Kapilláris/Sanger szekvenálás¶
Bash¶
https://linuxconfig.org/bash-scripting-tutorial-for-beginners
%%bash
cp ../bioinfo/tutor/prakt20180227.ipynb ./
R¶
Magyar internetes jegyzetek:¶
Abari Kálmán (2013): http://psycho.unideb.hu/munkatarsak/abari_kalman/szamitastechnika_II/bevezetes_az_R_be_2008_04.pdf
Solymosi Norbert (2005): https://cran.r-project.org/doc/contrib/Solymosi-Rjegyzet.pdf
Tóth Dénes (2016): https://tdeenes.gitbooks.io/rintro_ma/content/
Magyar könyvek:¶
Dinya Elek, Solymosi Norbert (2016): https://www.medicina-kiado.hu/kiadvanyaink/szak-es-tankonyvek/biofizika/biometria-a-klinikumban-2-/
Reiczigel Jenő, Harnos Andrea, Solymosi Norbert (2007): http://biostatkonyv.hu/
Az R-rendszer kis-, és nagybetűérzékeny, így például az R és az r különböző objektumokat jelent. Általában minden alfabetikus szimbólum használható a kódban használt nevekben, ezek mellett a . és az _ is néhány megkötéssel. A nevek vagy .-tal vagy betűvel kezdődhetnek, ha .-tal kezdődik egy név, a második karakter nem lehet szám. Habár ékezetes betűket is használhatunk a kódokban, amennyiben hordozható kódot szeretnénk írni, akkor lehetőség szerint az objektumnevekben érdemes mellőzni az ékezetes betűket. A megjegyzéseket #-el jelöljük, az ezt követő karakterek a sor végéig megjegyzésként értelmeződnek.
Az alaputasítások kifejezések vagy értékadások lehetnek. Ha egy kifejezést értékadás nélkül adunk meg mint utasítást, akkor az R kiértékeli és megjeleníti az értékét, ami egyben el is vész.
1 + 2
Egy értékadás esetén ugyancsak kiértékeli a kifejezést, de az értékét automatikus megjelenítés nélkül eltárolja egy objektumban. Az értékadás általános szintaxisa objektum = kifejezés. Az S- és R-nyelvben eredetileg az értékadás jele a <- volt, sok esetben ma is ezt használják. Mivel ez a megoldás két billentyű-leütést igényel és eredményét tekintve nem különbözik az = jel alkalmazásához képest, a továbbiakban nem használjuk.
a = 1 + 2
a
Itt már két utasítást használtunk, az első sor elvégzi az összeadást és az értékadást, a második sor pedig kiíratja az a objektumban tárolt értéket. Fontos megjegyezni, hogy amennyiben egy változónak új értéket adunk, akkor annak a korábbi értéke törlődik és felülíródik az újjal.
a = 5
a
Függvények¶
Az R-ben létrehozott és kezelt egységeket objektumoknak nevezzük. Ezek lehetnek változók, tömbök, karakterláncok, függvények vagy ezek komplex struktúrái. Az R-rendszeren belül az objektumokon operátorokkal és függvényekkel végezhetünk különböző műveleteket. A függvények a fuggveny.neve(arg1, arg2, …) szintaxis szerint épülnek fel. A fuggveny.neve határozza meg a függvény nevét, amivel azonosítja a rendszer a meghívandó eljárás(oka)t. A zárójelek közé foglalt értékek a függvény argumentumai, amelyekkel a függvény futását állítjuk be. Általában a függvények nem minden argumentumának kell értéket adnunk, mivel a függvény rendelkezik alapértelmezett értékekkel.
Vektorok¶
A vektorokat alkothatják numerikus, szöveges, komplex vagy logikai adattípusok. Ugyanazon vektoron belül csak egyféle típus használható.
A vector()-függvénnyel létrehozhatunk különböző típusú „üres” vektorokat, numerikus vektort.
a = vector(mode = "numeric", length = 5)
a
- 0
- 0
- 0
- 0
- 0
a = vector(mode = "logical", length = 5)
a
- FALSE
- FALSE
- FALSE
- FALSE
- FALSE
a = vector(mode = "character", length = 5)
a
- ''
- ''
- ''
- ''
- ''
Ugyanezt érhetjük el egyetlen argumentum, a length megadásával, ha a numeric()-, a logical()- vagy a character()-függvényeket használjuk.
a = numeric(length = 5)
a
- 0
- 0
- 0
- 0
- 0
a = logical(length = 5)
a
- FALSE
- FALSE
- FALSE
- FALSE
- FALSE
a = character(length = 5)
a
- ''
- ''
- ''
- ''
- ''
ertekek = c(12,87,54,23)
ertekek
- 12
- 87
- 54
- 23
Az indexrendszer nagyon rugalmas és hatékony eszköz az egyes adattároló objektumok elemeinek kiolvasására, bármely adattípus esetén. Az indexeket az objektum után írt szögletes zárójellel adjuk meg. Fontos megjegyezni, hogy (több programnyelvvel ellentétben) az indexelés nem 0-ról, hanem 1-ről indul. Ha az ertekek-vektor harmadik elemét szeretnénk kiolvasni, így tehetjük meg:
ertekek[3]
Sanger szekvenálás¶
https://www.youtube.com/watch?v=ONGdehkB8jU
https://www.youtube.com/watch?v=e2G5zx-OJIw
setwd('/home/sn')
setwd('data')
getwd()
list.files()
- 'sangerF.ab1'
- 'sangerR.ab1'
# R
library(sangerseqR)
abif.F = read.abif('sangerF.ab1')
abif.R = read.abif('sangerR.ab1')
abif.F
Warning message in read.abif("sangerF.ab1"):
“unimplemented legacy type found in file”Warning message in read.abif("sangerR.ab1"):
“unimplemented legacy type found in file”
An object of class "abif" Slot "header": An object of class "abifHeader" Slot "abif": [1] "ABIF" Slot "version": [1] 101 Slot "name": [1] 74 64 69 72 Slot "number": [1] 1 Slot "elementtype": [1] 1023 Slot "elementsize": [1] 28 Slot "numelements": [1] 166 Slot "dataoffset": [1] 331824 Slot "datahandle": [1] 0 Slot "directory": An object of class "abifDirectory" Slot "name": [1] "AAct" "ABED" "ABID" "ABLt" "ABRn" "ABTp" "AEPt" "AEPt" "APFN" "APXV" [11] "APrN" "APrV" "APrX" "ARTN" "ASPF" "ASPt" "ASPt" "AVld" "AmbT" "AsyC" [21] "AsyN" "AsyV" "B1Pt" "B1Pt" "BCTS" "BcRn" "BcRs" "BcRs" "CAED" "CAID" [31] "CALt" "CARn" "CASN" "CBED" "CBID" "CBLt" "CBRn" "CBTp" "CRLn" "CRLn" [41] "CTNM" "CTOw" "CTTL" "CkSm" "CpEP" "DATA" "DATA" "DATA" "DATA" "DATA" [51] "DATA" "DATA" "DATA" "DATA" "DATA" "DATA" "DATA" "DSam" "DySN" "Dye#" [61] "DyeN" "DyeN" "DyeN" "DyeN" "DyeW" "DyeW" "DyeW" "DyeW" "EPVt" "EVNT" [71] "EVNT" "EVNT" "EVNT" "FWO_" "GTyp" "HCFG" "HCFG" "HCFG" "HCFG" "InSc" [81] "InVt" "InjN" "LANE" "LAST" "LIMS" "LNTD" "LsrP" "MCHN" "MODF" "MODL" [91] "NAVG" "NLNE" "NOIS" "P1AM" "P1RL" "P1WD" "P2AM" "P2BA" "P2RL" "PBAS" [101] "PBAS" "PCON" "PCON" "PDMF" "PDMF" "PLOC" "PLOC" "PSZE" "PTYP" "PXLB" [111] "PuSc" "PuSc" "QV20" "QV20" "QcPa" "QcRn" "QcRs" "QcRs" "RGNm" "RMXV" [121] "RMdN" "RMdV" "RMdX" "RNmF" "RPrN" "RPrV" "RUND" "RUND" "RUND" "RUND" [131] "RUNT" "RUNT" "RUNT" "RUNT" "Rate" "RevC" "RunN" "S/N%" "SCAN" "SMED" [141] "SMID" "SMLt" "SMPL" "SMRn" "SPAC" "SPAC" "SPAC" "SVER" "SVER" "SVER" [151] "SVER" "ScSt" "Scal" "Scan" "SpeN" "TUBE" "Tmpr" "TrPa" "TrSc" "TrSc" [161] "phAR" "phCH" "phDY" "phQL" "phTR" "phTR" Slot "tagnumber": [1] 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 1 [26] 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 3 4 5 [51] 6 7 8 9 10 11 12 1 1 1 1 2 3 4 1 2 3 4 1 1 2 3 4 1 1 [76] 1 2 3 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 [101] 2 1 2 1 2 1 2 1 1 1 1 2 1 2 1 1 1 2 1 1 1 1 1 1 1 [126] 1 1 2 3 4 1 2 3 4 1 1 1 1 1 1 1 1 1 1 1 2 3 1 2 3 [151] 4 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 Slot "elementtype": [1] 13 19 19 19 5 19 4 4 18 19 19 19 2 5 4 [16] 4 4 19 4 2 19 19 4 4 18 5 19 19 19 19 [31] 19 5 19 19 19 19 5 19 5 19 19 19 18 19 2 [46] 4 4 4 4 4 4 4 4 4 4 4 4 4 18 4 [61] 18 18 18 18 4 4 4 4 5 18 18 18 18 2 18 [76] 19 19 19 19 5 5 19 4 19 18 4 5 18 18 2 [91] 4 4 7 4 4 4 4 2 4 2 2 1 1 18 18 [106] 4 4 5 19 5 5 19 5 19 19 5 19 19 19 19 [121] 19 19 2 7 19 19 10 10 10 10 11 11 11 11 1024 [136] 4 19 4 5 18 19 18 18 5 7 18 7 18 18 18 [151] 18 5 7 4 19 18 5 19 5 19 7 18 18 4 4 [166] 7 Slot "elementsize": [1] 1 1 1 1 4 1 2 2 1 1 1 1 1 4 2 2 2 1 2 1 1 1 2 2 1 4 1 1 1 1 1 4 1 1 1 1 4 [38] 1 4 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 1 1 1 1 2 2 2 2 4 1 1 1 1 1 [75] 1 1 1 1 1 4 4 1 2 1 1 2 4 1 1 1 2 2 4 2 2 2 2 1 2 1 1 1 1 1 1 2 2 4 1 4 4 [112] 1 4 1 1 4 1 1 1 1 1 1 1 4 1 1 4 4 4 4 4 4 4 4 1 2 1 2 4 1 1 1 1 4 4 1 4 1 [149] 1 1 1 4 4 2 1 1 4 1 4 1 4 1 1 2 2 4 Slot "numelements": [1] 1 22 22 8 1 4 1 1 25 2 20 2 [13] 4677 1 1 1 1 6 1481 14960 9 7 1 1 [25] 27 1 1 1 22 22 3 1 10 22 22 8 [37] 1 4 1 5 11 18 9 25 1 15954 15954 15954 [49] 15954 1481 1481 1481 1481 15156 15156 15156 15156 1 2 1 [61] 5 6 6 6 1 1 1 1 1 12 12 19 [73] 19 4 5 3 5 5 63 1 1 34 1 398 [85] 37 1 1 16 17 4 1 1 4 1133 1133 1133 [97] 1133 1133 1133 1133 1133 1133 1133 23 23 1133 1133 1 [109] 8 1 1 5 1 5 255 1 1 1 29 14 [121] 17 14 3344 1 22 7 1 1 1 1 1 1 [133] 1 1 12 1 28 4 1 22 22 8 11 1 [145] 1 7 1 79 11 11 22 1 1 1 28 4 [157] 1 434 1 5 1 5 4 1 2 1 Slot "datasize": [1] 1 22 22 8 4 4 2 2 25 2 20 2 [13] 4677 4 2 2 2 6 2962 14960 9 7 2 2 [25] 27 4 1 1 22 22 3 4 10 22 22 8 [37] 4 4 4 5 11 18 9 25 1 31908 31908 31908 [49] 31908 2962 2962 2962 2962 30312 30312 30312 30312 2 2 2 [61] 5 6 6 6 2 2 2 2 4 12 12 19 [73] 19 4 5 3 5 5 63 4 4 34 2 398 [85] 37 2 4 16 17 4 2 2 16 2266 2266 2266 [97] 2266 1133 2266 1133 1133 1133 1133 23 23 2266 2266 4 [109] 8 4 4 5 4 5 255 4 1 1 29 14 [121] 17 14 3344 4 22 7 4 4 4 4 4 4 [133] 4 4 12 2 28 8 4 22 22 8 11 4 [145] 4 7 4 79 11 11 22 4 4 2 28 4 [157] 4 434 4 5 4 5 4 2 4 4 Slot "dataoffset": [1] 0 128 150 172 25 1094861568 [7] 872546304 872546304 180 838860800 315390 822083584 [13] 315410 0 65536 94306304 94306304 205 [19] 211 3173 18133 18142 92798976 92798976 [25] 18149 0 0 0 18176 18198 [31] 909377536 499 18220 18230 18252 18274 [37] 25 1128416000 907 18282 18287 18298 [43] 18316 283804 16777216 18325 50233 82141 [49] 114049 145957 148919 151881 154843 157805 [55] 188117 218429 248741 131072 22675456 262144 [61] 279053 279058 279064 279070 35389440 37224448 [67] 38993920 40304640 8500 279076 279088 279100 [73] 279119 1195463747 279138 1128595456 279143 279148 [79] 279153 6 1600 279216 458752 298558 [85] 279250 3276800 13700 279287 279303 859123760 [91] 65536 524288 279320 288361 286095 290627 [97] 295159 297425 292893 325026 327292 326159 [103] 328425 279336 279359 329558 283829 96 [109] 279382 3 24 279390 948 279395 [115] 279400 0 0 0 279655 279684 [121] 279698 279715 279729 1065353216 283073 283095 [127] 132186631 132186631 132186631 132186631 286852608 320612608 [133] 288628480 320610304 283102 0 283114 283142 [139] 15954 283150 283172 283194 325015 87 [145] 1094855483 283202 1094855483 283725 283209 283220 [151] 283231 0 1073741824 1045561344 283253 54997047 [157] 60 283281 48 283715 -1082130432 283720 [163] 56781159 6488064 -1 -1082130432 Slot "data": $AAct.1 NULL $ABED.1 [1] "2017-08-18 14:00:00.0" $ABID.1 [1] "2017-02-03 05:30:00.0" $ABLt.1 [1] "1611354" $ABRn.1 [1] 25 $ABTp.1 [1] "ABC" $AEPt.1 [1] 13314 $AEPt.2 [1] 13314 $APFN.2 [1] "BDTv3.1_PA_Protocol-POP7" $APXV.1 [1] "2" $APrN.1 [1] "3500BDTv3-KB-DeNovo" $APrV.1 [1] "1" $APrX.1 [1] "<?xml version="1.0" encoding="UTF-8" standalone="yes"?><AnalysisProtocolContainer doAnalysis="true" name="3500BDTv3-KB-DeNovo" guid="DummyGUID" version="2"><AnalysisProtocol version="1" doAnalysis="true" guid="DummyGUID" name="Basecaller"><AnalysisSettings version="1" name="BasecallerSettings"><Parameter name="BasecallerName"><value>KB.bcp</value></Parameter><Parameter name="Description"><value>This is the default analysis protocol for 3500 for BDTv3 and POP7 polymer using the KB Basecaller. Phred files will be created after user analyzes and saves samples </value></Parameter><Parameter name="MobilityFileName"><value>KB_3500_POP7_BDTv3.mob</value></Parameter><Parameter name="MatrixFileName"><value></value></Parameter><Parameter name="WriteSeqFile"><value>false</value></Parameter><Parameter name="WriteClearRange"><value>false</value></Parameter><Parameter name="WriteSCFFile"><value>false</value></Parameter><Parameter name="WritePHREDFile"><value>true</value></Parameter><Parameter name="SeqFileFormat"><value>1</value></Parameter><Parameter name="ProcessedDataProfile"><value>0.0</value></Parameter><Parameter name="NCallQvThreshold"><value>0</value></Parameter></AnalysisSettings><AnalysisSettings version="1" name="MobilitySettings"><Parameter name="MobilityFileName"><value>KB_3500_POP7_BDTv3.mob</value></Parameter><Parameter name="MobilityFileContents"><value>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</value></Parameter></AnalysisSettings><AnalysisSettings version="1" name="BasecallerParamsSettings"><Parameter name="StartPoint"><value>1439</value></Parameter><Parameter name="BaseOneLocation"><value>1416</value></Parameter><Parameter name="AverageSpacing"><value>12.135554</value></Parameter><Parameter name="StopPoint"><value>13314</value></Parameter></AnalysisSettings><AnalysisSettings version="1" name="EndBaseSettings"><Parameter name="StopAtPCRStop"><value>false</value></Parameter><Parameter name="StopAfterNumNs"><value>false</value></Parameter><Parameter name="MaxNumNs"><value>20</value></Parameter><Parameter name="StopAfterNumNsInXBases"><value>false</value></Parameter><Parameter name="NumNsPerXBaseInterval"><value>5</value></Parameter><Parameter name="XBaseInterval"><value>10</value></Parameter><Parameter name="StopAfterNumBases"><value>false</value></Parameter><Parameter name="MaxBasesToCall"><value>800</value></Parameter></AnalysisSettings><AnalysisSettings version="1" name="MixedBasesSettings"><Parameter name="CallMixedBases"><value>false</value></Parameter><Parameter name="SecondaryPeakThreshold"><value>25.0</value></Parameter></AnalysisSettings><AnalysisSettings version="1" name="ClearRangeSettings"><Parameter name="UseConfidenceRange"><value>false</value></Parameter><Parameter name="UseClearRangeThreshold"><value>true</value></Parameter><Parameter name="UseIdentificationOfNcalls"><value>false</value></Parameter><Parameter name="UseReferenceTrimming"><value>false</value></Parameter><Parameter name="FirstBase"><value>20</value></Parameter><Parameter name="UseLastBase"><value>true</value></Parameter><Parameter name="LastBase"><value>550</value></Parameter><Parameter name="BasesToTrimFrom3PrimeEnd"><value>20</value></Parameter><Parameter name="MaxLowQualityBases"><value>4</value></Parameter><Parameter name="CvThreshold"><value>20</value></Parameter><Parameter name="LowQualityWindow"><value>20</value></Parameter><Parameter name="MaxAmbiguities"><value>4</value></Parameter><Parameter name="AmbiguityWindow"><value>20</value></Parameter><Parameter name="UseM13Masking"><value>false</value></Parameter></AnalysisSettings><AnalysisSettings version="1" name="BCPSettings"><Parameter name="BCPFileName"><value>KB.bcp</value></Parameter><Parameter name="BCPFileContents"><value># 5Prime Basecaller Paramters</value></Parameter></AnalysisSettings></AnalysisProtocol></AnalysisProtocolContainer>A" $ARTN.1 [1] 0 $ASPF.1 [1] 1 $ASPt.1 [1] 1439 $ASPt.2 [1] 1439 $AVld.1 [1] "false" $AmbT.1 [1] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [25] 26 26 26 26 26 26 26 26 26 26 26 26 26 25 26 26 26 26 26 26 26 26 25 26 [49] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [73] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [97] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [121] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [145] 26 26 26 26 26 26 26 26 26 25 25 25 25 25 26 26 26 26 26 26 26 26 26 26 [169] 26 26 26 26 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 26 [193] 26 26 26 26 26 26 26 25 25 26 26 26 26 25 25 25 25 26 26 26 26 25 26 26 [217] 26 26 26 26 25 25 25 25 25 26 26 26 26 26 25 25 26 26 25 25 25 25 25 25 [241] 25 25 25 26 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [265] 25 26 26 25 25 25 25 25 25 25 25 25 25 25 25 25 26 26 25 25 25 25 25 25 [289] 25 25 26 26 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [313] 25 25 26 26 26 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [337] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [361] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [385] 25 25 26 25 25 25 25 25 25 25 25 25 25 25 25 25 26 26 26 25 25 25 25 25 [409] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [433] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [457] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [481] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [505] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [529] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [553] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [577] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [601] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [625] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [649] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [673] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [697] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [721] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [745] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [769] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [793] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [817] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [841] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [865] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [889] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [913] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [937] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [961] 25 25 25 25 25 25 25 25 25 25 25 25 26 25 25 25 25 25 25 25 25 25 25 25 [985] 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [1009] 25 25 25 25 25 25 25 26 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 25 [1033] 26 25 25 25 25 25 25 26 26 26 25 25 25 25 25 25 26 26 25 25 25 25 26 26 [1057] 25 25 26 26 25 25 26 26 26 26 26 26 26 25 26 26 26 26 26 26 26 26 26 26 [1081] 26 26 25 25 25 26 26 26 26 26 26 26 25 26 26 25 25 25 25 25 25 25 25 25 [1105] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1129] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1153] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1177] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1201] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1225] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1249] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1273] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1297] 26 26 26 25 25 25 26 25 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1321] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1345] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1369] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1393] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1417] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1441] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 [1465] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 $AsyC.1 [1] "<?xml version="1.0" encoding="UTF-8"?> <assay name="SZBK_BDx" version="v1.0.0" userName="" comments="" created="1335262495762" createUserName="" modified="1335262491969" modifyUserName="" uuid="84a6793e-6e37-45a6-a06b-0c4216b33a7d" securityID="" immutable="false" systemOwned="false" locked="false" validated="false" checksum="0x23488DB92C6C221627254E3D811BEB16" rgb="0;0;255" auditActive="0" applicationType="Sequencing"><assay-parameter><instrument-protocol-contents><instrument-protocol-content parserID="com.apldbio.ce.mdc.da.instrumentprotocol.InstrumentProtocolDAO" listingOrder="0"><instrument-protocol name="BDxStdSeq50_POP7_6sec" version="v1.0.0" userName="" comments="" created="1335262428001" createUserName="" modified="1335262412126" modifyUserName="" uuid="523b36b0-52c9-466b-8db3-93896c708904" securityID="" immutable="false" systemOwned="false" locked="false" validated="false" checksum="" rgb="0;0;0" auditActive="0" template="false"><instrument-protocol-parameter><parameter name="applicationType">Sequencing</parameter><parameter name="subApplicationType"></parameter><parameter name="polymer">POP7</parameter><parameter name="arrayLength">50</parameter><parameter name="numCaps">8</parameter><run-module parserID="com.apldbio.ce.mdc.da.runmodule.RunModuleDAO"><runmodule name="BDxStdSeq50_POP7" version="TestVersion 1" userName="" comments="" created="1242425799441" createUserName="" modified="1242425799441" modifyUserName="" uuid="4694c718-279d-4912-bcb6-068b00afd951" securityID="" immutable="false" systemOwned="false" locked="false" validated="false" checksum="" rgb="0;0;0" auditActive="0"><runModuleParameters><parameter name="RunModuleComment">// BDxStdSeq50_POP7 module edited 12/22/08// Standard Sequencing module for Big Dye Exterminator -- 8 capillary////</parameter><parameter name="RunModuleClassification">REGULAR</parameter><parameter name="RunModuleChemistry"/><run-parameter name="DC_RunModule_Comment">DC_RunModule_Comment;BDxStdSeq50_POP7 module edited 12/22/08;List.;STRING;nk;nk;Run Module Comment;false</run-parameter><run-parameter name="Oven_Temperature">Oven_Temperature;60;Deg. C;INTEGER;18;65;Oven Temperature throughout the run;true</run-parameter><run-parameter name="Temperature_Tolerance">Temperature_Tolerance;3;Deg. C;INTEGER;0;50;Tolerance of the temperature that the system will use during its wait for temperature state;false</run-parameter><run-parameter name="Oven_Wait_Time">Oven_Wait_Time;1800;sec.;INTEGER;1;1800;Timeout for oven wait for temperature;false</run-parameter><run-parameter name="Array_Heater_Temperature">Array_Heater_Temperature;50;Deg. C;FLOAT;30.0;50.0;Detection cell heater temperature setting;false</run-parameter><run-parameter name="Poly_Fill_Vol">Poly_Fill_Vol;3000;steps;INTEGER;1000;4600;We recommend that you do not change this value unless advised otherwise by Applied Biosystems support personnel;true</run-parameter><run-parameter name="Cap_Fill_Vol">Cap_Fill_Vol;1195;steps;INTEGER;1;4600;Number of steps to pump during capillary fill;false</run-parameter><run-parameter name="DC_Cap8_EPS_ARC_SELF">DC_Cap8_EPS_ARC_SELF;4;uAmps;INTEGER;1;1000;Arc current self test for 8 cap array;false</run-parameter><run-parameter name="Max_Current">Max_Current;425;uAmps;INTEGER;1;500;Power supply current limit;false</run-parameter><run-parameter name="Current_Stability">Current_Stability;20.1;uAmps;FLOAT;0;1000;Max Current Variance for EP;true</run-parameter><run-parameter name="Voltage_Tolerance">Voltage_Tolerance;0.6;kVolts;FLOAT;0.0;5.0;Power supply voltage tolerance;false</run-parameter><run-parameter name="PreRun_Voltage">PreRun_Voltage;15;kVolts;FLOAT;0;18;Pre-Run Voltage;true</run-parameter><run-parameter name="Pre_Run_Time">DC_PreRun_Time;180;sec.;INTEGER;1;1000;Length of Pre-Run;true</run-parameter><run-parameter name="Injection_Voltage">Injection_Voltage;1.6;kVolts;FLOAT;1;15;Injection Voltage;true</run-parameter><run-parameter name="Injection_Time">DC_Injection_Time;6;sec.;INTEGER;1;600;Injection Time;true</run-parameter><run-parameter name="Injection_Depth_Offset">Injection_Depth_Offset;-450;steps;INTEGER;-500;500;Injection Depth Offset;false</run-parameter><run-parameter name="Voltage_Number_Of_Steps">Voltage_Number_Of_Steps;40;nk;INTEGER;1;100;We recommend that you do not change this value unless advised otherwise by Applied Biosystems support personnel;true</run-parameter><run-parameter name="Voltage_Step_Interval">Voltage_Step_Interval;15;sec;INTEGER;1;60;We recommend that you do not change this value unless advised otherwise by Applied Biosystems support personnel;true</run-parameter><run-parameter name="Voltage_Ramp_Wait">Voltage_Ramp_Wait;600;sec;INTEGER;1;1000;We recommend that you do not change this value unless advised otherwise by Applied Biosystems support personnel;false</run-parameter><run-parameter name="Data_Delay_Time">DC_Data_Delay;480;sec.;INTEGER;1;3600;Time delay before beginning data collection;true</run-parameter><run-parameter name="Run_Voltage">Run_Voltage;8.5;kVolts;FLOAT;0;19.5;Separation (run) Voltage.;true</run-parameter><run-parameter name="Run_Time">DC_Run_Time;5760;sec.;INTEGER;300;14000;Separation (run) Time;true</run-parameter><run-parameter name="First_ReadOut_Time">First_ReadOut_Time;180;msec.;INTEGER;100;5000;Sampling rate in milliseconds coming from the camera;false</run-parameter><run-parameter name="Second_ReadOut_Time">Second_ReadOut_Time;180;msec.;INTEGER;100;5000;Sampling rate in milliseconds coming from the camera;false</run-parameter><run-parameter name="Exposure_Time">Exposure_Time;0;msec.;INTEGER;0;5000;CCD exposure time = integration time in milliseconds;false</run-parameter><run-parameter name="DC_RS_Plate_Type">DC_RS_Plate_Type;$DC_RS_Plate_Type;List.;STRING;nk;nk;Plate type indicator;false</run-parameter><run-parameter name="DC_RS_CSData">DC_RS_CSData;$DC_RS_CSData;List;STRING;nk;nk;Capillary mapping;false</run-parameter><run-parameter name="DC_RS_Binning_Pattern">DC_RS_Binning_Pattern;;pixels;STRING;;;spectral binning pattern;false</run-parameter><run-parameter name="DC_Scale_Divisor">DC_Scale_Divisor;2.0;;FLOAT;;;scale divisor;false</run-parameter><run-parameter name="DC_Down_Sample">DC_Down_Sample;2;;INTEGER;;;number of frames to average;false</run-parameter><run-parameter name="DC_Laser_Power_Setting">DC_Laser_Power_Setting;13.70;mWatts;FLOAT;;;laser power setting;false</run-parameter><parameter name="RunModuleCommandText">////SYSTem:MESSage "$DC_RunModule_Comment"////////Turning Laser On//SYSTem:MESSage "Turning Laser On."LAS:POW:SETT $DC_Laser_Power_SettingLAS:POW:TOL 1.0LAS On//////Turning Zohana On//SYSTem:MESSage "Turning Detection Heater On."DETH:TEMP:TOL 3.0DETH:TEMP:SETT $Array_Heater_TemperatureDETH On//////Turning Oven On//SYSTem:MESSage "Setting Oven Temperature."OVEN:TEMP:TOL $Temperature_ToleranceOVEN:TEMP:SETT $Oven_TemperatureOVEN On//////Initializing Autosampler//SYSTem:MESSage "Initializing Autosampler."STR Initialize////Filling Polymer Pump//SYSTem:MESSage "Loading Waste Tray."STR:ROB:MOV:LOAD WasteFLU:POLY:PRES Up 0.34 50FLU:POLY:PRES Down 0.21 200SYSTem:MESSage "Filling Polymer Pump"FLU:POLY:FILL $Poly_Fill_Vol////Waiting for Oven to Stabilize at Run Temperature//SYSTem:MESSage "Waiting for Oven to Stabilize at Run Temperature"OVEN:SYNC $Oven_Wait_Time////Waiting for Detection Heater to Stabilize at Run Temperature//SYSTem:MESSage "Waiting for Detection Heater to Stabilize at Run Temperature"DETH:SYNC 1800////Waiting for Laser to Stabilize at Power Setting//SYSTem:MESSage "Waiting for Laser to Stabilize at Power Setting"LAS:SYNC 600////Filling Array//SYSTem:MESSage "Filling Array with Polymer."FLU:CAP:FILL:THRE 1000FLU:CAP:FILL $Cap_Fill_Vol////POP Injection//SYSTem:MESSage "POP Injection."STR:ROB:ZOFF $Injection_Depth_OffsetSTR:CSO $DC_RS_CSDataSTR:ROB:MOV:LOAD $DC_RS_Plate_TypeSYST:WAIT 5FLU:CAP:FILL:THRE 1000FLU:CAP:FILL 560SYST:WAIT 5STR:ROB:ZOFF 0////Rinsing Capillaries//SYSTem:MESSage "Rinsing Capillary Tips."STR:ROB:MOV:LOAD WaterSYST:WAIT 5//SYSTem:MESSage "Loading Buffer Tray."STR:ROB:MOV:LOAD BufferSYST:WAIT 3////Bubble Check//SYSTem:MESSage "Testing for Normal Current."EPS:CURR:LIM $Max_CurrentEPS:CURR:ARC:THRE $Current_StabilityEPS:VOLT:SETT 2.0EPS OnSYST:WAIT 2EPS:CURR:ARC:SELF $DC_Cap8_EPS_ARC_SELFEPS Off////Pre Run//SYSTem:MESSage "PreRun"EPS:VOLT:TOL $Voltage_ToleranceEPS:VOLT:SETT $PreRun_VoltageEPS OnEPS:SYNC 10SYST:WAIT $DC_PreRun_TimeEPS OffSYST:WAIT 3//////Rinse Capillaries//SYSTem:MESSage "Rinsing Capillary Tips."STR:ROB:MOV:LOAD WaterSYST:WAIT 3//// Sample injection//SYSTem:MESSage "Sample Injection."STR:ROB:ZOFF $Injection_Depth_OffsetSTR:CSO $DC_RS_CSDataSTR:ROB:MOV:LOAD $DC_RS_Plate_TypeSYST:WAIT 15EPS:VOLT:SETT $Injection_VoltageEPS OnSYST:WAIT $DC_Injection_TimeEPS OffEPS:VOLT:SETT 0.0SYST:WAIT 1STR:ROB:ZOFF 0////Rinsing Capillaries//SYSTem:MESSage "Rinsing Capillary Tips."STR:ROB:MOV:LOAD WaterSYST:WAIT 3////Starting Electrophoresis//SYSTem:MESSage "Loading Buffer Tray."STR:ROB:MOV:LOAD BufferSYST:WAIT 3SYSTem:MESSage "Ramping Cycle."EPS:VOLT:TOL $Voltage_ToleranceEPS:VOLT:SQRR $Run_Voltage $Voltage_Number_Of_Steps $Voltage_Step_IntervalEPS OnSYST:WAIT $Voltage_Ramp_WaitEPS:SYNC 10////Data Delay//SYSTem:MESSage "Waiting for Data."SYST:WAIT $DC_Data_Delay////CCD beginning data read//CAM:SHUT AutoDAT:SRAT $First_ReadOut_Time $Second_ReadOut_TimeDAT:MODe BinningSYSTem:MESSage "Starting Data Collection."DAT:COLL StartSYST:WAIT $DC_Run_TimeSYSTem:MESSage "Stop Data Collection."DAT:COLL StopEPS OffEPS:VOLT:SETT 0.0SYST:WAIT 1//LAS Off//DETH Off//OVEN Off//////End Of Module</parameter></runModuleParameters></runmodule></run-module><dye-set parserID="com.apldbio.ce.mdc.da.dyeset.DyeSetDAO"><dyeset name="Z" version="Version 1" userName="ABI" comments="" created="1197405322760" createUserName="ABI" modified="1197405322760" modifyUserName="ABI" uuid="186efe74-40fd-4322-8ba0-161ae8d3337e" securityID="" immutable="true" systemOwned="true" locked="true" validated="false" checksum="0xD17AE4840E34B762B74653D40169D998" rgb="0;0;0" auditActive="0" template="false"><dyeSetParameters><parameter name="DyeSetNumDyes">4</parameter><parameter name="Binning">[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20;0,0,12,24,36,48,60,72,84,96,108,120,132,144,156,168,180,192,204,216,228;0,11,23,35,47,59,71,83,95,107,119,131,143,155,167,179,191,203,215,227,239]</parameter><parameter name="WavelengthsCalibrated">[100.0,200.0,300.0,400.0]</parameter><parameter name="WavelengthsReduced">[100.0,200.0,300.0,400.0]</parameter><parameter name="SpatialBin">3</parameter><parameter name="Originator">AppliedBiosystems</parameter><parameter name="ConditionNumberMin">1.0</parameter><parameter name="ConditionNumberMax">5.5</parameter><parameter name="QValueMin">0.95</parameter><parameter name="QValueMax">0.99</parameter><parameter name="Notes">Applied Biosystems</parameter><parameter name="Dyes">[Dye1;540;1, Dye2;568;2, Dye3;595;3, Dye4;615;4]</parameter><parameter name="Polymers">[POP4, POP6, POP7]</parameter><parameter name="ArrayLengths">[36, 50]</parameter><parameter name="Chemistries">[matrixStandard, sequenceStandard]</parameter></dyeSetParameters></dyeset></dye-set></instrument-protocol-parameter></instrument-protocol></instrument-protocol-content></instrument-protocol-contents><primary-analysis-protocol parserID="com.apldbio.ce.pa.sequencing.da.BasecallProtocolDAO"><basecall-protocol name="BDTv3.1_PA_Protocol-POP7" version="KB 1.4.1" userName="Administrator" comments="" created="1232386116212" createUserName="Administrator" modified="1232386140355" modifyUserName="Administrator" uuid="1438125e-90c6-4092-bfdb-df68d4b5b01d" securityID="" immutable="true" systemOwned="true" locked="true" validated="false" checksum="0xDDB2367BCFB85CA4A024F2BE5E99369C" rgb="0;0;0" auditActive="1"><basecallParameter><analysisSettings><parameterMap><parameter name="NumNsPerXBaseInterval">5</parameter><parameter name="SecondaryPeakThreshold">25.0</parameter><parameter name="MobilityFileName">KB_3500_POP7_BDTv3.mob</parameter><parameter name="BCPFileName">KB.bcp</parameter><parameter name="StopAfterNumNsInXBases">false</parameter><parameter name="NCallQvThreshold">0</parameter><parameter name="StartPoint">0</parameter><parameter name="StopAfterNumBases">false</parameter><parameter name="OverwriteSampleMobFile">true</parameter><parameter name="StopAfterNumNs">false</parameter><parameter name="StopAtPCRStop">true</parameter><parameter name="MaxNumNs">20</parameter><parameter name="AssignNBase">false</parameter><parameter name="XBaseInterval">10</parameter><parameter name="StopPoint">0</parameter><parameter name="BaseOneLocation">0</parameter><parameter name="ProcessedDataProfile">0.0</parameter><parameter name="MaxBasesToCall">800</parameter><parameter name="CallMixedBases">true</parameter><parameter name="AverageSpacing">0.0</parameter></parameterMap></analysisSettings></basecallParameter><basecallFlagSetting><flagSettings><settingMap><setting name="TraceScore">30,15</setting><setting name="ContiguousReadLength">300,100</setting><setting name="QV20+">300, 100</setting><setting name="PupScore">8,4</setting></settingMap></flagSettings></basecallFlagSetting><trimParameter><analysisSettings><parameterMap><parameter name="MaxAmbiguities3PrimeEnd">3</parameter><parameter name="UseClearRangeThreshold">true</parameter><parameter name="UseLastBase">true</parameter><parameter name="MaxLowQualityBases3PrimeEnd">4</parameter><parameter name="UseIdentificationOfNcalls5PrimeEnd">true</parameter><parameter name="UseFirstBase">true</parameter><parameter name="UseClearRangeThreshold5PrimeEnd">true</parameter><parameter name="AmbiguityWindow5PrimeEnd">20</parameter><parameter name="LastBase">550</parameter><parameter name="MaxAmbiguities5PrimeEnd">3</parameter><parameter name="UseClearRangeThreshold3PrimeEnd">true</parameter><parameter name="LowQualityWindow5PrimeEnd">20</parameter><parameter name="UseIdentificationOfNcalls">false</parameter><parameter name="LowQualityWindow3PrimeEnd">20</parameter><parameter name="FirstBase">20</parameter><parameter name="CvThreshold5PrimeEnd">20</parameter><parameter name="CvThreshold3PrimeEnd">20</parameter><parameter name="UseConfidenceRange">false</parameter><parameter name="UseIdentificationOfNcalls3PrimeEnd">true</parameter><parameter name="MaxLowQualityBases5PrimeEnd">4</parameter><parameter name="BasesToTrimFrom3PrimeEnd">30</parameter><parameter name="AmbiguityWindow3PrimeEnd">20</parameter></parameterMap></analysisSettings></trimParameter></basecall-protocol></primary-analysis-protocol></assay-parameter></assay>S" $AsyN.1 [1] "SZBK_BDx" $AsyV.1 [1] "v1.0.0" $B1Pt.1 [1] 1416 $B1Pt.2 [1] 1416 $BCTS.1 [1] "2017-02-28 09:11:20 +01:00" $BcRn.1 [1] 0 $BcRs.1 [1] "" $BcRs.2 [1] "" $CAED.1 [1] "2016-06-10 14:00:00.0" $CAID.1 [1] "2016-09-01 15:54:00.0" $CALt.1 [1] "64" $CARn.1 [1] 499 $CASN.1 [1] "L515E6409" $CBED.1 [1] "2017-09-02 14:00:00.0" $CBID.1 [1] "2017-02-03 05:30:00.0" $CBLt.1 [1] "1611400" $CBRn.1 [1] 25 $CBTp.1 [1] "CBC" $CRLn.1 [1] 907 $CRLn.2 [1] "pass" $CTNM.1 [1] "20170227_1" $CTOw.1 [1] "boka_farkas_zenke" $CTTL.1 [1] "Comment:" $CkSm.1 [1] "XszEgZm0cKvyfhpDqrZR0Q==" $CpEP.1 [1] "" $DATA.1 [1] -1 0 0 -3 -7 -1 -2 -1 1 -4 0 -1 -3 -6 -2 0 -3 -7 [19] -4 -1 -7 -7 -5 -6 -1 -10 -2 -5 -7 -6 -6 -10 -3 -4 -5 -5 [37] -5 -7 -7 -5 -2 -4 -10 -3 -6 -6 -6 -4 -3 -4 -11 -5 -3 -9 [55] -11 -4 -12 -9 -8 -8 -6 -6 -6 -4 -6 -9 -4 -8 -6 -2 -4 -8 [73] -8 -11 -8 -8 -2 -7 -5 -8 -6 -4 -11 -4 -8 -9 -3 -8 -7 -11 [91] -8 -9 -9 -14 -9 -9 -8 -13 -13 -7 -9 -6 -16 -6 -15 -5 -13 -6 [109] -9 -12 -11 -10 -6 -10 -13 -12 -12 -9 -12 -8 -10 -8 -4 -11 -9 -11 [127] -9 -11 -13 -9 -11 -11 -11 -13 -13 -10 -15 -11 -12 -16 -10 -9 -11 -13 [145] -11 -14 -12 -9 -10 -14 -8 -8 -19 -14 -13 -16 -11 -13 -15 -14 -9 -12 [163] -12 -10 -18 -9 -11 -10 -11 -11 -7 -13 -17 -19 -8 -15 -13 -12 -10 -13 [181] -9 -12 -11 -12 -13 -14 -11 -13 -14 -13 -13 -13 -17 -11 -12 -16 -12 -10 [199] -14 -13 -14 -15 -13 -16 -14 -14 -16 -9 -10 -10 -15 -9 -10 -18 -13 -15 [217] -15 -17 -11 -13 -13 -13 -10 -14 -14 -12 -10 -13 -13 -12 -15 -14 -12 -20 [235] -19 -17 -17 -13 -15 -15 -17 -14 -15 -15 -13 -12 -16 -14 -16 -16 -16 -14 [253] -12 -17 -14 -18 -19 -12 -16 -16 -12 -18 -11 -14 -12 -13 -15 -12 -18 -15 [271] -13 -11 -17 -13 -19 -15 -20 -15 -11 -19 -15 -14 -18 -12 -20 -12 -18 -16 [289] -18 -18 -15 -14 -16 -17 -16 -14 -22 -20 -18 -16 -12 -15 -20 -17 -16 -18 [307] -21 -17 -15 -16 -22 -15 -20 -21 -20 -21 -16 -23 -13 -15 -20 -19 -16 -16 [325] -19 -19 -21 -17 -22 -18 -20 -19 -22 -19 -12 -15 -17 -17 -19 -19 -17 -18 [343] -20 -19 -21 -18 -21 -18 -18 -21 -16 -19 -23 -18 -19 -13 -21 -16 -16 -19 [361] -20 -21 -20 -16 -20 -21 -20 -20 -21 -19 -19 -22 -19 -20 -19 -20 -21 -21 [379] -18 -21 -22 -21 -21 -22 -22 -17 -21 -24 -17 -17 -23 -17 -20 -15 -18 -22 [397] -19 -21 -16 -21 -15 -18 -23 -23 -25 -24 -20 -20 -19 -24 -23 -16 -21 -19 [415] -20 -17 -22 -17 -17 -19 -20 -21 -17 -22 -21 -23 -22 -25 -23 -22 -17 -19 [433] -22 -21 -22 -23 -19 -18 -22 -23 -24 -21 -24 -25 -21 -27 -18 -20 -23 -18 [451] -23 -24 -22 -18 -20 -19 -22 -23 -21 -21 -24 -20 -21 -22 -22 -19 -24 -22 [469] -22 -19 -22 -17 -18 -24 -28 -21 -18 -26 -23 -20 -23 -21 -20 -17 -20 -19 [487] -24 -23 -22 -22 -26 -21 -25 -23 -23 -21 -19 -20 -25 -25 -22 -22 -29 -26 [505] -27 -20 -25 -25 -24 -26 -23 -26 -27 -22 -26 -21 -25 -22 -26 -20 -24 -21 [523] -22 -21 -29 -24 -23 -27 -20 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847 847 847 [1205] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1219] 847 847 847 847 847 847 846 847 847 847 847 847 847 847 [1233] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1247] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1261] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1275] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1289] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1303] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1317] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1331] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1345] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1359] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1373] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1387] 847 847 847 847 847 847 847 847 846 847 847 847 847 847 [1401] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1415] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1429] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1443] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1457] 847 847 847 847 847 847 847 847 847 847 847 847 847 847 [1471] 847 847 847 847 847 847 847 847 847 847 847 $DATA.6 [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 [19] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 [37] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 [55] 0 0 0 0 0 0 0 0 0 0 108 109 109 109 109 108 108 108 [73] 108 108 107 107 107 107 107 106 106 106 106 106 105 105 105 104 104 104 [91] 104 104 103 103 103 103 103 102 102 102 102 1 0 0 0 0 0 0 [109] 10 0 0 0 0 0 0 8 8 8 12 12 12 15 15 15 17 17 [127] 17 19 19 19 21 21 21 23 23 23 24 24 24 26 26 26 27 27 [145] 27 29 29 29 30 30 30 31 31 31 32 32 32 33 33 33 34 34 [163] 34 35 35 35 36 36 36 37 37 37 38 38 38 38 39 39 39 40 [181] 40 40 41 41 41 42 42 42 42 42 42 43 43 43 44 44 44 45 [199] 45 44 45 45 45 46 46 46 47 47 47 47 47 47 48 48 48 49 [217] 49 49 49 49 49 50 50 50 50 50 50 51 51 51 51 51 51 52 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75 82 92 104 117 128 136 141 144 148 154 163 176 [14715] 190 204 215 224 231 236 240 244 249 255 262 269 278 288 [14729] 298 310 322 333 344 355 365 374 382 390 397 405 414 425 [14743] 439 455 472 489 503 513 520 526 533 544 561 580 601 619 [14757] 632 641 645 650 656 665 676 688 698 704 705 705 704 705 [14771] 710 718 728 738 747 754 759 765 770 775 780 783 783 778 [14785] 770 759 747 737 730 726 725 726 727 726 724 720 712 702 [14799] 690 676 664 652 642 635 629 624 619 612 604 593 579 563 [14813] 545 528 511 498 489 482 477 472 465 455 442 426 408 390 [14827] 371 354 340 330 325 324 324 323 317 306 290 270 250 232 [14841] 217 204 194 183 173 161 150 139 129 121 115 111 107 105 [14855] 104 104 103 100 95 88 79 69 60 52 47 44 43 44 [14869] 47 50 53 56 58 59 59 57 54 50 46 41 37 34 [14883] 31 31 31 33 33 33 30 27 23 21 22 27 33 41 [14897] 48 53 55 55 54 53 53 53 53 55 56 58 59 62 [14911] 64 66 68 68 69 69 71 74 79 85 92 97 100 101 [14925] 101 101 104 109 119 130 143 155 164 171 177 181 185 190 [14939] 196 203 211 218 226 233 239 246 253 259 266 272 278 283 [14953] 287 289 289 289 290 294 301 310 321 331 337 339 336 331 [14967] 326 323 324 330 338 347 354 357 357 354 351 350 352 356 [14981] 363 370 375 379 380 379 376 373 370 366 361 357 352 350 [14995] 351 354 360 367 372 374 371 366 359 353 352 354 360 369 [15009] 376 381 382 378 372 365 361 360 363 368 374 379 382 380 [15023] 376 370 364 360 358 359 362 364 365 363 358 350 341 334 [15037] 330 330 334 341 347 351 351 346 339 330 321 314 309 306 [15051] 304 301 297 290 281 271 259 249 240 233 228 224 219 213 [15065] 206 196 185 174 163 154 147 142 138 135 131 125 118 109 [15079] 100 92 87 84 85 87 90 91 90 86 78 70 61 55 [15093] 51 50 50 51 51 50 47 43 39 34 30 26 21 17 [15107] 12 7 4 1 0 0 0 0 0 0 2 5 10 14 [15121] 18 19 19 16 13 11 10 10 13 15 18 19 18 16 [15135] 12 8 5 2 0 0 0 0 0 0 0 0 0 0 [15149] 0 1 5 10 14 16 18 19 $DSam.1 [1] 2 $DySN.1 [1] "Z" $`Dye#.1` [1] 4 $DyeN.1 [1] "Dye1" $DyeN.2 [1] " Dye2" $DyeN.3 [1] " Dye3" $DyeN.4 [1] " Dye4" $DyeW.1 [1] 540 $DyeW.2 [1] 568 $DyeW.3 [1] 595 $DyeW.4 [1] 615 $EPVt.1 [1] 8500 $EVNT.1 [1] "Run Started" $EVNT.2 [1] "Run Stopped" $EVNT.3 [1] "Collection Started" $EVNT.4 [1] "Collection Stopped" $FWO_.1 [1] "GATC" $GTyp.1 [1] "POP7" $HCFG.1 [1] "CE" $HCFG.2 [1] "35XX" $HCFG.3 [1] "3500" $HCFG.4 [1] "UnitID=9;CPUBoard=UCPU-110;ArraySize=8;SerialNumber=24149-151;" $InSc.1 [1] 6 $InVt.1 [1] 1600 $InjN.1 [1] "Injection 2017-02-07-04-57-36-402" $LANE.1 [1] 7 $LAST.1 [1] "BCPFileName=KB.bcp;AnalyzerVersion=KB 1.4.1.8;MobilityFileName=KB_3500_POP7_BDTv3.mob;StartPoint=1439;BaseOneLocation=1416;StopPoint=13314;StopAtPCRStop=0;AverageSpacing=12.1356;ProcessedDataProfile=0;StopAfterNumBases=0;MaxBasesToCall=800;CallMixedBases=0;SecondaryPeakThreshold=25;NCallQvThreshold=0;StopAfterNumNs=0;MaxNumNs=20;StopAfterNumNsInXBases=0;NumNsPerXBaseInterval=5;XBaseInterval=10;" $LIMS.1 [1] "f8f649fb-8280-46ef-98ab-54f594408b23" $LNTD.1 [1] 50 $LsrP.1 [1] 13700 $MCHN.1 [1] "3500 Instrument" $MODF.1 [1] "BDxStdSeq50_POP7" $MODL.1 [1] "3500" $NAVG.1 [1] 1 $NLNE.1 [1] 8 $NOIS.1 [1] -1.557423e-31 2.808476e-06 -1.250780e+08 6.236173e-04 $P1AM.1 [1] 146 350 540 311 524 524 382 379 461 403 553 677 894 372 [15] 554 533 889 1267 527 543 616 757 1016 741 997 1032 866 2113 [29] 681 934 840 739 1045 1140 1359 426 1412 996 1153 822 879 793 [43] 1386 870 844 1157 1180 2378 775 975 1038 809 848 892 759 1016 [57] 2157 889 973 857 831 1708 697 2266 881 814 804 794 1203 624 [71] 874 823 711 760 938 1081 1043 1442 847 1165 1177 1003 878 621 [85] 698 798 1088 1415 1463 963 1092 1292 995 1109 1435 990 1372 1322 [99] 891 1231 745 849 1168 1103 1155 818 1347 1018 654 997 986 747 [113] 988 1119 1085 688 807 1126 1912 681 1386 944 902 1122 979 810 [127] 1169 1194 869 1055 1286 1098 1013 1032 958 865 870 1816 1102 957 [141] 728 1154 1187 1013 997 628 763 807 701 1526 648 715 1079 1042 [155] 866 1623 1294 690 1118 1168 1067 1236 1249 1306 902 1167 1161 654 [169] 463 1629 968 689 1051 732 1078 1145 988 1092 853 931 1215 838 [183] 888 741 634 1038 934 1236 673 819 1090 1000 933 911 1240 1493 [197] 1018 1394 1332 1302 951 1071 1227 1137 1197 1146 702 768 922 1078 [211] 877 420 1947 840 794 1278 1362 897 1171 644 959 1035 1559 1414 [225] 1329 844 1044 1182 670 902 1759 1221 933 905 1219 836 782 1243 [239] 680 375 785 1092 960 802 988 1772 902 930 937 710 752 664 [253] 728 843 941 619 782 984 1602 692 1034 1223 800 1302 643 962 [267] 498 844 1639 668 621 1311 1554 1420 1281 874 828 1222 1299 1649 [281] 1530 1584 1510 1216 1096 786 1270 1923 1472 1487 1314 1604 988 786 [295] 810 1373 1154 1311 896 1305 1369 1834 547 1185 795 1230 1137 500 [309] 329 745 982 905 949 1183 1065 577 1062 878 633 1053 853 1424 [323] 2058 492 1342 767 1138 1051 1101 668 1360 913 1004 1103 839 820 [337] 1767 478 857 951 916 1545 1114 761 1008 1313 1765 679 1169 355 [351] 874 1182 1472 1374 1302 988 1087 1145 1102 614 841 1249 1812 1007 [365] 617 1160 1234 937 1182 1625 1038 671 915 986 1093 1303 1003 983 [379] 1228 729 972 1090 874 925 2189 832 695 998 986 701 967 891 [393] 956 2216 1018 646 775 903 1030 1103 880 799 1316 952 1035 791 [407] 952 1233 1247 1003 824 2395 951 711 1102 809 906 812 768 1322 [421] 1421 717 898 1095 1221 1087 1022 947 1423 1029 1022 1583 698 1102 [435] 960 1020 763 574 1850 638 926 1054 1166 1055 1004 892 894 1000 [449] 945 1080 1082 1205 879 1314 1332 1259 1208 1353 1039 1104 1106 1138 [463] 1225 1179 1468 1285 935 980 1073 1083 1147 1001 687 754 928 1221 [477] 1040 1000 1040 1079 940 1008 955 816 943 739 1086 1407 1272 1135 [491] 960 1189 983 805 803 869 650 1053 1191 1190 1350 1147 958 1105 [505] 1062 959 1249 370 1320 882 1051 1066 968 1298 814 797 1393 893 [519] 901 921 857 1115 1393 1083 1153 1034 1204 1244 1087 979 858 1349 [533] 970 1052 1240 662 767 899 1516 989 986 1041 750 637 1078 1227 [547] 1480 1114 736 1000 1453 1102 1042 1302 960 843 866 998 991 777 [561] 1417 1019 565 981 1291 818 1004 1053 1244 1046 1055 1062 1023 587 [575] 1289 1036 754 1105 1155 1130 2296 1313 740 981 1201 1098 974 1009 [589] 1346 1672 948 718 1087 1204 978 886 808 897 1024 719 1551 466 [603] 751 1104 995 1256 972 2268 842 1252 383 935 1337 995 1729 685 [617] 917 932 1195 1155 1119 648 705 691 877 871 648 1116 1636 689 [631] 885 861 1268 1252 1351 750 784 1263 1118 1846 938 958 880 1363 [645] 371 1235 1066 1108 2305 476 955 1328 902 1149 1177 1012 1827 1270 [659] 958 1121 1196 985 565 1080 1285 1243 841 820 788 1099 1040 917 [673] 851 513 1212 893 1054 971 1911 1098 807 1233 988 1006 828 577 [687] 921 1379 1076 1314 1245 967 1049 2104 851 1057 1065 900 975 1368 [701] 1313 1089 1051 714 755 899 1467 328 1470 883 1072 1157 1349 935 [715] 999 1024 636 1180 1705 913 528 720 702 1107 694 1137 1255 1008 [729] 639 1013 661 1167 1010 869 1049 1058 917 773 1329 2226 858 871 [743] 1256 879 1051 947 932 1250 1068 1251 1312 1190 473 1110 1331 1091 [757] 1322 887 835 834 842 773 611 1350 1709 750 1203 1160 893 935 [771] 707 1522 1650 672 806 995 458 1836 746 1190 1101 1081 860 594 [785] 718 985 828 1076 954 1096 638 1125 1245 1609 905 1283 1887 779 [799] 1257 373 1002 1357 1220 1106 858 871 668 1011 717 913 1420 879 [813] 1371 1829 876 1178 1065 1465 796 916 1259 744 1182 632 1085 1100 [827] 1163 1073 1346 676 1147 901 996 713 1530 808 1987 1169 907 783 [841] 1073 827 440 950 1013 906 1143 763 788 922 762 1081 1097 1402 [855] 1341 744 569 1046 1150 732 1115 1195 604 829 917 698 1560 820 [869] 762 1030 999 1063 1003 1811 1459 976 1034 1225 733 407 939 1083 [883] 701 964 1171 964 993 1488 1052 1052 945 764 945 1016 696 680 [897] 1087 1789 1095 649 1002 846 1036 1074 1308 896 1243 821 682 1754 [911] 874 1171 733 465 920 1237 732 948 1065 860 763 913 800 592 [925] 1199 837 1045 1040 1118 418 1528 929 1162 1774 1281 864 1091 1144 [939] 448 597 754 942 1062 856 896 703 749 919 826 1486 524 911 [953] 1283 1102 996 768 605 724 783 1357 425 917 743 874 881 697 [967] 1927 644 746 1123 992 604 946 697 931 1131 621 810 1274 862 [981] 856 893 841 869 1080 337 1204 715 674 871 1043 266 998 1227 [995] 995 744 925 794 762 834 1042 913 297 571 788 930 1659 499 [1009] 856 268 506 375 364 853 699 509 571 562 601 844 526 864 [1023] 900 723 1025 740 451 885 721 661 270 547 591 391 693 751 [1037] 704 320 774 830 1521 658 631 692 421 931 472 679 1036 770 [1051] 763 663 966 726 1028 1027 1059 810 1083 824 1038 397 1111 503 [1065] 548 1412 2317 401 409 522 1177 463 1695 491 956 1183 362 1100 [1079] 1052 1705 292 1847 564 1408 17 29 791 419 449 938 1168 1516 [1093] 1276 1338 988 379 671 753 770 866 326 1083 775 708 698 1049 [1107] 1087 819 1509 1298 867 1143 1443 242 248 11 1572 768 808 207 [1121] 1157 742 200 647 652 474 405 343 845 754 33 1261 1331 $P1RL.1 [1] 57 29 78 57 32 80 77 23 58 48 95 1 43 14 67 80 63 50 [19] 18 62 29 42 55 61 20 89 8 18 55 69 72 79 51 12 28 38 [37] 7 67 42 68 90 45 25 53 23 21 85 7 29 86 45 7 43 93 [55] 32 16 67 42 31 53 99 87 89 53 57 75 75 32 88 10 91 90 [73] 8 15 69 58 15 31 97 88 37 18 52 22 59 83 46 59 46 90 [91] 52 7 32 74 61 18 60 77 94 9 39 59 78 61 65 52 2 30 [109] 18 89 90 37 13 4 27 73 92 74 83 84 53 20 98 63 89 83 [127] 10 98 48 40 96 73 55 13 22 46 48 4 19 72 73 50 86 51 [145] 59 5 46 46 72 59 62 1 76 24 87 78 20 88 1 85 27 38 [163] 57 41 5 14 92 88 4 69 26 76 70 99 37 57 40 48 17 54 [181] 77 18 44 75 22 52 41 61 94 22 26 98 65 73 69 89 20 51 [199] 77 50 69 78 13 72 11 43 25 0 24 37 81 71 82 29 19 32 [217] 16 60 23 89 31 18 37 33 78 23 2 10 80 26 31 82 61 70 [235] 85 71 37 77 86 64 62 96 91 41 57 32 97 6 75 7 51 64 [253] 45 20 69 95 79 83 51 97 1 86 47 30 43 57 19 87 34 48 [271] 77 26 68 99 47 43 6 45 9 22 9 24 23 19 6 93 60 89 [289] 87 10 98 16 94 32 46 39 23 89 10 43 71 10 23 92 29 41 [307] 69 42 98 25 99 20 61 86 85 74 80 19 40 17 39 70 96 24 [325] 93 38 11 75 45 42 39 39 39 37 51 20 24 87 9 70 31 47 [343] 9 72 63 80 46 81 51 6 57 95 41 24 79 12 6 19 25 6 [361] 60 77 17 39 67 21 34 72 86 12 73 7 20 38 47 42 57 80 [379] 89 17 64 83 88 14 86 70 20 82 45 45 37 86 40 68 94 16 [397] 11 54 77 38 35 73 60 85 59 58 30 83 22 29 79 4 91 29 [415] 30 64 4 87 39 27 34 46 79 7 79 66 34 65 49 37 90 17 [433] 39 66 73 82 47 34 60 61 82 34 64 94 55 13 45 17 57 34 [451] 90 47 71 97 31 40 37 83 44 93 48 39 45 74 12 69 41 2 [469] 60 76 21 30 79 11 50 72 13 51 88 24 73 40 36 9 71 60 [487] 17 3 56 86 7 90 36 18 94 20 20 35 26 88 84 86 47 34 [505] 41 1 37 69 23 39 72 95 62 74 19 71 60 30 84 46 68 17 [523] 89 43 80 30 17 65 15 77 54 34 80 93 8 9 81 73 35 13 [541] 63 25 33 95 50 18 81 48 17 19 21 44 3 64 22 3 14 34 [559] 88 80 36 75 74 77 26 23 29 55 51 100 29 10 33 51 5 10 [577] 89 43 13 3 59 23 90 8 33 62 2 48 65 40 8 95 12 94 [595] 67 57 40 92 76 85 92 38 93 81 4 54 10 49 11 25 24 85 [613] 3 92 31 80 26 46 59 74 66 80 80 55 48 48 49 79 55 75 [631] 76 31 23 79 47 85 66 91 13 38 70 79 33 56 11 15 29 71 [649] 17 56 34 99 75 43 82 71 75 97 57 37 69 70 67 73 24 64 [667] 0 74 51 44 26 42 92 71 76 33 25 21 77 7 96 50 46 17 [685] 47 98 74 17 70 96 77 57 90 96 69 17 45 31 6 58 62 1 [703] 17 63 72 67 7 2 52 14 85 80 93 62 0 20 9 37 52 17 [721] 65 50 46 5 55 66 44 82 46 32 29 52 43 76 11 92 22 88 [739] 80 18 89 39 0 41 71 83 3 73 43 75 29 83 74 29 71 80 [757] 43 73 14 93 1 3 44 100 82 33 89 88 94 80 90 85 64 65 [775] 78 90 42 63 37 29 98 4 61 62 30 62 21 47 62 22 81 85 [793] 63 95 54 4 86 48 11 18 7 83 66 52 77 83 17 31 64 83 [811] 73 84 1 15 0 81 19 83 17 72 92 93 81 25 42 93 94 1 [829] 44 72 30 53 40 92 0 95 71 70 2 27 2 91 48 0 15 85 [847] 89 15 8 0 92 85 20 80 12 98 19 67 10 46 96 15 50 85 [865] 82 68 15 50 85 0 79 0 21 41 50 49 60 74 26 43 18 82 [883] 32 92 88 79 21 85 67 18 82 10 94 30 66 79 21 23 77 15 [901] 74 50 26 82 1 50 93 61 0 66 82 18 6 80 82 18 69 82 [919] 18 9 89 87 13 84 50 16 20 7 0 50 55 50 50 75 80 82 [937] 50 18 40 76 86 36 0 31 69 48 80 7 43 26 33 39 62 45 [955] 34 70 71 22 9 31 50 69 43 50 60 75 45 86 22 31 62 70 [973] 33 50 93 2 3 46 61 48 96 14 51 89 53 3 0 82 33 69 [991] 38 50 62 46 49 51 54 41 77 10 46 77 0 23 90 50 29 58 [1009] 77 92 50 8 65 23 52 53 89 25 23 54 9 45 85 93 77 15 [1027] 87 23 20 77 23 69 15 62 8 50 47 93 39 0 42 35 71 69 [1045] 29 61 0 39 40 32 100 36 49 50 51 52 0 63 61 67 82 0 [1063] 8 11 47 73 18 80 16 96 64 82 23 18 0 82 83 58 57 18 [1081] 54 82 81 42 52 54 55 6 42 14 100 72 26 20 45 76 49 0 [1099] 55 58 56 53 49 5 42 62 0 38 95 54 34 70 17 20 92 29 [1117] 58 50 42 21 57 45 82 55 58 53 61 47 42 68 100 74 5 $P1WD.1 [1] 1258 972 1534 799 757 788 676 741 932 772 476 583 618 490 [15] 540 454 462 551 610 643 463 384 499 471 488 455 385 358 [29] 446 513 415 429 366 369 391 359 383 378 309 395 326 308 [43] 337 280 331 363 311 284 322 332 321 305 304 340 338 332 [57] 253 275 315 223 302 230 300 231 357 320 313 296 284 292 [71] 303 289 280 287 272 258 267 190 259 264 285 281 285 266 [85] 263 265 288 276 265 270 254 253 258 257 270 273 257 265 [99] 255 262 271 281 259 254 257 259 246 253 238 250 241 281 [113] 251 251 260 249 255 256 266 253 264 242 240 260 237 271 [127] 249 247 262 256 256 241 231 250 242 243 253 249 249 242 [141] 255 240 223 244 249 235 240 251 237 252 244 249 248 251 [155] 259 255 240 244 241 246 234 225 240 249 234 233 252 229 [169] 244 236 241 229 246 254 248 243 243 247 238 243 247 246 [183] 231 241 219 230 247 256 246 229 228 233 240 247 250 248 [197] 230 216 229 240 226 222 234 234 236 233 223 246 237 244 [211] 239 246 246 249 252 244 243 246 243 257 246 239 228 233 [225] 255 242 236 230 238 238 242 247 241 239 229 224 237 236 [239] 231 264 242 230 234 244 246 244 228 223 235 230 242 237 [253] 245 240 239 237 236 241 245 232 250 237 243 252 240 242 [267] 240 243 249 252 239 155 154 147 241 242 158 252 160 150 [281] 158 154 157 171 242 232 160 152 153 144 157 244 231 240 [295] 262 247 161 249 256 159 154 240 250 252 247 163 250 252 [309] 263 251 259 247 250 241 239 230 245 243 248 246 240 252 [323] 249 260 246 243 235 220 252 249 252 242 233 240 259 245 [337] 243 251 261 244 253 261 242 241 236 248 250 251 249 277 [351] 260 251 245 248 261 248 244 242 249 257 265 251 255 261 [365] 265 256 256 244 243 253 256 263 265 255 263 244 256 263 [379] 258 273 256 246 241 253 256 252 264 271 256 251 234 258 [393] 260 256 242 265 238 248 265 251 252 263 264 257 256 253 [407] 243 247 246 256 260 257 254 258 229 258 245 265 267 260 [421] 263 265 264 262 268 269 270 268 266 271 271 265 278 264 [435] 259 282 276 254 276 283 278 248 258 251 270 271 276 264 [449] 266 265 266 275 257 249 240 247 255 276 255 254 247 260 [463] 263 273 266 278 259 260 266 270 264 273 271 272 265 279 [477] 267 257 268 281 279 294 287 278 276 279 270 261 248 256 [491] 270 284 266 291 295 297 296 289 267 273 285 265 260 276 [505] 286 291 284 301 294 289 285 287 278 293 286 301 286 297 [519] 285 269 278 282 277 273 301 295 287 280 279 282 302 285 [533] 287 302 299 315 285 294 288 297 298 318 300 267 295 286 [547] 291 304 287 300 294 319 296 291 305 278 281 305 301 313 [561] 317 292 303 298 303 310 317 318 313 309 319 299 305 312 [575] 315 323 308 313 301 306 305 299 302 319 318 311 322 313 [589] 303 325 328 313 313 297 302 312 328 320 308 306 309 320 [603] 305 314 319 333 315 335 317 307 350 323 334 325 336 327 [617] 322 344 333 330 326 397 335 344 332 361 363 354 347 345 [631] 333 352 324 361 333 403 358 331 339 339 355 368 347 347 [645] 341 373 349 344 345 356 349 363 354 347 368 346 359 354 [659] 360 351 383 392 367 347 357 393 423 374 371 353 356 363 [673] 373 378 365 385 394 388 372 382 361 425 470 420 368 373 [687] 396 394 403 397 405 441 377 373 415 391 428 424 381 418 [701] 438 418 373 425 429 390 386 443 382 396 451 427 397 379 [715] 383 399 409 414 400 422 404 429 436 408 428 399 471 471 [729] 414 415 419 438 607 857 530 460 436 399 441 418 427 389 [743] 511 535 406 418 425 425 425 498 492 429 416 429 429 417 [757] 434 411 409 423 428 407 591 476 419 454 427 519 629 503 [771] 612 479 424 452 458 409 845 481 446 462 441 430 512 540 [785] 481 405 429 387 399 400 450 403 468 427 673 520 464 444 [799] 483 487 404 476 399 449 403 483 483 440 502 429 429 732 [813] 577 458 433 481 481 483 483 429 429 492 422 489 429 429 [827] 429 429 429 447 417 472 472 470 515 470 479 444 446 526 [841] 434 488 530 520 515 515 471 515 515 515 515 515 520 520 [855] 515 515 482 466 466 500 516 515 515 515 466 462 515 515 [869] 515 523 579 579 579 523 574 524 553 574 574 431 518 518 [883] 541 567 528 579 579 574 570 518 518 574 523 523 523 579 [897] 579 523 523 579 574 574 574 590 597 650 571 563 650 601 [911] 582 582 644 618 582 582 644 582 582 605 581 587 587 691 [925] 582 618 619 643 582 587 655 650 650 587 693 582 582 582 [939] 731 731 630 647 737 731 731 680 731 666 666 676 711 683 [953] 650 715 666 666 699 647 691 731 731 731 692 660 682 747 [967] 727 737 737 731 838 762 695 838 846 732 838 846 838 785 [981] 784 1139 1329 759 838 764 838 814 846 846 838 838 838 846 [995] 846 846 846 838 838 846 846 977 977 977 915 985 862 900 [1009] 977 977 977 977 977 977 918 882 882 882 977 900 977 977 [1023] 985 985 977 985 977 977 985 977 977 977 977 1161 1161 1171 [1037] 1161 1161 1161 1171 1025 1161 1161 1023 1012 1161 1161 1161 1059 1079 [1051] 1161 1161 1049 1049 1049 1073 1161 1067 1161 1126 1418 1292 1281 1430 [1065] 1430 1292 1418 1430 1430 1418 1281 1418 1357 1418 1430 1418 1362 1173 [1079] 1430 1418 1411 1418 1281 1758 7400 2345 1945 1758 1758 1520 1773 1773 [1093] 1443 1884 1945 1885 1945 1962 1945 1758 1758 1758 1758 1464 1758 1962 [1107] 1945 1962 1801 1757 1962 1962 1809 1773 1773 1889 1758 1758 1758 1962 [1121] 1962 1945 1945 1945 1758 1758 1569 1758 1758 2311 3057 1888 741 $P2AM.1 [1] 174 141 61 703 747 302 290 590 347 272 426 293 203 704 [15] 397 196 188 52 213 166 69 230 352 488 19 79 143 62 [29] 46 52 433 411 137 204 78 70 455 572 362 409 176 49 [43] 45 47 76 46 54 59 15 29 258 373 81 239 131 53 [57] 27 65 48 49 68 45 55 40 41 48 65 102 87 89 [71] 61 35 95 55 29 28 46 20 48 30 48 34 33 49 [85] 38 39 27 50 178 313 17 14 60 54 68 36 26 30 [99] 25 27 28 37 25 20 39 23 25 20 32 31 92 37 [113] 31 39 21 26 35 70 22 47 13 18 31 15 32 31 [127] 24 28 33 50 25 24 12 33 14 26 33 34 24 23 [141] 46 27 27 42 37 24 30 38 23 21 22 46 58 35 [155] 47 23 55 20 19 38 23 18 26 27 34 27 36 32 [169] 20 21 30 24 29 46 31 37 34 40 56 36 47 35 [183] 24 22 29 36 24 41 52 25 21 30 44 52 49 49 [197] 27 28 51 19 21 17 42 19 22 27 18 34 41 17 [211] 19 41 32 29 45 49 14 35 22 19 32 64 23 35 [225] 29 27 31 25 37 38 39 26 18 22 27 22 33 17 [239] 30 40 21 19 29 42 78 36 19 16 29 29 18 32 [253] 16 22 9 14 15 58 37 32 20 40 34 16 19 14 [267] 43 50 21 17 59 25 23 35 11 21 40 75 30 24 [281] 14 21 41 31 31 74 19 8 20 32 62 8 5 18 [295] 30 55 41 63 51 35 79 20 28 42 64 47 24 19 [309] 28 24 38 18 41 13 20 18 22 22 28 25 40 64 [323] 46 23 40 13 9 26 35 46 51 21 16 31 27 38 [337] 28 42 32 32 45 45 37 60 35 40 20 27 19 21 [351] 33 64 17 28 31 29 16 40 28 29 43 53 22 24 [365] 45 26 25 22 36 38 33 19 18 36 46 35 32 29 [379] 29 29 40 27 43 56 24 33 55 26 32 37 37 54 [393] 97 11 14 21 32 22 41 26 28 45 19 30 25 40 [407] 23 47 16 43 80 30 23 30 29 22 34 49 32 40 [421] 21 28 28 27 17 21 30 44 20 20 40 32 46 17 [435] 28 43 20 33 28 26 53 30 37 46 18 34 19 21 [449] 21 22 23 26 16 26 16 32 52 26 10 33 8 28 [463] 51 38 67 15 20 40 34 46 59 14 17 24 23 22 [477] 17 35 31 27 36 39 25 21 30 51 8 28 25 26 [491] 55 27 31 30 55 40 22 30 44 76 39 23 33 20 [505] 30 79 23 19 25 29 25 61 86 22 33 39 26 31 [519] 19 30 54 31 35 41 21 29 22 24 42 20 13 19 [533] 28 19 47 48 27 38 40 29 36 55 33 20 41 17 [547] 25 46 51 41 34 19 14 31 52 86 39 15 45 69 [561] 21 31 49 57 20 27 63 58 44 86 24 30 38 27 [575] 36 32 59 39 48 59 26 30 40 32 39 53 53 40 [589] 39 26 31 47 32 35 32 25 17 38 28 49 43 29 [603] 30 46 43 61 55 17 33 38 28 39 27 80 24 13 [617] 30 39 37 51 23 10 31 42 47 34 65 29 18 49 [631] 36 51 39 76 15 19 11 94 32 71 81 24 68 36 [645] 44 87 113 32 58 40 40 40 63 72 73 51 42 78 [659] 66 53 23 89 125 61 68 22 71 85 65 70 43 79 [673] 55 60 58 71 47 75 42 119 145 27 30 118 109 89 [687] 50 71 77 153 87 57 89 87 131 178 96 85 111 44 [701] 16 75 159 190 72 78 60 64 95 144 45 113 108 116 [715] 92 80 126 61 36 126 65 72 60 79 101 109 37 87 [729] 122 76 59 44 17 32 115 102 65 69 81 151 303 174 [743] 88 176 134 78 113 43 96 100 120 136 101 66 98 244 [757] 87 127 94 120 104 142 88 47 139 179 106 93 58 129 [771] 109 77 143 127 112 153 99 87 177 191 267 162 107 70 [785] 60 89 77 99 79 84 70 67 53 128 57 281 150 193 [799] 120 114 137 58 165 104 209 109 67 125 86 99 107 74 [813] 350 231 187 86 469 336 83 91 208 167 100 105 102 18 [827] 16 19 63 159 171 42 10 23 253 605 214 609 214 125 [841] 162 135 136 187 87 51 195 124 14 28 32 92 270 186 [855] 140 78 222 55 103 361 194 166 52 207 198 164 59 73 [869] 78 203 91 19 67 239 266 473 293 211 72 214 44 181 [883] 237 304 215 322 348 209 291 332 255 263 9 13 109 177 [897] 447 341 126 292 211 9 158 318 250 183 198 270 384 204 [911] 443 309 540 191 151 156 301 333 171 216 158 233 74 282 [925] 228 338 278 386 406 239 216 229 514 312 327 717 8 212 [939] 257 52 148 237 363 374 140 261 199 15 430 157 436 330 [953] 477 438 19 206 234 146 502 213 21 252 291 210 274 601 [967] 244 100 235 137 82 194 158 350 384 284 327 283 338 463 [981] 308 153 50 318 293 219 257 402 96 133 168 56 117 53 [995] 11 10 178 322 83 15 172 290 37 219 223 645 371 372 [1009] 179 29 31 29 20 186 290 232 31 244 310 296 382 36 [1023] 12 436 441 395 263 195 141 174 6 8 13 22 210 373 [1037] 236 23 44 764 406 684 495 439 198 96 17 68 174 215 [1051] 250 168 71 16 87 322 427 409 69 531 549 564 224 458 [1065] 1131 644 359 1738 849 1083 658 432 91 357 602 499 582 228 [1079] 382 152 736 292 551 24 1547 966 82 387 460 1431 732 116 [1093] 300 162 322 985 195 830 557 290 39 28 186 360 300 637 [1107] 829 1305 772 195 132 384 556 1346 531 1684 17 29 440 158 [1121] 42 76 71 154 83 363 709 271 21 135 524 774 1096 $P2BA.1 [1] "TAGTTTAAGACTCAACGTGGTATAGTCCGTACAATTTAACATTTTCGTACACAACGTGGTTTGTGGCAACCACTATGCGGGTAACTAATAAATCTCCTGGTGCGACAAAAATAATGGGAGCTAAAGTTAATAAACTAATTTCAATGAGTTTTGGGTTGCTCACGGCGGCTTATTCTCTTAAATTTTCTCAAATTCTCCCATTTAATTGAGGACATCACGCGGAAGAAGGGACTCCGGACCGTTTGCGAACCACAGCGGAGAGGAGGGGCTTGGGATATAAAAAATTAGGGGAAATTGTTGGTATTAATCAAGGTCGGTCGGAGACGTAAACATTAAGAATGATTGGTAGCGGAAGTAAGTGGCTTCTGAAGCGCCTTCATAGGGAAAGGAGGGCTAGTAGGATATTAAGGGCTCATAGAACAGAGAGGTGGAACGGAGAATAAATATATGCTCGGCCAGGGTTCCTTGTAATTTATAAACGACAATAAAAATCACGTTCCGGAATAGATATAATTATATTTGAAGCGGGCATAAACTACTAAGTTACTTACTCGACCAGAGTTATTTATATAGTCGCTGGCTTGACAGGCATACCGCGCAGTGATGGTAGCGAATTTTAATCGCAGGACGCAGAGGTTGCGTAGATAAGAGTACAGCCACTACAACCATATAGATGGGTTGTGACCGTCCTTGTGATCACCCACTAGACTCATACACACACGCACATACACGGGGCTATGAATCACGTTCCTCGTAACACAGAACAATGGAAGAGGATGTAACGCGCACACTCTCGTAGATAACACCGCGTCGTTCATCAACACAAGGACGCCAGACAGAAGAATCACTTTTAATGCGACATCCAAGGGTGGGACAATGAGACATAGTCAACCTTGGTTATTTCTCTCGCGACCGACAGCGCTCACACAATAGTCATACGCTATCACAAGAACACCGCATCGAGCGTGATGAGTCTCACAATTATAGAGATGTACCATTAATGCTGTATGGGGGAGAATATTAATATCACGGTTTATGTGTGCACGGGTATCATTATACATATGGTTAACACATATATATACAACACATGTTTAGAGATAATACTATGTGAATAACGTTCGTGCAACAACATAB" $P2RL.1 [1] 140 -471 -35 400 -344 -300 400 269 400 -300 500 -400 -500 -300 [15] -300 -300 400 -300 -300 400 400 400 400 -300 400 400 -400 400 [29] 304 400 400 -300 -300 400 -300 583 400 -300 400 -300 -300 -190 [43] -482 -310 -93 -300 304 400 -173 83 400 -400 -300 500 -300 -216 [57] -300 433 -303 -502 491 194 -51 219 400 -423 400 -300 400 -300 [71] -401 400 -400 -535 -300 -82 73 27 218 400 -436 -347 -395 -237 [85] -300 -87 -300 -128 400 -300 111 400 -68 55 150 167 -142 400 [99] 400 -295 -382 -300 -9 -300 15 51 -623 400 -285 400 500 -207 [113] 173 -254 209 -164 -29 10 98 198 445 -235 -168 -355 -259 -300 [127] 400 -304 400 -450 78 201 -89 -107 0 -130 223 -166 -419 -135 [141] 25 206 71 -197 401 156 400 -46 45 60 100 -248 540 -300 [155] 32 73 -33 25 -115 126 80 -29 0 -114 216 -182 98 164 [169] 400 8 192 91 400 -148 -55 194 -24 400 -345 240 28 -238 [183] 3 -300 -275 -143 100 306 -100 193 78 3 -229 165 28 182 [197] 13 -199 -67 -73 267 300 101 -41 -45 293 -10 326 -300 -117 [211] 400 -14 -102 400 -167 -150 125 16 -200 32 -300 -102 400 -183 [225] 430 400 -123 400 -242 42 -342 -56 96 58 -336 400 -439 102 [239] 167 -163 -300 671 500 -198 -148 -25 43 400 -264 -400 55 11 [253] -300 -59 395 108 37 15 -6 112 55 -19 -127 -376 289 -314 [267] -50 36 8 211 -200 263 -94 66 400 -435 -109 -93 232 -328 [281] 535 400 -109 -233 -113 107 9 185 164 26 103 83 54 -34 [295] -433 -86 -75 -66 64 25 5 -66 -126 -172 51 -114 400 -484 [309] -53 44 -39 -70 16 -22 -49 196 45 90 -24 19 -12 -68 [323] 194 367 -116 100 330 632 33 46 -198 73 285 489 163 1 [337] 400 421 -400 10 100 170 27 -132 81 14 61 -37 400 -244 [351] 400 64 -219 -36 360 9 -186 -164 612 -153 459 0 -96 400 [365] -163 -90 134 49 150 108 400 -40 -300 76 -42 374 38 74 [379] 0 -85 -43 126 170 -6 -101 97 -171 400 90 89 -300 400 [393] -198 400 591 -14 -300 -114 19 400 -553 -21 -29 0 195 7 [407] 107 -14 400 132 102 -584 -123 -139 -54 -196 -6 194 84 -76 [421] -248 400 -285 -400 -86 346 66 28 -35 157 41 200 -212 400 [435] 418 137 47 -29 -93 -482 -126 218 -131 -70 -300 400 -300 9 [449] 101 261 -83 123 202 -100 400 124 -161 95 400 116 -300 135 [463] -61 400 -296 504 51 -201 9 -47 -147 -300 -171 -108 -300 -300 [477] 424 114 -259 400 184 -168 -300 400 -230 5 -1 43 -54 -80 [491] -317 -300 -190 400 -300 -186 189 -45 400 -176 136 257 187 41 [505] -21 -247 -33 -300 400 400 -300 427 -180 417 -161 -300 400 400 [519] 445 400 -39 274 30 -131 200 -174 374 400 -23 400 -74 603 [533] 227 -300 400 -400 -113 -300 -211 -167 -189 400 314 184 -160 157 [547] -196 409 -35 -300 -391 -92 -400 331 400 -400 -269 -300 20 -59 [561] 592 400 -99 -114 400 400 -166 -300 400 -300 400 -300 400 -477 [575] -272 -400 -300 473 209 -344 -261 400 -268 -400 400 -300 -400 93 [589] -236 -441 400 -226 -300 85 -245 400 -300 -300 -300 -300 500 -25 [603] -300 -114 -400 142 -377 400 400 400 400 -300 400 500 -300 400 [617] -100 -310 547 400 -300 -405 400 -236 400 258 400 -300 400 -300 [631] -300 -300 400 -63 -300 -206 400 500 -379 400 -300 400 400 400 [645] 400 400 -300 -416 400 -300 -300 500 400 400 -300 -310 -200 500 [659] -300 400 -300 400 -300 -300 400 92 400 -300 400 -300 400 -300 [673] 500 -300 400 -300 400 400 -300 400 -300 -300 445 400 -300 500 [687] -300 400 -300 500 -300 400 500 500 -300 400 -300 400 -400 -300 [701] 400 400 400 -300 400 400 400 400 400 400 -300 400 500 -300 [715] 400 400 -400 -300 400 400 -300 400 400 400 -300 -300 -300 400 [729] -300 -300 400 -300 -236 530 400 -300 400 231 -300 400 -300 400 [743] -400 400 -300 -300 -400 696 400 -300 400 -300 -300 -300 400 -300 [757] 400 -300 -300 500 -400 400 -300 500 400 -300 400 -300 421 400 [771] -300 400 -300 -300 -300 400 -300 400 -300 400 -300 400 -300 400 [785] 400 -300 400 400 -300 400 -300 400 400 500 -300 400 -300 400 [799] 400 -300 400 -96 400 -300 -300 -300 400 400 -300 -300 400 -300 [813] 400 -300 400 -300 400 -300 400 -300 500 -300 -300 400 -300 -300 [827] 500 -364 400 -300 400 -300 -300 500 400 -300 400 -300 400 -300 [841] 400 500 -300 400 -300 400 -300 -300 400 400 424 400 -300 400 [855] -300 500 400 -300 400 -300 500 -300 -549 400 -300 400 -300 -19 [869] 400 400 -300 200 400 400 400 -300 400 -300 400 -300 -300 400 [883] -300 500 400 -300 400 -300 400 -300 400 -400 -300 400 400 -300 [897] 400 -300 400 400 -300 -300 400 400 -400 -300 -300 -300 400 400 [911] -300 400 -400 400 -300 400 -300 -300 400 -400 400 -300 400 400 [925] 400 -300 400 400 -400 400 400 -300 400 -300 400 -300 219 400 [939] -300 400 400 400 400 -300 400 -300 -300 -400 400 400 -300 400 [953] 400 -300 400 400 -300 -300 400 -300 400 400 -300 400 -300 400 [967] -300 -300 400 -300 400 -300 -300 400 500 -400 -400 400 400 -300 [981] 500 -300 400 400 -300 -400 400 -300 -300 400 -300 -300 400 -300 [995] -300 -350 400 -300 400 -300 400 -300 -300 400 400 400 -300 400 [1009] -300 500 177 -400 400 400 -300 -300 400 400 400 400 -400 -300 [1023] -300 500 -300 -300 -300 400 -300 -300 400 290 400 400 400 400 [1037] -300 12 400 400 -300 -300 400 -300 -300 -300 -400 400 400 400 [1051] -300 400 -300 -300 400 400 -400 -300 -300 400 -300 -400 400 400 [1065] 400 -300 400 -300 -300 500 -300 -300 400 400 400 -300 -300 400 [1079] 400 -300 -300 400 -300 304 -300 400 400 -400 400 400 -300 -300 [1093] 400 400 400 -300 -300 -400 -300 -300 -300 240 400 -400 400 400 [1107] -400 400 -300 -300 400 400 -300 -300 -300 400 -300 400 400 -300 [1121] 1652 -300 433 400 -300 400 -300 -300 400 -300 -300 400 -400 $PBAS.1 [1] "ATTCCCTTAGTCACCATGCCGTATCCTGCCCATTAGATCACGAGCTTGTTCACCATGCCGCGTGAAACCAACAACCCGCTCGGCAAGGATCCCTCTTCTCGCTCCGGGCCCATTAACTGTGGGGGTAACTATTTAATGAACTTTAACAGGCATCTGGTTCTTTCTTCAGGGCCATCTCATCTAAAATCGCCCACTCTTTCCCCTTAAATAAGACATCTCGATGGACTAATGACTAATCAGCCCATGCCCAACATAACTGTGATGTCATGCATTTGGTATTTTTTAATTTTTGGGGATGCTTGGACTCAGCTATGGCCGTCTGAGGCCCCGACCCGGAGCATGAATTGTAGCTGGACTTAACTGCATCTTGAGCATCCTCATAATGGTAAGCATGGGCATAATATAATTAATGGTCACAGGACATATCTGCTGTATCGTGCATTTATATATTCTTTTTCCCCCCTTCCCCTTAAATATTTATCACCATTTTTAACACGCTTCCCCCTAGATATTAATATAAATTTATCCCGCCCTCAATACTCAAATTCATACTCCAACCGAAGTAAATATATAGGCACCTGGGTCACATGCATAACGCATAGTTAATGTAGCTTAAACTTAAAGCAAGGCACTGAAAATGCCTAGATGAGTCTACTGACTCCATGAACATATAGGTTTGGTCCCAGCCTTCCTGTTAACTTTCAATAGACTTATACATGCAAGCATCCACGCCCCGGTGAGTAACGCCCTTCGAATCACACAGGACTAAAGGAGCAGGTATCAAGCACACACTCTTGTAGCTCACAACGCCTTGCTTAACCACACCCCCACGGGAGACAGCAGTAACAAAAATTAAGCCATAAACGAAAGTTTGACTAAGCCATATTGACCAGGGTTGGTAAATCTCGTGCCAGCCACCGCGGTCATACGATTGACCCAAGCTAACAGGAGTACGGCGTAAAGCGTGTTAAGCATCATACTAATAGAGTTAAATTTTAATTAAACTGTAAAAAAGCCCATAATTATAACAAAAAATAAATGAACGAAAGTAACCCTACATAGCTTGATTACACATAGCTAGACCGGACCTGGATAGATACCCCACTATGCTTAGGTCCCTTAAACCACCAGAT" $PBAS.2 [1] "ATTCCCTTAGTCACCATGCCGTATCCTGCCCATTAGATCACGAGCTTGTTCACCATGCCGCGTGAAACCAACAACCCGCTCGGCAAGGATCCCTCTTCTCGCTCCGGGCCCATTAACTGTGGGGGTAACTATTTAATGAACTTTAACAGGCATCTGGTTCTTTCTTCAGGGCCATCTCATCTAAAATCGCCCACTCTTTCCCCTTAAATAAGACATCTCGATGGACTAATGACTAATCAGCCCATGCCCAACATAACTGTGATGTCATGCATTTGGTATTTTTTAATTTTTGGGGATGCTTGGACTCAGCTATGGCCGTCTGAGGCCCCGACCCGGAGCATGAATTGTAGCTGGACTTAACTGCATCTTGAGCATCCTCATAATGGTAAGCATGGGCATAATATAATTAATGGTCACAGGACATATCTGCTGTATCGTGCATTTATATATTCTTTTTCCCCCCTTCCCCTTAAATATTTATCACCATTTTTAACACGCTTCCCCCTAGATATTAATATAAATTTATCCCGCCCTCAATACTCAAATTCATACTCCAACCGAAGTAAATATATAGGCACCTGGGTCACATGCATAACGCATAGTTAATGTAGCTTAAACTTAAAGCAAGGCACTGAAAATGCCTAGATGAGTCTACTGACTCCATGAACATATAGGTTTGGTCCCAGCCTTCCTGTTAACTTTCAATAGACTTATACATGCAAGCATCCACGCCCCGGTGAGTAACGCCCTTCGAATCACACAGGACTAAAGGAGCAGGTATCAAGCACACACTCTTGTAGCTCACAACGCCTTGCTTAACCACACCCCCACGGGAGACAGCAGTAACAAAAATTAAGCCATAAACGAAAGTTTGACTAAGCCATATTGACCAGGGTTGGTAAATCTCGTGCCAGCCACCGCGGTCATACGATTGACCCAAGCTAACAGGAGTACGGCGTAAAGCGTGTTAAGCATCATACTAATAGAGTTAAATTTTAATTAAACTGTAAAAAAGCCCATAATTATAACAAAAAATAAATGAACGAAAGTAACCCTACATAGCTTGATTACACATAGCTAGACCGGACCTGGATAGATACCCCACTATGCTTAGGTCCCTTAAACCACCAGAT" $PCON.1 [1] 5 5 5 4 5 4 5 6 5 4 5 7 6 5 9 20 24 54 9 6 44 39 25 15 [25] 33 39 42 49 51 54 18 17 45 41 45 49 25 23 26 30 42 62 62 62 62 62 62 62 [49] 62 62 37 32 42 42 29 62 54 62 62 62 62 54 47 54 59 62 56 44 59 39 62 62 [73] 59 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 36 62 62 62 62 62 62 [97] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 62 62 62 62 62 62 62 62 [121] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 62 62 62 62 62 62 62 [145] 62 62 62 59 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 59 [169] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 62 62 62 [193] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 62 62 62 62 [217] 62 62 62 62 62 62 62 62 59 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [241] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 59 62 [265] 62 62 62 62 62 62 62 62 62 62 62 62 62 54 62 62 62 62 54 62 62 62 62 62 [289] 62 62 62 62 62 62 62 59 59 62 62 62 54 62 59 59 62 62 62 59 59 62 62 62 [313] 62 62 62 62 62 62 62 62 62 62 62 59 62 62 62 62 62 62 59 62 62 62 62 62 [337] 59 62 62 62 62 62 62 62 62 62 62 62 62 56 62 62 62 62 59 62 62 62 62 62 [361] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [385] 62 62 62 62 62 59 62 59 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [409] 62 62 62 49 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [433] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [457] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [481] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 56 62 62 62 62 62 62 62 [505] 62 62 62 43 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [529] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 54 62 62 62 62 [553] 62 62 62 62 62 62 62 52 58 58 54 58 58 58 58 58 58 54 58 58 58 58 58 58 [577] 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 [601] 58 54 58 58 58 58 58 58 54 58 52 58 58 54 58 58 58 58 58 58 58 58 58 58 [625] 54 58 53 58 58 58 54 51 58 58 58 51 58 58 51 58 54 58 58 58 52 58 41 54 [649] 58 52 58 58 53 58 58 58 58 58 58 58 58 46 46 58 58 58 54 52 52 51 54 53 [673] 58 51 46 53 58 58 58 36 47 58 58 53 41 50 58 58 58 51 58 51 54 58 43 38 [697] 52 53 52 58 58 58 47 33 50 50 58 50 49 50 58 52 58 53 53 51 40 54 58 53 [721] 53 53 53 54 39 51 54 47 32 53 53 54 54 54 52 51 54 47 46 46 31 40 54 41 [745] 47 50 51 54 51 54 53 53 39 54 53 42 53 47 39 52 52 45 37 54 31 30 53 35 [769] 5 5 11 51 54 38 53 42 25 54 31 47 37 53 52 41 51 52 53 53 53 53 53 52 [793] 53 53 52 34 51 32 53 32 53 53 45 53 32 53 52 52 53 52 40 46 32 45 31 51 [817] 21 31 46 33 42 35 51 43 51 51 48 51 51 38 42 51 51 48 30 21 25 22 38 37 [841] 45 42 31 42 37 35 42 32 48 48 46 42 36 43 37 46 30 44 46 20 42 36 46 30 [865] 31 30 46 41 40 42 46 48 46 39 32 21 27 39 39 22 44 28 27 31 32 27 30 32 [889] 24 25 27 7 10 32 29 32 27 29 32 31 42 48 38 28 37 42 38 31 25 35 29 32 [913] 17 25 36 38 21 25 36 31 31 31 29 16 31 33 36 34 31 16 38 20 27 34 21 18 [937] 48 31 10 18 8 22 30 26 30 19 14 19 8 34 18 32 31 7 13 8 25 28 25 34 [961] 43 25 29 32 32 19 27 18 11 18 9 6 22 22 28 32 26 27 28 19 25 8 13 4 [985] 26 24 32 17 15 15 13 21 15 19 34 34 23 8 13 14 12 13 30 19 25 18 22 13 [1009] 20 8 30 28 34 14 27 10 30 12 18 21 10 13 4 6 18 11 11 14 24 18 28 28 [1033] 28 28 22 18 9 25 17 6 21 7 16 16 18 17 28 17 12 7 8 8 13 29 16 8 [1057] 13 9 20 7 15 8 23 6 8 7 12 5 5 5 9 4 3 2 8 21 7 20 7 23 [1081] 7 17 8 5 1 1 2 3 6 6 21 3 2 5 2 4 19 6 10 13 16 28 17 10 [1105] 11 9 10 5 8 12 5 7 11 5 1 1 5 27 10 5 14 15 8 13 13 4 4 7 [1129] 12 3 1 2 3 $PCON.2 [1] 5 5 5 4 5 4 5 6 5 4 5 7 6 5 9 20 24 54 9 6 44 39 25 15 [25] 33 39 42 49 51 54 18 17 45 41 45 49 25 23 26 30 42 62 62 62 62 62 62 62 [49] 62 62 37 32 42 42 29 62 54 62 62 62 62 54 47 54 59 62 56 44 59 39 62 62 [73] 59 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 36 62 62 62 62 62 62 [97] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 62 62 62 62 62 62 62 62 [121] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 62 62 62 62 62 62 62 [145] 62 62 62 59 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 59 [169] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 62 62 62 [193] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 62 62 62 62 [217] 62 62 62 62 62 62 62 62 59 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [241] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 59 59 62 [265] 62 62 62 62 62 62 62 62 62 62 62 62 62 54 62 62 62 62 54 62 62 62 62 62 [289] 62 62 62 62 62 62 62 59 59 62 62 62 54 62 59 59 62 62 62 59 59 62 62 62 [313] 62 62 62 62 62 62 62 62 62 62 62 59 62 62 62 62 62 62 59 62 62 62 62 62 [337] 59 62 62 62 62 62 62 62 62 62 62 62 62 56 62 62 62 62 59 62 62 62 62 62 [361] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [385] 62 62 62 62 62 59 62 59 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [409] 62 62 62 49 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [433] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [457] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [481] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 56 62 62 62 62 62 62 62 [505] 62 62 62 43 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 [529] 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 62 54 62 62 62 62 [553] 62 62 62 62 62 62 62 52 58 58 54 58 58 58 58 58 58 54 58 58 58 58 58 58 [577] 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 [601] 58 54 58 58 58 58 58 58 54 58 52 58 58 54 58 58 58 58 58 58 58 58 58 58 [625] 54 58 53 58 58 58 54 51 58 58 58 51 58 58 51 58 54 58 58 58 52 58 41 54 [649] 58 52 58 58 53 58 58 58 58 58 58 58 58 46 46 58 58 58 54 52 52 51 54 53 [673] 58 51 46 53 58 58 58 36 47 58 58 53 41 50 58 58 58 51 58 51 54 58 43 38 [697] 52 53 52 58 58 58 47 33 50 50 58 50 49 50 58 52 58 53 53 51 40 54 58 53 [721] 53 53 53 54 39 51 54 47 32 53 53 54 54 54 52 51 54 47 46 46 31 40 54 41 [745] 47 50 51 54 51 54 53 53 39 54 53 42 53 47 39 52 52 45 37 54 31 30 53 35 [769] 5 5 11 51 54 38 53 42 25 54 31 47 37 53 52 41 51 52 53 53 53 53 53 52 [793] 53 53 52 34 51 32 53 32 53 53 45 53 32 53 52 52 53 52 40 46 32 45 31 51 [817] 21 31 46 33 42 35 51 43 51 51 48 51 51 38 42 51 51 48 30 21 25 22 38 37 [841] 45 42 31 42 37 35 42 32 48 48 46 42 36 43 37 46 30 44 46 20 42 36 46 30 [865] 31 30 46 41 40 42 46 48 46 39 32 21 27 39 39 22 44 28 27 31 32 27 30 32 [889] 24 25 27 7 10 32 29 32 27 29 32 31 42 48 38 28 37 42 38 31 25 35 29 32 [913] 17 25 36 38 21 25 36 31 31 31 29 16 31 33 36 34 31 16 38 20 27 34 21 18 [937] 48 31 10 18 8 22 30 26 30 19 14 19 8 34 18 32 31 7 13 8 25 28 25 34 [961] 43 25 29 32 32 19 27 18 11 18 9 6 22 22 28 32 26 27 28 19 25 8 13 4 [985] 26 24 32 17 15 15 13 21 15 19 34 34 23 8 13 14 12 13 30 19 25 18 22 13 [1009] 20 8 30 28 34 14 27 10 30 12 18 21 10 13 4 6 18 11 11 14 24 18 28 28 [1033] 28 28 22 18 9 25 17 6 21 7 16 16 18 17 28 17 12 7 8 8 13 29 16 8 [1057] 13 9 20 7 15 8 23 6 8 7 12 5 5 5 9 4 3 2 8 21 7 20 7 23 [1081] 7 17 8 5 1 1 2 3 6 6 21 3 2 5 2 4 19 6 10 13 16 28 17 10 [1105] 11 9 10 5 8 12 5 7 11 5 1 1 5 27 10 5 14 15 8 13 13 4 4 7 [1129] 12 3 1 2 3 $PDMF.1 [1] "KB_3500_POP7_BDTv3.mob" $PDMF.2 [1] "KB_3500_POP7_BDTv3.mob" $PLOC.1 [1] 2 14 24 36 45 54 67 75 84 93 114 125 [13] 141 148 154 164 176 192 206 210 225 239 251 260 [25] 275 285 299 315 328 340 350 358 370 385 396 410 [37] 423 431 445 453 464 478 492 504 518 530 542 556 [49] 568 580 593 602 611 623 633 646 658 673 686 698 [61] 710 722 736 748 762 772 782 792 803 813 824 836 [73] 847 858 870 882 895 908 920 933 946 958 971 983 [85] 993 1003 1015 1027 1041 1049 1062 1074 1085 1097 1110 1123 [97] 1135 1147 1158 1171 1183 1194 1206 1218 1229 1241 1255 1267 [109] 1279 1290 1301 1311 1323 1336 1347 1358 1369 1381 1394 1406 [121] 1419 1433 1445 1458 1470 1481 1493 1503 1514 1526 1537 1549 [133] 1562 1575 1586 1597 1608 1622 1634 1645 1656 1668 1680 1693 [145] 1704 1716 1727 1737 1750 1763 1775 1787 1797 1810 1822 1835 [157] 1849 1860 1873 1884 1896 1908 1920 1932 1944 1956 1967 1977 [169] 1990 2002 2014 2026 2038 2048 2060 2072 2085 2097 2108 2119 [181] 2131 2144 2155 2166 2178 2189 2200 2212 2225 2237 2249 2260 [193] 2271 2282 2295 2307 2320 2332 2344 2356 2367 2378 2390 2402 [205] 2415 2426 2437 2448 2459 2470 2481 2494 2506 2517 2528 2539 [217] 2552 2564 2577 2589 2602 2613 2625 2638 2650 2661 2673 2684 [229] 2695 2707 2720 2732 2743 2755 2766 2778 2790 2802 2813 2826 [241] 2838 2850 2862 2873 2885 2897 2909 2922 2933 2944 2955 2967 [253] 2978 2990 3001 3013 3025 3037 3050 3062 3075 3087 3098 3111 [265] 3122 3134 3145 3156 3169 3181 3192 3204 3216 3228 3241 3254 [277] 3266 3277 3288 3300 3312 3324 3336 3348 3359 3369 3381 3393 [289] 3405 3418 3429 3443 3455 3468 3480 3492 3502 3514 3526 3538 [301] 3550 3563 3576 3588 3599 3611 3623 3634 3646 3659 3671 3683 [313] 3694 3706 3719 3731 3743 3756 3768 3780 3792 3804 3816 3828 [325] 3840 3852 3864 3875 3887 3899 3912 3923 3935 3947 3959 3972 [337] 3985 3995 4008 4019 4030 4042 4055 4066 4077 4089 4102 4113 [349] 4125 4138 4149 4161 4174 4187 4199 4210 4222 4234 4245 4257 [361] 4268 4280 4293 4305 4316 4328 4340 4352 4364 4377 4389 4401 [373] 4413 4424 4435 4447 4459 4471 4483 4495 4506 4517 4529 4541 [385] 4553 4566 4578 4589 4601 4613 4625 4636 4648 4660 4672 4686 [397] 4698 4709 4720 4732 4744 4755 4767 4778 4790 4802 4814 4826 [409] 4838 4850 4861 4875 4887 4899 4911 4922 4934 4944 4957 4970 [421] 4983 4994 5005 5017 5028 5040 5053 5065 5078 5090 5102 5115 [433] 5127 5138 5149 5161 5174 5186 5198 5210 5221 5233 5245 5257 [445] 5268 5280 5291 5303 5314 5326 5338 5351 5363 5375 5388 5400 [457] 5412 5423 5435 5446 5458 5470 5482 5494 5507 5518 5530 5542 [469] 5553 5565 5578 5589 5600 5612 5623 5634 5646 5658 5670 5682 [481] 5693 5706 5717 5729 5741 5752 5765 5778 5790 5802 5815 5825 [493] 5837 5849 5859 5872 5885 5897 5910 5922 5934 5946 5958 5970 [505] 5982 5995 6006 6018 6031 6042 6053 6064 6077 6088 6101 6112 [517] 6124 6136 6147 6160 6172 6184 6196 6209 6220 6232 6245 6257 [529] 6270 6282 6294 6307 6319 6331 6344 6355 6366 6378 6390 6402 [541] 6414 6427 6438 6449 6462 6474 6486 6499 6510 6522 6534 6546 [553] 6559 6571 6584 6595 6607 6619 6631 6644 6657 6669 6681 6693 [565] 6705 6717 6729 6740 6752 6763 6776 6788 6800 6813 6827 6839 [577] 6850 6862 6875 6888 6900 6914 6926 6939 6951 6962 6974 6985 [589] 6997 7010 7023 7034 7047 7058 7071 7083 7096 7108 7120 7132 [601] 7144 7157 7169 7182 7194 7206 7218 7231 7243 7255 7268 7280 [613] 7293 7305 7317 7329 7341 7353 7365 7378 7390 7402 7414 7427 [625] 7439 7451 7463 7475 7488 7500 7512 7524 7537 7549 7563 7575 [637] 7587 7599 7611 7624 7635 7648 7661 7673 7686 7699 7710 7723 [649] 7736 7748 7760 7772 7785 7797 7808 7821 7834 7847 7859 7872 [661] 7884 7897 7908 7920 7933 7946 7959 7970 7982 7994 8006 8018 [673] 8030 8043 8057 8069 8082 8095 8107 8122 8132 8145 8158 8170 [685] 8181 8193 8206 8220 8232 8245 8257 8270 8282 8295 8307 8321 [697] 8332 8344 8356 8368 8381 8395 8407 8417 8430 8442 8455 8468 [709] 8481 8493 8505 8518 8530 8542 8555 8567 8579 8591 8604 8618 [721] 8630 8642 8655 8668 8680 8692 8705 8718 8730 8742 8755 8768 [733] 8782 8794 8807 8819 8834 8846 8858 8873 8884 8897 8910 8922 [745] 8933 8946 8959 8972 8985 8998 9012 9024 9037 9050 9062 9074 [757] 9087 9099 9111 9123 9136 9148 9160 9174 9189 9201 9213 9226 [769] 9239 9263 9276 9290 9303 9316 9328 9341 9353 9367 9380 9393 [781] 9404 9418 9430 9442 9456 9469 9482 9494 9506 9519 9531 9544 [793] 9558 9571 9585 9599 9611 9625 9638 9650 9663 9676 9689 9701 [805] 9713 9725 9738 9751 9764 9777 9791 9805 9819 9831 9845 9857 [817] 9872 9882 9895 9909 9920 9933 9946 9959 9972 9984 9998 10011 [829] 10024 10037 10050 10064 10077 10089 10106 10116 10132 10143 10157 10169 [841] 10183 10196 10209 10223 10236 10246 10261 10275 10288 10301 10313 10326 [853] 10339 10352 10367 10378 10393 10407 10419 10432 10445 10459 10472 10485 [865] 10498 10512 10526 10539 10552 10566 10579 10593 10606 10620 10634 10646 [877] 10660 10673 10687 10699 10713 10728 10741 10754 10767 10779 10795 10808 [889] 10823 10835 10850 10863 10885 10895 10904 10917 10933 10945 10961 10975 [901] 10987 11000 11013 11028 11042 11056 11070 11084 11099 11113 11126 11142 [913] 11153 11167 11180 11196 11209 11221 11236 11251 11266 11279 11294 11310 [925] 11324 11338 11351 11365 11378 11392 11407 11423 11436 11450 11466 11477 [937] 11492 11507 11521 11530 11549 11565 11580 11593 11605 11621 11635 11658 [949] 11667 11681 11695 11710 11724 11737 11760 11769 11783 11798 11815 11829 [961] 11843 11857 11871 11886 11901 11917 11932 11951 11961 11979 12001 12019 [973] 12035 12050 12064 12080 12095 12109 12124 12138 12155 12173 12194 12215 [985] 12230 12246 12263 12278 12298 12307 12327 12338 12349 12373 12387 12401 [997] 12415 12433 12442 12468 12477 12496 12510 12523 12540 12558 12574 12594 [1009] 12610 12629 12639 12649 12658 12668 12686 12703 12712 12722 12737 12753 [1021] 12769 12778 12808 12819 12836 12853 12870 12882 12902 12921 12934 12946 [1033] 12959 12971 12984 13003 13021 13033 13046 13072 13088 13104 13113 13125 [1045] 13144 13165 13176 13186 13213 13235 13254 13264 13289 13304 13319 13345 [1057] 13364 13380 13407 13437 13451 13472 13493 13511 13520 13531 13558 13571 [1069] 13581 13599 13608 13627 13661 13690 13711 13729 13749 13773 13798 13825 [1081] 13851 13879 13903 13928 13935 13973 13994 14023 14032 14054 14068 14087 [1093] 14150 14184 14219 14233 14258 14292 14310 14339 14353 14381 14409 14437 [1105] 14465 14497 14519 14550 14563 14601 14646 14655 14689 14699 14717 14759 [1117] 14768 14789 14810 14839 14848 14882 14895 14922 14957 14985 14995 15013 [1129] 15041 15080 15098 15136 15148 $PLOC.2 [1] 2 14 24 36 45 54 67 75 84 93 114 125 [13] 141 148 154 164 176 192 206 210 225 239 251 260 [25] 275 285 299 315 328 340 350 358 370 385 396 410 [37] 423 431 445 453 464 478 492 504 518 530 542 556 [49] 568 580 593 602 611 623 633 646 658 673 686 698 [61] 710 722 736 748 762 772 782 792 803 813 824 836 [73] 847 858 870 882 895 908 920 933 946 958 971 983 [85] 993 1003 1015 1027 1041 1049 1062 1074 1085 1097 1110 1123 [97] 1135 1147 1158 1171 1183 1194 1206 1218 1229 1241 1255 1267 [109] 1279 1290 1301 1311 1323 1336 1347 1358 1369 1381 1394 1406 [121] 1419 1433 1445 1458 1470 1481 1493 1503 1514 1526 1537 1549 [133] 1562 1575 1586 1597 1608 1622 1634 1645 1656 1668 1680 1693 [145] 1704 1716 1727 1737 1750 1763 1775 1787 1797 1810 1822 1835 [157] 1849 1860 1873 1884 1896 1908 1920 1932 1944 1956 1967 1977 [169] 1990 2002 2014 2026 2038 2048 2060 2072 2085 2097 2108 2119 [181] 2131 2144 2155 2166 2178 2189 2200 2212 2225 2237 2249 2260 [193] 2271 2282 2295 2307 2320 2332 2344 2356 2367 2378 2390 2402 [205] 2415 2426 2437 2448 2459 2470 2481 2494 2506 2517 2528 2539 [217] 2552 2564 2577 2589 2602 2613 2625 2638 2650 2661 2673 2684 [229] 2695 2707 2720 2732 2743 2755 2766 2778 2790 2802 2813 2826 [241] 2838 2850 2862 2873 2885 2897 2909 2922 2933 2944 2955 2967 [253] 2978 2990 3001 3013 3025 3037 3050 3062 3075 3087 3098 3111 [265] 3122 3134 3145 3156 3169 3181 3192 3204 3216 3228 3241 3254 [277] 3266 3277 3288 3300 3312 3324 3336 3348 3359 3369 3381 3393 [289] 3405 3418 3429 3443 3455 3468 3480 3492 3502 3514 3526 3538 [301] 3550 3563 3576 3588 3599 3611 3623 3634 3646 3659 3671 3683 [313] 3694 3706 3719 3731 3743 3756 3768 3780 3792 3804 3816 3828 [325] 3840 3852 3864 3875 3887 3899 3912 3923 3935 3947 3959 3972 [337] 3985 3995 4008 4019 4030 4042 4055 4066 4077 4089 4102 4113 [349] 4125 4138 4149 4161 4174 4187 4199 4210 4222 4234 4245 4257 [361] 4268 4280 4293 4305 4316 4328 4340 4352 4364 4377 4389 4401 [373] 4413 4424 4435 4447 4459 4471 4483 4495 4506 4517 4529 4541 [385] 4553 4566 4578 4589 4601 4613 4625 4636 4648 4660 4672 4686 [397] 4698 4709 4720 4732 4744 4755 4767 4778 4790 4802 4814 4826 [409] 4838 4850 4861 4875 4887 4899 4911 4922 4934 4944 4957 4970 [421] 4983 4994 5005 5017 5028 5040 5053 5065 5078 5090 5102 5115 [433] 5127 5138 5149 5161 5174 5186 5198 5210 5221 5233 5245 5257 [445] 5268 5280 5291 5303 5314 5326 5338 5351 5363 5375 5388 5400 [457] 5412 5423 5435 5446 5458 5470 5482 5494 5507 5518 5530 5542 [469] 5553 5565 5578 5589 5600 5612 5623 5634 5646 5658 5670 5682 [481] 5693 5706 5717 5729 5741 5752 5765 5778 5790 5802 5815 5825 [493] 5837 5849 5859 5872 5885 5897 5910 5922 5934 5946 5958 5970 [505] 5982 5995 6006 6018 6031 6042 6053 6064 6077 6088 6101 6112 [517] 6124 6136 6147 6160 6172 6184 6196 6209 6220 6232 6245 6257 [529] 6270 6282 6294 6307 6319 6331 6344 6355 6366 6378 6390 6402 [541] 6414 6427 6438 6449 6462 6474 6486 6499 6510 6522 6534 6546 [553] 6559 6571 6584 6595 6607 6619 6631 6644 6657 6669 6681 6693 [565] 6705 6717 6729 6740 6752 6763 6776 6788 6800 6813 6827 6839 [577] 6850 6862 6875 6888 6900 6914 6926 6939 6951 6962 6974 6985 [589] 6997 7010 7023 7034 7047 7058 7071 7083 7096 7108 7120 7132 [601] 7144 7157 7169 7182 7194 7206 7218 7231 7243 7255 7268 7280 [613] 7293 7305 7317 7329 7341 7353 7365 7378 7390 7402 7414 7427 [625] 7439 7451 7463 7475 7488 7500 7512 7524 7537 7549 7563 7575 [637] 7587 7599 7611 7624 7635 7648 7661 7673 7686 7699 7710 7723 [649] 7736 7748 7760 7772 7785 7797 7808 7821 7834 7847 7859 7872 [661] 7884 7897 7908 7920 7933 7946 7959 7970 7982 7994 8006 8018 [673] 8030 8043 8057 8069 8082 8095 8107 8122 8132 8145 8158 8170 [685] 8181 8193 8206 8220 8232 8245 8257 8270 8282 8295 8307 8321 [697] 8332 8344 8356 8368 8381 8395 8407 8417 8430 8442 8455 8468 [709] 8481 8493 8505 8518 8530 8542 8555 8567 8579 8591 8604 8618 [721] 8630 8642 8655 8668 8680 8692 8705 8718 8730 8742 8755 8768 [733] 8782 8794 8807 8819 8834 8846 8858 8873 8884 8897 8910 8922 [745] 8933 8946 8959 8972 8985 8998 9012 9024 9037 9050 9062 9074 [757] 9087 9099 9111 9123 9136 9148 9160 9174 9189 9201 9213 9226 [769] 9239 9263 9276 9290 9303 9316 9328 9341 9353 9367 9380 9393 [781] 9404 9418 9430 9442 9456 9469 9482 9494 9506 9519 9531 9544 [793] 9558 9571 9585 9599 9611 9625 9638 9650 9663 9676 9689 9701 [805] 9713 9725 9738 9751 9764 9777 9791 9805 9819 9831 9845 9857 [817] 9872 9882 9895 9909 9920 9933 9946 9959 9972 9984 9998 10011 [829] 10024 10037 10050 10064 10077 10089 10106 10116 10132 10143 10157 10169 [841] 10183 10196 10209 10223 10236 10246 10261 10275 10288 10301 10313 10326 [853] 10339 10352 10367 10378 10393 10407 10419 10432 10445 10459 10472 10485 [865] 10498 10512 10526 10539 10552 10566 10579 10593 10606 10620 10634 10646 [877] 10660 10673 10687 10699 10713 10728 10741 10754 10767 10779 10795 10808 [889] 10823 10835 10850 10863 10885 10895 10904 10917 10933 10945 10961 10975 [901] 10987 11000 11013 11028 11042 11056 11070 11084 11099 11113 11126 11142 [913] 11153 11167 11180 11196 11209 11221 11236 11251 11266 11279 11294 11310 [925] 11324 11338 11351 11365 11378 11392 11407 11423 11436 11450 11466 11477 [937] 11492 11507 11521 11530 11549 11565 11580 11593 11605 11621 11635 11658 [949] 11667 11681 11695 11710 11724 11737 11760 11769 11783 11798 11815 11829 [961] 11843 11857 11871 11886 11901 11917 11932 11951 11961 11979 12001 12019 [973] 12035 12050 12064 12080 12095 12109 12124 12138 12155 12173 12194 12215 [985] 12230 12246 12263 12278 12298 12307 12327 12338 12349 12373 12387 12401 [997] 12415 12433 12442 12468 12477 12496 12510 12523 12540 12558 12574 12594 [1009] 12610 12629 12639 12649 12658 12668 12686 12703 12712 12722 12737 12753 [1021] 12769 12778 12808 12819 12836 12853 12870 12882 12902 12921 12934 12946 [1033] 12959 12971 12984 13003 13021 13033 13046 13072 13088 13104 13113 13125 [1045] 13144 13165 13176 13186 13213 13235 13254 13264 13289 13304 13319 13345 [1057] 13364 13380 13407 13437 13451 13472 13493 13511 13520 13531 13558 13571 [1069] 13581 13599 13608 13627 13661 13690 13711 13729 13749 13773 13798 13825 [1081] 13851 13879 13903 13928 13935 13973 13994 14023 14032 14054 14068 14087 [1093] 14150 14184 14219 14233 14258 14292 14310 14339 14353 14381 14409 14437 [1105] 14465 14497 14519 14550 14563 14601 14646 14655 14689 14699 14717 14759 [1117] 14768 14789 14810 14839 14848 14882 14895 14922 14957 14985 14995 15013 [1129] 15041 15080 15098 15136 15148 $PSZE.1 [1] 96 $PTYP.1 [1] "96-Well" $PXLB.1 [1] 3 $PuSc.1 [1] 24 $PuSc.2 [1] "pass" $QV20.1 [1] 948 $QV20.2 [1] "pass" $QcPa.1 [1] "UseSampleScore=true,SampleScoreLowCutoff=15,SampleScoreMedCutoff=30,UseCRL=true,CRLLowCutoff=100,CRLMedCutoff=300,CRLWindow=20,CRLQvThreshold=20,UseQV20+=true,QV20+LowCutoff= 100,QV20+MedCutoff=300,UsePupScore=true,PupScoreLowCutoff=4,PupScoreMedCutoff=8" $QcRn.1 [1] 0 $QcRs.1 [1] "" $QcRs.2 [1] "" $RGNm.1 [1] "SZBK_ResultsGroup-20170227_1" $RMXV.1 [1] "TestVersion 1" $RMdN.1 [1] "BDxStdSeq50_POP7" $RMdV.1 [1] "TestVersion 1" $RMdX.1 [1] "////SYSTem:MESSage "$DC_RunModule_Comment"////////Turning Laser On//SYSTem:MESSage "Turning Laser On."LAS:POW:SETT $DC_Laser_Power_SettingLAS:POW:TOL 1.0LAS On//////Turning Zohana On//SYSTem:MESSage "Turning Detection Heater On."DETH:TEMP:TOL 3.0DETH:TEMP:SETT $Array_Heater_TemperatureDETH On//////Turning Oven On//SYSTem:MESSage "Setting Oven Temperature."OVEN:TEMP:TOL $Temperature_ToleranceOVEN:TEMP:SETT $Oven_TemperatureOVEN On//////Initializing Autosampler//SYSTem:MESSage "Initializing Autosampler."STR Initialize////Filling Polymer Pump//SYSTem:MESSage "Loading Waste Tray."STR:ROB:MOV:LOAD WasteFLU:POLY:PRES Up 0.34 50FLU:POLY:PRES Down 0.21 200SYSTem:MESSage "Filling Polymer Pump"FLU:POLY:FILL $Poly_Fill_Vol////Waiting for Oven to Stabilize at Run Temperature//SYSTem:MESSage "Waiting for Oven to Stabilize at Run Temperature"OVEN:SYNC $Oven_Wait_Time////Waiting for Detection Heater to Stabilize at Run Temperature//SYSTem:MESSage "Waiting for Detection Heater to Stabilize at Run Temperature"DETH:SYNC 1800////Waiting for Laser to Stabilize at Power Setting//SYSTem:MESSage "Waiting for Laser to Stabilize at Power Setting"LAS:SYNC 600////Filling Array//SYSTem:MESSage "Filling Array with Polymer."FLU:CAP:FILL:THRE 1000FLU:CAP:FILL $Cap_Fill_Vol////POP Injection//SYSTem:MESSage "POP Injection."STR:ROB:ZOFF $Injection_Depth_OffsetSTR:CSO $DC_RS_CSDataSTR:ROB:MOV:LOAD $DC_RS_Plate_TypeSYST:WAIT 5FLU:CAP:FILL:THRE 1000FLU:CAP:FILL 560SYST:WAIT 5STR:ROB:ZOFF 0////Rinsing Capillaries//SYSTem:MESSage "Rinsing Capillary Tips."STR:ROB:MOV:LOAD WaterSYST:WAIT 5//SYSTem:MESSage "Loading Buffer Tray."STR:ROB:MOV:LOAD BufferSYST:WAIT 3////Bubble Check//SYSTem:MESSage "Testing for Normal Current."EPS:CURR:LIM $Max_CurrentEPS:CURR:ARC:THRE $Current_StabilityEPS:VOLT:SETT 2.0EPS OnSYST:WAIT 2EPS:CURR:ARC:SELF $DC_Cap8_EPS_ARC_SELFEPS Off////Pre Run//SYSTem:MESSage "PreRun"EPS:VOLT:TOL $Voltage_ToleranceEPS:VOLT:SETT $PreRun_VoltageEPS OnEPS:SYNC 10SYST:WAIT $DC_PreRun_TimeEPS OffSYST:WAIT 3//////Rinse Capillaries//SYSTem:MESSage "Rinsing Capillary Tips."STR:ROB:MOV:LOAD WaterSYST:WAIT 3//// Sample injection//SYSTem:MESSage "Sample Injection."STR:ROB:ZOFF $Injection_Depth_OffsetSTR:CSO $DC_RS_CSDataSTR:ROB:MOV:LOAD $DC_RS_Plate_TypeSYST:WAIT 15EPS:VOLT:SETT $Injection_VoltageEPS OnSYST:WAIT $DC_Injection_TimeEPS OffEPS:VOLT:SETT 0.0SYST:WAIT 1STR:ROB:ZOFF 0////Rinsing Capillaries//SYSTem:MESSage "Rinsing Capillary Tips."STR:ROB:MOV:LOAD WaterSYST:WAIT 3////Starting Electrophoresis//SYSTem:MESSage "Loading Buffer Tray."STR:ROB:MOV:LOAD BufferSYST:WAIT 3SYSTem:MESSage "Ramping Cycle."EPS:VOLT:TOL $Voltage_ToleranceEPS:VOLT:SQRR $Run_Voltage $Voltage_Number_Of_Steps $Voltage_Step_IntervalEPS OnSYST:WAIT $Voltage_Ramp_WaitEPS:SYNC 10////Data Delay//SYSTem:MESSage "Waiting for Data."SYST:WAIT $DC_Data_Delay////CCD beginning data read//CAM:SHUT AutoDAT:SRAT $First_ReadOut_Time $Second_ReadOut_TimeDAT:MODe BinningSYSTem:MESSage "Starting Data Collection."DAT:COLL StartSYST:WAIT $DC_Run_TimeSYSTem:MESSage "Stop Data Collection."DAT:COLL StopEPS OffEPS:VOLT:SETT 0.0SYST:WAIT 1//LAS Off//DETH Off//OVEN Off//////End Of ModuleB" $RNmF.1 [1] 4.600603e-41 $RPrN.1 [1] "BDxStdSeq50_POP7_6sec" $RPrV.1 [1] "v1.0.0" $RUND.1 $RUND.1$year [1] 2017 $RUND.1$month [1] 2 $RUND.1$day [1] 7 $RUND.2 $RUND.2$year [1] 2017 $RUND.2$month [1] 2 $RUND.2$day [1] 7 $RUND.3 $RUND.3$year [1] 2017 $RUND.3$month [1] 2 $RUND.3$day [1] 7 $RUND.4 $RUND.4$year [1] 2017 $RUND.4$month [1] 2 $RUND.4$day [1] 7 $RUNT.1 $RUNT.1$hour [1] 17 $RUNT.1$minute [1] 25 $RUNT.1$second [1] 6 $RUNT.1$hsecond [1] 0 $RUNT.2 $RUNT.2$hour [1] 19 $RUNT.2$minute [1] 28 $RUNT.2$second [1] 41 $RUNT.2$hsecond [1] 0 $RUNT.3 $RUNT.3$hour [1] 17 $RUNT.3$minute [1] 52 $RUNT.3$second [1] 31 $RUNT.3$hsecond [1] 0 $RUNT.4 $RUNT.4$hour [1] 19 $RUNT.4$minute [1] 28 $RUNT.4$second [1] 32 $RUNT.4$hsecond [1] 0 $Rate.1 [1] 00 00 00 00 00 00 01 68 00 00 00 01 52 $RevC.1 [1] 0 $RunN.1 [1] "Run 2017-02-07-04-42-30-726" $`S/N%.1` [1] 108 138 169 140 $SCAN.1 [1] 15954 $SMED.1 [1] "2017-05-16 14:00:00.0" $SMID.1 [1] "2017-01-31 02:33:00.0" $SMLt.1 [1] "1609087" $SMPL.1 [1] "10 KE CR-F" $SMRn.1 [1] 87 $SPAC.1 [1] 0.002613202 $SPAC.2 [1] "KB.bcp" $SPAC.3 [1] 0.002613202 $SVER.1 [1] "3500 Data Collection Version 1.0 - 3500 FC_090519180136-0700 Build Number: 837" $SVER.2 [1] "KB 1.4.1.8" $SVER.3 [1] "6228001-05" $SVER.4 [1] "Sequencing Format 2.0" $ScSt.1 [1] 0 $Scal.1 [1] 8.96831e-44 $Scan.1 [1] 15954 $SpeN.1 [1] "Run 2016-09-02-08-58-30-610" $TUBE.1 [1] "G07" $Tmpr.1 [1] 60 $TrPa.1 [1] "UseClearRangeThreshold=true,UseLastBase=true,MaxLowQualityBases3PrimeEnd=4,UseFirstBase=true,UseClearRangeThreshold5PrimeEnd=true,LastBase=550,UseClearRangeThreshold3PrimeEnd=true,LowQualityWindow5PrimeEnd=20,UseAmpliconPrimerTrimming=false,LowQualityWindow3PrimeEnd=20,FirstBase=20,CvThreshold5PrimeEnd=20,CvThreshold3PrimeEnd=20,UseM13Masking=false,UseConfidenceRange=false,MaxLowQualityBases5PrimeEnd=4,BasesToTrimFrom3PrimeEnd=30" $TrSc.1 [1] 48 $TrSc.2 [1] "pass" $phAR.1 [1] 4.61854e-41 $phCH.1 [1] "term" $phDY.1 [1] "big" $phQL.1 [1] 99 $phTR.1 [1] -1 -1 $phTR.2 [1] 4.61854e-41
A nevek attribútumok, amelyeknek több fajtája is lehet (nevek, oszlopnevek, sornevek, dimenziónevek). Többek között arra is alkalmasak, hogy objektumok elemeire hivatkozhassunk. Ahhoz, hogy nevek segítségével hivatkozzunk elemekre, tudnunk kell, hogy milyen nevek vannak az objektumban. Az objektumban előforduló neveket többféleképpen is kiolvashatjuk, például a slotNames()-függvénnyel.
slotNames(abif.F)
- 'header'
- 'directory'
- 'data'
abif.F@header
An object of class "abifHeader"
Slot "abif":
[1] "ABIF"
Slot "version":
[1] 101
Slot "name":
[1] 74 64 69 72
Slot "number":
[1] 1
Slot "elementtype":
[1] 1023
Slot "elementsize":
[1] 28
Slot "numelements":
[1] 166
Slot "dataoffset":
[1] 331824
Slot "datahandle":
[1] 0
slotNames(abif.F@header)
- 'abif'
- 'version'
- 'name'
- 'number'
- 'elementtype'
- 'elementsize'
- 'numelements'
- 'dataoffset'
- 'datahandle'
abif.F@header@abif
slotNames(abif.F@directory)
- 'name'
- 'tagnumber'
- 'elementtype'
- 'elementsize'
- 'numelements'
- 'datasize'
- 'dataoffset'
names(abif.F@data)
- 'AAct.1'
- 'ABED.1'
- 'ABID.1'
- 'ABLt.1'
- 'ABRn.1'
- 'ABTp.1'
- 'AEPt.1'
- 'AEPt.2'
- 'APFN.2'
- 'APXV.1'
- 'APrN.1'
- 'APrV.1'
- 'APrX.1'
- 'ARTN.1'
- 'ASPF.1'
- 'ASPt.1'
- 'ASPt.2'
- 'AVld.1'
- 'AmbT.1'
- 'AsyC.1'
- 'AsyN.1'
- 'AsyV.1'
- 'B1Pt.1'
- 'B1Pt.2'
- 'BCTS.1'
- 'BcRn.1'
- 'BcRs.1'
- 'BcRs.2'
- 'CAED.1'
- 'CAID.1'
- 'CALt.1'
- 'CARn.1'
- 'CASN.1'
- 'CBED.1'
- 'CBID.1'
- 'CBLt.1'
- 'CBRn.1'
- 'CBTp.1'
- 'CRLn.1'
- 'CRLn.2'
- 'CTNM.1'
- 'CTOw.1'
- 'CTTL.1'
- 'CkSm.1'
- 'CpEP.1'
- 'DATA.1'
- 'DATA.2'
- 'DATA.3'
- 'DATA.4'
- 'DATA.5'
- 'DATA.6'
- 'DATA.7'
- 'DATA.8'
- 'DATA.9'
- 'DATA.10'
- 'DATA.11'
- 'DATA.12'
- 'DSam.1'
- 'DySN.1'
- 'Dye#.1'
- 'DyeN.1'
- 'DyeN.2'
- 'DyeN.3'
- 'DyeN.4'
- 'DyeW.1'
- 'DyeW.2'
- 'DyeW.3'
- 'DyeW.4'
- 'EPVt.1'
- 'EVNT.1'
- 'EVNT.2'
- 'EVNT.3'
- 'EVNT.4'
- 'FWO_.1'
- 'GTyp.1'
- 'HCFG.1'
- 'HCFG.2'
- 'HCFG.3'
- 'HCFG.4'
- 'InSc.1'
- 'InVt.1'
- 'InjN.1'
- 'LANE.1'
- 'LAST.1'
- 'LIMS.1'
- 'LNTD.1'
- 'LsrP.1'
- 'MCHN.1'
- 'MODF.1'
- 'MODL.1'
- 'NAVG.1'
- 'NLNE.1'
- 'NOIS.1'
- 'P1AM.1'
- 'P1RL.1'
- 'P1WD.1'
- 'P2AM.1'
- 'P2BA.1'
- 'P2RL.1'
- 'PBAS.1'
- 'PBAS.2'
- 'PCON.1'
- 'PCON.2'
- 'PDMF.1'
- 'PDMF.2'
- 'PLOC.1'
- 'PLOC.2'
- 'PSZE.1'
- 'PTYP.1'
- 'PXLB.1'
- 'PuSc.1'
- 'PuSc.2'
- 'QV20.1'
- 'QV20.2'
- 'QcPa.1'
- 'QcRn.1'
- 'QcRs.1'
- 'QcRs.2'
- 'RGNm.1'
- 'RMXV.1'
- 'RMdN.1'
- 'RMdV.1'
- 'RMdX.1'
- 'RNmF.1'
- 'RPrN.1'
- 'RPrV.1'
- 'RUND.1'
- 'RUND.2'
- 'RUND.3'
- 'RUND.4'
- 'RUNT.1'
- 'RUNT.2'
- 'RUNT.3'
- 'RUNT.4'
- 'Rate.1'
- 'RevC.1'
- 'RunN.1'
- 'S/N%.1'
- 'SCAN.1'
- 'SMED.1'
- 'SMID.1'
- 'SMLt.1'
- 'SMPL.1'
- 'SMRn.1'
- 'SPAC.1'
- 'SPAC.2'
- 'SPAC.3'
- 'SVER.1'
- 'SVER.2'
- 'SVER.3'
- 'SVER.4'
- 'ScSt.1'
- 'Scal.1'
- 'Scan.1'
- 'SpeN.1'
- 'TUBE.1'
- 'Tmpr.1'
- 'TrPa.1'
- 'TrSc.1'
- 'TrSc.2'
- 'phAR.1'
- 'phCH.1'
- 'phDY.1'
- 'phQL.1'
- 'phTR.1'
- 'phTR.2'
# a FWO_.1 objektum tartalmazza, hogy a DATA.9 - DATA.11 objektumban tárolt
# intenzitásértékeket mely bázisoknak felelnek meg
abif.F@data$FWO_.1
# így a G bázisra vonatkozó intenzitások a DATA.9 vektorban vannak
abif.F@data$DATA.9
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typeof(abif.F@data$DATA.9)
range(abif.F@data$DATA.9)
- 0
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length(abif.F@data$DATA.9)
data.frame¶
A data.frame vagy más néven adattábla olyan táblázat, aminek oszlopai vektorként foghatók fel. A adattáblákat alkothatják numerikus, szöveges, komplex vagy logikai adattípusok. Ugyanazon data.frame-en belül többféle típus használható. Fájlból beolvasott táblázatok általában ilyen objektumként jelennek meg az R-ben, de létrehozhatjuk a data.frame()-függvénnyel is.
bazis1 = abif.F@data$DATA.9
bazis2 = abif.F@data$DATA.10
bazis3 = abif.F@data$DATA.11
bazis4 = abif.F@data$DATA.12
tablazat = data.frame(bazis1, bazis2, bazis3, bazis4)
Az adattábla létrehozásakor ügyeljünk arra, hogy az alkotó vektorok egyforma hosszúságúak legyenek. Ha az egyik vektor rövidebb a másiknál, és a hosszabb vektor hossza osztható a rövidebb vektor hosszával, akkor a függvény a rövidebb vektor ismétlésével kipótolja a különbséget.
dim(tablazat)
- 15156
- 4
head(tablazat)
| bazis1 | bazis2 | bazis3 | bazis4 |
|---|---|---|---|
| 1 | 54 | 36 | 25 |
| 1 | 49 | 36 | 27 |
| 0 | 43 | 37 | 29 |
| 0 | 35 | 37 | 31 |
| 0 | 26 | 39 | 32 |
| 0 | 20 | 41 | 30 |
Ha data.frame-ból szeretnénk kiolvasni értékeket, azt két index alkalmazásával tehetjük meg. A tablazat data.frame-ból egy elemet a tablazat[i, j] utasítással olvashatunk ki, ahol i a data.frame sorát, j pedig az oszlopát meghatározó index.
Egy egész sor olvasásához a tablazat[i, ], egy egész oszlopéhoz pedig az x[ ,j] parancsot használhatjuk.
Az indexek segítségével nem csak kiolvashatunk értékeket az adattároló objektumokból, hanem lekérdezéseket is végezhetünk azokból, illetve elemeiket módosíthatjuk. Továbbá indexek segítségével az objektumból eltávolíthatunk elemeket, sorokat, oszlopokat.
tablazat[2, 4]
tablazat[2, ]
| bazis1 | bazis2 | bazis3 | bazis4 | |
|---|---|---|---|---|
| 2 | 1 | 49 | 36 | 27 |
tablazat[, 1]
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Az objektumok elemeire nem csak indexekkel hivatkozhatunk, de nevekkel is.
names(tablazat)
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colnames(tablazat)
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rownames(tablazat)
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- '683'
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tablazat$bazis1
- 1
- 1
- 0
- 0
- 0
- 0
- 1
- 2
- 4
- 6
- 8
- 10
- 12
- 13
- 14
- 15
- 13
- 11
- 9
- 7
- 8
- 10
- 14
- 18
- 21
- 20
- 17
- 12
- 7
- 2
- 0
- 0
- 1
- 4
- 7
- 9
- 9
- 8
- 5
- 2
- 0
- 0
- 0
- 4
- 10
- 15
- 17
- 17
- 15
- 11
- 7
- 6
- 7
- 10
- 13
- 14
- 14
- 11
- 7
- 4
- 2
- 2
- 3
- 4
- 4
- 4
- 3
- 2
- 2
- 3
- 6
- 9
- 13
- 17
- 23
- 28
- 33
- 37
- 39
- 40
- 41
- 43
- 47
- 55
- 64
- 73
- 82
- 88
- 92
- 95
- 97
- 99
- 102
- 103
- 102
- 99
- 92
- 84
- 76
- 68
- 61
- 56
- 52
- 47
- 42
- 36
- 29
- 21
- 14
- 9
- 6
- 7
- 9
- 12
- 13
- 11
- 8
- 5
- 1
- 0
- 0
- 0
- 0
- 0
- 1
- 2
- 4
- 7
- 9
- 11
- 11
- 9
- 7
- 5
- 3
- 2
- 1
- 0
- 0
- 0
- 1
- 4
- 9
- 15
- 19
- 19
- 16
- 11
- 4
- 0
- 0
- 1
- 8
- 16
- 22
- 25
- 23
- 17
- 10
- 4
- 1
- 3
- 8
- 13
- 16
- 16
- 13
- 9
- 7
- 8
- 11
- 15
- 18
- 20
- 19
- 19
- 22
- 28
- 39
- 54
- 72
- 93
- 118
- 147
- 182
- 221
- 261
- 300
- 334
- 362
- 383
- 396
- 400
- 395
- 380
- 354
- 318
- 277
- 233
- 191
- 155
- 125
- 100
- 79
- 61
- 45
- 31
- 21
- 14
- 11
- 13
- 20
- 30
- 42
- 56
- 71
- 85
- 98
- 111
- 123
- 135
- 147
- 158
- 168
- 174
- 175
- 169
- 156
- 138
- 116
- 94
- 73
- 56
- 43
- 33
- 26
- 21
- 16
- 12
- 8
- 5
- 3
- 1
- 0
- 0
- 0
- 0
- 0
- 1
- 2
- 4
- 5
- 6
- 5
- 4
- 2
- 1
- 1
- 1
- 1
- 0
- 0
- 0
- 0
- 1
- 3
- 6
- 8
- 8
- 8
- 5
- 2
- 0
- 0
- 0
- 1
- 4
- 7
- 10
- 10
- 9
- 7
- 5
- 3
- 4
- 5
- 7
- 9
- 9
- 8
- 5
- 2
- 0
- 0
- 0
- 2
- 6
- 9
- 12
- 12
- 12
- 12
- 14
- 24
- 42
- 72
- 114
- 169
- 235
- 309
- 391
- 473
- 550
- 613
- 653
- 664
- 642
- 590
- 514
- 422
- 327
- 237
- 159
- 98
- 55
- 27
- 13
- 8
- 8
- 10
- 12
- 14
- 14
- 13
- 11
- 8
- 6
- 3
- 1
- 0
- 0
- 1
- 3
- 4
- 4
- 3
- 2
- 1
- 1
- 3
- 4
- 5
- 5
- 3
- 1
- 0
- 0
- 2
- 6
- 10
- 13
- 14
- 12
- 9
- 5
- 2
- 0
- 0
- 0
- 1
- 3
- 5
- 6
- 7
- 6
- 5
- 3
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 3
- 5
- 6
- 6
- 4
- 2
- 3
- 7
- 16
- 30
- 47
- 66
- 85
- 103
- 117
- 128
- 132
- 130
- 120
- 104
- 83
- 60
- 38
- 21
- 9
- 2
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 2
- 4
- 6
- 7
- 7
- 5
- 3
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 3
- 7
- 10
- 12
- 10
- 7
- 3
- 1
- 0
- 2
- 4
- 5
- 5
- 3
- 1
- 0
- 1
- 5
- 10
- 14
- 16
- 16
- 14
- 14
- 19
- 33
- 56
- 90
- 131
- 175
- 215
- 244
- 259
- 256
- 236
- 203
- 162
- 120
- 81
- 50
- 27
- 13
- 6
- 4
- 5
- 6
- 8
- 9
- 11
- 16
- 28
- 49
- 81
- 123
- 172
- 222
- 265
- 294
- 304
- 294
- 266
- 225
- 177
- 129
- 86
- 52
- 28
- 13
- 5
- 1
- 0
- 0
- 0
- 0
- 1
- 4
- 7
- 9
- 9
- 7
- 5
- 2
- 0
- 0
- 2
- 4
- 6
- 8
- 9
- 9
- 9
- 8
- 6
- 4
- 3
- 1
- 0
- 0
- 1
- 5
- 15
- 37
- 77
- 139
- 228
- 340
- 466
- 594
- 704
- 781
- 810
- 786
- 710
- 593
- 455
- 314
- 191
- 96
- 36
- 6
- 0
- 0
- 2
- 3
- 2
- 0
- 0
- 0
- 1
- 5
- 9
- 11
- 11
- 9
- 6
- 3
- 1
- 0
- 0
- 0
- 0
- 0
- 2
- 3
- 4
- 5
- 5
- 4
- 4
- 5
- 7
- 10
- 13
- 14
- 13
- 11
- 7
- 3
- 0
- 0
- 0
- 1
- 4
- 7
- 9
- 9
- 7
- 5
- 2
- 0
- 0
- 0
- 1
- 2
- 1
- 0
- 0
- 0
- 3
- 7
- 11
- 13
- 13
- 10
- 6
- 3
- 3
- 6
- 8
- 10
- 9
- 7
- 5
- 5
- 6
- 8
- 11
- 12
- 13
- 11
- 8
- 3
- 0
- 0
- 7
- 38
- 101
- 199
- 326
- 468
- 605
- 712
- 772
- 776
- 725
- 630
- 507
- 377
- 255
- 155
- 81
- 34
- 9
- 0
- 0
- 0
- 0
- 3
- 7
- 13
- 20
- 27
- 31
- 32
- 30
- 26
- 22
- 18
- 14
- 10
- 6
- 2
- 0
- 0
- 5
- 20
- 47
- 87
- 138
- 196
- 252
- 295
- 318
- 315
- 289
- 245
- 191
- 137
- 90
- 53
- 28
- 14
- 8
- 6
- 6
- 4
- 1
- 0
- 0
- 14
- 54
- 125
- 224
- 342
- 461
- 562
- 624
- 636
- 596
- 512
- 402
- 285
- 178
- 95
- 40
- 9
- 0
- 0
- 1
- 4
- 5
- 2
- 0
- 0
- 10
- 50
- 125
- 240
- 386
- 547
- 697
- 810
- 865
- 853
- 775
- 647
- 492
- 337
- 201
- 100
- 37
- 6
- 0
- 0
- 3
- 6
- 6
- 7
- 9
- 13
- 19
- 24
- 27
- 26
- 22
- 15
- 9
- 3
- 0
- 0
- 0
- 2
- 4
- 5
- 6
- 6
- 7
- 9
- 11
- 12
- 12
- 10
- 7
- 4
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 1
- 1
- 0
- 0
- 0
- 0
- 3
- 6
- 9
- 12
- 12
- 11
- 9
- 6
- 3
- 1
- 0
- 0
- 0
- 0
- 2
- 5
- 7
- 8
- 8
- 7
- 4
- 2
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 1
- 0
- 0
- 0
- 0
- 2
- 6
- 10
- 12
- 12
- 10
- 6
- 2
- 0
- 0
- 3
- 6
- 8
- 8
- 6
- 3
- 1
- 0
- 0
- 0
- 1
- 2
- 2
- 2
- 1
- 0
- 1
- 4
- 8
- 12
- 14
- 14
- 12
- 7
- 3
- 0
- 0
- 1
- 5
- 10
- 14
- 16
- 13
- 6
- 0
- 1
- 18
- 60
- 131
- 228
- 339
- 444
- 521
- 552
- 529
- 456
- 351
- 236
- 133
- 57
- 14
- 0
- 0
- 5
- 11
- 15
- 15
- 14
- 13
- 13
- 11
- 10
- 7
- 6
- 6
- 8
- 10
- 13
- 14
- 14
- 13
- 13
- 15
- 18
- 21
- 24
- 25
- 24
- 22
- 20
- 18
- 15
- 9
- 2
- 0
- 0
- 23
- 72
- 151
- 252
- 362
- 460
- 526
- 545
- 512
- 433
- 325
- 212
- 118
- 63
- 57
- 100
- 180
- 280
- 376
- 449
- 484
- 475
- 428
- 354
- 267
- 182
- 111
- 59
- 26
- 8
- 1
- 0
- 0
- 0
- 1
- 3
- 6
- 8
- 11
- 12
- 13
- 13
- 13
- 13
- 12
- 12
- 12
- 12
- 13
- 15
- 17
- 18
- 17
- 12
- 4
- 0
- 0
- 22
- 69
- 148
- 252
- 369
- 481
- 566
- 604
- 587
- 518
- 413
- 299
- 208
- 168
- 195
- 288
- 427
- 580
- 707
- 776
- 770
- 689
- 554
- 395
- 244
- 125
- 47
- 9
- 0
- 0
- 3
- 4
- 3
- 3
- 6
- 10
- 15
- 17
- 16
- 11
- 6
- 1
- 0
- 0
- 0
- 2
- 4
- 5
- 5
- 4
- 3
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 2
- 3
- 3
- 3
- 2
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 2
- 3
- 3
- 3
- 1
- 0
- 1
- 4
- 9
- 14
- 17
- 16
- 12
- 7
- 2
- 0
- 0
- 4
- 10
- 15
- 17
- 17
- 15
- 12
- 10
- 10
- 12
- 14
- 15
- 14
- 11
- 8
- 6
- 6
- 5
- 2
- 0
- 0
- 6
- 35
- 91
- 172
- 268
- 362
- 433
- 465
- 451
- 396
- 312
- 219
- 133
- 67
- 25
- 4
- 0
- 0
- 1
- 1
- 0
- 0
- 1
- 5
- 10
- 14
- 15
- 13
- 9
- 6
- 3
- 3
- 5
- 8
- 11
- 12
- 13
- 13
- 12
- 11
- 10
- 7
- 4
- 1
- 0
- 1
- 5
- 10
- 14
- 15
- 15
- 13
- 11
- 10
- 9
- 5
- 0
- 0
- 2
- 30
- 88
- 176
- 284
- 393
- 479
- 520
- 506
- 439
- 331
- 207
- 95
- 21
- 6
- 61
- 183
- 352
- 537
- 700
- 803
- 821
- 749
- 602
- 417
- 240
- 113
- 65
- 102
- 209
- 353
- 494
- 595
- 632
- 599
- 506
- 379
- 246
- 132
- 54
- 11
- 0
- 0
- 4
- 6
- 5
- 1
- 0
- 0
- 0
- 1
- 2
- 2
- 2
- 1
- 1
- 1
- 1
- 2
- 1
- 1
- 0
- 0
- 0
- 0
- 3
- 5
- 8
- 9
- 9
- 7
- 4
- 2
- 0
- 0
- 0
- 1
- 3
- 7
- 11
- 14
- 15
- 14
- 11
- 7
- 3
- 0
- 0
- 0
- 3
- 7
- 11
- 14
- 15
- 15
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colnames(tablazat) = c('G', 'A', 'T', 'C')
head(tablazat)
| G | A | T | C |
|---|---|---|---|
| 1 | 54 | 36 | 25 |
| 1 | 49 | 36 | 27 |
| 0 | 43 | 37 | 29 |
| 0 | 35 | 37 | 31 |
| 0 | 26 | 39 | 32 |
| 0 | 20 | 41 | 30 |
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- 168
- 160
- 152
- 147
- 145
- 145
- 146
- 145
- 140
- 130
- 116
- 100
- 85
- 73
- 66
- 63
- 64
- 66
- 69
- 73
- 77
- 80
- 81
- 81
- 79
- 79
- 81
- 86
- 94
- 104
- 114
- 121
- 127
- 131
- 137
- 146
- 158
- 174
- 192
- 211
- 230
- 248
- 267
- 288
- 314
- 342
- 373
- 401
- 425
- 442
- 452
- 455
- 456
- 458
- 464
- 475
- 490
- 506
- 518
- 523
- 519
- 507
- 488
- 466
- 444
- 422
- 401
- 380
- 358
- 337
- 316
- 298
- 284
- 272
- 262
- 250
- 233
- 211
- 185
- 158
- 132
- 112
- 98
- 90
- 85
- 82
- 78
- 71
- 63
- 53
- 43
- 33
- 26
- 19
- 14
- 9
- 6
- 3
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 2
- 3
- 4
- 4
- 3
- 3
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 2
- 4
- 6
- 7
- 7
- 6
- 4
- 1
- 0
- 0
- 0
- 1
- 3
- 4
- 5
- 5
- 5
- 3
- 2
- 0
- 0
- 0
- 0
- 0
- 2
- 4
- 6
- 8
- 8
- 8
- 7
- 6
- 4
- 3
- 3
- 3
- 3
- 4
- 6
- 8
- 9
- 9
- 7
- 5
- 2
- 0
- 0
- 0
- 0
- 1
- 1
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 2
- 3
- 3
- 3
- 2
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 2
- 3
- 4
- 3
- 2
- 1
- 0
- 0
- 0
- 1
- 2
- 2
- 2
- 1
- 0
- 0
- 0
- 1
- 1
- 1
- 2
- 4
- 7
- 11
- 16
- 19
- 19
- 18
- 15
- 13
- 14
- 17
- 22
- 26
- 28
- 26
- 22
- 19
- 18
- 22
- 30
- 39
- 47
- 51
- 51
- 48
- 46
- 46
- 51
- 60
- 71
- 82
- 92
- 100
- 106
- 111
- 116
- 119
- 122
- 124
- 126
- 127
- 129
- 132
- 136
- 140
- 144
- 148
- 150
- 152
- 152
- 150
- 146
- 141
- 134
- 128
- 124
- 123
- 125
- 129
- 134
- 137
- 137
- 131
- 120
- 107
- 91
- 77
- 65
- 57
- 53
- 53
- 54
- 56
- 56
- 53
- 47
- 39
- 31
- 23
- 18
- 15
- 16
- 18
- 20
- 23
- 25
- 27
- 27
- 25
- 22
- 19
- 16
- 15
- 17
- 19
- 21
- 23
- 22
- 20
- 17
- 15
- 15
- 16
- 18
- 20
- 22
- 23
- 24
- 26
- 28
- 29
- 29
- 27
- 23
- 19
- 16
- 14
- 12
- 13
- 15
- 20
- 29
- 39
- 51
- 60
- 65
- 66
- 62
- 56
- 53
- 56
- 63
- 74
- 86
- 94
- 96
- 95
- 92
- 91
- 94
- 101
- 109
- 117
- 122
- 122
- 121
- 120
- 122
- 128
- 135
- 142
- 145
- 142
- 135
- 125
- 117
- 112
- 111
- 112
- 113
- 113
- 110
- 104
- 98
- 92
- 88
- 84
- 82
- 80
- 78
- 77
- 76
- 74
- 72
- 68
- 64
- 58
- 54
- 50
- 48
- 47
- 47
- 45
- 41
- 34
- 26
- 18
- 11
- 8
- 8
- 11
- 14
- 17
- 17
- 17
- 16
- 16
- 17
- 18
- 19
- 19
- 19
- 17
- 15
- 12
- 9
- 7
- 6
- 7
- 9
- 12
- 14
- 15
- 13
- 10
- 7
- 6
- 7
- 11
- 18
- 25
- 30
- 32
- 31
- 28
- 24
- 19
- 16
- 14
- 12
- 12
- 13
- 15
- 18
- 21
- 23
- 22
- 18
- 12
- 6
- 1
- 0
- 2
- 7
- 13
- 19
- 21
- 21
- 18
- 15
- 13
- 12
- 12
- 12
- 12
- 12
- 13
- 14
- 17
- 22
- 26
- 30
- 33
- 34
- 36
- 37
- 39
- 40
- 39
- 35
- 29
- 23
- 17
- 13
- 13
- 15
- 20
- 24
- 28
- 31
- 33
- 34
- 33
- 32
- 30
- 29
- 29
- 31
- 35
- 40
- 46
- 50
- 51
- 49
- 45
- 41
- 38
- 37
- 40
- 46
- 52
- 59
- 65
- 68
- 68
- 65
- 60
- 54
- 48
- 45
- 46
- 52
- 60
- 70
- 78
- 83
- 83
- 80
- 76
- 75
- 79
- 89
- 103
- 118
- 132
- 141
- 146
- 147
- 147
- 147
- 149
- 153
- 159
- 166
- 175
- 187
- 202
- 221
- 241
- 263
- 283
- 303
- 322
- 341
- 362
- 386
- 411
- 438
- 466
- 492
- 518
- 544
- 571
- 599
- 630
- 661
- 691
- 720
- 746
- 767
- 784
- 797
- 809
- 821
- 836
- 855
- 876
- 897
- 915
- 927
- 931
- 927
- 920
- 912
- 908
- 909
- 916
- 926
- 935
- 941
- 940
- 935
- 925
- 912
- 899
- 885
- 870
- 854
- 836
- 819
- 804
- 794
- 790
- 790
- 792
- 792
- 786
- 772
- 752
- 727
- 701
- 680
- 663
- 652
- 645
- 638
- 631
- 622
- 610
- 595
- 578
- 559
- 538
- 517
- 499
- 483
- 472
- 463
- 456
- 447
- 435
- 420
- 401
- 380
- 358
- 336
- 316
- 296
- 277
- 260
- 245
- 231
- 221
- 214
- 209
- 205
- 201
- 195
- 186
- 174
- 161
- 148
- 137
- 128
- 120
- 111
- 101
- 90
- 77
- 66
- 57
- 52
- 52
- 53
- 54
- 52
- 48
- 42
- 36
- 33
- 35
- 41
- 51
- 61
- 69
- 71
- 67
- 58
- 45
- 33
- 23
- 17
- 16
- 19
- 25
- 31
- 37
- 40
- 41
- 39
- 35
- 29
- 24
- 21
- 22
- 25
- 31
- 38
- 43
- 45
- 42
- 36
- 28
- 22
- 20
- 25
- 36
- 51
- 68
- 84
- 95
- 100
- 101
- 97
- 93
- 90
- 89
- 91
- 95
- 99
- 102
- 105
- 108
- 111
- 117
- 125
- 135
- 144
- 153
- 159
- 162
- 162
- 160
- 158
- 157
- 158
- 161
- 165
- 170
- 173
- 175
- 173
- 171
- 169
- 169
- 173
- 179
- 186
- 191
- 190
- 185
- 175
- 163
- 152
- 144
- 138
- 134
- 131
- 127
- 123
- 120
- 118
- 118
- 118
- 116
- 111
- 103
- 93
- 83
- 75
- 70
- 67
- 64
- 61
- 55
- 48
- 42
- 38
- 37
- 38
- 41
- 42
- 41
- 36
- 28
- 20
- 12
- 7
- 5
- 6
- 9
- 13
- 17
- 19
- 19
- 17
- 14
- 9
- 5
- 1
- 0
- 1
- 4
- 7
- 11
- 13
- 13
- 11
- 7
- 3
- 1
- 0
- 0
- 0
- 1
- 2
- 2
- 1
- 1
- 1
- 1
- 2
- 2
- 3
- 3
- 2
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 2
- 5
- 7
- 8
- 7
- 5
- 3
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 4
- 9
- 13
- 16
- 17
- 16
- 16
- 16
- 17
- 19
- 20
- 18
- 15
- 11
- 6
- 2
- 0
- 0
- 0
- 2
- 7
- 13
- 18
- 22
- 24
- 22
- 19
- 15
- 14
- 15
- 19
- 24
- 28
- 30
- 27
- 22
- 15
- 9
- 5
- 5
- 7
- 11
- 14
- 15
- 14
- 10
- 6
- 2
- 0
- 0
- 0
- 2
- 5
- 8
- 10
- 11
- 11
- 9
- 7
- 5
- 5
- 8
- 13
- 18
- 23
- 26
- 26
- 24
- 23
- 22
- 24
- 28
- 34
- 39
- 42
- 42
- 39
- 33
- 25
- 18
- 10
- 5
- 1
- 0
- 0
- 1
- 3
- 4
- 4
- 4
- 2
- 0
- 0
- 0
- 3
- 7
- 13
- 19
- 23
- 26
- 27
- 26
- 23
- 21
- 19
- 19
- 20
- 23
- 25
- 25
- 23
- 19
- 14
- 11
- 10
- 13
- 20
- 28
- 35
- 40
- 42
- 42
- 40
- 37
- 33
- 29
- 24
- 18
- 14
- 11
- 11
- 14
- 17
- 21
- 24
- 23
- 20
- 15
- 10
- 7
- 7
- 11
- 18
- 27
- 36
- 43
- 47
- 47
- 44
- 39
- 33
- 29
- 28
- 30
- 33
- 39
- 44
- 48
- 51
- 54
- 57
- 60
- 63
- 67
- 69
- 70
- 70
- 69
- 69
- 72
- 79
- 90
- 103
- 118
- 130
- 139
- 143
- 144
- 143
- 143
- 148
- 160
- 177
- 198
- 220
- 241
- 257
- 268
- 274
- 277
- 279
- 281
- 285
- 292
- 302
- 316
- 332
- 349
- 367
- 382
- 395
- 404
- 411
- 418
- 425
- 434
- 445
- 456
- 467
- 476
- 482
- 484
- 485
- 484
- 483
- 484
- 487
- 492
- 498
- 504
- 510
- 514
- 515
- 513
- 506
- 495
- 480
- 463
- 444
- 424
- 405
- 386
- 369
- 355
- 344
- 336
- 331
- 327
- 324
- 319
- 310
- 297
- 280
- 261
- 240
- 222
- 206
- 194
- 185
- 178
- 172
- 166
- 158
- 150
- 142
- 134
- 128
- 124
- 121
- 119
- 115
- 108
- 98
- 87
- 75
- 67
- 62
- 60
- 62
- 63
- 64
- 61
- 57
- 52
- 48
- 46
- 46
- 48
- 49
- 50
- 48
- 45
- 41
- 36
- 32
- 29
- 28
- 28
- 30
- 32
- 35
- 37
- 37
- 36
- 33
- 29
- 24
- 19
- 15
- 12
- 10
- 10
- 12
- 15
- 19
- 23
- 28
- 32
- 34
- 36
- 38
- 39
- 39
- 40
- 40
- 40
- 39
- 38
- 37
- 36
- 37
- 39
- 44
- 51
- 59
- 69
- 77
- 84
- 89
- 91
- 91
- 90
- 89
- 88
- 89
- 93
- 99
- 106
- 115
- 122
- 127
- 130
- 130
- 128
- 125
- 124
- 126
- 131
- 137
- 145
- 150
- 152
- 150
- 147
- 145
- 143
- 144
- 146
- 148
- 148
- 147
- 144
- 142
- 142
- 146
- 151
- 158
- 162
- 163
- 160
- 153
- 144
- 134
- 126
- 121
- 119
- 122
- 128
- 135
- 141
- 145
- 144
- 138
- 129
- 119
- 110
- 104
- 101
- 99
- 98
- 94
- 87
- 78
- 68
- 59
- 53
- 49
- 48
- 49
- 51
- 54
- 56
- 56
- 54
- 49
- 43
- 37
- 33
- 32
- 34
- 37
- 38
- 36
- 31
- 21
- 11
- 3
- 0
- 0
- 5
- 12
- 18
- 22
- 23
- 21
- 19
- 15
- 12
- 8
- 6
- 3
- 2
- 0
- 0
- 0
- 0
- 0
- 2
- 3
- 5
- 8
- 10
- 12
- 14
- 13
- 12
- 10
- 7
- 6
- 6
- 7
- 9
- 11
- 12
- 11
- 10
- 8
- 7
- 8
- 11
- 15
- 20
- 24
- 26
- 28
- 27
- 26
- 25
- 24
- 22
- 20
- 19
- 17
- 15
- 14
- 12
- 11
- 10
- 8
- 8
- 10
- 13
- 19
- 26
- 33
- 37
- 38
- 36
- 31
- 25
- 19
- 16
- 15
- 16
- 17
- 18
- 18
- 16
- 14
- 11
- 8
- 5
- 3
- 2
- 1
- 2
- 3
- 6
- 9
- 13
- 16
- 19
- 22
- 24
- 27
- 29
- 32
- 34
- 35
- 35
- 33
- 31
- 28
- 25
- 21
- 18
- 14
- 10
- 7
- 4
- 2
- 0
- 0
- 0
- 0
- 1
- 3
- 7
- 12
- 18
- 24
- 28
- 30
- 30
- 27
- 22
- 16
- 12
- 10
- 11
- 14
- 20
- 26
- 31
- 34
- 35
- 35
- 34
- 32
- 30
- 26
- 22
- 17
- 11
- 6
- 2
- 0
- 0
- 0
- 0
- 0
- 0
- 2
- 4
- 7
- 10
- 12
- 14
- 14
- 14
- 12
- 11
- 9
- 6
- 4
- 1
- 0
- 0
- 0
- 3
- 7
- 11
- 13
- 13
- 11
- 7
- 4
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 2
- 4
- 5
- 5
- 4
- 2
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 4
- 7
- 10
- 11
- 11
- 10
- 8
- 5
- 3
- 1
- 0
- 0
- 0
- 1
- 3
- 6
- 9
- 10
- 10
- 8
- 5
- 2
- 0
- 0
- 0
- 0
- 2
- 5
- 8
- 11
- 15
- 18
- 19
- 19
- 16
- 12
- 7
- 3
- 1
- 0
- 0
- 0
- 0
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 1
- 1
- 1
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 3
- 5
- 7
- 9
- 10
- 10
- 10
- 10
- 10
- 10
- 10
- 11
- 11
- 10
- 9
- 7
- 5
- 4
- 3
- 3
- 2
- 2
- 2
- 2
- 3
- 4
- 6
- 8
- 10
- 10
- 10
- 9
- 7
- 6
- 4
- 3
- 2
- 1
- 1
- 1
- 1
- 3
- 6
- 10
- 13
- 16
- 19
- 21
- 22
- 22
- 22
- 21
- 19
- 15
- 11
- 6
- 2
- 0
- 0
- 0
- 1
- 3
- 6
- 8
- 11
- 15
- 20
- 23
- 25
- 24
- 20
- 14
- 8
- 3
- 0
- 0
- 0
- 0
- 0
- 1
- 2
- 4
- 6
- 9
- 12
- 14
- 16
- 17
- 18
- 18
- 18
- 18
- 16
- 14
- 10
- 6
- 2
- 0
- 0
- 1
- 4
- 7
- 10
- 11
- 10
- 9
- 8
- 7
tablazat = tablazat[,c('A', 'C', 'G', 'T')]
head(tablazat)
| A | C | G | T |
|---|---|---|---|
| 54 | 25 | 1 | 36 |
| 49 | 27 | 1 | 36 |
| 43 | 29 | 0 | 37 |
| 35 | 31 | 0 | 37 |
| 26 | 32 | 0 | 39 |
| 20 | 30 | 0 | 41 |
tablazat$G
- 1
- 1
- 0
- 0
- 0
- 0
- 1
- 2
- 4
- 6
- 8
- 10
- 12
- 13
- 14
- 15
- 13
- 11
- 9
- 7
- 8
- 10
- 14
- 18
- 21
- 20
- 17
- 12
- 7
- 2
- 0
- 0
- 1
- 4
- 7
- 9
- 9
- 8
- 5
- 2
- 0
- 0
- 0
- 4
- 10
- 15
- 17
- 17
- 15
- 11
- 7
- 6
- 7
- 10
- 13
- 14
- 14
- 11
- 7
- 4
- 2
- 2
- 3
- 4
- 4
- 4
- 3
- 2
- 2
- 3
- 6
- 9
- 13
- 17
- 23
- 28
- 33
- 37
- 39
- 40
- 41
- 43
- 47
- 55
- 64
- 73
- 82
- 88
- 92
- 95
- 97
- 99
- 102
- 103
- 102
- 99
- 92
- 84
- 76
- 68
- 61
- 56
- 52
- 47
- 42
- 36
- 29
- 21
- 14
- 9
- 6
- 7
- 9
- 12
- 13
- 11
- 8
- 5
- 1
- 0
- 0
- 0
- 0
- 0
- 1
- 2
- 4
- 7
- 9
- 11
- 11
- 9
- 7
- 5
- 3
- 2
- 1
- 0
- 0
- 0
- 1
- 4
- 9
- 15
- 19
- 19
- 16
- 11
- 4
- 0
- 0
- 1
- 8
- 16
- 22
- 25
- 23
- 17
- 10
- 4
- 1
- 3
- 8
- 13
- 16
- 16
- 13
- 9
- 7
- 8
- 11
- 15
- 18
- 20
- 19
- 19
- 22
- 28
- 39
- 54
- 72
- 93
- 118
- 147
- 182
- 221
- 261
- 300
- 334
- 362
- 383
- 396
- 400
- 395
- 380
- 354
- 318
- 277
- 233
- 191
- 155
- 125
- 100
- 79
- 61
- 45
- 31
- 21
- 14
- 11
- 13
- 20
- 30
- 42
- 56
- 71
- 85
- 98
- 111
- 123
- 135
- 147
- 158
- 168
- 174
- 175
- 169
- 156
- 138
- 116
- 94
- 73
- 56
- 43
- 33
- 26
- 21
- 16
- 12
- 8
- 5
- 3
- 1
- 0
- 0
- 0
- 0
- 0
- 1
- 2
- 4
- 5
- 6
- 5
- 4
- 2
- 1
- 1
- 1
- 1
- 0
- 0
- 0
- 0
- 1
- 3
- 6
- 8
- 8
- 8
- 5
- 2
- 0
- 0
- 0
- 1
- 4
- 7
- 10
- 10
- 9
- 7
- 5
- 3
- 4
- 5
- 7
- 9
- 9
- 8
- 5
- 2
- 0
- 0
- 0
- 2
- 6
- 9
- 12
- 12
- 12
- 12
- 14
- 24
- 42
- 72
- 114
- 169
- 235
- 309
- 391
- 473
- 550
- 613
- 653
- 664
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- 11
- 11
- 14
- 17
- 21
- 24
- 23
- 20
- 15
- 10
- 7
- 7
- 11
- 18
- 27
- 36
- 43
- 47
- 47
- 44
- 39
- 33
- 29
- 28
- 30
- 33
- 39
- 44
- 48
- 51
- 54
- 57
- 60
- 63
- 67
- 69
- 70
- 70
- 69
- 69
- 72
- 79
- 90
- 103
- 118
- 130
- 139
- 143
- 144
- 143
- 143
- 148
- 160
- 177
- 198
- 220
- 241
- 257
- 268
- 274
- 277
- 279
- 281
- 285
- 292
- 302
- 316
- 332
- 349
- 367
- 382
- 395
- 404
- 411
- 418
- 425
- 434
- 445
- 456
- 467
- 476
- 482
- 484
- 485
- 484
- 483
- 484
- 487
- 492
- 498
- 504
- 510
- 514
- 515
- 513
- 506
- 495
- 480
- 463
- 444
- 424
- 405
- 386
- 369
- 355
- 344
- 336
- 331
- 327
- 324
- 319
- 310
- 297
- 280
- 261
- 240
- 222
- 206
- 194
- 185
- 178
- 172
- 166
- 158
- 150
- 142
- 134
- 128
- 124
- 121
- 119
- 115
- 108
- 98
- 87
- 75
- 67
- 62
- 60
- 62
- 63
- 64
- 61
- 57
- 52
- 48
- 46
- 46
- 48
- 49
- 50
- 48
- 45
- 41
- 36
- 32
- 29
- 28
- 28
- 30
- 32
- 35
- 37
- 37
- 36
- 33
- 29
- 24
- 19
- 15
- 12
- 10
- 10
- 12
- 15
- 19
- 23
- 28
- 32
- 34
- 36
- 38
- 39
- 39
- 40
- 40
- 40
- 39
- 38
- 37
- 36
- 37
- 39
- 44
- 51
- 59
- 69
- 77
- 84
- 89
- 91
- 91
- 90
- 89
- 88
- 89
- 93
- 99
- 106
- 115
- 122
- 127
- 130
- 130
- 128
- 125
- 124
- 126
- 131
- 137
- 145
- 150
- 152
- 150
- 147
- 145
- 143
- 144
- 146
- 148
- 148
- 147
- 144
- 142
- 142
- 146
- 151
- 158
- 162
- 163
- 160
- 153
- 144
- 134
- 126
- 121
- 119
- 122
- 128
- 135
- 141
- 145
- 144
- 138
- 129
- 119
- 110
- 104
- 101
- 99
- 98
- 94
- 87
- 78
- 68
- 59
- 53
- 49
- 48
- 49
- 51
- 54
- 56
- 56
- 54
- 49
- 43
- 37
- 33
- 32
- 34
- 37
- 38
- 36
- 31
- 21
- 11
- 3
- 0
- 0
- 5
- 12
- 18
- 22
- 23
- 21
- 19
- 15
- 12
- 8
- 6
- 3
- 2
- 0
- 0
- 0
- 0
- 0
- 2
- 3
- 5
- 8
- 10
- 12
- 14
- 13
- 12
- 10
- 7
- 6
- 6
- 7
- 9
- 11
- 12
- 11
- 10
- 8
- 7
- 8
- 11
- 15
- 20
- 24
- 26
- 28
- 27
- 26
- 25
- 24
- 22
- 20
- 19
- 17
- 15
- 14
- 12
- 11
- 10
- 8
- 8
- 10
- 13
- 19
- 26
- 33
- 37
- 38
- 36
- 31
- 25
- 19
- 16
- 15
- 16
- 17
- 18
- 18
- 16
- 14
- 11
- 8
- 5
- 3
- 2
- 1
- 2
- 3
- 6
- 9
- 13
- 16
- 19
- 22
- 24
- 27
- 29
- 32
- 34
- 35
- 35
- 33
- 31
- 28
- 25
- 21
- 18
- 14
- 10
- 7
- 4
- 2
- 0
- 0
- 0
- 0
- 1
- 3
- 7
- 12
- 18
- 24
- 28
- 30
- 30
- 27
- 22
- 16
- 12
- 10
- 11
- 14
- 20
- 26
- 31
- 34
- 35
- 35
- 34
- 32
- 30
- 26
- 22
- 17
- 11
- 6
- 2
- 0
- 0
- 0
- 0
- 0
- 0
- 2
- 4
- 7
- 10
- 12
- 14
- 14
- 14
- 12
- 11
- 9
- 6
- 4
- 1
- 0
- 0
- 0
- 3
- 7
- 11
- 13
- 13
- 11
- 7
- 4
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 2
- 4
- 5
- 5
- 4
- 2
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 4
- 7
- 10
- 11
- 11
- 10
- 8
- 5
- 3
- 1
- 0
- 0
- 0
- 1
- 3
- 6
- 9
- 10
- 10
- 8
- 5
- 2
- 0
- 0
- 0
- 0
- 2
- 5
- 8
- 11
- 15
- 18
- 19
- 19
- 16
- 12
- 7
- 3
- 1
- 0
- 0
- 0
- 0
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 1
- 1
- 1
- 1
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 0
- 1
- 3
- 5
- 7
- 9
- 10
- 10
- 10
- 10
- 10
- 10
- 10
- 11
- 11
- 10
- 9
- 7
- 5
- 4
- 3
- 3
- 2
- 2
- 2
- 2
- 3
- 4
- 6
- 8
- 10
- 10
- 10
- 9
- 7
- 6
- 4
- 3
- 2
- 1
- 1
- 1
- 1
- 3
- 6
- 10
- 13
- 16
- 19
- 21
- 22
- 22
- 22
- 21
- 19
- 15
- 11
- 6
- 2
- 0
- 0
- 0
- 1
- 3
- 6
- 8
- 11
- 15
- 20
- 23
- 25
- 24
- 20
- 14
- 8
- 3
- 0
- 0
- 0
- 0
- 0
- 1
- 2
- 4
- 6
- 9
- 12
- 14
- 16
- 17
- 18
- 18
- 18
- 18
- 16
- 14
- 10
- 6
- 2
- 0
- 0
- 1
- 4
- 7
- 10
- 11
- 10
- 9
- 8
- 7
plot(tablazat$G)
plot(tablazat$G, pch=16)
plot(tablazat$G, pch=16, col='red')
plot(tablazat$G, col='red', type='l')
plot(tablazat$G, col='red', type='h')
library(RColorBrewer)
display.brewer.all()
# az elsődleges szekvencia, amelyet módosíthattak
abif.F@data$PBAS.1
nchar(abif.F@data$PBAS.1)
# mindig az eredeti elsődleges szekvencia
abif.F@data$PBAS.2
# a másodlagos szekvencia
abif.F@data$P2BA.1
# az intenzitásvektorokon belül a peak-eket meghatározó indexek
abif.F@data$PLOC.1
- 2
- 14
- 24
- 36
- 45
- 54
- 67
- 75
- 84
- 93
- 114
- 125
- 141
- 148
- 154
- 164
- 176
- 192
- 206
- 210
- 225
- 239
- 251
- 260
- 275
- 285
- 299
- 315
- 328
- 340
- 350
- 358
- 370
- 385
- 396
- 410
- 423
- 431
- 445
- 453
- 464
- 478
- 492
- 504
- 518
- 530
- 542
- 556
- 568
- 580
- 593
- 602
- 611
- 623
- 633
- 646
- 658
- 673
- 686
- 698
- 710
- 722
- 736
- 748
- 762
- 772
- 782
- 792
- 803
- 813
- 824
- 836
- 847
- 858
- 870
- 882
- 895
- 908
- 920
- 933
- 946
- 958
- 971
- 983
- 993
- 1003
- 1015
- 1027
- 1041
- 1049
- 1062
- 1074
- 1085
- 1097
- 1110
- 1123
- 1135
- 1147
- 1158
- 1171
- 1183
- 1194
- 1206
- 1218
- 1229
- 1241
- 1255
- 1267
- 1279
- 1290
- 1301
- 1311
- 1323
- 1336
- 1347
- 1358
- 1369
- 1381
- 1394
- 1406
- 1419
- 1433
- 1445
- 1458
- 1470
- 1481
- 1493
- 1503
- 1514
- 1526
- 1537
- 1549
- 1562
- 1575
- 1586
- 1597
- 1608
- 1622
- 1634
- 1645
- 1656
- 1668
- 1680
- 1693
- 1704
- 1716
- 1727
- 1737
- 1750
- 1763
- 1775
- 1787
- 1797
- 1810
- 1822
- 1835
- 1849
- 1860
- 1873
- 1884
- 1896
- 1908
- 1920
- 1932
- 1944
- 1956
- 1967
- 1977
- 1990
- 2002
- 2014
- 2026
- 2038
- 2048
- 2060
- 2072
- 2085
- 2097
- 2108
- 2119
- 2131
- 2144
- 2155
- 2166
- 2178
- 2189
- 2200
- 2212
- 2225
- 2237
- 2249
- 2260
- 2271
- 2282
- 2295
- 2307
- 2320
- 2332
- 2344
- 2356
- 2367
- 2378
- 2390
- 2402
- 2415
- 2426
- 2437
- 2448
- 2459
- 2470
- 2481
- 2494
- 2506
- 2517
- 2528
- 2539
- 2552
- 2564
- 2577
- 2589
- 2602
- 2613
- 2625
- 2638
- 2650
- 2661
- 2673
- 2684
- 2695
- 2707
- 2720
- 2732
- 2743
- 2755
- 2766
- 2778
- 2790
- 2802
- 2813
- 2826
- 2838
- 2850
- 2862
- 2873
- 2885
- 2897
- 2909
- 2922
- 2933
- 2944
- 2955
- 2967
- 2978
- 2990
- 3001
- 3013
- 3025
- 3037
- 3050
- 3062
- 3075
- 3087
- 3098
- 3111
- 3122
- 3134
- 3145
- 3156
- 3169
- 3181
- 3192
- 3204
- 3216
- 3228
- 3241
- 3254
- 3266
- 3277
- 3288
- 3300
- 3312
- 3324
- 3336
- 3348
- 3359
- 3369
- 3381
- 3393
- 3405
- 3418
- 3429
- 3443
- 3455
- 3468
- 3480
- 3492
- 3502
- 3514
- 3526
- 3538
- 3550
- 3563
- 3576
- 3588
- 3599
- 3611
- 3623
- 3634
- 3646
- 3659
- 3671
- 3683
- 3694
- 3706
- 3719
- 3731
- 3743
- 3756
- 3768
- 3780
- 3792
- 3804
- 3816
- 3828
- 3840
- 3852
- 3864
- 3875
- 3887
- 3899
- 3912
- 3923
- 3935
- 3947
- 3959
- 3972
- 3985
- 3995
- 4008
- 4019
- 4030
- 4042
- 4055
- 4066
- 4077
- 4089
- 4102
- 4113
- 4125
- 4138
- 4149
- 4161
- 4174
- 4187
- 4199
- 4210
- 4222
- 4234
- 4245
- 4257
- 4268
- 4280
- 4293
- 4305
- 4316
- 4328
- 4340
- 4352
- 4364
- 4377
- 4389
- 4401
- 4413
- 4424
- 4435
- 4447
- 4459
- 4471
- 4483
- 4495
- 4506
- 4517
- 4529
- 4541
- 4553
- 4566
- 4578
- 4589
- 4601
- 4613
- 4625
- 4636
- 4648
- 4660
- 4672
- 4686
- 4698
- 4709
- 4720
- 4732
- 4744
- 4755
- 4767
- 4778
- 4790
- 4802
- 4814
- 4826
- 4838
- 4850
- 4861
- 4875
- 4887
- 4899
- 4911
- 4922
- 4934
- 4944
- 4957
- 4970
- 4983
- 4994
- 5005
- 5017
- 5028
- 5040
- 5053
- 5065
- 5078
- 5090
- 5102
- 5115
- 5127
- 5138
- 5149
- 5161
- 5174
- 5186
- 5198
- 5210
- 5221
- 5233
- 5245
- 5257
- 5268
- 5280
- 5291
- 5303
- 5314
- 5326
- 5338
- 5351
- 5363
- 5375
- 5388
- 5400
- 5412
- 5423
- 5435
- 5446
- 5458
- 5470
- 5482
- 5494
- 5507
- 5518
- 5530
- 5542
- 5553
- 5565
- 5578
- 5589
- 5600
- 5612
- 5623
- 5634
- 5646
- 5658
- 5670
- 5682
- 5693
- 5706
- 5717
- 5729
- 5741
- 5752
- 5765
- 5778
- 5790
- 5802
- 5815
- 5825
- 5837
- 5849
- 5859
- 5872
- 5885
- 5897
- 5910
- 5922
- 5934
- 5946
- 5958
- 5970
- 5982
- 5995
- 6006
- 6018
- 6031
- 6042
- 6053
- 6064
- 6077
- 6088
- 6101
- 6112
- 6124
- 6136
- 6147
- 6160
- 6172
- 6184
- 6196
- 6209
- 6220
- 6232
- 6245
- 6257
- 6270
- 6282
- 6294
- 6307
- 6319
- 6331
- 6344
- 6355
- 6366
- 6378
- 6390
- 6402
- 6414
- 6427
- 6438
- 6449
- 6462
- 6474
- 6486
- 6499
- 6510
- 6522
- 6534
- 6546
- 6559
- 6571
- 6584
- 6595
- 6607
- 6619
- 6631
- 6644
- 6657
- 6669
- 6681
- 6693
- 6705
- 6717
- 6729
- 6740
- 6752
- 6763
- 6776
- 6788
- 6800
- 6813
- 6827
- 6839
- 6850
- 6862
- 6875
- 6888
- 6900
- 6914
- 6926
- 6939
- 6951
- 6962
- 6974
- 6985
- 6997
- 7010
- 7023
- 7034
- 7047
- 7058
- 7071
- 7083
- 7096
- 7108
- 7120
- 7132
- 7144
- 7157
- 7169
- 7182
- 7194
- 7206
- 7218
- 7231
- 7243
- 7255
- 7268
- 7280
- 7293
- 7305
- 7317
- 7329
- 7341
- 7353
- 7365
- 7378
- 7390
- 7402
- 7414
- 7427
- 7439
- 7451
- 7463
- 7475
- 7488
- 7500
- 7512
- 7524
- 7537
- 7549
- 7563
- 7575
- 7587
- 7599
- 7611
- 7624
- 7635
- 7648
- 7661
- 7673
- 7686
- 7699
- 7710
- 7723
- 7736
- 7748
- 7760
- 7772
- 7785
- 7797
- 7808
- 7821
- 7834
- 7847
- 7859
- 7872
- 7884
- 7897
- 7908
- 7920
- 7933
- 7946
- 7959
- 7970
- 7982
- 7994
- 8006
- 8018
- 8030
- 8043
- 8057
- 8069
- 8082
- 8095
- 8107
- 8122
- 8132
- 8145
- 8158
- 8170
- 8181
- 8193
- 8206
- 8220
- 8232
- 8245
- 8257
- 8270
- 8282
- 8295
- 8307
- 8321
- 8332
- 8344
- 8356
- 8368
- 8381
- 8395
- 8407
- 8417
- 8430
- 8442
- 8455
- 8468
- 8481
- 8493
- 8505
- 8518
- 8530
- 8542
- 8555
- 8567
- 8579
- 8591
- 8604
- 8618
- 8630
- 8642
- 8655
- 8668
- 8680
- 8692
- 8705
- 8718
- 8730
- 8742
- 8755
- 8768
- 8782
- 8794
- 8807
- 8819
- 8834
- 8846
- 8858
- 8873
- 8884
- 8897
- 8910
- 8922
- 8933
- 8946
- 8959
- 8972
- 8985
- 8998
- 9012
- 9024
- 9037
- 9050
- 9062
- 9074
- 9087
- 9099
- 9111
- 9123
- 9136
- 9148
- 9160
- 9174
- 9189
- 9201
- 9213
- 9226
- 9239
- 9263
- 9276
- 9290
- 9303
- 9316
- 9328
- 9341
- 9353
- 9367
- 9380
- 9393
- 9404
- 9418
- 9430
- 9442
- 9456
- 9469
- 9482
- 9494
- 9506
- 9519
- 9531
- 9544
- 9558
- 9571
- 9585
- 9599
- 9611
- 9625
- 9638
- 9650
- 9663
- 9676
- 9689
- 9701
- 9713
- 9725
- 9738
- 9751
- 9764
- 9777
- 9791
- 9805
- 9819
- 9831
- 9845
- 9857
- 9872
- 9882
- 9895
- 9909
- 9920
- 9933
- 9946
- 9959
- 9972
- 9984
- 9998
- 10011
- 10024
- 10037
- 10050
- 10064
- 10077
- 10089
- 10106
- 10116
- 10132
- 10143
- 10157
- 10169
- 10183
- 10196
- 10209
- 10223
- 10236
- 10246
- 10261
- 10275
- 10288
- 10301
- 10313
- 10326
- 10339
- 10352
- 10367
- 10378
- 10393
- 10407
- 10419
- 10432
- 10445
- 10459
- 10472
- 10485
- 10498
- 10512
- 10526
- 10539
- 10552
- 10566
- 10579
- 10593
- 10606
- 10620
- 10634
- 10646
- 10660
- 10673
- 10687
- 10699
- 10713
- 10728
- 10741
- 10754
- 10767
- 10779
- 10795
- 10808
- 10823
- 10835
- 10850
- 10863
- 10885
- 10895
- 10904
- 10917
- 10933
- 10945
- 10961
- 10975
- 10987
- 11000
- 11013
- 11028
- 11042
- 11056
- 11070
- 11084
- 11099
- 11113
- 11126
- 11142
- 11153
- 11167
- 11180
- 11196
- 11209
- 11221
- 11236
- 11251
- 11266
- 11279
- 11294
- 11310
- 11324
- 11338
- 11351
- 11365
- 11378
- 11392
- 11407
- 11423
- 11436
- 11450
- 11466
- 11477
- 11492
- 11507
- 11521
- 11530
- 11549
- 11565
- 11580
- 11593
- 11605
- 11621
- 11635
- 11658
- 11667
- 11681
- 11695
- 11710
- 11724
- 11737
- 11760
- 11769
- 11783
- 11798
- 11815
- 11829
- 11843
- 11857
- 11871
- 11886
- 11901
- 11917
- 11932
- 11951
- 11961
- 11979
- 12001
- 12019
- 12035
- 12050
- 12064
- 12080
- 12095
- 12109
- 12124
- 12138
- 12155
- 12173
- 12194
- 12215
- 12230
- 12246
- 12263
- 12278
- 12298
- 12307
- 12327
- 12338
- 12349
- 12373
- 12387
- 12401
- 12415
- 12433
- 12442
- 12468
- 12477
- 12496
- 12510
- 12523
- 12540
- 12558
- 12574
- 12594
- 12610
- 12629
- 12639
- 12649
- 12658
- 12668
- 12686
- 12703
- 12712
- 12722
- 12737
- 12753
- 12769
- 12778
- 12808
- 12819
- 12836
- 12853
- 12870
- 12882
- 12902
- 12921
- 12934
- 12946
- 12959
- 12971
- 12984
- 13003
- 13021
- 13033
- 13046
- 13072
- 13088
- 13104
- 13113
- 13125
- 13144
- 13165
- 13176
- 13186
- 13213
- 13235
- 13254
- 13264
- 13289
- 13304
- 13319
- 13345
- 13364
- 13380
- 13407
- 13437
- 13451
- 13472
- 13493
- 13511
- 13520
- 13531
- 13558
- 13571
- 13581
- 13599
- 13608
- 13627
- 13661
- 13690
- 13711
- 13729
- 13749
- 13773
- 13798
- 13825
- 13851
- 13879
- 13903
- 13928
- 13935
- 13973
- 13994
- 14023
- 14032
- 14054
- 14068
- 14087
- 14150
- 14184
- 14219
- 14233
- 14258
- 14292
- 14310
- 14339
- 14353
- 14381
- 14409
- 14437
- 14465
- 14497
- 14519
- 14550
- 14563
- 14601
- 14646
- 14655
- 14689
- 14699
- 14717
- 14759
- 14768
- 14789
- 14810
- 14839
- 14848
- 14882
- 14895
- 14922
- 14957
- 14985
- 14995
- 15013
- 15041
- 15080
- 15098
- 15136
- 15148
length(abif.F@data$PLOC.1)
length(abif.F@data$PLOC.2)
abif.F@data$PLOC.2 == abif.F@data$PLOC.1
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
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- TRUE
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- TRUE
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- TRUE
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- TRUE
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- TRUE
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- TRUE
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- TRUE
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- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
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- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
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- TRUE
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- TRUE
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- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
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- TRUE
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- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
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- TRUE
- TRUE
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- TRUE
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- TRUE
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- TRUE
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- TRUE
- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
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- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
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- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
sum(abif.F@data$PLOC.2 == abif.F@data$PLOC.1)
sum(abif.F@data$PLOC.2 != abif.F@data$PLOC.1)
# az elsődleges basecalling peakjeinek aplitúdója
abif.F@data$P1AM.1
- 146
- 350
- 540
- 311
- 524
- 524
- 382
- 379
- 461
- 403
- 553
- 677
- 894
- 372
- 554
- 533
- 889
- 1267
- 527
- 543
- 616
- 757
- 1016
- 741
- 997
- 1032
- 866
- 2113
- 681
- 934
- 840
- 739
- 1045
- 1140
- 1359
- 426
- 1412
- 996
- 1153
- 822
- 879
- 793
- 1386
- 870
- 844
- 1157
- 1180
- 2378
- 775
- 975
- 1038
- 809
- 848
- 892
- 759
- 1016
- 2157
- 889
- 973
- 857
- 831
- 1708
- 697
- 2266
- 881
- 814
- 804
- 794
- 1203
- 624
- 874
- 823
- 711
- 760
- 938
- 1081
- 1043
- 1442
- 847
- 1165
- 1177
- 1003
- 878
- 621
- 698
- 798
- 1088
- 1415
- 1463
- 963
- 1092
- 1292
- 995
- 1109
- 1435
- 990
- 1372
- 1322
- 891
- 1231
- 745
- 849
- 1168
- 1103
- 1155
- 818
- 1347
- 1018
- 654
- 997
- 986
- 747
- 988
- 1119
- 1085
- 688
- 807
- 1126
- 1912
- 681
- 1386
- 944
- 902
- 1122
- 979
- 810
- 1169
- 1194
- 869
- 1055
- 1286
- 1098
- 1013
- 1032
- 958
- 865
- 870
- 1816
- 1102
- 957
- 728
- 1154
- 1187
- 1013
- 997
- 628
- 763
- 807
- 701
- 1526
- 648
- 715
- 1079
- 1042
- 866
- 1623
- 1294
- 690
- 1118
- 1168
- 1067
- 1236
- 1249
- 1306
- 902
- 1167
- 1161
- 654
- 463
- 1629
- 968
- 689
- 1051
- 732
- 1078
- 1145
- 988
- 1092
- 853
- 931
- 1215
- 838
- 888
- 741
- 634
- 1038
- 934
- 1236
- 673
- 819
- 1090
- 1000
- 933
- 911
- 1240
- 1493
- 1018
- 1394
- 1332
- 1302
- 951
- 1071
- 1227
- 1137
- 1197
- 1146
- 702
- 768
- 922
- 1078
- 877
- 420
- 1947
- 840
- 794
- 1278
- 1362
- 897
- 1171
- 644
- 959
- 1035
- 1559
- 1414
- 1329
- 844
- 1044
- 1182
- 670
- 902
- 1759
- 1221
- 933
- 905
- 1219
- 836
- 782
- 1243
- 680
- 375
- 785
- 1092
- 960
- 802
- 988
- 1772
- 902
- 930
- 937
- 710
- 752
- 664
- 728
- 843
- 941
- 619
- 782
- 984
- 1602
- 692
- 1034
- 1223
- 800
- 1302
- 643
- 962
- 498
- 844
- 1639
- 668
- 621
- 1311
- 1554
- 1420
- 1281
- 874
- 828
- 1222
- 1299
- 1649
- 1530
- 1584
- 1510
- 1216
- 1096
- 786
- 1270
- 1923
- 1472
- 1487
- 1314
- 1604
- 988
- 786
- 810
- 1373
- 1154
- 1311
- 896
- 1305
- 1369
- 1834
- 547
- 1185
- 795
- 1230
- 1137
- 500
- 329
- 745
- 982
- 905
- 949
- 1183
- 1065
- 577
- 1062
- 878
- 633
- 1053
- 853
- 1424
- 2058
- 492
- 1342
- 767
- 1138
- 1051
- 1101
- 668
- 1360
- 913
- 1004
- 1103
- 839
- 820
- 1767
- 478
- 857
- 951
- 916
- 1545
- 1114
- 761
- 1008
- 1313
- 1765
- 679
- 1169
- 355
- 874
- 1182
- 1472
- 1374
- 1302
- 988
- 1087
- 1145
- 1102
- 614
- 841
- 1249
- 1812
- 1007
- 617
- 1160
- 1234
- 937
- 1182
- 1625
- 1038
- 671
- 915
- 986
- 1093
- 1303
- 1003
- 983
- 1228
- 729
- 972
- 1090
- 874
- 925
- 2189
- 832
- 695
- 998
- 986
- 701
- 967
- 891
- 956
- 2216
- 1018
- 646
- 775
- 903
- 1030
- 1103
- 880
- 799
- 1316
- 952
- 1035
- 791
- 952
- 1233
- 1247
- 1003
- 824
- 2395
- 951
- 711
- 1102
- 809
- 906
- 812
- 768
- 1322
- 1421
- 717
- 898
- 1095
- 1221
- 1087
- 1022
- 947
- 1423
- 1029
- 1022
- 1583
- 698
- 1102
- 960
- 1020
- 763
- 574
- 1850
- 638
- 926
- 1054
- 1166
- 1055
- 1004
- 892
- 894
- 1000
- 945
- 1080
- 1082
- 1205
- 879
- 1314
- 1332
- 1259
- 1208
- 1353
- 1039
- 1104
- 1106
- 1138
- 1225
- 1179
- 1468
- 1285
- 935
- 980
- 1073
- 1083
- 1147
- 1001
- 687
- 754
- 928
- 1221
- 1040
- 1000
- 1040
- 1079
- 940
- 1008
- 955
- 816
- 943
- 739
- 1086
- 1407
- 1272
- 1135
- 960
- 1189
- 983
- 805
- 803
- 869
- 650
- 1053
- 1191
- 1190
- 1350
- 1147
- 958
- 1105
- 1062
- 959
- 1249
- 370
- 1320
- 882
- 1051
- 1066
- 968
- 1298
- 814
- 797
- 1393
- 893
- 901
- 921
- 857
- 1115
- 1393
- 1083
- 1153
- 1034
- 1204
- 1244
- 1087
- 979
- 858
- 1349
- 970
- 1052
- 1240
- 662
- 767
- 899
- 1516
- 989
- 986
- 1041
- 750
- 637
- 1078
- 1227
- 1480
- 1114
- 736
- 1000
- 1453
- 1102
- 1042
- 1302
- 960
- 843
- 866
- 998
- 991
- 777
- 1417
- 1019
- 565
- 981
- 1291
- 818
- 1004
- 1053
- 1244
- 1046
- 1055
- 1062
- 1023
- 587
- 1289
- 1036
- 754
- 1105
- 1155
- 1130
- 2296
- 1313
- 740
- 981
- 1201
- 1098
- 974
- 1009
- 1346
- 1672
- 948
- 718
- 1087
- 1204
- 978
- 886
- 808
- 897
- 1024
- 719
- 1551
- 466
- 751
- 1104
- 995
- 1256
- 972
- 2268
- 842
- 1252
- 383
- 935
- 1337
- 995
- 1729
- 685
- 917
- 932
- 1195
- 1155
- 1119
- 648
- 705
- 691
- 877
- 871
- 648
- 1116
- 1636
- 689
- 885
- 861
- 1268
- 1252
- 1351
- 750
- 784
- 1263
- 1118
- 1846
- 938
- 958
- 880
- 1363
- 371
- 1235
- 1066
- 1108
- 2305
- 476
- 955
- 1328
- 902
- 1149
- 1177
- 1012
- 1827
- 1270
- 958
- 1121
- 1196
- 985
- 565
- 1080
- 1285
- 1243
- 841
- 820
- 788
- 1099
- 1040
- 917
- 851
- 513
- 1212
- 893
- 1054
- 971
- 1911
- 1098
- 807
- 1233
- 988
- 1006
- 828
- 577
- 921
- 1379
- 1076
- 1314
- 1245
- 967
- 1049
- 2104
- 851
- 1057
- 1065
- 900
- 975
- 1368
- 1313
- 1089
- 1051
- 714
- 755
- 899
- 1467
- 328
- 1470
- 883
- 1072
- 1157
- 1349
- 935
- 999
- 1024
- 636
- 1180
- 1705
- 913
- 528
- 720
- 702
- 1107
- 694
- 1137
- 1255
- 1008
- 639
- 1013
- 661
- 1167
- 1010
- 869
- 1049
- 1058
- 917
- 773
- 1329
- 2226
- 858
- 871
- 1256
- 879
- 1051
- 947
- 932
- 1250
- 1068
- 1251
- 1312
- 1190
- 473
- 1110
- 1331
- 1091
- 1322
- 887
- 835
- 834
- 842
- 773
- 611
- 1350
- 1709
- 750
- 1203
- 1160
- 893
- 935
- 707
- 1522
- 1650
- 672
- 806
- 995
- 458
- 1836
- 746
- 1190
- 1101
- 1081
- 860
- 594
- 718
- 985
- 828
- 1076
- 954
- 1096
- 638
- 1125
- 1245
- 1609
- 905
- 1283
- 1887
- 779
- 1257
- 373
- 1002
- 1357
- 1220
- 1106
- 858
- 871
- 668
- 1011
- 717
- 913
- 1420
- 879
- 1371
- 1829
- 876
- 1178
- 1065
- 1465
- 796
- 916
- 1259
- 744
- 1182
- 632
- 1085
- 1100
- 1163
- 1073
- 1346
- 676
- 1147
- 901
- 996
- 713
- 1530
- 808
- 1987
- 1169
- 907
- 783
- 1073
- 827
- 440
- 950
- 1013
- 906
- 1143
- 763
- 788
- 922
- 762
- 1081
- 1097
- 1402
- 1341
- 744
- 569
- 1046
- 1150
- 732
- 1115
- 1195
- 604
- 829
- 917
- 698
- 1560
- 820
- 762
- 1030
- 999
- 1063
- 1003
- 1811
- 1459
- 976
- 1034
- 1225
- 733
- 407
- 939
- 1083
- 701
- 964
- 1171
- 964
- 993
- 1488
- 1052
- 1052
- 945
- 764
- 945
- 1016
- 696
- 680
- 1087
- 1789
- 1095
- 649
- 1002
- 846
- 1036
- 1074
- 1308
- 896
- 1243
- 821
- 682
- 1754
- 874
- 1171
- 733
- 465
- 920
- 1237
- 732
- 948
- 1065
- 860
- 763
- 913
- 800
- 592
- 1199
- 837
- 1045
- 1040
- 1118
- 418
- 1528
- 929
- 1162
- 1774
- 1281
- 864
- 1091
- 1144
- 448
- 597
- 754
- 942
- 1062
- 856
- 896
- 703
- 749
- 919
- 826
- 1486
- 524
- 911
- 1283
- 1102
- 996
- 768
- 605
- 724
- 783
- 1357
- 425
- 917
- 743
- 874
- 881
- 697
- 1927
- 644
- 746
- 1123
- 992
- 604
- 946
- 697
- 931
- 1131
- 621
- 810
- 1274
- 862
- 856
- 893
- 841
- 869
- 1080
- 337
- 1204
- 715
- 674
- 871
- 1043
- 266
- 998
- 1227
- 995
- 744
- 925
- 794
- 762
- 834
- 1042
- 913
- 297
- 571
- 788
- 930
- 1659
- 499
- 856
- 268
- 506
- 375
- 364
- 853
- 699
- 509
- 571
- 562
- 601
- 844
- 526
- 864
- 900
- 723
- 1025
- 740
- 451
- 885
- 721
- 661
- 270
- 547
- 591
- 391
- 693
- 751
- 704
- 320
- 774
- 830
- 1521
- 658
- 631
- 692
- 421
- 931
- 472
- 679
- 1036
- 770
- 763
- 663
- 966
- 726
- 1028
- 1027
- 1059
- 810
- 1083
- 824
- 1038
- 397
- 1111
- 503
- 548
- 1412
- 2317
- 401
- 409
- 522
- 1177
- 463
- 1695
- 491
- 956
- 1183
- 362
- 1100
- 1052
- 1705
- 292
- 1847
- 564
- 1408
- 17
- 29
- 791
- 419
- 449
- 938
- 1168
- 1516
- 1276
- 1338
- 988
- 379
- 671
- 753
- 770
- 866
- 326
- 1083
- 775
- 708
- 698
- 1049
- 1087
- 819
- 1509
- 1298
- 867
- 1143
- 1443
- 242
- 248
- 11
- 1572
- 768
- 808
- 207
- 1157
- 742
- 200
- 647
- 652
- 474
- 405
- 343
- 845
- 754
- 33
- 1261
- 1331
# a másodlagos basecalling peakjeinek aplitúdója, opcionális
abif.F@data$P2AM.1
- 174
- 141
- 61
- 703
- 747
- 302
- 290
- 590
- 347
- 272
- 426
- 293
- 203
- 704
- 397
- 196
- 188
- 52
- 213
- 166
- 69
- 230
- 352
- 488
- 19
- 79
- 143
- 62
- 46
- 52
- 433
- 411
- 137
- 204
- 78
- 70
- 455
- 572
- 362
- 409
- 176
- 49
- 45
- 47
- 76
- 46
- 54
- 59
- 15
- 29
- 258
- 373
- 81
- 239
- 131
- 53
- 27
- 65
- 48
- 49
- 68
- 45
- 55
- 40
- 41
- 48
- 65
- 102
- 87
- 89
- 61
- 35
- 95
- 55
- 29
- 28
- 46
- 20
- 48
- 30
- 48
- 34
- 33
- 49
- 38
- 39
- 27
- 50
- 178
- 313
- 17
- 14
- 60
- 54
- 68
- 36
- 26
- 30
- 25
- 27
- 28
- 37
- 25
- 20
- 39
- 23
- 25
- 20
- 32
- 31
- 92
- 37
- 31
- 39
- 21
- 26
- 35
- 70
- 22
- 47
- 13
- 18
- 31
- 15
- 32
- 31
- 24
- 28
- 33
- 50
- 25
- 24
- 12
- 33
- 14
- 26
- 33
- 34
- 24
- 23
- 46
- 27
- 27
- 42
- 37
- 24
- 30
- 38
- 23
- 21
- 22
- 46
- 58
- 35
- 47
- 23
- 55
- 20
- 19
- 38
- 23
- 18
- 26
- 27
- 34
- 27
- 36
- 32
- 20
- 21
- 30
- 24
- 29
- 46
- 31
- 37
- 34
- 40
- 56
- 36
- 47
- 35
- 24
- 22
- 29
- 36
- 24
- 41
- 52
- 25
- 21
- 30
- 44
- 52
- 49
- 49
- 27
- 28
- 51
- 19
- 21
- 17
- 42
- 19
- 22
- 27
- 18
- 34
- 41
- 17
- 19
- 41
- 32
- 29
- 45
- 49
- 14
- 35
- 22
- 19
- 32
- 64
- 23
- 35
- 29
- 27
- 31
- 25
- 37
- 38
- 39
- 26
- 18
- 22
- 27
- 22
- 33
- 17
- 30
- 40
- 21
- 19
- 29
- 42
- 78
- 36
- 19
- 16
- 29
- 29
- 18
- 32
- 16
- 22
- 9
- 14
- 15
- 58
- 37
- 32
- 20
- 40
- 34
- 16
- 19
- 14
- 43
- 50
- 21
- 17
- 59
- 25
- 23
- 35
- 11
- 21
- 40
- 75
- 30
- 24
- 14
- 21
- 41
- 31
- 31
- 74
- 19
- 8
- 20
- 32
- 62
- 8
- 5
- 18
- 30
- 55
- 41
- 63
- 51
- 35
- 79
- 20
- 28
- 42
- 64
- 47
- 24
- 19
- 28
- 24
- 38
- 18
- 41
- 13
- 20
- 18
- 22
- 22
- 28
- 25
- 40
- 64
- 46
- 23
- 40
- 13
- 9
- 26
- 35
- 46
- 51
- 21
- 16
- 31
- 27
- 38
- 28
- 42
- 32
- 32
- 45
- 45
- 37
- 60
- 35
- 40
- 20
- 27
- 19
- 21
- 33
- 64
- 17
- 28
- 31
- 29
- 16
- 40
- 28
- 29
- 43
- 53
- 22
- 24
- 45
- 26
- 25
- 22
- 36
- 38
- 33
- 19
- 18
- 36
- 46
- 35
- 32
- 29
- 29
- 29
- 40
- 27
- 43
- 56
- 24
- 33
- 55
- 26
- 32
- 37
- 37
- 54
- 97
- 11
- 14
- 21
- 32
- 22
- 41
- 26
- 28
- 45
- 19
- 30
- 25
- 40
- 23
- 47
- 16
- 43
- 80
- 30
- 23
- 30
- 29
- 22
- 34
- 49
- 32
- 40
- 21
- 28
- 28
- 27
- 17
- 21
- 30
- 44
- 20
- 20
- 40
- 32
- 46
- 17
- 28
- 43
- 20
- 33
- 28
- 26
- 53
- 30
- 37
- 46
- 18
- 34
- 19
- 21
- 21
- 22
- 23
- 26
- 16
- 26
- 16
- 32
- 52
- 26
- 10
- 33
- 8
- 28
- 51
- 38
- 67
- 15
- 20
- 40
- 34
- 46
- 59
- 14
- 17
- 24
- 23
- 22
- 17
- 35
- 31
- 27
- 36
- 39
- 25
- 21
- 30
- 51
- 8
- 28
- 25
- 26
- 55
- 27
- 31
- 30
- 55
- 40
- 22
- 30
- 44
- 76
- 39
- 23
- 33
- 20
- 30
- 79
- 23
- 19
- 25
- 29
- 25
- 61
- 86
- 22
- 33
- 39
- 26
- 31
- 19
- 30
- 54
- 31
- 35
- 41
- 21
- 29
- 22
- 24
- 42
- 20
- 13
- 19
- 28
- 19
- 47
- 48
- 27
- 38
- 40
- 29
- 36
- 55
- 33
- 20
- 41
- 17
- 25
- 46
- 51
- 41
- 34
- 19
- 14
- 31
- 52
- 86
- 39
- 15
- 45
- 69
- 21
- 31
- 49
- 57
- 20
- 27
- 63
- 58
- 44
- 86
- 24
- 30
- 38
- 27
- 36
- 32
- 59
- 39
- 48
- 59
- 26
- 30
- 40
- 32
- 39
- 53
- 53
- 40
- 39
- 26
- 31
- 47
- 32
- 35
- 32
- 25
- 17
- 38
- 28
- 49
- 43
- 29
- 30
- 46
- 43
- 61
- 55
- 17
- 33
- 38
- 28
- 39
- 27
- 80
- 24
- 13
- 30
- 39
- 37
- 51
- 23
- 10
- 31
- 42
- 47
- 34
- 65
- 29
- 18
- 49
- 36
- 51
- 39
- 76
- 15
- 19
- 11
- 94
- 32
- 71
- 81
- 24
- 68
- 36
- 44
- 87
- 113
- 32
- 58
- 40
- 40
- 40
- 63
- 72
- 73
- 51
- 42
- 78
- 66
- 53
- 23
- 89
- 125
- 61
- 68
- 22
- 71
- 85
- 65
- 70
- 43
- 79
- 55
- 60
- 58
- 71
- 47
- 75
- 42
- 119
- 145
- 27
- 30
- 118
- 109
- 89
- 50
- 71
- 77
- 153
- 87
- 57
- 89
- 87
- 131
- 178
- 96
- 85
- 111
- 44
- 16
- 75
- 159
- 190
- 72
- 78
- 60
- 64
- 95
- 144
- 45
- 113
- 108
- 116
- 92
- 80
- 126
- 61
- 36
- 126
- 65
- 72
- 60
- 79
- 101
- 109
- 37
- 87
- 122
- 76
- 59
- 44
- 17
- 32
- 115
- 102
- 65
- 69
- 81
- 151
- 303
- 174
- 88
- 176
- 134
- 78
- 113
- 43
- 96
- 100
- 120
- 136
- 101
- 66
- 98
- 244
- 87
- 127
- 94
- 120
- 104
- 142
- 88
- 47
- 139
- 179
- 106
- 93
- 58
- 129
- 109
- 77
- 143
- 127
- 112
- 153
- 99
- 87
- 177
- 191
- 267
- 162
- 107
- 70
- 60
- 89
- 77
- 99
- 79
- 84
- 70
- 67
- 53
- 128
- 57
- 281
- 150
- 193
- 120
- 114
- 137
- 58
- 165
- 104
- 209
- 109
- 67
- 125
- 86
- 99
- 107
- 74
- 350
- 231
- 187
- 86
- 469
- 336
- 83
- 91
- 208
- 167
- 100
- 105
- 102
- 18
- 16
- 19
- 63
- 159
- 171
- 42
- 10
- 23
- 253
- 605
- 214
- 609
- 214
- 125
- 162
- 135
- 136
- 187
- 87
- 51
- 195
- 124
- 14
- 28
- 32
- 92
- 270
- 186
- 140
- 78
- 222
- 55
- 103
- 361
- 194
- 166
- 52
- 207
- 198
- 164
- 59
- 73
- 78
- 203
- 91
- 19
- 67
- 239
- 266
- 473
- 293
- 211
- 72
- 214
- 44
- 181
- 237
- 304
- 215
- 322
- 348
- 209
- 291
- 332
- 255
- 263
- 9
- 13
- 109
- 177
- 447
- 341
- 126
- 292
- 211
- 9
- 158
- 318
- 250
- 183
- 198
- 270
- 384
- 204
- 443
- 309
- 540
- 191
- 151
- 156
- 301
- 333
- 171
- 216
- 158
- 233
- 74
- 282
- 228
- 338
- 278
- 386
- 406
- 239
- 216
- 229
- 514
- 312
- 327
- 717
- 8
- 212
- 257
- 52
- 148
- 237
- 363
- 374
- 140
- 261
- 199
- 15
- 430
- 157
- 436
- 330
- 477
- 438
- 19
- 206
- 234
- 146
- 502
- 213
- 21
- 252
- 291
- 210
- 274
- 601
- 244
- 100
- 235
- 137
- 82
- 194
- 158
- 350
- 384
- 284
- 327
- 283
- 338
- 463
- 308
- 153
- 50
- 318
- 293
- 219
- 257
- 402
- 96
- 133
- 168
- 56
- 117
- 53
- 11
- 10
- 178
- 322
- 83
- 15
- 172
- 290
- 37
- 219
- 223
- 645
- 371
- 372
- 179
- 29
- 31
- 29
- 20
- 186
- 290
- 232
- 31
- 244
- 310
- 296
- 382
- 36
- 12
- 436
- 441
- 395
- 263
- 195
- 141
- 174
- 6
- 8
- 13
- 22
- 210
- 373
- 236
- 23
- 44
- 764
- 406
- 684
- 495
- 439
- 198
- 96
- 17
- 68
- 174
- 215
- 250
- 168
- 71
- 16
- 87
- 322
- 427
- 409
- 69
- 531
- 549
- 564
- 224
- 458
- 1131
- 644
- 359
- 1738
- 849
- 1083
- 658
- 432
- 91
- 357
- 602
- 499
- 582
- 228
- 382
- 152
- 736
- 292
- 551
- 24
- 1547
- 966
- 82
- 387
- 460
- 1431
- 732
- 116
- 300
- 162
- 322
- 985
- 195
- 830
- 557
- 290
- 39
- 28
- 186
- 360
- 300
- 637
- 829
- 1305
- 772
- 195
- 132
- 384
- 556
- 1346
- 531
- 1684
- 17
- 29
- 440
- 158
- 42
- 76
- 71
- 154
- 83
- 363
- 709
- 271
- 21
- 135
- 524
- 774
- 1096
sseq = sangerseq(abif.F)
str(sseq)
Formal class 'sangerseq' [package "sangerseqR"] with 7 slots
..@ primarySeqID : chr "From ab1 file"
..@ primarySeq :Formal class 'DNAString' [package "Biostrings"] with 5 slots
.. .. ..@ shared :Formal class 'SharedRaw' [package "XVector"] with 2 slots
.. .. .. .. ..@ xp :<externalptr>
.. .. .. .. ..@ .link_to_cached_object:<environment: 0x726e118>
.. .. ..@ offset : int 0
.. .. ..@ length : int 1133
.. .. ..@ elementMetadata: NULL
.. .. ..@ metadata : list()
..@ secondarySeqID: chr "From ab1 file"
..@ secondarySeq :Formal class 'DNAString' [package "Biostrings"] with 5 slots
.. .. ..@ shared :Formal class 'SharedRaw' [package "XVector"] with 2 slots
.. .. .. .. ..@ xp :<externalptr>
.. .. .. .. ..@ .link_to_cached_object:<environment: 0x726e118>
.. .. ..@ offset : int 0
.. .. ..@ length : int 1133
.. .. ..@ elementMetadata: NULL
.. .. ..@ metadata : list()
..@ traceMatrix : int [1:15156, 1:4] 54 49 43 35 26 20 21 27 37 44 ...
..@ peakPosMatrix : num [1:1133, 1:4] 3 15 25 37 46 55 68 76 85 94 ...
..@ peakAmpMatrix : int [1:1133, 1:4] 146 350 540 311 524 524 382 379 461 403 ...
slotNames(sseq)
- 'primarySeqID'
- 'primarySeq'
- 'secondarySeqID'
- 'secondarySeq'
- 'traceMatrix'
- 'peakPosMatrix'
- 'peakAmpMatrix'
# traceMatrix A,C,G,T oszlopsorrendben tartalmazza az összes intenzitásértéket
head(traceMatrix(sseq))
| 54 | 25 | 1 | 36 |
| 49 | 27 | 1 | 36 |
| 43 | 29 | 0 | 37 |
| 35 | 31 | 0 | 37 |
| 26 | 32 | 0 | 39 |
| 20 | 30 | 0 | 41 |
# mindegyik bázisra vonatkozóan tartalmazza azt az indexet, ahol a Basecall window-al a maximális peaket találta
# vegyük észre, hogy ezek az indexértékek 1-el nagyobbak, mint a nyers adatokból lekérdezett volt
head(peakPosMatrix(sseq))
| 3 | 3 | NA | NA |
| 15 | 15 | NA | NA |
| 25 | 25 | NA | NA |
| 37 | 37 | NA | NA |
| 46 | 46 | NA | NA |
| 55 | 55 | NA | NA |
sum(peakPosMatrix(sseq)[,1] != peakPosMatrix(sseq)[,2])
is.na(peakPosMatrix(sseq)[,3])
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
- TRUE
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sum(is.na(peakPosMatrix(sseq)[,3]))
sum(is.na(peakPosMatrix(sseq)[,4]))
# az adott ablakban mért legnagyobb amplitúdó, a függvény leírása szerint mindegyik bázisra,
# azonban itt csak az első és második oszlop tartalmaz adatot, és ezek pedig megyegyeznek a P1AM.1 és P2AM.1 értékekkel
head(peakAmpMatrix(sseq))
| 146 | 174 | NA | NA |
| 350 | 141 | NA | NA |
| 540 | 61 | NA | NA |
| 311 | 703 | NA | NA |
| 524 | 747 | NA | NA |
| 524 | 302 | NA | NA |
summary(peakAmpMatrix(sseq))
V1 V2 V3 V4
Min. : 11.0 Min. : 5.0 Min. : NA Min. : NA
1st Qu.: 786.0 1st Qu.: 28.0 1st Qu.: NA 1st Qu.: NA
Median : 976.0 Median : 48.0 Median : NA Median : NA
Mean : 993.2 Mean : 123.2 Mean :NaN Mean :NaN
3rd Qu.:1163.0 3rd Qu.: 140.0 3rd Qu.: NA 3rd Qu.: NA
Max. :2395.0 Max. :1738.0 Max. : NA Max. : NA
NA's :1133 NA's :1133
primarySeq(sseq)
1133-letter "DNAString" instance
seq: ATTCCCTTAGTCACCATGCCGTATCCTGCCCATTAG...TACCCCACTATGCTTAGGTCCCTTAAACCACCAGAT
primarySeq(sseq, string=T)
chromatogram(sseq, trim5=0, trim3=1033, width=50, showcalls='both')
peakAmpMatrix(sseq)[1:28,1]
- 146
- 350
- 540
- 311
- 524
- 524
- 382
- 379
- 461
- 403
- 553
- 677
- 894
- 372
- 554
- 533
- 889
- 1267
- 527
- 543
- 616
- 757
- 1016
- 741
- 997
- 1032
- 866
- 2113
Az ábrán a kék háttér azt jelzi, ahol az elsődleges és a másodlagos szekvencia eltér egymástól, azonban ha megvizsgáljuk az ábrát, akkor azt is láthatjuk, hogy a másodlagos szekvencia bázisai az elsődlegeshez viszonyítva nagyon alacsony intenzitásból lehetnek meghatározva.
Homozigóta szekvencia esetén ez nem jelent problémát, mivel akkor használhatjuk csak az elsődleges szekvenciát. Homozigóta szekvenciáknál azonban nem mindegy, hogy a másodlagos szekvencia milyen megalapozottságú.
A makeBaseCalls()-függvénnyel saját beállításokkal azonosíthatunk másodlagos szekvenciát. A függvény ratio-argumentumával azt állíthatjuk be, hogy az elsődleges szekvencia intenzitásértékéhez viszonyítva mekkora intenzitás értéktől tekintjük azt jelnek és nem zajnak.
seq.new = makeBaseCalls(sseq, ratio = 0.33)
chromatogram(seq.new, trim5=0, trim3=1033, width=50, showcalls='both')
illesztes = pairwiseAlignment(primarySeq(seq.new), primarySeq(sseq), type='global-local')
writePairwiseAlignments(illesztes)
########################################
# Program: Biostrings (version 2.46.0), a Bioconductor package
# Rundate: Tue Apr 3 10:54:25 2018
########################################
#=======================================
#
# Aligned_sequences: 2
# 1: P1
# 2: S1
# Matrix: NA
# Gap_penalty: 14.0
# Extend_penalty: 4.0
#
# Length: 1133
# Identity: 1071/1133 (94.5%)
# Similarity: NA/1133 (NA%)
# Gaps: 6/1133 (0.5%)
# Score: 1738.12
#
#
#=======================================
P1 1 CTTTTATACGTCAGCATGACGTATCCTGCCCATTAGATCACGAGCTTGTT 50
| ||| |||| |||| |||||||||||||||||||||||||||||||
S1 4 CCCTTA---GTCACCATGCCGTATCCTGCCCATTAGATCACGAGCTTGTT 50
P1 51 CACCATGCCGCGTGAAACCAACAACCCGCTCGGCAAGGATCCCTCTTCTC 100
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 51 CACCATGCCGCGTGAAACCAACAACCCGCTCGGCAAGGATCCCTCTTCTC 100
P1 101 GCTCCGGGCCCATTAACTGTGGGGGTAACTATTTAATGAACTTTAACAGG 150
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 101 GCTCCGGGCCCATTAACTGTGGGGGTAACTATTTAATGAACTTTAACAGG 150
P1 151 CATCTGGTTCTTTCTTCAGGGCCATCTCATCTAAAATCGCCCACTCTTTC 200
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 151 CATCTGGTTCTTTCTTCAGGGCCATCTCATCTAAAATCGCCCACTCTTTC 200
P1 201 CCCTTAAATAAGACATCTCGATGGACTAATGACTAATCAGCCCATGCCCA 250
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 201 CCCTTAAATAAGACATCTCGATGGACTAATGACTAATCAGCCCATGCCCA 250
P1 251 ACATAACTGTGATGTCATGCATTTGGTATTTTTTAATTTTTGGGGATGCT 300
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 251 ACATAACTGTGATGTCATGCATTTGGTATTTTTTAATTTTTGGGGATGCT 300
P1 301 TGGACTCAGCTATGGCCGTCTGAGGCCCCGACCCGGAGCATGAATTGTAG 350
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 301 TGGACTCAGCTATGGCCGTCTGAGGCCCCGACCCGGAGCATGAATTGTAG 350
P1 351 CTGGACTTAACTGCATCTTGAGCATCCTCATAATGGTAAGCATGGGCATA 400
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 351 CTGGACTTAACTGCATCTTGAGCATCCTCATAATGGTAAGCATGGGCATA 400
P1 401 ATATAATTAATGGTCACAGGACATATCTGCTGTATCGTGCATTTATATAT 450
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 401 ATATAATTAATGGTCACAGGACATATCTGCTGTATCGTGCATTTATATAT 450
P1 451 TCTTTTTCCCCCCTTCCCCTTAAATATTTATCACCATTTTTAACACGCTT 500
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 451 TCTTTTTCCCCCCTTCCCCTTAAATATTTATCACCATTTTTAACACGCTT 500
P1 501 CCCCCTAGATATTAATATAAATTTATCCCGCCCTCAATACTCAAATTCAT 550
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 501 CCCCCTAGATATTAATATAAATTTATCCCGCCCTCAATACTCAAATTCAT 550
P1 551 ACTCCAACCGAAGTAAATATATAGGCACCTGGGTCACATGCATAACGCAT 600
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 551 ACTCCAACCGAAGTAAATATATAGGCACCTGGGTCACATGCATAACGCAT 600
P1 601 AGTTAATGTAGCTTAAACTTAAAGCAAGGCACTGAAAATGCCTAGATGAG 650
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 601 AGTTAATGTAGCTTAAACTTAAAGCAAGGCACTGAAAATGCCTAGATGAG 650
P1 651 TCTACTGACTCCATGAACATATAGGTTTGGTCCCAGCCTTCCTGTTAACT 700
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 651 TCTACTGACTCCATGAACATATAGGTTTGGTCCCAGCCTTCCTGTTAACT 700
P1 701 TTCAATAGACTTATACATGCAAGCATCCACGCCCCGGTGAGTAACGCCCT 750
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 701 TTCAATAGACTTATACATGCAAGCATCCACGCCCCGGTGAGTAACGCCCT 750
P1 751 TCGAATCACACAGGACTAAACGAGCATGTATCAAGCACACACTCTTGTAG 800
|||||||||||||||||||| ||||| |||||||||||||||||||||||
S1 751 TCGAATCACACAGGACTAAAGGAGCAGGTATCAAGCACACACTCTTGTAG 800
P1 801 CTCACAACGCCGTGCTTAGCCACACCCCCACGGGAGACAGCAGTAACAAA 850
||||||||||| |||||| |||||||||||||||||||||||||||||||
S1 801 CTCACAACGCCTTGCTTAACCACACCCCCACGGGAGACAGCAGTAACAAA 850
P1 851 AATTAAGTCATAAACGAAAGTTAGACTACGCCATATCGACCACGCCTGAT 900
||||||| |||||||||||||| ||||| ||||||| ||||| | || |
S1 851 AATTAAGCCATAAACGAAAGTTTGACTAAGCCATATTGACCAGGGTTGGT 900
P1 901 AAATCTCGTGACAGTCACGGCGCTCATACGAATGATCTATGCTGACAAGA 950
|||||||||| ||| ||| ||| |||||||| ||| | | ||| ||| ||
S1 901 AAATCTCGTGCCAGCCACCGCGGTCATACGATTGACCCAAGCTAACAGGA 950
P1 951 GTACTGCGTAAAGCGTGCTAAGCATCATACTAATAAAGCTGAACTTCAAT 1000
|||| |||||||||||| ||||||||||||||||| || | || || |||
S1 951 GTACGGCGTAAAGCGTGTTAAGCATCATACTAATAGAGTTAAATTTTAAT 1000
P1 1001 AAAGCTGTAAAAACGACCATGATTA-AACAAAAAGTAAATGAACGAATGT 1049
|| ||||||||| | |||| |||| |||||||| |||||||||||| ||
S1 1001 TAAACTGTAAAAAAGCCCATAATTATAACAAAAAATAAATGAACGAAAGT 1050
P1 1050 AACCTTACAAAGCATGATAACACATAGCTAAAGCGAACCTGGATAAAAAA 1099
|||| |||| ||| |||| ||||||||||| | || ||||||||| | |
S1 1051 AACCCTACATAGCTTGATTACACATAGCTAGACCGGACCTGGATAGATAC 1100
P1 1100 CCCCCTATGCTTAGGGCCAGTAAAACCCAAAAG 1132
||| ||||||||||| || |||| ||| ||
S1 1101 CCCACTATGCTTAGGTCCCTTAAA--CCACCAG 1131
#---------------------------------------
#---------------------------------------
Ehhez hasonlóan illeszthetjük az elsődleges szekvenciát a referencia genomra. Ennek első lépése, hogy letöltjük a referencia-szekvenciát FASTA formátumban és DNAString-é alakítjuk.
library(rentrez)
fasta.mt = entrez_fetch(db='nuccore', id='NC_001941.1', rettype='fasta')
fasta.mt
library(seqinr)
seq.mt = read.fasta(textConnection(fasta.mt), as.string=T)
ref = DNAString(seq.mt[[1]][1])
ref
Attaching package: ‘seqinr’
The following object is masked from ‘package:sangerseqR’:
read.abif
The following object is masked from ‘package:Biostrings’:
translate
16616-letter "DNAString" instance
seq: GTTAATGTAGCTTAAACTTAAAGCAAGGCACTGAAA...AATATATAGGCACCTGGGTCACATACATAACGCATA
illesztes = pairwiseAlignment(primarySeq(seq.new), ref, type='global-local')
writePairwiseAlignments(illesztes)
########################################
# Program: Biostrings (version 2.46.0), a Bioconductor package
# Rundate: Tue Apr 3 10:54:29 2018
########################################
#=======================================
#
# Aligned_sequences: 2
# 1: P1
# 2: S1
# Matrix: NA
# Gap_penalty: 14.0
# Extend_penalty: 4.0
#
# Length: 1133
# Identity: 587/1133 (51.8%)
# Similarity: NA/1133 (NA%)
# Gaps: 535/1133 (47.2%)
# Score: -1091.574
#
#
#=======================================
P1 1 CTTTTATACGTCAGCATGACGTATCCTGCCCATTAGATCACGAGCTTGTT 50
| || || |||| |||| ||||||||| |||||||||||||||||||||
S1 16018 CCATTCTA-GTCAACATG-CGTATCCTGTCCATTAGATCACGAGCTTGTT 16065
P1 51 CACCATGCCGCGTGAAACCAACAACCCGCTCGGCAAGGATCCCTCTTCTC 100
||||||||||||||||||||||||||||||| ||||||||||||||||||
S1 16066 CACCATGCCGCGTGAAACCAACAACCCGCTCAGCAAGGATCCCTCTTCTC 16115
P1 101 GCTCCGGGCCCATTAACTGTGGGGGTAACTATTTAATGAACTTTAACAGG 150
|||||||||||| |||||||||||||||||||||||||||||||||||||
S1 16116 GCTCCGGGCCCACTAACTGTGGGGGTAACTATTTAATGAACTTTAACAGG 16165
P1 151 CATCTGGTTCTTTCTTCAGGGCCATCTCATCTAAAATCGCCCACTCTTTC 200
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 16166 CATCTGGTTCTTTCTTCAGGGCCATCTCATCTAAAATCGCCCACTCTTTC 16215
P1 201 CCCTTAAATAAGACATCTCGATGGACTAATGACTAATCAGCCCATGCCCA 250
|||||||||||||||||||||||||||||||||||||||||||||||| |
S1 16216 CCCTTAAATAAGACATCTCGATGGACTAATGACTAATCAGCCCATGCCTA 16265
P1 251 ACATAACTGTGATGTCATGCATTTGGTATTTTTTAATTTTTGGGGATGCT 300
||||||||||| ||||||||||||||||||||||||||||||||||||||
S1 16266 ACATAACTGTGGTGTCATGCATTTGGTATTTTTTAATTTTTGGGGATGCT 16315
P1 301 TGGACTCAGCTATGGCCGTCTGAGGCCCCGACCCGGAGCATGAATTGTAG 350
||||||||||||||||||||||||||| |||||||||||||||||||||
S1 16316 TGGACTCAGCTATGGCCGTCTGAGGCCT-GACCCGGAGCATGAATTGTAG 16364
P1 351 CTGGACTTAACTGCATCTTGAGCATCCTCATAATGGTAAGCATGGGCATA 400
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 16365 CTGGACTTAACTGCATCTTGAGCATCCTCATAATGGTAAGCATGGGCATA 16414
P1 401 ATATAATTAATGGTCACAGGACATATCTGCTGTATCGTGCATTTATATAT 450
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 16415 ATATAATTAATGGTCACAGGACATATCTGCTGTATCGTGCATTTATATAT 16464
P1 451 TCTTTTT-CCCCCCTTCCCCTTAAATATTTATCACCATTTTTAACACGCT 499
||||||| ||||||||||||||||||||||||||||||||||||||||||
S1 16465 TCTTTTTTCCCCCCTTCCCCTTAAATATTTATCACCATTTTTAACACGCT 16514
P1 500 TCCCCCTAGATATTAATATAAATTTATCCCGCCCTCAATACTCAAATTCA 549
||||||||||||||||||||||||||||||||||||||||||||||||||
S1 16515 TCCCCCTAGATATTAATATAAATTTATCCCGCCCTCAATACTCAAATTCA 16564
P1 550 TACTCCAACCGAAGTAAATATATAGGCACCTGGGTCACATGCATAACGCA 599
|||||||||||||||||||||||||||||||||||||||| |||||||||
S1 16565 TACTCCAACCGAAGTAAATATATAGGCACCTGGGTCACATACATAACGCA 16614
P1 600 TAGTTAATGTAGCTTAAACTTAAAGCAAGGCACTGAAAATGCCTAGATGA 649
||
S1 16615 TA------------------------------------------------ 16616
P1 650 GTCTACTGACTCCATGAACATATAGGTTTGGTCCCAGCCTTCCTGTTAAC 699
S1 16617 -------------------------------------------------- 16616
P1 700 TTTCAATAGACTTATACATGCAAGCATCCACGCCCCGGTGAGTAACGCCC 749
S1 16617 -------------------------------------------------- 16616
P1 750 TTCGAATCACACAGGACTAAACGAGCATGTATCAAGCACACACTCTTGTA 799
S1 16617 -------------------------------------------------- 16616
P1 800 GCTCACAACGCCGTGCTTAGCCACACCCCCACGGGAGACAGCAGTAACAA 849
S1 16617 -------------------------------------------------- 16616
P1 850 AAATTAAGTCATAAACGAAAGTTAGACTACGCCATATCGACCACGCCTGA 899
S1 16617 -------------------------------------------------- 16616
P1 900 TAAATCTCGTGACAGTCACGGCGCTCATACGAATGATCTATGCTGACAAG 949
S1 16617 -------------------------------------------------- 16616
P1 950 AGTACTGCGTAAAGCGTGCTAAGCATCATACTAATAAAGCTGAACTTCAA 999
S1 16617 -------------------------------------------------- 16616
P1 1000 TAAAGCTGTAAAAACGACCATGATTAAACAAAAAGTAAATGAACGAATGT 1049
S1 16617 -------------------------------------------------- 16616
P1 1050 AACCTTACAAAGCATGATAACACATAGCTAAAGCGAACCTGGATAAAAAA 1099
S1 16617 -------------------------------------------------- 16616
P1 1100 CCCCCTATGCTTAGGGCCAGTAAAACCCAAAAG 1132
S1 16617 --------------------------------- 16616
#---------------------------------------
#---------------------------------------
A forward és reverse szekvenciákból a sangeranalyseR-csomaggal létrehozhatunk konszenzus szekvenciát.
fwd = readsangerseq('sangerF.ab1')
fwd = primarySeq(fwd, string=T)
rev = readsangerseq('sangerR.ab1')
rev = primarySeq(rev)
rev = reverseComplement(rev)
reads = DNAStringSet(c(fwd, as.character(rev)))
names(reads) = c('+', '-')
reads
Warning message in read.abif(filename):
“unimplemented legacy type found in file”Warning message in read.abif(filename):
“unimplemented legacy type found in file”
A DNAStringSet instance of length 2
width seq names
[1] 1133 ATTCCCTTAGTCACCATGCCGTA...TTAGGTCCCTTAAACCACCAGAT +
[2] 1132 ATCATTGACCGCGTGAAACAATC...GTACTACCGGCAACAGCCCCGAT -
library(sangeranalyseR)
merged.reads = merge.reads(reads)
merged.reads
Loading required package: ape
Attaching package: ‘ape’
The following objects are masked from ‘package:seqinr’:
as.alignment, consensus
The following object is masked from ‘package:Biostrings’:
complement
Loading required package: DECIPHER
Loading required package: RSQLite
Loading required package: reshape2
Loading required package: phangorn
Loading required package: stringi
Loading required package: stringr
[1] "Aligning reads"
[1] "Calling consensus sequence"
[1] "Calculating differences between reads and consensus"
$consensus
1190-letter "DNAString" instance
seq: ATTCCCTTAGTCACCATGCCGTATCCTGCCCATTAG...ATTATTCGCCAGAGTACTACCGGCAACAGCCCCGAT
$alignment
A DNAStringSet instance of length 3
width seq names
[1] 1190 ATTCCCTTAGTCACCATGCCGTA...----------------------- +
[2] 1190 -----------------------...GTACTACCGGCAACAGCCCCGAT -
[3] 1190 ATTCCCTTAGTCACCATGCCGTA...GTACTACCGGCAACAGCCCCGAT consensus
$differences
name pairwise.diffs.to.consensus unused.chars
1 + 43 0
2 - 43 0
$distance.matrix
+ -
+ 0.00000000 0.04110618
- 0.04110618 0.00000000
attr(,"correction")
[1] "Jukes-Cantor"
$dendrogram
'dendrogram' with 2 branches and 2 members total, at height 0.02055309
$indels
NULL
$stop.codons
NULL
$secondary.peak.columns
NULL
attr(,"class")
[1] "merged.read"
res = DNAStringSet(merged.reads$consensus)
names(res) = 'első konszenzus'
writeXStringSet(res, filepath='konszenzus.fa')
res
A DNAStringSet instance of length 1
width seq names
[1] 1190 ATTCCCTTAGTCACCATGCCGTA...GTACTACCGGCAACAGCCCCGAT első konszenzus
Eddig nem foglalkoztunk azzal, hogy a meghatározott bázisok különböző minőségűek. A kiindulási ABIF-állomány tartalmazza a bázisok minőségére vonatkozó információkat is, a PCON.1 és PCON.2 változóként. Az előzőt módosíthatja az adállományt létrehozó, míg az utóbbi az eredeti bázisminőséget tárolja.
Ezt az ún. Phred minőségi pontszámmal (https://en.wikipedia.org/wiki/Phred_quality_score) fejezik ki.
\(Q = -10 \times log_{10} P\)
Ennek valószínűséggé való átalakítása:
\(P = 10^{\frac{-Q}{10}}\)
Q = abif.F@data$PCON.1
summary(Q)
Min. 1st Qu. Median Mean 3rd Qu. Max.
1.00 32.00 58.00 46.94 62.00 62.00
P = 10^(-1*Q/10)
summary(P)
Min. 1st Qu. Median Mean 3rd Qu. Max.
0.0000006 0.0000006 0.0000016 0.0276383 0.0006310 0.7943282
plot(Q, P, pch=16)
abline(h=0.0001, col='red')
basecall.pontossag = (1-P)*100
plot(Q, basecall.pontossag, pch=16, ylab='Pontosság %')
abline(h=99.9, col='red')
(trims = trim.mott(abif.F, cutoff=0.0001))
- $start
- 18
- $finish
- 762
(trims = trim.mott(abif.F, cutoff=0.01))
- $start
- 17
- $finish
- 938
A 0.01 határértékkel mehatározott szekvencia-tartományok alapján egy alternatív konszenzus-szekvenciát határozhatunk meg
seq.f = primarySeq(sangerseq(abif.F), string=T)
seq.f.t = substr(seq.f, trims$start, trims$finish)
trims = trim.mott(abif.R, cutoff=0.01)
seq.r = primarySeq(sangerseq(abif.R))
seq.r = seq.r[trims$start:trims$finish]
seq.r = reverseComplement(seq.r)
seq.r.t = as.character(seq.r)
reads = DNAStringSet(c(seq.f.t, seq.r.t))
names(reads) = c('+', '-')
merged.reads = merge.reads(reads)
merged.reads
[1] "Aligning reads"
[1] "Calling consensus sequence"
[1] "Calculating differences between reads and consensus"
$consensus
1151-letter "DNAString" instance
seq: TGCCGTATCCTGCCCATTAGATCACGAGCTTGTTCA...ATTATAAAAACAAAATTATTCGCCAGAGTACTACCG
$alignment
A DNAStringSet instance of length 3
width seq names
[1] 1151 TGCCGTATCCTGCCCATTAGATC...----------------------- +
[2] 1151 -----------------------...AATTATTCGCCAGAGTACTACCG -
[3] 1151 TGCCGTATCCTGCCCATTAGATC...AATTATTCGCCAGAGTACTACCG consensus
$differences
name pairwise.diffs.to.consensus unused.chars
1 + 0 0
2 - 0 0
$distance.matrix
+ -
+ 0 0
- 0 0
attr(,"correction")
[1] "Jukes-Cantor"
$dendrogram
'dendrogram' with 2 branches and 2 members total, at height 0
$indels
NULL
$stop.codons
NULL
$secondary.peak.columns
NULL
attr(,"class")
[1] "merged.read"
Session info¶
sessionInfo()
R version 3.4.3 (2017-11-30)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: Ubuntu 16.04.4 LTS
Matrix products: default
BLAS: /usr/local/lib/R/lib/libRblas.so
LAPACK: /usr/local/lib/R/lib/libRlapack.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=hu_HU.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=hu_HU.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=hu_HU.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=hu_HU.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] stats4 parallel stats graphics grDevices utils datasets
[8] methods base
other attached packages:
[1] sangeranalyseR_0.1.0 stringr_1.3.0 stringi_1.1.7
[4] phangorn_2.4.0 reshape2_1.4.3 DECIPHER_2.6.0
[7] RSQLite_2.1.0 ape_5.0 seqinr_3.4-5
[10] rentrez_1.2.1 RColorBrewer_1.1-2 sangerseqR_1.14.0
[13] Biostrings_2.46.0 XVector_0.18.0 IRanges_2.12.0
[16] S4Vectors_0.16.0 BiocGenerics_0.24.0
loaded via a namespace (and not attached):
[1] pbdZMQ_0.3-2 repr_0.12.0 lattice_0.20-35
[4] htmltools_0.3.6 blob_1.1.1 XML_3.98-1.10
[7] DBI_0.8 bit64_0.9-7 uuid_0.1-2
[10] plyr_1.8.4 zlibbioc_1.24.0 evaluate_0.10.1
[13] memoise_1.1.0 Cairo_1.5-9 httpuv_1.3.6.2
[16] curl_3.2 IRdisplay_0.4.4 Rcpp_0.12.16
[19] xtable_1.8-2 IRkernel_0.8.12.9000 jsonlite_1.5
[22] mime_0.5 bit_1.1-12 fastmatch_1.1-0
[25] digest_0.6.15 shiny_1.0.5 ade4_1.7-10
[28] grid_3.4.3 quadprog_1.5-5 tools_3.4.3
[31] magrittr_1.5 crayon_1.3.4 pkgconfig_2.0.1
[34] MASS_7.3-49 Matrix_1.2-13 httr_1.3.1
[37] R6_2.2.2 igraph_1.2.1 nlme_3.1-131.1
[40] compiler_3.4.3