how to merge multiple csv files to create a timetable for synchronization?
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Hello,
I have 6 oxygen and 29 temperature time series file in csv format. Both of the groups have different time steps and their row numbers also differ within themselves. My main aim to sychronize them according to certain time step.
I previously read each data as below but it is time consuming to write each file name and read them. I am new to matlab so could not figure out how to merge all the timetables and read them at once or is it really required to merge them for this purpose? Is there a smarter way to read all the directory in a loop and create a merged timetable including the original file names? I appreciate your support!
%Temperature
f015712=readtimetable("015712_20190824_0951_eng.csv")
f015713=readtimetable("015713_20190824_1013_eng.csv")
f015714=readtimetable("015714_6.8m.csv")
f015715=readtimetable("015715_20190824_1120_eng.csv")
.
% 22 more files
.
f011563=readtimetable("011563_39.8.csv")
f011564=readtimetable("011564_40.85.csv")
f011565=readtimetable("011565_41.9m.csv")
%Oxygen
opto_2612_8=readtimetable("opto_2612_8.csv")
opto_2617_17=readtimetable("opto_2617_17.csv")
opto_2619_21=readtimetable("opto_2619_21.csv")
opto_2621_25=readtimetable("opto_2621_25.csv")
opto_2632_37=readtimetable("opto_2632_37.csv")
opto_2639_40=readtimetable("opto_2639_40.csv")
timetable1=synchronize(duo5100,f015712, f015713, f015714, f015715, f015716, f015717, f015718, f015719, ...
f015720, f015722, f015723, f015732, f015733, f015734, f015735, f015736, f015737, f015738,f011538, ...
f011539, f011540, f011542, f011543, f011544, f011545, f011551, f011553, f011554, f011555, ...
f011556, f011560, f011562, f011563, f011564, f011565,duo11861,opto_2612_8, opto_2617_17, opto_2619_21, ...
opto_2621_25, opto_2632_37, opto_2639_40,defi005,weather19, ...
'regular','fillwithmissing',"TimeStep",minutes(60))
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Voss
2022 年 4 月 21 日
This will create timetables from all the .csv files in a specified directory and pass them all to the synchronize function. (If you have some .csv files that should be excluded, you'll have to modify the code.)
% folder containing the .csv files:
csv_folder = pwd(); % replace this with the full path to your folder, e.g.,
% csv_folder = 'C:\Users\EA\Research\csv_data';
% construct a cell array of full paths
% to the relevant .csv files:
files = dir(fullfile(csv_folder,'*.csv'));
files = fullfile(csv_folder,{files.name});
% create a cell array of timetables containing all the
% timetables loaded from .csv files:
n_files = numel(files);
tables = cell(1,n_files);
for ii = 1:n_files
tables{ii} = readtimetable(files{ii});
end
% pass those timetables to synchronize, along with the other stuff:
timetable1 = synchronize(duo5100,tables{:},duo11861,defi005,weather19, ...
'regular','fillwithmissing',"TimeStep",minutes(60));
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