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Writing text files (writetable, fprintf) in MATLAB - Time & Space Complexity

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Time Complexity: Writing text files (writetable, fprintf)
O(n)
Understanding Time Complexity

When writing data to text files in MATLAB, it's important to know how the time needed grows as the data size grows.

We want to understand how the time to save data changes when we have more rows or more data to write.

Scenario Under Consideration

Analyze the time complexity of the following code snippet.


% Write table data to a text file
T = table((1:1000)', rand(1000,1), 'VariableNames', {'ID', 'Value'});
writetable(T, 'output.txt');

% Write formatted data line by line
fid = fopen('output2.txt', 'w');
for i = 1:height(T)
    fprintf(fid, '%d %.4f\n', T.ID(i), T.Value(i));
end
fclose(fid);
    

This code writes a table of 1000 rows to text files using two methods: writetable and fprintf in a loop.

Identify Repeating Operations

Identify the loops, recursion, array traversals that repeat.

  • Primary operation: Writing each row of data to the file.
  • How many times: Once for each row in the table (1000 times in this example).
How Execution Grows With Input

As the number of rows increases, the time to write grows roughly in direct proportion.

Input Size (n)Approx. Operations
1010 write operations
100100 write operations
10001000 write operations

Pattern observation: Doubling the number of rows roughly doubles the time to write.

Final Time Complexity

Time Complexity: O(n)

This means the time to write grows linearly with the number of rows in the data.

Common Mistake

[X] Wrong: "Writing a few extra columns or formatting details does not affect time much."

[OK] Correct: Each extra column means more data to write per row, so the time per row increases, making the total time grow more than expected.

Interview Connect

Understanding how file writing time grows helps you explain performance in real projects where saving large data is common.

Self-Check

"What if we changed the loop with fprintf to write multiple rows at once? How would the time complexity change?"

Practice

(1/5)
1. Which MATLAB function is best suited to save a table as a CSV file quickly?
easy
A. writetable
B. fprintf
C. fopen
D. load

Solution

  1. Step 1: Understand the purpose of writetable

    writetable is designed to save MATLAB tables directly to files like CSV with minimal code.
  2. Step 2: Compare with other functions

    fprintf is for custom text formatting, fopen opens files but doesn't save tables, and load is for loading data, not saving.
  3. Final Answer:

    writetable -> Option A
  4. Quick Check:

    Save table fast = writetable [OK]
Hint: Use writetable to save tables directly as CSV files [OK]
Common Mistakes:
  • Confusing fprintf with writetable for saving tables
  • Using fopen alone to save data
  • Thinking load saves files
2. Which of the following is the correct syntax to open a file named 'data.txt' for writing in MATLAB?
easy
A. fid = fopen('data.txt', 'w');
B. fid = fopen('data.txt', 'r');
C. fid = fopen('data.txt', 'a');
D. fid = fopen('data.txt', 'x');

Solution

  1. Step 1: Understand fopen modes

    'r' is read-only, 'w' is write (creates or overwrites), 'a' appends, 'x' creates new file but errors if exists.
  2. Step 2: Choose mode for writing

    To write fresh data, use 'w' mode to open file for writing.
  3. Final Answer:

    fid = fopen('data.txt', 'w'); -> Option A
  4. Quick Check:

    Open file for writing = 'w' mode [OK]
Hint: 'w' mode in fopen opens file for writing (overwrite) [OK]
Common Mistakes:
  • Using 'r' mode which is read-only
  • Using 'a' when overwrite is needed
  • Confusing 'x' mode with 'w'
3. What will be the output file content after running this MATLAB code?
fid = fopen('output.txt', 'w');
fprintf(fid, 'Value: %d\n', 42);
fclose(fid);
medium
A. 42
B. Value: 42
C. Value: %d
D. Error: File not closed

Solution

  1. Step 1: Analyze fprintf formatting

    fprintf writes formatted text. '%d' is replaced by integer 42, '\n' adds a newline.
  2. Step 2: Check file closing

    fclose(fid) properly closes the file, so no error occurs.
  3. Final Answer:

    Value: 42 -> Option B
  4. Quick Check:

    Formatted integer output = Value: 42 [OK]
Hint: fprintf replaces %d with number, remember to fclose [OK]
Common Mistakes:
  • Forgetting to close the file
  • Expecting %d to appear literally
  • Confusing output with just the number
4. Identify the error in this MATLAB code snippet that writes numbers to a file:
fid = fopen('numbers.txt', 'w');
fprintf(fid, '%d\n', 1:5);
% Missing fclose(fid)
medium
A. Missing file open mode
B. Using range 1:5 is invalid
C. Incorrect format specifier in fprintf
D. Missing fclose to close the file

Solution

  1. Step 1: Check file opening

    fopen uses 'w' mode correctly, so file opens for writing.
  2. Step 2: Check file closing

    The code does not call fclose(fid), which is necessary to save and release the file.
  3. Final Answer:

    Missing fclose to close the file -> Option D
  4. Quick Check:

    Always fclose after writing [OK]
Hint: Always fclose after writing to save file properly [OK]
Common Mistakes:
  • Forgetting fclose causes incomplete writes
  • Thinking fprintf needs different format for vectors
  • Assuming fopen mode is missing
5. You want to save a table T with columns 'Name' and 'Score' to a CSV file, but only include rows where Score > 50. Which MATLAB code correctly does this?
hard
A. fid = fopen('filtered.csv', 'w'); fprintf(fid, '%s, %d\n', T.Name, T.Score); fclose(fid);
B. fprintf('filtered.csv', '%s, %d\n', T.Name, T.Score);
C. writetable(T(T.Score > 50, :), 'filtered.csv');
D. writetable(T, 'filtered.csv');

Solution

  1. Step 1: Filter rows where Score > 50

    Use logical indexing: T.Score > 50 selects rows with Score greater than 50.
  2. Step 2: Use writetable to save filtered table

    Pass filtered rows T(T.Score > 50, :) to writetable to save only those rows.
  3. Final Answer:

    writetable(T(T.Score > 50, :), 'filtered.csv'); -> Option C
  4. Quick Check:

    Filter rows then writetable = writetable(T(T.Score > 50, :), 'filtered.csv'); [OK]
Hint: Filter table rows before writetable to save subset [OK]
Common Mistakes:
  • Using fprintf without opening file
  • Not filtering rows before saving
  • Saving entire table without filtering
Recommended

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10 questions~5 mineasy hard