Regolith Image reanalysis stats
Last updated
Last updated
Table of data then analysed using Rtutor.ai
First read Read File
df <- read.csv("regolith_results_merged.csv")df <- params$df
df2 <- params$df2Natural language command: "Use a different color to represent each treatment "group". plot the mean area and use the standard error for each group at each age. Use the x axis as the age. Use the Y axis as the mean area. Draw a line connecting the mean dot for each group. Show all data points as swarms around the mean. Use the standard error to create a grey confidence interval in either side of the line of best fit."
library(ggplot2)
library(dplyr)
# Calculate mean, standard error of the mean, and count by group and age
group_stats <- df %>%
group_by(group, age) %>%
summarise(mean_area = mean(area),
se_area = sd(area) / sqrt(n()),
.groups = 'drop')
# Plot
ggplot(group_stats, aes(x = as.numeric(age), y = mean_area, group = group, color = group)) +
geom_line() +
geom_point() +
geom_errorbar(aes(ymin = mean_area - se_area, ymax = mean_area + se_area), width = 0.2, color = "grey") +
geom_jitter(data = df, aes(x = as.numeric(age), y = area, color = group), width = 0.1, height = 0, alpha = 0.5) +
labs(x = "Age", y = "Mean Area") +
theme_minimal()library(dplyr)
library(ggplot2)
# Perform ANOVA to test if there are significant differences between groups for each numeric variable
results <- list()
numeric_vars <- c("area", "convex_hull_area", "solidity", "perimeter", "width", "height", "longest_path",
"convex_hull_vertices", "ellipse_major_axis", "ellipse_minor_axis", "ellipse_angle",
"ellipse_eccentricity", "linear_scale", "area_scale")
for (var in numeric_vars) {
formula <- as.formula(paste(var, "~ group"))
aov_result <- aov(formula, data = df)
summary_result <- summary(aov_result)
results[[var]] <- summary_result
}
# Display the results
resultsResults:
$area
Df Sum Sq Mean Sq F value Pr(>F)
group 4 7.793e+09 1.948e+09 26.08 7.01e-16 ***
Residuals 130 9.712e+09 7.471e+07
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
$convex_hull_area
Df Sum Sq Mean Sq F value Pr(>F)
group 4 3.474e+10 8.685e+09 34.81 <2e-16 ***
Residuals 130 3.243e+10 2.495e+08
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
$solidity
Df Sum Sq Mean Sq F value Pr(>F)
group 4 0.2192 0.05480 2.603 0.0389 *
Residuals 130 2.7374 0.02106
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
$perimeter
Df Sum Sq Mean Sq F value Pr(>F)
group 4 16547205 4136801 20.4 4.6e-13 ***
Residuals 130 26360351 202772
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
$width
Df Sum Sq Mean Sq F value Pr(>F)
group 4 453812 113453 21.37 1.46e-13 ***
Residuals 130 690222 5309
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
$height
Df Sum Sq Mean Sq F value Pr(>F)
group 4 325199 81300 15.47 2.24e-10 ***
Residuals 130 683195 5255
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
$longest_path
Df Sum Sq Mean Sq F value Pr(>F)
group 4 24395763 6098941 21.75 9.33e-14 ***
Residuals 130 36456962 280438
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
$convex_hull_vertices
Df Sum Sq Mean Sq F value Pr(>F)
group 4 2382 595.6 12.93 6.89e-09 ***
Residuals 130 5990 46.1
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
$ellipse_major_axis
Df Sum Sq Mean Sq F value Pr(>F)
group 4 391147 97787 21.25 1.68e-13 ***
Residuals 130 598270 4602
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
$ellipse_minor_axis
Df Sum Sq Mean Sq F value Pr(>F)
group 4 170834 42709 13.45 3.35e-09 ***
Residuals 130 412786 3175
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
$ellipse_angle
Df Sum Sq Mean Sq F value Pr(>F)
group 4 9123 2281 0.832 0.507
Residuals 130 356192 2740
$ellipse_eccentricity
Df Sum Sq Mean Sq F value Pr(>F)
group 4 0.022 0.00557 0.174 0.951
Residuals 130 4.159 0.03199
$linear_scale
Df Sum Sq Mean Sq F value Pr(>F)
group 4 3.000e-11 7.410e-12 0.184 0.946
Residuals 130 5.238e-09 4.029e-11
$area_scale
Df Sum Sq Mean Sq F value Pr(>F)
group 4 1.020e-19 2.552e-20 0.193 0.942
Residuals 130 1.717e-17 1.321e-19 aa
Catagories of data within the images
Frequencies of Categories
Phenotype correlation analysis
GG pairs all potential group phenotypes (age coloring)
GG pairs all potential phenotypes
Select variables (Age comparison)
heightellipse_major_axisareaconvex_hull_areaperimeterwidthlongest_pathsolidity
Select variables (Sample name (Regolith type))
heightellipse_major_axisareaconvex_hull_areaperimeterwidthlongest_pathsolidity
samples sample_name area convex_hull_area solidity perimeter width height longest_path center_of_mass convex_hull_vertices ellipse_center ellipse_major_axis ellipse_minor_axis ellipse_angle ellipse_eccentricity image_name linear_scale area_scale age
Length:135 Length:135 Min. : 108 Min. : 100.5 Min. :0.09951 Min. : 41.46 Min. : 13.0 Min. : 11.0 Min. : 78.0 Length:135 Min. :10.00 Length:135 Min. : 12.09 Min. : 10.11 Min. : 0.2271 Min. :0.1828 Length:135 Min. :2.029e-05 Min. :4.118e-10 2 :28
Class :character Class :character 1st Qu.: 2112 1st Qu.: 3604.8 1st Qu.:0.60043 1st Qu.: 374.77 1st Qu.: 75.5 1st Qu.: 80.0 1st Qu.: 665.5 Class :character 1st Qu.:21.00 Class :character 1st Qu.: 94.64 1st Qu.: 47.55 1st Qu.: 37.7413 1st Qu.:0.6559 Class :character 1st Qu.:3.569e-05 1st Qu.:1.274e-09 4 :28
Mode :character Mode :character Median : 6959 Median : 10074.5 Median :0.66133 Median : 669.81 Median :122.0 Median :130.0 Median :1196.0 Mode :character Median :29.00 Mode :character Median :171.34 Median : 72.75 Median : 79.3123 Median :0.7923 Mode :character Median :3.633e-05 Median :1.320e-09 6 :28
Mean :10579 Mean : 17378.0 Mean :0.66270 Mean : 801.13 Mean :143.2 Mean :145.5 Mean :1182.7 Mean :27.84 Mean :162.66 Mean : 98.18 Mean : 84.0545 Mean :0.7584 Mean :3.318e-05 Mean :1.140e-09 8 :27
3rd Qu.:15908 3rd Qu.: 24964.5 3rd Qu.:0.75025 3rd Qu.:1090.77 3rd Qu.:208.5 3rd Qu.:201.5 3rd Qu.:1592.5 3rd Qu.:34.50 3rd Qu.:209.46 3rd Qu.:143.65 3rd Qu.:132.6964 3rd Qu.:0.9191 3rd Qu.:3.653e-05 3rd Qu.:1.335e-09 10:24
Max. :69816 Max. :190914.0 Max. :1.07463 Max. :4326.36 Max. :620.0 Max. :581.0 Max. :4783.0 Max. :42.00 Max. :573.70 Max. :370.06 Max. :177.0225 Max. :0.9781 Max. :3.675e-05 Max. :1.351e-09
'data.frame': 135 obs. of 20 variables:
$ samples : chr "plant9" "plant13" "plant18" "plant22" ...
$ sample_name : chr "P1-JSC1A-1" "P1-A11" "P1-JSC1A-2" "P1-A12" ...
$ area : int 1575 1063 1863 1133 1750 1400 1404 14149 10296 17976 ...
$ convex_hull_area : num 2386 2005 4354 1290 4392 ...
$ solidity : num 0.66 0.53 0.428 0.879 0.398 ...
$ perimeter : num 421 267 529 163 480 ...
$ width : int 58 56 64 52 82 58 50 160 155 186 ...
$ height : int 102 61 114 40 91 56 65 275 166 267 ...
$ longest_path : int 753 403 756 391 633 440 529 2022 1056 1763 ...
$ center_of_mass : chr "(835.4069841269841,614.4298412698413)" "(2190.9407337723424,620.6124176857949)" "(1145.6543209876543,915.8733225979603)" "(2484.693733451015,950.4333627537511)" ...
$ convex_hull_vertices: int 23 17 23 19 20 21 20 39 29 35 ...
$ ellipse_center : chr "(835.1513061523438,615.0159912109375)" "(2184.1015625,629.1188354492188)" "(1150.724365234375,933.5895385742188)" "(2484.66455078125,950.39404296875)" ...
$ ellipse_major_axis : num 111.6 61.6 99 60.2 90.4 ...
$ ellipse_minor_axis : num 23.4 49.4 60 25.9 78.8 ...
$ ellipse_angle : num 24.8 28.6 165.9 62.7 173.7 ...
$ ellipse_eccentricity: num 0.978 0.598 0.795 0.903 0.49 ...
$ image_name : chr "GLDS-476_image-analysis_210502-P1.tiff" "GLDS-476_image-analysis_210502-P1.tiff" "GLDS-476_image-analysis_210502-P1.tiff" "GLDS-476_image-analysis_210502-P1.tiff" ...
$ linear_scale : num 3.6e-05 3.6e-05 3.6e-05 3.6e-05 3.6e-05 ...
$ area_scale : num 1.3e-09 1.3e-09 1.3e-09 1.3e-09 1.3e-09 ...
$ age : Factor w/ 5 levels "2","4","6","8",..: 1 1 1 1 1 1 1 2 2 2 ...
Generated by the summarytools package using the command:summarytools::dfSummary(df).
Data Frame Summary
Dimensions: 135 x 20
Duplicates: 0
----------------------------------------------------------------------------------------------------------------------------
No Variable Stats / Values Freqs (% of Valid) Graph Valid Missing
---- ---------------------- ------------------------------- --------------------- --------------------- ---------- ---------
1 samples 1. plant10 1 ( 0.7%) 135 0
[character] 2. plant13 18 (13.3%) II (100.0%) (0.0%)
3. plant17 1 ( 0.7%)
4. plant18 20 (14.8%) II
5. plant22 20 (14.8%) II
6. plant25 19 (14.1%) II
7. plant29 17 (12.6%) II
8. plant34 19 (14.1%) II
9. plant9 20 (14.8%) II
2 sample_name 1. P1-A12 6 ( 4.4%) 135 0
[character] 2. P1-JSC1A-2 6 ( 4.4%) (100.0%) (0.0%)
3. P1-JSC1A-3 6 ( 4.4%)
4. P1-JSC1A-4 6 ( 4.4%)
5. P1-A11 5 ( 3.7%)
6. P1-JSC1A-1 5 ( 3.7%)
7. P2-A11 5 ( 3.7%)
8. P2-A12 5 ( 3.7%)
9. P2-A17 5 ( 3.7%)
10. P2-JSC1A-1 5 ( 3.7%)
[ 19 others ] 81 (60.0%) IIIIIIIIIIII
3 area Mean (sd) : 10579.1 (11429.5) 134 distinct values : 135 0
[integer] min < med < max: : (100.0%) (0.0%)
108 < 6959 < 69816 :
IQR (CV) : 13797 (1.1) : :
: : . .
4 convex_hull_area Mean (sd) : 17378 (22389.7) 134 distinct values : 135 0
[numeric] min < med < max: : (100.0%) (0.0%)
100.5 < 10074.5 < 190914 :
IQR (CV) : 21359.8 (1.3) : .
: : .
5 solidity Mean (sd) : 0.7 (0.1) 134 distinct values : : 135 0
[numeric] min < med < max: : : (100.0%) (0.0%)
0.1 < 0.7 < 1.1 : :
IQR (CV) : 0.1 (0.2) . : : .
. : : : : : .
6 perimeter Mean (sd) : 801.1 (565.9) 134 distinct values : : 135 0
[numeric] min < med < max: : : (100.0%) (0.0%)
41.5 < 669.8 < 4326.4 : : :
IQR (CV) : 716 (0.7) : : :
: : : : .
7 width Mean (sd) : 143.2 (92.4) 110 distinct values : 135 0
[integer] min < med < max: : : (100.0%) (0.0%)
13 < 122 < 620 : : : :
IQR (CV) : 133 (0.6) : : : :
: : : : : .
8 height Mean (sd) : 145.5 (86.7) 99 distinct values : 135 0
[integer] min < med < max: : : : (100.0%) (0.0%)
11 < 130 < 581 : : : :
IQR (CV) : 121.5 (0.6) : : : : :
: : : : : .
9 longest_path Mean (sd) : 1182.7 (673.9) 127 distinct values : : 135 0
[integer] min < med < max: : : : (100.0%) (0.0%)
78 < 1196 < 4783 : : : :
IQR (CV) : 927 (0.6) : : : : .
: : : : : .
10 center_of_mass 1. (883.3741528703301,492.22 2 ( 1.5%) 135 0
[character] 2. (1031.1911882663,1165.300 1 ( 0.7%) (100.0%) (0.0%)
3. (1039.5303664921466,1590. 1 ( 0.7%)
4. (1064.0066869300913,888.2 1 ( 0.7%)
5. (1070.120302528953,1578.3 1 ( 0.7%)
6. (1073.5754716981132,879.7 1 ( 0.7%)
7. (1101.8269024011468,1723. 1 ( 0.7%)
8. (1122.8067928730513,1643. 1 ( 0.7%)
9. (1136.7397725940687,997.1 1 ( 0.7%)
10. (1136.8004977600797,1731. 1 ( 0.7%)
[ 124 others ] 124 (91.9%) IIIIIIIIIIIIIIIIII
11 convex_hull_vertices Mean (sd) : 27.8 (7.9) 31 distinct values : 135 0
[integer] min < med < max: : : . : . (100.0%) (0.0%)
10 < 29 < 42 : : : : :
IQR (CV) : 13.5 (0.3) : : : : :
: : : : : : .
12 ellipse_center 1. (874.7323608398438,495.27 2 ( 1.5%) 135 0
[character] 2. (1036.8955078125,1586.932 1 ( 0.7%) (100.0%) (0.0%)
3. (1038.439208984375,1185.4 1 ( 0.7%)
4. (1063.705322265625,888.40 1 ( 0.7%)
5. (1071.85595703125,1578.89 1 ( 0.7%)
6. (1075.643310546875,878.42 1 ( 0.7%)
7. (1102.4412841796875,1723. 1 ( 0.7%)
8. (1121.7054443359375,1640. 1 ( 0.7%)
9. (1137.292724609375,997.11 1 ( 0.7%)
10. (1138.8546142578125,930.2 1 ( 0.7%)
[ 124 others ] 124 (91.9%) IIIIIIIIIIIIIIIIII
13 ellipse_major_axis Mean (sd) : 162.7 (85.9) 134 distinct values . : 135 0
[numeric] min < med < max: : : (100.0%) (0.0%)
12.1 < 171.3 < 573.7 : : :
IQR (CV) : 114.8 (0.5) : : : : :
: : : : : . .
14 ellipse_minor_axis Mean (sd) : 98.2 (66) 134 distinct values : 135 0
[numeric] min < med < max: : : (100.0%) (0.0%)
10.1 < 72.8 < 370.1 : : .
IQR (CV) : 96.1 (0.7) : : : :
: : : : :
15 ellipse_angle Mean (sd) : 84.1 (52.2) 134 distinct values : 135 0
[numeric] min < med < max: : : . . . (100.0%) (0.0%)
0.2 < 79.3 < 177 : : : : : . : : .
IQR (CV) : 95 (0.6) : : : : : : : : :
: : : : : : : : :
16 ellipse_eccentricity Mean (sd) : 0.8 (0.2) 134 distinct values : 135 0
[numeric] min < med < max: . . : (100.0%) (0.0%)
0.2 < 0.8 < 1 : : : :
IQR (CV) : 0.3 (0.2) . : : : :
. . . : : : : :
17 image_name 1. GLDS-476_image-analysis_2 7 ( 5.2%) I 135 0
[character] 2. GLDS-476_image-analysis_2 7 ( 5.2%) I (100.0%) (0.0%)
3. GLDS-476_image-analysis_2 7 ( 5.2%) I
4. GLDS-476_image-analysis_2 7 ( 5.2%) I
5. GLDS-476_image-analysis_2 7 ( 5.2%) I
6. GLDS-476_image-analysis_2 7 ( 5.2%) I
7. GLDS-476_image-analysis_2 7 ( 5.2%) I
8. GLDS-476_image-analysis_2 7 ( 5.2%) I
9. GLDS-476_image-analysis_2 7 ( 5.2%) I
10. GLDS-476_image-analysis_2 7 ( 5.2%) I
[ 10 others ] 65 (48.1%) IIIIIIIII
18 linear_scale Mean (sd) : 0 (0) 19 distinct values : 135 0
[numeric] min < med < max: : (100.0%) (0.0%)
0 < 0 < 0 :
IQR (CV) : 0 (0.2) :
: . . :
19 area_scale Mean (sd) : 0 (0) 19 distinct values : 135 0
[numeric] min < med < max: : (100.0%) (0.0%)
0 < 0 < 0 :
IQR (CV) : 0 (0.3) :
: . :
20 age 1. 2 28 (20.7%) IIII 135 0
[factor] 2. 4 28 (20.7%) IIII (100.0%) (0.0%)
3. 6 28 (20.7%) IIII
4. 8 27 (20.0%) IIII
5. 10 24 (17.8%) III
----------------------------------------------------------------------------------------------------------------------------Sample category for strata (sample name -> aka regolith type)
Stratified by sample_name
Other P1-A11 P1-A12 P1-JSC1A-1 P1-JSC1A-2 P1-JSC1A-3 P1-JSC1A-4 P2-A11 P2-A12 P2-A17 P2-JSC1A-1 P2-JSC1A-2 P2-JSC1A-3 p test
n 71 5 6 5 6 6 6 5 5 5 5 5 5
samples (%) <0.001
plant10 1 ( 1.4) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
plant13 8 (11.3) 5 (100.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 5 (100.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
plant17 1 ( 1.4) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
plant18 9 (12.7) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 6 (100.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 5 (100.0) 0 ( 0.0)
plant22 9 (12.7) 0 ( 0.0) 6 (100.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 5 (100.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
plant25 8 (11.3) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 6 (100.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 5 (100.0)
plant29 12 (16.9) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 5 (100.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
plant34 13 (18.3) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 6 (100.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
plant9 10 (14.1) 0 ( 0.0) 0 ( 0.0) 5 (100.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 5 (100.0) 0 ( 0.0) 0 ( 0.0)
area (mean (SD)) 11067.49 (13241.16) 2717.00 (4275.45) 2563.67 (2758.81) 13920.60 (11225.40) 15461.83 (10368.32) 17443.67 (11468.85) 13161.67 (10268.73) 5330.00 (6301.12) 6145.40 (5883.05) 7002.60 (4588.05) 12411.60 (9716.11) 10643.40 (8234.22) 11948.40 (8729.21) 0.459
convex_hull_area (mean (SD)) 18561.08 (27363.81) 4347.30 (6924.79) 3609.75 (3534.09) 21243.40 (19156.84) 25090.17 (17162.64) 28690.58 (19374.56) 20012.92 (17063.78) 9190.90 (11870.50) 9958.00 (9032.64) 10887.20 (7807.61) 22299.70 (17388.22) 17217.30 (13950.02) 17609.70 (14496.61) 0.758
solidity (mean (SD)) 0.67 (0.16) 0.76 (0.23) 0.68 (0.13) 0.69 (0.08) 0.61 (0.10) 0.59 (0.11) 0.70 (0.08) 0.63 (0.14) 0.60 (0.09) 0.66 (0.08) 0.55 (0.18) 0.63 (0.17) 0.72 (0.06) 0.630
perimeter (mean (SD)) 826.08 (659.42) 296.04 (269.86) 344.64 (132.71) 899.50 (477.00) 1058.05 (448.83) 1154.85 (485.31) 853.49 (432.21) 594.66 (417.95) 703.56 (186.83) 688.23 (305.67) 948.57 (475.70) 867.10 (480.28) 809.25 (442.58) 0.355
width (mean (SD)) 146.03 (104.68) 60.80 (55.76) 63.50 (37.91) 154.60 (91.00) 163.50 (74.25) 202.67 (67.22) 156.83 (79.32) 109.40 (94.72) 133.20 (60.99) 108.60 (55.07) 189.40 (75.86) 149.60 (57.09) 184.40 (59.15) 0.227
height (mean (SD)) 147.65 (94.65) 70.00 (60.47) 78.67 (35.32) 203.80 (69.78) 203.00 (64.47) 195.17 (96.26) 168.50 (77.70) 104.60 (38.12) 95.60 (32.11) 138.40 (52.45) 161.00 (90.09) 163.00 (96.16) 120.20 (62.81) 0.099
longest_path (mean (SD)) 1188.96 (763.93) 478.20 (386.45) 584.83 (248.76) 1544.60 (581.30) 1499.67 (514.97) 1544.50 (584.78) 1315.33 (512.22) 915.60 (524.31) 943.60 (388.18) 1035.60 (329.27) 1516.80 (501.48) 1305.60 (535.17) 1376.00 (435.63) 0.095
convex_hull_vertices (mean (SD)) 27.38 (8.02) 19.60 (6.15) 22.00 (6.45) 33.20 (6.34) 32.33 (6.62) 32.83 (7.52) 32.00 (6.84) 25.00 (6.04) 24.20 (7.09) 26.80 (4.76) 31.60 (9.24) 28.00 (8.66) 31.40 (7.23) 0.039
ellipse_major_axis (mean (SD)) 162.84 (97.17) 71.57 (59.96) 89.23 (40.87) 221.46 (81.66) 200.36 (61.81) 206.18 (69.73) 184.24 (68.62) 131.73 (66.14) 133.03 (54.02) 144.15 (40.65) 201.86 (58.10) 173.34 (56.93) 186.32 (59.33) 0.095
ellipse_minor_axis (mean (SD)) 99.14 (69.58) 52.05 (54.35) 43.88 (20.51) 100.88 (78.65) 134.55 (66.46) 148.85 (62.27) 112.52 (72.93) 68.68 (47.49) 80.18 (34.68) 88.36 (49.04) 124.38 (70.93) 102.08 (57.05) 98.57 (67.95) 0.270
ellipse_angle (mean (SD)) 87.37 (50.04) 72.87 (55.51) 48.06 (50.80) 39.46 (35.36) 110.53 (64.15) 121.20 (47.91) 91.98 (66.94) 64.82 (58.23) 89.12 (21.07) 124.59 (65.72) 57.79 (25.43) 45.98 (49.59) 88.08 (42.87) 0.069
ellipse_eccentricity (mean (SD)) 0.76 (0.17) 0.62 (0.19) 0.84 (0.13) 0.85 (0.17) 0.72 (0.17) 0.65 (0.16) 0.76 (0.24) 0.85 (0.09) 0.78 (0.11) 0.72 (0.22) 0.74 (0.23) 0.81 (0.12) 0.79 (0.28) 0.585
image_name (%) 0.789
GLDS-476_image-analysis_210502-P1.tiff 1 ( 1.4) 1 ( 20.0) 1 ( 16.7) 1 ( 20.0) 1 ( 16.7) 1 ( 16.7) 1 ( 16.7) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210502-P2.tiff 1 ( 1.4) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0)
GLDS-476_image-analysis_210502-P3.tiff 7 ( 9.9) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210502-P4.tiff 7 ( 9.9) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210504-P1.tiff 1 ( 1.4) 1 ( 20.0) 1 ( 16.7) 1 ( 20.0) 1 ( 16.7) 1 ( 16.7) 1 ( 16.7) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210504-P2.tiff 1 ( 1.4) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0)
GLDS-476_image-analysis_210504-P3.tiff 7 ( 9.9) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210504-P4.tiff 7 ( 9.9) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210506-P1.tiff 1 ( 1.4) 1 ( 20.0) 1 ( 16.7) 1 ( 20.0) 1 ( 16.7) 1 ( 16.7) 1 ( 16.7) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210506-P2.tiff 1 ( 1.4) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0)
GLDS-476_image-analysis_210506-P3.tiff 7 ( 9.9) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210506-P4.tiff 7 ( 9.9) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
Other 23 (32.4) 2 ( 40.0) 3 ( 50.0) 2 ( 40.0) 3 ( 50.0) 3 ( 50.0) 3 ( 50.0) 2 ( 40.0) 2 ( 40.0) 2 ( 40.0) 2 ( 40.0) 2 ( 40.0) 2 ( 40.0)
linear_scale (mean (SD)) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 1.000
area_scale (mean (SD)) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 1.000
age (%) 1.000
2 16 (22.5) 1 ( 20.0) 1 ( 16.7) 1 ( 20.0) 1 ( 16.7) 1 ( 16.7) 1 ( 16.7) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0)
4 16 (22.5) 1 ( 20.0) 1 ( 16.7) 1 ( 20.0) 1 ( 16.7) 1 ( 16.7) 1 ( 16.7) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0)
6 16 (22.5) 1 ( 20.0) 1 ( 16.7) 1 ( 20.0) 1 ( 16.7) 1 ( 16.7) 1 ( 16.7) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0)
8 15 (21.1) 1 ( 20.0) 1 ( 16.7) 1 ( 20.0) 1 ( 16.7) 1 ( 16.7) 1 ( 16.7) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0)
10 8 (11.3) 1 ( 20.0) 2 ( 33.3) 1 ( 20.0) 2 ( 33.3) 2 ( 33.3) 2 ( 33.3) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) 1 ( 20.0) Generated by the CreateTableOne() function in the tableone package.
Sample category for strata (sample age)
Stratified by age
2 4 6 8 10 p test
n 28 28 28 27 24
samples (%) 1.000
plant10 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 1 ( 4.2)
plant13 4 (14.3) 4 (14.3) 4 (14.3) 3 ( 11.1) 3 ( 12.5)
plant17 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 1 ( 4.2)
plant18 4 (14.3) 4 (14.3) 4 (14.3) 4 ( 14.8) 4 ( 16.7)
plant22 4 (14.3) 4 (14.3) 4 (14.3) 4 ( 14.8) 4 ( 16.7)
plant25 4 (14.3) 4 (14.3) 4 (14.3) 4 ( 14.8) 3 ( 12.5)
plant29 4 (14.3) 4 (14.3) 4 (14.3) 4 ( 14.8) 1 ( 4.2)
plant34 4 (14.3) 4 (14.3) 4 (14.3) 4 ( 14.8) 3 ( 12.5)
plant9 4 (14.3) 4 (14.3) 4 (14.3) 4 ( 14.8) 4 ( 16.7)
sample_name (%) 1.000
Other 16 (57.1) 16 (57.1) 16 (57.1) 15 ( 55.6) 8 ( 33.3)
P1-A11 1 ( 3.6) 1 ( 3.6) 1 ( 3.6) 1 ( 3.7) 1 ( 4.2)
P1-A12 1 ( 3.6) 1 ( 3.6) 1 ( 3.6) 1 ( 3.7) 2 ( 8.3)
P1-JSC1A-1 1 ( 3.6) 1 ( 3.6) 1 ( 3.6) 1 ( 3.7) 1 ( 4.2)
P1-JSC1A-2 1 ( 3.6) 1 ( 3.6) 1 ( 3.6) 1 ( 3.7) 2 ( 8.3)
P1-JSC1A-3 1 ( 3.6) 1 ( 3.6) 1 ( 3.6) 1 ( 3.7) 2 ( 8.3)
P1-JSC1A-4 1 ( 3.6) 1 ( 3.6) 1 ( 3.6) 1 ( 3.7) 2 ( 8.3)
P2-A11 1 ( 3.6) 1 ( 3.6) 1 ( 3.6) 1 ( 3.7) 1 ( 4.2)
P2-A12 1 ( 3.6) 1 ( 3.6) 1 ( 3.6) 1 ( 3.7) 1 ( 4.2)
P2-A17 1 ( 3.6) 1 ( 3.6) 1 ( 3.6) 1 ( 3.7) 1 ( 4.2)
P2-JSC1A-1 1 ( 3.6) 1 ( 3.6) 1 ( 3.6) 1 ( 3.7) 1 ( 4.2)
P2-JSC1A-2 1 ( 3.6) 1 ( 3.6) 1 ( 3.6) 1 ( 3.7) 1 ( 4.2)
P2-JSC1A-3 1 ( 3.6) 1 ( 3.6) 1 ( 3.6) 1 ( 3.7) 1 ( 4.2)
area (mean (SD)) 1973.79 (910.59) 14321.43 (5319.05) 4999.46 (3520.89) 10018.81 (7328.74) 23392.21 (18298.91) <0.001
convex_hull_area (mean (SD)) 3330.43 (1878.61) 22188.89 (8901.96) 7479.41 (5513.07) 15842.09 (11646.98) 41430.15 (40500.47) <0.001
solidity (mean (SD)) 0.65 (0.16) 0.67 (0.10) 0.71 (0.16) 0.65 (0.17) 0.63 (0.14) 0.380
perimeter (mean (SD)) 379.24 (161.22) 1027.22 (374.01) 538.43 (293.66) 814.13 (364.11) 1321.41 (879.85) <0.001
width (mean (SD)) 73.14 (20.05) 186.75 (47.01) 99.68 (48.72) 141.70 (69.88) 226.79 (143.12) <0.001
height (mean (SD)) 71.71 (24.31) 187.25 (53.66) 110.61 (57.47) 150.96 (64.22) 217.25 (124.87) <0.001
longest_path (mean (SD)) 590.82 (170.97) 1495.21 (345.45) 932.79 (398.35) 1222.41 (468.86) 1755.42 (1034.92) <0.001
convex_hull_vertices (mean (SD)) 19.79 (2.36) 34.25 (3.47) 25.82 (6.86) 28.07 (6.31) 31.83 (9.61) <0.001
ellipse_major_axis (mean (SD)) 82.13 (19.93) 208.83 (43.95) 142.03 (59.74) 161.00 (55.89) 228.68 (130.40) <0.001
ellipse_minor_axis (mean (SD)) 49.82 (20.40) 128.84 (40.20) 57.00 (28.81) 102.87 (55.85) 161.59 (90.61) <0.001
ellipse_angle (mean (SD)) 89.92 (46.46) 87.96 (50.39) 73.06 (53.27) 73.28 (54.30) 97.61 (56.29) 0.343
ellipse_eccentricity (mean (SD)) 0.76 (0.15) 0.74 (0.18) 0.88 (0.13) 0.72 (0.21) 0.68 (0.15) <0.001
image_name (%) <0.001
GLDS-476_image-analysis_210502-P1.tiff 7 (25.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210502-P2.tiff 7 (25.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210502-P3.tiff 7 (25.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210502-P4.tiff 7 (25.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210504-P1.tiff 0 ( 0.0) 7 (25.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210504-P2.tiff 0 ( 0.0) 7 (25.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210504-P3.tiff 0 ( 0.0) 7 (25.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210504-P4.tiff 0 ( 0.0) 7 (25.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210506-P1.tiff 0 ( 0.0) 0 ( 0.0) 7 (25.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210506-P2.tiff 0 ( 0.0) 0 ( 0.0) 7 (25.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210506-P3.tiff 0 ( 0.0) 0 ( 0.0) 7 (25.0) 0 ( 0.0) 0 ( 0.0)
GLDS-476_image-analysis_210506-P4.tiff 0 ( 0.0) 0 ( 0.0) 7 (25.0) 0 ( 0.0) 0 ( 0.0)
Other 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 27 (100.0) 24 (100.0)
linear_scale (mean (SD)) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) <0.001
area_scale (mean (SD)) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) <0.001 Sample category for strata (Sample catagory)
Stratified by group
A11 A12 A17 JSC1A None p test
n 18 20 17 78 2
samples (%) <0.001
plant10 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 1 ( 50.0)
plant13 18 (100.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
plant17 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 1 ( 50.0)
plant18 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 20 (25.6) 0 ( 0.0)
plant22 0 ( 0.0) 20 (100.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
plant25 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 19 (24.4) 0 ( 0.0)
plant29 0 ( 0.0) 0 ( 0.0) 17 (100.0) 0 ( 0.0) 0 ( 0.0)
plant34 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 19 (24.4) 0 ( 0.0)
plant9 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 20 (25.6) 0 ( 0.0)
sample_name (%) <0.001
Other 8 ( 44.4) 9 ( 45.0) 12 ( 70.6) 40 (51.3) 2 (100.0)
P1-A11 5 ( 27.8) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
P1-A12 0 ( 0.0) 6 ( 30.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
P1-JSC1A-1 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 5 ( 6.4) 0 ( 0.0)
P1-JSC1A-2 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 6 ( 7.7) 0 ( 0.0)
P1-JSC1A-3 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 6 ( 7.7) 0 ( 0.0)
P1-JSC1A-4 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 6 ( 7.7) 0 ( 0.0)
P2-A11 5 ( 27.8) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
P2-A12 0 ( 0.0) 5 ( 25.0) 0 ( 0.0) 0 ( 0.0) 0 ( 0.0)
P2-A17 0 ( 0.0) 0 ( 0.0) 5 ( 29.4) 0 ( 0.0) 0 ( 0.0)
P2-JSC1A-1 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 5 ( 6.4) 0 ( 0.0)
P2-JSC1A-2 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 5 ( 6.4) 0 ( 0.0)
P2-JSC1A-3 0 ( 0.0) 0 ( 0.0) 0 ( 0.0) 5 ( 6.4) 0 ( 0.0)
area (mean (SD)) 3253.22 (4425.22) 5383.40 (5655.33) 5277.47 (4792.69) 13454.36 (10358.54) 61394.50 (11909.80) <0.001
convex_hull_area (mean (SD)) 5368.11 (7620.95) 9060.02 (9933.66) 9178.09 (7767.97) 21003.60 (17200.10) 136945.00 (76323.69) <0.001
solidity (mean (SD)) 0.73 (0.23) 0.65 (0.18) 0.59 (0.15) 0.67 (0.10) 0.50 (0.19) 0.039
perimeter (mean (SD)) 396.76 (330.63) 635.52 (455.56) 663.87 (384.76) 904.27 (453.47) 3240.94 (1535.01) <0.001
width (mean (SD)) 78.67 (68.33) 107.40 (63.22) 100.29 (48.81) 167.14 (78.54) 515.50 (147.79) <0.001
height (mean (SD)) 80.33 (52.33) 99.05 (54.95) 132.47 (72.61) 167.90 (76.46) 431.50 (211.42) <0.001
longest_path (mean (SD)) 659.06 (495.46) 841.70 (457.61) 975.35 (465.42) 1369.04 (545.40) 3799.50 (1390.88) <0.001
convex_hull_vertices (mean (SD)) 21.50 (7.15) 22.95 (6.25) 24.35 (5.38) 31.09 (7.13) 36.50 (2.12) <0.001
ellipse_major_axis (mean (SD)) 94.11 (67.05) 117.97 (59.71) 137.25 (61.62) 187.19 (70.05) 485.70 (124.45) <0.001
ellipse_minor_axis (mean (SD)) 51.26 (41.40) 72.46 (45.38) 75.93 (40.62) 115.09 (63.47) 307.04 (89.13) <0.001
ellipse_angle (mean (SD)) 86.78 (55.06) 79.82 (41.58) 104.71 (59.98) 80.31 (52.62) 72.12 (32.09) 0.507
ellipse_eccentricity (mean (SD)) 0.76 (0.16) 0.76 (0.16) 0.79 (0.16) 0.75 (0.19) 0.78 (0.02) 0.951
image_name (%) 1.000
GLDS-476_image-analysis_210502-P1.tiff 1 ( 5.6) 1 ( 5.0) 1 ( 5.9) 4 ( 5.1) 0 ( 0.0)
GLDS-476_image-analysis_210502-P2.tiff 1 ( 5.6) 1 ( 5.0) 1 ( 5.9) 4 ( 5.1) 0 ( 0.0)
GLDS-476_image-analysis_210502-P3.tiff 1 ( 5.6) 1 ( 5.0) 1 ( 5.9) 4 ( 5.1) 0 ( 0.0)
GLDS-476_image-analysis_210502-P4.tiff 1 ( 5.6) 1 ( 5.0) 1 ( 5.9) 4 ( 5.1) 0 ( 0.0)
GLDS-476_image-analysis_210504-P1.tiff 1 ( 5.6) 1 ( 5.0) 1 ( 5.9) 4 ( 5.1) 0 ( 0.0)
GLDS-476_image-analysis_210504-P2.tiff 1 ( 5.6) 1 ( 5.0) 1 ( 5.9) 4 ( 5.1) 0 ( 0.0)
GLDS-476_image-analysis_210504-P3.tiff 1 ( 5.6) 1 ( 5.0) 1 ( 5.9) 4 ( 5.1) 0 ( 0.0)
GLDS-476_image-analysis_210504-P4.tiff 1 ( 5.6) 1 ( 5.0) 1 ( 5.9) 4 ( 5.1) 0 ( 0.0)
GLDS-476_image-analysis_210506-P1.tiff 1 ( 5.6) 1 ( 5.0) 1 ( 5.9) 4 ( 5.1) 0 ( 0.0)
GLDS-476_image-analysis_210506-P2.tiff 1 ( 5.6) 1 ( 5.0) 1 ( 5.9) 4 ( 5.1) 0 ( 0.0)
GLDS-476_image-analysis_210506-P3.tiff 1 ( 5.6) 1 ( 5.0) 1 ( 5.9) 4 ( 5.1) 0 ( 0.0)
GLDS-476_image-analysis_210506-P4.tiff 1 ( 5.6) 1 ( 5.0) 1 ( 5.9) 4 ( 5.1) 0 ( 0.0)
Other 6 ( 33.3) 8 ( 40.0) 5 ( 29.4) 30 (38.5) 2 (100.0)
linear_scale (mean (SD)) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.946
area_scale (mean (SD)) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.00 (0.00) 0.942
age (%) 0.800
2 4 ( 22.2) 4 ( 20.0) 4 ( 23.5) 16 (20.5) 0 ( 0.0)
4 4 ( 22.2) 4 ( 20.0) 4 ( 23.5) 16 (20.5) 0 ( 0.0)
6 4 ( 22.2) 4 ( 20.0) 4 ( 23.5) 16 (20.5) 0 ( 0.0)
8 3 ( 16.7) 4 ( 20.0) 4 ( 23.5) 16 (20.5) 0 ( 0.0)
10 3 ( 16.7) 4 ( 20.0) 1 ( 5.9) 14 (17.9) 2 (100.0) 
