Hi Arun,

Thank you for your help,  I have a few questions though if you don't mind.
I'm a bit confused about the following 2 lines of code:
col.tri.nb <- tri2nb(coords, row.names=ind)
 lapply(col.tri.nb,function(x) ind[x])[1:5]
## from what I understand in the first line determines the neighbouring
individuals, while in the second line it calls for the output of neighbours
for the first 5 individuals.
Also for the last line of code that you resent I don't really understand
what it is running?

Best,

Monaly.


On Sat, May 24, 2014 at 2:41 AM, arun <smartpink111@yahoo.com> wrote:

> Hi,
> Sorry, there is a mistake. XO[2,] should be:
> XO[2,] <-  sapply(seq_along(col.tri.nb), function(i){ind1 <-
> as.character(ind[i]); ind2 <- as.character(ind[col.tri.nb[[i]]]);
> mean(abs(XO[1,ind1]-XO[1,ind2]))} )
> A.K.
>
>
>
>
>
>
> On Friday, May 23, 2014 12:56 PM, arun <smartpink111@yahoo.com> wrote:
>
> Hi Monaly,
> May be this helps:
> b<- 77:99
> ao1 <- ao[-b,]
> ##Your code:
>
> XO<- matrix( 0,6, 76, byrow=TRUE);XO
> abo<-ao$NestkastNummer[-b];abo  #removed values that were NA
> rownames(XO) = c("EB_score","avg","pop_size","pop_avg_score",
> "adj_pop_avg", "ind_pop_dif")
> colnames(XO) = abo
> t <- ao$COR_LOC;t
> i <- c(77:99)
> ti <- t[-i];ti
> XO[1,] = c(ti);XO
>
>
> library(deldir)
> library(spdep)
> mat <- cbind(lat=ao1$lat_xm, long=ao1$long_ym)
> library(spdep)
>  coords <- coordinates(mat)
> ind <- ao1$NestkastNummer
>
> col.tri.nb <- tri2nb(coords, row.names=ind)
>  lapply(col.tri.nb,function(x) ind[x])[1:5] ###
> [[1]]
> [1] 713 715 162 148 140 117
>
> [[2]]
> [1] 130 128 172  64 113 117
>
> [[3]]
> [1] 54 19 16 73 74
>
> [[4]]
> [1]   2  31 704  34 707
>
> [[5]]
> [1] 51 94 57 73 62
>
> XO[2,] <- sapply(seq_along(col.tri.nb),function(i)
> mean(abs(ind[i]-ind[col.tri.nb[[i]]])))
>
> A.K.
>
>
>
> On Friday, May 23, 2014 7:17 AM, Monaly Mistry <monaly.mistry@gmail.com>
> wrote:
>
>
>
> Hi Arun and Frede,
>
> So the dput() is below (it's the same data file as before), but below that
> is the code I used to make the tessellation.  Thanks for your help.
>
> > dput(ao)
> structure(list(num = 1:99, FORM_CHK = c(20870L, 22018L, 30737L,
> 22010L, 22028L, 36059L, 36063L, 36066L, 30587L, 30612L, 36056L,
> 30376L, 35153L, 30435L, 30536L, 30486L, 30475L, 36053L, 36048L,
> 36076L, 36045L, 36065L, 35772L, 36949L, 35702L, 36894L, 36080L,
> 35542L, 35457L, 35533L, 36042L, 36925L, 36827L, 36008L, 35817L,
> 36350L, 35985L, 35973L, 35801L, 36639L, 35810L, 35812L, 35807L,
> 36351L, 35967L, 35944L, 37006L, 36345L, 36062L, 36077L, 35802L,
> 35984L, 36043L, 35769L, 36360L, 36082L, 36071L, 36354L, 35771L,
> 35754L, 36295L, 35746L, 36064L, 35779L, 35751L, 35752L, 35785L,
> 35792L, 37011L, 36003L, 36040L, 36831L, 36031L, 36652L, 36992L,
> 36965L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,
> NA, NA, NA, NA, NA, NA, NA, NA, NA), RingNummerMan = structure(c(1L,
> 2L, 3L, 4L, 5L, 6L, 7L, 8L, 9L, 10L, 11L, 12L, 13L, 14L, 15L,
> 16L, 17L, 19L, 22L, 23L, 24L, 25L, 26L, 27L, 29L, 30L, 31L, 34L,
> 35L, 36L, 37L, 38L, 39L, 40L, 41L, 42L, 43L, 44L, 46L, 47L, 48L,
> 49L, 50L, 51L, 52L, 54L, 55L, 56L, 57L, 58L, 59L, 60L, 61L, 63L,
> 65L, 67L, 69L, 70L, 73L, 74L, 75L, 76L, 78L, 79L, 80L, 81L, 82L,
> 83L, 85L, 86L, 87L, 88L, 89L, 93L, 96L, 97L, 18L, 20L, 21L, 28L,
> 32L, 33L, 45L, 53L, 62L, 64L, 66L, 68L, 71L, 72L, 77L, 84L, 90L,
> 91L, 92L, 94L, 95L, 98L, 99L), .Label = c("AJ...75425", "AL...62371",
> "AR...11060", "AR...29297", "AR...29307", "AR...29502", "AR...29504",
> "AR...29507", "AR...30039", "AR...30085", "AR...30165", "AR...30491",
> "AR...30563", "AR...30616", "AR...30652", "AR...30687", "AR...30701",
> "AR...30927", "AR...30959", "AR...30963", "AR...30964", "AR...30965",
> "AR...30966", "AR...30985", "AR...30988", "AR...40917", "AR...40996",
> "AR...45735", "AR...45904", "AR...45928", "AR...47609", "AR...65387",
> "AR...65479", "AR...65550", "AR...65629", "AR...65948", "AR...86074",
> "AR...86521", "AR...86527", "AR...90061", "AR...90064", "AR...90067",
> "AR...90077", "AR...90081", "AR...90098", "AR...90101", "AR...90106",
> "AR...90112", "AR...90133", "AR...90155", "AR...90176", "AR...90178",
> "AR...90180", "AR...90187", "AR...90212", "AR...90247", "AR...90252",
> "AR...90256", "AR...90258", "AR...90269", "AR...90272", "AR...90275",
> "AR...90294", "AR...90298", "AR...90300", "AR...90337", "AR...90338",
> "AR...90367", "AR...90397", "AR...90410", "AR...90463", "AR...90520",
> "AR...90544", "AR...90556", "AR...90678", "AR...90712", "AR...90737",
> "AR...90744", "AR...90829", "AR...90862", "AR...90863", "AR...90873",
> "AR...90880", "AR...90892", "AR...90898", "AR...90945", "AR...90951",
> "AR...90965", "AR...90970", "AR...90972", "AU...15008", "AU...15009",
> "AU...15027", "AU...15032", "AU...15036", "AU...15038", "AU...15046",
> "AU...15049", "AU...15505"), class = "factor"), year_score_taken =
> c(2006L,
> 2008L, 2009L, 2008L, 2008L, 2011L, 2011L, 2011L, 2009L, 2009L,
> 2011L, 2009L, 2010L, 2009L, 2009L, 2009L, 2009L, 2011L, 2011L,
> 2011L, 2011L, 2011L, 2011L, 2012L, 2011L, 2012L, 2011L, 2010L,
> 2010L, 2010L, 2011L, 2012L, 2012L, 2011L, 2011L, 2012L, 2011L,
> 2011L, 2011L, 2012L, 2011L, 2011L, 2011L, 2012L, 2011L, 2011L,
> 2013L, 2012L, 2011L, 2011L, 2011L, 2011L, 2011L, 2011L, 2012L,
> 2012L, 2011L, 2012L, 2011L, 2011L, 2011L, 2011L, 2011L, 2011L,
> 2011L, 2011L, 2011L, 2011L, 2013L, 2011L, 2011L, 2012L, 2011L,
> 2012L, 2012L, 2012L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,
> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), COR_LOC = c(15.13404,
> 13.88054, 30.0969, 19.09152, 16.88054, 14.15718, 39.15718, 16.15718,
> 16.13566, 23.07538, 39.15718, 24.56838, 12.13942, 21.4123, 19.06945,
> 12.33264, 32.48872, 30.15718, 37.15718, 37.15718, 49.15718, 22.15718,
> 18.50272, 23.69432, 24.9322, 47.29712, 41.15718, 21.47903, 38.6588,
> 34.99572, 28.15718, 13.08614, 16.71908, 22.68894, 19.2616, 15.96234,
> 22.83964, 13.89992, 14.2616, 18.17118, 24.2616, 22.2616, 13.2616,
> 23.96234, 24.89992, 24.05062, 10.20884, 6.96234, 13.15718, 17.15718,
> 40.2616, 21.83964, 20.15718, 39.50272, 26.81164, 20.3843, 14.15718,
> 7.96234, 19.50272, 40.74384, 5.7675, 42.95482, 29.15718, 18.32188,
> 28.74384, 37.74384, 22.32188, 25.32188, 18.20884, 14.68894, 22.15718,
> 39.71908, 18.2067, 15.1109, 15.61466, 47.4532, NA, NA, NA, NA,
> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,
> NA, NA, NA), IndividuID = c(11394L, 15676L, 342518L, 344902L,
> 344909L, 377497L, 377499L, 377504L, 352003L, 351986L, 352260L,
> 352392L, 353800L, 353892L, 353949L, 354060L, 354074L, 377487L,
> 377490L, 377511L, 377513L, 377495L, 377297L, 357796L, 366326L,
> 378446L, 377518L, 358157L, 358730L, 366215L, 377519L, 378407L,
> 378453L, 377443L, 377358L, 377726L, 377422L, 377402L, 377341L,
> 378354L, 377350L, 377352L, 377347L, 378408L, 377396L, 377374L,
> 377774L, 377743L, 377500L, 377510L, 377342L, 377421L, 377786L,
> 377294L, 377836L, 378291L, 377508L, 378199L, 377296L, 377280L,
> 373000L, 373020L, 377496L, 377306L, 373025L, 377278L, 377310L,
> 377317L, 377337L, 377439L, 377450L, 377464L, 377478L, 400290L,
> 400361L, 400260L, 357889L, 377477L, 377298L, 400370L, 356930L,
> 356939L, 378115L, 377562L, 378018L, 377834L, 378290L, 378228L,
> 378268L, 378052L, 378103L, 377332L, 377514L, 400356L, 400357L,
> 400372L, 400259L, 400256L, 400354L), BroedJaar = c(2012L, 2012L,
> 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L,
> 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L,
> 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L,
> 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L,
> 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L,
> 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L,
> 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L,
> 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L,
> 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L,
> 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L,
> 2012L, 2012L, 2012L, 2012L, 2012L, 2012L, 2012L), ManipulatieOuders =
> c(0L,
> 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L,
> 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L,
> 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L,
> 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L,
> 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L,
> 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L,
> 0L, 0L), LegBeginDag = c(11L, 15L, 15L, 13L, 8L, 26L, 15L, 16L,
> 1L, 3L, 4L, 9L, 13L, 20L, 11L, 2L, 9L, 13L, 31L, 1L, 12L, 8L,
> 13L, 7L, 10L, 11L, 17L, 10L, 11L, 19L, 20L, 13L, 14L, 24L, 17L,
> 10L, 8L, 29L, 7L, 26L, 10L, 15L, 2L, 6L, 8L, 13L, 1L, 5L, 12L,
> 12L, 15L, 19L, 10L, 1L, 5L, 13L, 6L, 5L, 16L, 2L, 2L, 30L, 10L,
> 21L, 8L, 19L, 8L, 27L, 3L, 8L, 14L, 18L, 17L, 7L, 4L, 10L, 13L,
> 11L, 31L, 25L, 23L, 7L, 7L, 7L, 8L, 3L, 14L, 14L, 15L, 5L, 10L,
> 11L, 18L, 1L, 31L, 3L, 8L, 20L, 14L), LegBeginMaand = c(4L, 4L,
> 5L, 4L, 5L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L,
> 3L, 4L, 4L, 4L, 5L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 4L, 4L,
> 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 4L,
> 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 3L, 4L, 4L, 4L, 4L,
> 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 3L, 4L, 4L, 4L,
> 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 3L, 4L, 4L, 4L,
> 4L), broodinfo = c(55334L, 55325L, 55317L, 55349L, 55366L, 55303L,
> 55461L, 55528L, 55296L, 55297L, 55630L, 55567L, 55345L, 55444L,
> 55526L, 55571L, 55462L, 55346L, 55576L, 55577L, 55601L, 55300L,
> 55607L, 55634L, 55558L, 55633L, 55590L, 55594L, 55537L, 55466L,
> 55327L, 55603L, 55600L, 55302L, 55319L, 55609L, 55574L, 55310L,
> 55554L, 55582L, 55561L, 55320L, 55555L, 55578L, 55343L, 55331L,
> 55314L, 55560L, 55460L, 55551L, 55322L, 55306L, 55348L, 55589L,
> 55572L, 55565L, 55595L, 55606L, 55323L, 55635L, 55568L, 55614L,
> 55447L, 55312L, 55344L, 55321L, 55569L, 55309L, 55570L, 55562L,
> 55550L, 55605L, 55465L, 55445L, 55587L, 55332L, 55629L, 55613L,
> 55448L, 55632L, 55636L, 55531L, 55329L, 55597L, 55298L, 55596L,
> 55318L, 55608L, 55463L, 55532L, 55557L, 55536L, 55333L, 55533L,
> 55538L, 55637L, 55330L, 55326L, 55525L), BroedselID = c(55334L,
> 55325L, 55317L, 55349L, 55366L, 55303L, 55461L, 55528L, 55296L,
> 55297L, 55630L, 55567L, 55345L, 55444L, 55526L, 55571L, 55462L,
> 55346L, 55576L, 55577L, 55601L, 55300L, 55607L, 55634L, 55558L,
> 55633L, 55590L, 55594L, 55537L, 55466L, 55327L, 55603L, 55600L,
> 55302L, 55319L, 55609L, 55574L, 55310L, 55554L, 55582L, 55561L,
> 55320L, 55555L, 55578L, 55343L, 55331L, 55314L, 55560L, 55460L,
> 55551L, 55322L, 55306L, 55348L, 55589L, 55572L, 55565L, 55595L,
> 55606L, 55323L, 55635L, 55568L, 55614L, 55447L, 55312L, 55344L,
> 55321L, 55569L, 55309L, 55570L, 55562L, 55550L, 55605L, 55465L,
> 55445L, 55587L, 55332L, 55629L, 55613L, 55448L, 55632L, 55636L,
> 55531L, 55329L, 55597L, 55298L, 55596L, 55318L, 55608L, 55463L,
> 55532L, 55557L, 55536L, 55333L, 55533L, 55538L, 55637L, 55330L,
> 55326L, 55525L), NestkastNummer = c(176L, 124L, 51L, 717L, 54L,
> 19L, 11L, 42L, 90L, 9L, 713L, 82L, 709L, 2L, 39L, 86L, 16L, 710L,
> 93L, 94L, 163L, 14L, 170L, 718L, 79L, 715L, 130L, 133L, 57L,
> 25L, 128L, 164L, 162L, 15L, 60L, 172L, 91L, 31L, 73L, 97L, 111L,
> 64L, 74L, 95L, 704L, 148L, 36L, 80L, 8L, 68L, 105L, 22L, 716L,
> 127L, 88L, 81L, 140L, 169L, 109L, 719L, 35L, 185L, 6L, 34L, 707L,
> 101L, 38L, 28L, 84L, 113L, 62L, 168L, 23L, 3L, 117L, 150L, 705L,
> 183L, 7L, 714L, 720L, 49L, 144L, 153L, 12L, 143L, 56L, 171L,
> 17L, 50L, 77L, 55L, 175L, 52L, 58L, 722L, 145L, 125L, 32L), lat_xm =
> c(729.2669944,
> 1001.809576, 501.4865527, 105.2662516, 622.0842564, 313.4718688,
> 198.828763, 248.3819471, 466.4434076, 155.709257, 433.2482345,
> 388.4860969, 306.5590574, 14.98895776, 191.9843836, 309.4336924,
> 308.6123573, 351.526526, 606.8213156, 601.8249333, 912.0799656,
> 267.5461811, 1084.557939, 264.26089, 359.6713191, 488.4822672,
> 1018.578266, 915.707476, 773.276261, 171.4513083, 1084.831712,
> 952.5985963, 878.4741353, 288.3530553, 913.9963847, 1071.827424,
> 456.313756, 51.12730755, 582.6607182, 592.1059359, 740.3548678,
> 1042.875765, 476.8468377, 654.0474325, 276.375404, 877.6528113,
> 135.7921596, 300.9466765, 145.6480126, 829.1262723, 601.4827177,
> 237.6363065, 500.3230173, 1129.730741, 398.06821, 340.8493193,
> 770.4016222, 1051.63655, 571.7097287, 314.4300781, 117.5861334,
> 437.9708453, 95.41039954, 105.7453938, 235.5829892, 627.9704095,
> 177.0636713, 99.17481232, 396.6993402, 973.4739067, 1034.662528,
> 1046.77705, 221.278275, 27.24031031, 724.0652756, 942.6742674,
> 325.9970589, 261.933799, 116.7648206, 464.0478832, 532.6968545,
> 423.9399058, 656.8536222, 979.9076146, 221.2098377, 701.5473216,
> 709.8290013, 1120.559295, 345.5719307, 463.4318862, 429.6207308,
> 659.112262, 717.7684649, 533.3812884, 819.3388243, 600.9351721,
> 722.4910753, 1126.719223, 26.8297633), long_ym = c(385.4016022,
> 744.3388344, 1278.519267, 582.1054392, 1183.781188, 1313.545671,
> 1155.204087, 1008.093201, 812.6125238, 1045.899477, 474.135164,
> 887.4467064, 626.9169985, 700.9728169, 849.3068501, 799.1579293,
> 1418.180093, 598.1175046, 928.3664402, 1111.83807, 367.2768291,
> 1318.32705, 501.4891137, 542.5200518, 1095.7148, 552.6387801,
> 636.2573659, 479.9172936, 1057.018971, 980.7392501, 739.0014835,
> 485.8106446, 371.9470232, 1365.91848, 942.3769994, 664.2784869,
> 887.335514, 669.5046549, 1156.983212, 893.8960158, 933.9261864,
> 783.4794517, 1191.342439, 975.8466709, 453.8976828, 55.70866057,
> 731.2178331, 973.6227733, 1002.199869, 920.5827929, 678.1778549,
> 1141.415921, 578.9919757, 710.2019861, 738.8902861, 936.706063,
> 480.8068625, 454.8984371, 771.1368166, 510.940689, 680.7353401,
> 1087.041598, 895.6751282, 641.8171157, 573.7658194, 651.9358502,
> 816.2819528, 819.6178023, 828.7357905, 801.8266126, 856.9792948,
> 415.0906484, 1086.374437, 737.4447458, 559.866446, 0, 423.6526577,
> 1166.990753, 957.8330951, 562.8687158, 564.7590286, 1339.676479,
> 197.5933584, 132.099559, 1205.686591, 246.6303384, 1106.500715,
> 597.3391415, 1389.380609, 1312.878499, 1155.760068, 1152.090634,
> 433.6602223, 1252.833235, 1028.88666, 522.3937678, 151.7810272,
> 796.3780665, 631.3647851), avg_pop_eb = c(23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359, 23.57103359, 23.57103359, 23.57103359,
> 23.57103359, 23.57103359)), .Names = c("num", "FORM_CHK", "RingNummerMan",
> "year_score_taken", "COR_LOC", "IndividuID", "BroedJaar",
> "ManipulatieOuders",
> "LegBeginDag", "LegBeginMaand", "broodinfo", "BroedselID",
> "NestkastNummer",
> "lat_xm", "long_ym", "avg_pop_eb"), class = "data.frame", row.names =
> c(NA,
> -99L))
>
>
> #Code for  tessellation
> library(deldir)
>
> ao= read.table("C:/Users/Monaly/Desktop/2012_malenest.txt", header=TRUE)
>
> a29= deldir(ao$lat_xm, ao$long_ym)
>
> a30=tile.list(a29)
>
> plot(a30, close=TRUE, main="2012 Male Nest", xlab="latitude (m)",
> ylab="longitude (m)", wpoints="real", verbose=FALSE,num=TRUE, rw=c(0, 1200,
> 0, 2000))
>
> text(ao$lat_xm, ao$long_ym,col=c(2,1,4),labels=round(ao$NestkastNummer,
> 3), pos=2, offset=0.2, cex=0.7)  #this was to identify the points
>

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