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@prl900
Created November 26, 2019 03:53
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{
"cells": [
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"# %matplotlib inline\n",
"\n",
"import datacube\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"dc = datacube.Datacube(app='landclass_dataset')"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"query = {'lat': (-35.05, -35.101),\n",
" 'lon': (149.05, 149.1123),\n",
" 'time':('2017-01-01', '2017-01-02')}"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (time: 1, x: 256, y: 256)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2017-01-01\n",
" * y (y) float64 -3.931e+06 -3.931e+06 ... -3.937e+06 -3.937e+06\n",
" * x (x) float64 1.546e+06 1.546e+06 1.546e+06 ... 1.552e+06 1.552e+06\n",
"Data variables:\n",
" blue (time, y, x) int16 374 363 361 370 380 379 ... 437 363 364 490 517\n",
" green (time, y, x) int16 559 574 558 635 658 669 ... 655 530 533 714 759\n",
" red (time, y, x) int16 588 624 640 707 706 675 ... 761 615 648 886 903\n",
" nir (time, y, x) int16 2380 2472 2287 2740 2862 ... 2178 2463 2508 2205\n",
" swir1 (time, y, x) int16 1947 2039 2131 2418 2520 ... 1882 1875 2707 3020\n",
" swir2 (time, y, x) int16 1143 1252 1276 1413 1448 ... 1172 1171 1769 1970\n",
"Attributes:\n",
" crs: EPSG:3577"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds = dc.load(product='ls8_nbart_geomedian_annual', **query)\n",
"ds"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7effcede72e8>"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds[['red', 'green', 'blue']].isel(time=0).to_array().plot.imshow(robust=True, figsize=(8, 8))"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(6, 256, 256)"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"arr = ds[['red', 'green', 'blue', 'nir', 'swir1', 'swir2']].isel(time=0).to_array().values\n",
"\n",
"arr.shape"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"# Normalise the values to the original [0,1] reflectance range\n",
"\n",
"arr = arr / 10000"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(256, 256, 6)"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# We change the order of the indexes to make the bands last \n",
"# (this is more a convention for scikit-learn I think)\n",
"\n",
"arr = np.moveaxis(arr, 0, -1)\n",
"arr.shape"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(65536, 6)"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Now we flatten the first two dimensions and loose the spatial information\n",
"# You have 65K pixel samples to train your model.\n",
"\n",
"arr = arr.reshape(256*256, 6)\n",
"\n",
"arr.shape"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7effc9a46518>"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAJ4AAAD4CAYAAAAdKF88AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAI20lEQVR4nO3dz49ddR3G8efhTksHKErAaGwbYGEwjS4wDUFIjEEX/ApsXACBBDfdiBaDIbjiHzCmLogJAY0JRGKAhSEImggLY9JQClHaiikVoRUEwQiWynTaj4t7F23pzJyB8+0zc+77lTTp/Og3n7Tvnpk7d858XFUCTrcz0gNgOhEeIggPEYSHCMJDxEyLQ9eOZmt25tz+D270CLyOzPd+5uiSJn+1+uDDtU3OnXnPvZ85d+hdHfnfoVMe3ORvZ3bmXF3xuVv6P3i+/0Akaf7Nf/Z+5voHz+/9TEna9cqFTc797NNrej/zpae2L/g2PtQigvAQQXiIIDxEEB4iCA8RncKzfbXtl23vs31P66EwfEuGZ3sk6T5J10jaLOlm25tbD4Zh63LFu0zSvqraX1Vzkh6RdGPbsTB0XcLbIOn1414+MHndCWxvtb3T9s65o4f7mg8D1duDi6q6v6q2VNWWtaPZvo7FQHUJ76CkTce9vHHyOuBj6xLec5K+YPti22sl3STp123HwtAt+d0pVTVv+w5JT0saSfpZVe1uPhkGrdO3RVXVk5KebDwLpgjPXCCC8BBBeIggPEQQHiLa3AolSzOj/o89dqz/M6Umd6+df+ah3s+UpJl1R5qce+Ss/u9eq0Uua1zxEEF4iCA8RBAeIggPEYSHCMJDBOEhgvAQQXiIIDxEEB4iCA8RhIcIwkME4SGC8BBBeIggPEQQHiIIDxFt7jKzJPe/G6vZXWYN7H//gibnrmt0l9npvgRxxUME4SGC8BBBeIggPEQQHiIIDxFdVkptsv2M7T22d9vedjoGw7B1+QLyvKS7qmqX7fWSnrf9u6ra03g2DNiSV7yqeqOqdk1+/76kvTrFSilgOZb1lJntiyRdKmnHKd62VdJWSVo3s76H0TBknR9c2D5H0mOS7qyq905++4m7zM7qc0YMUNdFyWs0ju7hqnq87UiYBl0e1VrSg5L2VtWP24+EadDlinelpNskXWX7xcmvaxvPhYHrskTvDxp/hx3QG565QAThIYLwEEF4iGh0s49Vs2f2f2zvJ7Zz+8Y/Njn3N+98ucm5f1p/Xu9n1iJbxbjiIYLwEEF4iCA8RBAeIggPEYSHCMJDBOEhgvAQQXiIIDxEEB4iCA8RhIcIwkME4SGC8BBBeIggPEQQHiLa3GUmSVX9Hzlq9P+kwfqrTWve6f1MSbrgzP82OXexO8Ja4IqHCMJDBOEhgvAQQXiIIDxEEB4ilrNuYGT7BdtPtBwI02E5V7xtGm/1AT6xrnsuNkq6TtIDbcfBtOh6xdsu6W5JxxZ6B9tbbe+0vXPu6Ae9DIfh6rJg5XpJb1XV84u9HyulsBxdF6zcYPtVSY9ovGjloaZTYfC6rA39YVVtrKqLJN0k6fdVdWvzyTBofB0PEcv6fryqelbSs00mwVThiocIwkME4SGC8BBBeIhod5fZ0QWfXfv4GtwN1soX1xxqcu45ow+bnNtkUdwiZ3LFQwThIYLwEEF4iCA8RBAeIggPEYSHCMJDBOEhgvAQQXiIIDxEEB4iCA8RhIcIwkME4SGC8BBBeIggPES0ucusSjq2iu4yc////84/Y7b3MyXp8NE1Tc5d+EdufgKLrLPjiocIwkME4SGC8BBBeIggPEQQHiK6bvb5tO1Hbf/F9l7bX209GIat6xeQfyLpqar6lu21ktiggk9kyfBsf0rS1yTdLklVNSdpru1YGLouH2ovlvS2pJ9P1oY+YPvsk9/pxF1mh3sfFMPSJbwZSV+R9NOqulTSIUn3nPxOJ+4ya/M8JYajS3gHJB2oqh2Tlx/VOETgY+uyy+xNSa/bvmTyqm9I2tN0Kgxe10e135X08OQR7X5J3243EqZBp/Cq6kVJWxrPginCMxeIIDxEEB4iCA8RhIeIRrvMvKr2jrUwanDn2pDwt4MIwkME4SGC8BBBeIggPEQQHiIIDxGEhwjCQwThIYLwEEF4iCA8RBAeIggPEYSHCMJDBOEhgvAQ0ehmn5Lnj7Y5uoXqf5/S0QZnStK7Rz7yowl7MWrwozbNSimsNISHCMJDBOEhgvAQQXiIIDxEdF0p9X3bu22/ZPuXtte1HgzDtmR4tjdI+p6kLVX1JUkjSTe1HgzD1vVD7YykWdszGu8x+0e7kTANuuy5OCjpR5Jek/SGpP9U1W9Pfr8TV0p90P+kGJQuH2rPk3SjxjvNPi/pbNu3nvx+J66UYrkjFtflQ+03Jf2tqt6uqiOSHpd0RduxMHRdwntN0uW2z7JtjVdK7W07Foauy+d4OzRenLdL0p8nf+b+xnNh4LqulLpX0r2NZ8EU4ZkLRBAeIggPEYSHCMJDRKO7zKQ6o/+VUj62yG1LK8y/jx1ucu6h+bVNznWbm+IWxBUPEYSHCMJDBOEhgvAQQXiIIDxEEB4iCA8RhIcIwkME4SGC8BBBeIggPEQQHiIIDxGEhwjCQwThIYLwEOGq/u/csv22pL93eNcLJP2r9wHaWU3zroRZL6yqz5zqDU3C68r2zqraEhtgmVbTvCt9Vj7UIoLwEJEOb7X9gMfVNO+KnjX6OR6mV/qKhylFeIiIhWf7atsv295n+57UHEuxvcn2M7b3TPa5bUvP1IXtke0XbD+RnuVUIuHZHkm6T9I1kjZLutn25sQsHcxLuquqNku6XNJ3VvCsx9umFbwWInXFu0zSvqraX1Vzkh7ReHvQilNVb1TVrsnv39f4H3NDdqrF2d4o6TpJD6RnWUgqvA2SXj/u5QNa4f+YkmT7IkmXStqRnWRJ2yXdLek0/7jF7nhw0ZHtcyQ9JunOqnovPc9CbF8v6a2qej49y2JS4R2UtOm4lzdOXrci2V6jcXQPV9Xj6XmWcKWkG2y/qvGnMFfZfig70kdFvoA82Xv7V433oh2U9JykW6pq92kfZgmT/W2/kPRuVd2Znmc5bH9d0g+q6vr0LCeLXPGqal7SHZKe1viT9V+txOgmrpR0m8ZXjhcnv65ND7Xa8ZQZInhwgQjCQwThIYLwEEF4iCA8RBAeIv4PGfbpThVgJjoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# These are the values for the first 10 samples\n",
"plt.imshow(arr[:10,:])"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"# Save the array so you can export to your local computer\n",
"\n",
"np.save(\"ls8_patch\", arr)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(65536, 6)"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Right click on the file in the Sandbox and download\n",
"\n",
"# To load in your machine do:\n",
"arr = np.load(\"ls8_patch.npy\")\n",
"\n",
"arr.shape"
]
},
{
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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