batchQC_fsva_adjusted: Use frozen surrogate variable analysis to remove the...
In BatchQC: Batch Effects Quality Control Software
Description
Usage
Arguments
Value
Examples
Description
Use frozen surrogate variable analysis to remove the surrogate variables
inferred from sva
Usage
1
batchQC_fsva_adjusted(data.matrix, modmatrix, sva.object)
Arguments
data.matrix
Given data or simulated data from rnaseq_sim()
modmatrix
Model matrix for outcome of interest and other covariates
besides batch
sva.object
SVA object
Value
Frozen Surrogate variables adjusted data
Examples
1
2
3
4
5
6
7
8
9
10
11
12
nbatch <- 3
ncond <- 2
npercond <- 10
data.matrix <- rnaseq_sim(ngenes=50, nbatch=nbatch, ncond=ncond, npercond=
npercond, basemean=10000, ggstep=50, bbstep=2000, ccstep=800,
basedisp=100, bdispstep=-10, swvar=1000, seed=1234)
batch <- rep(1:nbatch, each=ncond*npercond)
condition <- rep(rep(1:ncond, each=npercond), nbatch)
pdata <- data.frame(batch, condition)
modmatrix = model.matrix(~as.factor(condition), data=pdata)
sva.object <- batchQC_sva(data.matrix, mod=modmatrix)
batchQC_fsva_adjusted(data.matrix, modmatrix, sva.object)
Example output
sh: 1: cannot create /dev/null: Permission denied
Number of significant surrogate variables is: 1
Iteration (out of 5 ):1 2 3 4 5 [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8]
[1,] 11952.73 11113.57 13278.02 12109.92 12804.89 11900.94 15977.47 12943.29
[2,] 12573.04 13607.77 11182.32 12401.86 14305.86 14044.84 12777.21 11264.68
[3,] 13043.12 11074.34 11758.61 12478.73 14070.26 13746.47 14046.43 13058.82
[4,] 14721.34 12911.97 13031.17 12727.59 12146.45 12330.99 14344.20 12847.89
[5,] 11743.20 11291.87 11821.53 13774.32 13286.94 13537.44 12471.23 13064.50
[6,] 12865.83 14088.50 16109.74 12978.47 14165.21 12325.30 12055.21 13243.04
[7,] 11971.01 12743.32 13901.76 11496.66 15973.17 12196.31 12308.30 13566.22
[8,] 13750.12 13340.73 13210.31 14139.76 10256.62 12656.76 11759.74 13499.05
[9,] 14688.82 10997.08 13462.56 11662.91 11256.43 13311.64 13284.04 12270.40
[10,] 14988.44 12786.16 14254.70 10975.84 12925.52 14124.28 13414.14 13418.95
[11,] 10120.84 12560.53 14629.58 13087.31 11219.50 13116.92 13082.69 12655.06
[12,] 14411.28 14410.20 12706.87 12353.60 13960.41 11541.20 12076.87 12715.05
[13,] 14638.97 12638.49 13565.85 15547.02 11558.24 13290.75 14564.30 14491.08
[14,] 14248.06 14348.17 13701.14 13726.48 14494.72 15748.05 13631.57 15514.32
[15,] 12688.00 13659.60 15341.01 14505.86 12629.31 14146.58 16117.34 12947.91
[16,] 13065.51 14282.63 14036.34 13300.02 12094.00 13949.10 12308.66 13263.74
[17,] 13209.77 13504.56 14415.73 13812.65 14279.72 12759.16 13501.14 12832.41
[18,] 14146.10 13071.67 14715.02 10389.06 13368.13 13995.58 13730.82 14819.20
[19,] 14804.08 13678.99 14807.53 14932.96 14863.49 13638.59 12248.23 12558.96
[20,] 14953.57 12443.99 15740.99 14695.28 14044.62 15320.05 13628.54 13647.00
[21,] 12860.05 14166.70 12284.75 14117.17 13940.48 12922.90 16429.58 14586.90
[22,] 16253.26 14278.61 14209.44 13274.70 12703.83 13920.96 13605.32 12280.76
[23,] 13233.45 12654.43 13867.45 13984.59 13227.50 12598.94 15552.76 12211.98
[24,] 13276.67 12629.63 14841.98 13537.43 12737.16 12871.97 12181.97 16185.09
[25,] 13966.99 14356.42 14546.71 14032.26 13820.72 14545.12 12615.27 13286.77
[26,] 13280.72 17475.75 12889.13 14099.31 14721.99 14344.40 14022.50 14006.18
[27,] 12937.99 14766.68 12391.08 12590.72 14787.58 12837.12 14918.77 15670.42
[28,] 14139.52 14028.77 14912.77 14133.20 13588.74 14028.89 15000.99 12576.96
[29,] 13067.82 13915.68 13497.93 15648.48 15029.30 14789.84 13933.24 15875.78
[30,] 14683.45 13982.26 14163.75 13396.06 13907.33 16990.60 13629.65 13776.15
[31,] 14977.32 14630.37 14366.30 13767.16 13488.71 14209.79 15548.30 16036.97
[32,] 13034.07 14695.70 12199.78 16422.85 13492.72 14059.73 13280.01 12921.48
[33,] 13153.97 14070.49 14325.82 13956.05 15058.74 14630.91 14161.26 12839.55
[34,] 14878.65 15364.80 14798.68 15510.25 14131.61 13293.32 15351.72 17424.87
[35,] 13173.34 13947.54 15291.61 13050.43 15817.52 15718.07 13677.79 14269.68
[36,] 15390.73 16284.10 14904.10 14710.48 14498.25 14165.35 14415.64 14005.63
[37,] 15159.40 13838.45 16505.80 14582.11 15583.71 14699.00 14952.30 14048.11
[38,] 14321.97 14118.75 13974.59 14098.79 13152.98 13685.99 15179.40 14594.34
[39,] 15131.23 14442.29 15877.77 14065.84 13811.50 15540.38 14775.00 15643.45
[40,] 13116.26 14008.54 12959.24 16149.30 13871.56 14847.67 13550.80 12803.35
[41,] 15208.66 15392.33 12941.79 14997.79 17519.23 14513.17 14102.42 15602.99
[42,] 15059.99 14250.63 14556.79 14181.06 15180.86 17009.54 13900.33 12448.82
[43,] 16702.08 13801.42 13043.07 15701.45 14898.19 14851.70 15035.22 13673.60
[44,] 16243.10 14255.03 13808.97 14390.85 13724.44 13416.74 14658.17 15406.04
[45,] 15201.46 15805.71 15236.26 12884.62 15429.28 14591.47 14140.08 13836.51
[46,] 14526.71 13329.74 15541.62 14167.15 15397.84 14809.38 13972.17 15390.69
[47,] 15250.06 13471.62 14752.12 16792.53 11670.33 15140.70 12346.38 17407.82
[48,] 15202.99 16557.26 15579.90 19204.17 13813.80 15447.46 16225.59 14782.79
[49,] 16113.96 15497.70 14912.35 16749.04 15543.25 17632.07 14016.06 14150.79
[50,] 15591.97 16961.08 13899.70 14436.45 15945.73 13810.52 14528.66 14877.22
[,9] [,10] [,11] [,12] [,13] [,14] [,15] [,16]
[1,] 12070.71 13465.16 13065.39 12929.18 13934.91 15420.23 13508.47 13431.75
[2,] 12934.70 11264.34 12018.18 14723.26 12943.62 11285.05 11460.28 13505.54
[3,] 12827.69 14086.47 14649.82 12940.91 13205.10 11976.32 12634.40 12304.84
[4,] 11523.11 13150.60 13108.21 14544.27 11555.93 12079.75 13985.32 10883.34
[5,] 11703.25 11403.90 15085.59 15266.14 13155.12 13745.35 12366.87 11928.32
[6,] 11889.04 12521.40 16141.22 12155.72 13319.41 11930.52 13505.64 12831.77
[7,] 13927.98 12940.68 13680.98 14010.51 12829.08 14281.13 11050.29 14364.73
[8,] 12703.73 14183.96 13970.66 14665.26 16854.90 12440.31 14453.10 12079.72
[9,] 11673.53 14635.85 14927.88 12847.20 13894.74 11496.91 13326.61 12596.24
[10,] 11487.78 12686.74 11568.98 13642.72 11472.75 13305.33 13057.69 13110.48
[11,] 12863.84 12738.43 12827.84 12251.02 14071.68 13305.94 13498.37 14657.05
[12,] 13141.64 12578.57 14822.51 12226.25 15780.67 13737.35 13003.84 15554.85
[13,] 15014.94 14117.25 11173.21 14565.61 12317.93 13167.57 11740.93 13039.00
[14,] 13035.14 13076.68 12186.95 14630.47 12002.97 13552.87 12383.83 13214.18
[15,] 13150.76 13074.60 13602.40 14124.57 14392.25 13067.03 13790.82 11842.46
[16,] 15461.16 13190.41 13566.52 13288.47 14792.31 14590.42 13626.90 15302.50
[17,] 14332.41 13815.84 13007.43 13451.77 14287.15 13716.11 12745.65 12795.43
[18,] 14353.13 12469.42 12920.26 14414.69 12885.64 13221.82 13897.89 12807.91
[19,] 12641.95 14077.20 13757.62 12551.31 12228.72 16343.14 13327.22 13670.71
[20,] 13772.00 13013.32 11100.68 14006.91 14090.17 13144.05 14057.16 12687.74
[21,] 14356.22 13209.24 13691.98 12706.36 14953.39 13691.99 15490.18 15193.75
[22,] 13422.97 14589.17 14239.00 10416.95 14549.19 13273.40 12795.00 13020.81
[23,] 12379.48 13886.66 13968.59 12825.65 13289.07 13642.46 13246.71 13394.41
[24,] 12392.41 14676.05 12815.88 15393.32 14594.77 13518.27 12391.62 15394.30
[25,] 14530.08 13287.63 14235.18 14338.71 13480.97 13081.03 14045.27 13157.13
[26,] 14479.70 13077.76 13646.64 13436.30 10454.77 14689.68 16041.12 12648.04
[27,] 13850.92 13217.93 13719.24 14534.53 15388.55 13610.31 14940.50 13556.70
[28,] 14636.21 12335.80 13889.79 14351.86 13296.74 12553.90 16237.83 15968.84
[29,] 15617.33 14788.52 14767.51 14129.72 13695.15 14196.69 13303.34 14513.35
[30,] 12276.74 12323.89 14720.67 15282.80 15977.85 16994.01 13016.13 13583.91
[31,] 12714.51 13127.80 14836.65 14222.79 13650.92 14981.24 13254.54 11702.39
[32,] 14390.90 13753.80 14502.71 12843.27 15992.27 16866.56 14856.05 15686.86
[33,] 15318.86 15015.93 14879.33 14693.63 15373.26 13557.47 13970.14 17523.55
[34,] 14205.57 14801.59 12471.97 12102.26 14161.77 14363.27 14095.14 15574.15
[35,] 16590.86 15395.31 13836.58 14335.55 12622.08 14150.80 15682.94 14039.82
[36,] 14158.04 13454.17 14425.90 12453.03 15475.60 14971.03 14549.45 11517.41
[37,] 15452.83 13951.74 16030.03 15412.12 17598.62 14868.29 13935.67 14626.26
[38,] 14293.11 16945.51 15996.39 12955.55 16994.91 13878.65 14017.55 13661.20
[39,] 13545.40 14876.44 14670.27 15147.65 14033.80 16224.13 13942.11 15177.05
[40,] 17223.34 16151.69 14443.36 15759.15 15004.68 16997.19 13066.69 13564.38
[41,] 15637.45 14812.27 12659.92 15483.11 14556.80 17404.12 16031.52 15186.55
[42,] 14985.79 13171.75 13930.41 15044.98 16120.97 14091.78 16685.90 14722.17
[43,] 14575.53 15677.96 16443.53 12649.13 15569.71 11674.54 15282.74 16105.13
[44,] 16133.22 16464.07 16929.97 13455.60 13672.39 15797.16 16816.31 14425.53
[45,] 15666.70 14571.69 15258.26 14829.66 16877.85 14043.26 15113.47 15006.16
[46,] 13362.48 14791.86 16082.55 14944.25 15000.37 14753.40 15504.15 12431.86
[47,] 16324.10 13498.17 15940.47 14827.48 14317.15 15539.78 15126.89 16426.78
[48,] 13793.41 15591.39 16263.90 14688.01 15882.89 15961.71 16785.46 13548.17
[49,] 13645.14 15636.96 16362.32 16060.96 15476.65 14532.33 14776.53 16340.58
[50,] 15334.99 17024.37 13889.32 17643.10 14765.60 13083.03 14050.30 15707.21
[,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24]
[1,] 13701.41 12829.41 11835.17 13589.11 10079.86 12341.76 11318.23 12302.31
[2,] 13154.67 14362.83 13282.26 14830.77 13486.24 14038.73 14016.03 11694.85
[3,] 13189.73 14068.80 13293.50 12000.91 11788.89 12748.59 11716.57 12283.85
[4,] 12380.83 13826.25 10748.10 12788.79 14727.96 12148.15 13018.04 14353.87
[5,] 13805.17 14541.58 12143.57 13593.52 10561.70 14684.49 12643.89 11380.45
[6,] 11444.55 12527.24 12273.73 11914.55 12152.30 13221.37 15224.22 14665.91
[7,] 12102.27 11206.11 12065.50 12869.29 11201.31 13195.75 12990.42 13249.97
[8,] 11872.07 13122.89 13952.51 13459.02 12923.25 12593.21 12743.07 12923.73
[9,] 14481.58 15930.17 12532.47 11484.84 12770.69 10640.02 12669.17 12960.36
[10,] 13791.62 12401.55 14544.14 11324.22 13131.21 15671.51 12798.49 11817.24
[11,] 12211.07 13806.89 13161.48 14678.94 10646.29 13622.54 13670.57 11332.76
[12,] 14658.37 12462.47 13802.64 13366.28 10747.40 13854.00 16106.73 10804.12
[13,] 13785.80 11843.31 13876.50 15309.58 13854.99 13142.78 12551.69 12837.76
[14,] 12046.70 13875.31 13103.06 13531.77 12965.94 15838.28 13419.78 15716.92
[15,] 13020.54 11923.55 12697.22 13426.86 16531.36 15659.21 14243.41 14252.41
[16,] 14260.65 16391.47 12941.80 13314.13 15022.10 14192.55 11787.59 11665.78
[17,] 14762.56 14283.03 15774.62 13628.89 12519.34 11008.84 12595.69 12124.36
[18,] 14076.25 12982.67 13980.82 12685.23 13516.10 15527.16 13998.28 10227.30
[19,] 13987.46 11842.92 14534.92 13219.43 15561.65 13568.65 11568.23 15025.94
[20,] 13315.18 14624.79 14899.45 13056.17 14631.75 12659.79 15065.22 12074.25
[21,] 12351.40 14261.59 14432.29 13047.84 13592.79 11388.95 17040.26 13412.83
[22,] 14190.35 15087.33 15796.25 16418.14 14147.28 15533.01 16598.82 11777.65
[23,] 13955.66 16616.85 13808.75 14480.79 12567.07 12822.20 13946.44 12219.35
[24,] 12742.08 14541.78 13421.74 14394.26 16310.83 13613.39 13890.60 15087.68
[25,] 16542.35 15402.34 13271.22 14406.06 16769.32 13935.34 15410.31 14596.68
[26,] 13553.96 13691.63 14189.18 12882.42 15235.54 14254.80 13731.50 15871.10
[27,] 13812.65 11279.58 15562.04 12685.69 12814.77 15555.57 13372.64 13588.38
[28,] 14549.52 13260.31 13685.50 12348.36 12137.69 14079.86 14078.19 11189.93
[29,] 14920.05 14160.06 12992.94 14565.46 15638.01 16217.31 11471.08 17130.45
[30,] 14268.53 15345.78 14404.37 14444.74 13398.90 14233.02 14311.79 15944.92
[31,] 12957.05 14758.53 13760.75 12776.20 12441.27 14012.46 11630.42 12659.97
[32,] 15515.74 16459.03 15925.62 12998.04 14496.87 15923.79 12517.35 13722.91
[33,] 15419.06 14190.53 14896.91 14909.30 12559.69 12759.75 12004.03 15998.32
[34,] 12713.61 14916.19 13926.39 15563.40 14934.22 14110.76 16417.83 15310.48
[35,] 14528.58 15588.16 15948.06 13266.19 15639.38 14971.17 15112.61 16271.77
[36,] 13763.54 14538.12 15409.97 14480.99 12426.45 16060.81 14259.59 14658.82
[37,] 13788.53 14614.75 14207.45 16082.51 13225.78 12488.35 14382.05 14672.33
[38,] 14767.97 15494.22 13324.81 13946.01 14381.20 14448.45 14444.82 16091.65
[39,] 14551.77 12751.84 14241.73 13411.65 16022.25 14192.90 17438.44 14523.67
[40,] 13752.82 15099.14 14931.07 16039.14 12808.24 13742.69 14618.69 16246.05
[41,] 13167.61 11954.31 16029.49 17002.43 14129.46 12638.83 18347.02 15875.21
[42,] 13096.97 14300.99 15860.06 15405.77 13296.97 16518.50 13315.01 14708.73
[43,] 17017.38 12466.59 14628.64 16048.84 15825.16 13925.79 12948.57 14077.96
[44,] 14493.90 17281.10 14142.57 14796.70 16665.16 14714.52 16729.85 14754.30
[45,] 14783.85 14799.29 16329.22 11775.74 15093.46 15233.11 13764.64 13847.27
[46,] 14952.25 16535.45 15439.04 17771.37 14668.93 15511.20 15472.21 17651.92
[47,] 14015.52 18618.18 16496.44 16107.49 12777.39 14700.12 16871.00 16194.15
[48,] 15881.67 14588.51 15142.78 18431.99 15267.17 14114.22 14829.59 13357.84
[49,] 14726.77 16287.18 15017.00 15234.64 17103.00 14051.45 13540.51 13954.89
[50,] 17090.70 14727.64 12870.54 16465.02 14308.04 15325.46 14453.47 18980.44
[,25] [,26] [,27] [,28] [,29] [,30] [,31] [,32]
[1,] 15528.08 15586.75 11962.03 9285.374 13090.13 10021.830 14266.66 12827.00
[2,] 16239.47 13220.06 11887.88 15304.871 11696.80 13079.135 14813.76 12993.30
[3,] 13758.77 12666.81 13363.17 10918.426 13254.21 13145.271 13206.63 15304.66
[4,] 11621.95 13768.74 12666.35 9966.778 10200.10 10047.912 12914.10 14879.50
[5,] 10376.31 12439.97 12123.06 12449.515 14413.30 12250.026 13704.50 11628.48
[6,] 11662.69 11586.75 14145.07 11678.206 12907.18 15638.135 11011.62 13059.47
[7,] 15818.90 13003.20 12804.22 12894.251 12082.51 14833.256 13846.78 11299.31
[8,] 11878.19 13459.79 13511.69 13776.836 11733.92 9870.638 12310.19 13134.15
[9,] 16083.91 14551.02 14585.81 12411.691 14152.13 14844.005 12304.23 12506.53
[10,] 16157.57 12768.55 11879.59 11340.772 14219.38 14408.572 14848.63 10814.80
[11,] 15664.38 11509.51 13833.84 15012.901 11028.78 13195.410 13029.98 13082.62
[12,] 14387.60 10623.33 14830.73 12903.451 14408.74 13980.986 13365.60 11576.00
[13,] 12794.62 13806.24 11438.15 14679.992 13213.59 14956.590 12024.53 10551.12
[14,] 11624.01 14055.56 11822.38 15951.767 13903.63 13234.286 16145.50 16891.82
[15,] 11164.25 12890.75 13675.15 11967.518 14706.08 11402.372 12945.17 13180.60
[16,] 15501.92 14173.74 16082.42 14004.394 11560.22 12538.962 13769.73 16220.49
[17,] 13470.19 13800.72 13676.08 12670.242 13892.51 15635.127 13653.08 14242.92
[18,] 12200.63 12480.94 14295.55 13955.187 14516.86 15280.202 12752.66 12797.41
[19,] 12996.61 13280.56 14098.90 14767.434 15084.63 14492.915 13231.88 12448.21
[20,] 14291.66 12731.02 13930.68 13703.948 14890.33 14551.394 14470.37 13004.72
[21,] 12346.39 13391.06 13154.87 14105.272 14654.93 12462.065 14780.41 17088.08
[22,] 12499.95 14641.49 10962.56 13688.070 13335.56 13775.369 14099.69 16353.70
[23,] 14062.78 14279.05 14982.62 11141.933 13558.08 14992.419 16351.10 13329.93
[24,] 13485.09 14105.06 14241.68 10922.257 13183.59 13368.219 15346.47 12762.57
[25,] 15437.14 14638.21 11476.70 11770.135 15470.43 14094.141 10926.48 12003.17
[26,] 15470.80 14587.81 14177.97 13011.116 12739.23 13436.167 15284.41 16510.81
[27,] 12508.09 14746.93 13973.98 14670.041 13770.00 14746.641 13079.70 13874.38
[28,] 13725.59 16026.74 13111.93 14704.718 14369.64 14886.777 14714.55 12277.58
[29,] 13717.68 15489.78 13940.54 15608.101 13386.70 13534.582 15181.14 12536.86
[30,] 14348.00 13723.31 13073.33 13587.477 14515.58 15724.405 12198.81 14466.47
[31,] 14345.87 12246.92 16141.16 12686.958 15037.43 12774.368 11933.07 14740.97
[32,] 14701.87 13335.72 15395.23 14441.425 14688.82 14645.668 13108.06 13871.95
[33,] 14474.76 12549.70 14402.70 13882.659 16244.90 12280.918 13381.12 16169.66
[34,] 15527.25 13184.68 15100.05 15484.895 16556.89 15818.302 15884.51 13283.63
[35,] 12227.46 16006.12 12600.97 13040.492 15305.97 13606.200 14776.42 15111.27
[36,] 13745.83 14416.54 14524.25 15924.621 12788.67 13988.738 14555.98 16625.23
[37,] 13318.83 15602.28 13055.82 14430.247 15248.06 13428.701 18334.55 16694.31
[38,] 12896.90 16283.97 14809.45 14615.487 15477.44 15215.600 14434.28 11761.02
[39,] 14381.88 15522.03 18214.50 17104.031 18331.89 15939.667 15616.00 16133.13
[40,] 13550.13 12406.26 13871.30 14247.727 14053.82 14367.645 14289.58 12961.41
[41,] 13529.93 13751.24 13706.00 14030.809 15150.29 14686.047 12399.54 16840.09
[42,] 13669.60 13532.31 14380.11 14749.726 16365.10 14569.371 21058.47 15969.41
[43,] 12896.62 14559.53 15881.92 17734.568 12897.88 15092.025 14831.91 14302.56
[44,] 16318.55 18948.89 14386.56 18709.721 13973.24 15324.242 14727.34 14142.56
[45,] 12762.23 15430.97 15154.18 12985.610 14762.29 13810.009 16373.72 14859.13
[46,] 14572.11 15817.86 15473.42 15214.525 14516.32 15420.131 14290.53 14155.01
[47,] 16661.52 15494.74 12655.69 14053.672 15200.52 16466.487 14786.94 16601.17
[48,] 16450.31 15603.20 15137.72 16272.526 13578.96 14498.511 14782.31 15040.44
[49,] 16282.13 15189.42 19621.48 15143.839 12800.93 13879.674 13441.87 14636.99
[50,] 14197.77 14036.28 12749.61 16671.145 16489.40 15584.296 17505.85 15231.42
[,33] [,34] [,35] [,36] [,37] [,38] [,39] [,40]
[1,] 14447.15 12636.412 12575.16 13338.26 12247.93 12021.18 13482.84 11700.27
[2,] 11282.10 13039.724 12961.93 15515.84 14561.25 13861.92 11261.73 12431.18
[3,] 11644.73 13065.406 12095.15 12904.52 13035.79 10419.61 12440.24 14433.00
[4,] 12840.73 13546.262 13002.42 13007.39 11574.10 11130.55 13802.70 14892.48
[5,] 13638.78 13501.356 13402.95 12972.74 14319.31 14716.31 14697.24 13652.12
[6,] 13764.40 13791.115 11976.84 11577.78 12551.44 12812.08 13091.36 12531.02
[7,] 15702.13 14147.875 10715.64 13550.57 13337.24 13946.12 14784.34 14985.93
[8,] 13181.11 12959.461 15168.52 11267.00 14274.61 15596.65 12302.58 13887.91
[9,] 12988.23 12222.042 13801.10 11068.42 13687.02 13808.57 13891.09 13858.61
[10,] 13622.79 13467.973 14604.14 13755.79 13457.60 14602.45 15139.35 11248.54
[11,] 13520.53 12371.664 13310.68 12491.70 14667.51 12948.47 12090.39 13516.45
[12,] 13743.53 12665.911 13050.65 12808.65 14129.73 13286.83 13288.94 11901.87
[13,] 15220.75 12611.296 13544.84 13134.90 14327.83 12741.60 11975.37 13031.56
[14,] 12795.00 9979.769 15282.03 14584.44 14908.95 14379.78 16619.87 11708.84
[15,] 10219.73 10214.908 14844.06 15377.34 12683.83 12921.60 14595.41 14669.74
[16,] 13336.25 14155.436 12350.33 12254.54 12510.12 13621.34 11587.65 14304.61
[17,] 16338.89 14222.751 15988.34 12434.12 11073.58 13291.25 12166.60 13118.45
[18,] 12586.89 17030.185 13799.53 14398.50 13979.64 11738.44 13386.23 10365.01
[19,] 14554.56 16188.958 13586.64 14033.61 16182.38 13456.10 10109.01 13956.78
[20,] 16351.79 12919.399 11967.77 11193.73 16115.75 14797.42 15276.58 12364.27
[21,] 13053.25 14398.578 14472.51 12151.23 11624.89 16167.18 14878.79 15085.31
[22,] 14974.01 14607.389 14574.86 15691.41 13172.25 13860.72 14800.24 16959.95
[23,] 15444.11 14498.361 13014.28 14941.17 13797.09 16173.36 15702.57 15287.01
[24,] 11649.94 15389.758 11904.44 11495.30 14175.36 14061.70 13387.47 15261.67
[25,] 12925.42 14870.591 15374.01 15968.11 13859.16 14173.54 14836.05 13225.49
[26,] 12360.76 13481.826 11800.36 15461.58 14892.52 13720.66 12375.87 13989.90
[27,] 14276.24 12723.907 14351.37 14231.30 14123.34 14911.50 13425.54 12905.09
[28,] 12734.17 12077.625 14728.76 14256.79 15942.80 11439.21 14021.66 15228.73
[29,] 15389.20 15412.441 14669.16 16092.89 16049.24 16217.32 11484.92 12743.52
[30,] 13379.43 16392.138 12771.93 16889.28 15155.56 15679.66 11907.22 14486.91
[31,] 13333.58 13409.261 10934.56 18250.43 14863.86 14592.00 16399.70 14514.00
[32,] 14491.94 13915.866 11530.72 14939.52 13699.60 15121.85 16554.41 15307.34
[33,] 16662.42 14167.214 11977.24 16575.57 14154.16 13221.54 13396.10 14001.67
[34,] 13532.26 14889.772 14368.18 14572.22 14306.85 11616.80 15352.47 15955.63
[35,] 12857.59 14279.868 15952.82 15961.96 14652.24 14336.72 17070.68 16009.29
[36,] 14951.42 13373.286 14520.14 13400.37 13832.06 15119.36 13148.30 13807.37
[37,] 14579.50 13577.433 17476.39 12179.84 15406.91 15383.78 12058.38 17429.52
[38,] 13487.90 13670.143 14753.68 15019.12 13033.49 17816.48 16558.96 13249.09
[39,] 17557.44 13804.047 16582.59 12163.59 13115.23 12281.92 15912.42 17478.36
[40,] 16129.67 14895.315 17345.21 13508.00 14503.20 16047.93 14346.03 12020.96
[41,] 16533.70 13254.184 16806.46 10708.50 15144.81 16302.00 12486.56 15426.67
[42,] 14560.84 16968.087 16461.08 15115.63 16904.53 12675.26 15738.55 13456.25
[43,] 13663.01 17935.060 15869.02 16107.74 13734.53 12514.26 14559.42 15468.94
[44,] 15606.49 18757.143 13485.49 15485.02 13921.43 14930.88 14524.70 16384.30
[45,] 16566.39 17838.616 16620.40 12998.92 15338.21 14514.73 18899.72 15080.23
[46,] 15209.95 15747.434 16552.16 14494.06 15642.54 19084.46 15722.04 15995.48
[47,] 16536.91 13807.810 13563.18 18632.13 15715.03 15227.35 15687.94 12958.61
[48,] 16817.06 12716.833 17784.64 14791.93 15212.91 12648.99 14900.27 13847.68
[49,] 12644.17 15130.486 12510.59 15463.11 15029.02 15639.37 13952.51 15244.03
[50,] 11882.74 16657.760 16426.40 13497.69 13540.24 15696.12 15449.74 13246.10
[,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48]
[1,] 14883.05 12417.00 14834.06 11994.42 12657.10 12812.20 11054.04 13473.83
[2,] 12035.65 11920.99 13735.04 15324.51 13200.00 14139.09 12056.02 11823.55
[3,] 15630.50 11687.99 11160.07 12762.79 11602.53 16538.72 12825.82 12945.08
[4,] 11724.65 13507.60 10765.73 12845.62 10910.56 11011.47 15565.10 12159.13
[5,] 12634.11 11993.31 13253.92 12809.18 15380.97 11218.27 13712.24 14138.47
[6,] 12207.46 11756.75 10335.49 11688.08 12957.29 12395.09 10875.19 15178.40
[7,] 13527.75 11982.81 14237.90 13012.32 12267.34 11355.23 11226.42 12672.54
[8,] 13922.79 13544.91 12125.92 14193.62 15023.83 11323.82 11806.00 12994.72
[9,] 12811.85 13328.17 14160.05 11450.89 12441.53 11242.26 13741.76 10351.84
[10,] 13248.92 12261.95 12427.63 15621.90 10649.54 14590.45 10192.02 13896.17
[11,] 11533.35 15359.74 13729.48 14557.05 14450.53 10265.62 13167.26 12466.98
[12,] 17522.76 13153.02 12203.10 12974.01 11003.27 16152.51 13607.74 11970.73
[13,] 15214.38 12690.86 14643.77 11865.23 13475.40 11591.79 13069.34 11376.28
[14,] 13965.23 12974.64 12049.45 12754.28 12691.70 16419.62 16240.90 18551.83
[15,] 12861.95 12162.09 14277.97 17133.32 12192.62 11482.08 15246.46 15512.95
[16,] 12030.32 15329.62 13292.19 13190.74 15172.46 14358.63 16022.14 12622.88
[17,] 14503.78 13145.28 13788.15 14492.27 13683.16 12871.99 14732.65 13617.47
[18,] 16918.35 14168.47 11855.17 12324.79 11085.07 14197.75 16737.82 12189.33
[19,] 16482.50 13172.70 12556.85 12593.74 15047.04 13281.23 14578.55 12770.24
[20,] 16192.48 13836.74 16130.95 12716.31 15605.55 14758.82 13567.65 13802.69
[21,] 11884.19 12935.64 13138.85 14703.82 15582.54 14157.52 12273.34 14706.51
[22,] 13330.20 15469.76 12987.70 15022.89 13240.25 12101.75 13173.91 13161.50
[23,] 12913.25 13451.03 11079.65 14763.85 14085.07 13195.19 14264.25 13855.93
[24,] 13974.60 13523.33 14997.89 13317.12 16272.03 16929.91 13975.35 14657.81
[25,] 14261.76 15186.59 13483.26 15013.32 11588.95 13058.55 15316.16 17100.75
[26,] 13090.65 12483.03 16343.92 12654.31 17531.14 15289.74 14538.95 13329.56
[27,] 13550.02 14308.82 16162.73 13179.75 13225.60 14333.05 14992.07 12426.93
[28,] 14683.13 14639.53 14145.99 12702.18 13324.42 12935.22 14456.61 13288.08
[29,] 13005.36 11501.51 14374.63 18275.13 14193.56 15451.18 15280.79 13879.96
[30,] 13499.71 12806.95 16200.40 12896.94 15040.46 12481.76 13568.95 10178.12
[31,] 12974.27 13864.18 16417.89 12264.04 13776.16 13250.42 11871.52 16896.88
[32,] 12761.95 17669.85 16484.68 17833.30 13472.48 15050.70 13911.47 13350.61
[33,] 15201.36 14116.85 12585.48 14028.44 17591.21 15102.88 15524.32 15077.46
[34,] 17140.39 16104.21 11956.59 14509.32 14180.87 12718.05 13456.54 13690.33
[35,] 13168.23 14894.89 12663.43 14985.53 16214.78 13485.14 11939.97 15185.19
[36,] 13878.37 12305.60 13700.57 11492.42 13777.24 14121.80 12691.52 14920.76
[37,] 16751.28 12267.06 17092.46 12023.97 16861.52 13492.46 15631.07 16146.73
[38,] 12467.20 12820.44 13114.65 15781.28 14362.83 13075.07 15917.06 13084.13
[39,] 12135.24 15859.38 10475.80 15845.02 14871.99 14298.44 16544.20 11340.74
[40,] 15254.81 15676.26 17201.06 13296.72 16334.67 12707.43 13858.56 14831.05
[41,] 18364.22 17170.31 13647.26 11347.20 16067.09 16960.09 13983.53 12405.16
[42,] 13838.06 14251.86 14913.83 17136.02 13746.74 15333.52 13455.36 14426.62
[43,] 14080.15 15495.19 15245.32 14414.34 14897.86 13447.36 13017.53 12822.07
[44,] 12700.55 17717.62 16391.46 18210.70 13076.45 16151.31 14641.13 19329.13
[45,] 15618.83 11583.91 12327.42 16435.86 14407.00 12726.52 16224.39 13479.20
[46,] 16422.54 13543.14 15966.19 14949.67 15004.54 12398.90 16987.51 13766.71
[47,] 15756.21 13601.78 14873.22 11906.45 14749.81 14620.59 16789.12 15679.75
[48,] 12795.40 15035.25 15025.29 14478.57 17405.83 16366.21 15960.63 15549.37
[49,] 13617.27 15367.51 16351.34 14427.11 14694.35 14535.35 13706.42 17105.46
[50,] 16711.26 16750.79 17370.47 13222.92 13916.72 15279.39 14391.42 14855.63
[,49] [,50] [,51] [,52] [,53] [,54] [,55] [,56]
[1,] 12874.79 13623.852 16831.33 11613.42 11459.927 13937.73 13990.83 10903.73
[2,] 14242.32 12848.525 12271.46 10129.08 12645.946 11790.43 15979.72 14361.28
[3,] 14054.98 11205.612 12195.58 10886.08 9898.889 18528.15 14015.59 13918.37
[4,] 12456.73 13556.992 13789.78 13554.62 14217.588 13111.57 10859.51 15209.63
[5,] 10586.59 12486.492 13564.09 10631.93 13524.466 14581.27 13821.31 15127.98
[6,] 13953.35 13514.644 14165.06 13414.13 10714.430 11280.98 15903.83 12695.03
[7,] 13257.67 13223.767 19770.99 15436.04 11822.276 15258.96 11888.68 11655.91
[8,] 14968.82 9272.782 12536.28 14265.81 13843.472 15665.46 15344.84 13507.07
[9,] 11768.03 11832.124 14406.45 14552.96 12481.383 15364.19 17030.25 12550.79
[10,] 12268.82 14889.656 12442.29 13321.53 12765.155 12400.04 12818.13 11914.79
[11,] 14958.81 12808.085 14887.72 14370.10 12154.427 13377.21 11248.39 13457.35
[12,] 11787.60 12970.022 14097.24 12461.95 10850.410 14769.89 11932.01 13978.73
[13,] 14110.56 11996.459 13497.23 13914.61 13390.161 13772.86 13576.71 12701.41
[14,] 13922.92 11066.628 13467.05 12400.01 14980.237 12881.58 14509.57 12894.99
[15,] 14518.71 13957.011 12197.71 14088.71 12324.834 12104.69 13760.66 12602.34
[16,] 12726.53 14721.440 12687.25 11489.82 16575.207 13129.38 12381.57 14712.33
[17,] 16410.76 12235.310 11662.69 12325.09 15776.457 18529.02 12011.25 12054.01
[18,] 14998.52 13803.177 12901.08 14260.46 12241.369 10965.76 12842.50 14319.22
[19,] 13872.84 13094.693 14478.51 13362.06 14743.580 12687.24 11375.03 11955.12
[20,] 10366.19 12124.337 13112.89 12776.79 13721.494 13996.75 18351.58 11943.41
[21,] 14730.40 14223.897 14426.27 11304.19 14569.963 14219.95 12605.88 13143.50
[22,] 11881.35 14670.863 19165.26 15042.31 14177.536 16647.30 10399.53 13392.34
[23,] 14005.28 15063.477 12874.57 12310.43 12645.805 14009.37 11602.31 15290.44
[24,] 13545.56 12936.337 13510.60 11506.31 12681.601 11741.76 14291.70 13883.70
[25,] 12562.34 13356.165 12766.70 13607.60 14836.490 13867.05 12555.08 14868.62
[26,] 12338.67 12962.524 12651.55 14121.96 11605.784 15514.60 12555.83 13885.21
[27,] 12807.80 14882.539 13890.70 16807.55 12196.129 12903.65 13635.22 15043.10
[28,] 15005.64 14943.819 15517.33 13083.38 15958.389 13706.97 16475.46 11814.17
[29,] 15265.95 15076.555 13139.17 15965.03 17856.062 12692.77 11427.82 14179.73
[30,] 13599.23 14478.631 15285.39 15089.86 13414.599 16875.00 14007.30 15226.11
[31,] 14444.02 15452.830 13563.40 15950.96 15161.718 11727.45 12410.50 15907.10
[32,] 11394.04 13364.075 13232.63 13119.25 15048.311 14980.96 14094.42 12644.51
[33,] 14330.51 12420.755 14892.22 14832.75 13913.214 11983.92 17152.08 15505.60
[34,] 15218.01 19223.700 16069.41 15635.68 11437.395 13519.03 14254.78 12102.81
[35,] 15115.04 17776.865 13032.79 11361.14 15696.422 11770.11 16801.64 15113.84
[36,] 11906.05 13764.516 13390.73 16251.78 17767.393 15317.67 17185.80 16353.45
[37,] 12523.78 11100.585 15825.35 16453.85 14193.275 12321.88 15554.39 12661.16
[38,] 15583.00 15549.930 15001.00 14362.08 18611.339 17152.22 13646.08 15092.66
[39,] 14340.97 14317.049 17122.19 10271.38 14916.909 15480.95 17893.30 14714.41
[40,] 13873.44 19439.686 13747.34 13925.38 15536.570 11914.54 13800.73 13059.74
[41,] 17363.29 14469.707 15245.31 17334.46 14257.322 13271.94 11668.55 15247.92
[42,] 11693.47 13445.572 12708.99 15862.76 13910.538 12137.98 16527.05 14686.84
[43,] 13237.88 15586.630 15540.12 13498.48 15094.382 14574.67 15137.35 17788.89
[44,] 17503.64 13725.494 13340.52 16287.00 17313.198 15386.72 13679.98 14777.23
[45,] 15829.19 13419.504 14407.47 13576.97 20161.970 17096.53 13906.17 12886.66
[46,] 13584.48 14189.275 17925.24 12244.58 13120.003 17802.16 16873.30 17986.83
[47,] 12065.40 15274.217 15535.56 14288.02 14230.565 22294.57 15251.60 16059.52
[48,] 15657.48 15710.018 13936.10 19524.37 11778.080 14342.86 15469.64 17539.85
[49,] 16515.78 16640.372 13412.32 19116.01 15456.644 17431.41 14270.16 15802.01
[50,] 14773.26 13942.280 11422.12 19770.85 13479.573 15418.02 15151.92 14042.55
[,57] [,58] [,59] [,60]
[1,] 11973.92 13400.98 13777.77 16245.05
[2,] 12898.06 11675.68 12399.38 12730.43
[3,] 11421.95 13939.68 16606.62 10929.42
[4,] 13383.76 11226.30 12937.47 12360.97
[5,] 14331.10 13209.58 12309.88 11571.92
[6,] 12208.33 13962.99 13569.46 15526.99
[7,] 10289.08 14164.02 11969.42 12566.86
[8,] 12391.01 13769.10 15285.32 11246.69
[9,] 11689.77 13509.62 13694.48 15242.06
[10,] 17007.29 11277.97 13892.58 12928.19
[11,] 10995.18 12139.37 12308.96 12325.45
[12,] 15323.51 16753.06 13693.09 12670.65
[13,] 15802.36 13932.20 14319.33 15683.54
[14,] 13451.07 10924.87 13730.58 13290.85
[15,] 15759.74 10692.63 12271.15 14885.84
[16,] 13115.76 13833.42 11943.15 16027.23
[17,] 13480.81 14640.72 12225.84 12684.18
[18,] 12507.41 14260.85 13192.32 12552.54
[19,] 14861.85 13806.80 13773.53 13045.84
[20,] 13958.18 14624.27 11999.49 12743.95
[21,] 17329.28 14281.99 13558.77 14760.11
[22,] 14642.06 14385.57 13069.73 13499.77
[23,] 15665.89 13060.80 15839.37 14841.95
[24,] 11097.66 15424.65 14473.39 14298.26
[25,] 13298.24 12612.84 15379.36 15043.52
[26,] 11667.17 15104.13 13415.65 15756.70
[27,] 11961.63 14830.29 10471.37 15486.65
[28,] 13144.55 11615.21 14999.80 13976.70
[29,] 14744.86 14178.03 12681.75 14241.14
[30,] 16410.56 16298.59 15800.46 13208.17
[31,] 13407.65 10745.81 14747.37 14301.25
[32,] 13733.03 18267.05 16139.53 13999.08
[33,] 14054.67 13913.32 14425.23 12873.87
[34,] 13631.93 14012.67 16865.63 14553.75
[35,] 16267.91 14314.68 13599.94 16167.55
[36,] 14997.32 17943.26 11462.26 12932.12
[37,] 15925.47 18064.68 20356.27 16460.03
[38,] 14140.12 14844.10 11950.56 15196.47
[39,] 14191.16 16092.74 18377.49 12972.35
[40,] 15121.51 12295.28 15875.90 13317.10
[41,] 17273.16 10913.88 14337.65 15217.66
[42,] 19554.17 14481.08 16054.79 15600.65
[43,] 13657.94 16650.35 14580.28 16170.28
[44,] 12408.73 10552.72 13826.48 13853.68
[45,] 15721.10 14837.32 14658.56 17467.08
[46,] 13258.22 14933.24 14618.50 15059.36
[47,] 16664.98 14481.48 16617.52 15171.29
[48,] 17475.07 18241.92 14138.39 14475.72
[49,] 15473.04 15770.65 16973.19 11988.83
[50,] 16212.64 18210.76 17515.88 12365.44
BatchQC documentation built on Nov. 8, 2020, 8:30 p.m.
R Package Documentation
Browse R Packages
We want your feedback!
Note that we can't provide technical support on individual packages. You should contact the package authors for that.
Description Usage Arguments Value Examples
Description
Use frozen surrogate variable analysis to remove the surrogate variables inferred from sva
Usage
1 | batchQC_fsva_adjusted(data.matrix, modmatrix, sva.object)
|
Arguments
data.matrix |
Given data or simulated data from rnaseq_sim() |
modmatrix |
Model matrix for outcome of interest and other covariates besides batch |
sva.object |
SVA object |
Value
Frozen Surrogate variables adjusted data
Examples
1 2 3 4 5 6 7 8 9 10 11 12 | nbatch <- 3
ncond <- 2
npercond <- 10
data.matrix <- rnaseq_sim(ngenes=50, nbatch=nbatch, ncond=ncond, npercond=
npercond, basemean=10000, ggstep=50, bbstep=2000, ccstep=800,
basedisp=100, bdispstep=-10, swvar=1000, seed=1234)
batch <- rep(1:nbatch, each=ncond*npercond)
condition <- rep(rep(1:ncond, each=npercond), nbatch)
pdata <- data.frame(batch, condition)
modmatrix = model.matrix(~as.factor(condition), data=pdata)
sva.object <- batchQC_sva(data.matrix, mod=modmatrix)
batchQC_fsva_adjusted(data.matrix, modmatrix, sva.object)
|
Example output
sh: 1: cannot create /dev/null: Permission denied
Number of significant surrogate variables is: 1
Iteration (out of 5 ):1 2 3 4 5 [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8]
[1,] 11952.73 11113.57 13278.02 12109.92 12804.89 11900.94 15977.47 12943.29
[2,] 12573.04 13607.77 11182.32 12401.86 14305.86 14044.84 12777.21 11264.68
[3,] 13043.12 11074.34 11758.61 12478.73 14070.26 13746.47 14046.43 13058.82
[4,] 14721.34 12911.97 13031.17 12727.59 12146.45 12330.99 14344.20 12847.89
[5,] 11743.20 11291.87 11821.53 13774.32 13286.94 13537.44 12471.23 13064.50
[6,] 12865.83 14088.50 16109.74 12978.47 14165.21 12325.30 12055.21 13243.04
[7,] 11971.01 12743.32 13901.76 11496.66 15973.17 12196.31 12308.30 13566.22
[8,] 13750.12 13340.73 13210.31 14139.76 10256.62 12656.76 11759.74 13499.05
[9,] 14688.82 10997.08 13462.56 11662.91 11256.43 13311.64 13284.04 12270.40
[10,] 14988.44 12786.16 14254.70 10975.84 12925.52 14124.28 13414.14 13418.95
[11,] 10120.84 12560.53 14629.58 13087.31 11219.50 13116.92 13082.69 12655.06
[12,] 14411.28 14410.20 12706.87 12353.60 13960.41 11541.20 12076.87 12715.05
[13,] 14638.97 12638.49 13565.85 15547.02 11558.24 13290.75 14564.30 14491.08
[14,] 14248.06 14348.17 13701.14 13726.48 14494.72 15748.05 13631.57 15514.32
[15,] 12688.00 13659.60 15341.01 14505.86 12629.31 14146.58 16117.34 12947.91
[16,] 13065.51 14282.63 14036.34 13300.02 12094.00 13949.10 12308.66 13263.74
[17,] 13209.77 13504.56 14415.73 13812.65 14279.72 12759.16 13501.14 12832.41
[18,] 14146.10 13071.67 14715.02 10389.06 13368.13 13995.58 13730.82 14819.20
[19,] 14804.08 13678.99 14807.53 14932.96 14863.49 13638.59 12248.23 12558.96
[20,] 14953.57 12443.99 15740.99 14695.28 14044.62 15320.05 13628.54 13647.00
[21,] 12860.05 14166.70 12284.75 14117.17 13940.48 12922.90 16429.58 14586.90
[22,] 16253.26 14278.61 14209.44 13274.70 12703.83 13920.96 13605.32 12280.76
[23,] 13233.45 12654.43 13867.45 13984.59 13227.50 12598.94 15552.76 12211.98
[24,] 13276.67 12629.63 14841.98 13537.43 12737.16 12871.97 12181.97 16185.09
[25,] 13966.99 14356.42 14546.71 14032.26 13820.72 14545.12 12615.27 13286.77
[26,] 13280.72 17475.75 12889.13 14099.31 14721.99 14344.40 14022.50 14006.18
[27,] 12937.99 14766.68 12391.08 12590.72 14787.58 12837.12 14918.77 15670.42
[28,] 14139.52 14028.77 14912.77 14133.20 13588.74 14028.89 15000.99 12576.96
[29,] 13067.82 13915.68 13497.93 15648.48 15029.30 14789.84 13933.24 15875.78
[30,] 14683.45 13982.26 14163.75 13396.06 13907.33 16990.60 13629.65 13776.15
[31,] 14977.32 14630.37 14366.30 13767.16 13488.71 14209.79 15548.30 16036.97
[32,] 13034.07 14695.70 12199.78 16422.85 13492.72 14059.73 13280.01 12921.48
[33,] 13153.97 14070.49 14325.82 13956.05 15058.74 14630.91 14161.26 12839.55
[34,] 14878.65 15364.80 14798.68 15510.25 14131.61 13293.32 15351.72 17424.87
[35,] 13173.34 13947.54 15291.61 13050.43 15817.52 15718.07 13677.79 14269.68
[36,] 15390.73 16284.10 14904.10 14710.48 14498.25 14165.35 14415.64 14005.63
[37,] 15159.40 13838.45 16505.80 14582.11 15583.71 14699.00 14952.30 14048.11
[38,] 14321.97 14118.75 13974.59 14098.79 13152.98 13685.99 15179.40 14594.34
[39,] 15131.23 14442.29 15877.77 14065.84 13811.50 15540.38 14775.00 15643.45
[40,] 13116.26 14008.54 12959.24 16149.30 13871.56 14847.67 13550.80 12803.35
[41,] 15208.66 15392.33 12941.79 14997.79 17519.23 14513.17 14102.42 15602.99
[42,] 15059.99 14250.63 14556.79 14181.06 15180.86 17009.54 13900.33 12448.82
[43,] 16702.08 13801.42 13043.07 15701.45 14898.19 14851.70 15035.22 13673.60
[44,] 16243.10 14255.03 13808.97 14390.85 13724.44 13416.74 14658.17 15406.04
[45,] 15201.46 15805.71 15236.26 12884.62 15429.28 14591.47 14140.08 13836.51
[46,] 14526.71 13329.74 15541.62 14167.15 15397.84 14809.38 13972.17 15390.69
[47,] 15250.06 13471.62 14752.12 16792.53 11670.33 15140.70 12346.38 17407.82
[48,] 15202.99 16557.26 15579.90 19204.17 13813.80 15447.46 16225.59 14782.79
[49,] 16113.96 15497.70 14912.35 16749.04 15543.25 17632.07 14016.06 14150.79
[50,] 15591.97 16961.08 13899.70 14436.45 15945.73 13810.52 14528.66 14877.22
[,9] [,10] [,11] [,12] [,13] [,14] [,15] [,16]
[1,] 12070.71 13465.16 13065.39 12929.18 13934.91 15420.23 13508.47 13431.75
[2,] 12934.70 11264.34 12018.18 14723.26 12943.62 11285.05 11460.28 13505.54
[3,] 12827.69 14086.47 14649.82 12940.91 13205.10 11976.32 12634.40 12304.84
[4,] 11523.11 13150.60 13108.21 14544.27 11555.93 12079.75 13985.32 10883.34
[5,] 11703.25 11403.90 15085.59 15266.14 13155.12 13745.35 12366.87 11928.32
[6,] 11889.04 12521.40 16141.22 12155.72 13319.41 11930.52 13505.64 12831.77
[7,] 13927.98 12940.68 13680.98 14010.51 12829.08 14281.13 11050.29 14364.73
[8,] 12703.73 14183.96 13970.66 14665.26 16854.90 12440.31 14453.10 12079.72
[9,] 11673.53 14635.85 14927.88 12847.20 13894.74 11496.91 13326.61 12596.24
[10,] 11487.78 12686.74 11568.98 13642.72 11472.75 13305.33 13057.69 13110.48
[11,] 12863.84 12738.43 12827.84 12251.02 14071.68 13305.94 13498.37 14657.05
[12,] 13141.64 12578.57 14822.51 12226.25 15780.67 13737.35 13003.84 15554.85
[13,] 15014.94 14117.25 11173.21 14565.61 12317.93 13167.57 11740.93 13039.00
[14,] 13035.14 13076.68 12186.95 14630.47 12002.97 13552.87 12383.83 13214.18
[15,] 13150.76 13074.60 13602.40 14124.57 14392.25 13067.03 13790.82 11842.46
[16,] 15461.16 13190.41 13566.52 13288.47 14792.31 14590.42 13626.90 15302.50
[17,] 14332.41 13815.84 13007.43 13451.77 14287.15 13716.11 12745.65 12795.43
[18,] 14353.13 12469.42 12920.26 14414.69 12885.64 13221.82 13897.89 12807.91
[19,] 12641.95 14077.20 13757.62 12551.31 12228.72 16343.14 13327.22 13670.71
[20,] 13772.00 13013.32 11100.68 14006.91 14090.17 13144.05 14057.16 12687.74
[21,] 14356.22 13209.24 13691.98 12706.36 14953.39 13691.99 15490.18 15193.75
[22,] 13422.97 14589.17 14239.00 10416.95 14549.19 13273.40 12795.00 13020.81
[23,] 12379.48 13886.66 13968.59 12825.65 13289.07 13642.46 13246.71 13394.41
[24,] 12392.41 14676.05 12815.88 15393.32 14594.77 13518.27 12391.62 15394.30
[25,] 14530.08 13287.63 14235.18 14338.71 13480.97 13081.03 14045.27 13157.13
[26,] 14479.70 13077.76 13646.64 13436.30 10454.77 14689.68 16041.12 12648.04
[27,] 13850.92 13217.93 13719.24 14534.53 15388.55 13610.31 14940.50 13556.70
[28,] 14636.21 12335.80 13889.79 14351.86 13296.74 12553.90 16237.83 15968.84
[29,] 15617.33 14788.52 14767.51 14129.72 13695.15 14196.69 13303.34 14513.35
[30,] 12276.74 12323.89 14720.67 15282.80 15977.85 16994.01 13016.13 13583.91
[31,] 12714.51 13127.80 14836.65 14222.79 13650.92 14981.24 13254.54 11702.39
[32,] 14390.90 13753.80 14502.71 12843.27 15992.27 16866.56 14856.05 15686.86
[33,] 15318.86 15015.93 14879.33 14693.63 15373.26 13557.47 13970.14 17523.55
[34,] 14205.57 14801.59 12471.97 12102.26 14161.77 14363.27 14095.14 15574.15
[35,] 16590.86 15395.31 13836.58 14335.55 12622.08 14150.80 15682.94 14039.82
[36,] 14158.04 13454.17 14425.90 12453.03 15475.60 14971.03 14549.45 11517.41
[37,] 15452.83 13951.74 16030.03 15412.12 17598.62 14868.29 13935.67 14626.26
[38,] 14293.11 16945.51 15996.39 12955.55 16994.91 13878.65 14017.55 13661.20
[39,] 13545.40 14876.44 14670.27 15147.65 14033.80 16224.13 13942.11 15177.05
[40,] 17223.34 16151.69 14443.36 15759.15 15004.68 16997.19 13066.69 13564.38
[41,] 15637.45 14812.27 12659.92 15483.11 14556.80 17404.12 16031.52 15186.55
[42,] 14985.79 13171.75 13930.41 15044.98 16120.97 14091.78 16685.90 14722.17
[43,] 14575.53 15677.96 16443.53 12649.13 15569.71 11674.54 15282.74 16105.13
[44,] 16133.22 16464.07 16929.97 13455.60 13672.39 15797.16 16816.31 14425.53
[45,] 15666.70 14571.69 15258.26 14829.66 16877.85 14043.26 15113.47 15006.16
[46,] 13362.48 14791.86 16082.55 14944.25 15000.37 14753.40 15504.15 12431.86
[47,] 16324.10 13498.17 15940.47 14827.48 14317.15 15539.78 15126.89 16426.78
[48,] 13793.41 15591.39 16263.90 14688.01 15882.89 15961.71 16785.46 13548.17
[49,] 13645.14 15636.96 16362.32 16060.96 15476.65 14532.33 14776.53 16340.58
[50,] 15334.99 17024.37 13889.32 17643.10 14765.60 13083.03 14050.30 15707.21
[,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24]
[1,] 13701.41 12829.41 11835.17 13589.11 10079.86 12341.76 11318.23 12302.31
[2,] 13154.67 14362.83 13282.26 14830.77 13486.24 14038.73 14016.03 11694.85
[3,] 13189.73 14068.80 13293.50 12000.91 11788.89 12748.59 11716.57 12283.85
[4,] 12380.83 13826.25 10748.10 12788.79 14727.96 12148.15 13018.04 14353.87
[5,] 13805.17 14541.58 12143.57 13593.52 10561.70 14684.49 12643.89 11380.45
[6,] 11444.55 12527.24 12273.73 11914.55 12152.30 13221.37 15224.22 14665.91
[7,] 12102.27 11206.11 12065.50 12869.29 11201.31 13195.75 12990.42 13249.97
[8,] 11872.07 13122.89 13952.51 13459.02 12923.25 12593.21 12743.07 12923.73
[9,] 14481.58 15930.17 12532.47 11484.84 12770.69 10640.02 12669.17 12960.36
[10,] 13791.62 12401.55 14544.14 11324.22 13131.21 15671.51 12798.49 11817.24
[11,] 12211.07 13806.89 13161.48 14678.94 10646.29 13622.54 13670.57 11332.76
[12,] 14658.37 12462.47 13802.64 13366.28 10747.40 13854.00 16106.73 10804.12
[13,] 13785.80 11843.31 13876.50 15309.58 13854.99 13142.78 12551.69 12837.76
[14,] 12046.70 13875.31 13103.06 13531.77 12965.94 15838.28 13419.78 15716.92
[15,] 13020.54 11923.55 12697.22 13426.86 16531.36 15659.21 14243.41 14252.41
[16,] 14260.65 16391.47 12941.80 13314.13 15022.10 14192.55 11787.59 11665.78
[17,] 14762.56 14283.03 15774.62 13628.89 12519.34 11008.84 12595.69 12124.36
[18,] 14076.25 12982.67 13980.82 12685.23 13516.10 15527.16 13998.28 10227.30
[19,] 13987.46 11842.92 14534.92 13219.43 15561.65 13568.65 11568.23 15025.94
[20,] 13315.18 14624.79 14899.45 13056.17 14631.75 12659.79 15065.22 12074.25
[21,] 12351.40 14261.59 14432.29 13047.84 13592.79 11388.95 17040.26 13412.83
[22,] 14190.35 15087.33 15796.25 16418.14 14147.28 15533.01 16598.82 11777.65
[23,] 13955.66 16616.85 13808.75 14480.79 12567.07 12822.20 13946.44 12219.35
[24,] 12742.08 14541.78 13421.74 14394.26 16310.83 13613.39 13890.60 15087.68
[25,] 16542.35 15402.34 13271.22 14406.06 16769.32 13935.34 15410.31 14596.68
[26,] 13553.96 13691.63 14189.18 12882.42 15235.54 14254.80 13731.50 15871.10
[27,] 13812.65 11279.58 15562.04 12685.69 12814.77 15555.57 13372.64 13588.38
[28,] 14549.52 13260.31 13685.50 12348.36 12137.69 14079.86 14078.19 11189.93
[29,] 14920.05 14160.06 12992.94 14565.46 15638.01 16217.31 11471.08 17130.45
[30,] 14268.53 15345.78 14404.37 14444.74 13398.90 14233.02 14311.79 15944.92
[31,] 12957.05 14758.53 13760.75 12776.20 12441.27 14012.46 11630.42 12659.97
[32,] 15515.74 16459.03 15925.62 12998.04 14496.87 15923.79 12517.35 13722.91
[33,] 15419.06 14190.53 14896.91 14909.30 12559.69 12759.75 12004.03 15998.32
[34,] 12713.61 14916.19 13926.39 15563.40 14934.22 14110.76 16417.83 15310.48
[35,] 14528.58 15588.16 15948.06 13266.19 15639.38 14971.17 15112.61 16271.77
[36,] 13763.54 14538.12 15409.97 14480.99 12426.45 16060.81 14259.59 14658.82
[37,] 13788.53 14614.75 14207.45 16082.51 13225.78 12488.35 14382.05 14672.33
[38,] 14767.97 15494.22 13324.81 13946.01 14381.20 14448.45 14444.82 16091.65
[39,] 14551.77 12751.84 14241.73 13411.65 16022.25 14192.90 17438.44 14523.67
[40,] 13752.82 15099.14 14931.07 16039.14 12808.24 13742.69 14618.69 16246.05
[41,] 13167.61 11954.31 16029.49 17002.43 14129.46 12638.83 18347.02 15875.21
[42,] 13096.97 14300.99 15860.06 15405.77 13296.97 16518.50 13315.01 14708.73
[43,] 17017.38 12466.59 14628.64 16048.84 15825.16 13925.79 12948.57 14077.96
[44,] 14493.90 17281.10 14142.57 14796.70 16665.16 14714.52 16729.85 14754.30
[45,] 14783.85 14799.29 16329.22 11775.74 15093.46 15233.11 13764.64 13847.27
[46,] 14952.25 16535.45 15439.04 17771.37 14668.93 15511.20 15472.21 17651.92
[47,] 14015.52 18618.18 16496.44 16107.49 12777.39 14700.12 16871.00 16194.15
[48,] 15881.67 14588.51 15142.78 18431.99 15267.17 14114.22 14829.59 13357.84
[49,] 14726.77 16287.18 15017.00 15234.64 17103.00 14051.45 13540.51 13954.89
[50,] 17090.70 14727.64 12870.54 16465.02 14308.04 15325.46 14453.47 18980.44
[,25] [,26] [,27] [,28] [,29] [,30] [,31] [,32]
[1,] 15528.08 15586.75 11962.03 9285.374 13090.13 10021.830 14266.66 12827.00
[2,] 16239.47 13220.06 11887.88 15304.871 11696.80 13079.135 14813.76 12993.30
[3,] 13758.77 12666.81 13363.17 10918.426 13254.21 13145.271 13206.63 15304.66
[4,] 11621.95 13768.74 12666.35 9966.778 10200.10 10047.912 12914.10 14879.50
[5,] 10376.31 12439.97 12123.06 12449.515 14413.30 12250.026 13704.50 11628.48
[6,] 11662.69 11586.75 14145.07 11678.206 12907.18 15638.135 11011.62 13059.47
[7,] 15818.90 13003.20 12804.22 12894.251 12082.51 14833.256 13846.78 11299.31
[8,] 11878.19 13459.79 13511.69 13776.836 11733.92 9870.638 12310.19 13134.15
[9,] 16083.91 14551.02 14585.81 12411.691 14152.13 14844.005 12304.23 12506.53
[10,] 16157.57 12768.55 11879.59 11340.772 14219.38 14408.572 14848.63 10814.80
[11,] 15664.38 11509.51 13833.84 15012.901 11028.78 13195.410 13029.98 13082.62
[12,] 14387.60 10623.33 14830.73 12903.451 14408.74 13980.986 13365.60 11576.00
[13,] 12794.62 13806.24 11438.15 14679.992 13213.59 14956.590 12024.53 10551.12
[14,] 11624.01 14055.56 11822.38 15951.767 13903.63 13234.286 16145.50 16891.82
[15,] 11164.25 12890.75 13675.15 11967.518 14706.08 11402.372 12945.17 13180.60
[16,] 15501.92 14173.74 16082.42 14004.394 11560.22 12538.962 13769.73 16220.49
[17,] 13470.19 13800.72 13676.08 12670.242 13892.51 15635.127 13653.08 14242.92
[18,] 12200.63 12480.94 14295.55 13955.187 14516.86 15280.202 12752.66 12797.41
[19,] 12996.61 13280.56 14098.90 14767.434 15084.63 14492.915 13231.88 12448.21
[20,] 14291.66 12731.02 13930.68 13703.948 14890.33 14551.394 14470.37 13004.72
[21,] 12346.39 13391.06 13154.87 14105.272 14654.93 12462.065 14780.41 17088.08
[22,] 12499.95 14641.49 10962.56 13688.070 13335.56 13775.369 14099.69 16353.70
[23,] 14062.78 14279.05 14982.62 11141.933 13558.08 14992.419 16351.10 13329.93
[24,] 13485.09 14105.06 14241.68 10922.257 13183.59 13368.219 15346.47 12762.57
[25,] 15437.14 14638.21 11476.70 11770.135 15470.43 14094.141 10926.48 12003.17
[26,] 15470.80 14587.81 14177.97 13011.116 12739.23 13436.167 15284.41 16510.81
[27,] 12508.09 14746.93 13973.98 14670.041 13770.00 14746.641 13079.70 13874.38
[28,] 13725.59 16026.74 13111.93 14704.718 14369.64 14886.777 14714.55 12277.58
[29,] 13717.68 15489.78 13940.54 15608.101 13386.70 13534.582 15181.14 12536.86
[30,] 14348.00 13723.31 13073.33 13587.477 14515.58 15724.405 12198.81 14466.47
[31,] 14345.87 12246.92 16141.16 12686.958 15037.43 12774.368 11933.07 14740.97
[32,] 14701.87 13335.72 15395.23 14441.425 14688.82 14645.668 13108.06 13871.95
[33,] 14474.76 12549.70 14402.70 13882.659 16244.90 12280.918 13381.12 16169.66
[34,] 15527.25 13184.68 15100.05 15484.895 16556.89 15818.302 15884.51 13283.63
[35,] 12227.46 16006.12 12600.97 13040.492 15305.97 13606.200 14776.42 15111.27
[36,] 13745.83 14416.54 14524.25 15924.621 12788.67 13988.738 14555.98 16625.23
[37,] 13318.83 15602.28 13055.82 14430.247 15248.06 13428.701 18334.55 16694.31
[38,] 12896.90 16283.97 14809.45 14615.487 15477.44 15215.600 14434.28 11761.02
[39,] 14381.88 15522.03 18214.50 17104.031 18331.89 15939.667 15616.00 16133.13
[40,] 13550.13 12406.26 13871.30 14247.727 14053.82 14367.645 14289.58 12961.41
[41,] 13529.93 13751.24 13706.00 14030.809 15150.29 14686.047 12399.54 16840.09
[42,] 13669.60 13532.31 14380.11 14749.726 16365.10 14569.371 21058.47 15969.41
[43,] 12896.62 14559.53 15881.92 17734.568 12897.88 15092.025 14831.91 14302.56
[44,] 16318.55 18948.89 14386.56 18709.721 13973.24 15324.242 14727.34 14142.56
[45,] 12762.23 15430.97 15154.18 12985.610 14762.29 13810.009 16373.72 14859.13
[46,] 14572.11 15817.86 15473.42 15214.525 14516.32 15420.131 14290.53 14155.01
[47,] 16661.52 15494.74 12655.69 14053.672 15200.52 16466.487 14786.94 16601.17
[48,] 16450.31 15603.20 15137.72 16272.526 13578.96 14498.511 14782.31 15040.44
[49,] 16282.13 15189.42 19621.48 15143.839 12800.93 13879.674 13441.87 14636.99
[50,] 14197.77 14036.28 12749.61 16671.145 16489.40 15584.296 17505.85 15231.42
[,33] [,34] [,35] [,36] [,37] [,38] [,39] [,40]
[1,] 14447.15 12636.412 12575.16 13338.26 12247.93 12021.18 13482.84 11700.27
[2,] 11282.10 13039.724 12961.93 15515.84 14561.25 13861.92 11261.73 12431.18
[3,] 11644.73 13065.406 12095.15 12904.52 13035.79 10419.61 12440.24 14433.00
[4,] 12840.73 13546.262 13002.42 13007.39 11574.10 11130.55 13802.70 14892.48
[5,] 13638.78 13501.356 13402.95 12972.74 14319.31 14716.31 14697.24 13652.12
[6,] 13764.40 13791.115 11976.84 11577.78 12551.44 12812.08 13091.36 12531.02
[7,] 15702.13 14147.875 10715.64 13550.57 13337.24 13946.12 14784.34 14985.93
[8,] 13181.11 12959.461 15168.52 11267.00 14274.61 15596.65 12302.58 13887.91
[9,] 12988.23 12222.042 13801.10 11068.42 13687.02 13808.57 13891.09 13858.61
[10,] 13622.79 13467.973 14604.14 13755.79 13457.60 14602.45 15139.35 11248.54
[11,] 13520.53 12371.664 13310.68 12491.70 14667.51 12948.47 12090.39 13516.45
[12,] 13743.53 12665.911 13050.65 12808.65 14129.73 13286.83 13288.94 11901.87
[13,] 15220.75 12611.296 13544.84 13134.90 14327.83 12741.60 11975.37 13031.56
[14,] 12795.00 9979.769 15282.03 14584.44 14908.95 14379.78 16619.87 11708.84
[15,] 10219.73 10214.908 14844.06 15377.34 12683.83 12921.60 14595.41 14669.74
[16,] 13336.25 14155.436 12350.33 12254.54 12510.12 13621.34 11587.65 14304.61
[17,] 16338.89 14222.751 15988.34 12434.12 11073.58 13291.25 12166.60 13118.45
[18,] 12586.89 17030.185 13799.53 14398.50 13979.64 11738.44 13386.23 10365.01
[19,] 14554.56 16188.958 13586.64 14033.61 16182.38 13456.10 10109.01 13956.78
[20,] 16351.79 12919.399 11967.77 11193.73 16115.75 14797.42 15276.58 12364.27
[21,] 13053.25 14398.578 14472.51 12151.23 11624.89 16167.18 14878.79 15085.31
[22,] 14974.01 14607.389 14574.86 15691.41 13172.25 13860.72 14800.24 16959.95
[23,] 15444.11 14498.361 13014.28 14941.17 13797.09 16173.36 15702.57 15287.01
[24,] 11649.94 15389.758 11904.44 11495.30 14175.36 14061.70 13387.47 15261.67
[25,] 12925.42 14870.591 15374.01 15968.11 13859.16 14173.54 14836.05 13225.49
[26,] 12360.76 13481.826 11800.36 15461.58 14892.52 13720.66 12375.87 13989.90
[27,] 14276.24 12723.907 14351.37 14231.30 14123.34 14911.50 13425.54 12905.09
[28,] 12734.17 12077.625 14728.76 14256.79 15942.80 11439.21 14021.66 15228.73
[29,] 15389.20 15412.441 14669.16 16092.89 16049.24 16217.32 11484.92 12743.52
[30,] 13379.43 16392.138 12771.93 16889.28 15155.56 15679.66 11907.22 14486.91
[31,] 13333.58 13409.261 10934.56 18250.43 14863.86 14592.00 16399.70 14514.00
[32,] 14491.94 13915.866 11530.72 14939.52 13699.60 15121.85 16554.41 15307.34
[33,] 16662.42 14167.214 11977.24 16575.57 14154.16 13221.54 13396.10 14001.67
[34,] 13532.26 14889.772 14368.18 14572.22 14306.85 11616.80 15352.47 15955.63
[35,] 12857.59 14279.868 15952.82 15961.96 14652.24 14336.72 17070.68 16009.29
[36,] 14951.42 13373.286 14520.14 13400.37 13832.06 15119.36 13148.30 13807.37
[37,] 14579.50 13577.433 17476.39 12179.84 15406.91 15383.78 12058.38 17429.52
[38,] 13487.90 13670.143 14753.68 15019.12 13033.49 17816.48 16558.96 13249.09
[39,] 17557.44 13804.047 16582.59 12163.59 13115.23 12281.92 15912.42 17478.36
[40,] 16129.67 14895.315 17345.21 13508.00 14503.20 16047.93 14346.03 12020.96
[41,] 16533.70 13254.184 16806.46 10708.50 15144.81 16302.00 12486.56 15426.67
[42,] 14560.84 16968.087 16461.08 15115.63 16904.53 12675.26 15738.55 13456.25
[43,] 13663.01 17935.060 15869.02 16107.74 13734.53 12514.26 14559.42 15468.94
[44,] 15606.49 18757.143 13485.49 15485.02 13921.43 14930.88 14524.70 16384.30
[45,] 16566.39 17838.616 16620.40 12998.92 15338.21 14514.73 18899.72 15080.23
[46,] 15209.95 15747.434 16552.16 14494.06 15642.54 19084.46 15722.04 15995.48
[47,] 16536.91 13807.810 13563.18 18632.13 15715.03 15227.35 15687.94 12958.61
[48,] 16817.06 12716.833 17784.64 14791.93 15212.91 12648.99 14900.27 13847.68
[49,] 12644.17 15130.486 12510.59 15463.11 15029.02 15639.37 13952.51 15244.03
[50,] 11882.74 16657.760 16426.40 13497.69 13540.24 15696.12 15449.74 13246.10
[,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48]
[1,] 14883.05 12417.00 14834.06 11994.42 12657.10 12812.20 11054.04 13473.83
[2,] 12035.65 11920.99 13735.04 15324.51 13200.00 14139.09 12056.02 11823.55
[3,] 15630.50 11687.99 11160.07 12762.79 11602.53 16538.72 12825.82 12945.08
[4,] 11724.65 13507.60 10765.73 12845.62 10910.56 11011.47 15565.10 12159.13
[5,] 12634.11 11993.31 13253.92 12809.18 15380.97 11218.27 13712.24 14138.47
[6,] 12207.46 11756.75 10335.49 11688.08 12957.29 12395.09 10875.19 15178.40
[7,] 13527.75 11982.81 14237.90 13012.32 12267.34 11355.23 11226.42 12672.54
[8,] 13922.79 13544.91 12125.92 14193.62 15023.83 11323.82 11806.00 12994.72
[9,] 12811.85 13328.17 14160.05 11450.89 12441.53 11242.26 13741.76 10351.84
[10,] 13248.92 12261.95 12427.63 15621.90 10649.54 14590.45 10192.02 13896.17
[11,] 11533.35 15359.74 13729.48 14557.05 14450.53 10265.62 13167.26 12466.98
[12,] 17522.76 13153.02 12203.10 12974.01 11003.27 16152.51 13607.74 11970.73
[13,] 15214.38 12690.86 14643.77 11865.23 13475.40 11591.79 13069.34 11376.28
[14,] 13965.23 12974.64 12049.45 12754.28 12691.70 16419.62 16240.90 18551.83
[15,] 12861.95 12162.09 14277.97 17133.32 12192.62 11482.08 15246.46 15512.95
[16,] 12030.32 15329.62 13292.19 13190.74 15172.46 14358.63 16022.14 12622.88
[17,] 14503.78 13145.28 13788.15 14492.27 13683.16 12871.99 14732.65 13617.47
[18,] 16918.35 14168.47 11855.17 12324.79 11085.07 14197.75 16737.82 12189.33
[19,] 16482.50 13172.70 12556.85 12593.74 15047.04 13281.23 14578.55 12770.24
[20,] 16192.48 13836.74 16130.95 12716.31 15605.55 14758.82 13567.65 13802.69
[21,] 11884.19 12935.64 13138.85 14703.82 15582.54 14157.52 12273.34 14706.51
[22,] 13330.20 15469.76 12987.70 15022.89 13240.25 12101.75 13173.91 13161.50
[23,] 12913.25 13451.03 11079.65 14763.85 14085.07 13195.19 14264.25 13855.93
[24,] 13974.60 13523.33 14997.89 13317.12 16272.03 16929.91 13975.35 14657.81
[25,] 14261.76 15186.59 13483.26 15013.32 11588.95 13058.55 15316.16 17100.75
[26,] 13090.65 12483.03 16343.92 12654.31 17531.14 15289.74 14538.95 13329.56
[27,] 13550.02 14308.82 16162.73 13179.75 13225.60 14333.05 14992.07 12426.93
[28,] 14683.13 14639.53 14145.99 12702.18 13324.42 12935.22 14456.61 13288.08
[29,] 13005.36 11501.51 14374.63 18275.13 14193.56 15451.18 15280.79 13879.96
[30,] 13499.71 12806.95 16200.40 12896.94 15040.46 12481.76 13568.95 10178.12
[31,] 12974.27 13864.18 16417.89 12264.04 13776.16 13250.42 11871.52 16896.88
[32,] 12761.95 17669.85 16484.68 17833.30 13472.48 15050.70 13911.47 13350.61
[33,] 15201.36 14116.85 12585.48 14028.44 17591.21 15102.88 15524.32 15077.46
[34,] 17140.39 16104.21 11956.59 14509.32 14180.87 12718.05 13456.54 13690.33
[35,] 13168.23 14894.89 12663.43 14985.53 16214.78 13485.14 11939.97 15185.19
[36,] 13878.37 12305.60 13700.57 11492.42 13777.24 14121.80 12691.52 14920.76
[37,] 16751.28 12267.06 17092.46 12023.97 16861.52 13492.46 15631.07 16146.73
[38,] 12467.20 12820.44 13114.65 15781.28 14362.83 13075.07 15917.06 13084.13
[39,] 12135.24 15859.38 10475.80 15845.02 14871.99 14298.44 16544.20 11340.74
[40,] 15254.81 15676.26 17201.06 13296.72 16334.67 12707.43 13858.56 14831.05
[41,] 18364.22 17170.31 13647.26 11347.20 16067.09 16960.09 13983.53 12405.16
[42,] 13838.06 14251.86 14913.83 17136.02 13746.74 15333.52 13455.36 14426.62
[43,] 14080.15 15495.19 15245.32 14414.34 14897.86 13447.36 13017.53 12822.07
[44,] 12700.55 17717.62 16391.46 18210.70 13076.45 16151.31 14641.13 19329.13
[45,] 15618.83 11583.91 12327.42 16435.86 14407.00 12726.52 16224.39 13479.20
[46,] 16422.54 13543.14 15966.19 14949.67 15004.54 12398.90 16987.51 13766.71
[47,] 15756.21 13601.78 14873.22 11906.45 14749.81 14620.59 16789.12 15679.75
[48,] 12795.40 15035.25 15025.29 14478.57 17405.83 16366.21 15960.63 15549.37
[49,] 13617.27 15367.51 16351.34 14427.11 14694.35 14535.35 13706.42 17105.46
[50,] 16711.26 16750.79 17370.47 13222.92 13916.72 15279.39 14391.42 14855.63
[,49] [,50] [,51] [,52] [,53] [,54] [,55] [,56]
[1,] 12874.79 13623.852 16831.33 11613.42 11459.927 13937.73 13990.83 10903.73
[2,] 14242.32 12848.525 12271.46 10129.08 12645.946 11790.43 15979.72 14361.28
[3,] 14054.98 11205.612 12195.58 10886.08 9898.889 18528.15 14015.59 13918.37
[4,] 12456.73 13556.992 13789.78 13554.62 14217.588 13111.57 10859.51 15209.63
[5,] 10586.59 12486.492 13564.09 10631.93 13524.466 14581.27 13821.31 15127.98
[6,] 13953.35 13514.644 14165.06 13414.13 10714.430 11280.98 15903.83 12695.03
[7,] 13257.67 13223.767 19770.99 15436.04 11822.276 15258.96 11888.68 11655.91
[8,] 14968.82 9272.782 12536.28 14265.81 13843.472 15665.46 15344.84 13507.07
[9,] 11768.03 11832.124 14406.45 14552.96 12481.383 15364.19 17030.25 12550.79
[10,] 12268.82 14889.656 12442.29 13321.53 12765.155 12400.04 12818.13 11914.79
[11,] 14958.81 12808.085 14887.72 14370.10 12154.427 13377.21 11248.39 13457.35
[12,] 11787.60 12970.022 14097.24 12461.95 10850.410 14769.89 11932.01 13978.73
[13,] 14110.56 11996.459 13497.23 13914.61 13390.161 13772.86 13576.71 12701.41
[14,] 13922.92 11066.628 13467.05 12400.01 14980.237 12881.58 14509.57 12894.99
[15,] 14518.71 13957.011 12197.71 14088.71 12324.834 12104.69 13760.66 12602.34
[16,] 12726.53 14721.440 12687.25 11489.82 16575.207 13129.38 12381.57 14712.33
[17,] 16410.76 12235.310 11662.69 12325.09 15776.457 18529.02 12011.25 12054.01
[18,] 14998.52 13803.177 12901.08 14260.46 12241.369 10965.76 12842.50 14319.22
[19,] 13872.84 13094.693 14478.51 13362.06 14743.580 12687.24 11375.03 11955.12
[20,] 10366.19 12124.337 13112.89 12776.79 13721.494 13996.75 18351.58 11943.41
[21,] 14730.40 14223.897 14426.27 11304.19 14569.963 14219.95 12605.88 13143.50
[22,] 11881.35 14670.863 19165.26 15042.31 14177.536 16647.30 10399.53 13392.34
[23,] 14005.28 15063.477 12874.57 12310.43 12645.805 14009.37 11602.31 15290.44
[24,] 13545.56 12936.337 13510.60 11506.31 12681.601 11741.76 14291.70 13883.70
[25,] 12562.34 13356.165 12766.70 13607.60 14836.490 13867.05 12555.08 14868.62
[26,] 12338.67 12962.524 12651.55 14121.96 11605.784 15514.60 12555.83 13885.21
[27,] 12807.80 14882.539 13890.70 16807.55 12196.129 12903.65 13635.22 15043.10
[28,] 15005.64 14943.819 15517.33 13083.38 15958.389 13706.97 16475.46 11814.17
[29,] 15265.95 15076.555 13139.17 15965.03 17856.062 12692.77 11427.82 14179.73
[30,] 13599.23 14478.631 15285.39 15089.86 13414.599 16875.00 14007.30 15226.11
[31,] 14444.02 15452.830 13563.40 15950.96 15161.718 11727.45 12410.50 15907.10
[32,] 11394.04 13364.075 13232.63 13119.25 15048.311 14980.96 14094.42 12644.51
[33,] 14330.51 12420.755 14892.22 14832.75 13913.214 11983.92 17152.08 15505.60
[34,] 15218.01 19223.700 16069.41 15635.68 11437.395 13519.03 14254.78 12102.81
[35,] 15115.04 17776.865 13032.79 11361.14 15696.422 11770.11 16801.64 15113.84
[36,] 11906.05 13764.516 13390.73 16251.78 17767.393 15317.67 17185.80 16353.45
[37,] 12523.78 11100.585 15825.35 16453.85 14193.275 12321.88 15554.39 12661.16
[38,] 15583.00 15549.930 15001.00 14362.08 18611.339 17152.22 13646.08 15092.66
[39,] 14340.97 14317.049 17122.19 10271.38 14916.909 15480.95 17893.30 14714.41
[40,] 13873.44 19439.686 13747.34 13925.38 15536.570 11914.54 13800.73 13059.74
[41,] 17363.29 14469.707 15245.31 17334.46 14257.322 13271.94 11668.55 15247.92
[42,] 11693.47 13445.572 12708.99 15862.76 13910.538 12137.98 16527.05 14686.84
[43,] 13237.88 15586.630 15540.12 13498.48 15094.382 14574.67 15137.35 17788.89
[44,] 17503.64 13725.494 13340.52 16287.00 17313.198 15386.72 13679.98 14777.23
[45,] 15829.19 13419.504 14407.47 13576.97 20161.970 17096.53 13906.17 12886.66
[46,] 13584.48 14189.275 17925.24 12244.58 13120.003 17802.16 16873.30 17986.83
[47,] 12065.40 15274.217 15535.56 14288.02 14230.565 22294.57 15251.60 16059.52
[48,] 15657.48 15710.018 13936.10 19524.37 11778.080 14342.86 15469.64 17539.85
[49,] 16515.78 16640.372 13412.32 19116.01 15456.644 17431.41 14270.16 15802.01
[50,] 14773.26 13942.280 11422.12 19770.85 13479.573 15418.02 15151.92 14042.55
[,57] [,58] [,59] [,60]
[1,] 11973.92 13400.98 13777.77 16245.05
[2,] 12898.06 11675.68 12399.38 12730.43
[3,] 11421.95 13939.68 16606.62 10929.42
[4,] 13383.76 11226.30 12937.47 12360.97
[5,] 14331.10 13209.58 12309.88 11571.92
[6,] 12208.33 13962.99 13569.46 15526.99
[7,] 10289.08 14164.02 11969.42 12566.86
[8,] 12391.01 13769.10 15285.32 11246.69
[9,] 11689.77 13509.62 13694.48 15242.06
[10,] 17007.29 11277.97 13892.58 12928.19
[11,] 10995.18 12139.37 12308.96 12325.45
[12,] 15323.51 16753.06 13693.09 12670.65
[13,] 15802.36 13932.20 14319.33 15683.54
[14,] 13451.07 10924.87 13730.58 13290.85
[15,] 15759.74 10692.63 12271.15 14885.84
[16,] 13115.76 13833.42 11943.15 16027.23
[17,] 13480.81 14640.72 12225.84 12684.18
[18,] 12507.41 14260.85 13192.32 12552.54
[19,] 14861.85 13806.80 13773.53 13045.84
[20,] 13958.18 14624.27 11999.49 12743.95
[21,] 17329.28 14281.99 13558.77 14760.11
[22,] 14642.06 14385.57 13069.73 13499.77
[23,] 15665.89 13060.80 15839.37 14841.95
[24,] 11097.66 15424.65 14473.39 14298.26
[25,] 13298.24 12612.84 15379.36 15043.52
[26,] 11667.17 15104.13 13415.65 15756.70
[27,] 11961.63 14830.29 10471.37 15486.65
[28,] 13144.55 11615.21 14999.80 13976.70
[29,] 14744.86 14178.03 12681.75 14241.14
[30,] 16410.56 16298.59 15800.46 13208.17
[31,] 13407.65 10745.81 14747.37 14301.25
[32,] 13733.03 18267.05 16139.53 13999.08
[33,] 14054.67 13913.32 14425.23 12873.87
[34,] 13631.93 14012.67 16865.63 14553.75
[35,] 16267.91 14314.68 13599.94 16167.55
[36,] 14997.32 17943.26 11462.26 12932.12
[37,] 15925.47 18064.68 20356.27 16460.03
[38,] 14140.12 14844.10 11950.56 15196.47
[39,] 14191.16 16092.74 18377.49 12972.35
[40,] 15121.51 12295.28 15875.90 13317.10
[41,] 17273.16 10913.88 14337.65 15217.66
[42,] 19554.17 14481.08 16054.79 15600.65
[43,] 13657.94 16650.35 14580.28 16170.28
[44,] 12408.73 10552.72 13826.48 13853.68
[45,] 15721.10 14837.32 14658.56 17467.08
[46,] 13258.22 14933.24 14618.50 15059.36
[47,] 16664.98 14481.48 16617.52 15171.29
[48,] 17475.07 18241.92 14138.39 14475.72
[49,] 15473.04 15770.65 16973.19 11988.83
[50,] 16212.64 18210.76 17515.88 12365.44
R Package Documentation
Browse R Packages
We want your feedback!
Note that we can't provide technical support on individual packages. You should contact the package authors for that.
Embedding an R snippet on your website
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.