基于不相等的时间戳联接数据表

Ste*_*han 5 r data.table

我正在解决一个基于不相等的时间戳(POSIXct)合并两个data.tables(尽管也可能是data.frames)的问题。
基于表A中的某个时间戳,我希望R向我返回表B中在A 之前的条目。

一个例子:

我有表A,其中包含有关特定时间点的活动的数据。

编辑:这是与原始帖子不同的数据,可以更好地反映该问题:我需要基于时间戳和一个称为Station ID的分组变量进行“查找”。抱歉,不清楚。

             Start.Time Start.Station.ID
1: 2014-04-06 18:24:32              238
2: 2014-04-06 18:20:30              238
3: 2014-04-06 01:04:13              373
4: 2014-04-06 01:03:36              373
5: 2014-04-06 01:03:37              373
6: 2014-04-06 01:03:01              373
7: 2014-04-06 01:02:42              373
8: 2014-04-06 01:02:31              373
Run Code Online (Sandbox Code Playgroud)

我想在表A中添加一列,以“可用性”表示某个时间点该站的状态。这些状态可以在表B中找到。

              status_dt station_id availability
 1: 2014-04-06 00:29:02        238    0.9354839
 2: 2014-04-06 00:29:02        373    1.0000000
 3: 2014-04-06 01:29:03        238    1.0000000
 4: 2014-04-06 01:29:03        373    0.6111111
 5: 2014-04-06 02:59:03        238    0.9354839
 6: 2014-04-06 02:59:03        373    0.6666667
    ...
41: 2014-04-06 17:59:03        238    0.8387097
42: 2014-04-06 17:59:03        373    0.4444444
43: 2014-04-06 18:59:03        238    0.9032258
44: 2014-04-06 18:59:03        373    0.5000000
45: 2014-04-06 20:29:03        238    0.7741935
              status_dt station_id availability
Run Code Online (Sandbox Code Playgroud)

时间戳不匹配,因此我想在表A时间戳之前的观察时将表B的状态添加到表A中。

预期的结果将是例如列“可用性”:

             status_dt station_id availability 
1: 2014-04-06 18:24:32        238    0.8387097         
2: 2014-04-06 18:20:30        238    0.8387097            
3: 2014-04-06 01:04:13        373    1.0000000            
4: 2014-04-06 01:03:36        373    1.0000000           
5: 2014-04-06 01:03:37        373    1.0000000            
6: 2014-04-06 01:03:01        373    1.0000000          
7: 2014-04-06 01:02:42        373    1.0000000           
8: 2014-04-06 01:02:31        373    1.0000000          
Run Code Online (Sandbox Code Playgroud)

如果Start.Station.ID/station_id中的条目是唯一的,则BodieG的建议有效,但是将其建议应用于此数据可以得出

             status_dt station_id availability Start.Station.ID
1: 2014-04-06 18:24:32        373    0.4444444              238
2: 2014-04-06 18:20:30        373    0.4444444              238
3: 2014-04-06 01:04:13        373    1.0000000              373
4: 2014-04-06 01:03:36        373    1.0000000              373
5: 2014-04-06 01:03:37        373    1.0000000              373
6: 2014-04-06 01:03:01        373    1.0000000              373
7: 2014-04-06 01:02:42        373    1.0000000              373
8: 2014-04-06 01:02:31        373    1.0000000              373
Run Code Online (Sandbox Code Playgroud)

前两行中的条目不是我期望的(或希望的):它们是指站点373中的“可用性”,而不是238。

我猜想代码只是必须进行调整以反映时间戳和站点ID,但我在这里撞墙了……。我也不知道使用建议的xts-package是否会有所帮助,因为显然我在这里重复了时间步...

同样,任何提示都非常感谢。提前致谢!

为了重现性:
表A:

structure(list(Start.Time = structure(c(1396808672, 1396808430, 
1396746253, 1396746216, 1396746217, 1396746181, 1396746162, 1396746151
), class = c("POSIXct", "POSIXt"), tzone = "UTC"), Start.Station.ID = c(238, 
238, 373, 373, 373, 373, 373, 373)), .Names = c("Start.Time", 
"Start.Station.ID"), class = c("data.table", "data.frame"), row.names = c(NA, 
-8L))
Run Code Online (Sandbox Code Playgroud)

表B:

   structure(list(status_dt = structure(c(1396744142, 1396744142, 
1396747743, 1396747743, 1396753143, 1396753143, 1396754942, 1396754942, 
1396756743, 1396756743, 1396758542, 1396758542, 1396760343, 1396760343, 
1396765743, 1396765743, 1396767542, 1396767542, 1396772943, 1396772943, 
1396778402, 1396778402, 1396781943, 1396781943, 1396785542, 1396785542, 
1396787342, 1396787342, 1396790942, 1396790942, 1396794543, 1396794543, 
1396798143, 1396798143, 1396799943, 1396799943, 1396801743, 1396801743, 
1396805343, 1396805343, 1396807143, 1396807143, 1396810743, 1396810743, 
1396816143, 1396816143, 1396817942, 1396817942, 1396821542, 1396821542, 
1396826942, 1396826942), class = c("POSIXct", "POSIXt"), tzone = "UTC"), 
    station_id = c(238, 373, 238, 373, 238, 373, 238, 373, 238, 
    373, 238, 373, 238, 373, 238, 373, 238, 373, 238, 373, 238, 
    373, 238, 373, 238, 373, 238, 373, 238, 373, 238, 373, 238, 
    373, 238, 373, 238, 373, 238, 373, 238, 373, 238, 373, 238, 
    373, 238, 373, 238, 373, 238, 373), availability = c(0.935483870967742, 
    1, 1, 0.611111111111111, 0.935483870967742, 0.666666666666667, 
    0.967741935483871, 0.666666666666667, 0.967741935483871, 
    0.666666666666667, 0.935483870967742, 0.666666666666667, 
    0.967741935483871, 0.666666666666667, 0.967741935483871, 
    0.611111111111111, 0.967741935483871, 0.611111111111111, 
    1, 0.444444444444444, 0.870967741935484, 0.5, 0.806451612903226, 
    0.5, 0.774193548387097, 0.388888888888889, 0.709677419354839, 
    0.388888888888889, 0.67741935483871, 0.333333333333333, 1, 
    0.5, 0.903225806451613, 0.444444444444444, 0.935483870967742, 
    0.444444444444444, 0.903225806451613, 0.444444444444444, 
    0.870967741935484, 0.444444444444444, 0.838709677419355, 
    0.444444444444444, 0.903225806451613, 0.5, 0.774193548387097, 
    0.611111111111111, 0.766666666666667, 0.611111111111111, 
    0.774193548387097, 0.555555555555556, 0.870967741935484, 
    0.666666666666667)), .Names = c("status_dt", "station_id", 
"availability"), class = c("data.table", "data.frame"), row.names = c(NA, 
-52L), sorted = "status_dt")
Run Code Online (Sandbox Code Playgroud)

Bro*_*ieG 4

您可以使用roll参数:

setkey(B, status_dt)
B[A, roll=TRUE]
Run Code Online (Sandbox Code Playgroud)

生产:

              status_dt station_id availability Start.Station.ID
 1: 2014-04-06 21:07:42        225    0.4864865              225
 2: 2014-04-06 21:06:50        225    0.4864865              225
 3: 2014-04-06 21:06:49        225    0.4864865              225
 4: 2014-04-06 21:06:15        225    0.4864865              225
 5: 2014-04-06 21:04:35        225    0.4864865              225
 6: 2014-04-06 21:05:33        225    0.4864865              225
 7: 2014-04-06 21:04:45        225    0.4864865              225
 8: 2014-04-06 21:04:37        225    0.4864865              225
 9: 2014-04-06 21:04:35        225    0.4864865              225
10: 2014-04-06 21:01:45        225    0.4864865              225
11: 2014-04-06 21:00:57        225    0.4864865              225
12: 2014-04-06 20:59:04        225    0.4864865              225
13: 2014-04-06 20:58:04        225    0.8648649              225
14: 2014-04-06 20:57:22        225    0.8648649              225
15: 2014-04-06 20:57:24        225    0.8648649              225
16: 2014-04-06 20:56:40        225    0.8648649              225
17: 2014-04-06 20:55:52        225    0.8648649              225
18: 2014-04-06 20:55:25        225    0.8648649              225
19: 2014-04-06 20:55:24        225    0.8648649              225
20: 2014-04-06 20:55:00        225    0.8648649              225
21: 2014-04-06 18:25:30        225    0.9729730              225
22: 2014-04-06 18:25:28        225    0.9729730              225
              status_dt station_id availability Start.Station.ID
Run Code Online (Sandbox Code Playgroud)

这与您的预期输出非常匹配,除了它有一些额外的行,据我所知,根据您对问题的描述,这些行是合法的。