使用条目数将列条目转换为列标题

Question

我有一个两列，每列13893行的数据集，如下所示：

trip    species
120318  ADHJ
120918  FJIW
120918  ADHJ
180817  ADHJ
180817  FJIW
180817  FJIW
099217  ADHJ

我想更改它，以便物种名称成为列标题，并计算每次旅行中每种物种的计数。结果如下：

trip    ADHJ    FJIW
120318  1       0
120918  1       1
180817  1       2
099217  1       0

Answer 1

数据：

a <- read.table(header=T, stringsAsFactors=F, text="
trip    species
120318  ADHJ
120918  FJIW
120918  ADHJ
180817  ADHJ
180817  FJIW
180817  FJIW
099217  ADHJ")

基本R

table(a$trip, a$species)
#         
#          ADHJ FJIW
#   99217     1    0
#   120318    1    0
#   120918    1    1
#   180817    1    2
xtabs(~ trip + species, data = a)
#         species
# trip     ADHJ FJIW
#   99217     1    0
#   120318    1    0
#   120918    1    1
#   180817    1    2

dplyr

library(dplyr)
library(tidyr)
a %>%
  group_by(trip, species) %>%
  tally() %>%
  spread(species, n, fill = 0)
# # A tibble: 4 x 3
# # Groups:   trip [4]
#     trip  ADHJ  FJIW
#    <int> <dbl> <dbl>
# 1  99217     1     0
# 2 120318     1     0
# 3 120918     1     1
# 4 180817     1     2

data.table

library(data.table)
aDT <- as.data.table(a)
dcast(aDT, trip ~ species, fill = 0)
# Using 'species' as value column. Use 'value.var' to override
# Aggregate function missing, defaulting to 'length'
#      trip ADHJ FJIW
# 1:  99217    1    0
# 2: 120318    1    0
# 3: 120918    1    1
# 4: 180817    1    2