Skip to main content

date and time - Histogram of runs


What I would like to do is generate a histogram of the consecutive time spent under a level. For example if the level I was interested in was 1.0 and I had this data;


{{{2010, 1, 1, 6, 15, 0.}, 0.04375}, {{2010, 1, 1, 6, 30, 0.},0.04375}, 
{{2010, 1, 1, 6, 45, 0.},0.04375}, {{2010, 1, 1, 7, 0, 0.},5},
{{2010, 1, 1, 7, 15, 0.}, 0.5},{2010, 1, 1, 7, 30, 0.}, 5}}}

I would get a histogram containing two values, 45 (7:00am - 6:15am) and 15 (7:30am - 7:15am) minutes.


Any help would be appreciated.



Answer




Split time-series data based on a one-place test function, and collect total durations for spells of periods satisfying the test condition:


 ClearAll[durationsF];
durationsF[timeseries : {{{__}, _} ..}, test_] :=
With[{ts = timeseries /. {{dt__}, val_} :> {AbsoluteTime[{dt}], test[val]}},
(Last@# - First@#) & /@ Map[First, Split[ts, #[[2]] === True &], {2}]/60 /.
(0) -> Sequence[]];

OP's example:


 opdata = {{{2010, 1, 1, 6, 15, 0.}, 0.04375}, {{2010, 1, 1, 6, 30, 0.},  0.04375},
{{2010, 1, 1, 6, 45, 0.}, 0.04375}, {{2010, 1, 1, 7, 0, 0.}, 5},

{{2010, 1, 1, 7, 15, 0.}, 0.5}, {{2010, 1, 1, 7, 30, 0.}, 5}};
durationsF[opdata , # <= 1 &]
(* {45, 15} *)

Weather data example:


 psdnWthr = WeatherData["Pasadena",  "Temperature", {{2012, 1, 1}, {2012, 1, 15}}];
DateListPlot[psdnWthr, GridLines -> {Automatic, {15}}, Joined -> True]

enter image description here


 durationsF[psdnWthr, # <= 15 &]

(* {180, 1200, 2460, 840, 480, 720, 120, 1980, 3840, 1020} *)

Notes: If the input time series is not sorted, use ts=SortBy[ts,First] in the function definition. For units of measurement other than minutes, multiply by appropriate factors.


Comments

Popular posts from this blog

functions - Get leading series expansion term?

Given a function f[x] , I would like to have a function leadingSeries that returns just the leading term in the series around x=0 . For example: leadingSeries[(1/x + 2)/(4 + 1/x^2 + x)] x and leadingSeries[(1/x + 2 + (1 - 1/x^3)/4)/(4 + x)] -(1/(16 x^3)) Is there such a function in Mathematica? Or maybe one can implement it efficiently? EDIT I finally went with the following implementation, based on Carl Woll 's answer: lds[ex_,x_]:=( (ex/.x->(x+O[x]^2))/.SeriesData[U_,Z_,L_List,Mi_,Ma_,De_]:>SeriesData[U,Z,{L[[1]]},Mi,Mi+1,De]//Quiet//Normal) The advantage is, that this one also properly works with functions whose leading term is a constant: lds[Exp[x],x] 1 Answer Update 1 Updated to eliminate SeriesData and to not return additional terms Perhaps you could use: leadingSeries[expr_, x_] := Normal[expr /. x->(x+O[x]^2) /. a_List :> Take[a, 1]] Then for your examples: leadingSeries[(1/x + 2)/(4 + 1/x^2 + x), x] leadingSeries[Exp[x], x] leadingSeries[(1/x + 2 + (1 - 1/x...

How to thread a list

I have data in format data = {{a1, a2}, {b1, b2}, {c1, c2}, {d1, d2}} Tableform: I want to thread it to : tdata = {{{a1, b1}, {a2, b2}}, {{a1, c1}, {a2, c2}}, {{a1, d1}, {a2, d2}}} Tableform: And I would like to do better then pseudofunction[n_] := Transpose[{data2[[1]], data2[[n]]}]; SetAttributes[pseudofunction, Listable]; Range[2, 4] // pseudofunction Here is my benchmark data, where data3 is normal sample of real data. data3 = Drop[ExcelWorkBook[[Column1 ;; Column4]], None, 1]; data2 = {a #, b #, c #, d #} & /@ Range[1, 10^5]; data = RandomReal[{0, 1}, {10^6, 4}]; Here is my benchmark code kptnw[list_] := Transpose[{Table[First@#, {Length@# - 1}], Rest@#}, {3, 1, 2}] &@list kptnw2[list_] := Transpose[{ConstantArray[First@#, Length@# - 1], Rest@#}, {3, 1, 2}] &@list OleksandrR[list_] := Flatten[Outer[List, List@First[list], Rest[list], 1], {{2}, {1, 4}}] paradox2[list_] := Partition[Riffle[list[[1]], #], 2] & /@ Drop[list, 1] RM[list_] := FoldList[Transpose[{First@li...

front end - keyboard shortcut to invoke Insert new matrix

I frequently need to type in some matrices, and the menu command Insert > Table/Matrix > New... allows matrices with lines drawn between columns and rows, which is very helpful. I would like to make a keyboard shortcut for it, but cannot find the relevant frontend token command (4209405) for it. Since the FullForm[] and InputForm[] of matrices with lines drawn between rows and columns is the same as those without lines, it's hard to do this via 3rd party system-wide text expanders (e.g. autohotkey or atext on mac). How does one assign a keyboard shortcut for the menu item Insert > Table/Matrix > New... , preferably using only mathematica? Thanks! Answer In the MenuSetup.tr (for linux located in the $InstallationDirectory/SystemFiles/FrontEnd/TextResources/X/ directory), I changed the line MenuItem["&New...", "CreateGridBoxDialog"] to read MenuItem["&New...", "CreateGridBoxDialog", MenuKey["m", Modifiers-...