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下面是包含许多列的 csv 文件的快照（实际文件非常大）。每列对应一个“系统状态”的时间戳值。我打算找到的是这些列出现的周期，即系统状态会重复自身以及以什么周期重复。我一直在 python 中寻找 fft2 ，但现在还不了解句号提取。请帮忙，因为我不是傅立叶变换的新手，也没有以前的知识。

一个矩阵在一列中表示。前两列用于矩阵单元识别。大多数值是零，但不是全部。

在此处输入图像描述

我的程序的算法步骤

import numpy as np

from numpy import fft

#there is mxn array where each column is a state of a system at increasing timestamps.

a=np.array([ [1,2,3,4], [11,12,13,14], [1,2,3,4,], [11,12,13,14], [1,2,3,4], [11,12,13,14] ])

#i have to find the periodicity of this np array where each column is a state of system. hence here state of the system repeats itself at period of 2. 

#if array is as follows

a=np.array([ [1,2,3,4], [11,12,13,14],[2,4,6,8], [1,2,3,4,], [11,12,13,14],[2,4,6,8], [1,2,3,4], [11,12,13,14], [2,4,6,8] ])

#i look periods 3 ......if array is aperiodic I will look for an approximation to period of the array

#can numpy.fftpack is of use to me? can i achieve it using np.fft.fft2(a). I couldnot understand it thouroughly.
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