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@gustavo-marques
Last active May 19, 2020 17:53
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regrid_imbie_basin_to_gx1v7.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Regrid imbie masks to POP's gx1v7"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Basemap module not found. Some regional plots may not function properly\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Cannot write to data cache '/glade/p/cesmdata/cseg'. Will not be able to download remote data files. Use environment variable 'CESMDATAROOT' to specify another directory.\n"
]
}
],
"source": [
"%matplotlib inline\n",
"from mom6_tools.m6plot import xyplot, polarplot, get_circle\n",
"import cartopy.crs as ccrs\n",
"import cartopy\n",
"import pop_tools\n",
"import xarray as xr\n",
"import numpy as np\n",
"import esmlab\n",
"# https://github.com/NCAR/esmlab\n",
"import esmlab_regrid # https://github.com/NCAR/esmlab-regrid\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.ticker as mticker\n",
"from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
"import netCDF4"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#read pop's grid\n",
"grid = pop_tools.get_grid('POP_gx1v7')\n",
"grid.coords['TLAT'] = grid['TLAT']\n",
"grid.coords['TLONG'] = grid['TLONG']\n",
"grid.coords['ULAT'] = grid['ULAT']\n",
"grid.coords['ULONG'] = grid['ULONG']\n",
"mask = grid.REGION_MASK.rename({'nlon': 'xh','nlat': 'yh'})\n",
"mask.coords['TLAT'] = grid['TLAT'].rename({'nlon': 'xh','nlat': 'yh'})\n",
"mask.coords['TLONG'] = grid['TLONG'].rename({'nlon': 'xh','nlat': 'yh'}) - 180.\n",
"mask.rename('mask');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generate weights for remaping"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Removing /glade/work/gmarques/Projects/POP_CISM/weights/imbie_basin_with_grids_SCRIP_to_gx1v7_grid_SCRIP_nearest_d2s.nc\n",
"Generating /glade/work/gmarques/Projects/POP_CISM/weights/imbie_basin_with_grids_SCRIP_to_gx1v7_grid_SCRIP_nearest_d2s.nc\n"
]
}
],
"source": [
"# grid file directory\n",
"gridpath = '/glade/work/gmarques/Projects/POP_CISM/'\n",
"\n",
"esmlab.config.set({'regrid.gridfile-directory': gridpath})\n",
"# src and dst grids\n",
"src_grid_name = 'imbie_basin_with_grids_SCRIP'\n",
"dst_grid_name = 'gx1v7_grid_SCRIP'\n",
"\n",
"# generate weights\n",
"R = esmlab_regrid.regridder(name_grid_src=src_grid_name, name_grid_dst=dst_grid_name,\n",
" method='nearest_d2s', overwrite_existing=True)\n",
"\n",
"#R = esmlab_regrid.regridder(name_grid_src=src_grid_name, name_grid_dst=dst_grid_name,\n",
"# method='conservative', overwrite_existing=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load imbie basin masks"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"filename='imbie_basin_with_grids'\n",
"ds1 = xr.open_dataset(gridpath+filename+'.nc')\n",
"ds1.coords['lon'] = ds1['Lon']-180. # need -180 here!\n",
"ds1.coords['lat'] = ds1['Lat']\n",
"ds1['basin_id'] = ds1['basin_id'] "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x2b3096ab2198>]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"(ds1.Lon[0,:]).plot()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def plot_masks(data, lon, lat, ax, title=''):\n",
" '''Used to generate the maps'''\n",
" extent = [-180, 180, -90, -50]\n",
" lonRange=(-360, 360.); latRange=(extent[2], extent[3])\n",
" ax.set_extent(extent, ccrs.PlateCarree())\n",
" #ax.add_feature(cartopy.feature.LAND)\n",
" cs = ax.pcolormesh(lon,lat,data,transform=ccrs.PlateCarree())\n",
" cb = plt.colorbar(cs, ax=ax, orientation='horizontal', pad=0.02)\n",
" #ax.pcolormesh(lon,lat,data)\n",
" ax.add_feature(cartopy.feature.COASTLINE)\n",
" circle_value = get_circle()\n",
" ax.set_boundary(circle_value, transform=ax.transAxes)\n",
" ax.set_title(title)\n",
" ax.gridlines()\n",
" ax.xlocator = mticker.FixedLocator([-180, -45, 0, 45, 180])\n",
" ax.xformatter = LONGITUDE_FORMATTER\n",
" ax.yformatter = LATITUDE_FORMATTER"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Let's visualize the masks in the original grid without a projection"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x2b30a05b9e48>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"fig, ax = plt.subplots(nrows=1, ncols=1)\n",
"ds1['basin_id'][:,:].plot.pcolormesh('lon', 'lat', ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2) Now using a polar projection (using function plot_masks)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"fig, ax = plt.subplots(nrows=1, ncols=1, \n",
" subplot_kw={'projection': ccrs.SouthPolarStereo()})\n",
"plot_masks(ds1.basin_id.values, ds1.lon.values, ds1.lat.values, ax, 'All masks')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The first mask # is 1.0, and the last is 16.0\n",
"Total # of masks is 16\n"
]
}
],
"source": [
"print('The first mask # is {}, and the last is {}'.format( \\\n",
" ds1.basin_id.min().values,ds1.basin_id.max().values))\n",
"# total number of masks\n",
"total_masks = np.int((ds1.basin_id.max().values - ds1.basin_id.min().values) + 1)\n",
"print('Total # of masks is {}'.format(total_masks))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3) Now, lets visualize one by one using a polar projection"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x1152 with 34 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=6, ncols=3, figsize=(12,16),\n",
" subplot_kw={'projection': ccrs.SouthPolarStereo()})\n",
"axis=ax.flatten()\n",
"for i in np.arange(total_masks): \n",
" plot_masks(ds1['basin_id'].where(ds1.basin_id==i+1).values, \n",
" ds1.lon.values, ds1.lat.values, axis[i], title='Mask #'+str(i+1))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create DataArray for remaped masks"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# create DataArray for output\n",
"ny, nx = grid.TLONG.shape\n",
"ds_out = xr.DataArray(np.zeros((total_masks,ny,nx)),dims=['region','yh','xh'])\n",
"#ds_out"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Remap masks, one at each time"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing 1\n",
"Processing 2\n",
"Processing 3\n",
"Processing 4\n",
"Processing 5\n",
"Processing 6\n",
"Processing 7\n",
"Processing 8\n",
"Processing 9\n",
"Processing 10\n",
"Processing 11\n",
"Processing 12\n",
"Processing 13\n",
"Processing 14\n",
"Processing 15\n",
"Processing 16\n"
]
}
],
"source": [
"for i in np.arange(total_masks):\n",
" print('Processing ',i+1)\n",
" dummy = ds1['basin_id'].where(ds1['basin_id']==i+1)\n",
" #dummy = ds[var].where(ds[var]==i)\n",
" dummy1 = R(dummy)\n",
" dummy2 = np.ma.masked_where(mask.values<0, dummy1.values)\n",
" ds_out[i,:] = np.nan_to_num(dummy1.data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Select just the southern ocean from ds_out"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"ds_out_so = ds_out.sel(yh=slice(0,90))\n",
"ds_out_so['TLONG'] = grid['TLONG'].rename({'nlon': 'xh','nlat': 'yh'}).sel(yh=slice(0,90)) \n",
"ds_out_so['TLAT'] = grid['TLAT'].rename({'nlon': 'xh','nlat': 'yh'}).sel(yh=slice(0,90))\n",
"ds_out_so.coords['TLAT'] = ds_out_so['TLAT']\n",
"ds_out_so.coords['TLONG'] = ds_out_so['TLONG'] \n",
"ds_out_so.coords['region'] = np.arange(total_masks) + 1 "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Compare remmaped vs. original mask"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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