将时间戳数据汇总为每小时间隔

时间:2019-04-01 15:08:28

标签: r mutate

我正在使用大型数据集,并且由于我正在学习R,所以我希望使其更易于管理。

我有一系列4分钟的时间戳记间隔,分别测量了平均行进距离meters。这是数据示例:

> head(datanet)
   Date & Time [Local]    meters
1:    19/06/2018 00:08  2.448087
2:    19/06/2018 00:12 58.595811
3:    19/06/2018 00:16 49.057392
4:    19/06/2018 00:20  1.716189
5:    19/06/2018 00:24  2.166232
6:    19/06/2018 00:28 33.752809

我只是想将这4分钟间隔汇总为小时间隔,同时计算一天中每个小时(从023的平均行驶距离)。我希望输出表看起来像这样:

> head(data_travel)
    hour avg_meters sd_meters
 1     0       7.32     12.5 
 2     1       6.58     11.3 
 3     2       7.66     17.0 
 4     3       6.13     14.0 
 5     4       4.26     10.2 
 6     5       3.84      7.54

要获取data_travel,我使用了以下代码:

data_travel<-datanet %>% 
  mutate(date = dmy_hm(`Date & Time [Local]`),
         hour = hour(date)) %>% 
  group_by(hour) %>%
  summarise(
    avg_meters = mean(meters),
    sd_meters = sd(meters))

但是,此代码通过计算每小时中包括的所有4分钟间隔的平均行进距离datanet$meters来得出每小时平均值。如上所述,我想知道如何修改代码,以便将所有4分钟间隔datanet$meters的值求和成小时间隔,然后对datanet中的每一天进行小时平均值。

希望我已经足够清楚了,但是欢迎您询问其他信息。我将在下面附加一个dput(datanet)示例以提高可复制性:

> dput(datanet[1:600,])
structure(list(`Date & Time [Local]` = c("19/06/2018 00:08", 
"19/06/2018 00:12", "19/06/2018 00:16", "19/06/2018 00:20", "19/06/2018 00:24", 
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    meters = c(2.44808743796531, 58.5958105549192, 49.0573915168004, 
    1.71618923544311, 2.16623234264144, 33.7528092143734, 1.26876292628825, 
    4.09301793236524, 6.47380341213986, 2.02287444044928, 6.15764791418056, 
    4.88198337685391, 6.1518534564327, 19.9293981357374, 31.2807443706163, 
    11.9760177553429, 7.80034538189425, 2.09856685581426, 15.5559610933875, 
    5.54425190776513, 4.31727752887657, 1.69695203818687, 3.13701726469391, 
    4.17079079435503, 0, 0.253518261190509, 0.768515387271088, 
    5.75312128614323, 1.10161787301914, 0, 1.63627263077218, 
    1.94331762790558, 0.984128914771002, 0, 1.891376142142, 1.88169045315321, 
    1.14968339087591, 1.94662436122789, 2.53667294419711, 2.22463784687921, 
    1.14716037069784, 1.72269599615416, 0.253518262766866, 0.557086177521366, 
    0.834805798848609, 0.834805798848609, 0.834805798848609, 
    0.32373515360376, 0.250851604274291, 1.13037794205011, 1.01730179938836, 
    1.08245009766703, 1.29008139493895, 0.592050658495912, 0.984128914593752, 
    1.14716037069784, 0.246921421310107, 1.08086752437222, 0, 
    0.253518261190127, 0.834146432905571, 0.834146432905571, 
    1.32088856328962, 0, 1.01730179951988, 0.557086174016414, 
    0, 0, 0.981930302577223, 1.01730179952143, 0.801467385970428, 
    1.891376142142, 0.984128914771002, 0.984128914771002, 1.891376142142, 
    1.31556194378487, 1.70331684297699, 11.4746462151774, 5.19876037652309, 
    18.1991232643532, 5.45048803468078, 3.50474735760544, 0.834439563061093, 
    0, 1.29008140210492, 0.984760642562075, 1.01730179907391, 
    32.657190675824, 39.7593130805261, 34.2547425122791, 12.1116764053771, 
    18.526009117261, 3.86538989203226, 7.07005984938157, 1.72929805654892, 
    6.73320732100181, 23.0796824899771, 66.8539968083065, 101.031538229766, 
    142.563193250685, 117.93396678646, 30.4231296530894, 43.3196594211314, 
    14.3288406144688, 6.01740959634099, 7.35496556381327, 7.0780957149326, 
    1.06782836828317, 10.3553242863905, 59.205976673877, 34.5440414717095, 
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1 个答案:

答案 0 :(得分:1)

我认为您需要首先收集每天的所有小时总计,然后将这些天平均。可以通过按天和小时进行分组来完成。第一次summarise时,它将获得每个小时一小时组合的总计,并保留按小时分组的数据,以便您可以将所有小时1与其他小时1进行比较。然后,第二个summarise将创建这些小时总计的平均值和SD。

data_travel <- datanet %>% 
  mutate(date = dmy_hm(`Date & Time [Local]`),
         day  = as_date(date),
         hour = hour(date)) %>% 
  group_by(hour, day) %>%
  summarise(hr_meters = sum(meters)) %>%
  summarise(avg_meters = mean(hr_meters),
            sd_meters  = sd(hr_meters))