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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 59, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import numpy as np\n", | |
"import imageio\n", | |
"from matplotlib import pyplot as plt\n", | |
"import matplotlib as ml\n", | |
"\n", | |
"file_path = \"cloud.png\"\n", | |
"image = imageio.imread(\"cloud.png\")[:,:,0]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 60, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1008x432 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"freq = np.fft.fft2(image)\n", | |
"freq = np.abs(freq)\n", | |
"\n", | |
"fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(14, 6))\n", | |
"ax[0,0].hist(freq.ravel(), bins=100)\n", | |
"ax[0,0].set_title('hist(freq)')\n", | |
"ax[0,1].hist(np.log(freq).ravel(), bins=100)\n", | |
"ax[0,1].set_title('hist(log(freq))')\n", | |
"ax[1,0].imshow(np.log(freq), interpolation=\"none\")\n", | |
"ax[1,0].set_title('log(freq)')\n", | |
"ax[1,1].imshow(image, interpolation=\"none\")\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 63, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1008x432 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"freq = np.fft.fft2(image[100:,:])\n", | |
"freq = np.abs(freq)\n", | |
"\n", | |
"fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(14, 6))\n", | |
"ax[0,0].hist(freq.ravel(), bins=100)\n", | |
"ax[0,0].set_title('hist(freq)')\n", | |
"ax[0,1].hist(np.log(freq).ravel(), bins=100)\n", | |
"ax[0,1].set_title('hist(log(freq))')\n", | |
"ax[1,0].imshow(np.log(freq), interpolation=\"none\")\n", | |
"ax[1,0].set_title('log(freq)')\n", | |
"ax[1,1].imshow(image[100:,:], interpolation=\"none\")\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 64, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1008x432 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"freq = np.fft.fft2(image[:-100,:])\n", | |
"freq = np.abs(freq)\n", | |
"\n", | |
"fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(14, 6))\n", | |
"ax[0,0].hist(freq.ravel(), bins=100)\n", | |
"ax[0,0].set_title('hist(freq)')\n", | |
"ax[0,1].hist(np.log(freq).ravel(), bins=100)\n", | |
"ax[0,1].set_title('hist(log(freq))')\n", | |
"ax[1,0].imshow(np.log(freq), interpolation=\"none\")\n", | |
"ax[1,0].set_title('log(freq)')\n", | |
"ax[1,1].imshow(image[:-100,:], interpolation=\"none\")\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 65, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1008x432 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"freq = np.fft.fft2(image[:-400,:])\n", | |
"freq = np.abs(freq)\n", | |
"\n", | |
"fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(14, 6))\n", | |
"ax[0,0].hist(freq.ravel(), bins=100)\n", | |
"ax[0,0].set_title('hist(freq)')\n", | |
"ax[0,1].hist(np.log(freq).ravel(), bins=100)\n", | |
"ax[0,1].set_title('hist(log(freq))')\n", | |
"ax[1,0].imshow(np.log(freq), interpolation=\"none\")\n", | |
"ax[1,0].set_title('log(freq)')\n", | |
"ax[1,1].imshow(image[:-400,:], interpolation=\"none\")\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": "3.7.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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