I have read a Matlab file containing a large amount of arrays as a dataset into Python storing the Matlab Dictionary under the variable name mat
using the command:
mat = loadmat('Sample Matlab Extract.mat')
Is there a way I can then use Python's write to csv functionality to save this Matlab dictionary variable I read into Python as a comma separated file?
with open('mycsvfile.csv','wb') as f:
w = csv.writer(f)
w.writerows(mat.items())
f.close()
creates a CSV file with one column containing array names within the dictionary and then another column containing the first element of each corresponding array. Is there a way to utilize a command similar to this to obtain all corresponding elements within the arrays inside of the 'mat' dictionary variable?
The function scipy.io.loadmat
generates a dictionary looking something like this:
{'__globals__': [],
'__header__': 'MATLAB 5.0 MAT-file, Platform: MACI, Created on: Wed Sep 24 16:11:51 2014',
'__version__': '1.0',
'a': array([[1, 2, 3]], dtype=uint8),
'b': array([[4, 5, 6]], dtype=uint8)}
It sounds like what you want to do is make a .csv file with the keys "a", "b", etc. as the column names and their corresponding arrays as data associated with each column. If so, I would recommend using pandas
to make a nicely formatted dataset that can be exported to a .csv file. First, you need to clean out the commentary members of your dictionary (all the keys beginning with "__"). Then, you want to turn each item value in your dictionary into a pandas.Series
object. The dictionary can then be turned into a pandas.DataFrame
object, which can also be saved as a .csv file. Your code would look like this:
import scipy.io
import pandas as pd
mat = scipy.io.loadmat('matex.mat')
mat = {k:v for k, v in mat.items() if k[0] != '_'}
data = pd.DataFrame({k: pd.Series(v[0]) for k, v in mat.items()}) # compatible for both python 2.x and python 3.x
data.to_csv("example.csv")
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