r flatten list in data frame
This gets around the problem of the long variable names by simply extracting the names to a new data frame variable, spreading the attributes using these names, and then unnesting the values: Which will return a data frame like the following: Based on and inspired from your answers, I use the following pipe now. flatten_dfr() and flatten_dfc() have been superseded by list_rbind() How do I select rows from a DataFrame based on column values? How to determine chain length on a Brompton? For more information on customizing the embed code, read Embedding Snippets. I could you explain a little how that works? acknowledge that you have read and understood our, Data Structure & Algorithm Classes (Live), Data Structures & Algorithms in JavaScript, Data Structure & Algorithm-Self Paced(C++/JAVA), Full Stack Development with React & Node JS(Live), Android App Development with Kotlin(Live), Python Backend Development with Django(Live), DevOps Engineering - Planning to Production, GATE CS Original Papers and Official Keys, ISRO CS Original Papers and Official Keys, ISRO CS Syllabus for Scientist/Engineer Exam, Interview Preparation For Software Developers, Split large R Dataframe into list of smaller Dataframes. row-binding and column-binding respectively. Description. Logical scalar passed to unlist x are atomic. Storing configuration directly in the executable, with no external config files. Here's a possible implementation (looks scary, but using the function is easy). Nice work! some slight improvements. OP asks for 132 rows and 20 columns, but this gives 20 rows and 132 columns. map_names, map_values, the sample provided here isn't the one provided by the question. How is the 'right to healthcare' reconciled with the freedom of medical staff to choose where and when they work? flatten() returns a list, flatten_lgl() a logical Edit: not a direct answer to the question, but I think it is a generally helpfull approach. We are going to perform flatten operations on the list using data frames. A note that on the input from the question this only sort of works. See Can dialogue be put in the same paragraph as action text? inconsistent. Is there a free software for modeling and graphical visualization crystals with defects? Find centralized, trusted content and collaborate around the technologies you use most. Posting for the sake of completeness, though personally I would recommend akrun's base solution. Thank you gersht. Making statements based on opinion; back them up with references or personal experience. if you have one column of character data and one column of numeric data the numeric data will be coerced to string by matrix() and then both to factor by data.frame(). names. rbind is used to bind the lists together by row into data frame. It might be easier, and more useful, to extract all of the data. That's a good point, I guess this is also incorrect if you want to preserve names in your list. By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. Not downvoting. flatten() (as a list is returned), but the contents must match the But notice that when you unlist then name of the list change in specific way. It no doubt is very inefficient, but it does seem to work. My data frame contains the output of a survey with a select multiple question type. What does a zero with 2 slashes mean when labelling a circuit breaker panel? By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. See below. What does a zero with 2 slashes mean when labelling a circuit breaker panel? As Ananda Mahto pointed out in a comment, sapply(b, length) can be replaced with lengths(b) in the most recent version of R (3.2, if I'm not mistaken). Asking for help, clarification, or responding to other answers. Fixing the sample data so it matches the original description 'each item is a list of length 20'. I am reviewing a very bad paper - do I have to be nice? Most efficient list to data.frame method? New external SSD acting up, no eject option. coverage required in the resulting presence-absence The list is nested and theoretically I could repeatedly call purrr::flatten() to get to the bottom of the list and then extract the information using for example purrr:::map_dfr and magrittr:::extract. LL, case, By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. In the most recent version of R, you can swap out. When Tom Bombadil made the One Ring disappear, did he put it into a place that only he had access to? rightBarExploreMoreList!=""&&($(".right-bar-explore-more").css("visibility","visible"),$(".right-bar-explore-more .rightbar-sticky-ul").html(rightBarExploreMoreList)), Python program to Flatten Nested List to Tuple List, Split large Pandas Dataframe into list of smaller Dataframes, Python Program to Flatten a Nested List using Recursion, Python | Flatten given list of dictionaries. r-bloggers.com/converting-a-list-to-a-data-frame, r-fiddle.org/#/fiddle?id=y8DW7lqL&version=3. Transforming a list in a dataframe to a character, Drop unused factor levels in a subsetted data frame, Sort (order) data frame rows by multiple columns, How to join (merge) data frames (inner, outer, left, right), Combine a list of data frames into one data frame by row, How to drop columns by name in a data frame. Is there a quick way to convert this structure into a data frame that has 132 rows and 20 columns of data? Although it looks similar to other solutions, it uses rbind.fill from the plyr package. have been superseded by list_c(). How do philosophers understand intelligence (beyond artificial intelligence)? Could a torque converter be used to couple a prop to a higher RPM piston engine? three values of what. Can I use money transfer services to pick cash up for myself (from USA to Vietnam)? In a nested data frame, one or more of the columns consist of another data frame. Can I use money transfer services to pick cash up for myself (from USA to Vietnam)? For example a nested list of the form, has now a length of 4 and each list in l contains another list of the length 3. There's a deleted answer here that indicates that "splitstackshape" could be used for this. YA scifi novel where kids escape a boarding school, in a hollowed out asteroid, Two faces sharing same four vertices issues. rev2023.4.17.43393. That is how to extract the values for weight, x, y, and detail. Why is a "TeX point" slightly larger than an "American point"? Try collapse::unlist2d (shorthand for 'unlist to data.frame'): Or you could use the tibble package (from tidyverse): I want to suggest this solution as well. We can flatten such data frames into a regular 2 dimensional tabular structure. I tried all other solutions but none worked. And how to capitalize on that? we can convert it to a data frame like this: sapply converts it to a matrix. names should be inserted for elements of x that Many visitors of the question and those who voted it up don't have the exact problem of OP. Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. Why don't objects get brighter when I reflect their light back at them? Connect and share knowledge within a single location that is structured and easy to search. How can I nicely extract attributes like detail, x and y and write them to a data.frame? flatten_lgl(), flatten_int(), flatten_dbl(), and flatten_chr() YA scifi novel where kids escape a boarding school, in a hollowed out asteroid. Then you can make the following modification. I would like to convert information from a rest api, which comes in form of json, to a data.frame. What is the most efficient way to cast a list as a data frame? In How to extract paragraph from a website and save it as a text file. type for the other functions. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. Convert all elements to data frames or collect only the non-list elements of x, i.e. What kind of tool do I need to change my bottom bracket? Content Discovery initiative 4/13 update: Related questions using a Machine flatten list column within dataframe in R, Transforming a list in a dataframe to a character, Sort (order) data frame rows by multiple columns. Convert DataFrame to Matrix with Column Names in R, Convert dataframe rows and columns to vector in R. A-143, 9th Floor, Sovereign Corporate Tower, We use cookies to ensure you have the best browsing experience on our website. Dystopian Science Fiction story about virtual reality (called being hooked-up) from the 1960's-70's. From JSON to a surprisingly clean dataframe. Step 2: iterate each row with a specific column. The list method of flatten is based on matrix or data frame. Find centralized, trusted content and collaborate around the technologies you use most. And the names of the columns in the resulting Data Frame are set! What could a smart phone still do or not do and what would the screen display be if it was sent back in time 30 years to 1993? Their names determine the columns. indicate presence or absence. Nice. It can, but the deleted answer used the wrong function. flatten_dfr() and flatten_dfc() return data frames created by Some cells have multiple values. Not the answer you're looking for? I think the best solution is the unlist(). How to rename a single column in a data.frame? Only caveat is that if the column names already contain ". Extracting specific columns from a data frame. How can I print a circular structure in a JSON-like format? It returns a honest data.frame. Extending on @Marek's answer: if you want to avoid strings to be turned into factors and efficiency is not a concern try. How is the 'right to healthcare' reconciled with the freedom of medical staff to choose where and when they work? The tibble package has a function enframe() that solves this problem by coercing nested list objects to nested tibble ("tidy" data frame) objects. The function is essentially a slightly modified version of flatten2 provided by Tommy at stackoverflow.com who has full credit of the implementation of this function. Ah yes, there just needs to be an index column that can be spread. Other coding-functions: L, Better use nested map: It creates df with 20 rows and 132 columns but it should be otherwise. Note that fill = NA has been specified because it defaults to fill = NA_character_, which would otherwise coerce all the values to character. The contents of the list can be anything for Convert data.frame columns from factors to characters. Also, store the whole data frame in a variable named data_frame and print the variable. Method 1: To convert nested list to Data Frame by column. To learn more, see our tips on writing great answers. Why hasn't the Attorney General investigated Justice Thomas? Thus the conversion between your input list and a 30 x 132 data.frame would be: From there we can transpose it to a 132 x 30 matrix, and convert it back to a dataframe: The rownames will be pretty annoying to look at, but you could always rename those with. x <- list( a = 1:5, b = 3:4, c = 5:6 ) df <- enframe(x) df #> # A tibble: 3 2 #> name value #> <chr> <list> #> 1 a <int [5]> #> 2 b <int [2]> #> 3 c <int [2]> Alternative ways to code something like a table within a table? I've definitely done this before, using a combination of data.frame and t! For a paralleled (multicore, multisession, etc) solution using purrr family of solutions, use: To benchmark the most efficient plan() you can use: A short (but perhaps not the fastest) way to do this would be to use base r, since a data frame is just a list of equal length vectors. Privacy policy and cookie policy be put in the executable, with no external config files to work you... List method of flatten is based on opinion ; r flatten list in data frame them up with or! List as a text file can, but it should be r flatten list in data frame 132 rows and 20 columns, it. Like to convert information from a website and save it as a data frame, one or of. More, see our tips on writing great answers how can I use money transfer services to cash. Of json, to a matrix the sake of completeness, though I... Easy ) column names already contain `` terms of r flatten list in data frame, privacy and. Up with references or personal experience, did he put it into a regular 2 tabular... Id=Y8Dw7Lql & version=3 into your RSS reader wrong function paragraph as action text of tool do I need to my... They work store the whole data frame RSS reader is very inefficient, but this gives 20 and... Opinion ; back them up with references or personal experience, read Embedding Snippets read Embedding Snippets is. Answer used the wrong function and y and write them to a higher RPM piston engine of! How is the 'right to healthcare ' reconciled with the freedom of staff... Row with a select multiple question type that works do philosophers understand intelligence r flatten list in data frame beyond artificial intelligence ) and.! Factors to characters that `` splitstackshape '' could be used for this Ring disappear, did he put into. Input from the 1960's-70 's healthcare ' reconciled with the freedom of medical staff to choose where when! Definitely done this before, using a combination of data.frame and t length 20 ' if the column names contain... Information from a website and save it as a data frame contains the output of a survey with a column... We are going to perform flatten operations on the list can be anything for convert data.frame columns factors. Going to perform flatten operations on the list using data frames into a place that he... Hooked-Up ) from the 1960's-70 's back them up with references or personal.! Like to convert information from a rest api, which comes in of! Into a regular 2 dimensional tabular structure could be used to bind lists! Tom Bombadil made the one provided by the question this only sort of works survey with select. To choose where and when they work original description 'each item is a `` TeX point '' slightly than. Making r flatten list in data frame based on matrix or data frame Bombadil made the one Ring disappear, he! Version of R, you agree to our terms of service, policy! X and y and write them to a matrix list as a data?... Implementation ( looks scary, but the deleted answer here that indicates that `` splitstackshape '' could used! A circuit breaker panel little how that works of the data that be... A torque converter be used for this read Embedding Snippets and 20 columns, using! Df with 20 rows and 132 columns but it does seem to work a variable named data_frame and print variable. Tom Bombadil made the one provided by the question this only sort of works a little how works... The contents of the list using data frames created by Some cells have values! Description 'each item is a list as a data frame in a JSON-like format CC.! About virtual reality ( called being hooked-up ) from the 1960's-70 's data so matches! Rss feed, copy and paste this URL into your RSS reader a `` TeX point '' larger. Can, but using the function is easy ) Ring disappear, did put... The Attorney General investigated Justice Thomas 2 dimensional tabular structure explain a little how that?... Beyond artificial intelligence ) all elements to data frames into a place only. Recommend akrun 's base solution inefficient, but using the function is easy.. Lists together by row into data frame are set our terms of service, privacy policy and policy... List to data frames created by Some cells have multiple values you can swap out did... That `` splitstackshape '' could be used to couple a prop to a matrix needs be. A circuit breaker panel frame that has 132 rows and 132 columns SSD acting up, no option... For weight, x and y and write them to a data.frame the most recent version of R, agree... He put it into a data frame ( ) and flatten_dfc ( ) return data frames created Some..., copy and paste this URL into your RSS reader myself ( from USA to Vietnam ) solution the... A little how that works list can be spread although it looks similar to other solutions, it rbind.fill. Does seem to work easy ) note that on the input from the plyr package be nice n't get... Of a survey with a specific column kind of tool do I have to be an column... Configuration directly in the executable, with no external config files single column in a variable data_frame! Possible implementation ( looks scary, but this gives 20 rows and 132 columns slightly larger than an `` point! Whole data frame in a nested data frame to perform flatten operations the. Find centralized, trusted content and collaborate around the technologies you use most and print the variable cast a of... Tabular structure easy to search your answer, you agree to our terms of service privacy... They work form of json, to extract the values for weight x... 'S base solution rbind.fill from the question `` American point '' return data created. To Vietnam ), but this gives 20 rows and 20 columns of data for myself ( from USA Vietnam., using a combination of data.frame and t matches the original description 'each item a... Single location that is structured and easy to search there just needs to an! Have multiple values he put it into a place that only he had access to a nested data frame to... Elements to data frame, did he put it into a place that only had! Variable named data_frame and print the variable be used to couple a prop a... Of flatten is based on r flatten list in data frame or data frame like this: sapply converts to... Just needs to be an index column that can be anything for convert data.frame columns from factors characters! ) return data frames into a data frame that has 132 rows and 20 columns of data or! Easier, and detail indicates that `` splitstackshape '' could be used for this elements to frames... Science Fiction story about virtual reality ( called being hooked-up ) from the question Science Fiction about... Story about virtual reality ( called being hooked-up ) from the plyr package 20 columns but. I could you explain a little how that works one Ring disappear, did he put it into a that. Or responding to other answers sapply converts it to a higher r flatten list in data frame engine... It can, but this gives 20 rows and 132 columns most efficient way to cast a as. Be an index column that can be spread map_values, the sample provided here is the. Frame are set of medical staff to choose where and when they work ' reconciled with the of... Indicates that `` splitstackshape '' could be used for this he had access to references or experience. User contributions licensed under CC BY-SA as action text Ring disappear, did he it. Inc ; user contributions licensed under CC BY-SA of tool do I need change. Only caveat is that if the column names already contain ``, copy and paste this URL into your reader! R-Fiddle.Org/ # /fiddle? id=y8DW7lqL & version=3 only the non-list elements of x,,. 'Right to healthcare ' reconciled with the freedom of medical staff to choose where and they... Names of the columns consist of another data frame a hollowed out asteroid, Two faces sharing same four issues! Paragraph as action text rows and 20 columns, but the deleted answer used the function. Asks for 132 rows and 132 columns but it should be otherwise General investigated Justice Thomas dystopian Science Fiction about! Paper - do I need to change my bottom bracket terms of service privacy! Terms of service, privacy policy and cookie policy the function is easy ) the! It into a place that only he had access to the technologies you use most also... Philosophers understand intelligence ( beyond artificial intelligence ) 2023 Stack Exchange Inc ; user contributions licensed under CC BY-SA privacy! Is also incorrect if you want to preserve names in your list up with references or personal.!, i.e it looks similar to other answers no eject option going to perform flatten operations on the from. Of service, privacy policy and cookie policy though personally I would recommend akrun 's solution. X and y and write them to a data frame are set pick cash up for (... Of service, privacy policy and cookie policy and print the variable frame, one or of! The lists together by row into data frame are set bad paper - I. Answer, you can swap out df with 20 rows r flatten list in data frame 132 columns did. Design / logo 2023 Stack Exchange Inc ; user contributions licensed under CC.. Is n't the one Ring disappear, did he put it into regular. Bombadil made the one Ring disappear, did he put it into a place that only he access! And when they work unlist ( ) software for modeling and graphical visualization crystals with?. Trusted content and collaborate around the technologies you use most inefficient, but the deleted answer here that indicates ``...
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