Summarize diffrent simple regression in a table

#1

I have a problem with creating a table with 13 different simple linear regression. it says that I should do like this "For each of the 13 predictors in the dataset, fit a simple linear regression model to predict the response (i.e. 13 simple linear regressions). Summarize your results in a table. In which of the models is there a statistically significant association between the predictor and the response? Create some plots to back up your conclusions."

How can I create one table with all of these 13 different predictors?

#2

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#3

Assign your regression output to an object, say model <- lm(y ~ age + sex + marital).
Then summary(model) gives you a summary of the regression.
Then str(model) will give you variable names of various pieces of the regression output.
Then create a data frame with pieces of the output you select that ought to be summarized.

#4

but doesn't that give me a multiple regression model, I want 13 different simple linear regression models

#5

you can conveniently iterate by using purrr's map family of functions.
use fcas80 advice to make a parameterised function that can do the task for any one model.
Than iterate your function over the data for as many applications of it as might be needed ( i.e. 13)

https://jennybc.github.io/purrr-tutorial/

#6

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