【问题标题】:Splitting single rows data into multiple rows将单行数据拆分为多行
【发布时间】:2015-05-22 17:04:43
【问题描述】:

我有一组由 3k 位作者共同撰写的数据。我有 SenderReceiver(或 SourceTarget)的列以及 Journal name 的列出版年份。如果一些作者有不止一篇共同的文章,结果将在一行中以逗号分隔。我想要做的是将这些行分成多行。 data.frame - my GitHub repository

例如:

HALL M,DE JONG GF, "['GRAEFE DR 2008 INTERNATIONAL MIGRATION REVIEW', 'HALL M 2010 SOCIAL SCIENCE RESEARCH']"

我需要像这样拆分最后一列:

HALL M,DE JONG GF, GRAEFE DR 2008 INTERNATIONAL MIGRATION REVIEW
HALL M,DE JONG GF, HALL M 2010 SOCIAL SCIENCE RESEARCH

我听说我需要在 R 中编写一个简单的循环,但我不知道它应该是什么样子。

编辑 我的数据的输入,前 20 行:

> dput(head(temp,n=20))
structure(list(Source = c("HUMPHREY CR", "HUMPHREY CR", "HUMPHREY CR", 
"SELL RR", "SELL RR", "SELL RR", "GARDNER RW", "GARDNER RW", 
"GARDNER RW", "GARDNER RW", "GARDNER RW", "GARDNER RW", "GARDNER RW", 
"GARDNER RW", "FAWCETT JT", "FAWCETT JT", "FAWCETT JT", "FAWCETT JT", 
"FAWCETT JT", "FAWCETT JT"), Target = c("SELL RR", "GILLASPY RT", 
"KROUT JA", "GILLASPY RT", "KROUT JA", "DEJONG GF", "FAWCETT JT", 
"ARNOLD F", "CARINO BV", "ROOT BD", "DEJONG G", "ABAD RG", "DEJONG GF", 
"BOUVIER LF", "ARNOLD F", "PARK IH", "CARINO BV", "ROOT BD", 
"DEJONG G", "ABAD RG"), Type = c("Undirected", "Undirected", 
"Undirected", "Undirected", "Undirected", "Undirected", "Undirected", 
"Undirected", "Undirected", "Undirected", "Undirected", "Undirected", 
"Undirected", "Undirected", "Undirected", "Undirected", "Undirected", 
"Undirected", "Undirected", "Undirected"), Id = c(2386L, 2385L, 
2384L, 3635L, 3634L, 3636L, 401L, 397L, 398L, 399L, 403L, 396L, 
400L, 402L, 598L, 602L, 601L, 604L, 605L, 597L), Label = c(NA, 
NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
NA, NA, NA), Weight = c(1, 1, 1, 1, 1, 1, 3, 2, 2, 1, 1, 2, 2, 
1, 3, 1, 2, 1, 1, 2), ayjid = c("['HUMPHREY CR 1977 RURAL SOCIOLOGY']", 
"['HUMPHREY CR 1977 RURAL SOCIOLOGY']", "['HUMPHREY CR 1977 RURAL SOCIOLOGY']", 
"['HUMPHREY CR 1977 RURAL SOCIOLOGY']", "['HUMPHREY CR 1977 RURAL SOCIOLOGY']", 
"['SELL RR 1978 JOURNAL OF POPULATION']", "['DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW', 'DEJONG G 1986 POPULATION AND ENVIRONMENT', 'FAWCETT JT 1994 POPULATION AND ENVIRONMENT']", 
"['DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW', 'GARDNER RW 1986 POPULATION AND ENVIRONMENT']", 
"['DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW', 'GARDNER RW 1986 POPULATION AND ENVIRONMENT']", 
"['DEJONG G 1986 POPULATION AND ENVIRONMENT']", "['DEJONG G 1986 POPULATION AND ENVIRONMENT']", 
"['DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW', 'DEJONG G 1986 POPULATION AND ENVIRONMENT']", 
"['DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW', 'GARDNER RW 1986 POPULATION AND ENVIRONMENT']", 
"['BOUVIER LF 1986 POPULATION BULLETIN']", "['DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW', 'ARNOLD F 1989 INTERNATIONAL MIGRATION REVIEW', 'FAWCETT JT 1987 INTERNATIONAL MIGRATION REVIEW']", 
"['ARNOLD F 1989 INTERNATIONAL MIGRATION REVIEW']", "['DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW', 'ARNOLD F 1989 INTERNATIONAL MIGRATION REVIEW']", 
"['DEJONG G 1986 POPULATION AND ENVIRONMENT']", "['DEJONG G 1986 POPULATION AND ENVIRONMENT']", 
"['DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW', 'DEJONG G 1986 POPULATION AND ENVIRONMENT']"
)), .Names = c("Source", "Target", "Type", "Id", "Label", "Weight", 
"ayjid"), row.names = c(NA, 20L), class = "data.frame")

【问题讨论】:

  • 你能输入你的data.frame吗?
  • 没有。不。不。将 data.frame 放在您的问题中 - 所有信息都收集在同一个地方!你有没有想过有些人因为防火墙而无法访问你的链接?如果您的 data.frame 很大,只需删除一个有代表性的子集!
  • 感谢您的 cmets,我已经编辑了我的问题。实际上,我的 data.frame 并不太大​​,希望有人能打开它。)
  • 同号。不不;)我的意思是复制粘贴你的 dput 的结果,而不是在一些可能无法访问的东西上!

标签: r split row


【解决方案1】:

试试下面:

s <- strsplit(gsub("\\[|\\]|\\'","",df$ayjid),", ",fixed = TRUE)
res <- data.frame(Id = rep(df$Id, lengths(s)), result = unlist(s))

merge(df,res)

【讨论】:

  • 我希望您在最新版本的 R 中遇到了 lengths 函数来替代 sapply(s, length)。但是 +1 :-)
  • @AnandaMahto 我不知道lenghts 不错,更新了帖子。
【解决方案2】:

这对于我的“splitstackshape”包中的cSplit 来说非常简单:

library(splitstackshape)
cSplit(as.data.table(temp)[, ayjid := gsub("[][]", "", ayjid)],
       "ayjid", ",", "long")
#          Source      Target       Type   Id Label Weight                                            ayjid
#  1: HUMPHREY CR     SELL RR Undirected 2386    NA      1               'HUMPHREY CR 1977 RURAL SOCIOLOGY'
#  2: HUMPHREY CR GILLASPY RT Undirected 2385    NA      1               'HUMPHREY CR 1977 RURAL SOCIOLOGY'
#  3: HUMPHREY CR    KROUT JA Undirected 2384    NA      1               'HUMPHREY CR 1977 RURAL SOCIOLOGY'
#  4:     SELL RR GILLASPY RT Undirected 3635    NA      1               'HUMPHREY CR 1977 RURAL SOCIOLOGY'
#  5:     SELL RR    KROUT JA Undirected 3634    NA      1               'HUMPHREY CR 1977 RURAL SOCIOLOGY'
#  6:     SELL RR   DEJONG GF Undirected 3636    NA      1             'SELL RR 1978 JOURNAL OF POPULATION'
#  7:  GARDNER RW  FAWCETT JT Undirected  401    NA      3  'DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW'
#  8:  GARDNER RW  FAWCETT JT Undirected  401    NA      3       'DEJONG G 1986 POPULATION AND ENVIRONMENT'
#  9:  GARDNER RW  FAWCETT JT Undirected  401    NA      3     'FAWCETT JT 1994 POPULATION AND ENVIRONMENT'
# 10:  GARDNER RW    ARNOLD F Undirected  397    NA      2  'DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW'
# 11:  GARDNER RW    ARNOLD F Undirected  397    NA      2     'GARDNER RW 1986 POPULATION AND ENVIRONMENT'
# 12:  GARDNER RW   CARINO BV Undirected  398    NA      2  'DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW'
# 13:  GARDNER RW   CARINO BV Undirected  398    NA      2     'GARDNER RW 1986 POPULATION AND ENVIRONMENT'
# 14:  GARDNER RW     ROOT BD Undirected  399    NA      1       'DEJONG G 1986 POPULATION AND ENVIRONMENT'
# 15:  GARDNER RW    DEJONG G Undirected  403    NA      1       'DEJONG G 1986 POPULATION AND ENVIRONMENT'
# 16:  GARDNER RW     ABAD RG Undirected  396    NA      2  'DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW'
# 17:  GARDNER RW     ABAD RG Undirected  396    NA      2       'DEJONG G 1986 POPULATION AND ENVIRONMENT'
# 18:  GARDNER RW   DEJONG GF Undirected  400    NA      2  'DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW'
# 19:  GARDNER RW   DEJONG GF Undirected  400    NA      2     'GARDNER RW 1986 POPULATION AND ENVIRONMENT'
# 20:  GARDNER RW  BOUVIER LF Undirected  402    NA      1            'BOUVIER LF 1986 POPULATION BULLETIN'
# 21:  FAWCETT JT    ARNOLD F Undirected  598    NA      3  'DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW'
# 22:  FAWCETT JT    ARNOLD F Undirected  598    NA      3   'ARNOLD F 1989 INTERNATIONAL MIGRATION REVIEW'
# 23:  FAWCETT JT    ARNOLD F Undirected  598    NA      3 'FAWCETT JT 1987 INTERNATIONAL MIGRATION REVIEW'
# 24:  FAWCETT JT     PARK IH Undirected  602    NA      1   'ARNOLD F 1989 INTERNATIONAL MIGRATION REVIEW'
# 25:  FAWCETT JT   CARINO BV Undirected  601    NA      2  'DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW'
# 26:  FAWCETT JT   CARINO BV Undirected  601    NA      2   'ARNOLD F 1989 INTERNATIONAL MIGRATION REVIEW'
# 27:  FAWCETT JT     ROOT BD Undirected  604    NA      1       'DEJONG G 1986 POPULATION AND ENVIRONMENT'
# 28:  FAWCETT JT    DEJONG G Undirected  605    NA      1       'DEJONG G 1986 POPULATION AND ENVIRONMENT'
# 29:  FAWCETT JT     ABAD RG Undirected  597    NA      2  'DEJONG GF 1983 INTERNATIONAL MIGRATION REVIEW'
# 30:  FAWCETT JT     ABAD RG Undirected  597    NA      2       'DEJONG G 1986 POPULATION AND ENVIRONMENT'
#          Source      Target       Type   Id Label Weight                                            ayjid

如果您还想去掉结果列中的引号,可以使用ayjid := gsub("[][']", "", ayjid)]

【讨论】:

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