Big CSV file read in matlab

조회 수: 18 (최근 30일)
Sudipta Das
Sudipta Das 2024년 7월 2일
댓글: Rik 2024년 7월 3일
I have a CSV file of 5 columns and unknown rows (all of these are number data), Its size is 45 GB.
I want to read it in MATLAB and plot it against the time.
Is there any way to do it ?
  댓글 수: 3
Sudipta Das
Sudipta Das 2024년 7월 2일
How to do that ?
I am beginner with big data handling
Rik
Rik 2024년 7월 2일
I was putting it in a comment, then I realized it was actually an answer, so see below.

댓글을 달려면 로그인하십시오.

답변 (2개)

Aditya
Aditya 2024년 7월 2일
Hi Sudipta,
Handling a 45 GB CSV file in MATLAB can be challenging due to memory constraints. You can use MATLAB's functions such as "datastore" function to handle large files efficiently by reading and processing the data in chunks.
For detailed guidance, please refer to this MATLAB Answer: Loading very large CSV files (~20GB) - MATLAB Answers - MATLAB Central (mathworks.com)
Additionally, you can read more about the `datastore` function here: Getting Started with Datastore - MATLAB & Simulink - MathWorks India
I hope this helps!

Rik
Rik 2024년 7월 2일
You can use fgetl to read a single line. Do that in a loop to retrieve 5000 lines (or something like that). Then you do whatever sumarization you need (histcounts, 2D heatmap, whatever). Then you can continue with the next 5000 lines.
Note that fgetl returns a char vector you will have to parse yourself (e.g. with sscanf (yes, double s)). You might also want to check what happens with the last chunk (which is unlikely to be exactly your chunk size).
The beauty of this system is that you store intermediate values, so you can pause and continue if you track the number of completed chunks.
  댓글 수: 1
Rik
Rik 2024년 7월 3일
Did you try this solution already? I couldn't easily tell what exactly you edited in the question.

댓글을 달려면 로그인하십시오.

카테고리

Help CenterFile Exchange에서 Data Distribution Plots에 대해 자세히 알아보기

태그

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by