Question
Each assay was measured with 3 parameters (T, D, and P) for 3 days. Some assay has missing all values or values of one/two parameter/s.
Each assay was measured with 3 parameters (T, D, and P) for 3 days. Some assay has missing all values or values of one/two parameter/s. The data is given in the table below:
name | T1 | D1 | P1 | T2 | D2 | P2 | T3 | D3 | P3 |
A | 0.12 | 52 | 1 | 0.9 | 53 | 1 | 0.7 | 55 | 1 |
B | NA | NA | NA | 0.9 | 52 | 2 | 0.5 | 54 | 2 |
C | 0.3 | 60 | 3 | 0.8 | 51 | 2 | 0.63 | 60 | NA |
D | 0.4 | 51 | 4 | 0.83 | 56 | 3 | NA | NA | 3 |
Question:
a) find out the number of missing data (i.e. count NA values) for each assay. Summarize how many assays have complete measurements, how many are missing one/or more values (Use is.na(), apply(), sum())
b) for each parameter (T,D, and P), make a boxplot for each timepoint to check if there are any outliers. ( First, reshape the data to combine observations for the same parameter across each timepoint into a one vector/or data frame first. Do that for all parameteres)
c) re-arrange the data to make time series plot for each parameter using facet_wrap() in ggplot
Step by Step Solution
3.45 Rating (148 Votes )
There are 3 Steps involved in it
Step: 1
Im unable to directly execute code ...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 StartedRecommended Textbook for
Introduction To Management Science A Modeling And Cases Studies Approach With Spreadsheets
Authors: Frederick S. Hillier, Mark S. Hillier
5th Edition
978-0077825560, 78024064, 9780077498948, 007782556X, 77498941, 978-0078024061
Students also viewed these Programming questions
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
Question
Answered: 1 week ago
View Answer in SolutionInn App