purrr-tutorial | A introduction to purrr | Learning library
kandi X-RAY | purrr-tutorial Summary
kandi X-RAY | purrr-tutorial Summary
This repo hosts the materials for a purrr tutorial. The materials currently reflect the version planned for the useR! Brussels, Belgium, July 2017.
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Community Discussions
Trending Discussions on purrr-tutorial
QUESTION
Given is a list with several element, the goal is to get them into a data frame. The map_df
function from the purr package is highly useful with regular lists, but gives an error with irregular lists.
For instance, following this tutorial the following works:
...ANSWER
Answered 2019-Aug-15 at 20:28The devel version of tidyr has powerful new "unnesting" functions and they can handle this problematic data (Option 1). Another approach to this is to attack the problem column-wise, which lets you use the .default
argument to purrr::map()
, which provides a value to use for missing elements (Option 2).
QUESTION
I've gotten really interested in learning (and eventually mastering) the purrr
package. But despite having looked at quite a few tutorials (1, 2, 3, 4), I'm struggling to understand--and make use of--purrr::map
(and functional programming in general).
My test scenario is a data frame containing two columns as shown below:
...ANSWER
Answered 2019-Mar-22 at 08:31Short Answer
No need for map
here:
QUESTION
I'm trying to better understand functional programming in R. I'd like to stick to purrr
, but I'll use rapply
to demonstrate what I'm looking for below. First, a simple example of what I'm trying to understand:
You can use map
to get the mean of each column of the mtcars
dataset:
ANSWER
Answered 2018-Jul-27 at 14:08The recipe for this kind of problem is always the same:
Decompose the problem, solve it for an individual case, and then put it back together inside out.
As you observed, mtcars %>% split(.$cyl)
gives you a list of lists (list of data.frames). You want to map mean
over the inner lists.
So let’s do it for one list first:
QUESTION
I have a simple problem for you purrr-experts out there that has eluded my best googling efforts for some time. First, let's take a look at the nested-list data structure I'm trying to work with.
Load packages ...ANSWER
Answered 2018-Jul-13 at 17:14We can use map2
and apply the pmap
function for each row.
QUESTION
The purrr::map
function provides some shortcuts for selecting list elements: you can use a position by providing an integer, or a name by providing a string. An example here indicates that you can use a vector to deal with nested list elements. For example,
ANSWER
Answered 2018-Jul-04 at 18:28Yes, the problem is the different data classes. When you use c()
, everything gets coerced to the same atomic type . So c(1, "full_name")
is turned into c("1", "full_name")
which is a character vector. And the first list doesn't have a named element with the name "1"
. If you want to have mixed classes in R, you generally use lists. And it appears that map
supports lists. For example
QUESTION
I understand that readxl
can be used to read in multiple worksheets from a workbook. However, I am struggling to extend this and vectorise this across many workbooks with different sheet names and number of sheets and data therein.
I demonstrate using the Enron spreadsheet data which is a bunch of .xlsx files that I downloaded.
...ANSWER
Answered 2017-Nov-27 at 14:11Since you mention the purrr
package, some other tidyverse packages are worth considering.
dplyr
formutate()
, when applyingpurrr::map()
to a column of a data frame and storing the result as list-column.tidyr
forunnest()
, which expands a list-column so that each row inside a list-column becomes a row in the overall data frame.tibble
for nicely printed nested data frames
Sample files are needed to demonstrate. This code uses the openxlsx
package to create one file containing two sheets (the built-in iris
and mtcars
datasets), and another file containing three sheets (adding the built-in attitude
dataset).
QUESTION
I have a nested list which have received from a REST call. The response includes a nested set of lists from an underlying relational database. I want to flatten the list to simplify analysis. I have tried to follow the guidelines in the purrr tutorial but I can't get it to work.
My simplified input
...ANSWER
Answered 2017-Nov-11 at 16:13Not sure if there is a more purrr
y way of doing this, but it works.
QUESTION
I am trying to use purrr
to access the level formatted_address
from this list:
ANSWER
Answered 2017-Jul-14 at 13:09I think you have a naming conflict in your environment. As a result, the map
function you are calling is another function from another package (probably the maps
package, which matches the arguments listed in your error code, see here). Try to call the function with explicit context as below. Also, slightly change your syntax because otherwise your return will be empty.
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