LINQ aggregate and group by periods of time
Solution 1:
You could round the time stamp to the next boundary (i.e. down to the closest 5 minute boundary in the past) and use that as your grouping:
var groups = series.GroupBy(x =>
{
var stamp = x.timestamp;
stamp = stamp.AddMinutes(-(stamp.Minute % 5));
stamp = stamp.AddMilliseconds(-stamp.Millisecond - 1000 * stamp.Second);
return stamp;
})
.Select(g => new { TimeStamp = g.Key, Value = g.Average(s => s.value) })
.ToList();
Above achieves that by using a modified time stamp in the grouping, which sets the minutes to the previous 5 minute boundary and removes the seconds and milliseconds. The same approach of course can be used for other time periods, i.e. hours and days.
Edit:
Based on this made up sample input:
var series = new List<Sample>();
series.Add(new Sample() { timestamp = DateTime.Now.AddMinutes(3) });
series.Add(new Sample() { timestamp = DateTime.Now.AddMinutes(4) });
series.Add(new Sample() { timestamp = DateTime.Now.AddMinutes(5) });
series.Add(new Sample() { timestamp = DateTime.Now.AddMinutes(6) });
series.Add(new Sample() { timestamp = DateTime.Now.AddMinutes(7) });
series.Add(new Sample() { timestamp = DateTime.Now.AddMinutes(15) });
3 groups were produced for me, one with grouping timestamp 3:05, one with 3:10 and one with 3:20 pm (your results may vary based on current time).
Solution 2:
I'm very late to the game on this one, but I came accross this while searching for something else, and I thought i had a better way.
series.GroupBy (s => s.timestamp.Ticks / TimeSpan.FromHours(1).Ticks)
.Select (s => new {
series = s
,timestamp = s.First ().timestamp
,average = s.Average (x => x.value )
}).Dump();
Here is a sample linqpad program so you can validate and test
void Main()
{
List<Sample> series = new List<Sample>();
Random random = new Random(DateTime.Now.Millisecond);
for (DateTime i = DateTime.Now.AddDays(-5); i < DateTime.Now; i += TimeSpan.FromMinutes(1))
{
series.Add(new UserQuery.Sample(){ timestamp = i, value = random.NextDouble() * 100 });
}
//series.Dump();
series.GroupBy (s => s.timestamp.Ticks / TimeSpan.FromHours(1).Ticks)
.Select (s => new {
series = s
,timestamp = s.First ().timestamp
,average = s.Average (x => x.value )
}).Dump();
}
// Define other methods and classes here
public class Sample
{
public DateTime timestamp;
public double value;
}
Solution 3:
For grouping by hour you need to group by the hour part of your timestamp which could be done as so:
var groups = from s in series
let groupKey = new DateTime(s.timestamp.Year, s.timestamp.Month, s.timestamp.Day, s.timestamp.Hour, 0, 0)
group s by groupKey into g select new
{
TimeStamp = g.Key,
Value = g.Average(a=>a.value)
};