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PSD_Analysis.py
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Created
Wed, Nov 13, 03:06
Size
1 KB
Mime Type
text/x-python
Expires
Fri, Nov 15, 03:06 (2 d)
Engine
blob
Format
Raw Data
Handle
22247887
Attached To
rNPTOOLS Nanopore Tools
PSD_Analysis.py
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import
numpy
as
np
import
scipy
import
scipy.signal
as
sig
import
Functions
as
uf
import
pyqtgraph
as
pg
import
os
import
matplotlib.pyplot
as
plt
import
matplotlib
from
tkinter
import
Tk
from
tkinter.filedialog
import
askopenfilenames
from
matplotlib.font_manager
import
FontProperties
import
platform
import
csv
fontP
=
FontProperties
()
fontP
.
set_size
(
'small'
)
props
=
dict
(
boxstyle
=
'round'
,
facecolor
=
'wheat'
,
alpha
=
0.5
)
matplotlib
.
rcParams
[
'pdf.fonttype'
]
=
42
matplotlib
.
rcParams
[
'ps.fonttype'
]
=
42
from
matplotlib.ticker
import
EngFormatter
fig
=
plt
.
figure
(
1
,
figsize
=
(
10
,
8
))
ax
=
fig
.
add_subplot
(
111
)
#file = '/Volumes/lben/lben-commun/2018 User Data/Michael/Axopatch/20181003/NIPm10_5nm_1MKCl_pH75_Noise_100kHz_0mV_1.dat'
filenames
=
askopenfilenames
()
# show an "Open" dialog box and return the path to the selected file
#colors=['k','r','b']
for
i
,
file
in
enumerate
(
filenames
):
dat
=
uf
.
OpenFile
(
file
)
filename
=
str
(
os
.
path
.
split
(
file
)[
1
][:
-
4
])
os
.
chdir
(
os
.
path
.
dirname
(
file
))
directory
=
(
str
(
os
.
path
.
split
(
file
)[
0
])
+
os
.
sep
+
'PSD'
+
'_SavedImages'
)
if
not
os
.
path
.
exists
(
directory
):
os
.
makedirs
(
directory
)
f
,
Pxx
=
sig
.
welch
(
dat
[
'i1'
],
dat
[
'samplerate'
],
nperseg
=
2
**
18
)
ax
.
plot
(
f
,
Pxx
*
1e24
,
label
=
filename
)
#, color = colors[i])
ax
.
set_xlabel
(
'Frequency (Hz)'
)
ax
.
set_ylabel
(
r'PSD ($\frac{pA^2}{Hz}$)'
)
ax
.
set_yscale
(
'log'
)
ax
.
set_xscale
(
'log'
)
ax
.
legend
()
fig
.
savefig
(
directory
+
os
.
sep
+
filename
+
'_PSD.pdf'
,
transparent
=
True
)
fig
.
savefig
(
directory
+
os
.
sep
+
filename
+
'_PSD.png'
,
dpi
=
300
)
#plt.show()
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