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GDAL_ReadAsArray_resampling_random_grid
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'2020300'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"import gdal\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"%matplotlib inline\n",
"\n",
"driver = gdal.GetDriverByName('MEM')\n",
"gdal.VersionInfo()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Description"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The images generated below show different resampling methods applied to different grids. The grids get incrementally more nodata values. A factor is used to set the amount of upsampling, the output grid has size (ysize \\* factor, xsize \\* factor). \n",
"\n",
"Nodata values are shown as white.\n",
"\n",
"Some observations:\n",
"- numerical nodata values in the input result in less nodata in the output compared to a np.nan nodata value\n",
"- For certain grids (not all), an uneven factor seems to cause issues when using Lanczos"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Helper functions"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def get_data(data_raw, nodata, factor=2, resample_alg=gdal.GRIORA_Bilinear):\n",
" \"\"\"Function which uses GDAL ReadAsArray() with resampling\n",
" \"\"\"\n",
" \n",
" ys, xs = data_raw.shape\n",
" \n",
" ds = driver.Create('', xs, ys, 1, gdal.GDT_Float32)\n",
" b1 = ds.GetRasterBand(1)\n",
" b1.WriteArray(data_raw)\n",
"\n",
" b1.SetNoDataValue(nodata)\n",
"\n",
" data_original = ds.ReadAsArray()\n",
" data_resampled = ds.ReadAsArray(buf_xsize=xs*factor, buf_ysize=ys*factor, resample_alg=resample_alg)\n",
"\n",
" ds = None\n",
" \n",
" return data_original, data_resampled\n",
"\n",
"def plot_result(nodata, methods, factor, size, nodata_idxs):\n",
" \"\"\"Function to plot the results\n",
" Different resampling algorithms are on the columns, different 'test grids' on the rows.\n",
" \"\"\"\n",
" \n",
" n_methods = len(methods)\n",
" n_rows = len(nodata_idxs)\n",
" \n",
" cmap = plt.cm.viridis\n",
" cmap.set_bad(alpha=0)\n",
"\n",
" \n",
"\n",
" fig, axs = plt.subplots(n_rows, n_methods+1, figsize=(11,3*n_rows), subplot_kw=dict(xticks=[], yticks=[]))\n",
" fig.subplots_adjust(left=0, right=1, bottom=0, top=1, wspace=0)\n",
" axs = axs.flat \n",
"\n",
"# data_raw = np.arange(size**2).reshape(size,size).astype(np.float32)\n",
" np.random.seed(1)\n",
" data_raw = np.random.randn(size, size).astype(np.float32)\n",
"\n",
" props = dict(vmin=data_raw.min(), vmax=data_raw.max(), cmap=cmap)\n",
"\n",
" for n, nodata_idx in enumerate(nodata_idxs):\n",
"\n",
" # incrementally add more nodata pixels\n",
" for idx in nodata_idx:\n",
" if idx:\n",
" data_raw[idx] = nodata\n",
"\n",
" for i, method in enumerate(methods):\n",
"\n",
" data_orig, data_int = get_data(data_raw, nodata, factor=factor, resample_alg=getattr(gdal, method))\n",
"\n",
" data_orig = np.ma.masked_where(data_orig==nodata, data_orig)\n",
" data_int = np.ma.masked_where(data_int==nodata, data_int)\n",
" \n",
"# if method == 'GRIORA_Lanczos':\n",
"# # seems buggy for certain grids, but only if factor is uneven\n",
"# print(data_int.min(), data_int.max()) \n",
"\n",
" axs[n*(n_methods+1) ].imshow(data_orig, **props)\n",
" axs[n*(n_methods+1)].set_title('Input array')\n",
"\n",
" axs[n*(n_methods+1)+1+i].set_title(f'{method} (factor: {factor})') \n",
" axs[n*(n_methods+1)+1+i].imshow(data_int, **props)\n",
"\n",
" return fig"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Nodata: -999, factor 3"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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zAm17/XIW7a65MYPri9+RPpzxWvOwzH/h+MY1+9yYM1ZtdmMuWHKL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\nKgYhAAAAAErFIAQAAABAqRiEAAAAACgVgxAAAAA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dnh2E9Clecalt+6FpHnbA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TrEeS\n3nFZunX1n+IXU2uGB179ySTrkaTjrn1jkvVUb/ALktWyqtQ6MPticKMr/AKBLctH3Zj1y3e7MbuH\n5uUuHxgUUaKnAAAgAElEQVTqcNuoDvpF/cb6/Ha27y0Qo8VujLX628/KfkypXHVjVi4acGNO6NmV\nu/yU7i1uG9/ufpwbc0/bCjdmdNLfxp4CNe8O0FKR5m3LnxfVAt0aXe7vs/aNBfbH0l43ZmA8vyDf\nll6/yGCl3y/qN/xIlxtz73a/gOA9LQVeq4rEFCgI2dpZcWOWrcgf85L0nGX35C5f2+a/ft24zJ8X\nN7Y9xo0Zae10Y8oj+csnKfkMHDKuhAAAAABIiiQEAAAAQFIkIQAAAACSIgkBAAAAkBRJCAAAAICk\nSEIAAAAAJEUSAgAAACApkhAAAAAASVFmB5glq0pt/bNvZ3iDX5TtlDXb3JgL1l3nxnxlz1Nzl9+0\n7US3jV17F7ox5QG/wl150C/02ObXotO4X0dO4z3+Nq70TLgx3SvG3JizF96du/z8BTvcNnpKw27M\nFyfz96Uk3TO0yo1xlRsr4tkyIXX25m/vsR7/PNjwWn+9T1uz2Y15/fKb3Jhfjq7LXX5V9Qy3jS17\n/AqMbbv9edHW78+LFr9+oKp+7USNL/S3cWW53868sl8k9+yuu3KXP63D3zYLSz9zY37Tv9SN2VSg\n4Goo5/cnpKnfDByTuBICAAAAICmSEAAAAABJkYQAAAAASIokBAAAAEBSJCEAAAAAkiIJAQAAAJAU\nSQgAAACApEhCAAAAACRFsUIAQNNZkEpj+UXwWioFCiAWOFW2tnOPG/PENr/A5GjYnru8q9UvxqcC\nT6k05hciLA8WacdfWUunv65qhx9TqRYoKlqqujGryyNORLfbxvHl3W7Mona/0Ofmdr+/oeIMQH+z\nAJgBV0IAAAAAJEUSAgAAACApkhAAAAAASZGEAAAAAEiKJAQAAABAUiQhAAAAAJIiCQEAAACQFEkI\nAAAAgKQshAKVlaaCzXZK2jx33QGOCBtCCMuKBjMv8CjBvAAOxrwADlZoXjSUhAAAAADAbHE7FgAA\nAICkSEIAAAAAJEUSAgAAACApkhAAAAAASZGEAAAAAEiKJAQAAABAUiQhAAAAAJIiCQEAAACQFEkI\nAAAAgKRIQgAAAAAkRRICAAAAICmSEAAAAABJkYQAAAAASIokBAAAAEBSJCEAAAAAkiIJAQAAAJAU\nSQgAAACApEhCAAAAACRFEgIAAAAgKZIQAAAAAEmRhAAAAABIiiQEAAAAQFIkITnMbJOZPS/Bei40\ns6vmej3A4WJm15nZa7P/n29mN9csGzSz4w9f7/Yzs3Yz+28zW5n93mlmXzezvWb2pcPdv9kws9vM\n7AmHux9oDjMLZnbiDMteZWbfOsR2f9fMvlrz+zPM7N5snv7Bofb3cDOzU83sR4e7Hzj2mNk1tXPD\nzC4ys11mtv1w9mu2zOwSM3vzXK6DJOQYZGblIn/D4WNmrzSzW81syMx2ZP9/q5lZtvwKMxvP3vh3\nm9kNZva4mscfcCBf87dfmtmwmW03s0+a2cKa5ReaWSVrs8/MfmRmZ07Tt+PMbNLMLm/g+YTsuQxm\nL77X1K47hHBuCOEz0z02hNAdQri/6Lrm2J9JuimEMPXm8VJJKyQtCSG87FAbnW5/NVs2pu7OEqYd\nZvYZM1tQE3KxpPfOZR/m0jE4Z8zM3m5mv8qe08Nm9iUzO+XQttB+IYSrQwi/e4gP/wdJH6z5/b2S\nLsvm6VdneIzLzG40sz891McXXMdVZrbNzPrN7J7a9YUQ7pDUZ2Yvmss+NNsxOO5nTJ6PRmZ2qqQn\nSfpa9vs6Se+UdHIIYeUs2t2Ybas5O3Yzs5PN7Kdmtif7+baZnVwT8mFJ7zaztrnqA0lIQVMT2cwu\nznbWA2Z2bs3yG83sAxbPNu41s6+Z2eJs2bPN7OG69jaZ2fPM7PmS/lbSK7IJ/4sZ1v8uM7vPzAYs\nnql9SV3ffmhmHzWz3ZIunOFvJ5jZd82s1+KB4tVTLzxmdoGZfblunZea2ceatQ0Rmdk7JX1ccYKv\nVDzIfbOkZ0iqnez/GELolrRG0hZJ/+q0+SFJF0jqkfQ0SRsk3VD3AvKFrM2lkr4nabqz+6+RtEfS\nK82svYGn9qSs7eMlLZJ0YQOPTSrnhf1Nkq6s+X2DpHtCCBNz36uZFXwj+qGkZ4QQehT3QVnSRTXL\n/0PSc8xs1Rx0cU4do3Pm45LeIentkhZLeqykr0p6QcHHN52Z/ZaknhDCj2v+vEHSnYepS5L2JWxF\njlc+IGljCGGBpN+XdJGZPaVm+dWKc/yocIyO+2PNmyRdHUII2e8bJPWGEHYcxj4Vfc/YqniibbHi\nfv4PSZ+fWhhC2CbpLsW5NDdCCPzM8CNpk6TnZf8/X1JF0hsllSS9JduBli2/UXHyP1FSl6QvS7oq\nW/ZsSQ/ntH3hVGxOX14mabVi4vgKSUOSVtX0bULSXygeeHTO8LcTJf2OpHZJyyTdJOljWRursjYX\nZr+XJe2Q9JTDvR+OpR/FF/0hSX/kxF0h6aKa339P0lDN7+dLujn7/wJJg5JeXtdGd7YPXz/dOJN0\nsqQgaVnd4+7Lxvcjkl5a8HkFSSfW/P5WSd+q+f1GSX9a3/f6x2bP+/9I+oakAUm3SjqhJvZxkm6Q\ntFvS3bXPWfHg7b8k9Ut6SNKFNcs2Zut5g6QHFa921D+H9ZJGJJWz398jaVxx3g9mjz1B0ncl9Ura\npXhQs7CmjXWSviJpZxZzmaTHSxqVVM3a6asZC5/NYjdL+jtJLTXb6IeSPpo914uK7Ie6ff9ZSd+s\n+/sNkl57uOfBo33OSHpMNh5Oz4nZN2dy5s3bJd2fjcUP142f2tgn1MybRyT97Qzr/F+S/qXueU1m\n82JQ8b3jdZJ+rTg/75f0pro2XizpdsV5eJ+k50t6f/Z8R7N2Lstiny7pJ5L2Zv8+ve75vz+bByOq\neX0pOG5OkrRNB75GrMnaaj/c4/rROO5rxu1B+1L+a+smSX8l6Y5svHxBUocz7s7Mnu/Uz6ikTVl8\nu6SPKR7Hbc3+354tWyrpWkl92Zz5gbK5NU2/75d0Vvb/52XjazJb3xXZ378kaXvW75skPaHm8Z2S\nPqL4HrBX0s3Z3x7MttVU389UPP77uyx2h+JrfE/WzkY573HOfilL+nNJw3V/f7ekf5urcc6VkMZs\nDiH8cwihKukzigfuK2qWXxlC+FUIYUjS30t6uZmVmrHiEMKXQghbQwiTIYQvSLpX0uk1IVtDCJeG\nECZCCCPT/S2E8JsQwg0hhLEQwk5Jl0g6O2t/m+LkmLrl5PmSdoUQftaM/mOfMxVf/L5W9AFm1iXp\njyX9ZoaQp0vqUDz43SeEMCjpOsXEs77NNsWzWL2KZ7Km/v5MSWsVz4Z8MYtpiJktkvQHkn7sxc7g\njxUTgEWKz/n9WbtdigdSn5O0PIu73PZ/zmEo6+9CxYTkLXbwPexnKyYF50yz3lMk3R+yqx4hhP+t\neGvKF0K8FeVfJZni2dbVWTvrlF3xyeb6tYpvEBsVD3g+H0L4teLZy1uydqZue7hU8UDj+Kxfr1E8\nwJtyhuIb3HJJ7zez9dmtEetn2nBmdpaZ7VU8QPwjxTfWWr9WvHXgaHIszpnnKp6Yuq1AbJ6XSHqq\npCcrHoS9fpp+z5f0bUn/qThuT5T0nRnaO0UxuZckhRBOUDygeVE2dscUD35eqHhA+zpJHzWzJ2fr\nOl3xwOgCxXn4LMWDvncrHsi9LWvnbdmdAt+Q9AlJSxTfj75hZktq+vNqxVsk50vanN0RcG3eBjGz\ny81sWPEM7jZJ36x5PlsUTyqclNfGEeJYHPe53dcMr601Xq54bHKcpFMVE6y8cTf1mtut+H7yY0nX\nZG29W/Eq0GmKr4mnKx7gS/F2qocVT9auULxbZepKx/4Ox+19nLI5E0L4tqRzFY+9ukMI52eh1yme\neFgu6eeKCdaUiyU9RXHfLJb014pJzLOy5Quztm7Jnu/5kp6j+L7RrXiiq9YB73FmdoeZ/Ul93+ue\nR59ignap4nterTl9zyAJacy+DxmFEIaz/3bXLH+o5v+bJbUqZtSzZmavMbPbs4OQPsUrLrVtPzTN\nww74m5ktN7PPm9kWM+uXdFVdG5+RdF72//N04G0paI6lisndvtt7LN5v22dmI2b2rJrYv8r29YCk\nsxTfkAu1WWObDtzHL8/aHFG8qvfSuse9VtJ1IYQ9igf755rZ8oLP7edZ27sUryr8U8HH1ftKCOG2\nrF9XK75JSPHAZ1MI4d+yxPrnilccXypJIYQbQwi/zBL1OxTfbM6ua/vCEMJQTaJea6Hitp5RXiKv\n+Ca2WtIF2TpGQwjTfg4kS1heIelvQggDIYRNimfDavdx/UmEB0MIC0MID+b07+YQb8daq3hmfFNd\nyED2PI8mx+KcWZKtZ7Y+FELYnY2JjykegNZ7oaTtIYSPZGNyIIRw6wztFZkD3wgh3Bei70v6lqRn\nZovfIOnT2RyZDCFsCSHcNUNTL5B0bwjhymyMX6OYONR+ZuOKEMKd2fJKCOGDIYQXOv17q2LS8kzF\ng+2xupCjZQ4ci+N+Rs5r65RPZCdjd0v6uva/NxQZd59QPFH17uz3V0l6bwhhR7a+92j/dqsonmTe\nkI27H4QQDkpCtH8ceXPm09m8G1NMrJ5kZj3ZLYavl/SOrM/VEMKPsrjpvErSJSGE+7PE8W8Ub4Wr\nvfXqgPe4EMKpIYTPOf1bqHhC7G2KdxPUmtP5QhLSXOtq/r9ecSDvUhz486YWZAcgy2pipxvc+5jZ\nBkn/rDhAlmQD5leKZw7y2qj/2weyv50a4j2z59W18VVJp5rZExXfuK4Wmq1X0tLaF40QwtOzfdqr\nA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AAAiIokBAAAAEBUJCEAAAAAoiIJAQAAABAVSQgAAACAqEhCAAAAAETVVok1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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2078877f7b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# settings\n",
"methods = ['GRIORA_Bilinear', 'GRIORA_Cubic', 'GRIORA_Lanczos']\n",
"factor = 3 # upsample factor (ysize * factor, xsize * factor)\n",
"size = 7 # test grid size (size,size)\n",
"nodata = -999\n",
"\n",
"nodata_idxs = [[None], \n",
" [(2,3),(2,2),(3,2),(4,2)],\n",
" [(4,3),(4,4),(3,4)],\n",
" [(2,4)],\n",
" [(3,3)]]\n",
"\n",
"fig = plot_result(nodata, methods, factor, size, nodata_idxs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Nodata -999, factor 4"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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sK9vBKhi5K13H8pRd9/pqO52kujp9ep1fbe+/5oBZZLaZYs1enuyxk8Kaxe7S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iIpjRf5TqR+L4PQJERERERERDJlxVCeZGJT3m/bVThTbTnBwekN+Rt/p7beALgNkGtnt638Vva3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\nirSsOBc+d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7bO0da8LWs009fdViZpbu+0T8e65bnp5fcdeZut81jxD779e5LL7/lNf7J2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\n7mVOUH8LJ6+a6Qy5cdY2kfhSfsw4rTO+HdFE3Q592nW277nk5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oOd8HH70vQVZp3bunYk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\nAABAoZiEAAAAACgUkxAAAAAAhfo/V+NhjFbUnOgAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2078b5c86a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# settings\n",
"methods = ['GRIORA_Bilinear', 'GRIORA_Cubic', 'GRIORA_Lanczos']\n",
"factor = 4 # upsample factor (ysize * factor, xsize * factor)\n",
"size = 7 # test grid size (size,size)\n",
"nodata = -999\n",
"\n",
"nodata_idxs = [[None], \n",
" [(2,3),(2,2),(3,2),(4,2)],\n",
" [(4,3),(4,4),(3,4)],\n",
" [(2,4)],\n",
" [(3,3)]]\n",
"\n",
"fig = plot_result(nodata, methods, factor, size, nodata_idxs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Nodata np.nan, factor 5"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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veLF3aPJngy6JC2pQE5mrjrT8uW5cvdKl9SOuL9/SOLTp79Ux50R9EyKEEEII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\nAAAAhSIwHVigQ81Bfe2QF0bbnZ+Pbk7K9o2lwZOS1Kqn1w1K5ZCUNYb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Z2d3Z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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2078bad35c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# settings\n",
"methods = ['GRIORA_Bilinear', 'GRIORA_Cubic', 'GRIORA_Lanczos']\n",
"factor = 5 # upsample factor (ysize * factor, xsize * factor)\n",
"size = 7 # test grid size (size,size)\n",
"nodata = np.nan\n",
"\n",
"nodata_idxs = [[None], \n",
" [(2,3),(2,2),(3,2),(4,2)],\n",
" [(4,3),(4,4),(3,4)],\n",
" [(2,4)],\n",
" [(3,3)]]\n",
"\n",
"fig = plot_result(nodata, methods, factor, size, nodata_idxs)"
]
},
{
"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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