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@drnextgis
Created June 14, 2020 00:11
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import math\n",
"import rasterio\n",
"import numpy as np\n",
"from rasterio.plot import show\n",
"from rasterio.features import bounds\n",
"from affine import Affine\n",
"from rasterio.warp import reproject"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"angle = 145\n",
"\n",
"with rasterio.open(\n",
" \"/vsicurl/https://github.com/mapbox/rasterio/blob/master/tests/data/RGB.byte.tif?raw=true\"\n",
") as src:\n",
" transform = Affine.rotation(angle)\n",
"\n",
" # pixel space\n",
" g = {\n",
" \"type\": \"Polygon\",\n",
" \"coordinates\": [\n",
" [[0, 0], [src.width, 0], [src.width, src.height], [0, src.height]]\n",
" ],\n",
" }\n",
" bbox = bounds(g, transform=~transform)\n",
" xmin, ymin = min((bbox[0], bbox[2])), min((bbox[1], bbox[3]))\n",
" xmax, ymax = max((bbox[0], bbox[2])), max((bbox[1], bbox[3]))\n",
" dst_xsize = math.ceil(xmax - xmin)\n",
" dst_ysize = math.ceil(ymax - ymin)\n",
"\n",
" # geographic space\n",
" origin = src.transform * (0, 0)\n",
" dst_transform = src.transform * transform\n",
" translation = 2 * np.asarray(origin) - dst_transform * (-xmin, -ymin)\n",
" dst_transform = Affine(\n",
" dst_transform[0],\n",
" dst_transform[1],\n",
" translation[0],\n",
" dst_transform[3],\n",
" dst_transform[4],\n",
" translation[1],\n",
" )\n",
"\n",
" destination = np.zeros((src.count, dst_ysize, dst_xsize), src.dtypes[0])\n",
" reproject(\n",
" source=rasterio.band(src, src.indexes),\n",
" destination=destination,\n",
" dst_transform=dst_transform,\n",
" dst_crs=src.crs,\n",
" )\n",
" with rasterio.open(\n",
" \"/tmp/rotated.tif\",\n",
" \"w\",\n",
" driver=\"GTiff\",\n",
" width=dst_xsize,\n",
" height=dst_ysize,\n",
" count=src.count,\n",
" crs=src.crs,\n",
" transform=dst_transform,\n",
" dtype=src.dtypes[0],\n",
" ) as dst:\n",
" dst.write(destination)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"with rasterio.open(\"/tmp/rotated.tif\") as src:\n",
" show(src)"
]
}
],
"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": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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