按时间窗口之间的时间间隔分组 [英] Group by time interval between window of time
本文介绍了按时间窗口之间的时间间隔分组的处理方法,对大家解决问题具有一定的参考价值,需要的朋友们下面随着小编来一起学习吧!
问题描述
我具有以下文档结构:
{
"_id":"5c59c35d8610f702d00e6f70",
"ipAddress":"50.116.14.48",
"startTime":"2018-02-06T12:01:59.000Z",
"endTime":"2018-02-06T12:31:00.000Z",
}
我希望能够在15分钟的时间范围内对事件进行分组.例如;鉴于以上文档的结构,我认为该文档将在0-15分钟,15-30分钟和30-45分钟内都算作一次事件.
I would like to be able to group occurrences within a 15 min window of time. For example; Given the structure of the document above I would assume this document would count as an occurrence for both 0-15mins, 15-30mins, and 30-45mins.
结果看起来像这样:
[
{
"occurrences":1,
"startWindow":"2018-02-06T12:00:00.000Z",
"endWindow":"2018-02-06T12:15:00.000Z"
},
{
"occurrences":1,
"startWindow":"2018-02-06T12:15:01.000Z",
"endWindow":"2018-02-06T12:30:00.000Z"
},
{
"occurrences":1,
"startWindow":"2018-02-06T12:30:01.000Z",
"endWindow":"2018-02-06T12:45:00.000Z"
}
]
我看过很多例子,它们仅按一个时间间隔对一个日期进行分组,但是这种情况下文档有时间窗呢?
I have seen many examples that group only by a single date on an interval, but how about this situation where the document has a window of time?
您如何建立此聚合?
推荐答案
In addition to mickl's time math you need to use $range to "spread" the document across all "windows" between start and end:
db.col.aggregate([
{ $addFields: {
// an array of 15 min intervals between startTime and endTime
window: { $range: [
{ $floor: { $divide: [ { $toLong: { $toDate: "$startTime" } }, 900000 ] } },
{ $ceil: { $divide: [ { $toLong: { $toDate: "$endTime" } }, 900000 ] } }
] }
} },
// 1 document per interval
{ $unwind: "$window" },
// group by interval
{ $group: {
_id: "$window",
occurrences: { $sum: 1 }
}},
// to match expected order
{$sort: {_id:1}},
// calculate window boundaries
{ $project: {
_id: 0,
occurrences: 1,
startWindow: { $toDate: { $add: [ { $multiply: [ "$_id", 900000 ] }, 1000 ] } },
endWindow: { $toDate: { $multiply: [ { $add: [ "$_id", 1 ] }, 900000 ] } }
} }
])
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