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Demo of moderndive package functions for tidyverse & novice friendly linear regression
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| library(tidyverse) | |
| library(moderndive) | |
| # Convert to tibble: | |
| mtcars <- mtcars %>% | |
| rownames_to_column() | |
| # Fit lm | |
| mpg_model <- lm(mpg ~ hp, data = mtcars) | |
| # Two options for regression table: | |
| summary(mpg_model) | |
| get_regression_table(mpg_model) | |
| # Get observed & fitted values + residuals | |
| library(broom) | |
| augment(mpg_model) | |
| get_regression_points(mpg_model, ID = "rowname") | |
| # Scalar summaries | |
| get_regression_summaries(mpg_model) |
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