Question
Using R and the given Dataset Experiment Temperature N-source Replica Dry weight Optical density Product yield batch_30_a_A2 30 ammonium chloride 1 5.18 1.6 34.9 batch_30_a_A3
Using R and the given Dataset
Experiment | Temperature | N-source | Replica | Dry weight | Optical density | Product yield |
batch_30_a_A2 | 30 | ammonium chloride | 1 | 5.18 | 1.6 | 34.9 |
batch_30_a_A3 | 30 | ammonium chloride | 2 | 3.76 | 1.78 | 33.1 |
batch_30_a_A4 | 30 | ammonium chloride | 3 | 4.4 | 1.7 | 29 |
batch_30_a_A5 | 30 | ammonium chloride | 4 | 3.48 | 1.75 | 55.8 |
batch_30_a_A6 | 30 | ammonium chloride | 5 | 6.06 | 1.85 | 68.9 |
batch_30_a_B2 | 30 | ammonium chloride | 6 | 3.92 | 1.88 | 46.3 |
batch_30_a_B3 | 30 | ammonium chloride | 7 | 4.28 | 1.79 | 63.1 |
batch_30_a_B4 | 30 | ammonium chloride | 8 | 5.47 | 1.82 | 69.9 |
batch_30_a_B5 | 30 | ammonium chloride | 9 | 5.73 | 1.87 | 34.1 |
batch_30_a_B6 | 30 | ammonium chloride | 10 | 4.09 | 1.75 | 33.5 |
batch_30_a_C2 | 30 | ammonium chloride | 11 | 7.78 | 1.7 | 43.6 |
batch_30_a_C3 | 30 | ammonium chloride | 12 | 3.76 | 1.77 | 49.8 |
batch_30_a_C4 | 30 | ammonium chloride | 13 | 5.41 | 1.74 | 29.3 |
batch_30_a_C5 | 30 | ammonium chloride | 14 | 7.48 | 1.79 | 51.2 |
batch_30_a_C6 | 30 | ammonium chloride | 15 | 6.57 | 1.51 | 14.6 |
batch_30_a_D2 | 30 | ammonium chloride | 16 | 9.18 | 1.77 | 67.4 |
batch_30_a_D3 | 30 | ammonium chloride | 17 | 5.92 | 1.74 | 37.8 |
batch_30_a_D4 | 30 | ammonium chloride | 18 | 3.44 | 1.59 | 34.3 |
batch_30_a_D5 | 30 | ammonium chloride | 19 | 4.99 | 1.7 | 32.5 |
batch_30_a_D6 | 30 | ammonium chloride | 20 | 8.17 | 1.86 | 44.5 |
batch_35_a_A2 | 35 | ammonium chloride | 1 | 7.38 | 1.71 | 33.2 |
batch_35_a_A3 | 35 | ammonium chloride | 2 | 6.08 | 1.86 | 43.7 |
batch_35_a_A4 | 35 | ammonium chloride | 3 | 6.92 | 1.83 | 47.5 |
batch_35_a_A5 | 35 | ammonium chloride | 4 | 8.14 | 1.81 | 37.9 |
batch_35_a_A6 | 35 | ammonium chloride | 5 | 5.48 | 1.75 | 47.2 |
batch_35_a_B2 | 35 | ammonium chloride | 6 | 5.85 | 1.75 | 37.4 |
batch_35_a_B3 | 35 | ammonium chloride | 7 | 3.64 | 1.69 | 60.1 |
batch_35_a_B4 | 35 | ammonium chloride | 8 | 6.13 | 1.81 | 57.6 |
batch_35_a_B5 | 35 | ammonium chloride | 9 | 5.94 | 1.7 | 54 |
batch_35_a_B6 | 35 | ammonium chloride | 10 | 6.39 | 1.64 | 41.3 |
batch_35_a_C2 | 35 | ammonium chloride | 11 | 6.76 | 1.86 | 36.8 |
batch_35_a_C3 | 35 | ammonium chloride | 12 | 7.11 | 1.54 | 31.7 |
batch_35_a_C4 | 35 | ammonium chloride | 13 | 6.74 | 1.86 | 27.2 |
batch_35_a_C5 | 35 | ammonium chloride | 14 | 2.65 | 1.91 | 30.6 |
batch_35_a_C6 | 35 | ammonium chloride | 15 | 1.67 | 0.21 | 8.4 |
batch_35_a_D2 | 35 | ammonium chloride | 16 | 5.8 | 1.88 | 45.3 |
batch_35_a_D3 | 35 | ammonium chloride | 17 | 4.79 | 1.84 | 53.1 |
batch_35_a_D4 | 35 | ammonium chloride | 18 | 5.82 | 1.71 | 42.9 |
batch_35_a_D5 | 35 | ammonium chloride | 19 | 8.36 | 1.99 | 42 |
batch_35_a_D6 | 35 | ammonium chloride | 20 | 7.45 | 1.83 | 30.7 |
batch_37_a_A2 | 37 | ammonium chloride | 1 | 5.56 | 1.75 | 41.6 |
batch_37_a_A3 | 37 | ammonium chloride | 2 | 8.75 | 1.79 | 34.8 |
batch_37_a_A4 | 37 | ammonium chloride | 3 | 4.31 | 1.74 | 70.5 |
batch_37_a_A5 | 37 | ammonium chloride | 4 | 4.43 | 1.65 | 49 |
batch_37_a_A6 | 37 | ammonium chloride | 5 | 4.32 | 1.77 | 38.7 |
batch_37_a_B2 | 37 | ammonium chloride | 6 | 3.4 | 1.77 | 51.5 |
batch_37_a_B3 | 37 | ammonium chloride | 7 | 7.53 | 1.74 | 31.5 |
batch_37_a_B4 | 37 | ammonium chloride | 8 | 7.35 | 1.65 | 23.9 |
batch_37_a_B5 | 37 | ammonium chloride | 9 | 6.77 | 1.79 | 30.6 |
batch_37_a_B6 | 37 | ammonium chloride | 10 | 10.3 | 1.7 | 43.7 |
batch_37_a_C2 | 37 | ammonium chloride | 11 | 5.04 | 1.81 | 44.6 |
batch_37_a_C3 | 37 | ammonium chloride | 12 | 4.02 | 1.64 | 55.1 |
batch_37_a_C4 | 37 | ammonium chloride | 13 | 4.99 | 1.83 | 33.8 |
batch_37_a_C5 | 37 | ammonium chloride | 14 | 4.18 | 1.9 | 29.5 |
batch_37_a_C6 | 37 | ammonium chloride | 15 | 5.5 | 1.85 | 30.6 |
batch_37_a_D2 | 37 | ammonium chloride | 16 | 6.61 | 1.76 | 36.6 |
batch_37_a_D3 | 37 | ammonium chloride | 17 | 5.82 | 1.91 | 47.4 |
batch_37_a_D4 | 37 | ammonium chloride | 18 | 6.61 | 1.87 | 53.5 |
batch_37_a_D5 | 37 | ammonium chloride | 19 | 4.01 | 1.8 | 43.6 |
batch_37_a_D6 | 37 | ammonium chloride | 20 | 7.51 | 1.5 | 44 |
batch_30_y_A2 | 30 | yeast extract | 1 | 7.61 | 2.16 | 90.6 |
batch_30_y_A3 | 30 | yeast extract | 2 | 7.58 | 2.2 | 48.8 |
batch_30_y_A4 | 30 | yeast extract | 3 | 4.81 | 2.09 | 61.3 |
batch_30_y_A5 | 30 | yeast extract | 4 | 5.19 | 2.19 | 53.8 |
batch_30_y_A6 | 30 | yeast extract | 5 | 4.23 | 2.24 | 81.3 |
batch_30_y_B2 | 30 | yeast extract | 6 | 7.87 | 1.98 | 75.9 |
batch_30_y_B3 | 30 | yeast extract | 7 | 6.74 | 1.88 | 69.8 |
batch_30_y_B4 | 30 | yeast extract | 8 | 9.63 | 2.22 | 65.6 |
batch_30_y_B5 | 30 | yeast extract | 9 | 3.35 | 2.11 | 89.4 |
batch_30_y_B6 | 30 | yeast extract | 10 | 6.58 | 1.91 | 88.4 |
batch_30_y_C2 | 30 | yeast extract | 11 | 4.48 | 2.06 | 75.9 |
batch_30_y_C3 | 30 | yeast extract | 12 | 6.57 | 2.16 | 77.6 |
batch_30_y_C4 | 30 | yeast extract | 13 | 8.82 | 2.25 | 57 |
batch_30_y_C5 | 30 | yeast extract | 14 | 4.83 | 2.11 | 70.1 |
batch_30_y_C6 | 30 | yeast extract | 15 | 7.37 | 2.13 | 80.6 |
batch_30_y_D2 | 30 | yeast extract | 16 | 5.98 | 2.22 | 71.4 |
batch_30_y_D3 | 30 | yeast extract | 17 | 7.07 | 2.15 | 46.4 |
batch_30_y_D4 | 30 | yeast extract | 18 | 4.37 | 1.88 | 66.9 |
batch_30_y_D5 | 30 | yeast extract | 19 | 7.74 | 1.95 | 59.6 |
batch_30_y_D6 | 30 | yeast extract | 20 | 7.01 | 2.12 | 58.9 |
batch_35_y_A2 | 35 | yeast extract | 1 | 4.54 | 2.45 | 73.4 |
batch_35_y_A3 | 35 | yeast extract | 2 | 8.08 | 2.26 | 65.3 |
batch_35_y_A4 | 35 | yeast extract | 3 | 3.92 | 2.11 | 78.7 |
batch_35_y_A5 | 35 | yeast extract | 4 | 4.6 | 2.24 | 72.5 |
batch_35_y_A6 | 35 | yeast extract | 5 | 7.29 | 2.45 | 80.7 |
batch_35_y_B2 | 35 | yeast extract | 6 | 6.45 | 2.47 | 62.2 |
batch_35_y_B3 | 35 | yeast extract | 7 | 5.36 | 2.32 | 51.9 |
batch_35_y_B4 | 35 | yeast extract | 8 | 5.67 | 2.23 | 80.5 |
batch_35_y_B5 | 35 | yeast extract | 9 | 5.18 | 2.07 | 65.5 |
batch_35_y_B6 | 35 | yeast extract | 10 | 8.35 | 2.16 | 61.8 |
batch_35_y_C2 | 35 | yeast extract | 11 | 4.37 | 2.25 | 65 |
batch_35_y_C3 | 35 | yeast extract | 12 | 6.47 | 2.27 | 67.9 |
batch_35_y_C4 | 35 | yeast extract | 13 | 6.48 | 2.39 | 84.1 |
batch_35_y_C5 | 35 | yeast extract | 14 | 5.43 | 2.24 | 91 |
batch_35_y_C6 | 35 | yeast extract | 15 | 7.07 | 2.37 | 73.8 |
batch_35_y_D2 | 35 | yeast extract | 16 | 4.45 | 2.04 | 81.3 |
batch_35_y_D3 | 35 | yeast extract | 17 | 4.52 | 2.38 | 79.5 |
batch_35_y_D4 | 35 | yeast extract | 18 | 6.83 | 2.37 | 82.8 |
batch_35_y_D5 | 35 | yeast extract | 19 | 6.64 | 2.07 | 67.9 |
batch_35_y_D6 | 35 | yeast extract | 20 | 6.41 | 2.38 | 64.7 |
batch_37_y_A2 | 37 | yeast extract | 1 | 4.91 | 2.48 | 82.9 |
batch_37_y_A3 | 37 | yeast extract | 2 | 8.31 | 2.29 | 73.3 |
batch_37_y_A4 | 37 | yeast extract | 3 | 9.64 | 1.98 | 75.5 |
batch_37_y_A5 | 37 | yeast extract | 4 | 5.8 | 2.35 | 65.9 |
batch_37_y_A6 | 37 | yeast extract | 5 | 3.82 | 2.2 | 71.5 |
batch_37_y_B2 | 37 | yeast extract | 6 | 7.83 | 2.23 | 85.9 |
batch_37_y_B3 | 37 | yeast extract | 7 | 5.56 | 2.17 | 49.2 |
batch_37_y_B4 | 37 | yeast extract | 8 | 6.89 | 2.24 | 65.4 |
batch_37_y_B5 | 37 | yeast extract | 9 | 6.37 | 2.35 | 87.4 |
batch_37_y_B6 | 37 | yeast extract | 10 | 6.35 | 2.25 | 66.1 |
batch_37_y_C2 | 37 | yeast extract | 11 | 6.29 | 2.21 | 69.6 |
batch_37_y_C3 | 37 | yeast extract | 12 | 7.82 | 2.28 | 80 |
batch_37_y_C4 | 37 | yeast extract | 13 | 6.51 | 2.37 | 75.7 |
batch_37_y_C5 | 37 | yeast extract | 14 | 5.96 | 2.41 | 75 |
batch_37_y_C6 | 37 | yeast extract | 15 | 8.14 | 2.12 | 71.1 |
batch_37_y_D2 | 37 | yeast extract | 16 | 6.44 | 2.29 | 93.1 |
batch_37_y_D3 | 37 | yeast extract | 17 | 4.99 | 2.18 | 85 |
batch_37_y_D4 | 37 | yeast extract | 18 | 6.21 | 2.19 | 88.9 |
batch_37_y_D5 | 37 | yeast extract | 19 | 6.47 | 2.25 | 76.9 |
batch_37_y_D6 | 37 | yeast extract | 20 | 7.41 | 2.36 | 57.7 |
a) Conduct a boxplot for Dry weight, Optical density, and Product yield for temperature, N-source interpret the plots
b) Conduct an ANOVA analysis, and provide a hypothesis for temperature and N-source separately for Dry weight Optical density Product yield. Are there any main effects?
c) See if there are any interaction effects if you include the other group variables.
d) Is there a difference in the mean Dry weight, Optical density Product yield for all different groups (temperature, N-source, experiment) simultaneously.
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started