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Andrey ARISTOV
nd2shrink
Commits
bafdb5c3
Commit
bafdb5c3
authored
3 years ago
by
Andrey Aristov
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!5
fix testing and stuff
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#68155
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3 years ago
Stage: test
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bacteria-paper-figure.ipynb
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bafdb5c3
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Bacteria paper figures"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Method figure"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from PIL import Image\n",
"from glob import glob\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['/home/aaristov/Multicell/Andrey/docs/bacteria-paper/00ng-Composite.aligned-big-labels-1-1.png',\n",
" '/home/aaristov/Multicell/Andrey/docs/bacteria-paper/00ng-Composite.aligned-big-labels-2.png',\n",
" '/home/aaristov/Multicell/Andrey/docs/bacteria-paper/08ng-Composite.aligned-big-labels-1.png',\n",
" '/home/aaristov/Multicell/Andrey/docs/bacteria-paper/08ng-Composite.aligned.labels-big-1.png']"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"paths = sorted(glob('/home/aaristov/Multicell/Andrey/docs/bacteria-paper/*ng*.png'))\n",
"paths"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"imgs = list(map(Image.open, paths))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1182, 1890, 3)"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array(imgs[0]).shape"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Figure(720x480)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x480 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2,2, dpi=120)\n",
"ax1.imshow(np.array(imgs[1]))\n",
"ax2.imshow(np.array(imgs[0]))\n",
"ax3.imshow(np.array(imgs[3]))\n",
"ax4.imshow(np.array(imgs[2]))\n",
"ax1.axis('off')\n",
"ax2.axis('off')\n",
"ax3.axis('off')\n",
"ax4.axis('off')\n",
"ax1.set_title('0 ng, 0 h')\n",
"ax2.set_title('0 ng, 24 h')\n",
"ax3.set_title('8 ng, 0 h')\n",
"ax4.set_title('8 ng, 24 h')\n",
"\n",
"fig.suptitle('Title of figure', fontsize=20)\n",
"print(fig)\n",
"# [a.imshow(im) for a, im in zip(ax, imgs)]\n",
"# plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
%% Cell type:markdown id: tags:
# Bacteria paper figures
%% Cell type:markdown id: tags:
## Method figure
%% Cell type:code id: tags:
```
python
import
numpy
as
np
from
PIL
import
Image
from
glob
import
glob
import
matplotlib.pyplot
as
plt
```
%% Cell type:code id: tags:
```
python
paths
=
sorted
(
glob
(
'
/home/aaristov/Multicell/Andrey/docs/bacteria-paper/*ng*.png
'
))
paths
```
%% Output
['/home/aaristov/Multicell/Andrey/docs/bacteria-paper/00ng-Composite.aligned-big-labels-1-1.png',
'/home/aaristov/Multicell/Andrey/docs/bacteria-paper/00ng-Composite.aligned-big-labels-2.png',
'/home/aaristov/Multicell/Andrey/docs/bacteria-paper/08ng-Composite.aligned-big-labels-1.png',
'/home/aaristov/Multicell/Andrey/docs/bacteria-paper/08ng-Composite.aligned.labels-big-1.png']
%% Cell type:code id: tags:
```
python
imgs
=
list
(
map
(
Image
.
open
,
paths
))
```
%% Cell type:code id: tags:
```
python
np
.
array
(
imgs
[
0
]).
shape
```
%% Output
(1182, 1890, 3)
%% Cell type:code id: tags:
```
python
fig
,
((
ax1
,
ax2
),
(
ax3
,
ax4
))
=
plt
.
subplots
(
2
,
2
,
dpi
=
120
)
ax1
.
imshow
(
np
.
array
(
imgs
[
1
]))
ax2
.
imshow
(
np
.
array
(
imgs
[
0
]))
ax3
.
imshow
(
np
.
array
(
imgs
[
3
]))
ax4
.
imshow
(
np
.
array
(
imgs
[
2
]))
ax1
.
axis
(
'
off
'
)
ax2
.
axis
(
'
off
'
)
ax3
.
axis
(
'
off
'
)
ax4
.
axis
(
'
off
'
)
ax1
.
set_title
(
'
0 ng, 0 h
'
)
ax2
.
set_title
(
'
0 ng, 24 h
'
)
ax3
.
set_title
(
'
8 ng, 0 h
'
)
ax4
.
set_title
(
'
8 ng, 24 h
'
)
fig
.
suptitle
(
'
Title of figure
'
,
fontsize
=
20
)
print
(
fig
)
# [a.imshow(im) for a, im in zip(ax, imgs)]
# plt.show()
```
%% Output
Figure(720x480)
%% Cell type:code id: tags:
```
python
```
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