Left_join
Resources tagged Left_join#
Working with Two Datasets: Binds, Set Operations, and Joins – Pt 4 Intro to Data Manipulation
Data wrangling is too often the most time-consuming part of data science and applied statistics. Two tidyverse packages, tidyr and dplyr, help make data manipulation tasks easier. Keep your R code clean and clear and reduce the cognitive load required for common but often complex data science tasks.
dplyr docs: dplyr.tidyverse.org/reference/
Pt. 1: What is data wrangling? Intro, Motivation, Outline, Setup https://youtu.be/jOd65mR1zfw
- /01:44 Intro and what’s covered Ground Rules:
- /02:40 What’s a tibble
- /04:50 Use View
- /05:25 The Pipe operator:
- /07:20 What do I mean by data wrangling?
Pt. 2: Tidy Data and tidyr https://youtu.be/1ELALQlO-yM
- /00:48 Goal 1 Making your data suitable for R
- /01:40
tidyr“Tidy” Data introduced and motivated - /08:10
tidyr::gather - /12:30
tidyr::spread - /15:23
tidyr::unite - /15:23
tidyr::separate
Pt. 3: Data manipulation tools: dplyr https://youtu.be/Zc_ufg4uW4U
- /00.40 setup
- /02:00
dplyr::select - /03:40
dplyr::filter - /05:05
dplyr::mutate - /07:05
dplyr::summarise - /08:30
dplyr::arrange - /09:55 Combining these tools with the pipe (Setup for the Grammar of Data Manipulation)
- /11:45
dplyr::group_by
Pt. 4: Working with Two Datasets: Binds, Set Operations, and Joins https://youtu.be/AuBgYDCg1Cg Combining two datasets together
- 00.42
dplyr::bind_cols - 01:27
dplyr::bind_rows - 01:42 Set operations
dplyr::union,dplyr::intersect,dplyr::set_diff - 02:15 joining data -
dplyr::left_join,dplyr::inner_join, -dplyr::right_join,dplyr::full_join,
Cheatsheets: https://www.rstudio.com/resources/cheatsheets/
Documentation:
tidyr docs: tidyr.tidyverse.org/reference/
tidyrvignette: https://cran.r-project.org/web/packages/tidyr/vignettes/tidy-data.htmldplyrdocs: http://dplyr.tidyverse.org/reference/dplyrone-table vignette: https://cran.r-project.org/web/packages/dplyr/vignettes/dplyr.htmldplyrtwo-table (join operations) vignette: https://cran.r-project.org/web/packages/dplyr/vignettes/two-table.html