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@lukegre
Created September 22, 2020 10:29
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Difference between interpolation and averaging when coarsening model data.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Question: What is the difference between interpolation and averaging when coarsening model data?\n",
"\n",
"This is regarding coarsening model data to a lower resolution grid. \n",
"Does the method you use to coarsen the data make a big difference?"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"\n",
"import xarray as xr"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Make synthetic data"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"lat = np.arange(-49.875, -43, .25)\n",
"z = np.random.normal(size=lat.size)\n",
"xda = xr.DataArray(z, coords={'lat': lat}, dims=('lat', ))\n",
"\n",
"lat_interp = np.arange(-89.5, 0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Interpolation vs averaging"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"interp = xda.interp(lat=lat_interp)\n",
"coarse = xda.coarsen(lat=4).mean()\n",
"points = xda[::4]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A plot of the differences"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fe9e6810a50>"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"figure(dpi=200)\n",
"\n",
"xda.plot(label='original', lw=0.5, marker='.', ms=3)\n",
"xda[1::4].plot(lw=0, marker='.', ms=6, c='C0')\n",
"xda[2::4].plot(lw=0, marker='.', ms=6, c='C0')\n",
"interp.plot(label='interpolated', marker='.', ms=4, mew=2, mec='r')\n",
"coarse.plot(label='averaged', marker='.', color='C2', ms=6)\n",
"# points.plot(label='points')\n",
"title('Random data example of interpolation vs averaging')\n",
"ylabel('Units')\n",
"xlabel('Latitude (°N)')\n",
"\n",
"legend(ncol=3)"
]
},
{
"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
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
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"nbformat_minor": 4
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