Summary Statistics of Abalones’ - Dimensional Measurements
length |
|
   Mean (SD) |
0.524 (0.120) |
   Range |
0.075 - 0.815 |
diameter |
|
   Mean (SD) |
0.408 (0.099) |
   Range |
0.055 - 0.650 |
height |
|
   Mean (SD) |
0.140 (0.042) |
   Range |
0.000 - 1.130 |
Summary Statistics of Abalones’ - Weight Measurements
wholeWeight |
|
   Mean (SD) |
0.829 (0.490) |
   Range |
0.002 - 2.825 |
shuckedWeight |
|
   Mean (SD) |
0.359 (0.222) |
   Range |
0.001 - 1.488 |
visceraWeight |
|
   Mean (SD) |
0.181 (0.110) |
   Range |
0.000 - 0.760 |
shellWeight |
|
   Mean (SD) |
0.239 (0.139) |
   Range |
0.002 - 1.005 |
Abalone Dimensional Measurements by Sex
length |
|
|
|
|
< 0.001 |
   Mean (SD) |
0.579 (0.086) |
0.428 (0.109) |
0.561 (0.103) |
0.524 (0.120) |
|
   Range |
0.275 - 0.815 |
0.075 - 0.725 |
0.155 - 0.780 |
0.075 - 0.815 |
|
diameter |
|
|
|
|
< 0.001 |
   Mean (SD) |
0.455 (0.071) |
0.326 (0.088) |
0.439 (0.084) |
0.408 (0.099) |
|
   Range |
0.195 - 0.650 |
0.055 - 0.550 |
0.110 - 0.630 |
0.055 - 0.650 |
|
height |
|
|
|
|
< 0.001 |
   Mean (SD) |
0.158 (0.040) |
0.108 (0.032) |
0.151 (0.035) |
0.140 (0.042) |
|
   Range |
0.015 - 1.130 |
0.000 - 0.220 |
0.025 - 0.515 |
0.000 - 1.130 |
|
Abalone Weight Measurements by Sex
wholeWeight |
|
|
|
|
< 0.001 |
   Mean (SD) |
1.047 (0.430) |
0.431 (0.286) |
0.991 (0.471) |
0.829 (0.490) |
|
   Range |
0.080 - 2.657 |
0.002 - 2.050 |
0.015 - 2.825 |
0.002 - 2.825 |
|
shuckedWeight |
|
|
|
|
< 0.001 |
   Mean (SD) |
0.446 (0.199) |
0.191 (0.128) |
0.433 (0.223) |
0.359 (0.222) |
|
   Range |
0.031 - 1.488 |
0.001 - 0.773 |
0.006 - 1.351 |
0.001 - 1.488 |
|
visceraWeight |
|
|
|
|
< 0.001 |
   Mean (SD) |
0.231 (0.098) |
0.092 (0.063) |
0.216 (0.105) |
0.181 (0.110) |
|
   Range |
0.021 - 0.590 |
0.000 - 0.440 |
0.003 - 0.760 |
0.000 - 0.760 |
|
shellWeight |
|
|
|
|
< 0.001 |
   Mean (SD) |
0.302 (0.126) |
0.128 (0.085) |
0.282 (0.131) |
0.239 (0.139) |
|
   Range |
0.025 - 1.005 |
0.002 - 0.655 |
0.005 - 0.897 |
0.002 - 1.005 |
|
Plot of Abalone Age by wholeWeight
![](data:image/png;base64,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)
Plot of Abalone Age by diameter - by sex - Option 1
Create a plot of abalone age by diameter in mm. Show the plot by sex
- Option 1 add a color by sex or Option 2 a facet_wrap().
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)
Plot of Abalone Age by diameter - by sex - Option 2
Create a plot of abalone age by diameter in mm. Show the plot by sex
- Option 1 add a color by sex or Option 2 a facet_wrap().
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)