所以我对这个问题有类似的问题: Remove duplicate rows in R
在我的情况下,我想保留所有列(不像建议在前3列使用unique
函数)。我想从数据框中只考虑2列,如果"值"只保留1行。在两个提到的列中是相同的。
数据如下:
structure(list(P1 = structure(c(1L, 1L, 3L, 3L, 5L, 5L, 5L, 5L,
4L, 4L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 2L, 2L), .Label = c("Apple",
"Grape", "Orange", "Peach", "Tomato"), class = "factor"), P2 = structure(c(4L,
4L, 3L, 3L, 5L, 5L, 5L, 5L, 6L, 6L, 2L, 2L, 2L, 2L, 1L, 1L, 1L,
1L, 6L, 6L), .Label = c("Banana", "Cucumber", "Lemon", "Orange",
"Potato", "Tomato"), class = "factor"), P1_location_subacon = structure(c(NA,
NA, 1L, 1L, 1L, 1L, 1L, 1L, NA, NA, 1L, 1L, 1L, 1L, 1L, 1L, 1L,
1L, 1L, 1L), .Label = c("Fridge", "Table"), class = "factor"),
P1_location_all_predictors = structure(c(2L, 2L, 3L, 3L,
3L, 3L, 3L, 3L, 1L, 1L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L,
3L), .Label = c("Table,Desk,Bag,Fridge,Bed,Shelf,Chair",
"Table,Shelf,Cupboard,Bed,Fridge", "Table,Shelf,Fridge"), class = "factor"),
P2_location_subacon = structure(c(1L, 1L, 1L, 1L, NA, NA,
NA, NA, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), .Label = c("Fridge",
"Shelf"), class = "factor"), P2_location_all_predictors = structure(c(3L,
3L, 2L, 2L, 1L, 1L, 1L, 1L, 3L, 3L, 2L, 2L, 2L, 2L, 3L, 3L,
3L, 3L, 3L, 3L), .Label = c("Shelf,Fridge", "Shelf,Fridge,Bed",
"Table,Shelf,Fridge"), class = "factor")), .Names = c("P1",
"P2", "P1_location_subacon", "P1_location_all_predictors", "P2_location_subacon",
"P2_location_all_predictors"), row.names = c(NA, -20L), class = "data.frame")
我的重要栏目是:P1
和P2
。我想只保留其中一行,我们可以使用相同的水果/蔬菜。 (请记住,两个栏目中的水果/蔬菜必须相同):
示例:
之前:
P1 P2 P1_location_subacon P1_location_all_predictors P2_location_subacon P2_location_all_predictors
1 Apple Orange <NA> Table,Shelf,Cupboard,Bed,Fridge Fridge Table,Shelf,Fridge
2 Apple Orange <NA> Table,Shelf,Cupboard,Bed,Fridge Fridge Table,Shelf,Fridge
3 Orange Lemon Fridge Table,Shelf,Fridge Fridge Shelf,Fridge,Bed
4 Orange Lemon Fridge Table,Shelf,Fridge Fridge Shelf,Fridge,Bed
5 Tomato Potato Fridge Table,Shelf,Fridge <NA> Shelf,Fridge
6 Tomato Potato Fridge Table,Shelf,Fridge <NA> Shelf,Fridge
7 Tomato Potato Fridge Table,Shelf,Fridge <NA> Shelf,Fridge
8 Tomato Potato Fridge Table,Shelf,Fridge <NA> Shelf,Fridge
后:
P1 P2 P1_location_subacon P1_location_all_predictors P2_location_subacon P2_location_all_predictors
1 Apple Orange <NA> Table,Shelf,Cupboard,Bed,Fridge Fridge Table,Shelf,Fridge
4 Orange Lemon Fridge Table,Shelf,Fridge Fridge Shelf,Fridge,Bed
5 Tomato Potato Fridge Table,Shelf,Fridge <NA> Shelf,Fridge
它将保留哪一行并不重要。这可以随机选择。
答案 0 :(得分:6)
只需在要确保唯一的列子集上使用duplicated()
,并使用它来对主data.frame进行子集化。例如
dd[ !duplicated(dd[,c("P1","P2")]) , ]
答案 1 :(得分:3)
如果dt是您的数据框 -
library(data.table)
setDT(dt)
dtFiltered = dt[,
Flag := .I - min(.I),
list(P1,P2)
][
Flag == 0
]
dtFiltered = dtFiltered[,
Flag := NULL
]
感谢Frank指出我错过了P2。
答案 2 :(得分:1)
试试这个:
NSManagedObject