-
Notifications
You must be signed in to change notification settings - Fork 35
/
pyaudio_features.py
65 lines (56 loc) · 2.78 KB
/
pyaudio_features.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
'''
AAA lllllll lllllll iiii
A:::A l:::::l l:::::l i::::i
A:::::A l:::::l l:::::l iiii
A:::::::A l:::::l l:::::l
A:::::::::A l::::l l::::l iiiiiii eeeeeeeeeeee
A:::::A:::::A l::::l l::::l i:::::i ee::::::::::::ee
A:::::A A:::::A l::::l l::::l i::::i e::::::eeeee:::::ee
A:::::A A:::::A l::::l l::::l i::::i e::::::e e:::::e
A:::::A A:::::A l::::l l::::l i::::i e:::::::eeeee::::::e
A:::::AAAAAAAAA:::::A l::::l l::::l i::::i e:::::::::::::::::e
A:::::::::::::::::::::A l::::l l::::l i::::i e::::::eeeeeeeeeee
A:::::AAAAAAAAAAAAA:::::A l::::l l::::l i::::i e:::::::e
A:::::A A:::::A l::::::ll::::::li::::::ie::::::::e
A:::::A A:::::A l::::::ll::::::li::::::i e::::::::eeeeeeee
A:::::A A:::::A l::::::ll::::::li::::::i ee:::::::::::::e
AAAAAAA AAAAAAAlllllllllllllllliiiiiiii eeeeeeeeeeeeee
| ___| | | / _ \ | ___ \_ _| _
| |_ ___ __ _| |_ _ _ _ __ ___ ___ / /_\ \| |_/ / | | (_)
| _/ _ \/ _` | __| | | | '__/ _ \/ __| | _ || __/ | |
| || __/ (_| | |_| |_| | | | __/\__ \ | | | || | _| |_ _
\_| \___|\__,_|\__|\__,_|_| \___||___/ \_| |_/\_| \___/ (_)
___ _ _
/ _ \ | (_)
/ /_\ \_ _ __| |_ ___
| _ | | | |/ _` | |/ _ \
| | | | |_| | (_| | | (_) |
\_| |_/\__,_|\__,_|_|\___/
This will featurize folders of audio files if the default_audio_features = ['pyaudio_features']
Extract 170 pyaudioanalysis features
https://github.com/tyiannak/pyAudioAnalysis
'''
import os,json, shutil
import numpy as np
def stats(matrix):
mean=np.mean(matrix)
std=np.std(matrix)
maxv=np.amax(matrix)
minv=np.amin(matrix)
median=np.median(matrix)
output=np.array([mean,std,maxv,minv,median])
return output
def pyaudio_featurize(file, basedir):
# use pyaudioanalysis library to export features
# exported as file[0:-4].json
curdir=os.getcwd()
shutil.copy(curdir+'/'+file, basedir+'/helpers/'+file)
os.chdir(basedir+'/helpers/')
os.system('python3 %s/helpers/pyaudio_help.py %s'%(basedir, file))
jsonfile=file[0:-4]+'.json'
g=json.load(open(jsonfile))
features=g['features']
labels=g['labels']
os.remove(jsonfile)
os.chdir(curdir)
return features, labels