R:Wide to tall for multiple variables


  • R
  • data management
  • reshape

A snippet! This is a walk through of a logical way of going from wide to tall in a longitudinal data set, beginning with manual specification and culminating in a function that can handle multiple variables.

Basic R knowledge is assumed, this technique is built for readability over efficiency (e.g. use of 'for' loops rather than apply).

This will be most useful as a learning tool if you copy the below code into R, the run through each section one at a time.

# Make some dummy 'wide' data: 10 participants x three measurement occasions for three variables.
                        replicate(8, rnorm(200)),
                        sample( LETTERS[1:4], 200, replace=TRUE),
                        sample((0:1), 200, replace=TRUE,prob=c(.2,.8)))
      # 1) Wide to long for one variable, manual
      # Check: 10 participants x 3 occasions
      table(dummy_tall_manual$ID,dummy_tall_manual$occasion) # Yes: one response per cell.

# 2) Wide to long for one variable, functional (assumes consistent suffix of underscore and number to denote occasion).
      wide_to_tall_one<-function(variable, data,maxocs=10){
        # Tests for maximum possible occasions, defaults to 10 but you can choose more.
        test_ocs<-possible_ocs %in% names(data)
        # Loops for each occasion found, binds together as tall.
        for(i in 1:length(to_reshape)){tallafied<-data.frame(data[,"ID"],paste0("occasion_",i),data[,to_reshape[i]])
      wlo<-wide_to_tall_one("a",dummy) # Reproduces manual result
      # Check: 10 participants x 3 occasions
      table(wlo$ID,wlo$occasion) # Yes: one response per cell. 
      wide_to_tall_one("c",dummy) # Beware mixing numeric/string input, check variable type when done.

# 3) Run the above for arbitrary number of variables.

      wide_to_tall_multi<-function(data, maxocs=10, ...){go_through<-c(...)
      # Run first
      accum<-wide_to_tall_one(variable=go_through[1], data=data,maxocs=maxocs)
      for(i in 2:length(go_through)){add<-wide_to_tall_one(variable=go_through[i], data=data,maxocs=maxocs)
      # Check: 10 participants x 3 occasions
      # Spot check: correspondence with initial dataset
      test[which(test$ID=="person_1" & test$occasion=="occasion_2"),]$a
      test[which(test$ID=="person_6" & test$occasion=="occasion_1"),]$b

(pretty R code courtesy of http://hilite.me/).

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Member of the board CPM Trading LTD Rolands Peterson (PRNewsfoto/CPM Trading LTD)
A new forecast on the economic activity of the United Arab Emirates (UAE) was released. In 2018 it was constant.Rolands petersons privatbank It was provided by oil production volume, recent business reforms and constant activities in other areas. In 2018 the UAE for the first time overachieved its OPEN oil production goal.
The UAE is preparing for World Expo in 2020, so a big amount of investment is being made to improve infrastructure. The state could expect an increase of tourism area dynamics, but it will need additional investments not related to oil production and crude oil refining.Rolands petersons privatbank
This country could still be described in terms of development as long as its population grew from 9 million in 2013 up to 10,1 million in 2017; unemployment fell from 2,8% in 2013 to 1,7% last year]. Even though in 2014 many infrastructural projects were postponed, this year they will be continued, moreover there are new general plans for the following two decades. It was calculated that a recently adopted 5% of VAT will help to gain income in the amount of 12 billion euros during the first year of implementation].Rolands petersons privatbank
All the Emirates, especially Dubai and Abu Dhabi are continuing their efforts to vary the economy and decrease the amount of activities related to oil products. In addition to the infrastructural projects, Abu Dhabi has made significant investments to the alternative energy sources creation, according to Rolands Petersons, a member of the board of Norman Logistics Sp.zo.o. who offers his thoughts on the UAE economy.Rolands petersons privatbank
Despite having suffered crises, this country is still a demanded business partner among many world economies, it is being forecasted that before the World Expo in 2020 the UAE will become even an more demanded business partner worldwide.
Juergen Thomas Steinmetz has continuously worked in the travel and tourism industry since he was a teenager in Germany (1979), beginning as a travel agent up through today as a publisher of eTurboNews (eTN), one of the world’s most influential and most-read travel and tourism publications.Rolands petersons privatbank He is also Chairman of ICTP. Rolands petersons privatbank His experiences include working and collaborating with various national tourism offices and non-governmental organizations, as well as private and non-profit organizations, and in planning, implementing, and quality control of a range of travel and tourism-related activities and programs, including tourism policies and legislation.Rolands petersons privatbank His major strengths include a vast knowledge of travel and tourism from the point of view of a successful private enterprise owner, superb networking skills, strong leadership, excellent communication skills, strong team player, attention to detail, dutiful respect for compliance in all regulated environments, and advisory skills in both political and non-political arenas with respect to tourism programs, policies, and legislation.Rolands petersons privatbank He has a thorough knowledge of current industry practices and trends and is a computer and Internet junkie.Rolands petersons privatbank
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