R Under development (unstable) (2025-08-19 r88650 ucrt) -- "Unsuffered Consequences" Copyright (C) 2025 The R Foundation for Statistical Computing Platform: x86_64-w64-mingw32/x64 R is free software and comes with ABSOLUTELY NO WARRANTY. You are welcome to redistribute it under certain conditions. Type 'license()' or 'licence()' for distribution details. R is a collaborative project with many contributors. Type 'contributors()' for more information and 'citation()' on how to cite R or R packages in publications. Type 'demo()' for some demos, 'help()' for on-line help, or 'help.start()' for an HTML browser interface to help. Type 'q()' to quit R. > # This file is part of the standard setup for testthat. > # It is recommended that you do not modify it. > # > # Where should you do additional test configuration? > # Learn more about the roles of various files in: > # * https://r-pkgs.org/testing-design.html#sec-tests-files-overview > # * https://testthat.r-lib.org/articles/special-files.html > > library(testthat) > library(metamorphr) > > test_check("metamorphr") # A tibble: 11 x 4 Group Replicate Batch Factor 1 control 1 1 0.858 2 control 1 1 1.02 3 control 1 1 1.35 4 treatment 1 1 1.02 5 treatment 1 1 1.26 6 treatment 1 1 0.968 7 QC 1 1 1.12 8 QC 1 1 1.11 9 QC 1 1 1.43 10 blank 1 1 0.935 11 blank 1 1 0.877 # A tibble: 110 x 3 UID Feature Factor 1 1 161.10519 Da 26.98 s 0.858 2 2 276.13647 Da 27.28 s 0.858 3 3 304.24023 Da 32.86 s 0.858 4 4 417.23236 Da 60.08 s 0.858 5 5 104.10753 Da 170.31 s 0.858 6 6 105.04259 Da 199.80 s 0.858 7 7 237.09204 Da 313.24 s 0.858 8 8 745.09111 Da 382.23 s 0.858 9 9 427.02942 Da 424.84 s 0.858 10 10 1284.34904 Da 498.94 s 0.858 11 1 161.10519 Da 26.98 s 1.02 12 2 276.13647 Da 27.28 s 1.02 13 3 304.24023 Da 32.86 s 1.02 14 4 417.23236 Da 60.08 s 1.02 15 5 104.10753 Da 170.31 s 1.02 16 6 105.04259 Da 199.80 s 1.02 17 7 237.09204 Da 313.24 s 1.02 18 8 745.09111 Da 382.23 s 1.02 19 9 427.02942 Da 424.84 s 1.02 20 10 1284.34904 Da 498.94 s 1.02 21 1 161.10519 Da 26.98 s 1.35 22 2 276.13647 Da 27.28 s 1.35 23 3 304.24023 Da 32.86 s 1.35 24 4 417.23236 Da 60.08 s 1.35 25 5 104.10753 Da 170.31 s 1.35 26 6 105.04259 Da 199.80 s 1.35 27 7 237.09204 Da 313.24 s 1.35 28 8 745.09111 Da 382.23 s 1.35 29 9 427.02942 Da 424.84 s 1.35 30 10 1284.34904 Da 498.94 s 1.35 31 1 161.10519 Da 26.98 s 1.02 32 2 276.13647 Da 27.28 s 1.02 33 3 304.24023 Da 32.86 s 1.02 34 4 417.23236 Da 60.08 s 1.02 35 5 104.10753 Da 170.31 s 1.02 36 6 105.04259 Da 199.80 s 1.02 37 7 237.09204 Da 313.24 s 1.02 38 8 745.09111 Da 382.23 s 1.02 39 9 427.02942 Da 424.84 s 1.02 40 10 1284.34904 Da 498.94 s 1.02 41 1 161.10519 Da 26.98 s 1.26 42 2 276.13647 Da 27.28 s 1.26 43 3 304.24023 Da 32.86 s 1.26 44 4 417.23236 Da 60.08 s 1.26 45 5 104.10753 Da 170.31 s 1.26 46 6 105.04259 Da 199.80 s 1.26 47 7 237.09204 Da 313.24 s 1.26 48 8 745.09111 Da 382.23 s 1.26 49 9 427.02942 Da 424.84 s 1.26 50 10 1284.34904 Da 498.94 s 1.26 51 1 161.10519 Da 26.98 s 0.968 52 2 276.13647 Da 27.28 s 0.968 53 3 304.24023 Da 32.86 s 0.968 54 4 417.23236 Da 60.08 s 0.968 55 5 104.10753 Da 170.31 s 0.968 56 6 105.04259 Da 199.80 s 0.968 57 7 237.09204 Da 313.24 s 0.968 58 8 745.09111 Da 382.23 s 0.968 59 9 427.02942 Da 424.84 s 0.968 60 10 1284.34904 Da 498.94 s 0.968 61 1 161.10519 Da 26.98 s 1.12 62 2 276.13647 Da 27.28 s 1.12 63 3 304.24023 Da 32.86 s 1.12 64 4 417.23236 Da 60.08 s 1.12 65 5 104.10753 Da 170.31 s 1.12 66 6 105.04259 Da 199.80 s 1.12 67 7 237.09204 Da 313.24 s 1.12 68 8 745.09111 Da 382.23 s 1.12 69 9 427.02942 Da 424.84 s 1.12 70 10 1284.34904 Da 498.94 s 1.12 71 1 161.10519 Da 26.98 s 1.11 72 2 276.13647 Da 27.28 s 1.11 73 3 304.24023 Da 32.86 s 1.11 74 4 417.23236 Da 60.08 s 1.11 75 5 104.10753 Da 170.31 s 1.11 76 6 105.04259 Da 199.80 s 1.11 77 7 237.09204 Da 313.24 s 1.11 78 8 745.09111 Da 382.23 s 1.11 79 9 427.02942 Da 424.84 s 1.11 80 10 1284.34904 Da 498.94 s 1.11 81 1 161.10519 Da 26.98 s 1.43 82 2 276.13647 Da 27.28 s 1.43 83 3 304.24023 Da 32.86 s 1.43 84 4 417.23236 Da 60.08 s 1.43 85 5 104.10753 Da 170.31 s 1.43 86 6 105.04259 Da 199.80 s 1.43 87 7 237.09204 Da 313.24 s 1.43 88 8 745.09111 Da 382.23 s 1.43 89 9 427.02942 Da 424.84 s 1.43 90 10 1284.34904 Da 498.94 s 1.43 91 1 161.10519 Da 26.98 s 0.935 92 2 276.13647 Da 27.28 s 0.935 93 3 304.24023 Da 32.86 s 0.935 94 4 417.23236 Da 60.08 s 0.935 95 5 104.10753 Da 170.31 s 0.935 96 6 105.04259 Da 199.80 s 0.935 97 7 237.09204 Da 313.24 s 0.935 98 8 745.09111 Da 382.23 s 0.935 99 9 427.02942 Da 424.84 s 0.935 100 10 1284.34904 Da 498.94 s 0.935 101 1 161.10519 Da 26.98 s 0.877 102 2 276.13647 Da 27.28 s 0.877 103 3 304.24023 Da 32.86 s 0.877 104 4 417.23236 Da 60.08 s 0.877 105 5 104.10753 Da 170.31 s 0.877 106 6 105.04259 Da 199.80 s 0.877 107 7 237.09204 Da 313.24 s 0.877 108 8 745.09111 Da 382.23 s 0.877 109 9 427.02942 Da 424.84 s 0.877 110 10 1284.34904 Da 498.94 s 0.877 # A tibble: 11 x 4 Group Replicate Batch Factor 1 control 1 1 0.858 2 control 1 1 1.02 3 control 1 1 1.35 4 treatment 1 1 1.02 5 treatment 1 1 1.26 6 treatment 1 1 0.968 7 QC 1 1 1.12 8 QC 1 1 1.11 9 QC 1 1 1.43 10 blank 1 1 0.935 11 blank 1 1 0.877 # A tibble: 110 x 3 UID Feature Factor 1 1 161.10519 Da 26.98 s 0.858 2 2 276.13647 Da 27.28 s 0.858 3 3 304.24023 Da 32.86 s 0.858 4 4 417.23236 Da 60.08 s 0.858 5 5 104.10753 Da 170.31 s 0.858 6 6 105.04259 Da 199.80 s 0.858 7 7 237.09204 Da 313.24 s 0.858 8 8 745.09111 Da 382.23 s 0.858 9 9 427.02942 Da 424.84 s 0.858 10 10 1284.34904 Da 498.94 s 0.858 11 1 161.10519 Da 26.98 s 1.02 12 2 276.13647 Da 27.28 s 1.02 13 3 304.24023 Da 32.86 s 1.02 14 4 417.23236 Da 60.08 s 1.02 15 5 104.10753 Da 170.31 s 1.02 16 6 105.04259 Da 199.80 s 1.02 17 7 237.09204 Da 313.24 s 1.02 18 8 745.09111 Da 382.23 s 1.02 19 9 427.02942 Da 424.84 s 1.02 20 10 1284.34904 Da 498.94 s 1.02 21 1 161.10519 Da 26.98 s 1.35 22 2 276.13647 Da 27.28 s 1.35 23 3 304.24023 Da 32.86 s 1.35 24 4 417.23236 Da 60.08 s 1.35 25 5 104.10753 Da 170.31 s 1.35 26 6 105.04259 Da 199.80 s 1.35 27 7 237.09204 Da 313.24 s 1.35 28 8 745.09111 Da 382.23 s 1.35 29 9 427.02942 Da 424.84 s 1.35 30 10 1284.34904 Da 498.94 s 1.35 31 1 161.10519 Da 26.98 s 1.02 32 2 276.13647 Da 27.28 s 1.02 33 3 304.24023 Da 32.86 s 1.02 34 4 417.23236 Da 60.08 s 1.02 35 5 104.10753 Da 170.31 s 1.02 36 6 105.04259 Da 199.80 s 1.02 37 7 237.09204 Da 313.24 s 1.02 38 8 745.09111 Da 382.23 s 1.02 39 9 427.02942 Da 424.84 s 1.02 40 10 1284.34904 Da 498.94 s 1.02 41 1 161.10519 Da 26.98 s 1.26 42 2 276.13647 Da 27.28 s 1.26 43 3 304.24023 Da 32.86 s 1.26 44 4 417.23236 Da 60.08 s 1.26 45 5 104.10753 Da 170.31 s 1.26 46 6 105.04259 Da 199.80 s 1.26 47 7 237.09204 Da 313.24 s 1.26 48 8 745.09111 Da 382.23 s 1.26 49 9 427.02942 Da 424.84 s 1.26 50 10 1284.34904 Da 498.94 s 1.26 51 1 161.10519 Da 26.98 s 0.968 52 2 276.13647 Da 27.28 s 0.968 53 3 304.24023 Da 32.86 s 0.968 54 4 417.23236 Da 60.08 s 0.968 55 5 104.10753 Da 170.31 s 0.968 56 6 105.04259 Da 199.80 s 0.968 57 7 237.09204 Da 313.24 s 0.968 58 8 745.09111 Da 382.23 s 0.968 59 9 427.02942 Da 424.84 s 0.968 60 10 1284.34904 Da 498.94 s 0.968 61 1 161.10519 Da 26.98 s 1.12 62 2 276.13647 Da 27.28 s 1.12 63 3 304.24023 Da 32.86 s 1.12 64 4 417.23236 Da 60.08 s 1.12 65 5 104.10753 Da 170.31 s 1.12 66 6 105.04259 Da 199.80 s 1.12 67 7 237.09204 Da 313.24 s 1.12 68 8 745.09111 Da 382.23 s 1.12 69 9 427.02942 Da 424.84 s 1.12 70 10 1284.34904 Da 498.94 s 1.12 71 1 161.10519 Da 26.98 s 1.11 72 2 276.13647 Da 27.28 s 1.11 73 3 304.24023 Da 32.86 s 1.11 74 4 417.23236 Da 60.08 s 1.11 75 5 104.10753 Da 170.31 s 1.11 76 6 105.04259 Da 199.80 s 1.11 77 7 237.09204 Da 313.24 s 1.11 78 8 745.09111 Da 382.23 s 1.11 79 9 427.02942 Da 424.84 s 1.11 80 10 1284.34904 Da 498.94 s 1.11 81 1 161.10519 Da 26.98 s 1.43 82 2 276.13647 Da 27.28 s 1.43 83 3 304.24023 Da 32.86 s 1.43 84 4 417.23236 Da 60.08 s 1.43 85 5 104.10753 Da 170.31 s 1.43 86 6 105.04259 Da 199.80 s 1.43 87 7 237.09204 Da 313.24 s 1.43 88 8 745.09111 Da 382.23 s 1.43 89 9 427.02942 Da 424.84 s 1.43 90 10 1284.34904 Da 498.94 s 1.43 91 1 161.10519 Da 26.98 s 0.935 92 2 276.13647 Da 27.28 s 0.935 93 3 304.24023 Da 32.86 s 0.935 94 4 417.23236 Da 60.08 s 0.935 95 5 104.10753 Da 170.31 s 0.935 96 6 105.04259 Da 199.80 s 0.935 97 7 237.09204 Da 313.24 s 0.935 98 8 745.09111 Da 382.23 s 0.935 99 9 427.02942 Da 424.84 s 0.935 100 10 1284.34904 Da 498.94 s 0.935 101 1 161.10519 Da 26.98 s 0.877 102 2 276.13647 Da 27.28 s 0.877 103 3 304.24023 Da 32.86 s 0.877 104 4 417.23236 Da 60.08 s 0.877 105 5 104.10753 Da 170.31 s 0.877 106 6 105.04259 Da 199.80 s 0.877 107 7 237.09204 Da 313.24 s 0.877 108 8 745.09111 Da 382.23 s 0.877 109 9 427.02942 Da 424.84 s 0.877 110 10 1284.34904 Da 498.94 s 0.877 # A tibble: 11 x 4 Group Replicate Batch Factor 1 control 1 1 0.858 2 control 1 1 1.02 3 control 1 1 1.35 4 treatment 1 1 1.02 5 treatment 1 1 1.26 6 treatment 1 1 0.968 7 QC 1 1 1.12 8 QC 1 1 1.11 9 QC 1 1 1.43 10 blank 1 1 0.935 11 blank 1 1 0.877 # A tibble: 110 x 3 UID Feature Factor 1 1 161.10519 Da 26.98 s 0.858 2 2 276.13647 Da 27.28 s 0.858 3 3 304.24023 Da 32.86 s 0.858 4 4 417.23236 Da 60.08 s 0.858 5 5 104.10753 Da 170.31 s 0.858 6 6 105.04259 Da 199.80 s 0.858 7 7 237.09204 Da 313.24 s 0.858 8 8 745.09111 Da 382.23 s 0.858 9 9 427.02942 Da 424.84 s 0.858 10 10 1284.34904 Da 498.94 s 0.858 11 1 161.10519 Da 26.98 s 1.02 12 2 276.13647 Da 27.28 s 1.02 13 3 304.24023 Da 32.86 s 1.02 14 4 417.23236 Da 60.08 s 1.02 15 5 104.10753 Da 170.31 s 1.02 16 6 105.04259 Da 199.80 s 1.02 17 7 237.09204 Da 313.24 s 1.02 18 8 745.09111 Da 382.23 s 1.02 19 9 427.02942 Da 424.84 s 1.02 20 10 1284.34904 Da 498.94 s 1.02 21 1 161.10519 Da 26.98 s 1.35 22 2 276.13647 Da 27.28 s 1.35 23 3 304.24023 Da 32.86 s 1.35 24 4 417.23236 Da 60.08 s 1.35 25 5 104.10753 Da 170.31 s 1.35 26 6 105.04259 Da 199.80 s 1.35 27 7 237.09204 Da 313.24 s 1.35 28 8 745.09111 Da 382.23 s 1.35 29 9 427.02942 Da 424.84 s 1.35 30 10 1284.34904 Da 498.94 s 1.35 31 1 161.10519 Da 26.98 s 1.02 32 2 276.13647 Da 27.28 s 1.02 33 3 304.24023 Da 32.86 s 1.02 34 4 417.23236 Da 60.08 s 1.02 35 5 104.10753 Da 170.31 s 1.02 36 6 105.04259 Da 199.80 s 1.02 37 7 237.09204 Da 313.24 s 1.02 38 8 745.09111 Da 382.23 s 1.02 39 9 427.02942 Da 424.84 s 1.02 40 10 1284.34904 Da 498.94 s 1.02 41 1 161.10519 Da 26.98 s 1.26 42 2 276.13647 Da 27.28 s 1.26 43 3 304.24023 Da 32.86 s 1.26 44 4 417.23236 Da 60.08 s 1.26 45 5 104.10753 Da 170.31 s 1.26 46 6 105.04259 Da 199.80 s 1.26 47 7 237.09204 Da 313.24 s 1.26 48 8 745.09111 Da 382.23 s 1.26 49 9 427.02942 Da 424.84 s 1.26 50 10 1284.34904 Da 498.94 s 1.26 51 1 161.10519 Da 26.98 s 0.968 52 2 276.13647 Da 27.28 s 0.968 53 3 304.24023 Da 32.86 s 0.968 54 4 417.23236 Da 60.08 s 0.968 55 5 104.10753 Da 170.31 s 0.968 56 6 105.04259 Da 199.80 s 0.968 57 7 237.09204 Da 313.24 s 0.968 58 8 745.09111 Da 382.23 s 0.968 59 9 427.02942 Da 424.84 s 0.968 60 10 1284.34904 Da 498.94 s 0.968 61 1 161.10519 Da 26.98 s 1.12 62 2 276.13647 Da 27.28 s 1.12 63 3 304.24023 Da 32.86 s 1.12 64 4 417.23236 Da 60.08 s 1.12 65 5 104.10753 Da 170.31 s 1.12 66 6 105.04259 Da 199.80 s 1.12 67 7 237.09204 Da 313.24 s 1.12 68 8 745.09111 Da 382.23 s 1.12 69 9 427.02942 Da 424.84 s 1.12 70 10 1284.34904 Da 498.94 s 1.12 71 1 161.10519 Da 26.98 s 1.11 72 2 276.13647 Da 27.28 s 1.11 73 3 304.24023 Da 32.86 s 1.11 74 4 417.23236 Da 60.08 s 1.11 75 5 104.10753 Da 170.31 s 1.11 76 6 105.04259 Da 199.80 s 1.11 77 7 237.09204 Da 313.24 s 1.11 78 8 745.09111 Da 382.23 s 1.11 79 9 427.02942 Da 424.84 s 1.11 80 10 1284.34904 Da 498.94 s 1.11 81 1 161.10519 Da 26.98 s 1.43 82 2 276.13647 Da 27.28 s 1.43 83 3 304.24023 Da 32.86 s 1.43 84 4 417.23236 Da 60.08 s 1.43 85 5 104.10753 Da 170.31 s 1.43 86 6 105.04259 Da 199.80 s 1.43 87 7 237.09204 Da 313.24 s 1.43 88 8 745.09111 Da 382.23 s 1.43 89 9 427.02942 Da 424.84 s 1.43 90 10 1284.34904 Da 498.94 s 1.43 91 1 161.10519 Da 26.98 s 0.935 92 2 276.13647 Da 27.28 s 0.935 93 3 304.24023 Da 32.86 s 0.935 94 4 417.23236 Da 60.08 s 0.935 95 5 104.10753 Da 170.31 s 0.935 96 6 105.04259 Da 199.80 s 0.935 97 7 237.09204 Da 313.24 s 0.935 98 8 745.09111 Da 382.23 s 0.935 99 9 427.02942 Da 424.84 s 0.935 100 10 1284.34904 Da 498.94 s 0.935 101 1 161.10519 Da 26.98 s 0.877 102 2 276.13647 Da 27.28 s 0.877 103 3 304.24023 Da 32.86 s 0.877 104 4 417.23236 Da 60.08 s 0.877 105 5 104.10753 Da 170.31 s 0.877 106 6 105.04259 Da 199.80 s 0.877 107 7 237.09204 Da 313.24 s 0.877 108 8 745.09111 Da 382.23 s 0.877 109 9 427.02942 Da 424.84 s 0.877 110 10 1284.34904 Da 498.94 s 0.877 # A tibble: 11 x 4 Group Replicate Batch Factor 1 control 1 1 0.858 2 control 1 1 1.02 3 control 1 1 1.35 4 treatment 1 1 1.02 5 treatment 1 1 1.26 6 treatment 1 1 0.968 7 QC 1 1 1.12 8 QC 1 1 1.11 9 QC 1 1 1.43 10 blank 1 1 0.935 11 blank 1 1 0.877 # A tibble: 110 x 3 UID Feature Factor 1 1 161.10519 Da 26.98 s 0.858 2 2 276.13647 Da 27.28 s 0.858 3 3 304.24023 Da 32.86 s 0.858 4 4 417.23236 Da 60.08 s 0.858 5 5 104.10753 Da 170.31 s 0.858 6 6 105.04259 Da 199.80 s 0.858 7 7 237.09204 Da 313.24 s 0.858 8 8 745.09111 Da 382.23 s 0.858 9 9 427.02942 Da 424.84 s 0.858 10 10 1284.34904 Da 498.94 s 0.858 11 1 161.10519 Da 26.98 s 1.02 12 2 276.13647 Da 27.28 s 1.02 13 3 304.24023 Da 32.86 s 1.02 14 4 417.23236 Da 60.08 s 1.02 15 5 104.10753 Da 170.31 s 1.02 16 6 105.04259 Da 199.80 s 1.02 17 7 237.09204 Da 313.24 s 1.02 18 8 745.09111 Da 382.23 s 1.02 19 9 427.02942 Da 424.84 s 1.02 20 10 1284.34904 Da 498.94 s 1.02 21 1 161.10519 Da 26.98 s 1.35 22 2 276.13647 Da 27.28 s 1.35 23 3 304.24023 Da 32.86 s 1.35 24 4 417.23236 Da 60.08 s 1.35 25 5 104.10753 Da 170.31 s 1.35 26 6 105.04259 Da 199.80 s 1.35 27 7 237.09204 Da 313.24 s 1.35 28 8 745.09111 Da 382.23 s 1.35 29 9 427.02942 Da 424.84 s 1.35 30 10 1284.34904 Da 498.94 s 1.35 31 1 161.10519 Da 26.98 s 1.02 32 2 276.13647 Da 27.28 s 1.02 33 3 304.24023 Da 32.86 s 1.02 34 4 417.23236 Da 60.08 s 1.02 35 5 104.10753 Da 170.31 s 1.02 36 6 105.04259 Da 199.80 s 1.02 37 7 237.09204 Da 313.24 s 1.02 38 8 745.09111 Da 382.23 s 1.02 39 9 427.02942 Da 424.84 s 1.02 40 10 1284.34904 Da 498.94 s 1.02 41 1 161.10519 Da 26.98 s 1.26 42 2 276.13647 Da 27.28 s 1.26 43 3 304.24023 Da 32.86 s 1.26 44 4 417.23236 Da 60.08 s 1.26 45 5 104.10753 Da 170.31 s 1.26 46 6 105.04259 Da 199.80 s 1.26 47 7 237.09204 Da 313.24 s 1.26 48 8 745.09111 Da 382.23 s 1.26 49 9 427.02942 Da 424.84 s 1.26 50 10 1284.34904 Da 498.94 s 1.26 51 1 161.10519 Da 26.98 s 0.968 52 2 276.13647 Da 27.28 s 0.968 53 3 304.24023 Da 32.86 s 0.968 54 4 417.23236 Da 60.08 s 0.968 55 5 104.10753 Da 170.31 s 0.968 56 6 105.04259 Da 199.80 s 0.968 57 7 237.09204 Da 313.24 s 0.968 58 8 745.09111 Da 382.23 s 0.968 59 9 427.02942 Da 424.84 s 0.968 60 10 1284.34904 Da 498.94 s 0.968 61 1 161.10519 Da 26.98 s 1.12 62 2 276.13647 Da 27.28 s 1.12 63 3 304.24023 Da 32.86 s 1.12 64 4 417.23236 Da 60.08 s 1.12 65 5 104.10753 Da 170.31 s 1.12 66 6 105.04259 Da 199.80 s 1.12 67 7 237.09204 Da 313.24 s 1.12 68 8 745.09111 Da 382.23 s 1.12 69 9 427.02942 Da 424.84 s 1.12 70 10 1284.34904 Da 498.94 s 1.12 71 1 161.10519 Da 26.98 s 1.11 72 2 276.13647 Da 27.28 s 1.11 73 3 304.24023 Da 32.86 s 1.11 74 4 417.23236 Da 60.08 s 1.11 75 5 104.10753 Da 170.31 s 1.11 76 6 105.04259 Da 199.80 s 1.11 77 7 237.09204 Da 313.24 s 1.11 78 8 745.09111 Da 382.23 s 1.11 79 9 427.02942 Da 424.84 s 1.11 80 10 1284.34904 Da 498.94 s 1.11 81 1 161.10519 Da 26.98 s 1.43 82 2 276.13647 Da 27.28 s 1.43 83 3 304.24023 Da 32.86 s 1.43 84 4 417.23236 Da 60.08 s 1.43 85 5 104.10753 Da 170.31 s 1.43 86 6 105.04259 Da 199.80 s 1.43 87 7 237.09204 Da 313.24 s 1.43 88 8 745.09111 Da 382.23 s 1.43 89 9 427.02942 Da 424.84 s 1.43 90 10 1284.34904 Da 498.94 s 1.43 91 1 161.10519 Da 26.98 s 0.935 92 2 276.13647 Da 27.28 s 0.935 93 3 304.24023 Da 32.86 s 0.935 94 4 417.23236 Da 60.08 s 0.935 95 5 104.10753 Da 170.31 s 0.935 96 6 105.04259 Da 199.80 s 0.935 97 7 237.09204 Da 313.24 s 0.935 98 8 745.09111 Da 382.23 s 0.935 99 9 427.02942 Da 424.84 s 0.935 100 10 1284.34904 Da 498.94 s 0.935 101 1 161.10519 Da 26.98 s 0.877 102 2 276.13647 Da 27.28 s 0.877 103 3 304.24023 Da 32.86 s 0.877 104 4 417.23236 Da 60.08 s 0.877 105 5 104.10753 Da 170.31 s 0.877 106 6 105.04259 Da 199.80 s 0.877 107 7 237.09204 Da 313.24 s 0.877 108 8 745.09111 Da 382.23 s 0.877 109 9 427.02942 Da 424.84 s 0.877 110 10 1284.34904 Da 498.94 s 0.877 # A tibble: 11 x 4 Group Replicate Batch Factor 1 control 1 1 0.858 2 control 1 1 1.02 3 control 1 1 1.35 4 treatment 1 1 1.02 5 treatment 1 1 1.26 6 treatment 1 1 0.968 7 QC 1 1 1.12 8 QC 1 1 1.11 9 QC 1 1 1.43 10 blank 1 1 0.935 11 blank 1 1 0.877 # A tibble: 110 x 3 UID Feature Factor 1 1 161.10519 Da 26.98 s 0.858 2 2 276.13647 Da 27.28 s 0.858 3 3 304.24023 Da 32.86 s 0.858 4 4 417.23236 Da 60.08 s 0.858 5 5 104.10753 Da 170.31 s 0.858 6 6 105.04259 Da 199.80 s 0.858 7 7 237.09204 Da 313.24 s 0.858 8 8 745.09111 Da 382.23 s 0.858 9 9 427.02942 Da 424.84 s 0.858 10 10 1284.34904 Da 498.94 s 0.858 11 1 161.10519 Da 26.98 s 1.02 12 2 276.13647 Da 27.28 s 1.02 13 3 304.24023 Da 32.86 s 1.02 14 4 417.23236 Da 60.08 s 1.02 15 5 104.10753 Da 170.31 s 1.02 16 6 105.04259 Da 199.80 s 1.02 17 7 237.09204 Da 313.24 s 1.02 18 8 745.09111 Da 382.23 s 1.02 19 9 427.02942 Da 424.84 s 1.02 20 10 1284.34904 Da 498.94 s 1.02 21 1 161.10519 Da 26.98 s 1.35 22 2 276.13647 Da 27.28 s 1.35 23 3 304.24023 Da 32.86 s 1.35 24 4 417.23236 Da 60.08 s 1.35 25 5 104.10753 Da 170.31 s 1.35 26 6 105.04259 Da 199.80 s 1.35 27 7 237.09204 Da 313.24 s 1.35 28 8 745.09111 Da 382.23 s 1.35 29 9 427.02942 Da 424.84 s 1.35 30 10 1284.34904 Da 498.94 s 1.35 31 1 161.10519 Da 26.98 s 1.02 32 2 276.13647 Da 27.28 s 1.02 33 3 304.24023 Da 32.86 s 1.02 34 4 417.23236 Da 60.08 s 1.02 35 5 104.10753 Da 170.31 s 1.02 36 6 105.04259 Da 199.80 s 1.02 37 7 237.09204 Da 313.24 s 1.02 38 8 745.09111 Da 382.23 s 1.02 39 9 427.02942 Da 424.84 s 1.02 40 10 1284.34904 Da 498.94 s 1.02 41 1 161.10519 Da 26.98 s 1.26 42 2 276.13647 Da 27.28 s 1.26 43 3 304.24023 Da 32.86 s 1.26 44 4 417.23236 Da 60.08 s 1.26 45 5 104.10753 Da 170.31 s 1.26 46 6 105.04259 Da 199.80 s 1.26 47 7 237.09204 Da 313.24 s 1.26 48 8 745.09111 Da 382.23 s 1.26 49 9 427.02942 Da 424.84 s 1.26 50 10 1284.34904 Da 498.94 s 1.26 51 1 161.10519 Da 26.98 s 0.968 52 2 276.13647 Da 27.28 s 0.968 53 3 304.24023 Da 32.86 s 0.968 54 4 417.23236 Da 60.08 s 0.968 55 5 104.10753 Da 170.31 s 0.968 56 6 105.04259 Da 199.80 s 0.968 57 7 237.09204 Da 313.24 s 0.968 58 8 745.09111 Da 382.23 s 0.968 59 9 427.02942 Da 424.84 s 0.968 60 10 1284.34904 Da 498.94 s 0.968 61 1 161.10519 Da 26.98 s 1.12 62 2 276.13647 Da 27.28 s 1.12 63 3 304.24023 Da 32.86 s 1.12 64 4 417.23236 Da 60.08 s 1.12 65 5 104.10753 Da 170.31 s 1.12 66 6 105.04259 Da 199.80 s 1.12 67 7 237.09204 Da 313.24 s 1.12 68 8 745.09111 Da 382.23 s 1.12 69 9 427.02942 Da 424.84 s 1.12 70 10 1284.34904 Da 498.94 s 1.12 71 1 161.10519 Da 26.98 s 1.11 72 2 276.13647 Da 27.28 s 1.11 73 3 304.24023 Da 32.86 s 1.11 74 4 417.23236 Da 60.08 s 1.11 75 5 104.10753 Da 170.31 s 1.11 76 6 105.04259 Da 199.80 s 1.11 77 7 237.09204 Da 313.24 s 1.11 78 8 745.09111 Da 382.23 s 1.11 79 9 427.02942 Da 424.84 s 1.11 80 10 1284.34904 Da 498.94 s 1.11 81 1 161.10519 Da 26.98 s 1.43 82 2 276.13647 Da 27.28 s 1.43 83 3 304.24023 Da 32.86 s 1.43 84 4 417.23236 Da 60.08 s 1.43 85 5 104.10753 Da 170.31 s 1.43 86 6 105.04259 Da 199.80 s 1.43 87 7 237.09204 Da 313.24 s 1.43 88 8 745.09111 Da 382.23 s 1.43 89 9 427.02942 Da 424.84 s 1.43 90 10 1284.34904 Da 498.94 s 1.43 91 1 161.10519 Da 26.98 s 0.935 92 2 276.13647 Da 27.28 s 0.935 93 3 304.24023 Da 32.86 s 0.935 94 4 417.23236 Da 60.08 s 0.935 95 5 104.10753 Da 170.31 s 0.935 96 6 105.04259 Da 199.80 s 0.935 97 7 237.09204 Da 313.24 s 0.935 98 8 745.09111 Da 382.23 s 0.935 99 9 427.02942 Da 424.84 s 0.935 100 10 1284.34904 Da 498.94 s 0.935 101 1 161.10519 Da 26.98 s 0.877 102 2 276.13647 Da 27.28 s 0.877 103 3 304.24023 Da 32.86 s 0.877 104 4 417.23236 Da 60.08 s 0.877 105 5 104.10753 Da 170.31 s 0.877 106 6 105.04259 Da 199.80 s 0.877 107 7 237.09204 Da 313.24 s 0.877 108 8 745.09111 Da 382.23 s 0.877 109 9 427.02942 Da 424.84 s 0.877 110 10 1284.34904 Da 498.94 s 0.877 # A tibble: 11 x 4 Group Replicate Batch Factor 1 control 1 1 0.858 2 control 1 1 1.02 3 control 1 1 1.35 4 treatment 1 1 1.02 5 treatment 1 1 1.26 6 treatment 1 1 0.968 7 QC 1 1 1.12 8 QC 1 1 1.11 9 QC 1 1 1.43 10 blank 1 1 0.935 11 blank 1 1 0.877 # A tibble: 110 x 3 UID Feature Factor 1 1 161.10519 Da 26.98 s 0.858 2 2 276.13647 Da 27.28 s 0.858 3 3 304.24023 Da 32.86 s 0.858 4 4 417.23236 Da 60.08 s 0.858 5 5 104.10753 Da 170.31 s 0.858 6 6 105.04259 Da 199.80 s 0.858 7 7 237.09204 Da 313.24 s 0.858 8 8 745.09111 Da 382.23 s 0.858 9 9 427.02942 Da 424.84 s 0.858 10 10 1284.34904 Da 498.94 s 0.858 11 1 161.10519 Da 26.98 s 1.02 12 2 276.13647 Da 27.28 s 1.02 13 3 304.24023 Da 32.86 s 1.02 14 4 417.23236 Da 60.08 s 1.02 15 5 104.10753 Da 170.31 s 1.02 16 6 105.04259 Da 199.80 s 1.02 17 7 237.09204 Da 313.24 s 1.02 18 8 745.09111 Da 382.23 s 1.02 19 9 427.02942 Da 424.84 s 1.02 20 10 1284.34904 Da 498.94 s 1.02 21 1 161.10519 Da 26.98 s 1.35 22 2 276.13647 Da 27.28 s 1.35 23 3 304.24023 Da 32.86 s 1.35 24 4 417.23236 Da 60.08 s 1.35 25 5 104.10753 Da 170.31 s 1.35 26 6 105.04259 Da 199.80 s 1.35 27 7 237.09204 Da 313.24 s 1.35 28 8 745.09111 Da 382.23 s 1.35 29 9 427.02942 Da 424.84 s 1.35 30 10 1284.34904 Da 498.94 s 1.35 31 1 161.10519 Da 26.98 s 1.02 32 2 276.13647 Da 27.28 s 1.02 33 3 304.24023 Da 32.86 s 1.02 34 4 417.23236 Da 60.08 s 1.02 35 5 104.10753 Da 170.31 s 1.02 36 6 105.04259 Da 199.80 s 1.02 37 7 237.09204 Da 313.24 s 1.02 38 8 745.09111 Da 382.23 s 1.02 39 9 427.02942 Da 424.84 s 1.02 40 10 1284.34904 Da 498.94 s 1.02 41 1 161.10519 Da 26.98 s 1.26 42 2 276.13647 Da 27.28 s 1.26 43 3 304.24023 Da 32.86 s 1.26 44 4 417.23236 Da 60.08 s 1.26 45 5 104.10753 Da 170.31 s 1.26 46 6 105.04259 Da 199.80 s 1.26 47 7 237.09204 Da 313.24 s 1.26 48 8 745.09111 Da 382.23 s 1.26 49 9 427.02942 Da 424.84 s 1.26 50 10 1284.34904 Da 498.94 s 1.26 51 1 161.10519 Da 26.98 s 0.968 52 2 276.13647 Da 27.28 s 0.968 53 3 304.24023 Da 32.86 s 0.968 54 4 417.23236 Da 60.08 s 0.968 55 5 104.10753 Da 170.31 s 0.968 56 6 105.04259 Da 199.80 s 0.968 57 7 237.09204 Da 313.24 s 0.968 58 8 745.09111 Da 382.23 s 0.968 59 9 427.02942 Da 424.84 s 0.968 60 10 1284.34904 Da 498.94 s 0.968 61 1 161.10519 Da 26.98 s 1.12 62 2 276.13647 Da 27.28 s 1.12 63 3 304.24023 Da 32.86 s 1.12 64 4 417.23236 Da 60.08 s 1.12 65 5 104.10753 Da 170.31 s 1.12 66 6 105.04259 Da 199.80 s 1.12 67 7 237.09204 Da 313.24 s 1.12 68 8 745.09111 Da 382.23 s 1.12 69 9 427.02942 Da 424.84 s 1.12 70 10 1284.34904 Da 498.94 s 1.12 71 1 161.10519 Da 26.98 s 1.11 72 2 276.13647 Da 27.28 s 1.11 73 3 304.24023 Da 32.86 s 1.11 74 4 417.23236 Da 60.08 s 1.11 75 5 104.10753 Da 170.31 s 1.11 76 6 105.04259 Da 199.80 s 1.11 77 7 237.09204 Da 313.24 s 1.11 78 8 745.09111 Da 382.23 s 1.11 79 9 427.02942 Da 424.84 s 1.11 80 10 1284.34904 Da 498.94 s 1.11 81 1 161.10519 Da 26.98 s 1.43 82 2 276.13647 Da 27.28 s 1.43 83 3 304.24023 Da 32.86 s 1.43 84 4 417.23236 Da 60.08 s 1.43 85 5 104.10753 Da 170.31 s 1.43 86 6 105.04259 Da 199.80 s 1.43 87 7 237.09204 Da 313.24 s 1.43 88 8 745.09111 Da 382.23 s 1.43 89 9 427.02942 Da 424.84 s 1.43 90 10 1284.34904 Da 498.94 s 1.43 91 1 161.10519 Da 26.98 s 0.935 92 2 276.13647 Da 27.28 s 0.935 93 3 304.24023 Da 32.86 s 0.935 94 4 417.23236 Da 60.08 s 0.935 95 5 104.10753 Da 170.31 s 0.935 96 6 105.04259 Da 199.80 s 0.935 97 7 237.09204 Da 313.24 s 0.935 98 8 745.09111 Da 382.23 s 0.935 99 9 427.02942 Da 424.84 s 0.935 100 10 1284.34904 Da 498.94 s 0.935 101 1 161.10519 Da 26.98 s 0.877 102 2 276.13647 Da 27.28 s 0.877 103 3 304.24023 Da 32.86 s 0.877 104 4 417.23236 Da 60.08 s 0.877 105 5 104.10753 Da 170.31 s 0.877 106 6 105.04259 Da 199.80 s 0.877 107 7 237.09204 Da 313.24 s 0.877 108 8 745.09111 Da 382.23 s 0.877 109 9 427.02942 Da 424.84 s 0.877 110 10 1284.34904 Da 498.94 s 0.877 # A tibble: 11 x 4 Group Replicate Batch Factor 1 control 1 1 0.858 2 control 1 1 1.02 3 control 1 1 1.35 4 treatment 1 1 1.02 5 treatment 1 1 1.26 6 treatment 1 1 0.968 7 QC 1 1 1.12 8 QC 1 1 1.11 9 QC 1 1 1.43 10 blank 1 1 0.935 11 blank 1 1 0.877 # A tibble: 110 x 3 UID Feature Factor 1 1 161.10519 Da 26.98 s 0.858 2 2 276.13647 Da 27.28 s 0.858 3 3 304.24023 Da 32.86 s 0.858 4 4 417.23236 Da 60.08 s 0.858 5 5 104.10753 Da 170.31 s 0.858 6 6 105.04259 Da 199.80 s 0.858 7 7 237.09204 Da 313.24 s 0.858 8 8 745.09111 Da 382.23 s 0.858 9 9 427.02942 Da 424.84 s 0.858 10 10 1284.34904 Da 498.94 s 0.858 11 1 161.10519 Da 26.98 s 1.02 12 2 276.13647 Da 27.28 s 1.02 13 3 304.24023 Da 32.86 s 1.02 14 4 417.23236 Da 60.08 s 1.02 15 5 104.10753 Da 170.31 s 1.02 16 6 105.04259 Da 199.80 s 1.02 17 7 237.09204 Da 313.24 s 1.02 18 8 745.09111 Da 382.23 s 1.02 19 9 427.02942 Da 424.84 s 1.02 20 10 1284.34904 Da 498.94 s 1.02 21 1 161.10519 Da 26.98 s 1.35 22 2 276.13647 Da 27.28 s 1.35 23 3 304.24023 Da 32.86 s 1.35 24 4 417.23236 Da 60.08 s 1.35 25 5 104.10753 Da 170.31 s 1.35 26 6 105.04259 Da 199.80 s 1.35 27 7 237.09204 Da 313.24 s 1.35 28 8 745.09111 Da 382.23 s 1.35 29 9 427.02942 Da 424.84 s 1.35 30 10 1284.34904 Da 498.94 s 1.35 31 1 161.10519 Da 26.98 s 1.02 32 2 276.13647 Da 27.28 s 1.02 33 3 304.24023 Da 32.86 s 1.02 34 4 417.23236 Da 60.08 s 1.02 35 5 104.10753 Da 170.31 s 1.02 36 6 105.04259 Da 199.80 s 1.02 37 7 237.09204 Da 313.24 s 1.02 38 8 745.09111 Da 382.23 s 1.02 39 9 427.02942 Da 424.84 s 1.02 40 10 1284.34904 Da 498.94 s 1.02 41 1 161.10519 Da 26.98 s 1.26 42 2 276.13647 Da 27.28 s 1.26 43 3 304.24023 Da 32.86 s 1.26 44 4 417.23236 Da 60.08 s 1.26 45 5 104.10753 Da 170.31 s 1.26 46 6 105.04259 Da 199.80 s 1.26 47 7 237.09204 Da 313.24 s 1.26 48 8 745.09111 Da 382.23 s 1.26 49 9 427.02942 Da 424.84 s 1.26 50 10 1284.34904 Da 498.94 s 1.26 51 1 161.10519 Da 26.98 s 0.968 52 2 276.13647 Da 27.28 s 0.968 53 3 304.24023 Da 32.86 s 0.968 54 4 417.23236 Da 60.08 s 0.968 55 5 104.10753 Da 170.31 s 0.968 56 6 105.04259 Da 199.80 s 0.968 57 7 237.09204 Da 313.24 s 0.968 58 8 745.09111 Da 382.23 s 0.968 59 9 427.02942 Da 424.84 s 0.968 60 10 1284.34904 Da 498.94 s 0.968 61 1 161.10519 Da 26.98 s 1.12 62 2 276.13647 Da 27.28 s 1.12 63 3 304.24023 Da 32.86 s 1.12 64 4 417.23236 Da 60.08 s 1.12 65 5 104.10753 Da 170.31 s 1.12 66 6 105.04259 Da 199.80 s 1.12 67 7 237.09204 Da 313.24 s 1.12 68 8 745.09111 Da 382.23 s 1.12 69 9 427.02942 Da 424.84 s 1.12 70 10 1284.34904 Da 498.94 s 1.12 71 1 161.10519 Da 26.98 s 1.11 72 2 276.13647 Da 27.28 s 1.11 73 3 304.24023 Da 32.86 s 1.11 74 4 417.23236 Da 60.08 s 1.11 75 5 104.10753 Da 170.31 s 1.11 76 6 105.04259 Da 199.80 s 1.11 77 7 237.09204 Da 313.24 s 1.11 78 8 745.09111 Da 382.23 s 1.11 79 9 427.02942 Da 424.84 s 1.11 80 10 1284.34904 Da 498.94 s 1.11 81 1 161.10519 Da 26.98 s 1.43 82 2 276.13647 Da 27.28 s 1.43 83 3 304.24023 Da 32.86 s 1.43 84 4 417.23236 Da 60.08 s 1.43 85 5 104.10753 Da 170.31 s 1.43 86 6 105.04259 Da 199.80 s 1.43 87 7 237.09204 Da 313.24 s 1.43 88 8 745.09111 Da 382.23 s 1.43 89 9 427.02942 Da 424.84 s 1.43 90 10 1284.34904 Da 498.94 s 1.43 91 1 161.10519 Da 26.98 s 0.935 92 2 276.13647 Da 27.28 s 0.935 93 3 304.24023 Da 32.86 s 0.935 94 4 417.23236 Da 60.08 s 0.935 95 5 104.10753 Da 170.31 s 0.935 96 6 105.04259 Da 199.80 s 0.935 97 7 237.09204 Da 313.24 s 0.935 98 8 745.09111 Da 382.23 s 0.935 99 9 427.02942 Da 424.84 s 0.935 100 10 1284.34904 Da 498.94 s 0.935 101 1 161.10519 Da 26.98 s 0.877 102 2 276.13647 Da 27.28 s 0.877 103 3 304.24023 Da 32.86 s 0.877 104 4 417.23236 Da 60.08 s 0.877 105 5 104.10753 Da 170.31 s 0.877 106 6 105.04259 Da 199.80 s 0.877 107 7 237.09204 Da 313.24 s 0.877 108 8 745.09111 Da 382.23 s 0.877 109 9 427.02942 Da 424.84 s 0.877 110 10 1284.34904 Da 498.94 s 0.877 # A tibble: 11 x 4 Group Replicate Batch Factor 1 control 1 1 0.858 2 control 1 1 1.02 3 control 1 1 1.35 4 treatment 1 1 1.02 5 treatment 1 1 1.26 6 treatment 1 1 0.968 7 QC 1 1 1.12 8 QC 1 1 1.11 9 QC 1 1 1.43 10 blank 1 1 0.935 11 blank 1 1 0.877 # A tibble: 110 x 3 UID Feature Factor 1 1 161.10519 Da 26.98 s 0.858 2 2 276.13647 Da 27.28 s 0.858 3 3 304.24023 Da 32.86 s 0.858 4 4 417.23236 Da 60.08 s 0.858 5 5 104.10753 Da 170.31 s 0.858 6 6 105.04259 Da 199.80 s 0.858 7 7 237.09204 Da 313.24 s 0.858 8 8 745.09111 Da 382.23 s 0.858 9 9 427.02942 Da 424.84 s 0.858 10 10 1284.34904 Da 498.94 s 0.858 11 1 161.10519 Da 26.98 s 1.02 12 2 276.13647 Da 27.28 s 1.02 13 3 304.24023 Da 32.86 s 1.02 14 4 417.23236 Da 60.08 s 1.02 15 5 104.10753 Da 170.31 s 1.02 16 6 105.04259 Da 199.80 s 1.02 17 7 237.09204 Da 313.24 s 1.02 18 8 745.09111 Da 382.23 s 1.02 19 9 427.02942 Da 424.84 s 1.02 20 10 1284.34904 Da 498.94 s 1.02 21 1 161.10519 Da 26.98 s 1.35 22 2 276.13647 Da 27.28 s 1.35 23 3 304.24023 Da 32.86 s 1.35 24 4 417.23236 Da 60.08 s 1.35 25 5 104.10753 Da 170.31 s 1.35 26 6 105.04259 Da 199.80 s 1.35 27 7 237.09204 Da 313.24 s 1.35 28 8 745.09111 Da 382.23 s 1.35 29 9 427.02942 Da 424.84 s 1.35 30 10 1284.34904 Da 498.94 s 1.35 31 1 161.10519 Da 26.98 s 1.02 32 2 276.13647 Da 27.28 s 1.02 33 3 304.24023 Da 32.86 s 1.02 34 4 417.23236 Da 60.08 s 1.02 35 5 104.10753 Da 170.31 s 1.02 36 6 105.04259 Da 199.80 s 1.02 37 7 237.09204 Da 313.24 s 1.02 38 8 745.09111 Da 382.23 s 1.02 39 9 427.02942 Da 424.84 s 1.02 40 10 1284.34904 Da 498.94 s 1.02 41 1 161.10519 Da 26.98 s 1.26 42 2 276.13647 Da 27.28 s 1.26 43 3 304.24023 Da 32.86 s 1.26 44 4 417.23236 Da 60.08 s 1.26 45 5 104.10753 Da 170.31 s 1.26 46 6 105.04259 Da 199.80 s 1.26 47 7 237.09204 Da 313.24 s 1.26 48 8 745.09111 Da 382.23 s 1.26 49 9 427.02942 Da 424.84 s 1.26 50 10 1284.34904 Da 498.94 s 1.26 51 1 161.10519 Da 26.98 s 0.968 52 2 276.13647 Da 27.28 s 0.968 53 3 304.24023 Da 32.86 s 0.968 54 4 417.23236 Da 60.08 s 0.968 55 5 104.10753 Da 170.31 s 0.968 56 6 105.04259 Da 199.80 s 0.968 57 7 237.09204 Da 313.24 s 0.968 58 8 745.09111 Da 382.23 s 0.968 59 9 427.02942 Da 424.84 s 0.968 60 10 1284.34904 Da 498.94 s 0.968 61 1 161.10519 Da 26.98 s 1.12 62 2 276.13647 Da 27.28 s 1.12 63 3 304.24023 Da 32.86 s 1.12 64 4 417.23236 Da 60.08 s 1.12 65 5 104.10753 Da 170.31 s 1.12 66 6 105.04259 Da 199.80 s 1.12 67 7 237.09204 Da 313.24 s 1.12 68 8 745.09111 Da 382.23 s 1.12 69 9 427.02942 Da 424.84 s 1.12 70 10 1284.34904 Da 498.94 s 1.12 71 1 161.10519 Da 26.98 s 1.11 72 2 276.13647 Da 27.28 s 1.11 73 3 304.24023 Da 32.86 s 1.11 74 4 417.23236 Da 60.08 s 1.11 75 5 104.10753 Da 170.31 s 1.11 76 6 105.04259 Da 199.80 s 1.11 77 7 237.09204 Da 313.24 s 1.11 78 8 745.09111 Da 382.23 s 1.11 79 9 427.02942 Da 424.84 s 1.11 80 10 1284.34904 Da 498.94 s 1.11 81 1 161.10519 Da 26.98 s 1.43 82 2 276.13647 Da 27.28 s 1.43 83 3 304.24023 Da 32.86 s 1.43 84 4 417.23236 Da 60.08 s 1.43 85 5 104.10753 Da 170.31 s 1.43 86 6 105.04259 Da 199.80 s 1.43 87 7 237.09204 Da 313.24 s 1.43 88 8 745.09111 Da 382.23 s 1.43 89 9 427.02942 Da 424.84 s 1.43 90 10 1284.34904 Da 498.94 s 1.43 91 1 161.10519 Da 26.98 s 0.935 92 2 276.13647 Da 27.28 s 0.935 93 3 304.24023 Da 32.86 s 0.935 94 4 417.23236 Da 60.08 s 0.935 95 5 104.10753 Da 170.31 s 0.935 96 6 105.04259 Da 199.80 s 0.935 97 7 237.09204 Da 313.24 s 0.935 98 8 745.09111 Da 382.23 s 0.935 99 9 427.02942 Da 424.84 s 0.935 100 10 1284.34904 Da 498.94 s 0.935 101 1 161.10519 Da 26.98 s 0.877 102 2 276.13647 Da 27.28 s 0.877 103 3 304.24023 Da 32.86 s 0.877 104 4 417.23236 Da 60.08 s 0.877 105 5 104.10753 Da 170.31 s 0.877 106 6 105.04259 Da 199.80 s 0.877 107 7 237.09204 Da 313.24 s 0.877 108 8 745.09111 Da 382.23 s 0.877 109 9 427.02942 Da 424.84 s 0.877 110 10 1284.34904 Da 498.94 s 0.877 `impute_bpca` output: `impute_bpca` output: `impute_bpca` output: `impute_bpca` output: Cluster size 2308 broken into 1247 1061 Done cluster 1247 Done cluster 1061 Cluster size 2308 broken into 1406 902 Done cluster 1406 Done cluster 902 Cluster size 2308 broken into 1247 1061 Done cluster 1247 Done cluster 1061 Finished iteration 2. Finished iteration 3. Successfully ran 3 iterations. Finished iteration 1. Finished iteration 2. Finished iteration 3. 11 Samples: Sample1, Sample2, Sample3, Sample4, Sample5 # 6 more samples # Use the n_samples_max argument to see more 10 Features: 161.10519 Da 26.98 s, 276.13647 Da 27.28 s, 304.24023 Da 32.86 s, 417.23236 Da 60.08 s, 104.10753 Da 170.31 s # 5 more features # Use the n_features_max argument to see more 0 % missing values (NA): 0 out of 110. 11 Samples: Sample1, Sample2, Sample3, Sample4, Sample5 # 6 more samples # Use the n_samples_max argument to see more 10 Features: 161.10519 Da 26.98 s, 276.13647 Da 27.28 s, 304.24023 Da 32.86 s, 417.23236 Da 60.08 s, 104.10753 Da 170.31 s # 5 more features # Use the n_features_max argument to see more 0 % missing values (NA): 0 out of 110. 11 Samples: Sample1, Sample2, Sample3, Sample4, Sample5 # 6 more samples # Use the n_samples_max argument to see more 10 Features: 161.10519 Da 26.98 s, 276.13647 Da 27.28 s, 304.24023 Da 32.86 s, 417.23236 Da 60.08 s, 104.10753 Da 170.31 s # 5 more features # Use the n_features_max argument to see more 0 % missing values (NA): 0 out of 110. 11 Samples: Sample1, Sample2, Sample3, Sample4, Sample5 # 6 more samples # Use the n_samples_max argument to see more 10 Features: 161.10519 Da 26.98 s, 276.13647 Da 27.28 s, 304.24023 Da 32.86 s, 417.23236 Da 60.08 s, 104.10753 Da 170.31 s # 5 more features # Use the n_features_max argument to see more 0 % missing values (NA): 0 out of 110. 11 Samples: Sample1, Sample2, Sample3, Sample4, Sample5 # 6 more samples # Use the n_samples_max argument to see more 10 Features: 161.10519 Da 26.98 s, 276.13647 Da 27.28 s, 304.24023 Da 32.86 s, 417.23236 Da 60.08 s, 104.10753 Da 170.31 s # 5 more features # Use the n_features_max argument to see more 0 % missing values (NA): 0 out of 110. 11 Samples: Sample1, Sample2, Sample3, Sample4, Sample5 # 6 more samples # Use the n_samples_max argument to see more 10 Features: 161.10519 Da 26.98 s, 276.13647 Da 27.28 s, 304.24023 Da 32.86 s, 417.23236 Da 60.08 s, 104.10753 Da 170.31 s # 5 more features # Use the n_features_max argument to see more 0 % missing values (NA): 0 out of 110. Finished iteration 1. Finished iteration 2. Finished iteration 3. Finished iteration 4. Finished iteration 5. Finished iteration 6. Finished iteration 1. nipals calculated PCA Importance of component(s): PC1 PC2 R2 0.4315 0.2422 Cumulative R2 0.4315 0.6736 10 Variables 11 Samples 33 NAs ( 30 %) 2 Calculated component(s) Data was mean centered before running PCA Data was NOT scaled before running PCA Scores structure: [1] 11 2 Loadings structure: [1] 10 2 11 Samples: Sample1, Sample2, Sample3, Sample4, Sample5 # 6 more samples # Use the n_samples_max argument to see more 10 Features: 161.10519 Da 26.98 s, 276.13647 Da 27.28 s, 304.24023 Da 32.86 s, 417.23236 Da 60.08 s, 104.10753 Da 170.31 s # 5 more features # Use the n_features_max argument to see more 30 % missing values (NA): 33 out of 110. [ FAIL 0 | WARN 0 | SKIP 0 | PASS 364 ] > > proc.time() user system elapsed 62.39 7.57 69.75