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AVERAGE VALUES FOR .XLSX AND PLOT MATLAB R2021a
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I want to calculate the hour by hour average values of the Var3 column of the attached file, I have tried the following code but I could not solve the problem, then I want to graph the average data vs time
I am trying to run this code for .cvs files but applied it for .xlsx files but the code does not run
data1 = readtable('historico_12.xlsx', 'VariableNamingRule','preserve');
MyDateTime = data1.Date + data1.Time;
MyDateTime.Format = 'yyyy-MM-dd HH:mm:ss';
data2 = [data1(:,1) table(MyDateTime) data1(:,[3:end])];
%%
% Create a new column for the time (round up to the start of the hour)
data2.Hour = dateshift(data2.MyDateTime, 'start', 'hour');
% Group by new time column and calculate average
averageData = groupsummary(data2, 'Hour', 'mean', 'Var3');
% Show results
disp(averageData);
% Graph average hourly data
figure;
plot(averageData.Hour, averageData.mean_Var3, '-');
xlabel('Date & Time');
ylabel('Average value Pressure');
title('Average Hour by Hour');
grid on;
% Save results to a new CSV file
writetable(averageData, 'average_hours_by_hour.csv')
I'm trying to adapt it to the following code:
clear;
clc;
%% obtener información sobre los archivos
S = dir('*.xlsx');
%% construir nombres de archivos de ruta completa
filenames = fullfile({S.folder},{S.name});
%% lee cada archivo en una tabla, almacenado en la matriz de estructura S
%como campo 'datos'
for ii = 1:numel(S) %cuenta cuantos archivos hay que almacenar
S(ii).data = readtable(filenames{ii});
end
%% % combine all tables into one
T = vertcat(S.data);
%% eliminar filas con tiempos duplicados
[t,idx] = unique(T.(1)+days(T.(2)));
T = T(idx,:);
%% plot
figure
plot(t,T.(3),'-','LineWidth',1)
grid on
axis tight
%% Simbología
%figure('Name','Measured Data');
xlabel('time (hours)')
ylabel('pressure')
title('WELL')
grid on
grid minor
hold on
% Save results to a new XLSX file
writetable(averageData, 'average_hours_by_hour.xlsx')
4 个评论
Walter Roberson
2024-10-16
[t,idx] = unique(T.(1)+days(T.(2)));
That is creating t as a datetime array
t.Hour = dateshift(t, 'start', 'hour');
That is attempting to create a field named Hour within the datetime array t
You probably wanted
T.Hour = dateshift(t, 'start', 'hour');
and
averageData = groupsummary(T, 'Hour', 'mean', 'Var3');
采纳的回答
dpb
2024-10-16
tH=readtable('historico_12.xlsx');
tH.Properties.VariableNames(1)={'Date'};
tH.Date.Format='yyyy-MM-dd HH:mm:ss';
height(tH)
[head(tH,5);tail(tH,5)]
[min(tH.Var2) max(tH.Var2) mean(diff(tH.Var2))*1E6]
plot(tH.Var2)
nDays=day(tH.Date(end))-day(tH.Date(1))==numel(find(diff(tH.Var2)<0))
So, it appears @Walter Roberson's hypothesis is correct; we'll add the time to the day. As he notes, it's unusual but appears to be what was done when writing the timestamp.
It would seem to do the hourly averages, the easiest route would be to just convert to the timetable and retime...
tH.Properties.VariableNames(2:3)={'DayFraction','Unknown'};
tH.Date=tH.Date+tH.DayFraction;
tH=removevars(tH,'DayFraction');
tH=table2timetable(tH);
head(tH,5)
tHrAvg=retime(tH,'hourly',@mean);
[head(tHrAvg);tail(tHrAvg)]
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