How to make a line plot and indicating data gap?
11 views (last 30 days)
Show older comments
Dear,
I have the following datafile (please see the attachement), the data consist of three columnes, Date (YYYY-MM-DD), Time (HH:MM) and the last column is the value which need to be ploted against time. But there is gap in the data for example there is no data between 2020-10-10 to 2020-11-02 and i dont want to connect the line, but instead, i would rather leave a shaded gap and mark it as no data. Do you have any suggestions?
I have tried this code but i had problem combining the data and time; am i on the right path?
data = readtable('data.csv');
dateColumn = data(:, 1);
timeColumn = data(:, 2);
valueColumn = data(:, 3);
% Convert date and time components to serial date numbers and here i get
% error
dateNumbers = datenum(dateColumn{:}, 'yyyy-mm-dd');
timeNumbers = datenum(timeColumn{:}, 'HH:MM');
dateTime = datetime(dateNumbers + timeNumbers, 'ConvertFrom', 'datenum');
plot(dateTime, valueColumn{:});
xlabel('Date and Time');
ylabel('Value');
title('Financial Data');
Example customization options:
grid on;
datetick('x', 'yyyy-mm-dd HH:MM', 'keeplimits');
legend('Value');
0 Comments
Accepted Answer
Sulaymon Eshkabilov
on 22 May 2023
Edited: Sulaymon Eshkabilov
on 22 May 2023
Here is how it can be done. Note that there are only 4 individual data points are missing and thus, they can be displayed individually.
data = readtable('https://www.mathworks.com/matlabcentral/answers/uploaded_files/1390854/Data.txt');
%data = readtable('Data0.txt');
dateColumn = data(:, 1);
timeColumn = data(:, 2);
valueColumn = data(:, 3);
% Convert date and time components to serial date numbers and here i get
% error
dateNumbers = datenum(dateColumn.date);
timeNumbers = datenum(timeColumn.hr_min, 'HH:MM');
dateTime = datetime(dateNumbers + timeNumbers, 'ConvertFrom', 'datenum');
% Missing data point indices are located
IND = find(ismissing(valueColumn.value));
% Missing data points are taken to be mean of the data in order to display
% in the plot figure
valueColumn.value(IND) = mean(valueColumn.value, 'omitnan');
figure
plot(dateTime(IND), valueColumn.value(IND), 'ro','MarkerFaceColor','y', 'markersize',13);
hold on
plot(dateTime, valueColumn.value, 'b-.');
xlabel('Date and Time');
ylabel('Value');
title('Financial Data');
%Example customization options:
grid on;
hold off
% datetick('x', 'yyyy-mm-dd HH:MM', 'keeplimits');
legend( 'Missing data', 'All existing data');
2 Comments
Sulaymon Eshkabilov
on 23 May 2023
Use these commands:
data = readtable('https://www.mathworks.com/matlabcentral/answers/uploaded_files/1390854/Data.txt');
dateColumn = data(:, 1);
timeColumn = data(:, 2);
valueColumn = data(:, 3);
dateNumbers = datenum(dateColumn.date);
timeNumbers = datenum(timeColumn.hr_min, 'HH:MM');
dateTime = datetime(dateNumbers, 'ConvertFrom', 'datenum');
% Missing data point indices are located
IND = find(ismissing(valueColumn.value));
% Missing data points are taken to be mean of the data in order to display
% in the plot figure
valueColumn.value(IND) = mean(valueColumn.value, 'omitnan');
figure
plot(dateTime(IND), valueColumn.value(IND), 'ro','MarkerFaceColor','y', 'markersize',13);
hold on
plot(dateTime, valueColumn.value, 'b-.');
xlabel('Date and Time');
ylabel('Value');
title('Financial Data');
%Example customization options:
grid on;
hold off
% datetick('x', 'yyyy-mm-dd HH:MM', 'keeplimits');
legend( 'Missing data', 'All existing data');
More Answers (1)
Seth Furman
on 5 Jun 2023
datestr is discouraged
I should mention that datestr is discouraged. Prefer datetime where possible.
For example,
dt = datetime("2020-10-01","Format","uuuu-MM-dd")
dt.Year, dt.Month, dt.Day
Consider xregion in MATLAB R2023a or later
% Read data as a timetable
tt = readtimetable("Data.txt", TextType="string", VariableNamingRule="preserve")
% Convert duration strings to duration objects
tt.("hr:min") = duration(tt.("hr:min"), InputFormat="hh:mm")
% Move duration data to timetable row-times
tt.date = tt.date + tt.("hr:min");
tt.date.Format = "uuuu-MM-dd HH:mm"; % Update datetime format to include hours and minutes
tt.("hr:min") = [] % Remove "hr:min" variable, which is no longer needed
% Plot timetable data and add an xregion with legend entry labeling it as
% having no data
plot(tt, "value");
xregion(datetime(2020,10,10), datetime(2020,11,02), DisplayName="No data");
xtickformat("uuuu-MM-dd HH:mm");
xtickangle(45);
legend(["value" "No data"]);
0 Comments
See Also
Categories
Find more on Spreadsheets in Help Center and File Exchange
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!