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Rstats 101

Learn R Programming Tips & Tricks for Statistics and Data Science

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How to Compute Pearson Correlation of Multiple Variables

rstats101 · August 31, 2024 ·

In this tutorial, we will learn how to compute Pearson correlation of multiple variables. We will use two approaches to compute Pearson correlation of multiple variables in a matrix or dataframe. First we will show how to use cor() function in R to compute Pearson correlation … [Read more...] about How to Compute Pearson Correlation of Multiple Variables

Filed Under: cor() in R, rstats101 Tagged With: Pearson correlation, Pearson correlation by matrix multiplication

T-test on real data using tidyverse

rstats101 · August 28, 2024 ·

In this post, we will learn how to perform t-test on a real dataset and use tidyverse framework to access results from t-test. Check out the post how to do t-test to learn base R approach to t-tes. We will use Palmer penguin dataset, a real world dataset, to show how to … [Read more...] about T-test on real data using tidyverse

Filed Under: rstats101, t.test(), tidyverse Tagged With: t-test with tidyverse

How to perform t-test in R

rstats101 · August 27, 2024 ·

Applying t-test on two groups with clear difference in mean values

In this post, we will learn how top perform t test in R and understand when and why to use it. A t-test is one of the commonly used statistical tests, when one is interested in comparing two groups of measures and determine if there is a significant difference between the mean … [Read more...] about How to perform t-test in R

Filed Under: rstats101, t.test() Tagged With: t test in R

expand_grid(): Create all possible combinations of variables

rstats101 · August 26, 2024 ·

In this tutorial, we will learn how to create all possible combinations of two variables using tidyr's expand_grid() function. For example, if we have two variables of interest and want to create a dataframe with all possible combinations of the values of the two variables, we … [Read more...] about expand_grid(): Create all possible combinations of variables

Filed Under: tidyr, tidyr expand_grid() Tagged With: all combinations of inputs

How to convert a list to a dataframe

rstats101 · August 23, 2024 ·

In this tutorial, we will learn 3 different ways to convert a list object into a dataframe in R. First we will show how to use the base R function as.data.frame() to convert a list to a dataframe. Then we will show examples using map_df() function in purrr package in tidyverse … [Read more...] about How to convert a list to a dataframe

Filed Under: as.data.frame, dplyr bind_rows(), map_df, rstats101 Tagged With: convert list to dataframe

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%in% arrange() as.data.frame as_tibble built-in data R colSums() R cor() in R data.frame dplyr dplyr across() dplyr group_by() dplyr rename() dplyr rowwise() dplyr row_number() dplyr select() dplyr slice_max() dplyr slice_sample() drop_na R duplicated() gsub head() impute with mean values is.element() linear regression matrix() function na.omit R NAs in R near() R openxlsx pivot_longer() prod() R.version replace NA replace NAs tidyverse R Function rstats rstats101 R version scale() sessionInfo() t.test() tidyr tidyselect tidyverse write.xlsx

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