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Mahikaserawat asked . 2020-07-29

Finding Number of Events with Values Consectively Greater Than a Threshold

I have temperature data called tmax (2650x1 double) that is basically just temperatures every single day in a row. Im trying to find the number of events in which the temperature was 90 degrees or above for 2 or more consecutive days. I've tried a few things with no luck, please help me with how to go about this. Thank you in advance for the help!

matrix , matlab

Expert Answer

Prashant Kumar answered . 2025-03-28 19:15:23

To count the number of events in which the temperature stays at or above 90 degrees for 2 or more consecutive days, you can use MATLAB's logical indexing and a few key functions. Here's how you can do it:


Steps:

  1. Threshold Comparison:

    • Create a logical array that indicates whether each temperature is ≥90\geq 90.
  2. Group Consecutive Days:

    • Use diff and find to identify consecutive segments of ≥90\geq 90.
  3. Count Events:

    • Identify segments with 2 or more consecutive days and count them.

MATLAB Code:

 

% Example temperature data (replace with your tmax data)
tmax = [85; 91; 93; 89; 90; 92; 88; 90; 90; 85; 91; 91; 92];

% Step 1: Create a logical array for temperatures >= 90
aboveThreshold = tmax >= 90;

% Step 2: Identify groups of consecutive days
% Use diff to find transitions and bwlabel to label groups
groupLabels = bwlabel(aboveThreshold);

% Step 3: Count group lengths and filter for events >= 2 days
uniqueGroups = unique(groupLabels);
numEvents = 0;

for i = 1:length(uniqueGroups)
    if uniqueGroups(i) == 0
        continue; % Skip the '0' group, which represents no event
    end
    
    groupSize = sum(groupLabels == uniqueGroups(i));
    if groupSize >= 2
        numEvents = numEvents + 1;
    end
end

% Display the result
fprintf('Number of events with 2 or more consecutive days >= 90: %d\n', numEvents);
 

To count the number of events in which the temperature stays at or above 90 degrees for 2 or more consecutive days, you can use MATLAB's logical indexing and a few key functions. Here's how you can do it:


Steps:

  1. Threshold Comparison:

    • Create a logical array that indicates whether each temperature is ≥90\geq 90.
  2. Group Consecutive Days:

    • Use diff and find to identify consecutive segments of ≥90\geq 90.
  3. Count Events:

    • Identify segments with 2 or more consecutive days and count them.

MATLAB Code:

matlab
% Example temperature data (replace with your tmax data) tmax = [85; 91; 93; 89; 90; 92; 88; 90; 90; 85; 91; 91; 92]; % Step 1: Create a logical array for temperatures >= 90 aboveThreshold = tmax >= 90; % Step 2: Identify groups of consecutive days % Use diff to find transitions and bwlabel to label groups groupLabels = bwlabel(aboveThreshold); % Step 3: Count group lengths and filter for events >= 2 days uniqueGroups = unique(groupLabels); numEvents = 0; for i = 1:length(uniqueGroups) if uniqueGroups(i) == 0 continue; % Skip the '0' group, which represents no event end groupSize = sum(groupLabels == uniqueGroups(i)); if groupSize >= 2 numEvents = numEvents + 1; end end % Display the result fprintf('Number of events with 2 or more consecutive days >= 90: %d\n', numEvents);

Explanation of Key Functions:

  1. tmax >= 90:

    • Creates a logical array where 1 indicates temperatures ≥90\geq 90.
  2. bwlabel:

    • Labels connected components (consecutive 1s) in the logical array.
  3. unique and sum:

    • Used to compute the size of each labeled group and check if it meets the 2-day threshold.

Example Output:

For the tmax array in the example:

 

tmax = [85; 91; 93; 89; 90; 92; 88; 90; 90; 85; 91; 91; 92];

The output will be: javascript Copy Edit

Number of events with 2 or more consecutive days >= 90: 3

Let me know if you'd like further clarification or enhancements!


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