Created
November 25, 2020 05:55
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 137, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"1.0 -0.9800000000000018\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import numpy as np\n", | |
"from matplotlib import pyplot as plt\n", | |
"from matplotlib.colors import LinearSegmentedColormap\n", | |
"\n", | |
"thresh = 0.2\n", | |
"nodes = [0, thresh, 1.0]\n", | |
"colors = [\"brown\", \"yellow\", \"green\"]\n", | |
"cmap = LinearSegmentedColormap.from_list(\"\", list(zip(nodes, colors)))\n", | |
"cmap.set_under(\"brown\")\n", | |
"\n", | |
"red = np.tile(np.arange(0,1,0.01),(100,1))\n", | |
"nir = np.tile(np.arange(1,0,-0.01),(100,1)).T\n", | |
"\n", | |
"ndvi = ((nir-red)/(nir+red)) \n", | |
"print(ndvi.max(), ndvi.min())\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"im = ax.imshow(ndvi, cmap=cmap, vmin=0, vmax=1, extent=[0,1,0,1])\n", | |
"fig.colorbar(im, extend=\"min\")\n", | |
"ax.contour(ndvi, levels=[0.2,0.4,0.6,0.8], extent=[0,1,1,0], origin='lower', colors='b', linewidths=1)\n", | |
"plt.xlabel('Red')\n", | |
"plt.ylabel('NIR')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 138, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"1.0 -0.9800000000000009\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ndvi = (nir-red)\n", | |
"print(ndvi.max(), ndvi.min())\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"im = ax.imshow(ndvi, cmap=cmap, vmin=0, vmax=1, extent=[0,1,0,1])\n", | |
"ax.contour(ndvi, levels=[0.2,0.4,0.6,0.8], extent=[0,1,1,0], origin='lower', colors='b', linewidths=1)\n", | |
"fig.colorbar(im, extend=\"min\")\n", | |
"plt.xlabel('Red')\n", | |
"plt.ylabel('NIR')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 149, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"inf -0.9898989898989908\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"<ipython-input-149-d387b8e59bac>:1: RuntimeWarning: divide by zero encountered in true_divide\n", | |
" ndvi = (nir/red)-1\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ndvi = (nir/red)-1\n", | |
"print(ndvi.max(), ndvi.min())\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"im = ax.imshow(ndvi, cmap=cmap, vmin=0, vmax=5, extent=[0,1,0,1])\n", | |
"ax.contour(ndvi, levels=[0.2,0.4,0.6,0.8,1], extent=[0,1,1,0], origin='lower', colors='b', linewidths=1)\n", | |
"fig.colorbar(im, extend=\"min\")\n", | |
"plt.xlabel('Red')\n", | |
"plt.ylabel('NIR')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 144, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"inf 0.010101010101009214\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"<ipython-input-144-57620bdbe4b9>:1: RuntimeWarning: divide by zero encountered in true_divide\n", | |
" ndvi = (nir/red)\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ndvi = (nir/red)\n", | |
"print(ndvi.max(), ndvi.min())\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"im = ax.imshow(ndvi, cmap=cmap, vmin=1, vmax=4, extent=[0,1,0,1])\n", | |
"fig.colorbar(im, extend=\"min\")\n", | |
"plt.xlabel('Red')\n", | |
"plt.ylabel('NIR')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 106, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"0.17157287157287157 -97.0200000000087\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"<ipython-input-106-7c9051bae318>:1: RuntimeWarning: divide by zero encountered in true_divide\n", | |
" ndvi = ((nir-red)/(nir+red))/(nir/red)\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ndvi = ((nir-red)/(nir+red))/(nir/red)\n", | |
"print(ndvi.max(), ndvi.min())\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"im = ax.imshow(ndvi, cmap=cmap, vmin=0, vmax=1, extent=[0,1,0,1])\n", | |
"fig.colorbar(im, extend=\"min\")\n", | |
"plt.xlabel('Red')\n", | |
"plt.ylabel('NIR')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 146, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"inf -2.2975599250673393\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"<ipython-input-146-3afd14df5818>:1: RuntimeWarning: divide by zero encountered in log\n", | |
" ndvi = 0.5*(np.log(nir)-np.log(red))\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ndvi = 0.5*(np.log(nir)-np.log(red))\n", | |
"print(ndvi.max(), ndvi.min())\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"im = ax.imshow(ndvi, cmap=cmap, vmin=0, vmax=1, extent=[0,1,0,1])\n", | |
"ax.contour(ndvi, levels=[0.2,0.4,0.6,0.8], extent=[0,1,1,0], origin='lower', colors='b', linewidths=1)\n", | |
"fig.colorbar(im, extend=\"min\")\n", | |
"plt.xlabel('Red')\n", | |
"plt.ylabel('NIR')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 83, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(100, 100)\n", | |
"nan nan\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"<ipython-input-83-c9dfef437e57>:4: RuntimeWarning: divide by zero encountered in true_divide\n", | |
" ndvi = (np.outer(nir[::-1]**2,red[::-1]**2)/(2*nir))\n", | |
"<ipython-input-83-c9dfef437e57>:4: RuntimeWarning: invalid value encountered in true_divide\n", | |
" ndvi = (np.outer(nir[::-1]**2,red[::-1]**2)/(2*nir))\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"red = np.arange(0,1,0.01)\n", | |
"nir = np.arange(0,1,0.01)\n", | |
"\n", | |
"ndvi = (np.outer(nir[::-1]**2,red[::-1]**2)/(2*nir))\n", | |
"print(ndvi.shape)\n", | |
"print(ndvi.max(), ndvi.min())\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"im = ax.imshow(ndvi, cmap=cmap, vmin=0, vmax=1, extent=[0,1,0,1])\n", | |
"fig.colorbar(im, extend=\"min\")\n", | |
"plt.xlabel('Red')\n", | |
"plt.ylabel('NIR')\n", | |
"\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": "3.8.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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