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Retrieve both sample information and features

Usage

combined_data(object, ...)

# S4 method for class 'SummarizedExperiment'
combined_data(object, assay.type = NULL)

Arguments

object

a MetaboSet object

...

additional arguments passed to methods

assay.type

character, assay to be used in case of multiple assays

Value

A data frame with sample information plus all features as columns, one row per sample.

Examples

data(example_set)
combined_data(example_set)
#>         Sample_ID Injection_order Subject_ID Group     QC Time Batch
#> Demo_1     Demo_1               1         QC    QC     QC   QC     1
#> Demo_2     Demo_2               2          2     B Sample    1     1
#> Demo_3     Demo_3               3          3     B Sample    1     1
#> Demo_4     Demo_4               4          4     B Sample    1     1
#> Demo_5     Demo_5               5          5     A Sample    1     1
#> Demo_6     Demo_6               6          6     B Sample    1     1
#> Demo_7     Demo_7               7         QC    QC     QC   QC     1
#> Demo_8     Demo_8               8          8     B Sample    1     1
#> Demo_9     Demo_9               9          9     A Sample    1     1
#> Demo_10   Demo_10              10         10     B Sample    1     1
#> Demo_11   Demo_11              11         11     A Sample    1     1
#> Demo_12   Demo_12              12         12     A Sample    1     1
#> Demo_13   Demo_13              13         QC    QC     QC   QC     1
#> Demo_14   Demo_14              14         14     B Sample    1     1
#> Demo_15   Demo_15              15         15     B Sample    1     1
#> Demo_16   Demo_16              16         16     A Sample    1     1
#> Demo_17   Demo_17              17         17     A Sample    1     1
#> Demo_18   Demo_18              18         18     B Sample    1     1
#> Demo_19   Demo_19              19         QC    QC     QC   QC     1
#> Demo_20   Demo_20              20         20     A Sample    1     1
#> Demo_21   Demo_21              21         21     A Sample    1     1
#> Demo_22   Demo_22              22         22     A Sample    1     1
#> Demo_23   Demo_23              23         23     B Sample    1     1
#> Demo_24   Demo_24              24         24     A Sample    1     1
#> Demo_25   Demo_25              25         QC    QC     QC   QC     1
#> Demo_26   Demo_26              26         QC    QC     QC   QC     2
#> Demo_27   Demo_27              27          2     B Sample    2     2
#> Demo_28   Demo_28              28          3     B Sample    2     2
#> Demo_29   Demo_29              29          4     B Sample    2     2
#> Demo_30   Demo_30              30          5     A Sample    2     2
#> Demo_31   Demo_31              31          6     B Sample    2     2
#> Demo_32   Demo_32              32         QC    QC     QC   QC     2
#> Demo_33   Demo_33              33          8     B Sample    2     2
#> Demo_34   Demo_34              34          9     A Sample    2     2
#> Demo_35   Demo_35              35         10     B Sample    2     2
#> Demo_36   Demo_36              36         11     A Sample    2     2
#> Demo_37   Demo_37              37         12     A Sample    2     2
#> Demo_38   Demo_38              38         QC    QC     QC   QC     2
#> Demo_39   Demo_39              39         14     B Sample    2     2
#> Demo_40   Demo_40              40         15     B Sample    2     2
#> Demo_41   Demo_41              41         16     A Sample    2     2
#> Demo_42   Demo_42              42         17     A Sample    2     2
#> Demo_43   Demo_43              43         18     B Sample    2     2
#> Demo_44   Demo_44              44         QC    QC     QC   QC     2
#> Demo_45   Demo_45              45         20     A Sample    2     2
#> Demo_46   Demo_46              46         21     A Sample    2     2
#> Demo_47   Demo_47              47         22     A Sample    2     2
#> Demo_48   Demo_48              48         23     B Sample    2     2
#> Demo_49   Demo_49              49         24     A Sample    2     2
#> Demo_50   Demo_50              50         QC    QC     QC   QC     2
#>         HILIC_neg_Datafile HILIC_pos_Datafile RP_neg_Datafile RP_pos_Datafile
#> Demo_1         HILIC_neg_1        HILIC_pos_1        RP_neg_1        RP_pos_1
#> Demo_2         HILIC_neg_2        HILIC_pos_2        RP_neg_2        RP_pos_2
#> Demo_3         HILIC_neg_3        HILIC_pos_3        RP_neg_3        RP_pos_3
#> Demo_4         HILIC_neg_4        HILIC_pos_4        RP_neg_4        RP_pos_4
#> Demo_5         HILIC_neg_5        HILIC_pos_5        RP_neg_5        RP_pos_5
#> Demo_6         HILIC_neg_6        HILIC_pos_6        RP_neg_6        RP_pos_6
#> Demo_7         HILIC_neg_7        HILIC_pos_7        RP_neg_7        RP_pos_7
#> Demo_8         HILIC_neg_8        HILIC_pos_8        RP_neg_8        RP_pos_8
#> Demo_9         HILIC_neg_9        HILIC_pos_9        RP_neg_9        RP_pos_9
#> Demo_10       HILIC_neg_10       HILIC_pos_10       RP_neg_10       RP_pos_10
#> Demo_11       HILIC_neg_11       HILIC_pos_11       RP_neg_11       RP_pos_11
#> Demo_12       HILIC_neg_12       HILIC_pos_12       RP_neg_12       RP_pos_12
#> Demo_13       HILIC_neg_13       HILIC_pos_13       RP_neg_13       RP_pos_13
#> Demo_14       HILIC_neg_14       HILIC_pos_14       RP_neg_14       RP_pos_14
#> Demo_15       HILIC_neg_15       HILIC_pos_15       RP_neg_15       RP_pos_15
#> Demo_16       HILIC_neg_16       HILIC_pos_16       RP_neg_16       RP_pos_16
#> Demo_17       HILIC_neg_17       HILIC_pos_17       RP_neg_17       RP_pos_17
#> Demo_18       HILIC_neg_18       HILIC_pos_18       RP_neg_18       RP_pos_18
#> Demo_19       HILIC_neg_19       HILIC_pos_19       RP_neg_19       RP_pos_19
#> Demo_20       HILIC_neg_20       HILIC_pos_20       RP_neg_20       RP_pos_20
#> Demo_21       HILIC_neg_21       HILIC_pos_21       RP_neg_21       RP_pos_21
#> Demo_22       HILIC_neg_22       HILIC_pos_22       RP_neg_22       RP_pos_22
#> Demo_23       HILIC_neg_23       HILIC_pos_23       RP_neg_23       RP_pos_23
#> Demo_24       HILIC_neg_24       HILIC_pos_24       RP_neg_24       RP_pos_24
#> Demo_25       HILIC_neg_25       HILIC_pos_25       RP_neg_25       RP_pos_25
#> Demo_26       HILIC_neg_26       HILIC_pos_26       RP_neg_26       RP_pos_26
#> Demo_27       HILIC_neg_27       HILIC_pos_27       RP_neg_27       RP_pos_27
#> Demo_28       HILIC_neg_28       HILIC_pos_28       RP_neg_28       RP_pos_28
#> Demo_29       HILIC_neg_29       HILIC_pos_29       RP_neg_29       RP_pos_29
#> Demo_30       HILIC_neg_30       HILIC_pos_30       RP_neg_30       RP_pos_30
#> Demo_31       HILIC_neg_31       HILIC_pos_31       RP_neg_31       RP_pos_31
#> Demo_32       HILIC_neg_32       HILIC_pos_32       RP_neg_32       RP_pos_32
#> Demo_33       HILIC_neg_33       HILIC_pos_33       RP_neg_33       RP_pos_33
#> Demo_34       HILIC_neg_34       HILIC_pos_34       RP_neg_34       RP_pos_34
#> Demo_35       HILIC_neg_35       HILIC_pos_35       RP_neg_35       RP_pos_35
#> Demo_36       HILIC_neg_36       HILIC_pos_36       RP_neg_36       RP_pos_36
#> Demo_37       HILIC_neg_37       HILIC_pos_37       RP_neg_37       RP_pos_37
#> Demo_38       HILIC_neg_38       HILIC_pos_38       RP_neg_38       RP_pos_38
#> Demo_39       HILIC_neg_39       HILIC_pos_39       RP_neg_39       RP_pos_39
#> Demo_40       HILIC_neg_40       HILIC_pos_40       RP_neg_40       RP_pos_40
#> Demo_41       HILIC_neg_41       HILIC_pos_41       RP_neg_41       RP_pos_41
#> Demo_42       HILIC_neg_42       HILIC_pos_42       RP_neg_42       RP_pos_42
#> Demo_43       HILIC_neg_43       HILIC_pos_43       RP_neg_43       RP_pos_43
#> Demo_44       HILIC_neg_44       HILIC_pos_44       RP_neg_44       RP_pos_44
#> Demo_45       HILIC_neg_45       HILIC_pos_45       RP_neg_45       RP_pos_45
#> Demo_46       HILIC_neg_46       HILIC_pos_46       RP_neg_46       RP_pos_46
#> Demo_47       HILIC_neg_47       HILIC_pos_47       RP_neg_47       RP_pos_47
#> Demo_48       HILIC_neg_48       HILIC_pos_48       RP_neg_48       RP_pos_48
#> Demo_49       HILIC_neg_49       HILIC_pos_49       RP_neg_49       RP_pos_49
#> Demo_50       HILIC_neg_50       HILIC_pos_50       RP_neg_50       RP_pos_50
#>         HILIC_neg_259_9623a4_4322 HILIC_neg_108_1065a2_6121
#> Demo_1                   30873.83                 11517.655
#> Demo_2                   30193.28                  4820.770
#> Demo_3                       0.00                 14747.642
#> Demo_4                   48290.00                 13732.420
#> Demo_5                   22991.50                  4043.557
#> Demo_6                   34749.48                 16292.051
#> Demo_7                   37515.31                     0.000
#> Demo_8                   39179.00                 12656.522
#> Demo_9                   38574.30                 11510.090
#> Demo_10                  49891.50                 11937.881
#> Demo_11                  28768.72                     0.000
#> Demo_12                  28527.40                 16848.612
#> Demo_13                  34840.66                 10093.589
#> Demo_14                  26620.86                  7411.210
#> Demo_15                  27546.15                 10555.623
#> Demo_16                  23281.03                  6468.261
#> Demo_17                  42604.01                 14724.765
#> Demo_18                  34034.57                 14527.298
#> Demo_19                  35629.71                 10211.362
#> Demo_20                  34547.79                 11201.494
#> Demo_21                  50310.91                 15537.475
#> Demo_22                  43751.51                 10428.490
#> Demo_23                  41599.97                 10297.479
#> Demo_24                  37883.22                 10005.069
#> Demo_25                  37723.42                 10969.957
#> Demo_26                  36342.85                 19927.037
#> Demo_27                  42698.19                 17357.308
#> Demo_28                  30640.71                 17139.430
#> Demo_29                  32973.98                 13130.794
#> Demo_30                  46179.34                 15990.505
#> Demo_31                  33259.82                 14574.868
#> Demo_32                  42993.33                 20877.017
#> Demo_33                  55430.78                 12785.271
#> Demo_34                  36913.16                     0.000
#> Demo_35                  42095.55                     0.000
#> Demo_36                      0.00                 16135.283
#> Demo_37                  57602.32                 16717.186
#> Demo_38                  43098.09                 15864.070
#> Demo_39                  41362.91                 18407.539
#> Demo_40                  47647.09                 14355.244
#> Demo_41                  47347.56                 12774.132
#> Demo_42                  37525.65                  9856.374
#> Demo_43                  41972.81                 16563.826
#> Demo_44                  47209.86                 15670.460
#> Demo_45                  39905.46                 13922.454
#> Demo_46                  49365.81                 22617.002
#> Demo_47                  48686.08                 15886.053
#> Demo_48                      0.00                 19031.006
#> Demo_49                  51990.84                 17296.749
#> Demo_50                  42780.94                 19747.447
#>         HILIC_neg_158_23a1_4128 HILIC_neg_251_0056a0_6161
#> Demo_1                20690.592                  14816.35
#> Demo_2                18929.532                  37198.20
#> Demo_3                16823.095                  26748.51
#> Demo_4                26141.084                  20747.95
#> Demo_5                25379.050                  29489.26
#> Demo_6                    0.000                  20958.14
#> Demo_7                14208.226                  15830.22
#> Demo_8                12058.220                  12710.17
#> Demo_9                19524.555                  20139.86
#> Demo_10               27709.086                  16393.24
#> Demo_11               34776.690                  21419.50
#> Demo_12               23079.278                  14233.66
#> Demo_13                   0.000                  16219.51
#> Demo_14               20577.066                  17656.12
#> Demo_15                9291.962                  24067.25
#> Demo_16               21954.594                  14490.61
#> Demo_17                   0.000                  22070.46
#> Demo_18               27503.748                  16917.08
#> Demo_19                   0.000                  16070.63
#> Demo_20               10270.844                      0.00
#> Demo_21               10358.045                  15652.72
#> Demo_22               26946.829                  12730.37
#> Demo_23               14347.673                  25385.47
#> Demo_24               18507.935                  23423.01
#> Demo_25               14445.414                  17378.37
#> Demo_26               22621.123                  38332.26
#> Demo_27               30176.809                  35701.98
#> Demo_28               14642.700                  28562.42
#> Demo_29               24842.224                      0.00
#> Demo_30               32806.307                  28757.96
#> Demo_31                   0.000                  33986.66
#> Demo_32               21813.805                  28006.08
#> Demo_33               34991.889                  30890.52
#> Demo_34               18005.049                  32805.53
#> Demo_35               23341.804                  34740.27
#> Demo_36               24187.614                  25151.86
#> Demo_37               15930.941                  28769.84
#> Demo_38               24704.149                  25656.69
#> Demo_39               31599.721                  43235.04
#> Demo_40               16483.829                  19845.34
#> Demo_41               22749.107                      0.00
#> Demo_42               25559.058                  28323.30
#> Demo_43               36612.078                  31939.58
#> Demo_44               22426.282                  34655.91
#> Demo_45               21612.292                  29665.86
#> Demo_46               21701.726                  24869.49
#> Demo_47               27615.024                  27283.52
#> Demo_48               30091.589                  23809.95
#> Demo_49               24753.048                  29097.62
#> Demo_50               23207.862                  26022.66
#>         HILIC_neg_401_52a4_211 HILIC_neg_400_7045a5_3842
#> Demo_1               22093.182                  23894.97
#> Demo_2                9927.692                  26727.66
#> Demo_3               11526.048                  13871.78
#> Demo_4               23915.148                  35694.52
#> Demo_5               19830.850                  43856.04
#> Demo_6               19028.935                  25810.07
#> Demo_7               18783.514                  30332.48
#> Demo_8               15180.039                  24853.12
#> Demo_9               18289.116                  29593.51
#> Demo_10              19114.381                  31241.78
#> Demo_11                  0.000                  36641.16
#> Demo_12              14085.948                  38492.64
#> Demo_13              18072.691                  29744.72
#> Demo_14              20310.810                  34932.57
#> Demo_15               8705.320                  25447.20
#> Demo_16               1042.519                  34857.37
#> Demo_17              15023.307                  31423.69
#> Demo_18              12342.445                  35217.64
#> Demo_19              16863.342                  27011.74
#> Demo_20              14228.832                  26696.25
#> Demo_21              22710.194                  36472.10
#> Demo_22              13596.472                  37929.93
#> Demo_23              13835.803                  28592.61
#> Demo_24              21134.145                  25834.86
#> Demo_25              15286.052                  32479.76
#> Demo_26              22580.472                  27883.28
#> Demo_27              31819.562                  38685.88
#> Demo_28              29371.195                  38729.80
#> Demo_29              23360.891                  32758.40
#> Demo_30              26794.467                  45263.73
#> Demo_31              16612.111                  32273.35
#> Demo_32              20885.901                  39399.64
#> Demo_33              14869.070                  33209.60
#> Demo_34              19022.210                  39947.45
#> Demo_35              11405.106                  37566.58
#> Demo_36              19243.396                  43026.69
#> Demo_37              16765.744                  48097.93
#> Demo_38              22643.442                  43544.22
#> Demo_39                  0.000                  34784.32
#> Demo_40              14792.754                  33619.53
#> Demo_41              21900.052                  38257.22
#> Demo_42              18182.302                  35232.85
#> Demo_43              23627.381                      0.00
#> Demo_44              16929.512                  42191.65
#> Demo_45              21297.054                      0.00
#> Demo_46              18705.455                  41822.88
#> Demo_47              22658.605                  30261.05
#> Demo_48              14439.564                  41658.40
#> Demo_49              19756.089                      0.00
#> Demo_50              15343.491                  44677.84
#>         HILIC_neg_304_014a7_1311 HILIC_neg_276_6328a2_7734
#> Demo_1                12494.7385                 13886.940
#> Demo_2                10277.2621                 13990.361
#> Demo_3                17220.0625                 12756.529
#> Demo_4                19345.2428                  8352.584
#> Demo_5                20675.6278                 14542.618
#> Demo_6                    0.0000                  8092.626
#> Demo_7                16248.8501                  9385.913
#> Demo_8                16195.4306                 10265.010
#> Demo_9                24134.0703                  9098.459
#> Demo_10                5018.0290                  9371.392
#> Demo_11               13190.1361                  9898.019
#> Demo_12               16042.4677                  9177.764
#> Demo_13               15413.9646                  9700.441
#> Demo_14               14619.0758                  8341.527
#> Demo_15               17164.1727                 10511.359
#> Demo_16                8733.1978                 13898.310
#> Demo_17                9625.0639                 11194.402
#> Demo_18                   0.0000                  8237.980
#> Demo_19               13357.8783                  8895.467
#> Demo_20               14636.7746                  8168.770
#> Demo_21               10450.7776                  9359.041
#> Demo_22               15943.5011                  8548.384
#> Demo_23               10942.6583                  7046.015
#> Demo_24                 378.8789                  8830.616
#> Demo_25               15102.6866                     0.000
#> Demo_26               22645.8550                 21239.198
#> Demo_27               18948.2719                 14346.835
#> Demo_28               20064.5352                 13938.272
#> Demo_29               19417.1327                 19688.357
#> Demo_30               22987.0117                     0.000
#> Demo_31               22938.6241                 21017.501
#> Demo_32               16463.4483                 15496.328
#> Demo_33               16905.6741                 18646.836
#> Demo_34               24350.2112                 22101.473
#> Demo_35               20672.8346                 14490.184
#> Demo_36               20702.5541                 17592.941
#> Demo_37               17798.9721                 12973.845
#> Demo_38                   0.0000                 16594.190
#> Demo_39               12697.1713                 19178.144
#> Demo_40                   0.0000                 15053.750
#> Demo_41               21566.9959                 14965.176
#> Demo_42               28392.7546                 14556.833
#> Demo_43               25814.3054                 16042.951
#> Demo_44               19402.7781                 12714.565
#> Demo_45               19210.2190                 11913.494
#> Demo_46               23832.2509                 15394.141
#> Demo_47               21495.0844                  8649.341
#> Demo_48               21865.7680                 12759.649
#> Demo_49               17548.5757                 23850.336
#> Demo_50                   0.0000                 10975.047
#>         HILIC_neg_118_9111a4_1865 HILIC_neg_446_9413a2_315
#> Demo_1                   28283.42                 6713.775
#> Demo_2                   40772.09                 5428.669
#> Demo_3                   43814.08                    0.000
#> Demo_4                   42403.80                 6977.528
#> Demo_5                   25698.63                 7833.216
#> Demo_6                   50825.45                 7710.559
#> Demo_7                   28615.98                 6337.091
#> Demo_8                   36373.87                 2965.922
#> Demo_9                   23930.09                 3793.810
#> Demo_10                      0.00                 6494.289
#> Demo_11                  49218.61                 5305.091
#> Demo_12                  36895.91                 4291.065
#> Demo_13                  35359.29                 6273.510
#> Demo_14                  33206.46                 3574.750
#> Demo_15                  36274.47                    0.000
#> Demo_16                  21886.85                 6605.884
#> Demo_17                  36742.70                 5627.561
#> Demo_18                  34908.09                 8017.002
#> Demo_19                  34556.27                 4299.405
#> Demo_20                      0.00                 6128.904
#> Demo_21                  34957.71                    0.000
#> Demo_22                  33700.62                 3681.804
#> Demo_23                  41870.48                 5428.182
#> Demo_24                  29992.52                 7264.983
#> Demo_25                  35770.68                 4223.872
#> Demo_26                  34283.99                14215.869
#> Demo_27                  47906.24                14920.055
#> Demo_28                  32872.69                14064.512
#> Demo_29                  40879.15                12089.779
#> Demo_30                  51587.85                    0.000
#> Demo_31                  49807.38                12008.135
#> Demo_32                  37967.74                10696.272
#> Demo_33                  44087.04                 8173.138
#> Demo_34                  35667.20                 9912.889
#> Demo_35                  37262.36                10968.191
#> Demo_36                  46727.74                11867.742
#> Demo_37                  55770.77                13440.106
#> Demo_38                  37327.86                10904.497
#> Demo_39                      0.00                13450.870
#> Demo_40                  35079.87                 8672.508
#> Demo_41                  43133.61                10896.617
#> Demo_42                      0.00                13423.565
#> Demo_43                  51269.37                12900.343
#> Demo_44                  43603.63                 9339.858
#> Demo_45                  43413.54                10349.957
#> Demo_46                  48824.17                16493.043
#> Demo_47                  50542.34                 9531.773
#> Demo_48                  46024.58                11675.769
#> Demo_49                  40645.75                14948.845
#> Demo_50                  37578.96                 9003.271
#>         HILIC_neg_127_5856a4_3758 HILIC_neg_303_2144a1_2372
#> Demo_1                   33198.28                      0.00
#> Demo_2                   39000.73                  33229.89
#> Demo_3                   47078.87                  34595.49
#> Demo_4                   28857.88                  44757.36
#> Demo_5                   37096.68                  30236.70
#> Demo_6                   40861.06                  26725.20
#> Demo_7                   42108.84                  43599.15
#> Demo_8                   22956.35                  40321.00
#> Demo_9                   21984.76                  29781.29
#> Demo_10                  34986.63                  61732.77
#> Demo_11                  39956.35                  34879.24
#> Demo_12                  29562.47                  28319.87
#> Demo_13                  33388.20                  37522.53
#> Demo_14                  45064.79                      0.00
#> Demo_15                  47347.81                  32697.39
#> Demo_16                  39433.13                  39132.04
#> Demo_17                  33958.55                  32058.12
#> Demo_18                  42499.70                  51705.28
#> Demo_19                  48674.72                  39493.29
#> Demo_20                  46358.42                      0.00
#> Demo_21                  40360.43                  25485.22
#> Demo_22                  24302.01                  52412.80
#> Demo_23                  22441.26                  20337.73
#> Demo_24                  28285.68                  39379.20
#> Demo_25                  48095.95                  41867.04
#> Demo_26                  30233.34                  33893.61
#> Demo_27                  36377.21                  42074.73
#> Demo_28                  36100.52                  42749.88
#> Demo_29                  34752.04                  54268.50
#> Demo_30                  41473.76                  41763.62
#> Demo_31                      0.00                  46385.52
#> Demo_32                  38305.81                  41415.81
#> Demo_33                  31052.93                      0.00
#> Demo_34                  41744.43                  39555.16
#> Demo_35                  43453.45                  36750.89
#> Demo_36                  43721.84                  40118.93
#> Demo_37                  46624.16                  50194.41
#> Demo_38                  36174.57                  40340.26
#> Demo_39                      0.00                  42531.76
#> Demo_40                  40775.58                      0.00
#> Demo_41                  46246.00                  39860.98
#> Demo_42                      0.00                  27136.01
#> Demo_43                  47753.42                  53039.50
#> Demo_44                  37812.92                  47068.91
#> Demo_45                  31562.81                  40811.38
#> Demo_46                  53894.12                  42422.91
#> Demo_47                  33122.77                  50545.59
#> Demo_48                  51121.57                  48689.09
#> Demo_49                  37191.50                  56513.32
#> Demo_50                  39754.74                  43742.67
#>         HILIC_neg_366_6203a6_1825 HILIC_neg_258_7252a7_5445
#> Demo_1                  20407.385                 21719.108
#> Demo_2                  11824.924                     0.000
#> Demo_3                  24820.316                 17975.869
#> Demo_4                  22235.651                 20275.504
#> Demo_5                  27578.045                 13339.957
#> Demo_6                  33081.784                 26811.349
#> Demo_7                  21967.859                 15787.323
#> Demo_8                  24477.133                 14051.536
#> Demo_9                  12011.694                 14990.826
#> Demo_10                 29570.760                 16021.744
#> Demo_11                 16823.638                 14732.864
#> Demo_12                 26479.872                 14990.402
#> Demo_13                 22799.009                 16053.042
#> Demo_14                 14925.907                 28816.438
#> Demo_15                  3779.282                  9886.803
#> Demo_16                     0.000                 16597.229
#> Demo_17                 24789.207                 13930.601
#> Demo_18                 26017.592                     0.000
#> Demo_19                 14744.494                 15269.402
#> Demo_20                 10767.323                 23194.853
#> Demo_21                 18463.917                 17994.672
#> Demo_22                 23737.757                  6532.707
#> Demo_23                 14638.134                 20254.289
#> Demo_24                 14654.398                 14468.574
#> Demo_25                 19690.217                 15119.437
#> Demo_26                 33628.111                 25972.259
#> Demo_27                 43738.420                 14060.063
#> Demo_28                 38920.972                 17568.667
#> Demo_29                 25339.606                     0.000
#> Demo_30                 16026.673                 18848.659
#> Demo_31                 24447.669                 25969.852
#> Demo_32                 30895.824                 24964.977
#> Demo_33                 27539.887                 23193.403
#> Demo_34                 32358.608                 29485.387
#> Demo_35                 15466.087                 23578.935
#> Demo_36                 17477.273                 17257.608
#> Demo_37                 28121.262                 10947.098
#> Demo_38                 25230.715                 25756.712
#> Demo_39                 25921.651                 23075.758
#> Demo_40                 15495.003                 26648.687
#> Demo_41                 27144.608                 19644.896
#> Demo_42                 28268.474                 31082.863
#> Demo_43                 36805.156                 27245.103
#> Demo_44                 27328.803                 23604.472
#> Demo_45                 15549.532                     0.000
#> Demo_46                 26934.528                 14655.646
#> Demo_47                 22440.892                 23419.421
#> Demo_48                 30193.958                 22614.399
#> Demo_49                 23744.541                 16569.331
#> Demo_50                 29954.555                 20104.256
#>         HILIC_neg_301_2643a4_0372 HILIC_neg_224_4031a4_7409
#> Demo_1                  18747.388                  29970.47
#> Demo_2                  21056.034                      0.00
#> Demo_3                  22028.202                  22825.63
#> Demo_4                  12220.257                  16741.52
#> Demo_5                  25601.913                  36180.95
#> Demo_6                  21556.720                  16751.91
#> Demo_7                  16867.221                  31698.26
#> Demo_8                  17849.753                  30057.68
#> Demo_9                  11702.564                  26811.60
#> Demo_10                 17626.083                  37906.20
#> Demo_11                 28333.850                  28017.32
#> Demo_12                 23174.145                  44153.80
#> Demo_13                 23814.947                  31078.69
#> Demo_14                 15275.948                  38712.77
#> Demo_15                 22951.589                  42041.02
#> Demo_16                  9178.128                  49615.08
#> Demo_17                 20376.735                  43725.69
#> Demo_18                 19181.208                  40616.56
#> Demo_19                 19447.897                  29347.04
#> Demo_20                 22442.310                  39508.30
#> Demo_21                 27012.829                  41253.23
#> Demo_22                 20242.642                      0.00
#> Demo_23                 24218.768                  25361.57
#> Demo_24                 23395.133                  27300.03
#> Demo_25                 20204.375                  33149.86
#> Demo_26                 23322.460                  35927.79
#> Demo_27                 25600.604                  43625.16
#> Demo_28                 28868.500                  31573.34
#> Demo_29                 21493.759                  39540.75
#> Demo_30                 23062.316                  33350.55
#> Demo_31                 32148.477                  34054.61
#> Demo_32                     0.000                  38407.22
#> Demo_33                 26422.062                  36643.74
#> Demo_34                     0.000                      0.00
#> Demo_35                 23523.810                  40055.62
#> Demo_36                 24787.588                  38508.14
#> Demo_37                 29732.518                  39369.03
#> Demo_38                 22504.716                  38755.38
#> Demo_39                 26325.160                  45728.79
#> Demo_40                 21737.927                  38148.70
#> Demo_41                 32497.805                  35327.20
#> Demo_42                     0.000                  42413.82
#> Demo_43                 27877.666                  47702.38
#> Demo_44                 24797.338                  36095.69
#> Demo_45                 33173.856                  30179.09
#> Demo_46                 30474.666                  44621.00
#> Demo_47                 29297.474                      0.00
#> Demo_48                 33850.020                  56906.89
#> Demo_49                 30606.349                  24982.20
#> Demo_50                 30166.579                  37272.09
#>         HILIC_neg_424_8488a6_7736 HILIC_neg_131_2034a6_1385
#> Demo_1                   4584.162                  28764.45
#> Demo_2                   9480.685                  29043.85
#> Demo_3                   6170.495                  37985.11
#> Demo_4                   5798.785                  42171.96
#> Demo_5                   7873.325                  21441.53
#> Demo_6                   6113.233                  32963.00
#> Demo_7                   4658.085                  25720.68
#> Demo_8                   5833.232                  22125.35
#> Demo_9                   7117.037                  23621.76
#> Demo_10                  6020.448                  21970.12
#> Demo_11                  4638.992                  23005.35
#> Demo_12                  8665.416                  23915.50
#> Demo_13                  4786.238                      0.00
#> Demo_14                  2712.126                  19345.74
#> Demo_15                  8165.930                  27486.98
#> Demo_16                  8818.983                  26177.99
#> Demo_17                  7833.805                      0.00
#> Demo_18                  8472.729                  17640.81
#> Demo_19                  4851.780                  27113.31
#> Demo_20                  9225.096                  14260.16
#> Demo_21                  8411.481                  26794.68
#> Demo_22                  8318.806                  21181.02
#> Demo_23                  8206.694                  25583.97
#> Demo_24                  9327.139                  18454.15
#> Demo_25                  5520.189                  20842.66
#> Demo_26                 10891.620                  31585.36
#> Demo_27                 18591.567                  30854.31
#> Demo_28                 16027.009                  32873.73
#> Demo_29                 13539.069                  37982.85
#> Demo_30                 11436.989                      0.00
#> Demo_31                 11238.829                  37110.11
#> Demo_32                 15928.556                  30816.62
#> Demo_33                 13351.460                  38471.30
#> Demo_34                 15340.537                  41939.23
#> Demo_35                     0.000                  28415.68
#> Demo_36                 12210.795                  31958.90
#> Demo_37                 16981.917                  28823.42
#> Demo_38                 17625.226                  32721.08
#> Demo_39                 13843.165                  24240.06
#> Demo_40                 22558.632                  21876.96
#> Demo_41                 17873.816                  35788.37
#> Demo_42                 13322.298                  29430.76
#> Demo_43                 16379.985                  38842.35
#> Demo_44                 14873.408                  31879.34
#> Demo_45                 14971.716                  26331.11
#> Demo_46                 12059.711                  37204.82
#> Demo_47                 14706.747                  30199.91
#> Demo_48                 13242.227                      0.00
#> Demo_49                 14857.510                  34621.43
#> Demo_50                 15420.387                  24833.59
#>         HILIC_neg_236_4114a5_6302 HILIC_neg_411_0148a0_7484
#> Demo_1                   6730.223                 10451.025
#> Demo_2                   6450.798                  8904.868
#> Demo_3                   7298.693                     0.000
#> Demo_4                   5944.421                     0.000
#> Demo_5                   4698.953                  3028.908
#> Demo_6                   6718.519                  7564.719
#> Demo_7                   6214.741                 11313.323
#> Demo_8                   8084.728                     0.000
#> Demo_9                   2760.036                  2450.809
#> Demo_10                  7049.678                  8046.691
#> Demo_11                  7397.450                 15128.055
#> Demo_12                  4519.740                  5515.242
#> Demo_13                  7187.108                  9561.800
#> Demo_14                  5990.387                 11973.005
#> Demo_15                 10094.904                  9627.038
#> Demo_16                  4124.617                  6093.395
#> Demo_17                  1371.436                  4758.459
#> Demo_18                  9555.203                  8284.954
#> Demo_19                  5762.472                  8963.204
#> Demo_20                  3273.295                  9284.226
#> Demo_21                  6066.104                 16398.883
#> Demo_22                  6712.730                  8413.432
#> Demo_23                  3922.494                  6079.153
#> Demo_24                  7530.785                  2202.782
#> Demo_25                  6492.337                  9253.550
#> Demo_26                 14756.324                 19725.333
#> Demo_27                 16326.515                 15272.158
#> Demo_28                 15065.824                 23080.046
#> Demo_29                 11355.853                 13227.037
#> Demo_30                     0.000                 24051.398
#> Demo_31                 12156.898                 17386.947
#> Demo_32                     0.000                 19211.499
#> Demo_33                     0.000                 13464.822
#> Demo_34                 14927.614                  8452.375
#> Demo_35                  8953.228                 20051.281
#> Demo_36                  6134.669                 12730.915
#> Demo_37                 14334.753                 13061.382
#> Demo_38                  9230.829                 16381.022
#> Demo_39                 12826.471                 15604.505
#> Demo_40                 11579.289                 13183.998
#> Demo_41                 10152.675                  8997.162
#> Demo_42                 14745.156                 16702.673
#> Demo_43                 10893.385                     0.000
#> Demo_44                     0.000                 14043.211
#> Demo_45                 13686.945                 12909.350
#> Demo_46                  9822.092                 17816.467
#> Demo_47                 10058.786                 10945.315
#> Demo_48                 12158.939                 17758.685
#> Demo_49                     0.000                 13284.753
#> Demo_50                 11946.250                 21360.166
#>         HILIC_pos_288_6263a6_572 HILIC_pos_331_1173a7_7822
#> Demo_1                  3113.142                  6145.645
#> Demo_2                  4003.686                     0.000
#> Demo_3                  5153.973                  7837.434
#> Demo_4                  3361.070                  7282.767
#> Demo_5                     0.000                  3688.053
#> Demo_6                  7107.812                  5418.314
#> Demo_7                  3958.444                  6340.032
#> Demo_8                  4085.451                  8821.866
#> Demo_9                  4434.875                  4379.451
#> Demo_10                    0.000                     0.000
#> Demo_11                 5913.068                 10149.416
#> Demo_12                 5686.479                  6447.643
#> Demo_13                 5079.491                  7815.173
#> Demo_14                    0.000                  9756.526
#> Demo_15                 4636.997                  4416.548
#> Demo_16                 5500.908                  5251.990
#> Demo_17                 2885.458                  9099.477
#> Demo_18                 7286.623                  4167.711
#> Demo_19                 5442.098                  6704.039
#> Demo_20                 5784.396                  8958.028
#> Demo_21                 7137.167                  8196.795
#> Demo_22                 7909.655                  8045.834
#> Demo_23                 4536.702                  6039.813
#> Demo_24                 5153.757                 11211.144
#> Demo_25                 5025.983                  7166.389
#> Demo_26                12644.079                 14423.429
#> Demo_27                 8193.398                 16030.466
#> Demo_28                16404.135                 12766.818
#> Demo_29                11506.329                 13964.176
#> Demo_30                 9310.297                 12391.435
#> Demo_31                11967.222                 15425.614
#> Demo_32                11722.021                 13893.095
#> Demo_33                13524.295                 14729.486
#> Demo_34                14566.804                 11471.797
#> Demo_35                13565.880                 11502.957
#> Demo_36                    0.000                 15928.296
#> Demo_37                15385.629                 18871.885
#> Demo_38                    0.000                 16987.391
#> Demo_39                12124.287                 15801.291
#> Demo_40                14597.197                 14125.867
#> Demo_41                12614.622                 18170.704
#> Demo_42                13884.145                 13525.433
#> Demo_43                14981.878                 20344.284
#> Demo_44                13423.371                 17060.241
#> Demo_45                11497.692                 13393.026
#> Demo_46                15502.452                 11700.904
#> Demo_47                16854.786                 14070.565
#> Demo_48                13760.223                 13721.647
#> Demo_49                15509.713                 16350.588
#> Demo_50                14062.414                 16739.706
#>         HILIC_pos_139_4044a6_0388 HILIC_pos_132_7373a6_4146
#> Demo_1                  25479.495                 24904.842
#> Demo_2                  15882.013                 35183.770
#> Demo_3                  15237.610                 46117.435
#> Demo_4                  28512.552                 26621.896
#> Demo_5                  24136.095                 27748.321
#> Demo_6                  24168.975                 33280.082
#> Demo_7                  26429.824                     0.000
#> Demo_8                  36514.069                 22225.356
#> Demo_9                  29288.679                 18083.721
#> Demo_10                 23713.178                 22585.722
#> Demo_11                  7588.683                 31390.551
#> Demo_12                 35937.712                 22392.058
#> Demo_13                 25848.415                 19653.802
#> Demo_14                 27915.820                 23101.089
#> Demo_15                 26872.225                     0.000
#> Demo_16                 21083.205                 12247.051
#> Demo_17                 25870.837                 14958.300
#> Demo_18                 12681.458                  9728.945
#> Demo_19                 27711.861                 20057.767
#> Demo_20                 22869.456                 15845.341
#> Demo_21                 19223.845                 34776.995
#> Demo_22                 35998.121                 14295.140
#> Demo_23                 23433.806                 30016.229
#> Demo_24                 38654.396                 24921.947
#> Demo_25                 25652.010                 21701.646
#> Demo_26                 41174.314                 33953.136
#> Demo_27                 25444.819                 40819.818
#> Demo_28                 25341.788                 22784.495
#> Demo_29                 33900.729                 26625.756
#> Demo_30                 30708.521                 31826.559
#> Demo_31                 26362.744                 31451.446
#> Demo_32                 28636.143                 35998.335
#> Demo_33                 31818.049                 38900.451
#> Demo_34                 46705.003                 13665.157
#> Demo_35                 48661.531                 34377.854
#> Demo_36                 27003.169                 25607.076
#> Demo_37                 35663.697                 35482.333
#> Demo_38                 37528.668                 33905.741
#> Demo_39                 45594.225                 34869.328
#> Demo_40                 33850.159                 30723.147
#> Demo_41                 30146.468                 29689.693
#> Demo_42                 29011.809                 24427.147
#> Demo_43                 33398.101                 31361.572
#> Demo_44                 32852.918                 29980.379
#> Demo_45                 37029.863                 20187.818
#> Demo_46                 36292.728                 26774.060
#> Demo_47                 44012.737                 31933.529
#> Demo_48                     0.000                 30372.404
#> Demo_49                 32754.857                 14879.166
#> Demo_50                 38942.573                 33240.226
#>         HILIC_pos_298_6144a3_839 HILIC_pos_410_9203a2_7329
#> Demo_1                      0.00                 14930.345
#> Demo_2                      0.00                  8834.308
#> Demo_3                  33514.19                 13928.428
#> Demo_4                  34221.85                 10449.154
#> Demo_5                      0.00                  9444.274
#> Demo_6                  18549.08                 12525.571
#> Demo_7                  19837.69                  9543.839
#> Demo_8                  44948.42                  9235.287
#> Demo_9                  24414.01                  7093.820
#> Demo_10                 12033.72                  8229.883
#> Demo_11                 36334.00                  6347.627
#> Demo_12                 22594.99                  9900.056
#> Demo_13                 23559.38                     0.000
#> Demo_14                 27171.71                 11931.951
#> Demo_15                 32479.98                  3917.489
#> Demo_16                 38124.20                  9182.999
#> Demo_17                 23817.45                 11172.851
#> Demo_18                 27152.43                 10768.242
#> Demo_19                 22914.64                 10509.655
#> Demo_20                 28999.87                 10988.041
#> Demo_21                 34877.72                  8955.083
#> Demo_22                 25191.63                 11813.556
#> Demo_23                 31358.85                  9824.058
#> Demo_24                 36561.31                  7320.747
#> Demo_25                 25691.61                     0.000
#> Demo_26                 36733.22                 21872.761
#> Demo_27                 44089.71                 22720.556
#> Demo_28                 22189.68                 16855.219
#> Demo_29                 35689.39                 17958.879
#> Demo_30                 30070.70                 15041.238
#> Demo_31                     0.00                 19954.336
#> Demo_32                     0.00                 18275.759
#> Demo_33                 45896.79                     0.000
#> Demo_34                 35913.80                 10408.343
#> Demo_35                 24864.42                 19934.668
#> Demo_36                 35287.67                 16228.368
#> Demo_37                 37710.36                 15069.710
#> Demo_38                 35104.21                 18969.050
#> Demo_39                 32734.23                 17495.591
#> Demo_40                 35373.25                 20056.094
#> Demo_41                 40901.04                 13142.361
#> Demo_42                     0.00                 15554.054
#> Demo_43                 40868.87                 14367.172
#> Demo_44                 41466.64                 16341.331
#> Demo_45                 32593.19                  7847.206
#> Demo_46                 31778.52                 11447.992
#> Demo_47                 36384.83                 15763.075
#> Demo_48                 30505.82                 15093.431
#> Demo_49                     0.00                 14743.118
#> Demo_50                 39473.76                 17946.651
#>         HILIC_pos_145_8514a2_811 HILIC_pos_306_0061a4_4049
#> Demo_1                 20703.248                  30383.86
#> Demo_2                 19376.832                  27428.01
#> Demo_3                 25651.766                  44310.28
#> Demo_4                 26375.229                  34395.82
#> Demo_5                 25411.517                  32915.66
#> Demo_6                 15108.192                  38564.77
#> Demo_7                 22046.809                  25689.08
#> Demo_8                 30216.681                  26414.12
#> Demo_9                 29993.046                  30752.24
#> Demo_10                 8511.838                  23720.57
#> Demo_11                    0.000                  39119.94
#> Demo_12                26755.729                  39028.68
#> Demo_13                22281.546                  32272.57
#> Demo_14                12689.704                  39794.79
#> Demo_15                13925.333                  29835.27
#> Demo_16                11956.487                  24185.47
#> Demo_17                18073.732                  41131.32
#> Demo_18                15210.411                  22089.81
#> Demo_19                19874.610                  27776.28
#> Demo_20                21429.776                  18653.77
#> Demo_21                15761.566                  30773.35
#> Demo_22                15625.054                  42340.19
#> Demo_23                19637.372                  37307.90
#> Demo_24                20511.822                  47296.36
#> Demo_25                13856.877                      0.00
#> Demo_26                25640.659                  38067.54
#> Demo_27                29681.769                  36188.99
#> Demo_28                21726.965                  29897.46
#> Demo_29                29872.939                  36770.23
#> Demo_30                31772.170                  32802.15
#> Demo_31                17319.727                  41240.84
#> Demo_32                31624.473                  36531.38
#> Demo_33                26319.326                  50296.55
#> Demo_34                22277.184                  47515.38
#> Demo_35                31237.759                  44358.53
#> Demo_36                21837.442                  34411.94
#> Demo_37                23019.203                  46318.94
#> Demo_38                23151.903                  43426.00
#> Demo_39                24801.099                  43329.23
#> Demo_40                19331.064                  34212.79
#> Demo_41                19548.457                      0.00
#> Demo_42                37368.337                  28315.40
#> Demo_43                26373.759                  45718.29
#> Demo_44                22337.945                  41527.34
#> Demo_45                18817.283                  55179.13
#> Demo_46                    0.000                  48344.15
#> Demo_47                31306.741                  39918.37
#> Demo_48                25895.451                  41407.88
#> Demo_49                33563.835                  57229.92
#> Demo_50                25933.481                  39292.32
#>         HILIC_pos_425_8858a4_4494 HILIC_pos_436_332a6_1165
#> Demo_1                   2911.468                3671.8894
#> Demo_2                   1991.686                3403.3083
#> Demo_3                   3984.204                4135.5470
#> Demo_4                   2691.886                 713.3901
#> Demo_5                   2249.732                3728.9366
#> Demo_6                   3505.323                3546.3149
#> Demo_7                   3179.889                   0.0000
#> Demo_8                      0.000                3587.5813
#> Demo_9                   4313.273                3964.1746
#> Demo_10                  3026.065                3627.0608
#> Demo_11                  3188.728                4954.1139
#> Demo_12                  4095.151                2852.5570
#> Demo_13                  3607.163                3786.3693
#> Demo_14                  3510.929                4727.4707
#> Demo_15                  4357.724                4726.3262
#> Demo_16                  3177.963                4330.8641
#> Demo_17                     0.000                   0.0000
#> Demo_18                  3743.162                4047.8533
#> Demo_19                  3341.837                4192.6431
#> Demo_20                  5620.308                4384.9440
#> Demo_21                  2765.009                3281.3442
#> Demo_22                  3489.281                2459.5896
#> Demo_23                  2026.240                4312.9920
#> Demo_24                  3429.106                4845.5462
#> Demo_25                  3080.462                3879.5330
#> Demo_26                  9520.289                9501.1954
#> Demo_27                 11448.902               13674.4774
#> Demo_28                  5608.585               11714.2210
#> Demo_29                 12089.233               12382.4281
#> Demo_30                 13161.217               13623.7625
#> Demo_31                 14218.275                8995.0657
#> Demo_32                 12438.835               11823.2117
#> Demo_33                 10230.274               12329.9880
#> Demo_34                 12679.971                9311.1555
#> Demo_35                 15276.493               11658.3713
#> Demo_36                  9550.301                8030.0447
#> Demo_37                  9549.278               12211.7094
#> Demo_38                     0.000               11745.6344
#> Demo_39                 12706.637               12034.9821
#> Demo_40                  5186.100               10344.8541
#> Demo_41                 11938.494               12459.6281
#> Demo_42                 10611.768                   0.0000
#> Demo_43                 13762.516               16603.1144
#> Demo_44                 11368.197               13088.4519
#> Demo_45                 13669.552               12808.6770
#> Demo_46                 14763.727                9196.6310
#> Demo_47                 11579.447               14268.6300
#> Demo_48                 13898.885               14358.0586
#> Demo_49                 13412.272               13941.5264
#> Demo_50                     0.000               12377.0714
#>         HILIC_pos_255_0094a7_9288 HILIC_pos_417_1474a2_8239
#> Demo_1                       0.00                 10493.154
#> Demo_2                   13337.36                 13203.846
#> Demo_3                   24720.58                  7404.564
#> Demo_4                   19596.66                  8473.505
#> Demo_5                   13502.05                 10585.893
#> Demo_6                   33232.92                  7606.321
#> Demo_7                   22658.54                 10503.249
#> Demo_8                   23490.84                 10248.730
#> Demo_9                   13453.53                 12484.654
#> Demo_10                  23476.89                  7941.329
#> Demo_11                  16704.43                 14304.507
#> Demo_12                  17526.23                  9452.752
#> Demo_13                  24666.39                 10867.548
#> Demo_14                  16573.71                  6352.073
#> Demo_15                      0.00                  5925.690
#> Demo_16                  24214.43                 10981.350
#> Demo_17                  12960.03                  5326.426
#> Demo_18                  16199.38                  9685.036
#> Demo_19                      0.00                  9400.199
#> Demo_20                  24957.66                  6573.978
#> Demo_21                  16358.50                 11576.244
#> Demo_22                  23738.86                  8245.232
#> Demo_23                  17986.24                  5671.661
#> Demo_24                  13415.70                 14366.342
#> Demo_25                  23120.81                  8537.976
#> Demo_26                  20955.82                 20193.923
#> Demo_27                  12923.76                 12707.669
#> Demo_28                  16717.05                  9098.358
#> Demo_29                  32602.76                 21476.455
#> Demo_30                  19575.83                     0.000
#> Demo_31                  29798.04                 16656.780
#> Demo_32                  19070.55                 20069.459
#> Demo_33                  25906.51                 22208.184
#> Demo_34                  28314.75                 17748.230
#> Demo_35                      0.00                 14271.070
#> Demo_36                  15868.32                 17260.872
#> Demo_37                      0.00                  6765.865
#> Demo_38                  25630.70                 15821.806
#> Demo_39                  27531.40                 10972.532
#> Demo_40                  21112.02                  9275.281
#> Demo_41                  20060.91                 13879.630
#> Demo_42                  23462.60                 12865.547
#> Demo_43                  25551.71                 13311.767
#> Demo_44                  24317.53                 14377.448
#> Demo_45                  32431.21                 18682.467
#> Demo_46                  30186.02                 11147.725
#> Demo_47                  24222.25                 17112.176
#> Demo_48                  28474.70                 15598.136
#> Demo_49                  26077.99                 12263.191
#> Demo_50                  24837.68                 18659.631
#>         HILIC_pos_297_8334a0_6647 HILIC_pos_449_2162a0_7574
#> Demo_1                   9501.849                      0.00
#> Demo_2                  14209.238                  45756.94
#> Demo_3                  14481.987                  34353.29
#> Demo_4                   4733.672                  29066.38
#> Demo_5                      0.000                  38225.24
#> Demo_6                  13809.009                  49100.26
#> Demo_7                  10656.428                      0.00
#> Demo_8                  10928.814                  36432.02
#> Demo_9                  15525.204                  29761.98
#> Demo_10                  7458.002                  53952.95
#> Demo_11                 10497.378                  58338.19
#> Demo_12                 10193.698                  34071.51
#> Demo_13                 11203.791                  46009.76
#> Demo_14                     0.000                  40433.01
#> Demo_15                     0.000                  32006.08
#> Demo_16                 11301.403                  48301.09
#> Demo_17                 13920.835                  21394.58
#> Demo_18                  8419.883                  37503.17
#> Demo_19                 10629.898                      0.00
#> Demo_20                  8827.931                  46104.58
#> Demo_21                  7812.028                  47757.47
#> Demo_22                  7020.523                  46186.87
#> Demo_23                  9138.228                  56182.15
#> Demo_24                 11048.782                  47815.09
#> Demo_25                  9696.774                      0.00
#> Demo_26                 18348.552                  49605.41
#> Demo_27                 13479.490                  47446.16
#> Demo_28                 14298.527                  55631.89
#> Demo_29                 15499.470                  41517.67
#> Demo_30                 14442.385                  53760.79
#> Demo_31                 17553.366                  46599.43
#> Demo_32                 20766.879                  54915.19
#> Demo_33                 17517.691                  51412.16
#> Demo_34                 18331.261                  59180.92
#> Demo_35                 22978.283                  40378.62
#> Demo_36                 17500.841                  42271.36
#> Demo_37                 21082.745                  40440.71
#> Demo_38                 21493.945                  71550.00
#> Demo_39                 17954.342                  62663.55
#> Demo_40                 17486.661                  46823.30
#> Demo_41                 19187.024                  43577.15
#> Demo_42                 16616.745                  55241.72
#> Demo_43                 23546.508                  55306.93
#> Demo_44                 17864.623                  59613.17
#> Demo_45                 19532.356                  40208.38
#> Demo_46                     0.000                  45465.87
#> Demo_47                 20430.461                  41280.44
#> Demo_48                 20916.768                  63962.84
#> Demo_49                 17582.500                  62498.91
#> Demo_50                 20291.269                  73285.51
#>         HILIC_pos_197_7438a7_72 HILIC_pos_141_601a7_387
#> Demo_1                 21291.82               23384.932
#> Demo_2                 34127.98               26769.867
#> Demo_3                 20363.48               22887.029
#> Demo_4                 17091.97               20942.324
#> Demo_5                 31996.57               23913.744
#> Demo_6                 12060.04               22169.451
#> Demo_7                 20558.79               19634.578
#> Demo_8                 40900.50               26689.933
#> Demo_9                 33431.14               19341.016
#> Demo_10                24935.21               15110.870
#> Demo_11                27837.61               15601.820
#> Demo_12                21365.28                7576.654
#> Demo_13                22461.83               20777.446
#> Demo_14                27031.65                   0.000
#> Demo_15                31049.50               27677.818
#> Demo_16                25482.06               13776.654
#> Demo_17                20589.34               25678.100
#> Demo_18                24177.10                9538.590
#> Demo_19                22762.19               18700.597
#> Demo_20                    0.00               32374.447
#> Demo_21                25652.87               19905.911
#> Demo_22                24259.32               27532.190
#> Demo_23                17920.17               19583.671
#> Demo_24                30167.72               11635.678
#> Demo_25                23583.49               22774.183
#> Demo_26                21188.95               32195.530
#> Demo_27                31293.25               30073.147
#> Demo_28                40007.95               30087.200
#> Demo_29                32318.43                   0.000
#> Demo_30                27947.09               20610.624
#> Demo_31                24585.42               25014.381
#> Demo_32                30358.08               24162.685
#> Demo_33                34976.95               23581.379
#> Demo_34                37409.91               26955.651
#> Demo_35                33133.90               37049.576
#> Demo_36                25885.77                   0.000
#> Demo_37                24924.45                   0.000
#> Demo_38                    0.00                   0.000
#> Demo_39                33977.36               32744.845
#> Demo_40                29792.69               13450.799
#> Demo_41                    0.00               18132.204
#> Demo_42                26587.05               24253.449
#> Demo_43                30170.94               27028.439
#> Demo_44                34582.03                   0.000
#> Demo_45                33645.92                   0.000
#> Demo_46                    0.00               31181.930
#> Demo_47                24496.20               16532.918
#> Demo_48                26450.33               24632.469
#> Demo_49                27307.49               26844.408
#> Demo_50                34259.65               18449.918
#>         HILIC_pos_448_1172a6_8567 HILIC_pos_346_6405a3_2719
#> Demo_1                   3503.792                 26549.654
#> Demo_2                   6580.277                 27838.422
#> Demo_3                   3640.264                 33747.768
#> Demo_4                   4463.996                 12663.144
#> Demo_5                   5648.307                 14842.366
#> Demo_6                   6911.674                 39551.769
#> Demo_7                   4068.310                 24861.292
#> Demo_8                   5707.620                 18621.321
#> Demo_9                   3764.727                 25436.161
#> Demo_10                  5979.400                 32876.148
#> Demo_11                  7440.551                 29596.416
#> Demo_12                  7341.835                 30963.092
#> Demo_13                  4697.705                 24158.613
#> Demo_14                  6150.538                     0.000
#> Demo_15                  4077.477                  6994.093
#> Demo_16                  3134.353                 14497.329
#> Demo_17                  5802.400                 29457.665
#> Demo_18                     0.000                 24721.483
#> Demo_19                  4581.453                 24410.586
#> Demo_20                  6602.982                 13537.482
#> Demo_21                  6951.016                 31239.718
#> Demo_22                  4320.621                 27977.134
#> Demo_23                  6518.310                  9085.253
#> Demo_24                  2765.345                 18762.233
#> Demo_25                  4643.586                 26678.703
#> Demo_26                 10799.300                 40272.149
#> Demo_27                 12715.247                 35566.951
#> Demo_28                 14954.008                 23356.267
#> Demo_29                 12827.375                 36906.882
#> Demo_30                 16348.899                 38617.759
#> Demo_31                 12299.613                 33083.623
#> Demo_32                 12970.085                 35168.907
#> Demo_33                 13376.061                 36401.443
#> Demo_34                 13398.106                 29760.774
#> Demo_35                     0.000                 46761.238
#> Demo_36                 15598.557                 36782.072
#> Demo_37                 12975.111                 34041.148
#> Demo_38                 15400.912                 32333.021
#> Demo_39                     0.000                 40069.664
#> Demo_40                  9494.677                 40396.796
#> Demo_41                 12785.330                 31615.481
#> Demo_42                 11794.328                 49942.331
#> Demo_43                 14841.262                 36911.558
#> Demo_44                 13953.159                 38570.370
#> Demo_45                 10827.981                 25936.629
#> Demo_46                 16492.251                 41056.443
#> Demo_47                     0.000                     0.000
#> Demo_48                 11361.743                 25131.935
#> Demo_49                 11974.741                 32929.174
#> Demo_50                 15600.289                 29251.751
#>         HILIC_pos_334_3285a1_7395 HILIC_pos_215_5364a2_6707
#> Demo_1                   2520.257                 18036.569
#> Demo_2                   4484.835                 26925.689
#> Demo_3                   3158.478                 15976.491
#> Demo_4                   2166.096                  9958.128
#> Demo_5                   4152.352                 21875.652
#> Demo_6                   4655.574                 19710.098
#> Demo_7                      0.000                 18648.270
#> Demo_8                      0.000                  7519.704
#> Demo_9                   1767.724                 16960.280
#> Demo_10                  4168.191                 18086.413
#> Demo_11                  3225.845                 16689.624
#> Demo_12                  2825.307                 11932.611
#> Demo_13                  2009.037                 17840.065
#> Demo_14                  2937.579                 30060.476
#> Demo_15                  2959.819                 15084.499
#> Demo_16                  2498.826                 13185.044
#> Demo_17                  2300.258                 11090.048
#> Demo_18                  1785.583                 20696.818
#> Demo_19                  1798.068                 12250.746
#> Demo_20                  2499.650                  9841.890
#> Demo_21                  3884.149                 14615.084
#> Demo_22                  3991.222                 28059.620
#> Demo_23                  2089.609                  9411.453
#> Demo_24                  2958.231                 24843.999
#> Demo_25                  1826.185                 14522.090
#> Demo_26                 11703.290                 29070.983
#> Demo_27                 13134.249                 22367.414
#> Demo_28                 11702.917                 31413.189
#> Demo_29                  9503.439                 30609.456
#> Demo_30                 10943.467                 23785.173
#> Demo_31                 13557.933                 31301.776
#> Demo_32                  7804.920                 25129.140
#> Demo_33                 12749.854                 27150.978
#> Demo_34                  8918.390                 18191.754
#> Demo_35                  8374.824                 13626.326
#> Demo_36                  8915.750                 31173.563
#> Demo_37                  9944.999                 17146.749
#> Demo_38                     0.000                 23576.358
#> Demo_39                  8846.154                 16324.803
#> Demo_40                  8735.961                 23762.770
#> Demo_41                 10869.691                 17332.474
#> Demo_42                  7278.923                 25640.408
#> Demo_43                  5429.293                 17927.253
#> Demo_44                  9768.366                 16856.307
#> Demo_45                     0.000                 28307.437
#> Demo_46                  7410.862                 30663.918
#> Demo_47                  7352.607                 22485.680
#> Demo_48                 10324.584                     0.000
#> Demo_49                  7093.728                 15258.965
#> Demo_50                  8587.537                 21107.233
#>         RP_neg_458_0877a1_5798 RP_neg_365_8511a5_6086 RP_neg_369_5116a6_4389
#> Demo_1               27642.481               32671.39              16537.304
#> Demo_2               37436.871               27950.34              27895.376
#> Demo_3                   0.000               33031.30              16739.227
#> Demo_4               23706.824               30040.74              20086.876
#> Demo_5               28551.317               46248.78              13822.591
#> Demo_6               36062.751               17049.42              16574.173
#> Demo_7               15189.138               33248.10              14072.142
#> Demo_8               14347.975               43929.23              10516.738
#> Demo_9               10506.528               36950.00              19539.999
#> Demo_10              21150.346               45416.39               5849.686
#> Demo_11              29435.464               39404.15              21036.884
#> Demo_12              27273.458               32609.91              20162.300
#> Demo_13                  0.000               39753.93              12364.188
#> Demo_14              22242.712               41087.93              12658.214
#> Demo_15              42620.366               24795.75              13088.960
#> Demo_16              21479.796               48372.72              24919.971
#> Demo_17              28542.284               35462.79              33660.272
#> Demo_18              18556.520               42250.68              15202.575
#> Demo_19              17119.956               37556.59              12175.168
#> Demo_20              31821.961               33581.09              13098.737
#> Demo_21              26313.706                   0.00              18544.031
#> Demo_22              23329.344               30574.93              17280.538
#> Demo_23              15757.859               33766.85              13227.682
#> Demo_24               7882.718                   0.00              23480.221
#> Demo_25              15154.520               27243.94              13082.445
#> Demo_26              44372.517               41882.50              28412.307
#> Demo_27              34967.009               45517.27              27215.066
#> Demo_28              28197.602               29091.82                  0.000
#> Demo_29                  0.000               34372.32              30515.162
#> Demo_30              35970.496               36698.39              26551.516
#> Demo_31              39262.516               55770.46              28039.705
#> Demo_32              29745.720               42011.75                  0.000
#> Demo_33              40053.048               41194.85              17739.658
#> Demo_34              21598.006               46200.00              28765.316
#> Demo_35              21625.722               39362.01              14803.010
#> Demo_36              27472.090               42861.96              28942.719
#> Demo_37              23901.500               59536.44              27861.609
#> Demo_38              31303.522               40475.58              25551.010
#> Demo_39              45044.697               56802.92              27553.354
#> Demo_40              13385.153               51348.56              24822.664
#> Demo_41              16703.495               57909.20              24690.258
#> Demo_42              33044.518               58006.44              15841.343
#> Demo_43              35875.416               31471.04              20671.965
#> Demo_44              25711.965               35685.24              18281.220
#> Demo_45              27387.870               43649.34              22428.713
#> Demo_46              33177.136               34826.27              13811.226
#> Demo_47              31502.822               27699.63              24030.967
#> Demo_48              18448.306               31228.78                  0.000
#> Demo_49              24012.839               36220.74              21093.366
#> Demo_50              30677.385               41284.59              24614.832
#>         RP_neg_222_4828a6_0392 RP_neg_114_84a3_0917 RP_neg_317_554a3_063
#> Demo_1               12737.326             21222.53            17485.507
#> Demo_2               12262.340             17336.15             5089.053
#> Demo_3               20521.124             29287.73            17116.180
#> Demo_4               11604.946             42751.76            20373.882
#> Demo_5               13334.002             12769.09            24910.096
#> Demo_6               14529.382                 0.00            26241.392
#> Demo_7               15018.955             21441.19            19918.535
#> Demo_8               12670.688             27726.69            16597.437
#> Demo_9               11706.755             11470.18            24709.202
#> Demo_10              19199.972             25622.25            23676.447
#> Demo_11              14901.825             19941.93            21765.879
#> Demo_12              16855.952             30795.04            19504.403
#> Demo_13              13130.352             21231.58            23779.790
#> Demo_14              18924.757             36472.65            24148.774
#> Demo_15               9466.138             20194.40            15095.094
#> Demo_16              13580.032             18816.53            22707.561
#> Demo_17              10932.804             24272.97            31966.644
#> Demo_18              13352.876                 0.00            19574.570
#> Demo_19              10963.922             22509.63                0.000
#> Demo_20               7956.729             17792.90            22362.133
#> Demo_21              18012.061             26908.68            26947.900
#> Demo_22                  0.000             28784.75            14994.429
#> Demo_23               9339.200             23405.99            28200.475
#> Demo_24              14479.052             23530.49                0.000
#> Demo_25              12181.257             17214.77            21264.792
#> Demo_26                  0.000             33516.37            21259.811
#> Demo_27              21795.345             30922.91            30136.213
#> Demo_28              20659.721             45328.81                0.000
#> Demo_29              14340.492             24751.39            17459.046
#> Demo_30              18011.514             32692.19            27126.616
#> Demo_31              18664.597             28384.65            21427.755
#> Demo_32              17660.064             33521.79            27969.138
#> Demo_33              21028.267             35720.57            19775.067
#> Demo_34              12540.307             27660.78            25452.577
#> Demo_35              26178.605             24784.85            24864.757
#> Demo_36              12997.451             18489.98            30480.002
#> Demo_37               3927.301             21526.28            30113.697
#> Demo_38              15323.747                 0.00            28114.126
#> Demo_39                  0.000             37069.97            22829.219
#> Demo_40              21688.372             33101.19            22169.668
#> Demo_41              18561.123             26394.55            32337.511
#> Demo_42                  0.000             25779.66            28402.166
#> Demo_43              17232.268             31033.21            14751.433
#> Demo_44              18188.171             30437.58            30395.846
#> Demo_45              16159.681             25965.36            30836.692
#> Demo_46              16375.903             24315.93            28598.604
#> Demo_47              12944.947             26917.77            33874.212
#> Demo_48              19041.077             43704.84            27659.735
#> Demo_49              16627.286             32817.33            30904.473
#> Demo_50              13962.245                 0.00            30772.826
#>         RP_neg_419_897a3_9617 RP_neg_493_3039a6_7816 RP_neg_359_0517a7_3652
#> Demo_1                   0.00               9779.074                   0.00
#> Demo_2                   0.00              13820.369                   0.00
#> Demo_3               21774.90               9138.159               30294.51
#> Demo_4               19642.50               5393.755               29770.45
#> Demo_5               23385.12               6582.631               20930.37
#> Demo_6               17191.46              17523.772               25778.04
#> Demo_7               18419.85              11113.036               24157.68
#> Demo_8               11790.13               6341.112                   0.00
#> Demo_9               12166.92                  0.000                   0.00
#> Demo_10              16696.80               8587.576               28396.62
#> Demo_11              11656.17              15088.259               29417.47
#> Demo_12              21277.61              10248.920               34570.18
#> Demo_13              18326.41               9740.764               25771.43
#> Demo_14              22579.12               8857.284                   0.00
#> Demo_15              12101.67               9523.228               19571.69
#> Demo_16              15650.16                  0.000               26893.15
#> Demo_17              12775.74               9297.974               35659.34
#> Demo_18                  0.00               8806.995               26553.97
#> Demo_19              18217.77               8175.174               25577.40
#> Demo_20              19578.43               8747.813               25164.58
#> Demo_21              20712.93               6163.309               20757.69
#> Demo_22              21311.91               7641.870               23699.18
#> Demo_23              15959.24               6642.146               18765.58
#> Demo_24              17615.78               5995.287               17040.49
#> Demo_25              21282.09               9703.572               23976.60
#> Demo_26              20974.72              15809.050               30076.33
#> Demo_27              25394.29              18818.111               35137.56
#> Demo_28              22514.74              16603.727               29597.37
#> Demo_29              22295.14              14481.734                   0.00
#> Demo_30              21784.90              14576.411               33402.51
#> Demo_31              22266.19                  0.000               42626.02
#> Demo_32              21713.65              12574.154               34898.22
#> Demo_33              25586.43              11917.186               30121.98
#> Demo_34              24769.48              13590.046               44165.76
#> Demo_35              26005.09              12902.608               34426.92
#> Demo_36              25936.71              10874.295               45854.22
#> Demo_37              27968.32              16985.851               37981.52
#> Demo_38              23215.90              16461.930               40362.58
#> Demo_39              21749.12              18515.000               43843.52
#> Demo_40              25890.81              16423.054               34758.37
#> Demo_41              30336.16              19571.502                   0.00
#> Demo_42              26259.54              10610.427                   0.00
#> Demo_43              19142.72              13631.816                   0.00
#> Demo_44              28673.51              11265.952               40841.38
#> Demo_45              27760.61               8545.218               34692.31
#> Demo_46              24273.37              21351.354               37077.04
#> Demo_47              32689.22              15385.429               44226.56
#> Demo_48              28966.69              15708.151               34267.69
#> Demo_49              28363.46              10895.964               29177.68
#> Demo_50              25357.15              11761.493               36902.98
#>         RP_neg_435_8009a6_2215 RP_neg_358_2061a5_2818 RP_neg_397_2502a3_7998
#> Demo_1                23591.56               5137.148              24761.416
#> Demo_2                20624.80               1062.904              17813.049
#> Demo_3                19754.69                  0.000              28305.690
#> Demo_4                21873.68               2840.441              21454.607
#> Demo_5                31685.66               4975.144              12252.365
#> Demo_6                25034.63               7327.390                  0.000
#> Demo_7                31756.51               4560.634                  0.000
#> Demo_8                41633.29               2335.304              13726.383
#> Demo_9                31581.84               4632.903              18999.621
#> Demo_10               25373.25               2975.278               9130.927
#> Demo_11               34229.64               5161.700              12921.777
#> Demo_12               24094.21               5465.525              26639.268
#> Demo_13               27460.72               4784.685              19958.353
#> Demo_14               21372.48               7200.389              20674.615
#> Demo_15               16971.95               4160.075              25355.620
#> Demo_16               23837.99               4909.613              17333.640
#> Demo_17               17144.72               5125.793              16197.176
#> Demo_18               34430.58               6716.246              11694.755
#> Demo_19               25870.74               4560.413              20157.389
#> Demo_20               40519.78               4060.557              10366.435
#> Demo_21               36081.26               4540.130              18104.311
#> Demo_22               40312.90                  0.000              20239.706
#> Demo_23                   0.00               5857.398              15619.287
#> Demo_24               23892.80               3862.531              14754.826
#> Demo_25               30086.04                  0.000              18840.376
#> Demo_26                   0.00              10850.890              31134.710
#> Demo_27               25808.15              10851.386                  0.000
#> Demo_28               36506.67               9763.750              22015.585
#> Demo_29               30120.41                  0.000              20259.298
#> Demo_30               32502.08               5708.827              27717.342
#> Demo_31               38419.13               7434.272              36305.244
#> Demo_32               38934.64               8745.126              28342.810
#> Demo_33               36863.17                  0.000              23927.307
#> Demo_34               35096.85              11856.572              24300.946
#> Demo_35               24305.40               8359.917              23694.553
#> Demo_36               30909.43              11187.666              20835.347
#> Demo_37                   0.00              11728.549              17196.525
#> Demo_38               41774.01              10336.185              29051.143
#> Demo_39               40494.67               6494.979              32521.046
#> Demo_40                   0.00               7814.128              18569.140
#> Demo_41               36426.36              14430.175              20830.357
#> Demo_42               27117.24               6162.744              25136.707
#> Demo_43               45691.03              11488.183              20582.916
#> Demo_44               42879.28              13064.379              22895.914
#> Demo_45               33259.46               9546.759              23953.980
#> Demo_46               37716.80               7343.381              32680.118
#> Demo_47               34958.01              10700.879              20408.669
#> Demo_48               39518.91               9157.886              30586.457
#> Demo_49               26951.10               8223.422              33129.008
#> Demo_50               39913.47               8297.671              24697.754
#>         RP_neg_165_9294a3_4261 RP_neg_413_1764a3_6741 RP_neg_115_4062a7_7329
#> Demo_1                17516.04               14353.05               20556.32
#> Demo_2                29397.39                   0.00               34270.08
#> Demo_3                15299.98               18387.16               37528.37
#> Demo_4                21085.76               11915.74               27943.91
#> Demo_5                21096.56               14801.10               32495.07
#> Demo_6                    0.00               18811.73               31937.42
#> Demo_7                19266.24                   0.00               25034.04
#> Demo_8                19231.71                   0.00               32434.98
#> Demo_9                16087.32               13239.26               26591.53
#> Demo_10               19976.81               15056.36               40782.10
#> Demo_11               14829.07               17184.09               27357.66
#> Demo_12               31619.49               18990.93               38389.26
#> Demo_13               20752.05               16451.49               28309.57
#> Demo_14               22879.62               19225.14               11928.36
#> Demo_15               17440.35                   0.00               37072.39
#> Demo_16               24100.16               15492.45               43181.02
#> Demo_17               28991.92               24315.39               22173.29
#> Demo_18               25622.83               17387.14               19254.55
#> Demo_19               17582.84               17332.35               31161.78
#> Demo_20               19361.07               14239.22               24313.77
#> Demo_21               15959.27               19002.54               50885.68
#> Demo_22               12439.37               15777.16               32697.86
#> Demo_23               29771.54               17151.89               29593.39
#> Demo_24               21432.29               19063.96               43437.95
#> Demo_25               16869.38               19045.05               25307.76
#> Demo_26               22080.85               19626.80               26387.84
#> Demo_27               22302.41               24560.42               29264.25
#> Demo_28               21918.49               18239.20               39219.41
#> Demo_29               27694.75               26747.22               45900.60
#> Demo_30               24723.14               30958.02               35105.40
#> Demo_31                   0.00               22234.04               38449.21
#> Demo_32               22769.02               24211.90               33445.59
#> Demo_33               24140.11               26967.84               35706.35
#> Demo_34               20812.22               24843.10               35705.20
#> Demo_35               27663.04               28535.39               38608.90
#> Demo_36               25086.75               27910.30               25055.19
#> Demo_37               26988.56               23744.07               43443.96
#> Demo_38               26956.55               27724.02               40180.75
#> Demo_39                   0.00               23354.05               37515.14
#> Demo_40               32344.70               29059.84               39258.83
#> Demo_41               26778.63               35298.19               32457.99
#> Demo_42               27804.08                   0.00               44455.67
#> Demo_43               33682.56               25263.22               43104.21
#> Demo_44               22596.98               25992.97               31968.23
#> Demo_45               29719.83               25514.92               40207.25
#> Demo_46               29608.53               32815.47               37394.07
#> Demo_47               29763.49               36373.84               36688.81
#> Demo_48               21045.59               29883.41               35346.14
#> Demo_49               33972.94               34327.48               29917.80
#> Demo_50               24559.68               27536.17               40021.53
#>         RP_neg_300_1295a1_6959 RP_neg_177_6084a5_2913 RP_neg_134_1196a2_9606
#> Demo_1               27124.802               3844.446               8048.658
#> Demo_2               26243.120               3591.619               9553.202
#> Demo_3               16804.431               2489.554               7721.296
#> Demo_4               20980.827               3287.172              10053.116
#> Demo_5               24274.694               5319.787              12673.406
#> Demo_6               22977.023               3836.802               8298.799
#> Demo_7               17577.247               5005.347               7964.492
#> Demo_8                   0.000               4545.676               9611.455
#> Demo_9               21356.903               5272.824               9382.784
#> Demo_10              13384.424               4048.895               9711.342
#> Demo_11              23609.938               5606.626              12942.282
#> Demo_12                  0.000               3415.074              12468.738
#> Demo_13              16572.113               4322.341                  0.000
#> Demo_14              11159.152               6900.563              13382.513
#> Demo_15              16452.866               4445.037              11655.122
#> Demo_16              16857.022               4984.288               9029.119
#> Demo_17              22037.681               4622.970              15244.075
#> Demo_18              20459.055                  0.000              11360.741
#> Demo_19                  0.000               4757.415              10370.051
#> Demo_20              33044.931               4066.688               9088.742
#> Demo_21               9327.979               4233.280              12702.893
#> Demo_22              19073.668               4114.431               7722.969
#> Demo_23              28817.285               5130.480              10628.662
#> Demo_24               6959.217               7189.575                  0.000
#> Demo_25              15745.236               5516.610              11020.450
#> Demo_26              35678.177              10494.752                  0.000
#> Demo_27              23088.187              10204.507              15068.110
#> Demo_28              28942.317                  0.000                  0.000
#> Demo_29              25254.199              13191.517              19318.712
#> Demo_30              22773.594              12440.886              23722.862
#> Demo_31              34369.488              13016.650              17313.285
#> Demo_32              26628.607              12365.865              21500.613
#> Demo_33              39745.901              15021.963              22655.086
#> Demo_34              32208.033              10736.814              16192.492
#> Demo_35              21971.222               8289.710              23362.501
#> Demo_36              27546.073              12696.642              19238.994
#> Demo_37              20468.534              11219.611              11766.207
#> Demo_38              24317.661              14730.527              20952.064
#> Demo_39              36349.704              10195.412                  0.000
#> Demo_40              10526.608                  0.000              17236.999
#> Demo_41              18439.150              13824.537              21113.560
#> Demo_42              19172.551              12466.826              20241.756
#> Demo_43              25144.741              13601.241              22595.221
#> Demo_44              28798.756              15493.604              17984.280
#> Demo_45              14332.396                  0.000              19337.527
#> Demo_46              25236.760                  0.000              23892.910
#> Demo_47              20781.864              16047.475              19899.925
#> Demo_48              31783.673              14082.544                  0.000
#> Demo_49              18409.453              13976.344                  0.000
#> Demo_50              24056.015              14684.550              22821.011
#>         RP_neg_139_4456a4_1251 RP_neg_385_6867a4_136 RP_pos_490_9235a4_0176
#> Demo_1                22042.14              9795.431               4237.887
#> Demo_2                29859.39             18156.735               4288.364
#> Demo_3                18245.79             10485.267               6012.477
#> Demo_4                17532.16             14809.505               9460.195
#> Demo_5                10807.08             14535.747               4982.011
#> Demo_6                10783.53             16186.823               6759.604
#> Demo_7                24200.61             12214.572               4456.269
#> Demo_8                20806.63             20485.445               7371.201
#> Demo_9                21868.19             19333.127               6590.484
#> Demo_10               14705.41              4166.869               6929.498
#> Demo_11               31497.58             14477.118               3315.220
#> Demo_12                   0.00             19040.040               5341.234
#> Demo_13               21671.99             12899.580               5763.631
#> Demo_14               14579.33             15467.870               2736.921
#> Demo_15                   0.00             13196.707               2095.365
#> Demo_16               19964.34             14205.721               4018.296
#> Demo_17               25745.66              9882.021               3310.710
#> Demo_18               18911.47             11549.446               7050.537
#> Demo_19                   0.00             15165.405               4993.150
#> Demo_20               26254.56             18982.906               5269.439
#> Demo_21               22899.63             16439.349               5038.686
#> Demo_22               27303.80             15881.207               6369.101
#> Demo_23               19901.34             13475.659               8322.629
#> Demo_24               16701.05             10083.204               5777.523
#> Demo_25               26536.26                 0.000               5743.973
#> Demo_26               18382.52             19212.037              13922.765
#> Demo_27                   0.00             14775.527              13856.030
#> Demo_28               33463.99             23493.496              13977.840
#> Demo_29               15236.96                 0.000              13125.507
#> Demo_30               29487.89             26855.766              18561.858
#> Demo_31                   0.00             25967.101                  0.000
#> Demo_32               22421.99             20430.493              16664.201
#> Demo_33               30099.99             22211.631              19006.823
#> Demo_34               23382.90             20605.647              11025.454
#> Demo_35               21240.12             19871.185                  0.000
#> Demo_36               27860.95             19407.614              17596.868
#> Demo_37               18030.86             18887.644              11803.585
#> Demo_38               22391.38             24082.557              18299.186
#> Demo_39               36031.87             19046.414              15299.599
#> Demo_40               21814.17             22911.698              18011.868
#> Demo_41               32291.25             19462.257              20737.373
#> Demo_42               26907.00                 0.000              12277.757
#> Demo_43               32813.46             19555.700              17834.569
#> Demo_44               22591.30             28595.579              16599.491
#> Demo_45               27098.40             24737.188              13210.905
#> Demo_46               30896.37             21069.286              15779.193
#> Demo_47               23981.90             22113.660              18006.985
#> Demo_48                   0.00             23927.706              12475.346
#> Demo_49               34252.82             19656.758              14916.624
#> Demo_50               24938.78             23913.442                  0.000
#>         RP_pos_383_4976a2_6503 RP_pos_344_9911a1_9656 RP_pos_117_7095a4_0945
#> Demo_1               17682.060              14100.298              26025.374
#> Demo_2                   0.000              20967.379              30661.490
#> Demo_3               14782.113               9917.908              22720.083
#> Demo_4               17353.351              19411.827              24526.015
#> Demo_5                5857.009              14996.379              26096.723
#> Demo_6               17955.669              19750.009              26109.278
#> Demo_7               14875.236              16331.844              18349.036
#> Demo_8               17079.857              13183.197              14815.381
#> Demo_9               14140.812              19122.839              17576.700
#> Demo_10              14709.813              12916.736              34401.066
#> Demo_11               8829.222              17972.214              16042.954
#> Demo_12              16666.322              24215.840              10581.991
#> Demo_13              15524.842              15520.672              22128.539
#> Demo_14                  0.000              13709.201               4584.569
#> Demo_15               8962.099              11648.747              16011.743
#> Demo_16              18456.510              13020.486              23227.274
#> Demo_17               6637.243              19986.133              30706.863
#> Demo_18              11215.611              11816.806              25618.106
#> Demo_19              11303.386              14400.726              18054.435
#> Demo_20               7025.005               8978.931              19416.532
#> Demo_21               7836.010              12985.343              24736.747
#> Demo_22               5793.983              17998.069              29596.105
#> Demo_23              18007.589              23479.344              17732.643
#> Demo_24              12440.536              20314.816              14106.764
#> Demo_25              15293.370              16261.692              16501.145
#> Demo_26              22966.788              22776.672              31964.595
#> Demo_27              28144.927              18852.265              26657.663
#> Demo_28              15541.966              20435.396                  0.000
#> Demo_29              15810.529              23886.274              19599.951
#> Demo_30              17990.422              33539.766              35239.787
#> Demo_31              26886.019              26612.376              35121.746
#> Demo_32              20837.441              23734.971              26060.897
#> Demo_33              15708.041              21417.436              24420.357
#> Demo_34              18654.847              17197.072              30000.588
#> Demo_35              21809.524              19046.311              34941.061
#> Demo_36              12857.693              10713.411              27323.891
#> Demo_37              29680.743              31710.584              27673.181
#> Demo_38              17571.386              25351.141              30036.325
#> Demo_39               9910.994              22952.059              14617.859
#> Demo_40                  0.000              24052.107              15027.904
#> Demo_41                  0.000              30266.204              30765.896
#> Demo_42              18230.720              25858.322                  0.000
#> Demo_43              28124.362              22911.919              23003.550
#> Demo_44              20981.163              24071.920                  0.000
#> Demo_45              16586.626              21671.464              18592.276
#> Demo_46              16777.497              30458.434              20768.310
#> Demo_47              17422.426              25040.396              27031.538
#> Demo_48              21849.139              35900.053              29245.500
#> Demo_49              10797.550              26233.002              19376.836
#> Demo_50              19640.525              28059.543              24944.871
#>         RP_pos_294_9596a6_7569 RP_pos_460_4815a0_8843 RP_pos_272_3545a3_5592
#> Demo_1               10266.824              31688.261              30188.260
#> Demo_2               17809.584              29930.988              21596.222
#> Demo_3                6965.798              34368.028              28764.738
#> Demo_4               15175.234                  0.000              30188.519
#> Demo_5               12766.173              20130.612              25358.109
#> Demo_6               15162.866              27517.769              26601.529
#> Demo_7               11397.648              29780.865              21826.209
#> Demo_8                6525.035              20885.039              15344.462
#> Demo_9               16894.431                  0.000              24252.279
#> Demo_10                  0.000              21885.379              31552.869
#> Demo_11              11080.007               4695.736              18356.095
#> Demo_12              10319.845              14762.247              20232.269
#> Demo_13              12539.138              33171.465              21931.843
#> Demo_14              14999.331              21666.755              24855.245
#> Demo_15              13332.329               3708.936              23821.124
#> Demo_16              16193.483              15444.261              17281.283
#> Demo_17              11884.029              11746.990              36902.727
#> Demo_18                  0.000              25727.394              15040.149
#> Demo_19              12172.723                  0.000              26162.606
#> Demo_20               9301.258               7594.448              48026.131
#> Demo_21                  0.000              20812.408               7026.475
#> Demo_22              16467.311              16932.578              28794.081
#> Demo_23               9486.456              31556.744              32810.458
#> Demo_24               9696.333              12093.086              28173.459
#> Demo_25              12656.737              31912.589              20230.325
#> Demo_26              20910.626              35206.406              37390.064
#> Demo_27              20058.885              31982.483              33889.182
#> Demo_28              24284.225              13700.718              36139.325
#> Demo_29                  0.000                  0.000              32205.374
#> Demo_30              22681.092              33111.923              36480.386
#> Demo_31              20816.739              33436.379              29451.807
#> Demo_32              23390.734              34702.471              33775.327
#> Demo_33              18162.980              28786.701              26275.067
#> Demo_34              20552.595              32280.281              32811.808
#> Demo_35              20200.235              29390.089              29360.406
#> Demo_36              17709.942              20436.546              24601.230
#> Demo_37                  0.000              31038.951              39636.252
#> Demo_38              24608.754              24707.362              30174.924
#> Demo_39              23070.993              24147.224              28482.647
#> Demo_40                  0.000              13157.217              23819.349
#> Demo_41              19537.726              25395.485              27111.379
#> Demo_42              21044.018               8584.651              32040.553
#> Demo_43              28131.164              15934.967              42814.200
#> Demo_44                  0.000              26226.302                  0.000
#> Demo_45              13716.151              23599.134              40064.053
#> Demo_46              25982.230              20983.454              31132.240
#> Demo_47              18906.693              29162.712                  0.000
#> Demo_48              22235.239              33580.902              36065.046
#> Demo_49              20430.392              26666.662              12676.605
#> Demo_50              23450.509              27596.692              27473.773
#>         RP_pos_409_2445a2_4149 RP_pos_245_9925a3_6251 RP_pos_369_1069a1_6271
#> Demo_1                29300.40              11071.660              10431.226
#> Demo_2                17904.03              12568.009                  0.000
#> Demo_3                14541.38              14165.399               8134.875
#> Demo_4                15476.57              11163.542              16775.663
#> Demo_5                29697.51                  0.000              13171.957
#> Demo_6                28601.16              11448.587              13355.363
#> Demo_7                23749.19               8306.422              10021.918
#> Demo_8                22349.76              10294.798              16780.903
#> Demo_9                13828.69              12730.436                  0.000
#> Demo_10               21691.96              15545.061              12129.474
#> Demo_11               15399.50              10915.284               9947.151
#> Demo_12               34810.71               9665.084              10733.356
#> Demo_13               23165.93               9770.794              11614.376
#> Demo_14               31129.97               8438.247              15537.121
#> Demo_15               19372.30               9042.005              14382.468
#> Demo_16               24922.36              12211.636              14099.579
#> Demo_17               19368.06               6356.227              11231.761
#> Demo_18               26866.06               8149.171              11744.452
#> Demo_19               19286.56               6644.213              11021.656
#> Demo_20               20429.43              10093.847               8819.258
#> Demo_21               11173.95              11096.098              11752.234
#> Demo_22               21721.43               9222.017              13013.991
#> Demo_23               17524.57               6827.740                  0.000
#> Demo_24               17903.24               7766.731               9223.041
#> Demo_25               22942.81               8162.552              10332.567
#> Demo_26               32668.48              19480.036              21935.993
#> Demo_27               35186.67              21867.846              19082.551
#> Demo_28               25377.33              13151.076              13511.488
#> Demo_29                   0.00              20304.289              28346.059
#> Demo_30               35621.55                  0.000              14675.891
#> Demo_31               32690.54              16604.897              22504.035
#> Demo_32               29766.50              13855.068              20479.159
#> Demo_33               22159.33               8771.706              20642.057
#> Demo_34               30705.29               6652.511              21095.744
#> Demo_35                   0.00              22311.648              19098.174
#> Demo_36               26483.75              18634.195              22898.267
#> Demo_37                   0.00                  0.000              15857.556
#> Demo_38               31470.42              13529.497              22445.820
#> Demo_39               33266.61              19006.228              26350.239
#> Demo_40               23216.16              15536.512              16952.022
#> Demo_41               31490.90              16619.049              21127.294
#> Demo_42               30288.69              14504.389              18484.603
#> Demo_43               19381.34              10972.782              20655.102
#> Demo_44               25169.08               7345.686              24815.132
#> Demo_45               16578.04              15837.069              26346.004
#> Demo_46               35208.14              20850.493              22972.892
#> Demo_47               27273.24              10072.540              18929.899
#> Demo_48               23445.04              18494.471              22620.785
#> Demo_49               23345.56              16663.677              26987.741
#> Demo_50               30922.10              12472.567              25008.679
#>         RP_pos_174_0715a4_3465 RP_pos_324_6195a4_7743 RP_pos_149_432a4_1341
#> Demo_1                22689.44              10006.762              22817.97
#> Demo_2                11294.47              13358.013              11525.11
#> Demo_3                12701.25               9386.096              30683.51
#> Demo_4                22131.12               6262.294              25244.33
#> Demo_5                32268.38               9270.838              25574.09
#> Demo_6                26267.98               7422.307              26464.56
#> Demo_7                23653.49               7871.130              18099.19
#> Demo_8                26581.74              15280.032              19054.01
#> Demo_9                26524.53                  0.000              22059.90
#> Demo_10               20784.55                  0.000                  0.00
#> Demo_11               17103.16              12933.052              29170.78
#> Demo_12               33853.07              11182.866                  0.00
#> Demo_13               25352.71               8159.695              16959.14
#> Demo_14               31295.99               7921.743              10417.52
#> Demo_15               23764.88               9541.848              27811.91
#> Demo_16               22921.69               5262.687              12992.71
#> Demo_17               28070.59               7917.768              12406.46
#> Demo_18                   0.00               6456.182              22814.48
#> Demo_19               23936.58               7877.897              14385.25
#> Demo_20               29001.93               4009.156                  0.00
#> Demo_21               41206.65              11489.980              17341.96
#> Demo_22               16619.00               5468.469                  0.00
#> Demo_23               22018.58               9014.755              26834.83
#> Demo_24               18367.21               9514.644              16344.53
#> Demo_25               29416.71               6401.168              11959.99
#> Demo_26               23648.66              14234.896              31619.61
#> Demo_27               28056.47              12474.310              33711.78
#> Demo_28               31664.43                  0.000              28762.52
#> Demo_29               33168.59              13302.190              23268.25
#> Demo_30               36712.93              16426.472              36389.02
#> Demo_31               29038.51              17987.973              34092.98
#> Demo_32               27573.54              11836.335              20104.76
#> Demo_33               36227.61               7327.618              20281.81
#> Demo_34               39635.81              15574.487                  0.00
#> Demo_35               47150.23              13350.498              13016.12
#> Demo_36               28172.42              13536.587              26539.30
#> Demo_37               20339.02              14079.443              22053.93
#> Demo_38               26239.93              14976.712              28511.95
#> Demo_39               27882.80                  0.000              12439.35
#> Demo_40               32777.97              16770.026              16565.16
#> Demo_41               23082.45              22150.168              13639.78
#> Demo_42               36028.80              16525.485              10592.95
#> Demo_43               31904.54              11640.234              25079.40
#> Demo_44               28639.75              14213.758              20235.12
#> Demo_45               24041.32              15587.282              20254.78
#> Demo_46               25356.25              18378.360              20245.18
#> Demo_47               33915.81              16175.924              28880.20
#> Demo_48               28611.45              15897.229              22813.31
#> Demo_49               26221.19              13959.333              12817.89
#> Demo_50               28970.59              12778.744              21834.40
#>         RP_pos_461_5891a7_1505 RP_pos_458_263a4_3477 RP_pos_226_7218a3_1371
#> Demo_1               14277.723              9330.848                   0.00
#> Demo_2               14973.973             11204.948                   0.00
#> Demo_3                4126.481             13787.590               15098.87
#> Demo_4               21222.287                 0.000               24627.18
#> Demo_5               19931.741              6473.272               35872.68
#> Demo_6                   0.000                 0.000               32553.97
#> Demo_7               15871.545                 0.000               28471.46
#> Demo_8               15486.988              9629.660               26067.48
#> Demo_9               22265.884             14436.345               17776.50
#> Demo_10              17273.669             12995.157               18572.56
#> Demo_11              21630.678             13909.376                   0.00
#> Demo_12              27839.921             16986.158               31317.15
#> Demo_13              14974.300              7952.845               31763.06
#> Demo_14              17746.089             14962.976               37360.21
#> Demo_15              16313.351              9776.330               15971.61
#> Demo_16              23345.727              9852.652               29497.18
#> Demo_17              21442.790              8787.361                   0.00
#> Demo_18              18052.232             11875.229               28041.32
#> Demo_19              17707.418              7047.687               26660.78
#> Demo_20              19520.544              8653.542               21350.87
#> Demo_21              22534.002             12422.451               29924.46
#> Demo_22              22701.638              7493.953               29264.68
#> Demo_23              19409.616             19970.594               40699.74
#> Demo_24              12201.307             16152.869               31060.56
#> Demo_25              15088.638              7507.630               27469.48
#> Demo_26              22902.065             22345.032               40303.29
#> Demo_27              23014.210             16357.880               40627.34
#> Demo_28              21766.909             21825.855               40832.25
#> Demo_29              26561.153                 0.000               36310.11
#> Demo_30              30750.285             20342.332               26594.76
#> Demo_31              37302.183              8791.548               38840.46
#> Demo_32              26807.474             20144.051               47285.45
#> Demo_33              30199.666             12560.843               43665.43
#> Demo_34              25523.439             17822.347               38085.71
#> Demo_35              32438.927             22811.346               46321.39
#> Demo_36              33555.000             26049.772               32672.84
#> Demo_37              29662.358             18377.043               50914.42
#> Demo_38              26922.700             17448.695               41162.88
#> Demo_39              21480.430             18141.645               36030.48
#> Demo_40              26794.456             20344.126               33907.41
#> Demo_41              28785.793             20254.339               35191.69
#> Demo_42              25939.425              8952.723                   0.00
#> Demo_43              33179.083             14106.108                   0.00
#> Demo_44              24567.494             15602.572               45430.53
#> Demo_45              22708.934             17340.539               33152.08
#> Demo_46              35647.443             15798.496               47095.96
#> Demo_47              29265.343             16135.377               37155.34
#> Demo_48                  0.000             19843.772               41465.63
#> Demo_49              23017.390             18334.292               35878.10
#> Demo_50              33605.454             15017.652               36023.77
#>         RP_pos_280_3779a4_0424 RP_pos_447_3232a2_2393 RP_pos_453_282a5_128
#> Demo_1               12103.978                  0.000            16593.213
#> Demo_2                8138.567               5282.648            16456.869
#> Demo_3                8913.693               4249.407            25383.547
#> Demo_4               12965.614               2845.611            26861.324
#> Demo_5                5320.602               4029.438                0.000
#> Demo_6               19450.417               4285.135            21404.728
#> Demo_7               13112.194               2575.872            18569.859
#> Demo_8               16682.569               3540.138            32856.211
#> Demo_9                7291.871               3620.725            27111.266
#> Demo_10              16795.367               3765.301            19555.883
#> Demo_11              15901.973               3109.231            31360.774
#> Demo_12              11338.909               5139.100            16370.351
#> Demo_13              15152.846               2685.988            20703.889
#> Demo_14              11767.714                  0.000             8949.317
#> Demo_15              13860.023               4391.168            21478.434
#> Demo_16                  0.000               4079.799            11279.086
#> Demo_17               4531.751               3424.477            31771.057
#> Demo_18              12583.641               2490.126            33249.553
#> Demo_19              14997.229               2650.580                0.000
#> Demo_20               6660.322               4766.255            18176.658
#> Demo_21              13373.834               4877.576            16993.287
#> Demo_22              15067.964               2500.657                0.000
#> Demo_23              14614.313               5766.469            35295.286
#> Demo_24                  0.000               2399.940            33334.823
#> Demo_25              14220.384               2294.673            19821.015
#> Demo_26              13156.304              12027.309                0.000
#> Demo_27                  0.000              11021.809            20709.912
#> Demo_28              21549.269              11759.069            32194.600
#> Demo_29              19627.584              11111.581            35804.589
#> Demo_30              21144.020              11552.068            28140.247
#> Demo_31              22557.681              12676.140            20486.390
#> Demo_32              16937.727               8971.789            33964.452
#> Demo_33              23072.061                  0.000            36922.256
#> Demo_34              27336.630               9686.707            27478.789
#> Demo_35              21612.167               9896.573            36658.944
#> Demo_36              12766.261              12135.621            38534.170
#> Demo_37                  0.000               9025.173            30315.596
#> Demo_38              15445.265              10909.142            37549.124
#> Demo_39              19229.133              11272.712            19704.185
#> Demo_40              19477.405              11139.160            36067.646
#> Demo_41              19417.009               7632.700            38262.864
#> Demo_42              22202.119              13065.363            40900.327
#> Demo_43                  0.000              10522.172            39820.368
#> Demo_44              18020.759               7752.091            39875.210
#> Demo_45              15061.916                  0.000            31421.477
#> Demo_46              18323.918               7375.840            32255.584
#> Demo_47              22180.472              10492.999            30470.378
#> Demo_48              19587.062              10073.470            29363.045
#> Demo_49              13953.975               8802.606            39144.781
#> Demo_50              16749.074               9794.668            40218.958
#>         RP_pos_153_9636a7_9986
#> Demo_1                   0.000
#> Demo_2                7826.645
#> Demo_3                8799.518
#> Demo_4                6834.312
#> Demo_5                   0.000
#> Demo_6                7979.740
#> Demo_7                9608.797
#> Demo_8                3696.684
#> Demo_9                9061.354
#> Demo_10               7919.092
#> Demo_11               5072.799
#> Demo_12               6147.846
#> Demo_13              11261.859
#> Demo_14               7234.797
#> Demo_15               8559.525
#> Demo_16                  0.000
#> Demo_17               2517.879
#> Demo_18               6553.340
#> Demo_19              10397.231
#> Demo_20               3296.753
#> Demo_21              11442.196
#> Demo_22               9290.146
#> Demo_23               8864.199
#> Demo_24                  0.000
#> Demo_25                  0.000
#> Demo_26              15303.344
#> Demo_27                  0.000
#> Demo_28              18607.788
#> Demo_29              10638.601
#> Demo_30              14772.907
#> Demo_31              11901.898
#> Demo_32              15498.366
#> Demo_33              10534.252
#> Demo_34              15343.995
#> Demo_35              10007.283
#> Demo_36              12337.743
#> Demo_37              16190.032
#> Demo_38              12215.015
#> Demo_39              13053.717
#> Demo_40              11206.935
#> Demo_41              12521.312
#> Demo_42                  0.000
#> Demo_43               9960.175
#> Demo_44               9804.544
#> Demo_45              14787.763
#> Demo_46               9387.237
#> Demo_47              15214.665
#> Demo_48                  0.000
#> Demo_49              11958.438
#> Demo_50              10615.150