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Created November 11, 2017 01:15
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xesmf_regridding_bug.ipynb
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{
"cells": [
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:35.397425Z",
"end_time": "2017-11-11T01:14:35.400569Z"
},
"trusted": true
},
"cell_type": "code",
"source": "from __future__ import division\nfrom __future__ import print_function",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:35.420165Z",
"end_time": "2017-11-11T01:14:35.892140Z"
},
"trusted": true
},
"cell_type": "code",
"source": "%matplotlib inline\n\nimport cartopy.crs as ccrs\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport xarray as xr\nimport xesmf as xe",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:35.893563Z",
"end_time": "2017-11-11T01:14:35.920716Z"
},
"trusted": true
},
"cell_type": "code",
"source": "arr = xr.open_dataset('/work/s1h/aospy/aero_3agcm/am2/reyoi_cont/precip/'\n 'precip.jas.av.from_monthly_ts.am2.reyoi_cont.1983-2012.nc')['precip']\narr = arr.drop(['raw_data_start_date', 'raw_data_end_date', 'subset_start_date',\n 'subset_end_date', 'zsurf', 'sfc_area', 'land_mask'])",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:35.922089Z",
"end_time": "2017-11-11T01:14:35.946863Z"
},
"trusted": true
},
"cell_type": "code",
"source": "LON_STR = 'lon'\nLAT_STR = 'lat'\n\ndef meshed_latlon_arr(arr, lon_str=LON_STR, lat_str=LAT_STR):\n \"\"\"Create new array with meshed lat and lon coordinates.\"\"\"\n lonmesh, latmesh = np.meshgrid(arr[lon_str], arr[lat_str])\n renamed = arr.rename({lat_str: 'y', lon_str: 'x'})\n renamed.coords[lon_str] = (('y', 'x'), lonmesh)\n renamed.coords[lat_str] = (('y', 'x'), latmesh)\n return renamed.reset_index(['x', 'y'], drop=True)",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:35.948184Z",
"end_time": "2017-11-11T01:14:35.973010Z"
},
"trusted": true
},
"cell_type": "code",
"source": "meshed360 = meshed_latlon_arr(arr)\n\nprint(meshed360.lon[0])",
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"text": "<xarray.DataArray 'lon' (x: 144)>\narray([ 1.25, 3.75, 6.25, 8.75, 11.25, 13.75, 16.25, 18.75,\n 21.25, 23.75, 26.25, 28.75, 31.25, 33.75, 36.25, 38.75,\n 41.25, 43.75, 46.25, 48.75, 51.25, 53.75, 56.25, 58.75,\n 61.25, 63.75, 66.25, 68.75, 71.25, 73.75, 76.25, 78.75,\n 81.25, 83.75, 86.25, 88.75, 91.25, 93.75, 96.25, 98.75,\n 101.25, 103.75, 106.25, 108.75, 111.25, 113.75, 116.25, 118.75,\n 121.25, 123.75, 126.25, 128.75, 131.25, 133.75, 136.25, 138.75,\n 141.25, 143.75, 146.25, 148.75, 151.25, 153.75, 156.25, 158.75,\n 161.25, 163.75, 166.25, 168.75, 171.25, 173.75, 176.25, 178.75,\n 181.25, 183.75, 186.25, 188.75, 191.25, 193.75, 196.25, 198.75,\n 201.25, 203.75, 206.25, 208.75, 211.25, 213.75, 216.25, 218.75,\n 221.25, 223.75, 226.25, 228.75, 231.25, 233.75, 236.25, 238.75,\n 241.25, 243.75, 246.25, 248.75, 251.25, 253.75, 256.25, 258.75,\n 261.25, 263.75, 266.25, 268.75, 271.25, 273.75, 276.25, 278.75,\n 281.25, 283.75, 286.25, 288.75, 291.25, 293.75, 296.25, 298.75,\n 301.25, 303.75, 306.25, 308.75, 311.25, 313.75, 316.25, 318.75,\n 321.25, 323.75, 326.25, 328.75, 331.25, 333.75, 336.25, 338.75,\n 341.25, 343.75, 346.25, 348.75, 351.25, 353.75, 356.25, 358.75])\nCoordinates:\n lon (x) float64 1.25 3.75 6.25 8.75 11.25 13.75 16.25 18.75 21.25 ...\n lat (x) float64 -89.49 -89.49 -89.49 -89.49 -89.49 -89.49 -89.49 ...\nDimensions without coordinates: x\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Problem: missing values along Prime Meridian"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Values are missing along the Prime Meridian upon regridding when the original data is on a (0, 360) longitude array. This occurs whether the regridding is to (0, 360) or to (-180, 180)."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Original (0, 360), regridded to (-180, 180)"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:35.974349Z",
"end_time": "2017-11-11T01:14:36.058760Z"
},
"trusted": true
},
"cell_type": "code",
"source": "target_grid180 = xe.grid_2d(-180, 180, 1, -90, 90, 1)\ntarget_grid180",
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 6,
"data": {
"text/plain": "<xarray.Dataset>\nDimensions: (x: 360, x_b: 361, y: 180, y_b: 181)\nCoordinates:\n lon (y, x) float64 -179.5 -178.5 -177.5 -176.5 -175.5 -174.5 -173.5 ...\n lat (y, x) float64 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 ...\n lon_b (y_b, x_b) int64 -180 -179 -178 -177 -176 -175 -174 -173 -172 ...\n lat_b (y_b, x_b) int64 -90 -90 -90 -90 -90 -90 -90 -90 -90 -90 -90 ...\nDimensions without coordinates: x, x_b, y, y_b\nData variables:\n *empty*"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:36.060058Z",
"end_time": "2017-11-11T01:14:38.122295Z"
},
"trusted": true
},
"cell_type": "code",
"source": "METHOD = 'bilinear'\nregridded360to180 = xe.regrid(meshed360, target_grid180, meshed360, method=METHOD)\n\n# The longitudes are fine.\nprint(regridded360to180.lon[0])\n\n# But the values are missing at the Prime Meridian.\nprint('\\n\\n', regridded360to180.isel(x=180))",
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": "<xarray.DataArray 'lon' (x: 360)>\narray([-179.5, -178.5, -177.5, ..., 177.5, 178.5, 179.5])\nCoordinates:\n lon (x) float64 -179.5 -178.5 -177.5 -176.5 -175.5 -174.5 -173.5 ...\n lat (x) float64 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 ...\nDimensions without coordinates: x\n\n\n <xarray.DataArray 'precip' (y: 180)>\narray([ 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])\nCoordinates:\n lon (y) float64 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 ...\n lat (y) float64 -89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 ...\nDimensions without coordinates: y\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:38.123494Z",
"end_time": "2017-11-11T01:14:38.439142Z"
},
"trusted": true,
"scrolled": true
},
"cell_type": "code",
"source": "regridded360to180.plot()",
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 8,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x2b42202e3fd0>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x2b421c396c88>",
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RRmTFI25iLaA0iOZszemYGmh8NLoX7sQD0IDqOce2J2m04XnrGN0FIU4FRveL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\nrtn45c/u9pi2l3xWM4Mf7jpIk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},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:38.441033Z",
"end_time": "2017-11-11T01:14:38.925731Z"
},
"trusted": true
},
"cell_type": "code",
"source": "ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=0.))\nax.pcolormesh(regridded360to180.lon, regridded360to180.lat, regridded360to180, transform=ccrs.PlateCarree())",
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 9,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x2b4233283dd8>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x2b42203a1128>",
"image/png": 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A1bYn3ws1XZTet1AJBIQUUqeavb6/heexYMmXA2LvES46xMGBHeDHCLcLhlJJ12BpH02h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\ni1zkC5ELIF/kIhe5yBci/x97J3VBdCO8xQAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:38.927681Z",
"end_time": "2017-11-11T01:14:39.649931Z"
},
"trusted": true
},
"cell_type": "code",
"source": "ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=180.))\nax.pcolormesh(regridded360to180.lon, regridded360to180.lat, regridded360to180, transform=ccrs.PlateCarree())",
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 10,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x2b42332d82e8>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x2b423328b710>",
"image/png": 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BTTpJMvc1A2JGybg160wug3ZJGMQVjIvGTfNgFj2eqErvx2SJpsO0aZHLbmoE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\n3OQmX4ncAPkmN7nJTb4S+f/Jzq2IWk6P4gAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Original (0, 360), regridded to (0, 360)"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:39.651691Z",
"end_time": "2017-11-11T01:14:39.661775Z"
},
"trusted": true
},
"cell_type": "code",
"source": "target_grid360 = xe.grid_2d(0, 360, 1, -90, 90, 1)\ntarget_grid360",
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 11,
"data": {
"text/plain": "<xarray.Dataset>\nDimensions: (x: 360, x_b: 361, y: 180, y_b: 181)\nCoordinates:\n lon (y, x) float64 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5 10.5 ...\n lat (y, x) float64 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 ...\n lon_b (y_b, x_b) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 ...\n lat_b (y_b, x_b) int64 -90 -90 -90 -90 -90 -90 -90 -90 -90 -90 -90 ...\nDimensions without coordinates: x, x_b, y, y_b\nData variables:\n *empty*"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"ExecuteTime": {
"start_time": "2017-11-11T01:14:39.663385Z",
"end_time": "2017-11-11T01:14:41.701585Z"
}
},
"cell_type": "code",
"source": "regridded360to360 = xe.regrid(meshed360, target_grid360, meshed360, method=METHOD)\n\nprint(regridded360to360.lon[0])\nprint('\\n\\n', regridded360to360.isel(x=-1))",
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"text": "<xarray.DataArray 'lon' (x: 360)>\narray([ 0.5, 1.5, 2.5, ..., 357.5, 358.5, 359.5])\nCoordinates:\n lon (x) float64 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5 10.5 11.5 ...\n lat (x) float64 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 ...\nDimensions without coordinates: x\n\n\n <xarray.DataArray 'precip' (y: 180)>\narray([ 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])\nCoordinates:\n lon (y) float64 359.5 359.5 359.5 359.5 359.5 359.5 359.5 359.5 ...\n lat (y) float64 -89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 ...\nDimensions without coordinates: y\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:41.703047Z",
"end_time": "2017-11-11T01:14:41.998067Z"
},
"trusted": true
},
"cell_type": "code",
"source": "regridded360to360.plot()",
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 13,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x2b42333d6438>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x2b421c3969b0>",
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xYEzurd6jy5qw8ISFpz3yBiJ1LG4lmPdXMGBRB21tOcXUGcA4pQOW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4FfAX4fF9Ge2WspHoUO8Lak8VuddEfZZPoxIjboOS1WNt3wIowqwzp9MuHd+vAHOVOUqwfb92nr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\nrkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:41.999478Z",
"end_time": "2017-11-11T01:14:42.666953Z"
},
"trusted": true
},
"cell_type": "code",
"source": "ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=0.))\nax.pcolormesh(regridded360to360.lon, regridded360to360.lat, regridded360to360, transform=ccrs.PlateCarree())",
"execution_count": 14,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 14,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x2b423348c208>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x2b423341ed30>",
"image/png": 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ry82yDAVjZ+JDLcCbPiDA1KhAmRB1fxPBcUox1drEVT8+uJm+zd89w9IzGIcw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},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:42.668419Z",
"end_time": "2017-11-11T01:14:42.840342Z"
},
"trusted": true
},
"cell_type": "code",
"source": "ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=180.))\nax.pcolormesh(regridded360to360.lon, regridded360to360.lat, regridded360to360, transform=ccrs.PlateCarree())",
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 15,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x2b42335495c0>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x2b4233436d30>",
"image/png": 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viqSRE/Yzck6M5PWvlk0r+OpKPu0TaVFIXgQDZOC14UryzMprADk3BSOiSspi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k2xXKZoWLzCcUchtAc5gBwCCNTaV0QCVqU5ImO244WeR+IzyCGFAFGsnW/k4rl7nOmaCJFGxIku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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Roll longitudes from (0, 360) to (-180, 180) before regridding"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Unfortunately, all this does is to move the missing data from the Prime Meridian (lon=0) to the dateline (lon=180), again irrespective of the target longitudes being (0, 360) or (-180, 180). I.e. in both cases, it's at the wraparound point that the missing values occur."
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:42.841673Z",
"end_time": "2017-11-11T01:14:42.848258Z"
},
"trusted": true
},
"cell_type": "code",
"source": "def roll_longitudes(arr, lon_str=LON_STR):\n \"\"\"Change [0, 360] longitudes array to [-180, 180].\n \n Assumes even number of points, with equal number less than\n and greater than 180.\n \n TODO: relax these assumptions.\n \"\"\"\n index = len(arr[lon_str]) // 2\n rolled = arr.roll(**{lon_str: index})\n lon = rolled[lon_str]\n shifted = 360.*xr.ones_like(lon).where(lon > 180.).fillna(0.)\n lon.values -= shifted.values\n return rolled",
"execution_count": 16,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:42.849812Z",
"end_time": "2017-11-11T01:14:42.877920Z"
},
"trusted": true
},
"cell_type": "code",
"source": "rolled = roll_longitudes(arr)\nmeshed180 = meshed_latlon_arr(rolled)\n\nprint(meshed180.lon[0])",
"execution_count": 17,
"outputs": [
{
"output_type": "stream",
"text": "<xarray.DataArray 'lon' (x: 144)>\narray([-178.75, -176.25, -173.75, -171.25, -168.75, -166.25, -163.75, -161.25,\n -158.75, -156.25, -153.75, -151.25, -148.75, -146.25, -143.75, -141.25,\n -138.75, -136.25, -133.75, -131.25, -128.75, -126.25, -123.75, -121.25,\n -118.75, -116.25, -113.75, -111.25, -108.75, -106.25, -103.75, -101.25,\n -98.75, -96.25, -93.75, -91.25, -88.75, -86.25, -83.75, -81.25,\n -78.75, -76.25, -73.75, -71.25, -68.75, -66.25, -63.75, -61.25,\n -58.75, -56.25, -53.75, -51.25, -48.75, -46.25, -43.75, -41.25,\n -38.75, -36.25, -33.75, -31.25, -28.75, -26.25, -23.75, -21.25,\n -18.75, -16.25, -13.75, -11.25, -8.75, -6.25, -3.75, -1.25,\n 1.25, 3.75, 6.25, 8.75, 11.25, 13.75, 16.25, 18.75,\n 21.25, 23.75, 26.25, 28.75, 31.25, 33.75, 36.25, 38.75,\n 41.25, 43.75, 46.25, 48.75, 51.25, 53.75, 56.25, 58.75,\n 61.25, 63.75, 66.25, 68.75, 71.25, 73.75, 76.25, 78.75,\n 81.25, 83.75, 86.25, 88.75, 91.25, 93.75, 96.25, 98.75,\n 101.25, 103.75, 106.25, 108.75, 111.25, 113.75, 116.25, 118.75,\n 121.25, 123.75, 126.25, 128.75, 131.25, 133.75, 136.25, 138.75,\n 141.25, 143.75, 146.25, 148.75, 151.25, 153.75, 156.25, 158.75,\n 161.25, 163.75, 166.25, 168.75, 171.25, 173.75, 176.25, 178.75])\nCoordinates:\n lon (x) float64 -178.8 -176.2 -173.8 -171.2 -168.8 -166.2 -163.8 ...\n lat (x) float64 -89.49 -89.49 -89.49 -89.49 -89.49 -89.49 -89.49 ...\nDimensions without coordinates: x\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Original (-180, 180), regridded to (-180, 180)"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:42.879634Z",
"end_time": "2017-11-11T01:14:45.740197Z"
},
"trusted": true
},
"cell_type": "code",
"source": "regridded180to180 = xe.regrid(meshed180, target_grid180, meshed180, method=METHOD)\n\nprint(regridded180to180.lon[0])\nprint('\\n\\n', regridded180to180.isel(x=-1))",
"execution_count": 18,
"outputs": [
{
"output_type": "stream",
"text": "<xarray.DataArray 'lon' (x: 360)>\narray([-179.5, -178.5, -177.5, ..., 177.5, 178.5, 179.5])\nCoordinates:\n lon (x) float64 -179.5 -178.5 -177.5 -176.5 -175.5 -174.5 -173.5 ...\n lat (x) float64 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 ...\nDimensions without coordinates: x\n\n\n <xarray.DataArray 'precip' (y: 180)>\narray([ 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])\nCoordinates:\n lon (y) float64 179.5 179.5 179.5 179.5 179.5 179.5 179.5 179.5 ...\n lat (y) float64 -89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 ...\nDimensions without coordinates: y\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:45.741906Z",
"end_time": "2017-11-11T01:14:46.025745Z"
},
"trusted": true
},
"cell_type": "code",
"source": "regridded180to180.plot()",
"execution_count": 19,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 19,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x2b42335c0240>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x2b42334d28d0>",
"image/png": 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Mll2OaDdtW+dddJYWVd/3mS9Num69l4ulvawWs5wAwLr/pnKgBdPGrBk4D/O2rKC1WrmL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\nAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:46.027302Z",
"end_time": "2017-11-11T01:14:46.247639Z"
},
"trusted": true
},
"cell_type": "code",
"source": "ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=0.))\nax.pcolormesh(regridded180to180.lon, regridded180to180.lat, regridded180to180, transform=ccrs.PlateCarree())",
"execution_count": 20,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 20,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x2b423366c898>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x2b423361e7f0>",
"image/png": 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gjuf0WWXUyW1NYt1UFKhB3BlQ1v5q+yybgq0To2qPAVIbzmb7poq/NX1qgW6J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94Cjt5Q0ADoSqJ5tgUi5kLnLPCxXU8Fc4wwVHx20zDXc+dqyRavF/f8iorqlXUqD3zuMvunBlLn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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:46.249059Z",
"end_time": "2017-11-11T01:14:46.954077Z"
},
"trusted": true
},
"cell_type": "code",
"source": "ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=180.))\nax.pcolormesh(regridded180to180.lon, regridded180to180.lat, regridded180to180, transform=ccrs.PlateCarree())",
"execution_count": 21,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 21,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x2b42336b2a58>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x2b423360d2b0>",
"image/png": 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UkBQAY5omMYC5vrrGsk+9UJ1hJhJmQQk0MMAe7HmKQJoBuLnfGaM60oFtmXXiE3Vngc3I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Fv7B7qTC7DZ9pcCsQol+ipA+fkBGfh50xh/CnKlprQFxo/WijcffMG9Tx3ovzLvO7G3WzKo82h5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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Original (-180, 180), regridded to (0, 360)"
},
{
"metadata": {
"trusted": true,
"ExecuteTime": {
"start_time": "2017-11-11T01:14:46.955501Z",
"end_time": "2017-11-11T01:14:48.951805Z"
}
},
"cell_type": "code",
"source": "regridded180to360 = xe.regrid(meshed180, target_grid360, meshed180, method=METHOD)\n\nprint(regridded180to360.lon[0])\nprint('\\n\\n', regridded180to360.isel(x=180))",
"execution_count": 22,
"outputs": [
{
"output_type": "stream",
"text": "<xarray.DataArray 'lon' (x: 360)>\narray([ 0.5, 1.5, 2.5, ..., 357.5, 358.5, 359.5])\nCoordinates:\n lon (x) float64 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5 10.5 11.5 ...\n lat (x) float64 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 -89.5 ...\nDimensions without coordinates: x\n\n\n <xarray.DataArray 'precip' (y: 180)>\narray([ 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])\nCoordinates:\n lon (y) float64 180.5 180.5 180.5 180.5 180.5 180.5 180.5 180.5 ...\n lat (y) float64 -89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 ...\nDimensions without coordinates: y\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:48.956192Z",
"end_time": "2017-11-11T01:14:49.252278Z"
},
"trusted": true
},
"cell_type": "code",
"source": "regridded180to360.plot()",
"execution_count": 23,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 23,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x2b42337aa6d8>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x2b4233656080>",
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gm4F7VK55O/VUeoaUq3nn0NYPjDR9kuqiCgpTb9sk9QVxhZ4aVAx/Ss1WXk9JfmZCzjLX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XofmwSy7f17QqIrlRrCzWXtM0Eg31NqiAykjJZ7oKMpzFmxsmQOAq6VfVWyvyiWEMbwZpZ6Nzoo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\nw8jFYDAYDLPj/wFi0WlLbCkt4AAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:49.253778Z",
"end_time": "2017-11-11T01:14:49.944389Z"
},
"trusted": true
},
"cell_type": "code",
"source": "ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=0.))\nax.pcolormesh(regridded180to360.lon, regridded180to360.lat, regridded180to360, transform=ccrs.PlateCarree())",
"execution_count": 24,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 24,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x2b423385e6d8>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x2b423380c048>",
"image/png": 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OYaIZZ61Y+XebUjxaq2S6eE5ieKu+yNz7xEym3K/KGVKMQpWMATgcposBcExz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\nVyL/HzrClaW4AodpAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-11-11T01:14:49.945838Z",
"end_time": "2017-11-11T01:14:50.117243Z"
},
"trusted": true
},
"cell_type": "code",
"source": "ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=180.))\nax.pcolormesh(regridded180to360.lon, regridded180to360.lat, regridded180to360, transform=ccrs.PlateCarree())",
"execution_count": 25,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 25,
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x2b423391ea90>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x2b42337ee978>",
"image/png": 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cclkoCIfEnwFGu0jXz/DEGYxntOI5bbgVPmake1956H4JsA/RGkVS0qE4CTCn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