Load the necessary packages such as ggplot2, dplyr, tidyr, and ggpmisc.
Import the data into R and convert it into a data frame.
Use the pivot_longer function from tidyr to reshape the data frame into long format, with separate columns for x and y values and a grouping variable for each data set.
Use the ggplot function from ggplot2 to create a basic plot.
Add layers to the plot using the aes function to specify the x and y variables and the color or linetype aesthetic to distinguish between data sets.
Use the stat_function function from ggplot2 to add curve fitting functions to the plot. This requires specifying the function and its parameters, as well as any relevant options such as color or linetype.
Example code:
library(ggplot2) library(dplyr) library(tidyr) library(ggpmisc)
mydata <- read.csv("mydata.csv")
mydatalong <- mydata %>% pivotlonger(cols = c("data1", "data2", "data3"), namesto = "group", valuesto = "y") %>% mutate(x = 1:n()) # create x values
ggplot(mydatalong, aes(x = x, y = y, color = group)) + geompoint() + statsmooth(method = lm, formula = y ~ poly(x, 3), se = FALSE) + statpolyeq(formula = y ~ poly(x, 3), aes(label = paste(stat(eq.label), stat(adj.rr.label), sep = "*\", \"*")), parse = TRUE, label.x.npc = "right", label.y.npc = "top") + themebw() + labs(x = "X axis label", y = "Y axis label", color = "Data set")
Please start posting anonymously - your entry will be published after you log in or create a new account. This space is reserved only for answers. If you would like to engage in a discussion, please instead post a comment under the question or an answer that you would like to discuss
Asked: 2023-01-06 11:00:00 +0000
Seen: 13 times
Last updated: Apr 05 '23
What is the method to perform a function on several columns of a data frame simultaneously?
How can you retrieve values from a data frame using a single line of code?
How can one obtain live data from interactive broker through API?
What is the method to implement pagination for Firestore data in Flutter using ListView?
What is the reason for the submitted Django form's value being null in the database?
How can we create summary tables by using nested tibbles?
What is the process of moving information from one tab to another in Excel by transposing it?