Background

A Reddit user wanted help plotting some cell culture data. Fortunately, the OP’s data was formatted in a tidy manner, which made it very easy to work with.

Plot 1: The original request

    library(dplyr)
    library(ggplot2)
    library(tidyr)
    
    FILENAME <- "000 Cell Isolate Data - Randomized OD Values.csv"
    
    dat1 <- read.csv(FILENAME) %>% 
      arrange(Env, Evol, Isolate, TP)
    
    # Fix the Isolate Factor
    dat2 <- dat1 %>%
      mutate(Isolate1 = ((Isolate - 1) %% 6) + 1) %>% 
      select(Isolate, Isolate1, everything()) %>% 
      arrange(Env, Evol, Isolate, Isolate1, TP)
  
    # Plot the original request
    p1 <- ggplot(dat2) +
      geom_line(aes(x = Isolate1, y = OD, group = Env, color = Env), size = 1.5) +
      facet_grid(rows = vars(TP), cols = vars(Evol)) +
      labs(title = "Cell Culture Data - Original Request",
           x = "Isolate Number",
           color = "Environment")
    p1

Note that I used dplyr::mutate() value to create a new column called Isolate1, which was created by simply taking the modulus of the Isolate value.

Plot 2: Plotting OD vs Time Point

    library(dplyr)
    library(ggplot2)
    library(tidyr)
    
    FILENAME <- "000 Cell Isolate Data - Randomized OD Values.csv"
    
    dat1 <- read.csv(FILENAME) %>% 
      arrange(Env, Evol, Isolate, TP)
    
    # Fix the Isolate Factor
    dat2 <- dat1 %>%
      mutate(Isolate1 = ((Isolate - 1) %% 6) + 1) %>% 
      select(Isolate, Isolate1, everything()) %>% 
      arrange(Env, Evol, Isolate, Isolate1, TP)
  
    # Plot an Alternative Plot
    p2 <- ggplot(dat2) +
      geom_line(aes(x = TP, y = OD, group = Env, color = Env), size = 1.5) +
      facet_grid(rows = vars(Isolate1), cols = vars(Evol)) +
      labs(title = "Cell Culture Data - Alternative Request",
           x = "Time Point (days)",
           color = "Environment")
    p2

Plot 3: Plotting Minimal Media Normalized Values

    library(dplyr)
    library(ggplot2)
    library(tidyr)
    
    FILENAME <- "000 Cell Isolate Data - Randomized OD Values.csv"
    
    dat1 <- read.csv(FILENAME) %>% 
      arrange(Env, Evol, Isolate, TP)
    
    # Fix the Isolate Factor
    dat2 <- dat1 %>%
      mutate(Isolate1 = ((Isolate - 1) %% 6) + 1) %>% 
      select(Isolate, Isolate1, everything()) %>% 
      arrange(Env, Evol, Isolate, Isolate1, TP)
  
    # Restructure the data to normalize data points relative to the minimal media values
    dat2a <- dat2 %>%
      spread(Evol, OD) %>% 
      mutate(OD_Ratio = SCFM / Min) %>% 
      arrange(Env, TP, Isolate)
    
    # Plot the OD_Ratio with SCFM as the Control
    p3 <- ggplot(dat2a) +
      geom_line(aes(x = Isolate1, y = OD_Ratio, group = Env, color = Env), size = 1.5) +
      facet_grid(rows = vars(TP)) +
      labs(title = "Cell Culture Data - OD Normalized to Minimal Media",
           x = "Isolate Number",
           y = "OD Ratio (SCFM / Minimal Media)",
           color = "Environment")
    p3

Here, the OD values were normalized by dividing the observed value in the rich media by the value in the minimal media for a given set of conditions.

Appendices

Appendix 1: Copy of the Original Data Set

The original data used for these plots is shown here. See NOTES below.

Isolate TP Evol Env OD
1 4 Min AcetylG 0.0120000
2 4 Min AcetylG 0.0041670
3 4 Min AcetylG -0.0958300
4 4 Min AcetylG -0.0024200
5 4 Min AcetylG 0.0051670
6 4 Min AcetylG -0.0011700
7 8 Min AcetylG 0.0915830
8 8 Min AcetylG -0.0785000
9 8 Min AcetylG 0.0055830
10 8 Min AcetylG -0.0745000
11 8 Min AcetylG -0.0376700
12 8 Min AcetylG 0.0235000
13 12 Min AcetylG -0.0766700
14 12 Min AcetylG -0.1075000
15 12 Min AcetylG -0.0046700
16 12 Min AcetylG -0.0442500
17 12 Min AcetylG 0.0038330
18 12 Min AcetylG -0.0695000
19 16 Min AcetylG -0.0031700
20 16 Min AcetylG -0.0118300
21 16 Min AcetylG -0.1175000
22 16 Min AcetylG -0.4398300
23 16 Min AcetylG -0.0021700
24 16 Min AcetylG 0.0103330
25 20 Min AcetylG -0.1335000
26 20 Min AcetylG -0.0615000
27 20 Min AcetylG 0.0245830
28 20 Min AcetylG -0.0013300
29 20 Min AcetylG 0.0970000
30 20 Min AcetylG 0.0008330
31 24 Min AcetylG -0.1055000
32 24 Min AcetylG 0.0690000
33 24 Min AcetylG -0.1405000
34 24 Min AcetylG -0.0730000
35 24 Min AcetylG 0.0011670
36 24 Min AcetylG 0.0196670
37 28 Min AcetylG -0.0139200
38 28 Min AcetylG 0.0421670
39 28 Min AcetylG -0.1193300
40 28 Min AcetylG 0.0066670
41 28 Min AcetylG -0.0159200
42 28 Min AcetylG -0.0244200
43 32 Min AcetylG -0.3463300
44 32 Min AcetylG -0.0226700
45 32 Min AcetylG -0.0915000
46 32 Min AcetylG 0.0063330
47 32 Min AcetylG -0.0288300
48 32 Min AcetylG 0.0415830
1 4 SCFM AcetylG -0.0014200
2 4 SCFM AcetylG -0.0304200
3 4 SCFM AcetylG -0.0818300
4 4 SCFM AcetylG -0.0923300
5 4 SCFM AcetylG 0.0053330
6 4 SCFM AcetylG -0.0569200
7 8 SCFM AcetylG 0.0028330
8 8 SCFM AcetylG 0.0060000
9 8 SCFM AcetylG -0.1085000
10 8 SCFM AcetylG -0.7658300
11 8 SCFM AcetylG -0.0275000
12 8 SCFM AcetylG 0.0131670
13 12 SCFM AcetylG -0.1995000
14 12 SCFM AcetylG -0.0034200
15 12 SCFM AcetylG 0.0090000
16 12 SCFM AcetylG -0.0161700
17 12 SCFM AcetylG 0.0408330
18 12 SCFM AcetylG -0.0172500
19 16 SCFM AcetylG 0.0048330
20 16 SCFM AcetylG 0.0084170
21 16 SCFM AcetylG -0.0199200
22 16 SCFM AcetylG -0.0069200
23 16 SCFM AcetylG -0.0940000
24 16 SCFM AcetylG -0.0408300
25 20 SCFM AcetylG -0.0154200
26 20 SCFM AcetylG -0.0044200
27 20 SCFM AcetylG -0.0029200
28 20 SCFM AcetylG -0.0386700
29 20 SCFM AcetylG -0.0293300
30 20 SCFM AcetylG -0.0154200
31 24 SCFM AcetylG -0.0034200
32 24 SCFM AcetylG -0.0019200
33 24 SCFM AcetylG -0.0145000
34 24 SCFM AcetylG -0.0633300
35 24 SCFM AcetylG -0.0485000
36 24 SCFM AcetylG 0.0525830
37 28 SCFM AcetylG -0.0258300
38 28 SCFM AcetylG -0.0228300
39 28 SCFM AcetylG 0.0093330
40 28 SCFM AcetylG -0.5113300
41 28 SCFM AcetylG -0.0411700
42 28 SCFM AcetylG -0.0840000
43 32 SCFM AcetylG 0.0003330
44 32 SCFM AcetylG 0.0015830
45 32 SCFM AcetylG 0.0018330
46 32 SCFM AcetylG -0.0745000
47 32 SCFM AcetylG -0.0049200
48 32 SCFM AcetylG -0.0011700
1 4 Min Arg -0.0059200
2 4 Min Arg 0.0065000
3 4 Min Arg 0.0281670
4 4 Min Arg -0.0009200
5 4 Min Arg -0.0479200
6 4 Min Arg 0.0148330
7 8 Min Arg -0.1265800
8 8 Min Arg -0.0044200
9 8 Min Arg -0.0021700
10 8 Min Arg -0.0421700
11 8 Min Arg -0.0192500
12 8 Min Arg 0.0153330
13 12 Min Arg -0.0054200
14 12 Min Arg -0.0745000
15 12 Min Arg -0.0550000
16 12 Min Arg 0.1225000
17 12 Min Arg -0.0083300
18 12 Min Arg -0.1335000
19 16 Min Arg 0.0253330
20 16 Min Arg 0.0426670
21 16 Min Arg 0.0008330
22 16 Min Arg -0.1880000
23 16 Min Arg 0.0071670
24 16 Min Arg -0.0334200
25 20 Min Arg 0.0455830
26 20 Min Arg -0.1210800
27 20 Min Arg -0.0028300
28 20 Min Arg -0.0189200
29 20 Min Arg -0.4643300
30 20 Min Arg -0.0149200
31 24 Min Arg -0.0059200
32 24 Min Arg -0.0298300
33 24 Min Arg 0.0396670
34 24 Min Arg -0.0332500
35 24 Min Arg -0.3018300
36 24 Min Arg -0.1285800
37 28 Min Arg -0.0259200
38 28 Min Arg -0.1210000
39 28 Min Arg 0.0008330
40 28 Min Arg 0.0545000
41 28 Min Arg 0.0375830
42 28 Min Arg 0.0000833
43 32 Min Arg -0.0044200
44 32 Min Arg -0.0006700
45 32 Min Arg 0.0075830
46 32 Min Arg 0.0000833
47 32 Min Arg -0.0389200
48 32 Min Arg -0.3393300
1 4 SCFM Arg -0.1309200
2 4 SCFM Arg -0.1400000
3 4 SCFM Arg -0.0164200
4 4 SCFM Arg 0.0053330
5 4 SCFM Arg -0.0536700
6 4 SCFM Arg -0.0877500
7 8 SCFM Arg -0.0180000
8 8 SCFM Arg -0.0126700
9 8 SCFM Arg -0.0129200
10 8 SCFM Arg -0.0013300
11 8 SCFM Arg -0.6038300
12 8 SCFM Arg 0.0535830
13 12 SCFM Arg 0.0020000
14 12 SCFM Arg -0.0103300
15 12 SCFM Arg -0.0691700
16 12 SCFM Arg -0.0519200
17 12 SCFM Arg -0.0576700
18 12 SCFM Arg 0.0311670
19 16 SCFM Arg -0.1275800
20 16 SCFM Arg -0.1300000
21 16 SCFM Arg -0.0029200
22 16 SCFM Arg -0.0527500
23 16 SCFM Arg -0.0089200
24 16 SCFM Arg -0.0006700
25 20 SCFM Arg -0.0083300
26 20 SCFM Arg 0.0033330
27 20 SCFM Arg -0.0345000
28 20 SCFM Arg 0.0053330
29 20 SCFM Arg -0.1210000
30 20 SCFM Arg -0.0653300
31 24 SCFM Arg -0.0319200
32 24 SCFM Arg 0.0003330
33 24 SCFM Arg -0.0109200
34 24 SCFM Arg -0.0372500
35 24 SCFM Arg -0.0515000
36 24 SCFM Arg 0.0356670
37 28 SCFM Arg -0.0198300
38 28 SCFM Arg -0.0328300
39 28 SCFM Arg -0.5878300
40 28 SCFM Arg 0.1960000
41 28 SCFM Arg -0.0661700
42 28 SCFM Arg -0.0276700
43 32 SCFM Arg -0.5553300
44 32 SCFM Arg 0.0000833
45 32 SCFM Arg -0.0139200
46 32 SCFM Arg 0.0445830
47 32 SCFM Arg 0.0000000
48 32 SCFM Arg -0.0981700
1 4 Min Gluc -0.1380800
2 4 Min Gluc -0.0038300
3 4 Min Gluc -0.0773300
4 4 Min Gluc -0.0073300
5 4 Min Gluc 0.0378330
6 4 Min Gluc -0.1005000
7 8 Min Gluc -0.0380000
8 8 Min Gluc -0.0229200
9 8 Min Gluc 0.0271670
10 8 Min Gluc 0.0510830
11 8 Min Gluc -0.0763300
12 8 Min Gluc -0.2355000
13 12 Min Gluc 0.0006670
14 12 Min Gluc 0.0400830
15 12 Min Gluc -0.0156700
16 12 Min Gluc 0.0058330
17 12 Min Gluc 0.0160830
18 12 Min Gluc 0.0160830
19 16 Min Gluc -0.0959200
20 16 Min Gluc -0.0114200
21 16 Min Gluc -0.0194200
22 16 Min Gluc -0.0229200
23 16 Min Gluc -0.1410000
24 16 Min Gluc -0.0055800
25 20 Min Gluc 0.0760830
26 20 Min Gluc -0.0151700
27 20 Min Gluc -0.0402500
28 20 Min Gluc -0.0049200
29 20 Min Gluc -0.0448300
30 20 Min Gluc -0.0009200
31 24 Min Gluc -0.0484200
32 24 Min Gluc -0.1110000
33 24 Min Gluc -0.1155800
34 24 Min Gluc -0.0136700
35 24 Min Gluc -0.5668300
36 24 Min Gluc -0.2245000
37 28 Min Gluc -0.0123300
38 28 Min Gluc 0.0100830
39 28 Min Gluc -0.0695000
40 28 Min Gluc -0.3203300
41 28 Min Gluc -0.1735000
42 28 Min Gluc 0.0150000
43 32 Min Gluc -0.0733300
44 32 Min Gluc -0.0354200
45 32 Min Gluc -0.1305000
46 32 Min Gluc 0.0110000
47 32 Min Gluc -0.3738300
48 32 Min Gluc 0.0123330
1 4 SCFM Gluc -0.4948300
2 4 SCFM Gluc -0.0228300
3 4 SCFM Gluc -0.0569200
4 4 SCFM Gluc -0.0720000
5 4 SCFM Gluc 0.0205830
6 4 SCFM Gluc -0.0935000
7 8 SCFM Gluc 0.0321670
8 8 SCFM Gluc 0.0435000
9 8 SCFM Gluc -0.3258300
10 8 SCFM Gluc 0.0315000
11 8 SCFM Gluc -0.0493300
12 8 SCFM Gluc 0.0065000
13 12 SCFM Gluc -0.0242500
14 12 SCFM Gluc -0.0054200
15 12 SCFM Gluc -0.0020800
16 12 SCFM Gluc -0.0171700
17 12 SCFM Gluc -0.0835000
18 12 SCFM Gluc 0.0043330
19 16 SCFM Gluc -0.0006700
20 16 SCFM Gluc 0.0410830
21 16 SCFM Gluc -0.0006700
22 16 SCFM Gluc -0.1585000
23 16 SCFM Gluc -0.0174200
24 16 SCFM Gluc -0.0004200
25 20 SCFM Gluc 0.0166670
26 20 SCFM Gluc -0.1210000
27 20 SCFM Gluc 0.0358330
28 20 SCFM Gluc -0.0521700
29 20 SCFM Gluc -0.1030000
30 20 SCFM Gluc 0.0350830
31 24 SCFM Gluc -0.0024200
32 24 SCFM Gluc -0.0064200
33 24 SCFM Gluc -0.0323300
34 24 SCFM Gluc 0.0003330
35 24 SCFM Gluc 0.0505830
36 24 SCFM Gluc -0.0215800
37 28 SCFM Gluc -0.0021700
38 28 SCFM Gluc -0.0793300
39 28 SCFM Gluc -0.0550000
40 28 SCFM Gluc -0.0696700
41 28 SCFM Gluc -0.1384200
42 28 SCFM Gluc -0.0259200
43 32 SCFM Gluc -0.1380000
44 32 SCFM Gluc -0.0139200
45 32 SCFM Gluc 0.0065830
46 32 SCFM Gluc -0.0810000
47 32 SCFM Gluc -0.0487500
48 32 SCFM Gluc -0.0016700
1 4 Min Gluta -0.1339200
2 4 Min Gluta -0.0209200
3 4 Min Gluta -0.1285000
4 4 Min Gluta -0.0650000
5 4 Min Gluta 0.0703330
6 4 Min Gluta -0.0019200
7 8 Min Gluta 0.0116670
8 8 Min Gluta 0.0020830
9 8 Min Gluta -0.0389200
10 8 Min Gluta 0.0095830
11 8 Min Gluta -0.0049200
12 8 Min Gluta 0.0140830
13 12 Min Gluta 0.0270000
14 12 Min Gluta -0.0994200
15 12 Min Gluta -0.0574200
16 12 Min Gluta -0.0424200
17 12 Min Gluta -0.1970000
18 12 Min Gluta -0.6053300
19 16 Min Gluta -0.0214200
20 16 Min Gluta 0.0003330
21 16 Min Gluta -0.0198300
22 16 Min Gluta -0.0852500
23 16 Min Gluta 0.0166670
24 16 Min Gluta -0.1235800
25 20 Min Gluta -0.0507500
26 20 Min Gluta -0.0417500
27 20 Min Gluta 0.0685830
28 20 Min Gluta -0.1144200
29 20 Min Gluta -0.0130000
30 20 Min Gluta -0.0004200
31 24 Min Gluta -0.0030000
32 24 Min Gluta -0.0740000
33 24 Min Gluta -0.2233300
34 24 Min Gluta 0.0199170
35 24 Min Gluta -0.0309200
36 24 Min Gluta 0.0280830
37 28 Min Gluta -0.0274200
38 28 Min Gluta -0.0074200
39 28 Min Gluta 0.0366670
40 28 Min Gluta -0.0582500
41 28 Min Gluta -0.0562500
42 28 Min Gluta -0.0538300
43 32 Min Gluta 0.0655000
44 32 Min Gluta -0.0402500
45 32 Min Gluta -0.0001700
46 32 Min Gluta -0.0145000
47 32 Min Gluta -0.0100800
48 32 Min Gluta -0.0250000
1 4 SCFM Gluta -0.1615000
2 4 SCFM Gluta 0.0074170
3 4 SCFM Gluta -0.0165000
4 4 SCFM Gluta -0.0228300
5 4 SCFM Gluta -0.0264200
6 4 SCFM Gluta 0.0105000
7 8 SCFM Gluta -0.1200000
8 8 SCFM Gluta -0.0060000
9 8 SCFM Gluta -0.0278300
10 8 SCFM Gluta -0.1248300
11 8 SCFM Gluta -0.0109200
12 8 SCFM Gluta -0.0101700
13 12 SCFM Gluta -0.1485000
14 12 SCFM Gluta 0.0468330
15 12 SCFM Gluta -0.0183300
16 12 SCFM Gluta -0.0399200
17 12 SCFM Gluta -0.1138300
18 12 SCFM Gluta -0.0175800
19 16 SCFM Gluta 0.0246670
20 16 SCFM Gluta -0.0108300
21 16 SCFM Gluta 0.0015830
22 16 SCFM Gluta -0.0221700
23 16 SCFM Gluta 0.0296670
24 16 SCFM Gluta -0.0246700
25 20 SCFM Gluta -0.0915000
26 20 SCFM Gluta 0.0100000
27 20 SCFM Gluta 0.0069170
28 20 SCFM Gluta -0.0629200
29 20 SCFM Gluta -0.0292500
30 20 SCFM Gluta -0.0106700
31 24 SCFM Gluta -0.0009200
32 24 SCFM Gluta 0.0220000
33 24 SCFM Gluta -0.0053300
34 24 SCFM Gluta -0.3813300
35 24 SCFM Gluta -0.0122500
36 24 SCFM Gluta -0.0413300
37 28 SCFM Gluta -0.0121700
38 28 SCFM Gluta -0.0214200
39 28 SCFM Gluta -0.0805000
40 28 SCFM Gluta -0.0140800
41 28 SCFM Gluta -0.5363300
42 28 SCFM Gluta 0.1180000
43 32 SCFM Gluta -0.0036700
44 32 SCFM Gluta 0.0060830
45 32 SCFM Gluta 0.0165000
46 32 SCFM Gluta -0.0039200
47 32 SCFM Gluta -0.1360000
48 32 SCFM Gluta 0.0345830
1 4 Min Iso 0.0176670
2 4 Min Iso 0.0041670
3 4 Min Iso -0.0408300
4 4 Min Iso 0.0015830
5 4 Min Iso 0.0008330
6 4 Min Iso 0.0350830
7 8 Min Iso -0.0635000
8 8 Min Iso -0.0401700
9 8 Min Iso 0.0025830
10 8 Min Iso -0.0009200
11 8 Min Iso -0.0271700
12 8 Min Iso 0.0073330
13 12 Min Iso -0.2988300
14 12 Min Iso -0.0041700
15 12 Min Iso -0.0820000
16 12 Min Iso -0.0740000
17 12 Min Iso 0.0195830
18 12 Min Iso -0.0284200
19 16 Min Iso -0.0551700
20 16 Min Iso -0.0235000
21 16 Min Iso -0.0230000
22 16 Min Iso 0.0053330
23 16 Min Iso -0.0011700
24 16 Min Iso -0.0130000
25 20 Min Iso -0.0257500
26 20 Min Iso -0.2623300
27 20 Min Iso 0.0103330
28 20 Min Iso 0.0325830
29 20 Min Iso 0.1035000
30 20 Min Iso 0.0373330
31 24 Min Iso -0.1330000
32 24 Min Iso -0.1780000
33 24 Min Iso 0.0145000
34 24 Min Iso -0.0398300
35 24 Min Iso -0.0001700
36 24 Min Iso -0.3088300
37 28 Min Iso -0.0795000
38 28 Min Iso -0.1363300
39 28 Min Iso -0.1943300
40 28 Min Iso -0.0358300
41 28 Min Iso -0.0016700
42 28 Min Iso 0.0350830
43 32 Min Iso -0.0169200
44 32 Min Iso 0.0086670
45 32 Min Iso -0.0725000
46 32 Min Iso -0.1100000
47 32 Min Iso 0.0035830
48 32 Min Iso -0.0079200
1 4 SCFM Iso -0.1295800
2 4 SCFM Iso -0.0066700
3 4 SCFM Iso -0.0014200
4 4 SCFM Iso 0.0085000
5 4 SCFM Iso 0.0356670
6 4 SCFM Iso -0.0540000
7 8 SCFM Iso -0.0660000
8 8 SCFM Iso 0.0015830
9 8 SCFM Iso 0.0028330
10 8 SCFM Iso 0.0001670
11 8 SCFM Iso -0.0960800
12 8 SCFM Iso -0.0110000
13 12 SCFM Iso 0.0103330
14 12 SCFM Iso -0.0209200
15 12 SCFM Iso 0.0275000
16 12 SCFM Iso -0.0376700
17 12 SCFM Iso -0.1070000
18 12 SCFM Iso 0.0296670
19 16 SCFM Iso -0.1160800
20 16 SCFM Iso -0.1115000
21 16 SCFM Iso -0.1970000
22 16 SCFM Iso -0.0316700
23 16 SCFM Iso -0.0933300
24 16 SCFM Iso -0.5373300
25 20 SCFM Iso 0.0055830
26 20 SCFM Iso -0.0125800
27 20 SCFM Iso -0.0605000
28 20 SCFM Iso -0.0365000
29 20 SCFM Iso 0.0040830
30 20 SCFM Iso -0.0880000
31 24 SCFM Iso 0.0035000
32 24 SCFM Iso -0.1455000
33 24 SCFM Iso 0.0125830
34 24 SCFM Iso -0.0594200
35 24 SCFM Iso -0.0239200
36 24 SCFM Iso -0.1019200
37 28 SCFM Iso -0.7728300
38 28 SCFM Iso -0.0501700
39 28 SCFM Iso -0.0306700
40 28 SCFM Iso 0.1020000
41 28 SCFM Iso -0.0172500
42 28 SCFM Iso -0.1085000
43 32 SCFM Iso -0.0026700
44 32 SCFM Iso -0.0474200
45 32 SCFM Iso 0.0301670
46 32 SCFM Iso -0.0312500
47 32 SCFM Iso 0.0411670
48 32 SCFM Iso -0.0130000
1 4 Min LacA -0.0294200
2 4 Min LacA -0.0569200
3 4 Min LacA 0.0193330
4 4 Min LacA -0.0526700
5 4 Min LacA -0.0302500
6 4 Min LacA 0.0290830
7 8 Min LacA 0.0260000
8 8 Min LacA 0.0136670
9 8 Min LacA -0.1155000
10 8 Min LacA 0.0040830
11 8 Min LacA 0.0005000
12 8 Min LacA -0.0084200
13 12 Min LacA -0.0672500
14 12 Min LacA -0.5433300
15 12 Min LacA -0.0489200
16 12 Min LacA 0.0216670
17 12 Min LacA -0.1105800
18 12 Min LacA 0.0270000
19 16 Min LacA -0.0184200
20 16 Min LacA 0.0050830
21 16 Min LacA -0.0009200
22 16 Min LacA -0.0235000
23 16 Min LacA -0.1064200
24 16 Min LacA -0.0034200
25 20 Min LacA 0.0214170
26 20 Min LacA -0.0178300
27 20 Min LacA -0.2933300
28 20 Min LacA -0.0009200
29 20 Min LacA 0.0540830
30 20 Min LacA 0.0143330
31 24 Min LacA -0.0073300
32 24 Min LacA -0.0014200
33 24 Min LacA -0.0144200
34 24 Min LacA -0.0263300
35 24 Min LacA 0.0208330
36 24 Min LacA -0.0210000
37 28 Min LacA 0.0058330
38 28 Min LacA -0.2383300
39 28 Min LacA -0.0497500
40 28 Min LacA -0.1040800
41 28 Min LacA 0.0076670
42 28 Min LacA -0.1260800
43 32 Min LacA 0.0033330
44 32 Min LacA -0.0039200
45 32 Min LacA -0.5258300
46 32 Min LacA 0.0078330
47 32 Min LacA -0.0230800
48 32 Min LacA -0.5223300
1 4 SCFM LacA 0.0457500
2 4 SCFM LacA 0.0361670
3 4 SCFM LacA -0.1115800
4 4 SCFM LacA -0.0249200
5 4 SCFM LacA -0.0214200
6 4 SCFM LacA -0.0848300
7 8 SCFM LacA -0.0347500
8 8 SCFM LacA 0.0045830
9 8 SCFM LacA -0.0573300
10 8 SCFM LacA -0.0687500
11 8 SCFM LacA -0.5863300
12 8 SCFM LacA -0.5428300
13 12 SCFM LacA -0.0410000
14 12 SCFM LacA -0.0042500
15 12 SCFM LacA -0.0253300
16 12 SCFM LacA -0.0705000
17 12 SCFM LacA -0.0820000
18 12 SCFM LacA -0.0933300
19 16 SCFM LacA 0.0060000
20 16 SCFM LacA -0.0214200
21 16 SCFM LacA -0.5328300
22 16 SCFM LacA -0.0254200
23 16 SCFM LacA -0.0989200
24 16 SCFM LacA -0.0019200
25 20 SCFM LacA 0.0088330
26 20 SCFM LacA 0.0105830
27 20 SCFM LacA -0.0625000
28 20 SCFM LacA 0.0111670
29 20 SCFM LacA -0.0426700
30 20 SCFM LacA -0.0244200
31 24 SCFM LacA 0.0020830
32 24 SCFM LacA -0.0236700
33 24 SCFM LacA -0.0049200
34 24 SCFM LacA 0.0060830
35 24 SCFM LacA -0.1190800
36 24 SCFM LacA -0.4573300
37 28 SCFM LacA -0.0116700
38 28 SCFM LacA -0.0304200
39 28 SCFM LacA -0.0165800
40 28 SCFM LacA 0.0683330
41 28 SCFM LacA 0.0174170
42 28 SCFM LacA 0.0065000
43 32 SCFM LacA -0.5258300
44 32 SCFM LacA -0.1410000
45 32 SCFM LacA -0.0188300
46 32 SCFM LacA 0.0118330
47 32 SCFM LacA 0.0306670
48 32 SCFM LacA -0.0381700
1 4 Min Orn 0.0890000
2 4 Min Orn -0.0183300
3 4 Min Orn -0.0014200
4 4 Min Orn -0.1195000
5 4 Min Orn -0.0099200
6 4 Min Orn 0.0115830
7 8 Min Orn 0.0088330
8 8 Min Orn -0.0533300
9 8 Min Orn -0.0895000
10 8 Min Orn -0.1340800
11 8 Min Orn -0.0285800
12 8 Min Orn -0.0399200
13 12 Min Orn -0.0725000
14 12 Min Orn -0.1215800
15 12 Min Orn -0.0529200
16 12 Min Orn -0.1763300
17 12 Min Orn -0.0883300
18 12 Min Orn -0.0053300
19 16 Min Orn 0.0048330
20 16 Min Orn 0.0141670
21 16 Min Orn 0.0020830
22 16 Min Orn -0.0214200
23 16 Min Orn -0.0536700
24 16 Min Orn -0.0100000
25 20 Min Orn 0.0041670
26 20 Min Orn -0.0016700
27 20 Min Orn -0.0873300
28 20 Min Orn -0.0327500
29 20 Min Orn -0.0631700
30 20 Min Orn -0.0546700
31 24 Min Orn -0.0049200
32 24 Min Orn 0.0240830
33 24 Min Orn -0.0118300
34 24 Min Orn 0.0045830
35 24 Min Orn -0.1059200
36 24 Min Orn 0.0810000
37 28 Min Orn -0.0757500
38 28 Min Orn 0.0270000
39 28 Min Orn 0.0000833
40 28 Min Orn -0.0262500
41 28 Min Orn -0.1105000
42 28 Min Orn -0.0071700
43 32 Min Orn -0.0080000
44 32 Min Orn -0.0131700
45 32 Min Orn -0.1310000
46 32 Min Orn 0.0063330
47 32 Min Orn 0.0085830
48 32 Min Orn 0.0430830
1 4 SCFM Orn -0.0329200
2 4 SCFM Orn -0.0690000
3 4 SCFM Orn -0.1233300
4 4 SCFM Orn -0.0190800
5 4 SCFM Orn -0.1170800
6 4 SCFM Orn -0.0807500
7 8 SCFM Orn -0.1335000
8 8 SCFM Orn -0.0014200
9 8 SCFM Orn -0.0997500
10 8 SCFM Orn -0.0090000
11 8 SCFM Orn -0.0135800
12 8 SCFM Orn 0.0048330
13 12 SCFM Orn 0.0185000
14 12 SCFM Orn -0.0273300
15 12 SCFM Orn 0.0160830
16 12 SCFM Orn 0.1135000
17 12 SCFM Orn -0.0282500
18 12 SCFM Orn -0.0344200
19 16 SCFM Orn 0.0278330
20 16 SCFM Orn 0.0188330
21 16 SCFM Orn -0.0074200
22 16 SCFM Orn -0.2533300
23 16 SCFM Orn -0.1385800
24 16 SCFM Orn -0.0446700
25 20 SCFM Orn 0.0074170
26 20 SCFM Orn 0.0190830
27 20 SCFM Orn -0.3638300
28 20 SCFM Orn -0.0301700
29 20 SCFM Orn -0.0295800
30 20 SCFM Orn 0.0045000
31 24 SCFM Orn -0.0562500
32 24 SCFM Orn -0.5628300
33 24 SCFM Orn -0.0237500
34 24 SCFM Orn -0.0850000
35 24 SCFM Orn -0.0637500
36 24 SCFM Orn -0.0123300
37 28 SCFM Orn -0.0016700
38 28 SCFM Orn -0.0044200
39 28 SCFM Orn -0.0054200
40 28 SCFM Orn 0.0400000
41 28 SCFM Orn 0.0000000
42 28 SCFM Orn -0.0174200
43 32 SCFM Orn 0.0028330
44 32 SCFM Orn 0.1175000
45 32 SCFM Orn 0.0468330
46 32 SCFM Orn -0.0457500
47 32 SCFM Orn -0.0036700
48 32 SCFM Orn -0.3293300
1 4 Min Pro -0.1185000
2 4 Min Pro -0.0033300
3 4 Min Pro -0.1625000
4 4 Min Pro 0.0023330
5 4 Min Pro -0.0329200
6 4 Min Pro -0.0001700
7 8 Min Pro 0.0003330
8 8 Min Pro -0.0582500
9 8 Min Pro -0.0414200
10 8 Min Pro -0.0224200
11 8 Min Pro 0.1120000
12 8 Min Pro 0.0275000
13 12 Min Pro 0.0035830
14 12 Min Pro 0.0215000
15 12 Min Pro -0.0023300
16 12 Min Pro 0.0078330
17 12 Min Pro -0.0382500
18 12 Min Pro -0.0293300
19 16 Min Pro -0.1175000
20 16 Min Pro -0.0029200
21 16 Min Pro -0.0209200
22 16 Min Pro -0.1004200
23 16 Min Pro -0.0640000
24 16 Min Pro 0.0036670
25 20 Min Pro -0.0905000
26 20 Min Pro -0.0995000
27 20 Min Pro -0.1395000
28 20 Min Pro -0.0677500
29 20 Min Pro -0.1153300
30 20 Min Pro 0.0760000
31 24 Min Pro -0.1180800
32 24 Min Pro -0.1215800
33 24 Min Pro 0.0048330
34 24 Min Pro -0.0025000
35 24 Min Pro 0.0056670
36 24 Min Pro -0.1180800
37 28 Min Pro -0.1035000
38 28 Min Pro 0.0278330
39 28 Min Pro -0.0820000
40 28 Min Pro -0.0094200
41 28 Min Pro -0.0590000
42 28 Min Pro -0.5988300
43 32 Min Pro 0.0470830
44 32 Min Pro -0.0281700
45 32 Min Pro 0.0055830
46 32 Min Pro 0.0205000
47 32 Min Pro -0.2290000
48 32 Min Pro 0.0285000
1 4 SCFM Pro -0.0029200
2 4 SCFM Pro -0.0403300
3 4 SCFM Pro 0.0743330
4 4 SCFM Pro 0.0010830
5 4 SCFM Pro 0.0328330
6 4 SCFM Pro -0.0039200
7 8 SCFM Pro -0.0204200
8 8 SCFM Pro -0.0484200
9 8 SCFM Pro -0.0199200
10 8 SCFM Pro -0.0143300
11 8 SCFM Pro 0.1050000
12 8 SCFM Pro -0.0004200
13 12 SCFM Pro -0.0430000
14 12 SCFM Pro -0.0435000
15 12 SCFM Pro -0.0082500
16 12 SCFM Pro -0.0184200
17 12 SCFM Pro -0.0340000
18 12 SCFM Pro -0.0132500
19 16 SCFM Pro -0.0738300
20 16 SCFM Pro 0.0960000
21 16 SCFM Pro 0.0010830
22 16 SCFM Pro -0.0433300
23 16 SCFM Pro -0.0670000
24 16 SCFM Pro -0.0630000
25 20 SCFM Pro 0.0798330
26 20 SCFM Pro -0.1038300
27 20 SCFM Pro -0.0064200
28 20 SCFM Pro 0.0270830
29 20 SCFM Pro -0.0424200
30 20 SCFM Pro -0.0001700
31 24 SCFM Pro -0.0794200
32 24 SCFM Pro -0.0994200
33 24 SCFM Pro 0.0370830
34 24 SCFM Pro -0.0637500
35 24 SCFM Pro -0.1205800
36 24 SCFM Pro 0.0010830
37 28 SCFM Pro -0.1915000
38 28 SCFM Pro -0.0496700
39 28 SCFM Pro -0.1069200
40 28 SCFM Pro -0.0556700
41 28 SCFM Pro -0.0978300
42 28 SCFM Pro -0.0241700
43 32 SCFM Pro -0.0374200
44 32 SCFM Pro -0.0206700
45 32 SCFM Pro -0.2305000
46 32 SCFM Pro -0.0813300
47 32 SCFM Pro 0.0250830
48 32 SCFM Pro 0.0343330
1 4 Min SC -0.1408300
2 4 Min SC -0.0575000
3 4 Min SC -0.0700000
4 4 Min SC -0.0338300
5 4 Min SC -0.0133300
6 4 Min SC 0.0000833
7 8 Min SC -0.1265000
8 8 Min SC 0.0109170
9 8 Min SC -0.0059200
10 8 Min SC -0.0021700
11 8 Min SC 0.0041670
12 8 Min SC -0.0347500
13 12 Min SC -0.0006700
14 12 Min SC -0.1255000
15 12 Min SC 0.0046670
16 12 Min SC -0.1405800
17 12 Min SC -0.1023300
18 12 Min SC -0.0241700
19 16 Min SC -0.0056700
20 16 Min SC -0.2850000
21 16 Min SC 0.0150830
22 16 Min SC -0.1805000
23 16 Min SC 0.0635000
24 16 Min SC 0.0000833
25 20 Min SC 0.0310000
26 20 Min SC -0.0289200
27 20 Min SC -0.0129200
28 20 Min SC 0.0026670
29 20 Min SC 0.0021670
30 20 Min SC -0.0079200
31 24 Min SC 0.0000833
32 24 Min SC -0.0207500
33 24 Min SC -0.1083300
34 24 Min SC -0.0299200
35 24 Min SC -0.1500000
36 24 Min SC 0.0110830
37 28 Min SC -0.0019200
38 28 Min SC -0.5288300
39 28 Min SC 0.0323330
40 28 Min SC -0.0264200
41 28 Min SC 0.0135000
42 28 Min SC -0.0680000
43 32 Min SC -0.1150000
44 32 Min SC 0.0485830
45 32 Min SC -0.1195800
46 32 Min SC -0.0014200
47 32 Min SC 0.0058330
48 32 Min SC -0.0026700
1 4 SCFM SC 0.0170000
2 4 SCFM SC -0.0224200
3 4 SCFM SC -0.1159200
4 4 SCFM SC -0.0902500
5 4 SCFM SC 0.0038330
6 4 SCFM SC -0.0011700
7 8 SCFM SC 0.0321670
8 8 SCFM SC 0.0081670
9 8 SCFM SC 0.0045830
10 8 SCFM SC -0.0828300
11 8 SCFM SC -0.0805000
12 8 SCFM SC 0.0503330
13 12 SCFM SC -0.0446700
14 12 SCFM SC -0.0911700
15 12 SCFM SC -0.0099200
16 12 SCFM SC -0.0285000
17 12 SCFM SC 0.0425830
18 12 SCFM SC -0.0571700
19 16 SCFM SC -0.1170800
20 16 SCFM SC -0.0248300
21 16 SCFM SC -0.1250000
22 16 SCFM SC 0.0188330
23 16 SCFM SC -0.2623300
24 16 SCFM SC 0.0145000
25 20 SCFM SC 0.0201670
26 20 SCFM SC -0.0395000
27 20 SCFM SC -0.0159200
28 20 SCFM SC 0.0835000
29 20 SCFM SC 0.0016670
30 20 SCFM SC -0.0024200
31 24 SCFM SC -0.0296700
32 24 SCFM SC -0.0035000
33 24 SCFM SC -0.0014200
34 24 SCFM SC -0.0039200
35 24 SCFM SC 0.0001670
36 24 SCFM SC 0.0495000
37 28 SCFM SC 0.0115830
38 28 SCFM SC -0.0312500
39 28 SCFM SC -0.0006700
40 28 SCFM SC -0.3803300
41 28 SCFM SC -0.0019200
42 28 SCFM SC 0.0091670
43 32 SCFM SC -0.0668300
44 32 SCFM SC 0.0193330
45 32 SCFM SC -0.0024200
46 32 SCFM SC -0.0635000
47 32 SCFM SC -0.0604200
48 32 SCFM SC -0.0102500

Appendix 2: The restructured data set used for plotting the normalized values

Isolate Isolate1 TP Env Min SCFM OD_Ratio
1 1 4 AcetylG 0.0120000 -0.0014200 -0.1183333
2 2 4 AcetylG 0.0041670 -0.0304200 -7.3002160
3 3 4 AcetylG -0.0958300 -0.0818300 0.8539080
4 4 4 AcetylG -0.0024200 -0.0923300 38.1528926
5 5 4 AcetylG 0.0051670 0.0053330 1.0321270
6 6 4 AcetylG -0.0011700 -0.0569200 48.6495726
7 1 8 AcetylG 0.0915830 0.0028330 0.0309337
8 2 8 AcetylG -0.0785000 0.0060000 -0.0764331
9 3 8 AcetylG 0.0055830 -0.1085000 -19.4339961
10 4 8 AcetylG -0.0745000 -0.7658300 10.2795973
11 5 8 AcetylG -0.0376700 -0.0275000 0.7300239
12 6 8 AcetylG 0.0235000 0.0131670 0.5602979
13 1 12 AcetylG -0.0766700 -0.1995000 2.6020608
14 2 12 AcetylG -0.1075000 -0.0034200 0.0318140
15 3 12 AcetylG -0.0046700 0.0090000 -1.9271949
16 4 12 AcetylG -0.0442500 -0.0161700 0.3654237
17 5 12 AcetylG 0.0038330 0.0408330 10.6530133
18 6 12 AcetylG -0.0695000 -0.0172500 0.2482014
19 1 16 AcetylG -0.0031700 0.0048330 -1.5246057
20 2 16 AcetylG -0.0118300 0.0084170 -0.7114962
21 3 16 AcetylG -0.1175000 -0.0199200 0.1695319
22 4 16 AcetylG -0.4398300 -0.0069200 0.0157334
23 5 16 AcetylG -0.0021700 -0.0940000 43.3179724
24 6 16 AcetylG 0.0103330 -0.0408300 -3.9514178
25 1 20 AcetylG -0.1335000 -0.0154200 0.1155056
26 2 20 AcetylG -0.0615000 -0.0044200 0.0718699
27 3 20 AcetylG 0.0245830 -0.0029200 -0.1187813
28 4 20 AcetylG -0.0013300 -0.0386700 29.0751880
29 5 20 AcetylG 0.0970000 -0.0293300 -0.3023711
30 6 20 AcetylG 0.0008330 -0.0154200 -18.5114046
31 1 24 AcetylG -0.1055000 -0.0034200 0.0324171
32 2 24 AcetylG 0.0690000 -0.0019200 -0.0278261
33 3 24 AcetylG -0.1405000 -0.0145000 0.1032028
34 4 24 AcetylG -0.0730000 -0.0633300 0.8675342
35 5 24 AcetylG 0.0011670 -0.0485000 -41.5595544
36 6 24 AcetylG 0.0196670 0.0525830 2.6736665
37 1 28 AcetylG -0.0139200 -0.0258300 1.8556034
38 2 28 AcetylG 0.0421670 -0.0228300 -0.5414186
39 3 28 AcetylG -0.1193300 0.0093330 -0.0782117
40 4 28 AcetylG 0.0066670 -0.5113300 -76.6956652
41 5 28 AcetylG -0.0159200 -0.0411700 2.5860553
42 6 28 AcetylG -0.0244200 -0.0840000 3.4398034
43 1 32 AcetylG -0.3463300 0.0003330 -0.0009615
44 2 32 AcetylG -0.0226700 0.0015830 -0.0698280
45 3 32 AcetylG -0.0915000 0.0018330 -0.0200328
46 4 32 AcetylG 0.0063330 -0.0745000 -11.7637770
47 5 32 AcetylG -0.0288300 -0.0049200 0.1706556
48 6 32 AcetylG 0.0415830 -0.0011700 -0.0281365
1 1 4 Arg -0.0059200 -0.1309200 22.1148649
2 2 4 Arg 0.0065000 -0.1400000 -21.5384615
3 3 4 Arg 0.0281670 -0.0164200 -0.5829517
4 4 4 Arg -0.0009200 0.0053330 -5.7967391
5 5 4 Arg -0.0479200 -0.0536700 1.1199917
6 6 4 Arg 0.0148330 -0.0877500 -5.9158633
7 1 8 Arg -0.1265800 -0.0180000 0.1422026
8 2 8 Arg -0.0044200 -0.0126700 2.8665158
9 3 8 Arg -0.0021700 -0.0129200 5.9539171
10 4 8 Arg -0.0421700 -0.0013300 0.0315390
11 5 8 Arg -0.0192500 -0.6038300 31.3677922
12 6 8 Arg 0.0153330 0.0535830 3.4946194
13 1 12 Arg -0.0054200 0.0020000 -0.3690037
14 2 12 Arg -0.0745000 -0.0103300 0.1386577
15 3 12 Arg -0.0550000 -0.0691700 1.2576364
16 4 12 Arg 0.1225000 -0.0519200 -0.4238367
17 5 12 Arg -0.0083300 -0.0576700 6.9231693
18 6 12 Arg -0.1335000 0.0311670 -0.2334607
19 1 16 Arg 0.0253330 -0.1275800 -5.0361189
20 2 16 Arg 0.0426670 -0.1300000 -3.0468512
21 3 16 Arg 0.0008330 -0.0029200 -3.5054022
22 4 16 Arg -0.1880000 -0.0527500 0.2805851
23 5 16 Arg 0.0071670 -0.0089200 -1.2445933
24 6 16 Arg -0.0334200 -0.0006700 0.0200479
25 1 20 Arg 0.0455830 -0.0083300 -0.1827436
26 2 20 Arg -0.1210800 0.0033330 -0.0275273
27 3 20 Arg -0.0028300 -0.0345000 12.1908127
28 4 20 Arg -0.0189200 0.0053330 -0.2818710
29 5 20 Arg -0.4643300 -0.1210000 0.2605905
30 6 20 Arg -0.0149200 -0.0653300 4.3786863
31 1 24 Arg -0.0059200 -0.0319200 5.3918919
32 2 24 Arg -0.0298300 0.0003330 -0.0111633
33 3 24 Arg 0.0396670 -0.0109200 -0.2752918
34 4 24 Arg -0.0332500 -0.0372500 1.1203008
35 5 24 Arg -0.3018300 -0.0515000 0.1706258
36 6 24 Arg -0.1285800 0.0356670 -0.2773915
37 1 28 Arg -0.0259200 -0.0198300 0.7650463
38 2 28 Arg -0.1210000 -0.0328300 0.2713223
39 3 28 Arg 0.0008330 -0.5878300 -705.6782713
40 4 28 Arg 0.0545000 0.1960000 3.5963303
41 5 28 Arg 0.0375830 -0.0661700 -1.7606365
42 6 28 Arg 0.0000833 -0.0276700 -332.1728691
43 1 32 Arg -0.0044200 -0.5553300 125.6402715
44 2 32 Arg -0.0006700 0.0000833 -0.1243284
45 3 32 Arg 0.0075830 -0.0139200 -1.8356851
46 4 32 Arg 0.0000833 0.0445830 535.2100840
47 5 32 Arg -0.0389200 0.0000000 0.0000000
48 6 32 Arg -0.3393300 -0.0981700 0.2893054
1 1 4 Gluc -0.1380800 -0.4948300 3.5836472
2 2 4 Gluc -0.0038300 -0.0228300 5.9608355
3 3 4 Gluc -0.0773300 -0.0569200 0.7360662
4 4 4 Gluc -0.0073300 -0.0720000 9.8226467
5 5 4 Gluc 0.0378330 0.0205830 0.5440488
6 6 4 Gluc -0.1005000 -0.0935000 0.9303483
7 1 8 Gluc -0.0380000 0.0321670 -0.8465000
8 2 8 Gluc -0.0229200 0.0435000 -1.8979058
9 3 8 Gluc 0.0271670 -0.3258300 -11.9935952
10 4 8 Gluc 0.0510830 0.0315000 0.6166435
11 5 8 Gluc -0.0763300 -0.0493300 0.6462728
12 6 8 Gluc -0.2355000 0.0065000 -0.0276008
13 1 12 Gluc 0.0006670 -0.0242500 -36.3568216
14 2 12 Gluc 0.0400830 -0.0054200 -0.1352194
15 3 12 Gluc -0.0156700 -0.0020800 0.1327377
16 4 12 Gluc 0.0058330 -0.0171700 -2.9435968
17 5 12 Gluc 0.0160830 -0.0835000 -5.1918174
18 6 12 Gluc 0.0160830 0.0043330 0.2694149
19 1 16 Gluc -0.0959200 -0.0006700 0.0069850
20 2 16 Gluc -0.0114200 0.0410830 -3.5974606
21 3 16 Gluc -0.0194200 -0.0006700 0.0345005
22 4 16 Gluc -0.0229200 -0.1585000 6.9153578
23 5 16 Gluc -0.1410000 -0.0174200 0.1235461
24 6 16 Gluc -0.0055800 -0.0004200 0.0752688
25 1 20 Gluc 0.0760830 0.0166670 0.2190634
26 2 20 Gluc -0.0151700 -0.1210000 7.9762690
27 3 20 Gluc -0.0402500 0.0358330 -0.8902609
28 4 20 Gluc -0.0049200 -0.0521700 10.6036585
29 5 20 Gluc -0.0448300 -0.1030000 2.2975686
30 6 20 Gluc -0.0009200 0.0350830 -38.1336957
31 1 24 Gluc -0.0484200 -0.0024200 0.0499793
32 2 24 Gluc -0.1110000 -0.0064200 0.0578378
33 3 24 Gluc -0.1155800 -0.0323300 0.2797197
34 4 24 Gluc -0.0136700 0.0003330 -0.0243599
35 5 24 Gluc -0.5668300 0.0505830 -0.0892384
36 6 24 Gluc -0.2245000 -0.0215800 0.0961247
37 1 28 Gluc -0.0123300 -0.0021700 0.1759935
38 2 28 Gluc 0.0100830 -0.0793300 -7.8676981
39 3 28 Gluc -0.0695000 -0.0550000 0.7913669
40 4 28 Gluc -0.3203300 -0.0696700 0.2174945
41 5 28 Gluc -0.1735000 -0.1384200 0.7978098
42 6 28 Gluc 0.0150000 -0.0259200 -1.7280000
43 1 32 Gluc -0.0733300 -0.1380000 1.8819037
44 2 32 Gluc -0.0354200 -0.0139200 0.3929983
45 3 32 Gluc -0.1305000 0.0065830 -0.0504444
46 4 32 Gluc 0.0110000 -0.0810000 -7.3636364
47 5 32 Gluc -0.3738300 -0.0487500 0.1304069
48 6 32 Gluc 0.0123330 -0.0016700 -0.1354091
1 1 4 Gluta -0.1339200 -0.1615000 1.2059438
2 2 4 Gluta -0.0209200 0.0074170 -0.3545411
3 3 4 Gluta -0.1285000 -0.0165000 0.1284047
4 4 4 Gluta -0.0650000 -0.0228300 0.3512308
5 5 4 Gluta 0.0703330 -0.0264200 -0.3756416
6 6 4 Gluta -0.0019200 0.0105000 -5.4687500
7 1 8 Gluta 0.0116670 -0.1200000 -10.2854204
8 2 8 Gluta 0.0020830 -0.0060000 -2.8804609
9 3 8 Gluta -0.0389200 -0.0278300 0.7150565
10 4 8 Gluta 0.0095830 -0.1248300 -13.0261922
11 5 8 Gluta -0.0049200 -0.0109200 2.2195122
12 6 8 Gluta 0.0140830 -0.0101700 -0.7221473
13 1 12 Gluta 0.0270000 -0.1485000 -5.5000000
14 2 12 Gluta -0.0994200 0.0468330 -0.4710622
15 3 12 Gluta -0.0574200 -0.0183300 0.3192268
16 4 12 Gluta -0.0424200 -0.0399200 0.9410655
17 5 12 Gluta -0.1970000 -0.1138300 0.5778173
18 6 12 Gluta -0.6053300 -0.0175800 0.0290420
19 1 16 Gluta -0.0214200 0.0246670 -1.1515873
20 2 16 Gluta 0.0003330 -0.0108300 -32.5225225
21 3 16 Gluta -0.0198300 0.0015830 -0.0798285
22 4 16 Gluta -0.0852500 -0.0221700 0.2600587
23 5 16 Gluta 0.0166670 0.0296670 1.7799844
24 6 16 Gluta -0.1235800 -0.0246700 0.1996278
25 1 20 Gluta -0.0507500 -0.0915000 1.8029557
26 2 20 Gluta -0.0417500 0.0100000 -0.2395210
27 3 20 Gluta 0.0685830 0.0069170 0.1008559
28 4 20 Gluta -0.1144200 -0.0629200 0.5499039
29 5 20 Gluta -0.0130000 -0.0292500 2.2500000
30 6 20 Gluta -0.0004200 -0.0106700 25.4047619
31 1 24 Gluta -0.0030000 -0.0009200 0.3066667
32 2 24 Gluta -0.0740000 0.0220000 -0.2972973
33 3 24 Gluta -0.2233300 -0.0053300 0.0238660
34 4 24 Gluta 0.0199170 -0.3813300 -19.1459557
35 5 24 Gluta -0.0309200 -0.0122500 0.3961837
36 6 24 Gluta 0.0280830 -0.0413300 -1.4717089
37 1 28 Gluta -0.0274200 -0.0121700 0.4438366
38 2 28 Gluta -0.0074200 -0.0214200 2.8867925
39 3 28 Gluta 0.0366670 -0.0805000 -2.1954346
40 4 28 Gluta -0.0582500 -0.0140800 0.2417167
41 5 28 Gluta -0.0562500 -0.5363300 9.5347556
42 6 28 Gluta -0.0538300 0.1180000 -2.1920862
43 1 32 Gluta 0.0655000 -0.0036700 -0.0560305
44 2 32 Gluta -0.0402500 0.0060830 -0.1511304
45 3 32 Gluta -0.0001700 0.0165000 -97.0588235
46 4 32 Gluta -0.0145000 -0.0039200 0.2703448
47 5 32 Gluta -0.0100800 -0.1360000 13.4920635
48 6 32 Gluta -0.0250000 0.0345830 -1.3833200
1 1 4 Iso 0.0176670 -0.1295800 -7.3345786
2 2 4 Iso 0.0041670 -0.0066700 -1.6006719
3 3 4 Iso -0.0408300 -0.0014200 0.0347783
4 4 4 Iso 0.0015830 0.0085000 5.3695515
5 5 4 Iso 0.0008330 0.0356670 42.8175270
6 6 4 Iso 0.0350830 -0.0540000 -1.5392070
7 1 8 Iso -0.0635000 -0.0660000 1.0393701
8 2 8 Iso -0.0401700 0.0015830 -0.0394075
9 3 8 Iso 0.0025830 0.0028330 1.0967867
10 4 8 Iso -0.0009200 0.0001670 -0.1815217
11 5 8 Iso -0.0271700 -0.0960800 3.5362532
12 6 8 Iso 0.0073330 -0.0110000 -1.5000682
13 1 12 Iso -0.2988300 0.0103330 -0.0345782
14 2 12 Iso -0.0041700 -0.0209200 5.0167866
15 3 12 Iso -0.0820000 0.0275000 -0.3353659
16 4 12 Iso -0.0740000 -0.0376700 0.5090541
17 5 12 Iso 0.0195830 -0.1070000 -5.4639228
18 6 12 Iso -0.0284200 0.0296670 -1.0438776
19 1 16 Iso -0.0551700 -0.1160800 2.1040421
20 2 16 Iso -0.0235000 -0.1115000 4.7446809
21 3 16 Iso -0.0230000 -0.1970000 8.5652174
22 4 16 Iso 0.0053330 -0.0316700 -5.9384962
23 5 16 Iso -0.0011700 -0.0933300 79.7692308
24 6 16 Iso -0.0130000 -0.5373300 41.3330769
25 1 20 Iso -0.0257500 0.0055830 -0.2168155
26 2 20 Iso -0.2623300 -0.0125800 0.0479549
27 3 20 Iso 0.0103330 -0.0605000 -5.8550276
28 4 20 Iso 0.0325830 -0.0365000 -1.1202161
29 5 20 Iso 0.1035000 0.0040830 0.0394493
30 6 20 Iso 0.0373330 -0.0880000 -2.3571639
31 1 24 Iso -0.1330000 0.0035000 -0.0263158
32 2 24 Iso -0.1780000 -0.1455000 0.8174157
33 3 24 Iso 0.0145000 0.0125830 0.8677931
34 4 24 Iso -0.0398300 -0.0594200 1.4918403
35 5 24 Iso -0.0001700 -0.0239200 140.7058824
36 6 24 Iso -0.3088300 -0.1019200 0.3300198
37 1 28 Iso -0.0795000 -0.7728300 9.7211321
38 2 28 Iso -0.1363300 -0.0501700 0.3680041
39 3 28 Iso -0.1943300 -0.0306700 0.1578243
40 4 28 Iso -0.0358300 0.1020000 -2.8467764
41 5 28 Iso -0.0016700 -0.0172500 10.3293413
42 6 28 Iso 0.0350830 -0.1085000 -3.0926660
43 1 32 Iso -0.0169200 -0.0026700 0.1578014
44 2 32 Iso 0.0086670 -0.0474200 -5.4713280
45 3 32 Iso -0.0725000 0.0301670 -0.4160966
46 4 32 Iso -0.1100000 -0.0312500 0.2840909
47 5 32 Iso 0.0035830 0.0411670 11.4895339
48 6 32 Iso -0.0079200 -0.0130000 1.6414141
1 1 4 LacA -0.0294200 0.0457500 -1.5550646
2 2 4 LacA -0.0569200 0.0361670 -0.6354006
3 3 4 LacA 0.0193330 -0.1115800 -5.7714788
4 4 4 LacA -0.0526700 -0.0249200 0.4731346
5 5 4 LacA -0.0302500 -0.0214200 0.7080992
6 6 4 LacA 0.0290830 -0.0848300 -2.9168243
7 1 8 LacA 0.0260000 -0.0347500 -1.3365385
8 2 8 LacA 0.0136670 0.0045830 0.3353333
9 3 8 LacA -0.1155000 -0.0573300 0.4963636
10 4 8 LacA 0.0040830 -0.0687500 -16.8381092
11 5 8 LacA 0.0005000 -0.5863300 -1172.6600000
12 6 8 LacA -0.0084200 -0.5428300 64.4691211
13 1 12 LacA -0.0672500 -0.0410000 0.6096654
14 2 12 LacA -0.5433300 -0.0042500 0.0078221
15 3 12 LacA -0.0489200 -0.0253300 0.5177841
16 4 12 LacA 0.0216670 -0.0705000 -3.2537961
17 5 12 LacA -0.1105800 -0.0820000 0.7415446
18 6 12 LacA 0.0270000 -0.0933300 -3.4566667
19 1 16 LacA -0.0184200 0.0060000 -0.3257329
20 2 16 LacA 0.0050830 -0.0214200 -4.2140468
21 3 16 LacA -0.0009200 -0.5328300 579.1630435
22 4 16 LacA -0.0235000 -0.0254200 1.0817021
23 5 16 LacA -0.1064200 -0.0989200 0.9295245
24 6 16 LacA -0.0034200 -0.0019200 0.5614035
25 1 20 LacA 0.0214170 0.0088330 0.4124294
26 2 20 LacA -0.0178300 0.0105830 -0.5935502
27 3 20 LacA -0.2933300 -0.0625000 0.2130706
28 4 20 LacA -0.0009200 0.0111670 -12.1380435
29 5 20 LacA 0.0540830 -0.0426700 -0.7889725
30 6 20 LacA 0.0143330 -0.0244200 -1.7037606
31 1 24 LacA -0.0073300 0.0020830 -0.2841746
32 2 24 LacA -0.0014200 -0.0236700 16.6690141
33 3 24 LacA -0.0144200 -0.0049200 0.3411928
34 4 24 LacA -0.0263300 0.0060830 -0.2310292
35 5 24 LacA 0.0208330 -0.1190800 -5.7159315
36 6 24 LacA -0.0210000 -0.4573300 21.7776190
37 1 28 LacA 0.0058330 -0.0116700 -2.0006858
38 2 28 LacA -0.2383300 -0.0304200 0.1276381
39 3 28 LacA -0.0497500 -0.0165800 0.3332663
40 4 28 LacA -0.1040800 0.0683330 -0.6565430
41 5 28 LacA 0.0076670 0.0174170 2.2716838
42 6 28 LacA -0.1260800 0.0065000 -0.0515546
43 1 32 LacA 0.0033330 -0.5258300 -157.7647765
44 2 32 LacA -0.0039200 -0.1410000 35.9693878
45 3 32 LacA -0.5258300 -0.0188300 0.0358101
46 4 32 LacA 0.0078330 0.0118330 1.5106600
47 5 32 LacA -0.0230800 0.0306670 -1.3287262
48 6 32 LacA -0.5223300 -0.0381700 0.0730764
1 1 4 Orn 0.0890000 -0.0329200 -0.3698876
2 2 4 Orn -0.0183300 -0.0690000 3.7643208
3 3 4 Orn -0.0014200 -0.1233300 86.8521127
4 4 4 Orn -0.1195000 -0.0190800 0.1596653
5 5 4 Orn -0.0099200 -0.1170800 11.8024194
6 6 4 Orn 0.0115830 -0.0807500 -6.9714236
7 1 8 Orn 0.0088330 -0.1335000 -15.1137779
8 2 8 Orn -0.0533300 -0.0014200 0.0266267
9 3 8 Orn -0.0895000 -0.0997500 1.1145251
10 4 8 Orn -0.1340800 -0.0090000 0.0671241
11 5 8 Orn -0.0285800 -0.0135800 0.4751575
12 6 8 Orn -0.0399200 0.0048330 -0.1210671
13 1 12 Orn -0.0725000 0.0185000 -0.2551724
14 2 12 Orn -0.1215800 -0.0273300 0.2247903
15 3 12 Orn -0.0529200 0.0160830 -0.3039116
16 4 12 Orn -0.1763300 0.1135000 -0.6436795
17 5 12 Orn -0.0883300 -0.0282500 0.3198234
18 6 12 Orn -0.0053300 -0.0344200 6.4577861
19 1 16 Orn 0.0048330 0.0278330 5.7589489
20 2 16 Orn 0.0141670 0.0188330 1.3293570
21 3 16 Orn 0.0020830 -0.0074200 -3.5621699
22 4 16 Orn -0.0214200 -0.2533300 11.8267974
23 5 16 Orn -0.0536700 -0.1385800 2.5820756
24 6 16 Orn -0.0100000 -0.0446700 4.4670000
25 1 20 Orn 0.0041670 0.0074170 1.7799376
26 2 20 Orn -0.0016700 0.0190830 -11.4269461
27 3 20 Orn -0.0873300 -0.3638300 4.1661514
28 4 20 Orn -0.0327500 -0.0301700 0.9212214
29 5 20 Orn -0.0631700 -0.0295800 0.4682603
30 6 20 Orn -0.0546700 0.0045000 -0.0823121
31 1 24 Orn -0.0049200 -0.0562500 11.4329268
32 2 24 Orn 0.0240830 -0.5628300 -23.3704273
33 3 24 Orn -0.0118300 -0.0237500 2.0076078
34 4 24 Orn 0.0045830 -0.0850000 -18.5468034
35 5 24 Orn -0.1059200 -0.0637500 0.6018693
36 6 24 Orn 0.0810000 -0.0123300 -0.1522222
37 1 28 Orn -0.0757500 -0.0016700 0.0220462
38 2 28 Orn 0.0270000 -0.0044200 -0.1637037
39 3 28 Orn 0.0000833 -0.0054200 -65.0660264
40 4 28 Orn -0.0262500 0.0400000 -1.5238095
41 5 28 Orn -0.1105000 0.0000000 0.0000000
42 6 28 Orn -0.0071700 -0.0174200 2.4295676
43 1 32 Orn -0.0080000 0.0028330 -0.3541250
44 2 32 Orn -0.0131700 0.1175000 -8.9217920
45 3 32 Orn -0.1310000 0.0468330 -0.3575038
46 4 32 Orn 0.0063330 -0.0457500 -7.2240644
47 5 32 Orn 0.0085830 -0.0036700 -0.4275894
48 6 32 Orn 0.0430830 -0.3293300 -7.6440824
1 1 4 Pro -0.1185000 -0.0029200 0.0246414
2 2 4 Pro -0.0033300 -0.0403300 12.1111111
3 3 4 Pro -0.1625000 0.0743330 -0.4574338
4 4 4 Pro 0.0023330 0.0010830 0.4642092
5 5 4 Pro -0.0329200 0.0328330 -0.9973572
6 6 4 Pro -0.0001700 -0.0039200 23.0588235
7 1 8 Pro 0.0003330 -0.0204200 -61.3213213
8 2 8 Pro -0.0582500 -0.0484200 0.8312446
9 3 8 Pro -0.0414200 -0.0199200 0.4809271
10 4 8 Pro -0.0224200 -0.0143300 0.6391615
11 5 8 Pro 0.1120000 0.1050000 0.9375000
12 6 8 Pro 0.0275000 -0.0004200 -0.0152727
13 1 12 Pro 0.0035830 -0.0430000 -12.0011164
14 2 12 Pro 0.0215000 -0.0435000 -2.0232558
15 3 12 Pro -0.0023300 -0.0082500 3.5407725
16 4 12 Pro 0.0078330 -0.0184200 -2.3515894
17 5 12 Pro -0.0382500 -0.0340000 0.8888889
18 6 12 Pro -0.0293300 -0.0132500 0.4517559
19 1 16 Pro -0.1175000 -0.0738300 0.6283404
20 2 16 Pro -0.0029200 0.0960000 -32.8767123
21 3 16 Pro -0.0209200 0.0010830 -0.0517686
22 4 16 Pro -0.1004200 -0.0433300 0.4314878
23 5 16 Pro -0.0640000 -0.0670000 1.0468750
24 6 16 Pro 0.0036670 -0.0630000 -17.1802563
25 1 20 Pro -0.0905000 0.0798330 -0.8821326
26 2 20 Pro -0.0995000 -0.1038300 1.0435176
27 3 20 Pro -0.1395000 -0.0064200 0.0460215
28 4 20 Pro -0.0677500 0.0270830 -0.3997491
29 5 20 Pro -0.1153300 -0.0424200 0.3678141
30 6 20 Pro 0.0760000 -0.0001700 -0.0022368
31 1 24 Pro -0.1180800 -0.0794200 0.6725949
32 2 24 Pro -0.1215800 -0.0994200 0.8177332
33 3 24 Pro 0.0048330 0.0370830 7.6728740
34 4 24 Pro -0.0025000 -0.0637500 25.5000000
35 5 24 Pro 0.0056670 -0.1205800 -21.2775719
36 6 24 Pro -0.1180800 0.0010830 -0.0091717
37 1 28 Pro -0.1035000 -0.1915000 1.8502415
38 2 28 Pro 0.0278330 -0.0496700 -1.7845723
39 3 28 Pro -0.0820000 -0.1069200 1.3039024
40 4 28 Pro -0.0094200 -0.0556700 5.9097665
41 5 28 Pro -0.0590000 -0.0978300 1.6581356
42 6 28 Pro -0.5988300 -0.0241700 0.0403620
43 1 32 Pro 0.0470830 -0.0374200 -0.7947667
44 2 32 Pro -0.0281700 -0.0206700 0.7337593
45 3 32 Pro 0.0055830 -0.2305000 -41.2860469
46 4 32 Pro 0.0205000 -0.0813300 -3.9673171
47 5 32 Pro -0.2290000 0.0250830 -0.1095328
48 6 32 Pro 0.0285000 0.0343330 1.2046667
1 1 4 SC -0.1408300 0.0170000 -0.1207129
2 2 4 SC -0.0575000 -0.0224200 0.3899130
3 3 4 SC -0.0700000 -0.1159200 1.6560000
4 4 4 SC -0.0338300 -0.0902500 2.6677505
5 5 4 SC -0.0133300 0.0038330 -0.2875469
6 6 4 SC 0.0000833 -0.0011700 -14.0456182
7 1 8 SC -0.1265000 0.0321670 -0.2542846
8 2 8 SC 0.0109170 0.0081670 0.7480993
9 3 8 SC -0.0059200 0.0045830 -0.7741554
10 4 8 SC -0.0021700 -0.0828300 38.1705069
11 5 8 SC 0.0041670 -0.0805000 -19.3184545
12 6 8 SC -0.0347500 0.0503330 -1.4484317
13 1 12 SC -0.0006700 -0.0446700 66.6716418
14 2 12 SC -0.1255000 -0.0911700 0.7264542
15 3 12 SC 0.0046670 -0.0099200 -2.1255625
16 4 12 SC -0.1405800 -0.0285000 0.2027315
17 5 12 SC -0.1023300 0.0425830 -0.4161341
18 6 12 SC -0.0241700 -0.0571700 2.3653289
19 1 16 SC -0.0056700 -0.1170800 20.6490300
20 2 16 SC -0.2850000 -0.0248300 0.0871228
21 3 16 SC 0.0150830 -0.1250000 -8.2874760
22 4 16 SC -0.1805000 0.0188330 -0.1043380
23 5 16 SC 0.0635000 -0.2623300 -4.1311811
24 6 16 SC 0.0000833 0.0145000 174.0696279
25 1 20 SC 0.0310000 0.0201670 0.6505484
26 2 20 SC -0.0289200 -0.0395000 1.3658368
27 3 20 SC -0.0129200 -0.0159200 1.2321981
28 4 20 SC 0.0026670 0.0835000 31.3085864
29 5 20 SC 0.0021670 0.0016670 0.7692663
30 6 20 SC -0.0079200 -0.0024200 0.3055556
31 1 24 SC 0.0000833 -0.0296700 -356.1824730
32 2 24 SC -0.0207500 -0.0035000 0.1686747
33 3 24 SC -0.1083300 -0.0014200 0.0131081
34 4 24 SC -0.0299200 -0.0039200 0.1310160
35 5 24 SC -0.1500000 0.0001670 -0.0011133
36 6 24 SC 0.0110830 0.0495000 4.4662997
37 1 28 SC -0.0019200 0.0115830 -6.0328125
38 2 28 SC -0.5288300 -0.0312500 0.0590927
39 3 28 SC 0.0323330 -0.0006700 -0.0207219
40 4 28 SC -0.0264200 -0.3803300 14.3955337
41 5 28 SC 0.0135000 -0.0019200 -0.1422222
42 6 28 SC -0.0680000 0.0091670 -0.1348088
43 1 32 SC -0.1150000 -0.0668300 0.5811304
44 2 32 SC 0.0485830 0.0193330 0.3979376
45 3 32 SC -0.1195800 -0.0024200 0.0202375
46 4 32 SC -0.0014200 -0.0635000 44.7183099
47 5 32 SC 0.0058330 -0.0604200 -10.3583062
48 6 32 SC -0.0026700 -0.0102500 3.8389513

Notes

Wednesday, December 26, 2018

  1. Edited the data set by randomizing all of the OD values in order to protect OP’s research data prior to publication.