Impute NAs
imputeNAs.RdImputes any NAs with the median value.
Must be a numeric data only. factor or
character class are not allowed.
Value
An object of the same dimension and class as x
with any NA values replaced with the median of the
corresponding vector.
See also
Other impute:
impute_outliers(),
impute_predictors()
Examples
adat <- simdata
imputeNAs(adat)
#> id class_response reg_response time status SampleId
#> 51966571_1 001 control -366.358530 0.17938352 1 001
#> 28704098_1 002 control 619.948320 0.16790617 1 002
#> 81969215_1 003 control 132.687007 2.84663191 1 003
#> 68668418_1 004 control -731.871589 0.06264351 1 004
#> 38935826_1 005 control -478.352170 0.74376815 1 005
#> 74703475_1 006 control 1058.027731 0.45642321 0 006
#> 36178605_1 007 control -397.326624 0.26077075 1 007
#> 93904282_1 008 control 1255.940199 1.67379540 0 008
#> 79223225_1 009 control -148.889393 2.69187321 0 009
#> 68004202_1 010 control -48.586856 2.05521107 1 010
#> 51134040_1 011 control 48.805940 2.37070639 0 011
#> 18037091_1 012 control 1.539332 1.09891326 0 012
#> 48915223_1 013 control 521.891434 0.38698780 1 013
#> 59046590_1 014 control -591.406271 0.35353969 0 014
#> 22440191_1 015 control 377.668511 0.60909382 1 015
#> 93503102_1 016 control 223.590179 0.24184832 0 016
#> 10117155_1 017 control 65.130025 0.84508708 1 017
#> 33801297_1 018 control 369.143664 1.74198131 1 018
#> 34887902_1 019 control 690.762266 0.40544055 1 019
#> 56899633_1 020 control 47.792071 0.03857401 0 020
#> 30132003_1 021 control 409.345075 0.01348947 1 021
#> 46713227_1 022 control 567.176472 0.03049982 1 022
#> 65338817_1 023 control -263.844274 0.25094150 1 023
#> 29347638_1 024 control 170.583015 0.29549647 1 024
#> 69694117_1 025 control 186.122261 0.20317024 1 025
#> 97975242_1 026 control 768.928966 2.57088188 1 026
#> 18797344_1 027 control -180.631160 1.20413797 0 027
#> 65073939_1 028 control 397.612384 0.93024509 1 028
#> 57485678_1 029 control 936.614710 0.36478432 1 029
#> 83562904_1 030 control -303.143049 4.05929715 0 030
#> 28728820_1 031 control -594.032425 0.65710657 0 031
#> 66083414_1 032 control 52.433887 2.19800882 0 032
#> 94112835_1 033 control 329.986005 6.00000000 0 033
#> 26463627_1 034 control 61.624509 6.00000000 0 034
#> 45366525_1 035 control 27.328429 6.00000000 0 035
#> 40869963_1 036 control 1059.778769 0.91009484 1 036
#> 94637211_1 037 control -243.647544 0.08909227 1 037
#> 95354565_1 038 control 366.942422 1.46872076 1 038
#> 46557342_1 039 control 552.385804 0.42474271 1 039
#> 76936509_1 040 control 308.884189 0.21813831 1 040
#> 91024793_1 041 control 563.661951 1.08514556 1 041
#> 35984450_1 042 control 1278.191185 2.62817379 1 042
#> 54659281_1 043 control 863.139311 0.89050075 0 043
#> 88834253_1 044 control 414.076764 1.21578473 1 044
#> 41009299_1 045 control 368.000629 6.00000000 0 045
#> 33721484_1 046 control -247.114664 2.34236305 1 046
#> 55789326_1 047 control 256.476993 0.12957692 1 047
#> 25885578_1 048 control 847.788656 1.19069573 1 048
#> 96338158_1 049 control -111.054888 0.15712049 0 049
#> 19400953_1 050 control 619.894703 3.65505721 1 050
#> 22069839_1 051 disease 21.935977 1.59762411 1 051
#> 16041777_1 052 disease -318.784940 5.57928833 0 052
#> 23001489_1 053 disease 210.524166 2.33091910 1 053
#> 41068710_1 054 disease -396.765845 0.04459283 0 054
#> 97703295_1 055 disease 463.475918 6.00000000 0 055
#> 35274802_1 056 disease 43.923120 0.16127635 1 056
#> 75398329_1 057 disease -1013.176358 0.01117662 0 057
#> 42005783_1 058 disease 631.805876 1.79550186 0 058
#> 11949409_1 059 disease 978.133900 0.21124236 1 059
#> 87556508_1 060 disease -979.031872 4.23236262 1 060
#> 94064776_1 061 disease 1311.695886 1.37694509 1 061
#> 99784020_1 062 disease 323.618907 0.32004800 0 062
#> 84916413_1 063 disease -467.051325 4.26811450 1 063
#> 68369767_1 064 disease -771.793855 1.05232750 1 064
#> 15409464_1 065 disease 305.209525 1.14096845 1 065
#> 14727850_1 066 disease 280.023987 0.07449288 1 066
#> 29761404_1 067 disease -397.568212 3.58416693 1 067
#> 21873937_1 068 disease 745.017674 0.36873582 0 068
#> 90667501_1 069 disease 212.400450 0.30180726 1 069
#> 38278439_1 070 disease 331.981087 4.05281688 1 070
#> 69925630_1 071 disease 456.971156 0.12681748 1 071
#> 54693511_1 072 disease 365.901283 0.29483695 0 072
#> 82074546_1 073 disease -107.961320 0.37617684 1 073
#> 70477393_1 074 disease 520.955153 1.79466564 0 074
#> 31800607_1 075 disease 94.471364 0.97628145 1 075
#> 65263757_1 076 disease 350.170751 2.74479286 1 076
#> 52672763_1 077 disease -190.205458 1.13856230 1 077
#> 92815264_1 078 disease 357.325543 4.32927442 1 078
#> 71305641_1 079 disease 476.398020 0.76171477 1 079
#> 88325979_1 080 disease 369.306029 1.38864233 1 080
#> 67769607_1 081 disease 288.647017 6.00000000 0 081
#> 71016048_1 082 disease -8.869702 0.99076989 1 082
#> 34248161_1 083 disease -519.153727 0.39097012 0 083
#> 83316951_1 084 disease 511.753572 0.65128739 0 084
#> 63149125_1 085 disease 889.654110 1.71963200 1 085
#> 35094240_1 086 disease -194.944530 0.05443740 0 086
#> 45697493_1 087 disease 1188.484966 2.27756562 1 087
#> 36965772_1 088 disease -281.987158 0.06461511 0 088
#> 75692351_1 089 disease -64.469201 1.71840883 1 089
#> 32994766_1 090 disease -481.272710 0.37202070 1 090
#> 12262397_1 091 disease 706.061216 1.97756977 1 091
#> 74369248_1 092 disease -69.400393 0.58784590 1 092
#> 32815252_1 093 disease -271.458819 3.42300521 1 093
#> 62668101_1 094 disease 371.819090 4.02834213 1 094
#> 65054205_1 095 disease 60.341213 0.72030714 0 095
#> 29655282_1 096 disease 444.759910 2.04826263 1 096
#> 64533397_1 097 disease -322.819543 4.79924684 1 097
#> 52258642_1 098 disease 531.329183 4.31557334 1 098
#> 33494702_1 099 disease 484.857000 0.11999613 1 099
#> 43721936_1 100 disease 414.117589 3.65114312 1 100
#> SlideId Subarray SiteId age gender HybControlNormScale
#> 51966571_1 51966571 1 Isengard 56 M 0.6687581
#> 28704098_1 28704098 1 Rivendell 40 F 1.9342019
#> 81969215_1 81969215 1 Shire 19 F 0.8500042
#> 68668418_1 68668418 1 Rohan 59 M 0.8109994
#> 38935826_1 38935826 1 Mordor 21 M 2.0235602
#> 74703475_1 74703475 1 Mordor 41 F 2.0788480
#> 36178605_1 36178605 1 Rohan 20 M 0.4692595
#> 93904282_1 93904282 1 Mordor 22 M 0.5557886
#> 79223225_1 79223225 1 Isengard 50 F 0.9854340
#> 68004202_1 68004202 1 Isengard 39 F 0.4800973
#> 51134040_1 51134040 1 Mordor 37 M 1.7756260
#> 18037091_1 18037091 1 Isengard 25 M 1.2289821
#> 48915223_1 48915223 1 Shire 63 M 0.9798411
#> 59046590_1 59046590 1 Shire 18 F 0.9060018
#> 22440191_1 22440191 1 Shire 40 F 0.5661948
#> 93503102_1 93503102 1 Rohan 49 M 2.0030241
#> 10117155_1 10117155 1 Rivendell 53 M 1.6642666
#> 33801297_1 33801297 1 Isengard 31 M 2.4339930
#> 34887902_1 34887902 1 Mordor 63 M 0.5403746
#> 56899633_1 56899633 1 Isengard 53 F 0.9332586
#> 30132003_1 30132003 1 Mordor 45 M 1.4481293
#> 46713227_1 46713227 1 Shire 29 M 0.6111657
#> 65338817_1 65338817 1 Rohan 30 M 1.8143705
#> 29347638_1 29347638 1 Shire 54 F 1.3149467
#> 69694117_1 69694117 1 Rivendell 62 F 1.2816271
#> 97975242_1 97975242 1 Rivendell 34 F 1.0792600
#> 18797344_1 18797344 1 Rivendell 26 F 0.6114874
#> 65073939_1 65073939 1 Rivendell 32 M 0.6450591
#> 57485678_1 57485678 1 Shire 76 M 1.6141793
#> 83562904_1 83562904 1 Isengard 68 F 0.9410562
#> 28728820_1 28728820 1 Rivendell 75 M 0.7930269
#> 66083414_1 66083414 1 Mordor 57 F 0.8097385
#> 94112835_1 94112835 1 Shire 55 F 0.7725525
#> 26463627_1 26463627 1 Isengard 36 F 1.9137944
#> 45366525_1 45366525 1 Isengard 76 M 1.1196075
#> 40869963_1 40869963 1 Isengard 33 F 1.1286664
#> 94637211_1 94637211 1 Mordor 25 F 0.4649681
#> 95354565_1 95354565 1 Rohan 77 F 2.1177481
#> 46557342_1 46557342 1 Rivendell 42 M 2.1399950
#> 76936509_1 76936509 1 Rivendell 77 M 2.1191111
#> 91024793_1 91024793 1 Rivendell 25 F 0.5702240
#> 35984450_1 35984450 1 Rivendell 64 F 0.7470255
#> 54659281_1 54659281 1 Isengard 20 M 0.4772654
#> 88834253_1 88834253 1 Isengard 19 F 2.0762276
#> 41009299_1 41009299 1 Mordor 40 F 1.7784957
#> 33721484_1 33721484 1 Shire 27 M 0.4781957
#> 55789326_1 55789326 1 Shire 78 M 0.5659031
#> 25885578_1 25885578 1 Isengard 51 F 1.5066016
#> 96338158_1 96338158 1 Rohan 61 F 0.7437863
#> 19400953_1 19400953 1 Isengard 61 F 1.4470800
#> 22069839_1 22069839 1 Mordor 53 M 0.9707410
#> 16041777_1 16041777 1 Mordor 73 M 2.0855649
#> 23001489_1 23001489 1 Rivendell 20 M 1.1102863
#> 41068710_1 41068710 1 Rohan 70 M 0.8432067
#> 97703295_1 97703295 1 Mordor 56 M 1.0737715
#> 35274802_1 35274802 1 Rohan 79 M 1.7568511
#> 75398329_1 75398329 1 Isengard 23 F 1.1287563
#> 42005783_1 42005783 1 Rivendell 52 M 0.7266363
#> 11949409_1 11949409 1 Shire 68 M 2.1992974
#> 87556508_1 87556508 1 Shire 76 F 1.6989137
#> 94064776_1 94064776 1 Rohan 80 F 0.4473520
#> 99784020_1 99784020 1 Mordor 50 F 0.7241925
#> 84916413_1 84916413 1 Shire 53 F 2.1386117
#> 68369767_1 68369767 1 Mordor 54 F 1.6066611
#> 15409464_1 15409464 1 Rivendell 22 M 0.8018099
#> 14727850_1 14727850 1 Shire 59 F 1.7758474
#> 29761404_1 29761404 1 Isengard 23 F 0.8784832
#> 21873937_1 21873937 1 Rivendell 56 M 0.4149355
#> 90667501_1 90667501 1 Rivendell 18 M 1.7321902
#> 38278439_1 38278439 1 Mordor 67 F 0.4513353
#> 69925630_1 69925630 1 Isengard 67 M 0.6218382
#> 54693511_1 54693511 1 Rivendell 49 M 1.8017714
#> 82074546_1 82074546 1 Rohan 60 M 0.7622283
#> 70477393_1 70477393 1 Isengard 77 F 1.9670845
#> 31800607_1 31800607 1 Rivendell 61 M 0.6560524
#> 65263757_1 65263757 1 Isengard 40 M 0.5731941
#> 52672763_1 52672763 1 Mordor 76 F 0.5753140
#> 92815264_1 92815264 1 Isengard 54 F 0.8714542
#> 71305641_1 71305641 1 Rivendell 20 F 2.1855410
#> 88325979_1 88325979 1 Isengard 56 M 1.7953168
#> 67769607_1 67769607 1 Mordor 75 F 0.5256544
#> 71016048_1 71016048 1 Shire 21 F 0.8495099
#> 34248161_1 34248161 1 Isengard 80 F 1.0181898
#> 83316951_1 83316951 1 Shire 51 F 0.8925308
#> 63149125_1 63149125 1 Shire 65 F 1.7510944
#> 35094240_1 35094240 1 Isengard 34 M 1.3152895
#> 45697493_1 45697493 1 Shire 19 F 1.6122018
#> 36965772_1 36965772 1 Shire 58 M 0.7502424
#> 75692351_1 75692351 1 Rivendell 51 M 0.6467586
#> 32994766_1 32994766 1 Rivendell 21 F 0.4591955
#> 12262397_1 12262397 1 Mordor 33 M 1.7918281
#> 74369248_1 74369248 1 Isengard 28 F 1.1108191
#> 32815252_1 32815252 1 Mordor 63 M 0.6682448
#> 62668101_1 62668101 1 Mordor 43 M 0.7472938
#> 65054205_1 65054205 1 Rohan 67 F 1.0610141
#> 29655282_1 29655282 1 Mordor 61 M 0.4070036
#> 64533397_1 64533397 1 Shire 27 F 0.9686046
#> 52258642_1 52258642 1 Rohan 19 F 0.9180056
#> 33494702_1 33494702 1 Rohan 39 M 1.2199588
#> 43721936_1 43721936 1 Mordor 76 F 1.7706666
#> NormScale_40 NormScale_0_005 NormScale_1 seq.2802.68
#> 51966571_1 1.8977914 0.5510880 0.4316258 2186.8
#> 28704098_1 0.5486117 0.9991240 0.5249539 2591.8
#> 81969215_1 0.7303309 0.4749328 0.5173271 2082.2
#> 68668418_1 0.9150234 0.5462104 1.4652089 3297.6
#> 38935826_1 0.4714962 0.5765177 0.7677587 2664.8
#> 74703475_1 0.7958873 1.2270788 1.0426147 2089.8
#> 36178605_1 0.8878818 0.8771649 2.1669951 2743.7
#> 93904282_1 0.8090488 1.5859510 0.9810348 2869.2
#> 79223225_1 0.8350034 0.4550038 0.5446087 2787.9
#> 68004202_1 1.8692704 1.8277151 1.6157940 2347.3
#> 51134040_1 1.5700662 1.2384780 1.3697496 3255.9
#> 18037091_1 0.5690058 1.4721471 2.1938602 2694.9
#> 48915223_1 1.5530041 1.4052996 1.8017545 2189.4
#> 59046590_1 0.7116108 2.0980595 0.8787269 1392.7
#> 22440191_1 0.5740497 1.0512883 1.1969357 3062.5
#> 93503102_1 0.5603863 0.4237175 0.7158650 2477.5
#> 10117155_1 0.6145297 1.2315381 0.8297476 2491.9
#> 33801297_1 0.5994277 0.4297792 2.3574975 2971.9
#> 34887902_1 0.9043101 2.1032705 2.4514256 2910.6
#> 56899633_1 2.3957467 0.4226262 1.9684478 2797.0
#> 30132003_1 0.7805167 0.8081675 1.0467492 2959.5
#> 46713227_1 0.7725000 0.8013179 1.0183998 2891.1
#> 65338817_1 1.3366064 0.9539156 1.1823144 2537.3
#> 29347638_1 1.3062585 0.8515563 1.2175329 1505.3
#> 69694117_1 0.6852852 1.6742044 2.2210623 2809.9
#> 97975242_1 0.5953375 0.5292483 0.4131328 2471.9
#> 18797344_1 0.4094503 0.5171408 0.7046463 2422.1
#> 65073939_1 0.5467793 0.5334354 1.3409469 1764.6
#> 57485678_1 2.1051071 1.5051524 1.0031141 2260.9
#> 83562904_1 0.7557492 0.4401761 1.3229184 2709.0
#> 28728820_1 1.3492198 1.2645423 1.2934154 3179.3
#> 66083414_1 1.9991294 2.4081095 2.0612513 2448.6
#> 94112835_1 0.6084518 0.4080271 2.4161006 2693.8
#> 26463627_1 1.5128235 2.4876635 0.4359054 2473.1
#> 45366525_1 1.1953518 0.7506631 0.4627864 1811.5
#> 40869963_1 0.4468874 0.4803878 0.4696507 2292.5
#> 94637211_1 0.6885944 1.9696700 2.0374532 2302.9
#> 95354565_1 0.8397504 1.7347271 1.4640219 2470.3
#> 46557342_1 0.4669787 1.9205994 1.6245755 3050.0
#> 76936509_1 1.1821205 0.7475338 1.4406259 2881.6
#> 91024793_1 0.7467050 0.5018319 0.8637865 2417.7
#> 35984450_1 0.7953232 0.6086084 2.0121635 2373.3
#> 54659281_1 1.9277735 0.5460819 1.0720982 2848.5
#> 88834253_1 1.3443178 0.8154008 2.0235663 2778.3
#> 41009299_1 1.8223111 0.6445314 0.4157281 2155.6
#> 33721484_1 1.5949111 1.8792440 0.4441524 2146.3
#> 55789326_1 0.6376180 0.9097808 0.4287579 2682.3
#> 25885578_1 2.4017821 2.1508376 0.4600155 2884.3
#> 96338158_1 1.3867042 1.2375893 1.0494184 2443.8
#> 19400953_1 0.6079925 1.1526422 0.7543813 2940.6
#> 22069839_1 0.5794985 1.7179557 0.4897451 3068.1
#> 16041777_1 0.8815106 0.4632374 0.9959771 3203.6
#> 23001489_1 0.4374603 0.5032618 2.2510820 2965.2
#> 41068710_1 0.7228580 0.7566437 1.4592699 2876.2
#> 97703295_1 0.8387142 2.2544367 0.8619811 3347.8
#> 35274802_1 1.5020578 1.7027729 0.4339579 3573.1
#> 75398329_1 0.6110612 0.9077030 1.3415048 1798.5
#> 42005783_1 1.5315099 0.9248395 1.6246729 3286.4
#> 11949409_1 1.2308628 0.9169315 0.7752558 3187.4
#> 87556508_1 1.9364167 1.7160714 1.3883724 2787.4
#> 94064776_1 0.4043261 1.0910113 2.2509567 3475.5
#> 99784020_1 1.2319403 2.1938794 0.4422558 2805.4
#> 84916413_1 1.4747811 1.1509465 0.5143650 2857.8
#> 68369767_1 1.1896802 1.2511581 1.0471276 3428.7
#> 15409464_1 0.7672162 2.1955839 0.6005902 3859.8
#> 14727850_1 0.9456065 0.5057598 1.0910528 3135.0
#> 29761404_1 0.8366912 0.4114276 0.4054073 2788.9
#> 21873937_1 0.5350332 0.4082586 1.8451487 2405.4
#> 90667501_1 0.5194985 2.4525675 0.6349020 2834.5
#> 38278439_1 0.9945041 1.7063888 1.0318632 2530.1
#> 69925630_1 1.1471238 1.8564287 0.5666301 2870.5
#> 54693511_1 1.7009291 0.8413793 1.2386178 3197.2
#> 82074546_1 0.6231734 2.2175381 0.8348325 2574.1
#> 70477393_1 2.3944497 2.0579852 0.9611063 4324.6
#> 31800607_1 0.9606968 0.9679947 0.5565318 3078.0
#> 65263757_1 0.4552439 0.6711795 0.8811510 3565.1
#> 52672763_1 1.0034597 0.5023806 1.0608425 1855.4
#> 92815264_1 0.4816295 0.6556569 1.1902483 3370.5
#> 71305641_1 1.4329103 2.4505974 0.9412683 2341.9
#> 88325979_1 0.8615478 0.4408286 0.6626439 3459.9
#> 67769607_1 0.8452157 1.4558284 0.7488953 3199.1
#> 71016048_1 1.1801826 1.8925982 1.5132458 2796.2
#> 34248161_1 0.7023509 0.8988669 1.6036853 3662.1
#> 83316951_1 2.3381840 0.7324480 0.7057951 2649.4
#> 63149125_1 1.8111468 0.5399757 1.3951093 2709.7
#> 35094240_1 1.3554078 2.4542748 2.2364297 2499.5
#> 45697493_1 1.7550484 0.4253552 1.8542275 2665.9
#> 36965772_1 0.6125173 0.7028809 0.4117599 3472.6
#> 75692351_1 0.4409188 2.3630621 0.4582291 3216.9
#> 32994766_1 1.7986195 0.6824833 1.9745890 3502.6
#> 12262397_1 0.7446670 0.4517726 1.0121388 2804.9
#> 74369248_1 1.2518454 0.9214535 1.8684741 3188.2
#> 32815252_1 1.2376328 2.4536312 0.8703057 3122.1
#> 62668101_1 0.8709562 1.3321447 0.6183020 2286.9
#> 65054205_1 0.7034331 0.4844343 1.5180832 3889.2
#> 29655282_1 1.3821059 2.0272198 0.8524708 3067.2
#> 64533397_1 1.1303578 0.5502213 1.9579061 3382.8
#> 52258642_1 2.0213632 1.9021509 1.2274735 3477.6
#> 33494702_1 0.4537811 0.6920954 0.9789458 2974.7
#> 43721936_1 2.4595364 1.1665982 1.4883103 2847.1
#> seq.9251.29 seq.1942.70 seq.5751.80 seq.9608.12 seq.3459.49
#> 51966571_1 2699.1 2189.8 2725.1 2704.7 2304.2
#> 28704098_1 2194.0 2521.1 2490.7 3344.4 2826.8
#> 81969215_1 2670.6 2044.5 2341.0 3293.3 1786.5
#> 68668418_1 1935.3 2579.0 2035.3 2334.5 2564.3
#> 38935826_1 3216.5 2172.7 1756.3 1357.4 1892.5
#> 74703475_1 3490.2 3383.6 1962.4 3748.8 2952.7
#> 36178605_1 2316.4 2858.4 3000.0 2833.5 2522.5
#> 93904282_1 1977.9 2955.1 2189.4 2770.7 2985.7
#> 79223225_1 2784.9 2692.1 1807.8 2493.3 3169.0
#> 68004202_1 2432.5 3341.1 3434.6 2755.1 2323.1
#> 51134040_1 3700.8 2182.1 2712.6 2417.8 2837.9
#> 18037091_1 2480.4 2269.2 2380.7 2710.3 2944.5
#> 48915223_1 2844.9 3216.1 3029.2 2299.9 2723.8
#> 59046590_1 2514.0 2174.7 2943.2 1814.9 1460.9
#> 22440191_1 2128.4 2396.3 2190.4 2993.9 2432.0
#> 93503102_1 2594.4 2303.6 3603.1 3259.9 2667.5
#> 10117155_1 1597.5 2340.0 2372.5 2345.6 2610.0
#> 33801297_1 3232.8 2360.4 1787.8 1873.4 2034.8
#> 34887902_1 2576.6 2747.1 2427.8 2821.1 2293.5
#> 56899633_1 3586.3 2411.3 2603.8 2477.6 2512.7
#> 30132003_1 2737.8 2247.0 3654.0 1633.4 2865.2
#> 46713227_1 2145.0 3171.5 2552.9 2501.1 2382.1
#> 65338817_1 2805.4 2392.7 2728.5 2184.8 2424.5
#> 29347638_1 2033.0 2410.2 2461.4 2329.5 2699.2
#> 69694117_1 1873.2 2449.9 2333.0 1921.7 2895.3
#> 97975242_1 2645.7 2856.3 2482.6 3401.6 2457.4
#> 18797344_1 2278.4 2463.2 2893.8 2334.4 2117.7
#> 65073939_1 2500.6 2481.2 3537.6 1697.2 2684.0
#> 57485678_1 2537.2 2159.2 3013.7 2598.6 3126.6
#> 83562904_1 2205.2 2337.9 3104.0 2631.6 1727.4
#> 28728820_1 2215.7 2530.1 1884.3 2007.1 1972.8
#> 66083414_1 2432.4 2205.6 2991.9 1055.5 2338.3
#> 94112835_1 3089.0 2765.7 2610.0 2179.8 2011.0
#> 26463627_1 1738.2 1740.8 1766.4 2785.3 3253.2
#> 45366525_1 2797.0 2653.3 2760.5 2470.1 2705.9
#> 40869963_1 2666.5 1731.8 2420.6 2450.9 3800.2
#> 94637211_1 3031.5 2349.5 3232.3 2780.4 2153.3
#> 95354565_1 2347.9 2235.9 2117.0 1906.8 3395.8
#> 46557342_1 2685.0 2174.0 2284.9 3048.4 3047.1
#> 76936509_1 2633.5 2471.6 2036.9 2497.3 2698.2
#> 91024793_1 2228.7 1542.8 2411.4 2853.7 2894.6
#> 35984450_1 3103.9 3088.3 2701.0 3017.1 3711.7
#> 54659281_1 3080.2 1667.5 2134.1 2611.7 3099.8
#> 88834253_1 2850.1 2268.2 2915.2 2060.6 2434.1
#> 41009299_1 3293.4 1942.0 1896.0 3081.5 2107.1
#> 33721484_1 2779.2 2124.6 1976.0 1499.9 2390.4
#> 55789326_1 1861.7 3543.6 3220.6 2227.6 3060.7
#> 25885578_1 2213.4 2508.7 1992.1 2372.2 2828.0
#> 96338158_1 1887.7 1856.8 2706.0 2416.9 1965.1
#> 19400953_1 2263.3 1679.7 2309.5 3010.2 2188.0
#> 22069839_1 3446.8 3736.9 3537.2 3480.8 2470.7
#> 16041777_1 2476.4 3338.6 3947.8 2697.8 1324.7
#> 23001489_1 3985.7 3190.0 2698.5 2623.6 2417.1
#> 41068710_1 2808.2 2903.6 2804.6 2222.2 2455.3
#> 97703295_1 3827.1 3788.9 2791.9 2273.1 1952.3
#> 35274802_1 3756.1 3298.1 2812.2 3028.2 2377.2
#> 75398329_1 3041.5 2413.2 2816.7 3254.7 2415.8
#> 42005783_1 3283.6 2922.2 2852.2 1951.1 3309.3
#> 11949409_1 2487.7 2040.5 3720.9 2497.8 3163.8
#> 87556508_1 3161.5 2902.4 2651.2 3267.9 2107.3
#> 94064776_1 3521.8 1703.8 2805.9 2773.5 2592.4
#> 99784020_1 3049.5 3657.0 3326.3 4082.7 2168.2
#> 84916413_1 2772.9 2682.2 3562.4 3622.9 1728.4
#> 68369767_1 2672.1 2785.0 2613.9 3297.7 1777.2
#> 15409464_1 2982.0 2915.3 2746.0 3002.4 2103.9
#> 14727850_1 3534.6 3306.1 3261.8 3139.7 2927.2
#> 29761404_1 2758.0 3339.2 3508.9 2647.0 2036.9
#> 21873937_1 2939.5 3284.0 2874.4 3314.0 2997.7
#> 90667501_1 2352.9 2713.7 2285.0 3740.1 2922.6
#> 38278439_1 3247.2 2318.4 3854.6 3541.7 1865.9
#> 69925630_1 3654.0 2805.6 3717.5 2593.4 2754.1
#> 54693511_1 3748.5 3139.0 2644.8 2190.6 2511.9
#> 82074546_1 3407.4 2588.5 2967.5 2945.2 2248.2
#> 70477393_1 2065.1 2965.6 2120.3 3220.4 2499.4
#> 31800607_1 3241.0 2416.2 3284.9 3675.5 2832.7
#> 65263757_1 3228.1 2995.8 3806.2 2340.7 2087.1
#> 52672763_1 2823.3 3064.4 2181.4 3182.2 1508.2
#> 92815264_1 3085.2 2927.1 2610.2 3116.7 2876.0
#> 71305641_1 2568.0 2918.0 2679.4 3597.0 3036.0
#> 88325979_1 3339.6 3881.8 2659.4 2986.0 3520.4
#> 67769607_1 2836.4 3381.3 1983.4 2821.4 2207.0
#> 71016048_1 2215.5 3555.7 3250.5 2426.6 2762.1
#> 34248161_1 2816.3 2538.4 2234.1 2741.3 2640.9
#> 83316951_1 3682.2 3082.2 2987.5 2818.9 2189.5
#> 63149125_1 2832.9 3577.4 3296.5 4175.3 2465.0
#> 35094240_1 3366.4 2971.7 2900.9 4223.3 2912.9
#> 45697493_1 3473.3 1935.3 3446.0 2916.6 2664.6
#> 36965772_1 3002.2 3172.4 2987.1 2478.2 1714.2
#> 75692351_1 2823.8 2047.5 2676.2 2013.5 1231.8
#> 32994766_1 2735.2 2594.4 3323.2 3257.3 2493.1
#> 12262397_1 3369.8 3662.0 2783.1 2454.7 2928.8
#> 74369248_1 2468.3 3307.8 3886.3 4142.3 2574.7
#> 32815252_1 3123.1 3545.8 2990.9 2557.2 2382.4
#> 62668101_1 2855.3 3153.3 3426.4 3055.6 2156.2
#> 65054205_1 1867.6 2944.9 3102.6 4905.1 1533.3
#> 29655282_1 2295.6 2537.8 1496.0 2445.5 2748.4
#> 64533397_1 3458.0 3796.5 2316.9 3153.8 2400.6
#> 52258642_1 2904.4 3022.5 2787.9 2446.6 2072.5
#> 33494702_1 3401.6 2642.4 3118.4 3173.8 2897.6
#> 43721936_1 3943.7 3432.6 1828.6 2563.4 2756.6
#> seq.3865.56 seq.3363.21 seq.4487.88 seq.5994.84 seq.9011.72
#> 51966571_1 865.1 1984.3 1702.9 2256.7 2240.4
#> 28704098_1 2197.1 2328.6 2591.1 2870.7 1911.3
#> 81969215_1 2400.6 2823.5 2406.5 2515.3 2805.0
#> 68668418_1 2100.2 2073.9 2304.8 2273.7 2517.0
#> 38935826_1 2323.4 2371.2 2103.2 1964.7 2553.2
#> 74703475_1 3255.8 2590.7 3185.4 4230.9 2516.7
#> 36178605_1 1343.5 2438.9 1454.8 2210.4 2649.1
#> 93904282_1 2979.9 3378.8 2735.1 2580.7 2356.0
#> 79223225_1 1729.9 2359.8 2275.5 2561.1 2592.1
#> 68004202_1 1607.2 2254.4 1303.5 2278.5 2293.3
#> 51134040_1 2668.8 2353.3 2818.3 2412.0 2107.0
#> 18037091_1 2307.6 1801.2 2737.4 2501.6 1993.3
#> 48915223_1 2870.6 2484.4 3172.2 2733.1 2180.3
#> 59046590_1 1650.1 2163.6 1701.8 1778.8 2216.5
#> 22440191_1 2655.0 2837.0 2665.0 2061.5 3438.3
#> 93503102_1 2134.8 1627.1 2468.5 2062.3 2121.7
#> 10117155_1 2252.2 3192.3 2637.4 2880.2 2005.0
#> 33801297_1 2902.6 2904.3 3215.3 2427.7 2556.5
#> 34887902_1 3264.6 2951.2 2679.8 2801.5 2586.4
#> 56899633_1 3280.8 3034.5 2795.7 2485.8 2059.3
#> 30132003_1 2164.8 2869.8 2629.9 2086.7 2132.2
#> 46713227_1 2856.1 2751.8 3310.7 3110.6 1635.4
#> 65338817_1 2106.6 2068.5 2150.1 2316.0 2760.9
#> 29347638_1 2668.5 2736.8 3302.2 2555.4 2441.6
#> 69694117_1 2670.3 1830.6 2705.8 3303.1 3075.5
#> 97975242_1 3520.4 3251.2 3751.8 2583.7 2334.1
#> 18797344_1 2944.4 2436.1 2172.7 1871.9 2989.7
#> 65073939_1 2554.7 2649.0 2164.9 2281.9 2796.1
#> 57485678_1 2385.9 3400.9 2694.3 2783.0 2991.5
#> 83562904_1 2395.0 2156.4 2875.3 2067.4 3235.2
#> 28728820_1 2137.9 2323.6 1622.4 1625.0 2082.6
#> 66083414_1 2666.6 2278.2 2211.2 2114.1 2393.9
#> 94112835_1 2126.5 2092.3 2072.4 3002.4 2943.5
#> 26463627_1 1860.0 2932.6 1586.8 2073.2 3259.4
#> 45366525_1 2625.5 1718.7 2644.0 2444.6 3761.5
#> 40869963_1 2874.9 2720.6 2608.1 2807.1 3345.8
#> 94637211_1 2470.6 1969.7 1733.6 2558.9 2586.5
#> 95354565_1 2914.3 2131.4 2654.4 2844.0 2307.8
#> 46557342_1 2486.0 2702.8 3020.9 2545.1 2400.7
#> 76936509_1 2561.1 2434.4 2249.6 1996.0 2096.5
#> 91024793_1 2393.2 2359.3 2236.5 2186.8 3001.2
#> 35984450_1 3421.6 3274.8 3462.5 3503.0 1623.3
#> 54659281_1 2959.3 3145.5 2198.9 3000.7 1988.3
#> 88834253_1 3121.3 2538.8 3373.0 2524.3 1862.9
#> 41009299_1 2486.9 2795.4 2450.2 2960.3 3011.0
#> 33721484_1 2858.6 2653.6 3523.7 2589.5 2315.4
#> 55789326_1 3130.8 2376.9 2931.2 2151.2 2288.1
#> 25885578_1 3602.9 1674.1 2993.5 2430.3 3763.4
#> 96338158_1 2384.8 2456.4 2513.8 3187.8 2096.1
#> 19400953_1 2497.4 3999.1 3064.5 3418.3 3403.5
#> 22069839_1 2129.9 2777.5 1949.1 1297.0 2532.8
#> 16041777_1 3040.0 2138.2 3135.3 2706.1 2661.1
#> 23001489_1 2486.8 2484.5 2374.6 2758.5 2640.4
#> 41068710_1 2330.0 1536.3 2913.5 2467.8 1838.1
#> 97703295_1 2075.2 2635.3 3066.7 3121.1 2407.2
#> 35274802_1 3113.0 2574.1 3030.6 2443.4 2487.0
#> 75398329_1 1995.1 2466.2 2110.1 1566.1 1921.8
#> 42005783_1 3042.2 2587.6 2268.9 2898.7 1740.2
#> 11949409_1 1625.4 2974.0 1788.7 2972.3 2023.1
#> 87556508_1 1819.3 1178.9 1910.4 2678.6 2224.5
#> 94064776_1 2463.6 2507.0 2766.1 2901.6 2970.4
#> 99784020_1 2773.7 2779.6 2336.9 2927.0 2323.8
#> 84916413_1 2041.7 2139.9 1972.1 1649.4 3344.7
#> 68369767_1 2839.5 2650.2 2190.6 2136.7 1843.4
#> 15409464_1 2185.3 2587.6 1815.6 3511.4 2907.3
#> 14727850_1 2080.7 1369.8 2401.1 3292.0 2033.0
#> 29761404_1 2236.8 1950.0 2333.9 2278.5 2647.9
#> 21873937_1 2517.4 2660.6 2271.3 2582.3 2412.0
#> 90667501_1 2419.2 2658.6 2860.1 3745.3 2971.0
#> 38278439_1 2184.6 2654.1 2374.9 2859.2 3257.7
#> 69925630_1 2696.4 2618.1 2665.8 3234.4 2278.8
#> 54693511_1 2179.5 2171.0 2223.4 2137.5 2181.5
#> 82074546_1 2884.7 2361.6 2208.4 1957.7 3000.7
#> 70477393_1 3050.1 3269.3 2866.5 2532.0 2154.7
#> 31800607_1 1955.7 2978.6 1924.7 2571.8 3349.8
#> 65263757_1 2900.5 1831.0 2571.5 2717.2 2841.6
#> 52672763_1 2171.8 2628.2 1701.6 2655.5 3245.9
#> 92815264_1 2972.7 3095.9 2674.9 1842.8 2771.3
#> 71305641_1 3630.8 2752.7 3720.1 2207.6 2316.0
#> 88325979_1 3310.5 2015.8 2971.5 2830.3 2008.1
#> 67769607_1 2588.6 2411.0 1895.0 2255.9 2429.4
#> 71016048_1 2188.9 3421.9 2300.1 2297.5 2878.7
#> 34248161_1 1895.1 2077.4 1448.0 2196.6 3304.8
#> 83316951_1 2169.3 2493.1 1972.6 2439.9 2310.6
#> 63149125_1 2712.2 3267.2 2595.4 2845.4 3264.7
#> 35094240_1 2705.4 2378.0 2380.7 2172.6 1616.1
#> 45697493_1 2040.2 3075.6 2592.0 2614.1 2483.6
#> 36965772_1 1862.6 2038.8 2487.4 1633.1 1785.8
#> 75692351_1 2846.0 2205.5 2631.0 2321.7 2121.9
#> 32994766_1 2243.6 2583.9 2450.1 1714.5 1416.6
#> 12262397_1 1897.5 2959.5 2691.8 2586.7 2635.4
#> 74369248_1 2617.5 1472.5 2987.3 1527.1 2996.3
#> 32815252_1 2195.8 2065.1 2404.4 2406.2 2488.3
#> 62668101_1 1956.4 2749.9 1806.8 2841.3 2164.5
#> 65054205_1 2658.5 1988.0 2836.2 3218.6 1549.4
#> 29655282_1 2159.4 3028.9 2430.7 2083.0 2163.9
#> 64533397_1 2806.9 2222.7 2701.2 1921.1 2484.3
#> 52258642_1 2771.7 2459.5 2726.1 1992.1 2232.7
#> 33494702_1 2837.9 2281.4 2421.9 1988.5 2837.7
#> 43721936_1 3057.7 3104.8 2979.3 2654.9 2877.4
#> seq.2902.23 seq.2260.48 seq.4936.96 seq.2277.95 seq.2953.31
#> 51966571_1 2543.3 2775.9 2758.1 1212.2 2608.4
#> 28704098_1 3077.6 2131.6 2443.0 3062.4 2228.8
#> 81969215_1 2809.5 2075.5 1346.7 2688.0 2945.6
#> 68668418_1 2872.8 3087.1 3240.3 1722.1 2798.0
#> 38935826_1 2835.6 2302.6 2719.9 2800.1 3317.8
#> 74703475_1 3690.1 2378.7 2955.7 3081.6 2844.6
#> 36178605_1 2979.5 2528.6 2225.5 2007.9 1859.4
#> 93904282_1 2320.8 2317.3 2917.6 2181.1 2393.4
#> 79223225_1 2283.9 2681.3 2044.0 1706.9 3448.3
#> 68004202_1 2055.7 2476.5 1899.1 2314.4 3388.4
#> 51134040_1 2942.9 2917.9 3216.2 2563.9 2783.3
#> 18037091_1 2833.0 3291.2 2636.6 2908.8 2507.9
#> 48915223_1 3214.8 2965.7 3113.1 3010.7 2691.5
#> 59046590_1 2543.4 2034.2 2974.5 1649.3 2477.4
#> 22440191_1 2721.7 1480.7 2339.8 2205.6 2517.2
#> 93503102_1 2190.1 3032.0 1993.5 1270.9 2584.5
#> 10117155_1 2611.5 4059.5 2276.9 3322.4 3082.5
#> 33801297_1 2685.3 1886.1 1935.6 2829.1 2477.9
#> 34887902_1 2525.2 2112.5 2440.2 2796.6 2449.8
#> 56899633_1 2398.9 2639.1 2924.8 2601.2 2358.3
#> 30132003_1 2555.6 2873.4 2762.6 2905.5 3270.4
#> 46713227_1 2792.3 2716.9 2792.7 2557.8 2582.6
#> 65338817_1 3117.2 2143.2 2600.5 2818.6 3153.8
#> 29347638_1 2669.9 2327.2 3054.9 2805.5 3144.1
#> 69694117_1 3143.9 2686.0 3422.3 3056.0 2796.4
#> 97975242_1 1907.2 2434.3 2884.2 2349.7 2358.5
#> 18797344_1 2468.5 1260.1 2697.5 2235.2 3127.9
#> 65073939_1 2075.7 2500.4 3073.3 2999.7 2954.9
#> 57485678_1 1817.0 2758.4 2840.6 2441.3 2036.0
#> 83562904_1 2182.8 2498.2 2636.5 2119.0 3120.1
#> 28728820_1 2621.5 2531.3 2245.1 2511.0 2576.7
#> 66083414_1 2366.0 2075.2 2287.5 2345.2 3026.0
#> 94112835_1 2882.0 3247.8 2618.6 2984.8 2122.9
#> 26463627_1 2114.3 2842.0 2027.4 3002.6 1758.9
#> 45366525_1 2767.0 3135.7 2374.7 3270.0 2930.6
#> 40869963_1 2706.4 2393.7 3089.7 2214.2 2297.7
#> 94637211_1 2290.6 1756.3 2538.1 3431.2 2386.3
#> 95354565_1 2362.1 2124.7 1518.8 1993.9 2967.0
#> 46557342_1 1695.1 2028.2 3465.2 3171.1 2267.1
#> 76936509_1 1947.7 2048.5 2405.3 2138.0 2181.2
#> 91024793_1 3014.1 1999.1 3212.5 1969.2 3171.9
#> 35984450_1 1775.5 2577.3 2276.2 2802.3 2590.8
#> 54659281_1 2936.9 2780.8 1516.0 2592.8 3146.3
#> 88834253_1 3244.9 2126.9 1796.9 2575.5 1656.0
#> 41009299_1 1776.8 3409.2 2092.6 2329.0 2089.5
#> 33721484_1 2367.8 2457.8 2322.4 2142.2 2068.9
#> 55789326_1 2304.5 1701.0 1971.3 2266.8 2549.4
#> 25885578_1 2586.1 2474.8 3191.3 2999.3 2312.2
#> 96338158_1 2669.6 1165.5 2493.6 2394.1 2862.0
#> 19400953_1 2591.0 2302.9 2720.6 2699.0 1601.3
#> 22069839_1 2204.7 3173.0 3277.4 2133.5 2168.1
#> 16041777_1 2407.2 3144.7 1770.7 2784.7 2188.1
#> 23001489_1 1821.6 2619.5 2453.0 1981.5 2460.2
#> 41068710_1 2905.8 2669.6 2043.2 2280.3 2717.8
#> 97703295_1 1927.0 2667.6 2083.7 3821.0 3485.5
#> 35274802_1 2505.1 2121.2 3233.9 2458.7 2201.6
#> 75398329_1 2681.3 2395.7 2705.7 2864.8 2223.7
#> 42005783_1 2691.0 2159.8 2249.6 2499.3 2848.0
#> 11949409_1 2730.5 2159.9 2743.6 2373.4 2422.2
#> 87556508_1 3435.6 2239.9 2387.0 2873.1 3174.4
#> 94064776_1 2871.8 2053.6 2252.1 3262.4 1965.7
#> 99784020_1 2755.0 2659.7 3287.7 2894.0 3032.2
#> 84916413_1 2600.8 2803.0 1846.5 3012.1 1843.6
#> 68369767_1 1730.4 2435.4 2425.2 2312.3 3531.8
#> 15409464_1 2985.7 2365.8 1944.8 2530.0 2565.7
#> 14727850_1 2336.2 1658.2 2741.7 2003.0 2384.2
#> 29761404_1 2744.1 2980.5 2352.4 1836.6 2301.3
#> 21873937_1 2283.3 2188.4 2480.5 2781.0 2944.7
#> 90667501_1 2743.5 2333.3 2334.9 1677.1 2763.1
#> 38278439_1 2208.3 3205.5 2421.5 2830.2 2414.4
#> 69925630_1 2693.7 1988.2 2462.8 2283.3 2579.3
#> 54693511_1 2444.7 2931.9 2744.6 2472.3 2257.2
#> 82074546_1 3370.0 3433.5 2347.4 1917.7 2020.5
#> 70477393_1 3274.0 3065.6 2590.5 2360.5 2590.3
#> 31800607_1 3182.7 2777.3 2156.4 826.3 2860.9
#> 65263757_1 2117.3 3680.1 3264.5 2906.6 2315.2
#> 52672763_1 1839.4 2388.8 2776.8 2585.9 2618.8
#> 92815264_1 2049.4 1961.6 2787.2 2224.6 2167.0
#> 71305641_1 3075.7 2865.8 3592.2 2715.7 2101.6
#> 88325979_1 2793.4 3113.8 2730.2 2264.2 2474.2
#> 67769607_1 729.8 2810.4 3605.6 2149.1 3143.5
#> 71016048_1 2296.0 1950.0 3077.1 2709.5 2392.9
#> 34248161_1 2848.6 2052.2 2500.7 2605.9 2212.6
#> 83316951_1 2627.0 3051.9 2538.4 2646.4 1764.6
#> 63149125_1 1499.1 2563.7 1337.6 2620.1 1983.6
#> 35094240_1 2824.3 1905.5 2026.2 1595.3 1846.7
#> 45697493_1 2847.7 2362.9 1734.8 2393.7 2080.9
#> 36965772_1 1606.3 2704.1 2218.2 1809.6 1934.7
#> 75692351_1 2303.6 2452.6 1302.3 2296.7 2684.4
#> 32994766_1 2522.5 2489.0 2580.7 2870.5 2399.1
#> 12262397_1 1629.6 2318.9 2188.9 2709.0 1861.2
#> 74369248_1 2793.7 3024.9 2684.7 1833.1 2101.0
#> 32815252_1 2984.3 2721.6 2086.4 3055.1 2579.5
#> 62668101_1 2141.2 2482.5 2682.5 2458.9 2807.4
#> 65054205_1 1963.0 2794.9 2212.0 2574.6 2844.0
#> 29655282_1 1086.5 1980.6 2046.6 2404.8 2476.5
#> 64533397_1 1939.1 1773.3 2401.0 2515.7 3665.2
#> 52258642_1 2341.2 3224.6 1887.9 2881.6 2211.2
#> 33494702_1 2885.9 1908.9 3162.5 2799.2 2984.2
#> 43721936_1 2835.9 2635.9 1908.2 3249.2 2361.2
#> seq.3032.11 seq.4330.4 seq.4914.10 seq.3896.5 seq.5002.7
#> 51966571_1 2842.4 3107.4 1080.2 1908.9 1677.7
#> 28704098_1 2442.4 1726.1 3255.7 2728.1 2090.0
#> 81969215_1 2321.8 2348.9 3221.2 2380.9 1660.9
#> 68668418_1 2447.1 3019.6 2752.7 2906.1 2712.1
#> 38935826_1 2522.4 2116.1 2121.4 2134.7 2325.6
#> 74703475_1 1636.9 3262.3 2624.6 1402.9 2473.8
#> 36178605_1 3277.9 1289.0 2341.6 3000.8 2362.7
#> 93904282_1 2888.2 2778.2 2551.5 3083.7 2757.7
#> 79223225_1 1950.7 3052.8 2394.2 2884.8 1847.2
#> 68004202_1 1636.0 2583.2 2635.3 3294.0 3349.6
#> 51134040_1 2713.8 2387.3 2346.5 2675.7 2248.7
#> 18037091_1 2872.3 2385.8 2944.9 2232.8 2347.5
#> 48915223_1 2932.6 2373.4 2694.0 2357.6 2172.6
#> 59046590_1 2652.7 3534.1 1362.8 2473.6 2636.8
#> 22440191_1 2443.0 3291.6 2225.0 2532.2 1637.9
#> 93503102_1 2711.8 1978.7 2665.2 2210.7 2255.2
#> 10117155_1 2101.1 2495.8 2200.9 2493.7 2432.0
#> 33801297_1 2197.9 1833.0 1869.0 2952.8 2296.5
#> 34887902_1 3357.5 2573.3 2881.6 2244.6 3276.2
#> 56899633_1 2142.0 2106.1 2920.5 2607.8 2932.7
#> 30132003_1 2433.4 2355.5 2579.1 2208.1 2674.3
#> 46713227_1 2000.1 2833.4 3023.2 1891.5 1870.8
#> 65338817_1 3436.9 2431.7 2173.6 2585.1 2737.9
#> 29347638_1 2331.3 2612.0 2019.6 2565.5 2936.5
#> 69694117_1 2986.6 3058.6 2399.4 2380.2 2228.2
#> 97975242_1 2993.9 1780.8 2846.8 2216.8 2597.2
#> 18797344_1 2029.4 2817.2 2001.0 2519.5 2699.4
#> 65073939_1 2674.6 2250.4 2000.2 1544.4 2565.3
#> 57485678_1 2202.8 3063.1 2318.3 2487.5 2202.7
#> 83562904_1 1308.9 2449.9 3028.8 2832.5 2850.9
#> 28728820_1 3039.0 1945.1 3039.5 3161.4 2423.0
#> 66083414_1 2834.1 2829.0 3119.0 4087.1 2793.0
#> 94112835_1 2017.7 2478.4 2927.1 1565.7 3083.9
#> 26463627_1 1512.4 2814.2 2093.2 1825.9 1348.7
#> 45366525_1 2207.6 2031.6 2316.1 3651.8 2910.1
#> 40869963_1 2984.6 2321.3 3058.8 2627.7 2861.1
#> 94637211_1 2776.1 2477.5 2556.9 2934.2 2548.8
#> 95354565_1 2458.9 2326.0 2277.7 2677.9 3318.8
#> 46557342_1 1661.6 2320.5 1777.1 1927.3 2230.3
#> 76936509_1 3106.3 2697.8 2307.8 2647.9 2273.7
#> 91024793_1 3000.2 2008.0 2796.6 2152.0 1878.9
#> 35984450_1 2859.7 2488.6 2622.5 3092.5 2522.1
#> 54659281_1 2077.8 2057.7 1627.1 3262.6 2503.5
#> 88834253_1 2811.0 2742.5 2531.2 2710.4 2003.2
#> 41009299_1 2138.7 2084.2 1957.0 3279.6 2857.6
#> 33721484_1 2275.3 3086.6 2446.2 3314.2 2800.1
#> 55789326_1 1902.2 2530.5 2725.6 2586.6 2472.5
#> 25885578_1 2695.2 2578.4 3047.2 2330.4 2848.9
#> 96338158_1 2241.8 2734.5 2953.0 1861.4 2907.2
#> 19400953_1 2954.9 2772.6 2001.2 2530.2 1339.7
#> 22069839_1 2938.5 2697.8 2142.1 1932.8 2056.6
#> 16041777_1 2091.9 2039.3 2711.3 2468.3 2818.5
#> 23001489_1 3269.6 2161.7 2716.5 2133.7 3249.5
#> 41068710_1 3187.3 1528.1 2542.3 3037.0 1749.4
#> 97703295_1 2258.4 2560.0 2776.0 3239.4 3845.4
#> 35274802_1 2775.2 3133.0 2231.1 1233.5 2488.2
#> 75398329_1 2071.3 1951.0 2562.9 2090.1 2379.8
#> 42005783_1 2146.5 2719.0 3001.9 2659.4 2053.0
#> 11949409_1 1451.5 2808.2 3035.9 2014.9 2728.7
#> 87556508_1 3049.7 2508.9 2274.8 2306.9 2300.3
#> 94064776_1 2671.0 1880.4 2979.2 2481.9 3083.8
#> 99784020_1 2745.4 2247.9 2952.2 2893.7 2063.3
#> 84916413_1 2034.0 3158.4 1884.3 2714.6 2782.0
#> 68369767_1 1786.1 2897.2 2354.8 2828.2 2970.1
#> 15409464_1 2987.9 2742.5 1673.9 2125.8 2016.2
#> 14727850_1 1726.8 3685.5 2518.7 2505.9 2754.3
#> 29761404_1 2508.9 2359.1 1478.7 2196.6 1874.8
#> 21873937_1 2112.6 2599.5 2555.6 3203.0 2575.0
#> 90667501_1 2385.3 2905.1 2655.6 2185.0 2652.6
#> 38278439_1 2362.8 2438.9 2180.5 2062.7 2351.4
#> 69925630_1 3398.0 3003.9 2966.4 1903.5 2067.3
#> 54693511_1 2260.9 2758.8 2363.7 2683.8 2036.2
#> 82074546_1 2202.6 2385.0 3120.9 2150.0 3606.8
#> 70477393_1 1371.0 2416.2 1969.7 2287.3 2672.1
#> 31800607_1 3341.3 1262.0 3444.1 3006.9 2635.0
#> 65263757_1 2536.1 2199.4 1916.0 2710.3 1952.0
#> 52672763_1 2280.0 2515.8 2709.5 3162.7 2070.1
#> 92815264_1 2813.3 3113.1 1673.8 3022.2 2064.1
#> 71305641_1 2100.1 2150.4 2588.5 2173.5 2050.1
#> 88325979_1 1936.0 1747.9 2428.0 1670.1 3163.7
#> 67769607_1 1987.5 2387.4 3681.4 1745.0 2763.3
#> 71016048_1 2535.5 2495.5 3108.5 2656.4 2741.5
#> 34248161_1 2690.9 1760.8 2701.6 1551.2 2580.7
#> 83316951_1 1688.7 1576.1 2818.8 2197.4 2375.7
#> 63149125_1 3450.3 2077.0 2055.5 2324.5 2102.9
#> 35094240_1 2141.9 3127.9 1842.4 1994.8 3413.9
#> 45697493_1 2690.2 1824.7 2589.1 2275.8 2909.1
#> 36965772_1 2720.4 2661.9 1788.1 2934.0 2862.7
#> 75692351_1 2628.7 2559.4 1748.2 2539.6 2406.0
#> 32994766_1 2410.3 2824.8 1962.3 2166.7 2840.0
#> 12262397_1 2154.9 2840.8 2570.9 2446.3 2757.6
#> 74369248_1 2499.8 3758.8 2631.1 2737.6 2463.0
#> 32815252_1 2782.8 2651.3 3097.0 2081.6 3059.4
#> 62668101_1 1895.6 2168.1 1656.6 2714.1 2836.8
#> 65054205_1 2326.9 2531.5 2620.0 2177.0 1878.8
#> 29655282_1 2174.9 1906.2 1937.7 2788.3 2224.5
#> 64533397_1 2055.2 2289.7 2074.9 2454.6 2876.4
#> 52258642_1 3238.5 2126.2 2330.6 2413.6 1593.3
#> 33494702_1 1902.3 2436.8 2470.1 2270.3 2357.7
#> 43721936_1 3375.2 1990.7 2423.1 2209.2 2319.8
#> seq.3476.4 seq.1130.49 seq.6356.60 seq.4579.40 seq.8344.24
#> 51966571_1 1423.4 2780.6 2187.7 2071.7 2588.3
#> 28704098_1 2213.6 2253.7 2997.0 2916.6 3344.5
#> 81969215_1 2870.5 2964.4 1741.5 2650.7 1826.3
#> 68668418_1 2383.6 2080.4 2492.1 2519.8 3037.8
#> 38935826_1 1826.6 2819.4 1900.2 1785.4 2271.9
#> 74703475_1 2099.1 2395.7 2611.7 2811.1 2159.3
#> 36178605_1 3302.4 2407.1 2765.9 2259.8 2468.7
#> 93904282_1 3049.4 2505.9 2382.3 2338.5 3328.1
#> 79223225_1 1992.0 1643.1 2460.9 1669.8 2404.4
#> 68004202_1 2524.0 2345.0 2417.9 2747.9 2385.5
#> 51134040_1 2885.7 2176.3 2997.2 2301.2 2566.3
#> 18037091_1 2858.9 2194.2 2618.1 3143.4 2694.7
#> 48915223_1 2782.0 2643.7 2234.7 3034.5 2424.4
#> 59046590_1 2379.5 2659.7 2653.7 2884.3 2739.9
#> 22440191_1 1467.5 3212.0 2559.4 2569.2 2223.9
#> 93503102_1 3162.5 2436.4 3326.5 2455.0 2226.8
#> 10117155_1 2872.0 2875.9 1952.0 2746.2 2903.7
#> 33801297_1 2358.6 2177.5 1869.7 2977.1 2506.1
#> 34887902_1 2304.5 1748.5 2266.8 3666.6 2930.2
#> 56899633_1 2295.6 2279.2 1316.4 2515.5 1633.1
#> 30132003_1 2250.7 3174.4 2391.9 2683.9 2140.8
#> 46713227_1 2940.9 3062.4 2215.8 1931.1 2266.8
#> 65338817_1 2789.1 2840.8 3001.6 2465.5 1444.1
#> 29347638_1 2514.4 2568.9 3545.0 1822.5 3078.2
#> 69694117_1 3031.6 2396.8 1966.5 2454.7 2590.7
#> 97975242_1 2371.1 1521.6 2278.1 2468.8 2351.9
#> 18797344_1 2156.5 2655.6 2188.0 2369.2 1993.6
#> 65073939_1 1379.3 3369.1 2904.5 1938.0 2090.5
#> 57485678_1 2515.1 2557.5 2814.2 2314.7 2178.1
#> 83562904_1 2718.9 3724.6 2394.3 1728.9 2734.1
#> 28728820_1 2248.5 2200.1 2900.7 2844.2 2208.3
#> 66083414_1 2727.1 2465.2 1701.3 1803.1 2082.3
#> 94112835_1 2689.9 2871.5 3029.2 2984.2 3144.7
#> 26463627_1 1921.9 2229.9 2391.2 2647.1 1892.5
#> 45366525_1 3019.4 2577.3 2705.9 2373.7 2489.9
#> 40869963_1 3081.2 2152.8 3318.4 3056.9 2998.0
#> 94637211_1 2315.5 1852.8 2476.8 1572.5 1229.2
#> 95354565_1 2671.8 2075.6 2559.2 3284.9 2542.1
#> 46557342_1 2585.4 3256.4 3336.1 2508.7 1940.4
#> 76936509_1 2888.6 3006.6 2404.5 1760.4 3231.6
#> 91024793_1 1919.3 2978.4 2431.2 3096.8 2209.5
#> 35984450_1 2597.4 2724.1 2394.6 2184.2 3017.1
#> 54659281_1 2629.8 1999.7 2620.8 3031.8 2671.7
#> 88834253_1 2248.9 2783.7 2286.2 1734.0 2959.8
#> 41009299_1 2521.7 3584.2 2543.9 2629.8 2488.6
#> 33721484_1 1333.5 2118.4 3261.4 1963.6 2379.6
#> 55789326_1 2097.1 3693.9 2119.8 1843.5 3771.1
#> 25885578_1 2912.3 2218.9 2536.3 2205.5 2554.1
#> 96338158_1 1702.5 2881.5 1583.8 2028.5 3279.1
#> 19400953_1 3248.1 2743.8 1866.5 1621.5 2742.5
#> 22069839_1 2649.4 2220.5 2633.2 2557.0 2690.0
#> 16041777_1 2528.0 2714.2 2659.7 2399.3 2877.7
#> 23001489_1 2460.7 3020.6 2238.8 2906.0 1383.7
#> 41068710_1 2180.1 2987.4 2940.1 2937.7 2950.8
#> 97703295_1 2332.1 2068.2 2224.5 3011.0 1890.9
#> 35274802_1 2529.9 2247.6 2321.6 2821.1 2916.9
#> 75398329_1 3181.2 2859.9 3114.3 2208.3 2709.1
#> 42005783_1 2253.5 2642.8 2219.9 1791.0 2916.3
#> 11949409_1 1929.0 2207.8 1737.5 2911.0 2106.8
#> 87556508_1 2751.2 2754.5 2625.7 1611.6 2749.2
#> 94064776_1 2634.0 1997.8 3117.8 2551.5 2667.5
#> 99784020_1 3548.9 2272.6 3351.6 2662.6 3667.2
#> 84916413_1 2699.5 2333.1 1962.3 2281.2 1859.5
#> 68369767_1 3295.2 2622.3 2777.5 2785.4 2897.8
#> 15409464_1 2446.4 1897.3 1943.2 3138.2 2729.5
#> 14727850_1 2870.2 1770.3 2281.0 1563.0 2322.7
#> 29761404_1 2460.7 2687.1 2893.9 3195.5 3029.5
#> 21873937_1 2670.6 2583.1 2187.9 2350.1 3032.1
#> 90667501_1 1514.3 3198.5 2178.5 2285.2 2171.3
#> 38278439_1 2438.7 1989.8 2822.5 1301.5 2493.2
#> 69925630_1 2956.4 2644.5 2587.9 3040.2 3139.9
#> 54693511_1 2688.8 3479.4 2657.5 2073.0 2105.1
#> 82074546_1 2279.7 2508.1 2314.3 2586.7 1986.6
#> 70477393_1 3273.0 1288.3 1702.3 2291.4 2350.1
#> 31800607_1 3253.5 1755.3 1879.9 2453.3 3327.9
#> 65263757_1 2692.6 2232.8 2619.8 2377.8 1771.0
#> 52672763_1 2717.9 2458.0 3762.7 2417.0 2155.2
#> 92815264_1 1765.9 2584.4 2611.3 2050.5 2849.8
#> 71305641_1 2163.4 2400.5 1460.3 2667.2 2256.0
#> 88325979_1 1925.3 3123.9 3331.6 1275.9 2602.6
#> 67769607_1 2350.8 2716.4 1558.8 2035.2 2763.3
#> 71016048_1 2635.4 2461.8 2449.0 2855.2 2670.8
#> 34248161_1 2709.7 2430.3 2498.3 2909.2 2290.5
#> 83316951_1 2049.5 2379.4 2285.2 3407.4 2629.9
#> 63149125_1 2873.5 2102.7 2554.3 2796.4 2880.5
#> 35094240_1 3185.7 2976.7 3060.9 2249.3 2501.2
#> 45697493_1 2891.4 1974.1 1828.6 2648.7 2643.1
#> 36965772_1 1200.7 2103.7 2556.9 2376.0 2353.9
#> 75692351_1 1777.2 3698.4 2319.7 2722.2 3156.4
#> 32994766_1 2552.4 1951.9 1972.2 2379.5 2978.7
#> 12262397_1 2602.0 2666.0 3177.2 2644.3 3058.2
#> 74369248_1 2185.6 1805.9 3054.6 2671.7 2290.1
#> 32815252_1 1964.9 3107.1 1937.8 2700.3 3596.9
#> 62668101_1 2040.6 1996.9 2777.9 2542.5 2487.7
#> 65054205_1 2426.7 2217.1 2433.5 2149.6 987.9
#> 29655282_1 2841.6 2532.6 1905.0 2694.3 1883.2
#> 64533397_1 2022.9 2008.3 1876.0 3156.2 2989.1
#> 52258642_1 2382.9 1750.3 2962.3 2461.0 2343.6
#> 33494702_1 2184.5 2288.1 1474.1 2795.3 3926.7
#> 43721936_1 2706.9 1989.5 2619.7 2978.8 2375.1
#> seq.8441.53 seq.9360.55 seq.7841.8 seq.8142.63 seq.4461.56
#> 51966571_1 1934.0 2516.7 3183.7 2022.1 2129.6
#> 28704098_1 2198.4 1770.8 2986.6 2190.0 2406.5
#> 81969215_1 2447.4 3529.1 2112.7 2433.6 2432.9
#> 68668418_1 1561.4 2449.3 2724.4 3251.9 2028.9
#> 38935826_1 2783.2 3030.0 2937.2 1823.8 2325.3
#> 74703475_1 862.9 2248.4 3356.2 2125.7 3278.4
#> 36178605_1 2127.8 2329.0 2729.3 2553.4 2412.3
#> 93904282_1 2215.3 2208.7 2227.4 2898.6 2804.2
#> 79223225_1 2583.1 2442.9 2848.4 3473.5 2370.6
#> 68004202_1 2658.9 2752.5 2535.7 2729.5 2495.3
#> 51134040_1 2619.2 1538.0 1803.0 2420.5 2282.9
#> 18037091_1 2025.4 2285.6 2591.4 1080.6 2928.0
#> 48915223_1 2514.8 3006.9 2210.5 3395.2 1795.3
#> 59046590_1 2804.6 3041.1 1791.6 1547.1 1672.4
#> 22440191_1 2010.5 2668.4 2017.3 2136.9 2056.2
#> 93503102_1 2444.7 2400.4 2483.0 2359.3 3021.7
#> 10117155_1 2425.6 2427.2 2544.1 2606.8 2485.5
#> 33801297_1 2266.3 1798.1 2378.3 1865.8 2398.1
#> 34887902_1 3067.9 3338.4 2017.1 1830.9 3100.6
#> 56899633_1 2632.0 2373.7 2907.5 1741.7 3197.1
#> 30132003_1 1883.2 2133.3 2554.2 2895.7 2981.0
#> 46713227_1 2868.6 3405.6 2518.2 2162.9 2702.6
#> 65338817_1 2724.6 2444.0 2871.8 1629.5 2194.5
#> 29347638_1 3003.9 3131.1 2464.2 3673.1 2051.8
#> 69694117_1 2282.8 2934.6 2946.8 1797.3 3057.6
#> 97975242_1 2972.7 2130.5 3339.2 2924.5 2919.9
#> 18797344_1 2030.8 3177.9 2417.2 3325.0 1540.8
#> 65073939_1 2277.0 2734.1 1896.1 2389.4 2035.6
#> 57485678_1 3423.9 2432.2 2073.4 1597.2 2958.5
#> 83562904_1 2802.8 2612.1 3214.3 2203.5 3494.8
#> 28728820_1 2919.1 2749.6 2329.3 2594.8 2492.6
#> 66083414_1 1766.5 2303.2 2117.2 2192.8 2985.1
#> 94112835_1 2379.1 2574.6 2714.0 2326.0 2585.2
#> 26463627_1 3230.6 2091.2 1360.0 2673.8 3426.2
#> 45366525_1 1717.4 1879.0 3164.3 2266.4 2758.0
#> 40869963_1 2698.4 1890.7 2008.7 1982.3 2429.5
#> 94637211_1 2661.3 1875.1 2444.5 3432.1 2702.3
#> 95354565_1 2897.1 1903.5 2347.4 2282.6 2612.5
#> 46557342_1 2326.3 2716.5 1811.4 2568.2 2851.5
#> 76936509_1 2580.5 2476.3 1799.8 2136.2 3150.8
#> 91024793_1 3007.9 3220.5 2702.2 2437.3 2806.2
#> 35984450_1 1657.1 2284.9 3039.9 3102.0 2425.2
#> 54659281_1 2747.6 2382.6 2737.8 3619.0 2098.3
#> 88834253_1 2627.1 2599.8 2981.3 2589.7 1857.1
#> 41009299_1 2633.9 2336.6 2844.2 2894.0 2772.7
#> 33721484_1 2981.1 2666.7 2513.1 2070.0 2242.2
#> 55789326_1 2388.7 2086.8 1978.4 1702.9 2247.3
#> 25885578_1 2052.0 3182.7 2603.4 2166.0 2876.1
#> 96338158_1 2924.4 2526.3 3383.1 2306.7 2884.5
#> 19400953_1 2224.3 2481.0 3176.2 2020.2 1937.7
#> 22069839_1 1560.8 3420.8 3028.6 2605.4 1936.9
#> 16041777_1 3252.6 1722.6 2345.7 2361.5 2501.8
#> 23001489_1 1705.3 2663.7 2428.0 1753.6 2332.2
#> 41068710_1 2291.0 1309.3 2494.6 2293.6 2663.0
#> 97703295_1 3687.9 2161.9 2532.4 1884.3 2276.9
#> 35274802_1 2944.6 2740.3 3280.5 2797.3 2632.9
#> 75398329_1 2881.7 2190.2 2150.4 3064.1 2924.4
#> 42005783_1 2660.7 1690.3 2664.4 2817.5 2031.3
#> 11949409_1 3069.0 1746.2 2465.5 3473.1 2427.6
#> 87556508_1 1935.4 3049.9 2712.2 1917.4 1790.9
#> 94064776_1 2346.4 1449.9 3135.8 3106.2 2962.0
#> 99784020_1 2296.8 2685.1 2527.8 2328.8 2015.5
#> 84916413_1 2343.7 2462.5 2137.1 2872.0 2418.6
#> 68369767_1 3008.4 3234.5 3252.8 2030.1 2899.3
#> 15409464_1 2717.4 2174.4 2760.2 2971.7 2271.0
#> 14727850_1 1820.3 2329.4 2777.8 2641.7 2186.8
#> 29761404_1 2217.2 2374.2 2202.4 3102.9 3288.5
#> 21873937_1 2465.9 1576.6 1570.3 2158.7 1918.6
#> 90667501_1 2382.3 1774.0 2698.5 2366.6 1678.4
#> 38278439_1 2037.4 3711.7 2160.1 2531.1 2292.8
#> 69925630_1 3566.5 3054.6 2468.7 2507.9 2963.9
#> 54693511_1 1899.9 2629.6 2081.8 1997.6 2238.9
#> 82074546_1 2544.5 2133.2 2877.9 2991.0 2856.1
#> 70477393_1 2957.3 2564.8 2682.3 2309.2 1761.0
#> 31800607_1 2311.7 2271.0 1326.6 2767.1 2867.9
#> 65263757_1 2311.2 3097.3 2751.4 2360.2 2602.2
#> 52672763_1 2438.3 1841.1 2049.3 2956.5 2157.1
#> 92815264_1 2721.4 2400.2 2545.2 2772.8 2312.0
#> 71305641_1 2304.3 2255.9 2872.8 2457.2 2387.0
#> 88325979_1 2097.1 2288.2 2887.6 2742.0 3687.7
#> 67769607_1 2695.4 2621.9 2463.2 3162.1 2622.6
#> 71016048_1 1545.7 2224.4 2327.8 2685.6 2775.0
#> 34248161_1 2845.3 2271.8 2160.4 1905.5 3429.7
#> 83316951_1 2287.4 1941.4 2841.8 2906.9 3007.2
#> 63149125_1 1632.0 2346.0 2573.6 2635.9 2616.2
#> 35094240_1 2659.6 2627.6 3002.1 2685.5 2141.4
#> 45697493_1 2220.8 2467.5 2773.4 3273.2 1957.8
#> 36965772_1 2296.5 2154.1 2861.5 1867.4 2092.7
#> 75692351_1 2549.7 1747.3 1841.4 1962.0 1650.6
#> 32994766_1 2019.0 2004.1 2450.0 2650.8 2543.3
#> 12262397_1 2556.2 3071.0 2063.6 2247.2 2697.5
#> 74369248_1 2680.1 2080.3 1484.6 2299.5 1752.0
#> 32815252_1 2148.1 3704.3 3401.7 2439.8 2687.2
#> 62668101_1 2261.1 3363.2 2631.3 2555.9 3242.6
#> 65054205_1 2166.8 2084.6 3568.6 2826.9 1690.3
#> 29655282_1 2648.0 2151.7 2117.8 2443.8 3058.6
#> 64533397_1 3286.3 2920.5 1706.9 2481.8 1358.9
#> 52258642_1 2523.8 2236.7 2570.3 3045.9 1674.3
#> 33494702_1 2744.1 2248.9 2411.9 2218.0 2625.5
#> 43721936_1 2380.1 3312.2 2743.1 2129.7 2206.6
#> seq.9297.97 seq.9396.38 seq.3300.26 seq.2772.14 seq.6615.18
#> 51966571_1 2573.8 2292.4 2245.9 3097.3 1802.8
#> 28704098_1 2638.4 2890.1 3326.9 1459.0 2525.6
#> 81969215_1 1996.0 2800.8 3319.1 2652.0 3048.5
#> 68668418_1 2303.2 2265.7 2497.2 2224.4 2398.5
#> 38935826_1 2441.8 3156.8 2168.3 3683.8 2286.1
#> 74703475_1 2881.8 2679.5 1970.4 3192.2 2285.7
#> 36178605_1 2444.2 2491.9 2360.4 2183.2 2226.7
#> 93904282_1 2393.6 2916.3 2583.5 3325.0 2003.7
#> 79223225_1 2327.4 2886.7 1689.6 1987.2 2970.6
#> 68004202_1 2519.6 1633.3 2705.9 2229.4 2874.4
#> 51134040_1 3131.0 2315.9 1589.5 2922.8 1730.8
#> 18037091_1 3085.9 2682.2 2588.7 2040.3 2769.6
#> 48915223_1 2813.2 2080.8 1877.4 2693.5 3328.2
#> 59046590_1 2709.1 3308.3 2134.9 2209.3 2682.9
#> 22440191_1 2743.7 2553.7 2352.6 2490.7 2314.6
#> 93503102_1 2228.9 1732.2 1688.7 2007.3 3003.9
#> 10117155_1 2294.5 2228.5 2767.7 2927.0 2101.2
#> 33801297_1 2545.8 2818.8 2448.4 1802.6 2212.2
#> 34887902_1 2355.3 2289.7 1865.2 2672.6 2961.7
#> 56899633_1 3288.5 2093.8 2752.3 3296.7 2730.5
#> 30132003_1 3002.1 2529.5 2216.5 3784.7 1904.5
#> 46713227_1 3033.6 2775.4 2464.5 2749.1 1586.5
#> 65338817_1 3057.8 2499.0 3010.5 2955.3 2364.3
#> 29347638_1 3103.2 2629.8 2479.8 2078.4 2328.8
#> 69694117_1 3434.1 2442.8 3076.1 2179.6 2965.1
#> 97975242_1 2816.0 2459.8 2019.2 2452.6 2266.5
#> 18797344_1 1660.6 2791.5 2516.8 2389.5 2444.4
#> 65073939_1 3298.0 2517.5 1339.3 2171.4 2072.9
#> 57485678_1 3289.0 2126.5 2745.7 3415.4 1873.4
#> 83562904_1 2778.2 2733.4 2205.7 2513.1 3405.3
#> 28728820_1 3165.8 3051.0 2274.1 2726.2 1935.0
#> 66083414_1 3077.4 1704.3 1278.5 1814.0 1926.8
#> 94112835_1 913.3 2726.0 3702.8 2820.4 2618.9
#> 26463627_1 1970.6 2139.4 2635.7 2937.2 2409.3
#> 45366525_1 3328.6 1765.9 2820.6 3039.1 2112.9
#> 40869963_1 3266.5 1595.5 1953.3 2676.8 2877.5
#> 94637211_1 2375.2 2371.5 3061.4 2427.4 2443.4
#> 95354565_1 2090.0 1729.2 2687.2 2634.6 1484.7
#> 46557342_1 1704.3 2497.2 2254.9 2385.4 2414.1
#> 76936509_1 2308.8 2362.9 2549.5 3317.1 2779.4
#> 91024793_1 2368.9 3137.3 2856.8 2445.8 2449.5
#> 35984450_1 2279.7 3806.5 3339.7 2277.9 2239.7
#> 54659281_1 2317.7 2807.4 2052.8 2084.8 1890.7
#> 88834253_1 2458.1 3302.3 2583.4 2708.5 2752.8
#> 41009299_1 3072.8 2978.3 1679.7 2620.5 2884.7
#> 33721484_1 2435.7 2478.4 1754.5 2826.4 2748.4
#> 55789326_1 2477.6 3326.1 1859.7 2469.2 2872.3
#> 25885578_1 2515.2 2514.7 3043.9 2767.0 2630.7
#> 96338158_1 2703.4 2922.4 2941.4 3056.0 2906.9
#> 19400953_1 2081.0 2610.9 2360.0 2211.6 2079.7
#> 22069839_1 2447.7 2238.9 3132.7 3100.9 2388.5
#> 16041777_1 2070.5 1787.5 1983.3 3097.3 2746.9
#> 23001489_1 3509.5 3046.5 2175.1 2237.1 3005.3
#> 41068710_1 2570.2 2938.7 3009.6 2558.8 2800.4
#> 97703295_1 1622.3 2565.7 2946.1 1563.4 2351.4
#> 35274802_1 2208.7 2801.4 1992.6 2974.6 2655.6
#> 75398329_1 2577.9 1698.8 2483.1 3047.3 2288.8
#> 42005783_1 2849.9 3059.8 3236.3 2637.3 2539.5
#> 11949409_1 3214.7 2944.3 1715.2 2853.8 2711.7
#> 87556508_1 2016.2 2831.8 2708.1 2281.7 2480.4
#> 94064776_1 3047.5 2322.5 1899.7 2550.8 1842.7
#> 99784020_1 1675.6 1592.8 2592.7 2464.8 2365.3
#> 84916413_1 2803.4 2277.1 2590.8 2419.8 2309.2
#> 68369767_1 2292.7 2305.2 2320.0 2779.3 2736.0
#> 15409464_1 2355.3 2439.6 2880.1 2626.9 2731.8
#> 14727850_1 3007.0 2494.0 2485.3 3509.9 2696.2
#> 29761404_1 3049.0 2540.2 3235.2 1798.8 2376.4
#> 21873937_1 2514.2 1949.1 2686.2 2819.8 1877.0
#> 90667501_1 2538.2 1955.0 2361.0 2276.9 2897.2
#> 38278439_1 3300.6 2216.8 2730.8 2548.2 3095.3
#> 69925630_1 2085.4 2799.6 3307.6 2219.2 2294.8
#> 54693511_1 3228.6 2664.3 2102.7 2173.4 2867.0
#> 82074546_1 2324.6 2832.5 2791.8 2518.2 2821.5
#> 70477393_1 2458.2 2468.5 3025.7 1895.0 1455.7
#> 31800607_1 2695.3 2230.7 2567.2 2283.6 2188.2
#> 65263757_1 2845.9 2964.4 2554.4 3011.9 3014.2
#> 52672763_1 2647.2 3165.9 1779.0 2488.1 2762.0
#> 92815264_1 3730.2 2396.1 3674.1 2832.6 2664.7
#> 71305641_1 2973.5 1903.2 2508.6 3615.4 2350.4
#> 88325979_1 3155.1 3043.8 2024.7 1977.2 2778.4
#> 67769607_1 2384.5 2089.3 2529.1 2333.2 2082.8
#> 71016048_1 2486.5 2053.6 2136.2 3059.7 2065.9
#> 34248161_1 2034.4 2339.7 3207.8 2069.2 2724.6
#> 83316951_1 2323.3 2400.6 1862.2 2232.2 2131.0
#> 63149125_1 2539.1 2341.4 2256.0 1752.9 1503.6
#> 35094240_1 2906.0 2004.5 2262.7 2384.4 2929.4
#> 45697493_1 2896.5 1608.6 2618.2 1379.7 2874.7
#> 36965772_1 2463.5 2491.9 2762.8 2255.2 2236.9
#> 75692351_1 2996.2 2988.4 2984.5 1912.3 2427.4
#> 32994766_1 2583.1 2473.0 1847.0 2348.0 2478.5
#> 12262397_1 2166.7 3051.6 2149.0 3037.5 2222.3
#> 74369248_1 3684.7 1520.7 3918.3 2755.4 1389.1
#> 32815252_1 2833.3 3325.8 3158.3 3384.1 3290.0
#> 62668101_1 3341.4 1691.6 2507.7 2074.8 2896.0
#> 65054205_1 2401.6 1614.8 2503.2 2459.5 2080.3
#> 29655282_1 3100.1 2150.3 2324.0 2061.0 2235.0
#> 64533397_1 2073.6 3816.4 2333.4 2872.3 3157.5
#> 52258642_1 2272.8 2015.5 2788.7 2621.1 1363.7
#> 33494702_1 2307.3 2437.0 3111.7 2180.4 3002.9
#> 43721936_1 2805.8 3274.5 2247.6 2089.8 1793.7
#> seq.8797.98 seq.9879.88 seq.8993.16 seq.9373.82
#> 51966571_1 3272.2 2324.8 2770.5 2355.7
#> 28704098_1 2539.6 2216.5 1371.0 1242.2
#> 81969215_1 2429.9 3034.8 3015.5 2987.9
#> 68668418_1 2080.8 2766.8 2551.7 3367.1
#> 38935826_1 2224.4 2748.9 2001.3 2350.8
#> 74703475_1 3124.3 3337.8 2522.4 2614.3
#> 36178605_1 3088.4 1965.3 2593.0 1973.4
#> 93904282_1 2464.1 2449.6 1827.6 2546.5
#> 79223225_1 1974.7 2485.6 2607.5 2936.1
#> 68004202_1 1990.4 1844.2 3147.1 2275.0
#> 51134040_1 2114.1 2106.3 2563.3 1486.6
#> 18037091_1 2781.9 2445.5 2997.2 2958.2
#> 48915223_1 2414.5 2771.8 3206.0 3338.0
#> 59046590_1 3040.7 3321.9 2650.7 2342.0
#> 22440191_1 2131.9 1951.3 2013.8 2496.7
#> 93503102_1 2935.7 2860.6 2499.9 2647.9
#> 10117155_1 1892.1 3315.6 2741.9 2705.7
#> 33801297_1 3978.2 2126.5 2152.1 2762.9
#> 34887902_1 1998.9 1667.0 2650.0 1914.9
#> 56899633_1 3429.2 2032.2 2118.7 2189.0
#> 30132003_1 2742.5 2134.6 3179.0 2828.7
#> 46713227_1 2734.0 2976.8 1183.0 2481.4
#> 65338817_1 2984.1 3077.8 2041.5 2271.3
#> 29347638_1 2512.7 3146.9 3034.4 2453.5
#> 69694117_1 2265.5 3200.0 3320.6 2319.3
#> 97975242_1 2594.8 3232.1 2344.6 2369.5
#> 18797344_1 2073.6 2885.7 3280.7 2810.2
#> 65073939_1 2752.1 2645.4 2258.0 2652.7
#> 57485678_1 2480.5 2686.3 2464.5 2570.6
#> 83562904_1 3262.1 2658.3 1945.9 2415.1
#> 28728820_1 2406.3 2214.0 2185.5 3654.5
#> 66083414_1 1937.3 2224.2 2715.2 2674.2
#> 94112835_1 2556.5 2488.8 2470.9 2227.6
#> 26463627_1 2283.3 1816.6 1954.1 2699.1
#> 45366525_1 2572.1 3042.1 2173.8 2250.2
#> 40869963_1 3003.3 2454.6 1505.1 3025.9
#> 94637211_1 2040.7 2412.2 2413.5 3384.9
#> 95354565_1 3591.9 1628.3 2599.9 2666.8
#> 46557342_1 3043.2 1815.8 1807.9 2573.0
#> 76936509_1 2384.7 2419.9 2892.2 2443.4
#> 91024793_1 2105.6 2047.3 2643.4 2832.8
#> 35984450_1 2805.9 1972.0 1828.1 1773.4
#> 54659281_1 1528.0 2444.3 3067.8 2226.1
#> 88834253_1 3159.6 1842.4 2898.3 2462.8
#> 41009299_1 1918.8 2793.2 2337.1 2988.7
#> 33721484_1 2420.4 3958.0 2140.3 2117.7
#> 55789326_1 2397.2 1967.5 2310.7 2720.8
#> 25885578_1 3437.6 2565.5 2706.3 2987.2
#> 96338158_1 1720.9 2869.7 3495.9 2424.1
#> 19400953_1 2763.8 2285.9 3158.8 2277.1
#> 22069839_1 2094.6 2511.5 2306.8 2274.6
#> 16041777_1 1362.1 2442.8 2877.5 1836.0
#> 23001489_1 1874.0 3111.6 2321.6 2735.6
#> 41068710_1 2130.1 2326.0 2828.5 2957.3
#> 97703295_1 1459.8 2363.5 3202.0 2978.1
#> 35274802_1 2829.6 3123.8 2672.4 2154.7
#> 75398329_1 1599.2 2418.4 2486.5 2654.4
#> 42005783_1 2363.8 1574.8 2315.2 1904.6
#> 11949409_1 1879.0 2695.3 1657.7 3674.5
#> 87556508_1 2456.8 2777.4 1441.9 1561.8
#> 94064776_1 2868.3 2914.5 2307.5 2571.8
#> 99784020_1 3095.5 3261.4 3211.6 2833.0
#> 84916413_1 2348.7 3231.4 2736.3 2465.8
#> 68369767_1 2553.8 2845.2 2267.9 2642.1
#> 15409464_1 3356.5 2938.0 2542.8 1967.1
#> 14727850_1 2398.3 2774.4 2613.2 2106.6
#> 29761404_1 2435.0 2064.9 2642.6 2541.0
#> 21873937_1 3562.3 2306.4 2578.1 1839.7
#> 90667501_1 2550.4 2757.6 2043.4 2679.9
#> 38278439_1 3424.7 2903.0 1655.1 2719.0
#> 69925630_1 3322.7 2535.6 1922.6 3451.8
#> 54693511_1 2943.4 2654.5 2358.9 3133.3
#> 82074546_1 3126.6 2834.7 3544.9 2864.0
#> 70477393_1 2510.4 2075.3 2851.0 2572.9
#> 31800607_1 2306.0 2770.4 2708.8 2481.1
#> 65263757_1 2866.7 2685.5 1610.7 1862.1
#> 52672763_1 1876.0 2128.6 3559.3 2338.4
#> 92815264_1 2967.9 2500.6 2433.9 2118.6
#> 71305641_1 3105.1 2149.8 3132.1 2222.4
#> 88325979_1 2956.4 1628.7 2219.6 2148.0
#> 67769607_1 3198.0 2233.9 2020.0 2600.7
#> 71016048_1 1546.7 2883.6 2692.2 2283.9
#> 34248161_1 1871.3 2596.4 2341.0 3786.1
#> 83316951_1 2817.4 2598.4 2706.1 1858.6
#> 63149125_1 2934.6 2055.3 2968.7 2233.9
#> 35094240_1 1634.0 2302.9 3072.9 2292.5
#> 45697493_1 1703.7 2114.0 3146.0 2422.2
#> 36965772_1 2160.3 2599.5 3081.9 2551.1
#> 75692351_1 1863.0 2458.9 2519.2 2014.9
#> 32994766_1 3007.6 2302.6 2658.7 2795.9
#> 12262397_1 1330.6 2092.6 1982.4 2977.8
#> 74369248_1 2638.3 2526.4 2716.7 1837.9
#> 32815252_1 2908.2 3437.4 2560.5 3235.9
#> 62668101_1 2663.8 2001.2 3572.3 2891.8
#> 65054205_1 2874.1 3668.1 2091.6 2303.3
#> 29655282_1 2980.3 2828.1 2300.6 2329.1
#> 64533397_1 2957.7 2022.6 2797.2 2681.4
#> 52258642_1 2899.3 2687.5 1846.9 2721.7
#> 33494702_1 1279.1 1857.4 3047.0 2711.7
#> 43721936_1 2461.4 2394.2 3257.1 2297.2
idx <- 25L # random 25th column
imputeNAs(adat[[idx]])
#> [1] 2256.7 2870.7 2515.3 2273.7 1964.7 4230.9 2210.4 2580.7 2561.1
#> [10] 2278.5 2412.0 2501.6 2733.1 1778.8 2061.5 2062.3 2880.2 2427.7
#> [19] 2801.5 2485.8 2086.7 3110.6 2316.0 2555.4 3303.1 2583.7 1871.9
#> [28] 2281.9 2783.0 2067.4 1625.0 2114.1 3002.4 2073.2 2444.6 2807.1
#> [37] 2558.9 2844.0 2545.1 1996.0 2186.8 3503.0 3000.7 2524.3 2960.3
#> [46] 2589.5 2151.2 2430.3 3187.8 3418.3 1297.0 2706.1 2758.5 2467.8
#> [55] 3121.1 2443.4 1566.1 2898.7 2972.3 2678.6 2901.6 2927.0 1649.4
#> [64] 2136.7 3511.4 3292.0 2278.5 2582.3 3745.3 2859.2 3234.4 2137.5
#> [73] 1957.7 2532.0 2571.8 2717.2 2655.5 1842.8 2207.6 2830.3 2255.9
#> [82] 2297.5 2196.6 2439.9 2845.4 2172.6 2614.1 1633.1 2321.7 1714.5
#> [91] 2586.7 1527.1 2406.2 2841.3 3218.6 2083.0 1921.1 1992.1 1988.5
#> [100] 2654.9
# test the S3 method
all.equal(imputeNAs(adat[[idx]]), imputeNAs(adat)[[idx]])
#> [1] TRUE
x <- adat[[idx]]
x[seq(1, nrow(adat), 10L)] <- NA_real_
x
#> [1] NA 2870.7 2515.3 2273.7 1964.7 4230.9 2210.4 2580.7 2561.1
#> [10] 2278.5 NA 2501.6 2733.1 1778.8 2061.5 2062.3 2880.2 2427.7
#> [19] 2801.5 2485.8 NA 3110.6 2316.0 2555.4 3303.1 2583.7 1871.9
#> [28] 2281.9 2783.0 2067.4 NA 2114.1 3002.4 2073.2 2444.6 2807.1
#> [37] 2558.9 2844.0 2545.1 1996.0 NA 3503.0 3000.7 2524.3 2960.3
#> [46] 2589.5 2151.2 2430.3 3187.8 3418.3 NA 2706.1 2758.5 2467.8
#> [55] 3121.1 2443.4 1566.1 2898.7 2972.3 2678.6 NA 2927.0 1649.4
#> [64] 2136.7 3511.4 3292.0 2278.5 2582.3 3745.3 2859.2 NA 2137.5
#> [73] 1957.7 2532.0 2571.8 2717.2 2655.5 1842.8 2207.6 2830.3 NA
#> [82] 2297.5 2196.6 2439.9 2845.4 2172.6 2614.1 1633.1 2321.7 1714.5
#> [91] NA 1527.1 2406.2 2841.3 3218.6 2083.0 1921.1 1992.1 1988.5
#> [100] 2654.9
median(x, na.rm = TRUE)
#> [1] 2528.15
imputeNAs(x)
#> [1] 2528.15 2870.70 2515.30 2273.70 1964.70 4230.90 2210.40 2580.70
#> [9] 2561.10 2278.50 2528.15 2501.60 2733.10 1778.80 2061.50 2062.30
#> [17] 2880.20 2427.70 2801.50 2485.80 2528.15 3110.60 2316.00 2555.40
#> [25] 3303.10 2583.70 1871.90 2281.90 2783.00 2067.40 2528.15 2114.10
#> [33] 3002.40 2073.20 2444.60 2807.10 2558.90 2844.00 2545.10 1996.00
#> [41] 2528.15 3503.00 3000.70 2524.30 2960.30 2589.50 2151.20 2430.30
#> [49] 3187.80 3418.30 2528.15 2706.10 2758.50 2467.80 3121.10 2443.40
#> [57] 1566.10 2898.70 2972.30 2678.60 2528.15 2927.00 1649.40 2136.70
#> [65] 3511.40 3292.00 2278.50 2582.30 3745.30 2859.20 2528.15 2137.50
#> [73] 1957.70 2532.00 2571.80 2717.20 2655.50 1842.80 2207.60 2830.30
#> [81] 2528.15 2297.50 2196.60 2439.90 2845.40 2172.60 2614.10 1633.10
#> [89] 2321.70 1714.50 2528.15 1527.10 2406.20 2841.30 3218.60 2083.00
#> [97] 1921.10 1992.10 1988.50 2654.90
table(imputeNAs(x)) |> sort() |> tail()
#>
#> 3503 3511.4 3745.3 4230.9 2278.5 2528.15
#> 1 1 1 1 2 10