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June 15, 2018 18:24
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Populating the interactive namespace from numpy and matplotlib\n", | |
"{'driver': 'GTiff', 'dtype': 'uint8', 'nodata': None, 'width': 41337, 'height': 41361, 'count': 3, 'crs': CRS({'init': 'epsg:32737'}), 'transform': Affine(0.0725800022482872, 0.0, 531722.25,\n", | |
" 0.0, -0.0725800022482872, 9365190.0)}\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/vincentsarago/Trav/Virtualenv/py4/lib/python3.6/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['tile']\n", | |
"`%matplotlib` prevents importing * from pylab and numpy\n", | |
" \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" | |
] | |
} | |
], | |
"source": [ | |
"%pylab inline\n", | |
"\n", | |
"import rasterio\n", | |
"from rasterio.plot import reshape_as_image\n", | |
"\n", | |
"from rio_tiler import main\n", | |
"\n", | |
"import mercantile\n", | |
"\n", | |
"img = 'https://oin-hotosm.s3.amazonaws.com/5ac626e091b5310010e0d482/0/5ac626e091b5310010e0d483.tif'\n", | |
"\n", | |
"with rasterio.open(img) as src:\n", | |
" print(src.meta)\n", | |
" \n", | |
"zoom = 15" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"meta = main.bounds(img)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"{'url': 'https://oin-hotosm.s3.amazonaws.com/5ac626e091b5310010e0d482/0/5ac626e091b5310010e0d483.tif', 'bounds': [39.28650720617372, -5.770217592244193, 39.31361922118217, -5.743046418788738]}\n" | |
] | |
} | |
], | |
"source": [ | |
"print(meta)\n", | |
"bounds = meta[\"bounds\"]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"tiles = list(mercantile.tiles(*bounds + [[zoom]]))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 50, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"tile = tiles[5]\n", | |
"x, y, z = tile\n", | |
"\n", | |
"# Read data \n", | |
"data, mask = main.tile(img, x, y, z) " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 51, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(3, 256, 256)\n" | |
] | |
} | |
], | |
"source": [ | |
"print(data.shape)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 52, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"## Transform data to PIL compatible format\n", | |
"data = reshape_as_image(data)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 53, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x118378470>" | |
] | |
}, | |
"execution_count": 53, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11826c400>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"imshow(data)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 54, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x118455940>" | |
] | |
}, | |
"execution_count": 54, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAQYAAAD8CAYAAACVSwr3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAADHBJREFUeJzt3F/o3fV9x/HnaxpTZi2a2YUshmlLdmEvZsMPFSrFIWs1N7E3ohc1FCG9UGihu0jbi3rZjbUFYRNSKo2j00lbMRduq4aC7EJrFBv/zZpaxYRo1lmsrJCqfe/i9409zfv38/fL73fO75zf9nzA4XzP53zP77zzJTw5/1NVSNKoP5r2AJJmj2GQ1BgGSY1hkNQYBkmNYZDUTCwMSa5N8kKSI0n2Tup+JI1fJvE5hiRnAT8D/ho4CjwO3FRVz439ziSN3aQeMVwOHKmql6rqt8C9wK4J3ZekMTt7Qn93K/DqyOWjwBWL7XxONtYHOHdCo0gCeItf/bKqPrycfScVhiUl2QPsAfgAf8wVuWZao0j/Lzxc339luftO6qnEMWDbyOWLhrX3VNW+qpqrqrkNbJzQGJJWYlJheBzYnuSSJOcANwIHJnRfksZsIk8lquqdJLcB/w6cBdxVVc9O4r4kjd/EXmOoqgeBByf19yVNjp98lNQYBkmNYZDUGAZJjWGQ1BgGSY1hkNQYBkmNYZDUGAZJjWGQ1BgGSY1hkNQYBkmNYZDUGAZJjWGQ1BgGSY1hkNQYBkmNYZDUGAZJjWGQ1BgGSY1hkNQYBkmNYZDUGAZJjWGQ1BgGSY1hkNQYBkmNYZDUGAZJzdmruXGSl4G3gHeBd6pqLskm4F+Ai4GXgRuq6lerG1PSWhrHI4a/qqrLqmpuuLwXOFhV24GDw2VJ68gknkrsAvYP2/uB6ydwH5ImaLVhKOBHSZ5IsmdY21xVx4ft14DNC90wyZ4kh5IcepuTqxxD0jit6jUG4KqqOpbkT4GHkvzn6JVVVUlqoRtW1T5gH8CHsmnBfSRNx6oeMVTVseH8BHA/cDnwepItAMP5idUOKWltrTgMSc5Nct6pbeBTwDPAAWD3sNtu4IHVDilpba3mqcRm4P4kp/7OP1fVvyV5HLgvyS3AK8ANqx9T0lpacRiq6iXgLxdY/2/gmtUMJWm6/OSjpMYwSGoMg6TGMEhqDIOkxjBIagyDpMYwSGoMg6TGMEhqDIOkxjBIagyDpMYwSGoMg6TGMEhqDIOkxjBIagyDpMYwSGoMg6TGMEhqDIOkxjBIagyDpMYwSGoMg6TGMEhqDIOkxjBIagyDpMYwSGoMg6RmyTAkuSvJiSTPjKxtSvJQkheH8wuG9SS5I8mRJIeT7Jjk8JImYzmPGL4LXHva2l7gYFVtBw4OlwGuA7YPpz3AneMZU9JaWjIMVfUI8MZpy7uA/cP2fuD6kfW7a96jwPlJtoxrWElrY6WvMWyuquPD9mvA5mF7K/DqyH5HhzVJ68iqX3ysqgLqTG+XZE+SQ0kOvc3J1Y4haYxWGobXTz1FGM5PDOvHgG0j+100rDVVta+q5qpqbgMbVziGpElYaRgOALuH7d3AAyPrNw/vTlwJvDnylEPSOnH2UjskuQe4GrgwyVHga8DXgfuS3AK8Atww7P4gsBM4AvwG+NwEZpY0YUuGoapuWuSqaxbYt4BbVzuUpOnyk4+SGsMgqTEMkhrDIKkxDJIawyCpMQySGsMgqTEMkhrDIKkxDJIawyCpMQySGsMgqTEMkhrDIKkxDJIawyCpMQySGsMgqTEMkhrDIKkxDJIawyCpMQySGsMgqTEMkhrDIKkxDJIawyCpMQySGsMgqTEMkhrDIKlZMgxJ7kpyIskzI2u3JzmW5KnhtHPkui8nOZLkhSSfntTgkiZnOY8Yvgtcu8D6t6rqsuH0IECSS4EbgY8Nt/nHJGeNa1hJa2PJMFTVI8Aby/x7u4B7q+pkVf0COAJcvor5JE3Bal5juC3J4eGpxgXD2lbg1ZF9jg5rTZI9SQ4lOfQ2J1cxhqRxW2kY7gQ+ClwGHAe+caZ/oKr2VdVcVc1tYOMKx5A0CSsKQ1W9XlXvVtXvgG/z+6cLx4BtI7teNKxJWkdWFIYkW0YufgY49Y7FAeDGJBuTXAJsB36yuhElrbWzl9ohyT3A1cCFSY4CXwOuTnIZUMDLwOcBqurZJPcBzwHvALdW1buTGV3SpKSqpj0DH8qmuiLXTHsM6f+0h+v7T1TV3HL29ZOPkhrDIKkxDJIawyCpMQySGsMgqTEMkhrDIKkxDJIawyCpMQySGsMgqTEMkhrDIKkxDJIawyCpMQySGsMgqTEMkhrDIKkxDJIawyCpMQySGsMgqTEMkhrDIKkxDJIawyCpMQySGsMgqTEMkhrDIKkxDJKaJcOQZFuSHyd5LsmzSb4wrG9K8lCSF4fzC4b1JLkjyZEkh5PsmPQ/QtJ4LecRwzvAl6rqUuBK4NYklwJ7gYNVtR04OFwGuA7YPpz2AHeOfWpJE7VkGKrqeFU9OWy/BTwPbAV2AfuH3fYD1w/bu4C7a96jwPlJtox9ckkTc0avMSS5GPg48BiwuaqOD1e9BmwetrcCr47c7OiwJmmdWHYYknwQ+AHwxar69eh1VVVAnckdJ9mT5FCSQ29z8kxuKmnClhWGJBuYj8L3quqHw/Lrp54iDOcnhvVjwLaRm180rP2BqtpXVXNVNbeBjSudX9IELOddiQDfAZ6vqm+OXHUA2D1s7wYeGFm/eXh34krgzZGnHJLWgbOXsc8ngM8CTyd5alj7CvB14L4ktwCvADcM1z0I7ASOAL8BPjfWiSVN3JJhqKr/ALLI1dcssH8Bt65yLklT5CcfJTWGQVJjGCQ1hkFSYxgkNYZBUmMYJDWGQVJjGCQ1hkFSYxgkNYZBUmMYJDWGQVJjGCQ1hkFSYxgkNYZBUmMYJDWGQVJjGCQ1hkFSYxgkNYZBUmMYJDWGQVJjGCQ1hkFSYxgkNYZBUmMYJDWGQVJjGCQ1hkFSs2QYkmxL8uMkzyV5NskXhvXbkxxL8tRw2jlymy8nOZLkhSSfnuQ/QNL4nb2Mfd4BvlRVTyY5D3giyUPDdd+qqr8f3TnJpcCNwMeAPwMeTvIXVfXuOAeXNDlLPmKoquNV9eSw/RbwPLD1fW6yC7i3qk5W1S+AI8Dl4xhW0to4o9cYklwMfBx4bFi6LcnhJHcluWBY2wq8OnKzoywQkiR7khxKcuhtTp7x4JImZ9lhSPJB4AfAF6vq18CdwEeBy4DjwDfO5I6ral9VzVXV3AY2nslNJU3YssKQZAPzUfheVf0QoKper6p3q+p3wLf5/dOFY8C2kZtfNKxJWieW865EgO8Az1fVN0fWt4zs9hngmWH7AHBjko1JLgG2Az8Z38iSJm0570p8Avgs8HSSp4a1rwA3JbkMKOBl4PMAVfVskvuA55h/R+NW35GQ1pdU1bRnIMl/Af8D/HLasyzDhayPOWH9zOqc47fQrH9eVR9ezo1nIgwASQ5V1dy051jKepkT1s+szjl+q53Vj0RLagyDpGaWwrBv2gMs03qZE9bPrM45fquadWZeY5A0O2bpEYOkGTH1MCS5dvh69pEke6c9z+mSvJzk6eGr5YeGtU1JHkry4nB+wVJ/ZwJz3ZXkRJJnRtYWnCvz7hiO8eEkO2Zg1pn72v77/MTATB3XNfkphKqa2gk4C/g58BHgHOCnwKXTnGmBGV8GLjxt7e+AvcP2XuBvpzDXJ4EdwDNLzQXsBP4VCHAl8NgMzHo78DcL7Hvp8P9gI3DJ8P/jrDWacwuwY9g+D/jZMM9MHdf3mXNsx3TajxguB45U1UtV9VvgXua/tj3rdgH7h+39wPVrPUBVPQK8cdryYnPtAu6ueY8C55/2kfaJWmTWxUzta/u1+E8MzNRxfZ85F3PGx3TaYVjWV7SnrIAfJXkiyZ5hbXNVHR+2XwM2T2e0ZrG5ZvU4r/hr+5N22k8MzOxxHedPIYyadhjWg6uqagdwHXBrkk+OXlnzj9Vm7q2dWZ1rxKq+tj9JC/zEwHtm6biO+6cQRk07DDP/Fe2qOjacnwDuZ/4h2OunHjIO5yemN+EfWGyumTvONaNf21/oJwaYweM66Z9CmHYYHge2J7kkyTnM/1bkgSnP9J4k5w6/c0mSc4FPMf/18gPA7mG33cAD05mwWWyuA8DNw6voVwJvjjw0nopZ/Nr+Yj8xwIwd18XmHOsxXYtXUZd4hXUn86+q/hz46rTnOW22jzD/au5PgWdPzQf8CXAQeBF4GNg0hdnuYf7h4tvMP2e8ZbG5mH/V/B+GY/w0MDcDs/7TMMvh4T/ulpH9vzrM+gJw3RrOeRXzTxMOA08Np52zdlzfZ86xHVM/+SipmfZTCUkzyDBIagyDpMYwSGoMg6TGMEhqDIOkxjBIav4XoTFm+s1FrB0AAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x118378828>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Mask is not found due to a bug in rasterio (should be fixed today or early next week)\n", | |
"imshow(mask)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 71, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x119ddce48>" | |
] | |
}, | |
"execution_count": 71, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11c2a9a90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# More fun\n", | |
"\n", | |
"from rio_tiler import utils\n", | |
"\n", | |
"# Get bands and do some processing all in one line\n", | |
"exp = 'b1,b2,b3,b3-b2/b3+b2'\n", | |
"out, mask = utils.expression(img, x, y, z, exp)\n", | |
"\n", | |
"rgb = out[0:3]\n", | |
"ratio = out[-1]\n", | |
"\n", | |
"imshow(ratio)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 72, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x119a62470>" | |
] | |
}, | |
"execution_count": 72, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11c297080>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"rgb = reshape_as_image(rgb.astype(np.uint8))\n", | |
"imshow(rgb)" | |
] | |
}, | |
{ | |
"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": "3.6.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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