA" "IMP" "RCA" "RCA" "RCA" "IEP" "IMP"
[2137] "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "RCA" "RCA" "RCA" "NAS" "RCA" "RCA"
[2149] "ISS" "NAS" "IGI" "IMP" "RCA" "IMP" "IMP" "IEP" "RCA" "IMP" "IDA" "IGI"
[2161] "RCA" "IGI" "RCA" "IMP" "RCA" "RCA" "RCA" "IEP" "IMP" "IMP" "IGI" "RCA"
[2173] "RCA" "IMP" "IMP" "IEP" "IEP" "RCA" "RCA" "NAS" "RCA" "IGI" "IMP" "RCA"
[2185] "RCA" "RCA" "IGI" "IGI" "RCA" "RCA" "RCA" "ISS" "RCA" "NAS" "IMP" "TAS"
[2197] "IMP" "IGI" "NAS" "IMP" "RCA" "IMP" "RCA" "IMP" "RCA" "IGI" "RCA" "RCA"
[2209] "IMP" "RCA" "RCA" "IMP" "RCA" "IMP" "RCA" "RCA" "IMP" "IGI" "RCA" "IMP"
[2221] "RCA" "IMP" "RCA" "RCA" "IGI" "RCA" "RCA" "IGI" "IMP" "IGI" "RCA" "IMP"
[2233] "IMP" "NAS" "RCA" "RCA" "IGI" "IGI" "IMP" "RCA" "IMP" "IMP" "RCA" "RCA"
[2245] "RCA" "TAS" "IGI" "IMP" "RCA" "RCA" "RCA" "RCA" "RCA" "IMP" "IGI" "IMP"
[2257] "IMP" "NAS" "RCA" "IEP" "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "IMP" "RCA"
[2269] "IMP" "IMP" "RCA" "IGI" "RCA" "IGI" "RCA" "IMP" "NAS" "RCA" "IMP" "RCA"
[2281] "RCA" "IMP" "RCA" "RCA" "IMP" "RCA" "IGI" "RCA" "IMP" "RCA" "IMP" "RCA"
[2293] "RCA" "IMP" "IMP" "RCA" "IGI" "IMP" "RCA" "RCA" "IMP" "IMP" "IMP" "RCA"
[2305] "IGI" "RCA" "IMP" "IMP" "NAS" "RCA" "RCA" "RCA" "IMP" "ISS" "IMP" "IMP"
[2317] "RCA" "RCA" "IGI" "RCA" "TAS" "IMP" "RCA" "IMP" "IMP" "RCA" "IMP" "RCA"
[2329] "IMP" "RCA" "IMP" "IMP" "RCA" "RCA" "IMP" "RCA" "IMP" "ISS" "RCA" "RCA"
[2341] "RCA" "RCA" "RCA" "NAS" "RCA" "RCA" "IMP" "IMP" "RCA" "RCA" "RCA" "IMP"
[2353] "RCA" "RCA" "RCA" "IGI" "IGI" "IMP" "IMP" "NAS" "RCA" "IMP" "RCA" "IGI"
[2365] "IMP" "RCA" "NAS" "NAS" "ISS" "RCA" "IMP" "RCA" "RCA" "RCA" "RCA" "RCA"
[2377] "RCA" "RCA" "IGI" "RCA" "RCA" "IMP" "RCA" "RCA" "IMP" "RCA" "RCA" "RCA"
[2389] "RCA" "RCA" "RCA" "RCA" "NAS" "IMP" "RCA" "NAS" "RCA" "RCA" "IMP" "RCA"
[2401] "IMP" "RCA" "IMP" "RCA" "IMP" "IMP" "IMP" "RCA" "RCA" "IDA" "TAS" "IMP"
[2413] "RCA" "RCA" "RCA" "IMP" "IGI" "RCA" "RCA" "IMP" "RCA" "RCA" "IMP" "RCA"
[2425] "RCA" "IMP" "RCA" "RCA" "RCA" "IGI" "RCA" "RCA" "IMP" "RCA" "RCA" "RCA"
[2437] "IDA" "IMP" "IMP" "RCA" "IMP" "RCA" "IMP" "IMP" "RCA" "RCA" "RCA" "IMP"
[2449] "IGI" "IGI" "RCA" "NAS" "IMP" "RCA" "IMP" "RCA" "IMP" "RCA" "RCA" "IGI"
[2461] "RCA" "RCA" "IMP" "RCA" "RCA" "IMP" "RCA" "NAS" "RCA" "IMP" "IGI" "RCA"
[2473] "IMP" "IGI" "NAS" "IMP" "RCA" "IGI" "NAS" "RCA" "RCA" "NAS" "RCA" "RCA"
[2485] "RCA" "RCA" "RCA" "RCA" "RCA" "IMP" "IMP" "RCA" "RCA" "IMP" "RCA" "IMP"
[2497] "NAS" "RCA" "RCA" "RCA" "IGI" "RCA" "RCA" "RCA" "RCA" "NAS" "NAS" "IMP"
[2509] "IMP" "IMP" "RCA" "IDA" "IMP" "IMP" "RCA" "RCA" "NAS" "ISS" "RCA" "ISS"
[2521] "IMP" "RCA" "IMP" "RCA" "RCA" "IEP" "IMP" "RCA" "RCA" "IMP" "IGI" "IMP"
[2533] "RCA" "IMP" "RCA" "RCA" "IEP" "IMP" "RCA" "NAS" "NAS" "RCA" "RCA" "IMP"
[2545] "RCA" "NAS" "RCA" "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "RCA" "RCA" "RCA"
[2557] "RCA" "RCA" "RCA" "RCA" "IEP" "NAS" "RCA" "RCA" "RCA" "IGI" "RCA" "IGI"
[2569] "RCA" "NAS" "IMP" "RCA" "NAS" "IMP" "RCA" "IEP" "RCA" "RCA" "IGI" "RCA"
[2581] "RCA" "RCA" "IMP" "IMP" "IMP" "IMP" "RCA" "RCA" "RCA" "RCA" "RCA" "IGI"
[2593] "RCA" "IMP" "RCA" "IMP" "RCA" "IMP" "RCA" "RCA" "NAS" "NAS" "RCA" "IGI"
[2605] "IMP" "ISS" "RCA" "RCA" "RCA" "RCA" "IMP" "IEP" "NAS" "NAS" "NAS" "RCA"
[2617] "IMP" "IMP" "RCA" "IMP" "IGI" "RCA" "IGI" "IMP" "NAS" "IGI" "RCA" "RCA"
[2629] "RCA" "IBA" "IMP" "IMP" "IEP" "IMP" "RCA" "IGI" "IGI" "RCA" "RCA" "IMP"
[2641] "IMP" "RCA" "IMP" "IGI" "RCA" "IMP" "RCA" "IGI" "IDA" "IMP" "RCA" "RCA"
[2653] "IDA" "IMP" "IDA" "IMP" "IDA" "IMP" "IMP" "RCA" "IGI" "IMP" "RCA" "RCA"
[2665] "IDA" "IMP" "IGI" "IGI" "ISS" "RCA" "RCA" "RCA" "IMP" "IMP" "RCA" "RCA"
[2677] "IMP" "RCA" "IMP" "RCA" "IMP" "RCA" "IGI" "IMP" "RCA" "IMP" "RCA" "RCA"
[2689] "RCA" "RCA" "RCA" "IGI" "RCA" "RCA" "RCA" "IGI" "RCA" "RCA" "RCA" "IMP"
[2701] "IGI" "NAS" "IMP" "RCA" "IMP" "RCA" "IMP" "RCA" "IMP" "IMP" "IMP" "RCA"
[2713] "RCA" "IGI" "RCA" "IMP" "RCA" "IEP" "RCA" "IMP" "IMP" "IMP" "IMP" "RCA"
[2725] "RCA" "NAS" "NAS" "RCA" "RCA" "NAS" "IEP" "IMP" "IMP" "RCA" "IMP" "RCA"
[2737] "IMP" "IMP" "RCA" "RCA" "RCA" "IEP" "RCA" "IGI" "IMP" "RCA" "IMP" "RCA"
[2749] "RCA" "IEP" "IMP" "RCA" "RCA" "IMP" "IMP" "RCA" "IGI" "IMP" "IMP" "IMP"
[2761] "IMP" "IEP" "IGI" "RCA" "RCA" "NAS" "IMP" "IGI" "IMP" "RCA" "IMP" "IGI"
[2773] "IMP" "RCA" "IMP" "IMP" "RCA" "IMP" "RCA" "IMP" "NAS" "IMP" "RCA" "IGI"
[2785] "IMP" "IMP" "IMP" "NAS" "IMP" "RCA" "IMP" "IMP" "NAS" "RCA" "RCA" "IMP"
[2797] "RCA" "IMP" "RCA" "RCA" "IMP" "IMP" "NAS" "RCA" "IMP" "RCA" "RCA" "RCA"
[2809] "RCA" "IMP" "RCA" "RCA" "IMP" "RCA" "RCA" "IMP" "IGI" "IMP" "RCA" "RCA"
[2821] "RCA" "RCA" "IMP" "RCA" "RCA" "RCA" "RCA" "RCA" "IMP" "IMP" "NAS" "RCA"
[2833] "TAS" "IMP" "RCA" "RCA" "RCA" "RCA" "IMP" "IMP" "RCA" "RCA" "NAS" "RCA"
[2845] "IDA" "RCA" "RCA" "IMP" "IMP" "IGI" "RCA" "IGI" "RCA" "IMP" "IMP" "IMP"
[2857] "IMP" "RCA" "RCA" "IGI" "RCA" "RCA" "RCA" "RCA" "RCA" "RCA" "IMP" "RCA"
[2869] "IMP" "NAS" "NAS" "IMP" "RCA" "NAS" "IGI" "IMP" "RCA" "IMP" "IMP" "IMP"
[2881] "IMP" "RCA" "RCA" "RCA" "RCA" "RCA" "IMP" "IMP" "IGI" "RCA" "IMP" "IMP"
[2893] "IMP" "IMP" "RCA" "RCA" "IGI" "IMP" "IMP" "RCA" "IMP" "RCA" "IGI" "IMP"
[2905] "IMP" "IMP" "RCA" "IMP" "RCA" "IGI" "RCA" "RCA" "ISS" "RCA" "IGI" "RCA"
[2917] "IGI" "NAS" "IMP" "RCA" "RCA" "RCA" "RCA" "RCA" "IMP" "RCA" "IGI" "IGI"
[2929] "RCA" "IMP" "NAS" "RCA" "IMP" "RCA" "IGI" "RCA" "IMP" "RCA" "IGI" "RCA"
[2941] "IGI" "NAS" "IMP" "IGI"
>
>
>
>
>
> dev.off()
null device
1
>