create vector with number of hour per years
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Valerio Gianforte
el 15 de Abr. de 2020
Hi everyone,
I should to create a vector with the number of hours per years. I already created the vector but its dimension is different by starting date vector and I don't know why considering that the vector has been created starting from the date vector. Can someone indicate me if is there an easier method to do this or can find the error? Thanks, I'm attacching the code below.
format long g
folderData = 'D:\Valerio\data\Cantabria_UPV_Analysis\data';
filePattern = fullfile(folderData, '*.xlsx');
xlsFiles = dir(filePattern);
nFiles = length(xlsFiles);
for ii = 1:nFiles
filename = fullfile(xlsFiles(ii).folder, xlsFiles(ii).name);
files{ii} = xlsread(filename);
end
ERA5 = files(1);
BUOY = files(2);
ERA5_data = unique(ERA5{:,1},'rows');
BUOY_data = unique(BUOY{:,1},'rows');
dt_BUOY = datetime([BUOY_data(:,1:3) BUOY_data(:,4) repmat([0 0],size(BUOY_data,1),1)]);
dt_ERA5 = datetime([ERA5_data(:,1:4) repmat([0 0],size(ERA5_data,1),1)]);
[~,ia,ie] = intersect(dt_BUOY,dt_ERA5);
tt_BUOY_ERA5 = timetable(dt_BUOY(ia),BUOY_data(ia,5:end),ERA5_data(ie,5:end));
tt_BUOY_ERA5.Properties.VariableNames = {'BUOY','ERA5'};
BUOY = tt_BUOY_ERA5.BUOY;
ERA5 = tt_BUOY_ERA5.ERA5;
time = tt_BUOY_ERA5.Time;
x1 = ERA5(:,1); %Hs from ERA5
Tp_ERA5 = ERA5(:,2); %Peak period from ERA5
dir_ERA5 = ERA5(:,3); %Dir from ERA5
y = BUOY(:,1); %Hs from BUOY
Tp_BUOY = BUOY(:,3); %Tp from BUOY
dir_BUOY = BUOY(:,7); %Dir from BUOY
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2005%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_05 = timerange('01-Jan-2005 00:00:00','01-Jan-2006 00:00:00');
tt_05 = tt_BUOY_ERA5(TR_05,:);
time_05 = tt_05.Time;
start_1 = datenum('01-Jan-2005 00:00:00');
start_2 = datenum(time_05(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_05(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours05 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2006%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_06 = timerange('01-Jan-2006 00:00:00','01-Jan-2007 00:00:00');
tt_06 = tt_BUOY_ERA5(TR_06,:);
time_06 = tt_06.Time;
start_1 = datenum('01-Jan-2006 00:00:00');
start_2 = datenum(time_06(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_06(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours06 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2007%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_07 = timerange('01-Jan-2007 00:00:00','01-Jan-2008 00:00:00');
tt_07 = tt_BUOY_ERA5(TR_07,:);
time_07 = tt_07.Time;
start_1 = datenum('01-Jan-2007 00:00:00');
start_2 = datenum(time_07(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_07(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours07 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2008%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_08 = timerange('01-Jan-2008 00:00:00','01-Jan-2009 00:00:00');
tt_08 = tt_BUOY_ERA5(TR_08,:);
time_08 = tt_08.Time;
start_1 = datenum('01-Jan-2008 00:00:00');
start_2 = datenum(time_08(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_08(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours08 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2009%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_09 = timerange('01-Jan-2009 00:00:00','01-Jan-2010 00:00:00');
tt_09 = tt_BUOY_ERA5(TR_09,:);
time_09 = tt_09.Time;
start_1 = datenum('01-Jan-2009 00:00:00');
start_2 = datenum(time_09(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_09(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours09 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2010%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_10 = timerange('01-Jan-2010 00:00:00','01-Jan-2011 00:00:00');
tt_10 = tt_BUOY_ERA5(TR_10,:);
time_10 = tt_10.Time;
start_1 = datenum('01-Jan-2010 00:00:00');
start_2 = datenum(time_10(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_10(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours10 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2011%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_11 = timerange('01-Jan-2011 00:00:00','01-Jan-2012 00:00:00');
tt_11 = tt_BUOY_ERA5(TR_11,:);
time_11 = tt_11.Time;
start_1 = datenum('01-Jan-2011 00:00:00');
start_2 = datenum(time_11(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_11(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours11 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2012%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_12 = timerange('01-Jan-2012 00:00:00','01-Jan-2013 00:00:00');
tt_12 = tt_BUOY_ERA5(TR_12,:);
time_12 = tt_12.Time;
start_1 = datenum('01-Jan-2012 00:00:00');
start_2 = datenum(time_12(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_12(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours12 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2013%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_13 = timerange('01-Jan-2013 00:00:00','01-Jan-2014 00:00:00');
tt_13 = tt_BUOY_ERA5(TR_13,:);
time_13 = tt_13.Time;
start_1 = datenum('01-Jan-2013 00:00:00');
start_2 = datenum(time_13(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_13(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours13 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2014%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_14 = timerange('01-Jan-2014 00:00:00','01-Jan-2015 00:00:00');
tt_14 = tt_BUOY_ERA5(TR_14,:);
time_14 = tt_14.Time;
start_1 = datenum('01-Jan-2014 00:00:00');
start_2 = datenum(time_14(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_14(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours14 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2015%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_15 = timerange('01-Jan-2015 00:00:00','01-Jan-2016 00:00:00');
tt_15 = tt_BUOY_ERA5(TR_15,:);
time_15 = tt_15.Time;
start_1 = datenum('01-Jan-2015 00:00:00');
start_2 = datenum(time_15(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_15(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours15 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2016%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_16 = timerange('01-Jan-2016 00:00:00','01-Jan-2017 00:00:00');
tt_16 = tt_BUOY_ERA5(TR_16,:);
time_16 = tt_16.Time;
start_1 = datenum('01-Jan-2016 00:00:00');
start_2 = datenum(time_16(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_16(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours16 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2017%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_17 = timerange('01-Jan-2017 00:00:00','01-Jan-2018 00:00:00');
tt_17 = tt_BUOY_ERA5(TR_17,:);
time_17 = tt_17.Time;
start_1 = datenum('01-Jan-2017 00:00:00');
start_2 = datenum(time_17(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_17(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours17 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2018%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_18 = timerange('01-Jan-2018 00:00:00','01-Jan-2019 00:00:00');
tt_18 = tt_BUOY_ERA5(TR_18,:);
time_18 = tt_18.Time;
start_1 = datenum('01-Jan-2018 00:00:00');
start_2 = datenum(time_18(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_18(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours18 = (start_hours:end_hours).';
%%%%%%%%%%%%%%%%%%%%HOURS NUMBER IN 2019%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
TR_19 = timerange('01-Jan-2019 00:00:00','31-Dec-2019 23:00:00');
tt_19 = tt_BUOY_ERA5(TR_19,:);
time_19 = tt_19.Time;
start_1 = datenum('01-Jan-2019 00:00:00');
start_2 = datenum(time_19(1,:));
start = start_2 - start_1;
start_hours = floor(start * 24);
end_one = datenum(time_19(end,:));
Dt = end_one - start_1;
end_hours = floor(Dt * 24);
hours19 = (start_hours:end_hours).';
hours_YY = 8766.00;
HH = [hours05; hours06; hours07; hours08; hours09; hours10; hours11; hours12; hours13; hours14; hours15; hours16; hours17; hours18; hours19];
time_dir = HH/hours_YY;
x2 = time_dir * 360;
I can't attach the data because are too much heavy.
4 comentarios
darova
el 15 de Abr. de 2020
Editada: darova
el 15 de Abr. de 2020
I didn't understand your question but the only thing i know is that your code can be much shorter
Use for loop. Example:
% TR_05 = timerange('01-Jan-2005 00:00:00','01-Jan-2006 00:00:00');
% tt_05 = tt_BUOY_ERA5(TR_05,:);
for i = 1:14
s1 = sprintf('01-Jan-%d 00:00:00',2004+i);
s2 = sprintf('01-Jan-%d 00:00:00',2005+i);
TR = timerange(s1,s2);
tt = tt_BUOY_ERA5(TR,:);
end
Respuesta aceptada
dpb
el 15 de Abr. de 2020
Editada: dpb
el 16 de Abr. de 2020
Oh. I see at the beginning you did create a timetable -- good! Just use it--
tt_BUOY_ERA5.Properties.DimensionNames={'Time','Variables'}; % rename time column for convenience
tt_BUOY_ERA5.ElapsedTime=tt_BUOY_ERA5.Time-tt_BUOY_ERA5.Time(1); % create the elapsed time as duration
tt_BUOY_ERA5.Hours=hours(tt_BUOY_ERA5.ElapsedTime); % elapsed time as double in hours
will leave you with the times associated with the actual data accounting for any missing...
ADDENDUM:
As noted, eyes glazed over with all the code so thought were trying to build a vector from beginning...to do for each year is also pretty simple--Steven showed the way altho went on to demonstrate another feature or two...
tt_BUOY_ERA5.AnnualHrs=hours(tt_BUOY_ERA5.Time-dateshift(tt_BUOY_ERA5.Time,'start','year'));
produces variable that is hours from beginning of the year irrespective of date of first observation within the year.
3 comentarios
dpb
el 16 de Abr. de 2020
See amended Answer...so much code I thought you were appending vectors from beginning...
As far as zero- or one-based counting, that's simply an adjustment of +1 or not...
Más respuestas (1)
Steven Lord
el 16 de Abr. de 2020
If you need to extract and operate on each year's worth of data separately the timerange and retime functions will likely be of use to you. Let's make some sample data.
rng default
t = datetime('today');
time = t + days(randi([0 1000], 10, 1));
data = (1:10).';
tt = timetable(time, data)
If I want to extract just data from this year, first I find the start of this year using dateshift.
startThisYear = dateshift(t, 'start', 'year');
Next I make a timerange that covers just this calendar year.
thisYear = timerange(startThisYear, startThisYear+calyears(1))
Finally I use the timerange to index into the timetable tt.
tt(thisYear, :)
As I type this tt has two rows whose times are in 2020, rows 3 and 6, and those are the ones returned by that indexing operation.
If I wanted to aggregate the data by years, I could do that with retime. For example, taking the yearly mean:
retime(tt, 'yearly', 'mean')
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