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@jkibele
Created April 5, 2018 18:03
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Make the axes go away on matplotlib imshow
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"image = plt.imread(\"https://raw.githubusercontent.com/matplotlib/sample_data/master/stinkbug.png\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f7401980250>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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VWCjvF0u3Zo/FaGPqHSubDlC1gWIxI55Pms5K7KNTULOcScvXjdPSdBI70sqRBr0W2S2R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oVCAfl83twdTPRnm5Ttcv7I2qlk+R3nBDgJ7jEwwuAK2TTHmsnpHEfvn9/e3sb58+dRrVYRQkCt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\nzgUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f740444fe10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(image)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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hrnQcG73WQEByoJbtaGnxFxiao5bsSwJVngedXx8aGsKJEydwzz334OTJk7j5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/0bnj9/jkePHuGzzz7D4uIi7ty5g0KhgE6ng0qlYvu/qegKhQJqtRrS6TQWFxfRarXsvAGC8/Ly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\ncc7JDUH7AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f74019af250>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = imshow(image)\n",
"ax.axes.set_axis_off()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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