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@gustavo-marques
Created March 18, 2020 22:16
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temperature_bias_POP_DECK.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Temperature bias (model - obs)\n",
"\n",
"The goal of this notebook is to generate Hovmuller plot(s) (time vs depth) of the area-averaged temperature bias (model - obs) at key regions around Antactica using data from a POP DECK pre-industrial control run. This will then be used to identify a \"good\" time for forcing CISM."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Part 1: region selection and time mean\n",
"\n",
"Here we will read monthly averages temperatures from a POP DECK pre-industrial control run, select predifined regions around Antartica and save a netCDF file with yearly means for the selected regions."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"from mom6_tools.m6plot import xyplot, ztplot\n",
"from mom6_tools.m6toolbox import request_workers\n",
"import xarray as xr"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requesting 16 workers... \n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/glade/u/home/gmarques/miniconda3/envs/analysis/lib/python3.7/site-packages/distributed/dashboard/core.py:79: UserWarning: \n",
"Port 8787 is already in use. \n",
"Perhaps you already have a cluster running?\n",
"Hosting the diagnostics dashboard on a random port instead.\n",
" warnings.warn(\"\\n\" + msg)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/proxy/46794/status\n"
]
}
],
"source": [
"parallel, cluster, client = request_workers(16)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"variables = ['TEMP']\n",
"\n",
"def preprocess(ds):\n",
" ''' Return the dataset with variable'''\n",
" return ds[variables]"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"path = '/glade/collections/cdg/timeseries-cmip6/b.e21.B1850.f09_g17.CMIP6-esm-piControl.001/ocn/proc/tseries/month_1/b.e21.B1850.f09_g17.CMIP6-esm-piControl.001.pop.h.TEMP.*.nc'"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"# read dataset\n",
"ds = xr.open_mfdataset(path,\n",
" parallel=True,\n",
" concat_dim=\"time\", # concatenate along time\n",
" data_vars='minimal',\n",
" coords='minimal',\n",
" compat='override',\n",
" combine='nested',\n",
" preprocess=preprocess,\n",
" chunks={'time': 4}) "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"ds.TEMP.data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x2b01804ac5c0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds.TEMP[0,0,:].plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Select nlat indices from 0 to 100 (Southern ocean)\n",
"Instead, here we could use pre-defined regions to select the data."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"ds1 = ds.isel(nlat = slice(0,100))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x2b0182d9fac8>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds1.TEMP[0,0,:].plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Yearly means"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"ds2 = ds1.resample(time=\"1Y\").mean(dim='time')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"ds2.TEMP.data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Save output\n",
"We want to do this intermediate step so that we can catch up from the save dataset if something needs to be modified later on."
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [],
"source": [
"fname = 'b.e21.B1850.f09_g17.CMIP6-esm-piControl.001.pop.h.TEMP_yearly_means_Southern_Ocean.nc'"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"ds2.load().to_netcdf(path='/glade/scratch/gmarques/'+fname, mode='w', format='NETCDF4')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### We can release the workes now since ds2.TEMP is relatively small"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"distributed.client - ERROR - Failed to reconnect to scheduler after 10.00 seconds, closing client\n",
"_GatheringFuture exception was never retrieved\n",
"future: <_GatheringFuture finished exception=CancelledError()>\n",
"concurrent.futures._base.CancelledError\n"
]
}
],
"source": [
"cluster.close()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load the following to skip part 1"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [],
"source": [
"ds2 = xr.open_dataset('/glade/scratch/gmarques/'+fname)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Part 2: Hovmuller plot (time vs depth) of the area-averaged temperature "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"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": [
"import pop_tools"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.Dataset&gt;\n",
"Dimensions: (nlat: 384, nlon: 320, z_t: 60, z_w: 60, z_w_bot: 60)\n",
"Coordinates:\n",
" * z_t (z_t) float64 500.0 1.5e+03 2.5e+03 ... 5.125e+05 5.375e+05\n",
" * z_w (z_w) float64 0.0 1e+03 2e+03 3e+03 ... 4.75e+05 5e+05 5.25e+05\n",
" * z_w_bot (z_w_bot) float64 1e+03 2e+03 3e+03 ... 5e+05 5.25e+05 5.5e+05\n",
"Dimensions without coordinates: nlat, nlon\n",
"Data variables:\n",
" TLAT (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
" TLONG (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
" ULAT (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
" ULONG (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
" DXT (nlat, nlon) float64 1.894e+06 1.893e+06 ... 1.473e+06\n",
" DYT (nlat, nlon) float64 5.94e+06 5.94e+06 ... 5.046e+06 5.046e+06\n",
" DXU (nlat, nlon) float64 2.397e+06 2.397e+06 ... 1.391e+06\n",
" DYU (nlat, nlon) float64 5.94e+06 5.94e+06 ... 5.493e+06 5.493e+06\n",
" TAREA (nlat, nlon) float64 1.125e+13 1.125e+13 ... 7.432e+12\n",
" UAREA (nlat, nlon) float64 1.423e+13 1.423e+13 ... 7.639e+12\n",
" KMT (nlat, nlon) int32 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0\n",
" REGION_MASK (nlat, nlon) int32 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0\n",
" dz (z_t) float64 1e+03 1e+03 1e+03 ... 2.499e+04 2.5e+04 2.5e+04\n",
"Attributes:\n",
" lateral_dims: [384, 320]\n",
" vertical_dims: 60\n",
" vert_grid_file: gx1v7_vert_grid\n",
" horiz_grid_fname: inputdata/ocn/pop/gx1v7/grid/horiz_grid_20010402.ie...\n",
" topography_fname: inputdata/ocn/pop/gx1v7/grid/topography_20161215.ie...\n",
" region_mask_fname: inputdata/ocn/pop/gx1v7/grid/region_mask_20151008.i...\n",
" type: dipole\n",
" region_mask_regions: {&#x27;Black Sea&#x27;: -13, &#x27;Baltic Sea&#x27;: -12, &#x27;Red Sea&#x27;: -5...\n",
" title: POP_gx1v7 grid</pre>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (nlat: 384, nlon: 320, z_t: 60, z_w: 60, z_w_bot: 60)\n",
"Coordinates:\n",
" * z_t (z_t) float64 500.0 1.5e+03 2.5e+03 ... 5.125e+05 5.375e+05\n",
" * z_w (z_w) float64 0.0 1e+03 2e+03 3e+03 ... 4.75e+05 5e+05 5.25e+05\n",
" * z_w_bot (z_w_bot) float64 1e+03 2e+03 3e+03 ... 5e+05 5.25e+05 5.5e+05\n",
"Dimensions without coordinates: nlat, nlon\n",
"Data variables:\n",
" TLAT (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
" TLONG (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
" ULAT (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
" ULONG (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
" DXT (nlat, nlon) float64 1.894e+06 1.893e+06 ... 1.473e+06\n",
" DYT (nlat, nlon) float64 5.94e+06 5.94e+06 ... 5.046e+06 5.046e+06\n",
" DXU (nlat, nlon) float64 2.397e+06 2.397e+06 ... 1.391e+06\n",
" DYU (nlat, nlon) float64 5.94e+06 5.94e+06 ... 5.493e+06 5.493e+06\n",
" TAREA (nlat, nlon) float64 1.125e+13 1.125e+13 ... 7.432e+12\n",
" UAREA (nlat, nlon) float64 1.423e+13 1.423e+13 ... 7.639e+12\n",
" KMT (nlat, nlon) int32 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0\n",
" REGION_MASK (nlat, nlon) int32 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0\n",
" dz (z_t) float64 1e+03 1e+03 1e+03 ... 2.499e+04 2.5e+04 2.5e+04\n",
"Attributes:\n",
" lateral_dims: [384, 320]\n",
" vertical_dims: 60\n",
" vert_grid_file: gx1v7_vert_grid\n",
" horiz_grid_fname: inputdata/ocn/pop/gx1v7/grid/horiz_grid_20010402.ie...\n",
" topography_fname: inputdata/ocn/pop/gx1v7/grid/topography_20161215.ie...\n",
" region_mask_fname: inputdata/ocn/pop/gx1v7/grid/region_mask_20151008.i...\n",
" type: dipole\n",
" region_mask_regions: {'Black Sea': -13, 'Baltic Sea': -12, 'Red Sea': -5...\n",
" title: POP_gx1v7 grid"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#read pop's grid\n",
"grid_tmp = pop_tools.get_grid('POP_gx1v7')\n",
"grid_tmp"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [],
"source": [
"#read phc temperature climatology remmapped to POP's grid\n",
"phc_tmp = xr.open_dataset('/glade/p/cesm/omwg/obs_data/phc/PHC2_TEMP_gx1v7_60lev_ann_avg.nc', \n",
" decode_times=False)"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [],
"source": [
"# ename coordinates to be the same as the model's\n",
"thetao_obs_tmp = phc_tmp.TEMP.rename({'X': 'nlon','Y': 'nlat', 'depth': 'z_t'});\n",
"# set coordinates to the same as the model's\n",
"thetao_obs_tmp['nlon'] = ds.nlon; thetao_obs_tmp['nlat'] = ds.nlat; \n",
"thetao_obs_tmp['z_t'] = ds.z_t"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### First, we need to select the same region the we use in Part 1"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [],
"source": [
"grid = grid_tmp.isel(nlat = slice(0,100))\n",
"thetao_obs = thetao_obs_tmp.isel(nlat = slice(0,100))"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.Dataset&gt;\n",
"Dimensions: (nlat: 100, nlon: 320, z_t: 60, z_w: 60, z_w_bot: 60)\n",
"Coordinates:\n",
" * z_t (z_t) float64 500.0 1.5e+03 2.5e+03 ... 5.125e+05 5.375e+05\n",
" * z_w (z_w) float64 0.0 1e+03 2e+03 3e+03 ... 4.75e+05 5e+05 5.25e+05\n",
" * z_w_bot (z_w_bot) float64 1e+03 2e+03 3e+03 ... 5e+05 5.25e+05 5.5e+05\n",
"Dimensions without coordinates: nlat, nlon\n",
"Data variables:\n",
" TLAT (nlat, nlon) float64 -79.22 -79.22 -79.22 ... -26.52 -26.52\n",
" TLONG (nlat, nlon) float64 320.6 321.7 322.8 ... 317.2 318.3 319.4\n",
" ULAT (nlat, nlon) float64 -78.95 -78.95 -78.95 ... -26.27 -26.27\n",
" ULONG (nlat, nlon) float64 321.1 322.3 323.4 ... 317.8 318.9 320.0\n",
" DXT (nlat, nlon) float64 1.894e+06 1.893e+06 ... 1.119e+07\n",
" DYT (nlat, nlon) float64 5.94e+06 5.94e+06 ... 5.398e+06 5.398e+06\n",
" DXU (nlat, nlon) float64 2.397e+06 2.397e+06 ... 1.122e+07\n",
" DYU (nlat, nlon) float64 5.94e+06 5.94e+06 ... 5.353e+06 5.353e+06\n",
" TAREA (nlat, nlon) float64 1.125e+13 1.125e+13 ... 6.041e+13\n",
" UAREA (nlat, nlon) float64 1.423e+13 1.423e+13 ... 6.004e+13\n",
" KMT (nlat, nlon) int32 0 0 0 0 0 0 0 0 0 ... 3 23 38 45 47 48 48 51\n",
" REGION_MASK (nlat, nlon) int32 0 0 0 0 0 0 0 0 0 0 ... 0 0 6 6 6 6 6 6 6 6\n",
" dz (z_t) float64 1e+03 1e+03 1e+03 ... 2.499e+04 2.5e+04 2.5e+04\n",
"Attributes:\n",
" lateral_dims: [384, 320]\n",
" vertical_dims: 60\n",
" vert_grid_file: gx1v7_vert_grid\n",
" horiz_grid_fname: inputdata/ocn/pop/gx1v7/grid/horiz_grid_20010402.ie...\n",
" topography_fname: inputdata/ocn/pop/gx1v7/grid/topography_20161215.ie...\n",
" region_mask_fname: inputdata/ocn/pop/gx1v7/grid/region_mask_20151008.i...\n",
" type: dipole\n",
" region_mask_regions: {&#x27;Black Sea&#x27;: -13, &#x27;Baltic Sea&#x27;: -12, &#x27;Red Sea&#x27;: -5...\n",
" title: POP_gx1v7 grid</pre>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (nlat: 100, nlon: 320, z_t: 60, z_w: 60, z_w_bot: 60)\n",
"Coordinates:\n",
" * z_t (z_t) float64 500.0 1.5e+03 2.5e+03 ... 5.125e+05 5.375e+05\n",
" * z_w (z_w) float64 0.0 1e+03 2e+03 3e+03 ... 4.75e+05 5e+05 5.25e+05\n",
" * z_w_bot (z_w_bot) float64 1e+03 2e+03 3e+03 ... 5e+05 5.25e+05 5.5e+05\n",
"Dimensions without coordinates: nlat, nlon\n",
"Data variables:\n",
" TLAT (nlat, nlon) float64 -79.22 -79.22 -79.22 ... -26.52 -26.52\n",
" TLONG (nlat, nlon) float64 320.6 321.7 322.8 ... 317.2 318.3 319.4\n",
" ULAT (nlat, nlon) float64 -78.95 -78.95 -78.95 ... -26.27 -26.27\n",
" ULONG (nlat, nlon) float64 321.1 322.3 323.4 ... 317.8 318.9 320.0\n",
" DXT (nlat, nlon) float64 1.894e+06 1.893e+06 ... 1.119e+07\n",
" DYT (nlat, nlon) float64 5.94e+06 5.94e+06 ... 5.398e+06 5.398e+06\n",
" DXU (nlat, nlon) float64 2.397e+06 2.397e+06 ... 1.122e+07\n",
" DYU (nlat, nlon) float64 5.94e+06 5.94e+06 ... 5.353e+06 5.353e+06\n",
" TAREA (nlat, nlon) float64 1.125e+13 1.125e+13 ... 6.041e+13\n",
" UAREA (nlat, nlon) float64 1.423e+13 1.423e+13 ... 6.004e+13\n",
" KMT (nlat, nlon) int32 0 0 0 0 0 0 0 0 0 ... 3 23 38 45 47 48 48 51\n",
" REGION_MASK (nlat, nlon) int32 0 0 0 0 0 0 0 0 0 0 ... 0 0 6 6 6 6 6 6 6 6\n",
" dz (z_t) float64 1e+03 1e+03 1e+03 ... 2.499e+04 2.5e+04 2.5e+04\n",
"Attributes:\n",
" lateral_dims: [384, 320]\n",
" vertical_dims: 60\n",
" vert_grid_file: gx1v7_vert_grid\n",
" horiz_grid_fname: inputdata/ocn/pop/gx1v7/grid/horiz_grid_20010402.ie...\n",
" topography_fname: inputdata/ocn/pop/gx1v7/grid/topography_20161215.ie...\n",
" region_mask_fname: inputdata/ocn/pop/gx1v7/grid/region_mask_20151008.i...\n",
" type: dipole\n",
" region_mask_regions: {'Black Sea': -13, 'Baltic Sea': -12, 'Red Sea': -5...\n",
" title: POP_gx1v7 grid"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grid"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.DataArray &#x27;TEMP&#x27; (z_t: 60, nlat: 100, nlon: 320)&gt;\n",
"[1920000 values with dtype=float32]\n",
"Coordinates:\n",
" TLAT (nlat, nlon) float32 ...\n",
" * nlat (nlat) int64 0 1 2 3 4 5 6 7 8 9 ... 90 91 92 93 94 95 96 97 98 99\n",
" * nlon (nlon) int64 0 1 2 3 4 5 6 7 8 ... 312 313 314 315 316 317 318 319\n",
" TLONG (nlat, nlon) float32 ...\n",
" * z_t (z_t) float32 500.0 1500.0 2500.0 ... 487508.34 512502.8 537500.0\n",
"Attributes:\n",
" coordinates: TLONG TLAT depth time\n",
" units: degrees C\n",
" long_name: Potential Temperature</pre>"
],
"text/plain": [
"<xarray.DataArray 'TEMP' (z_t: 60, nlat: 100, nlon: 320)>\n",
"[1920000 values with dtype=float32]\n",
"Coordinates:\n",
" TLAT (nlat, nlon) float32 ...\n",
" * nlat (nlat) int64 0 1 2 3 4 5 6 7 8 9 ... 90 91 92 93 94 95 96 97 98 99\n",
" * nlon (nlon) int64 0 1 2 3 4 5 6 7 8 ... 312 313 314 315 316 317 318 319\n",
" TLONG (nlat, nlon) float32 ...\n",
" * z_t (z_t) float32 500.0 1500.0 2500.0 ... 487508.34 512502.8 537500.0\n",
"Attributes:\n",
" coordinates: TLONG TLAT depth time\n",
" units: degrees C\n",
" long_name: Potential Temperature"
]
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"thetao_obs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Let's mask land points in the area field"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [],
"source": [
"areaT = grid.TAREA.where(grid.KMT > 0)"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 737.28x414.72 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"xyplot(np.ma.masked_invalid(areaT.values))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Construct a 3D area with land values masked"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
"area3d = np.repeat(areaT.values[np.newaxis, :, :], len(ds2.z_t), axis=0)\n",
"mask3d = xr.DataArray(area3d, dims=(ds2.TEMP.dims[1:4]), coords= {ds2.TEMP.dims[1]: ds2.z_t,\n",
" ds2.TEMP.dims[2]: ds2.nlat,\n",
" ds2.TEMP.dims[3]: ds2.nlon})\n",
"area3d_masked = mask3d.where(ds2.TEMP[0,:] == ds2.TEMP[0,:])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make sure area3d_masked is what we want. It should be identical to areaT at the surface and it should have just lots of masked values at the bottom"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x2b4b6c748828>"
]
},
"execution_count": 110,
"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": [
"area3d_masked[0,:].plot()"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x2b4b57b6e8d0>"
]
},
"execution_count": 111,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ONhryYioRcV5ETIuIaZtvvnm3wrQKWTowfsipij7wql+tdYzNnmdVn+tokx2cVKGpLN08OHkQ8EhELAaQdCXwRmATSeNSq7vtxVTMzHqtw3+k0HHdjO6PwOslvUySeOniKjcDR6ZtjgV+0sUYbAT50n2Hlh2CjQKDZ06OyhZ3RNwmaQbZkL+VwB3AecBPgcskfSEtu6BbMVh91PHg3Ck7/3yt9/OXULVV/c+CuzqOOyI+DXy6YfHDwN7dfFwbuT4x+938y25Xlh2GjWARsGJgFCdus6LO3OXaVfOfmP3uEiPpjfzzhdHxnOsi6ypx4jYzq5WqnznpxG2VU8f+7nXl7p/qGBwOWGVO3GYVdOKs962aP3evi0uMZDSqfldJtaOzUens3S/jhf71mk5m3TaQ/ney3VQWt7jNzHKyUSXlXYekCCduq6SlK4c+/fvifc7vcSTlaPb8rfv812VmVthRvz5p1fyEajf4SjNYRz964zldfZwyu0GKcOK2Srp4n/NXS2Td/qBWzYv9642651wVHlViZlZDHlViZtYBb7/1w0POd1qEWBljCk1lcYvbKmu0dRU8v9JDHdvpVR25q8TMbB29+aaP8rIeZas69HG7q8SsIn6637d4fuV6qyZbXb5uul0/o/Z63GZmdeRx3GY2LMv7/ZEcSq/rxeO4zWyd7HXdJ1bNzzrkX0qMZHSIgJUV/yOFakdnNsr8/7ecxYsrx/HiSrep8gbrJD91k/u4zczWwWuv/jTr9/BYrfu4zWzYlq8Y1/L+aNTrOggnbjOzevHBSTMblrvf+dmW90eb5SvXvFTiA+/+VNceL6L6J+A4cZuZrUb0d3BUiaR5wLNAP7AyIqY1rN8f+AnwSFp0ZUR8rlWZTtw9suMPv7Bqfu7f/L8SIzGzdrrQx/3miHiyxfpfRcRhRQtz4jazSutf2dtRy75WSRdsf8mX2P6SL5Udhpn1QCmf9cj6uYtMwCRJM3PTCUOXyA2SZjVZD/AGSXdJuk7Sru1CdIu7R/pX+L+ozNZGGZ+dYYwqebKxz3oI+0bEAklbADdKuj8ibs2tvx3YLiKek3Qo8GNgaqsCa9Pi7pt+Fn3Tzyo7jLVS17jNqqqbn6lIByeLTIXKi1iQbhcBVwF7N6x/JiKeS/PXAutJmtSqzNok7kGxcgzR4z6vThiMu46xm5Ul/7np5WdoGF0lLUmaKGmjwXngYOCehm1eIUlpfm+yvPxUq3LdVWJm1qCDo0q2BK5KeXkccGlE/EzSidnjxLnAkcBJklYCLwBHR7T+WqhN4o4V9W2p1jl2szKV8dnJWtOdSdwR8TDwuiGWn5ub/3fg34dTbi0S992Ln+AVZQdhZpXSd85XmXfS6avmO6nqwwFrkbgBtKLaFdlKPvbBN5qZtVfW575I/3WZapO4zcwa7fCtr2UzHbzsayAGRvMfKUjaRNIMSfdLmiPpDZI2k3SjpIfS7aZtCwoYs0KrTXUy76TTaxm3WdkaP/fN8kCnc0MUnMrS7a+VbwI/i4idyTro5wBnAL+IiKnAL9J9M7NqSAcni0xl6VrilrQxsB9wAUBELI+IJcDhwPS02XTgXd2KwcxsrVS8yd3NPu4dgMXAdyW9DpgFnAJsGRELASJiYToNdA3pnP4TAMZtummtD04CPPzhj5YdglntlHdwstr5pptdJeOAPYFzImIPYCnD6BaJiPMiYlpETBszcWK3YjQzW00AAwMqNJWlm4l7PjA/Im5L92eQJfInJE0GSLeL2hWkmh+cNLO18/uPntb2AGXHc0MAoWJTSbqWuCPiceBRSTulRQcC9wFXA8emZceS/fODmVlldOpaJd3S7XHcHwIukbQ+8DDwfrIvix9KOh74I3BU21ICxqx46e4Dnzy1G7GaWQU9dMap7PT5s3v7oKP5BJyIuBMY6lq1B3bzcc3M1l65Q/2KqMWZk6+ZvCUz3co2G7Ue+OSp7Pzp9q3u+z97KvrUaev+gKO5xW1mVjsBUeKIkSKcuM2sFu7/bC9/dTtxm5nVi7tKzMxqxonbzKxGBk/AqTAnbjOzBv4jBTOzuvGoEjOzepFb3GZmNVL239sUUOgiU5LGF1lmNtrs9Q9ns9c/9Pg6GtZlBa8MWIOrA/6m4DIzs/qr+D/gtEzckl4haS9gA0l7SNozTfsDL+tJhGYVtfexXx9y3kaAgYJTSdr1cb8VOA6YAuTfmc8CH+9STGa1MXZ5xTtDbfjqPo47IqYD0yUdERFX9Cgms8p7w99+DdbXGst+8wP/t+hIMCJGlUTEFZLeDuwKTMgt/1y3AjOrOre2R7CKv7RFR5WcC7yH7B9tRPavNdt1MS4zM2ui6KiSN0bE3wN/jojPAm8AtuleWGZm5VEUm8pS9AScF9Lt85K2Ap4Ctu9OSGbV526SESwYMae8XyNpE+ArwO1kT+38rkVlVmF/9Y6vrHFg0kaYin8vFz04+fk0e4Wka4AJEfF098Iyq7Z8i/uX//VPJUZi3VDrUSWS3t1iHRFxZedDGvnefPBZq+ZvvuGfS4zEzIZU58QNvKPh/uDTUZp34rZRZ8yyEk+Zs97oYOKWNI/spMV+YGVETGtYL+CbwKHA88BxEXF7qzLbnYDz/lTwBOAIoC+3T2W+kw7c/4sA/OKW6p/MeeD+X4T1x5Ydhpk10aURI2+OiCebrDsEmJqmfYBz0m1TRQ9O/hhYQnZg8sW0rDKJu27GLO8vOwRbB+7eGgV6O6rkcOB7ERHAbyVtImlyRCxstkPRxD0lIt7WkRBHsYPf8HkY79a2WdUNo8U9SdLM3P3zIuK8hm0CuEFSAP8xxPqtgUdz9+enZeucuH8t6bURcXfB7Xtq7LL6tGDrFKvZqFU8cT/Z2Gc9hH0jYoGkLYAbJd0fEbfm1g/VvG8ZQdHE/ZfAcZIeAZalB4qI2K3g/mZm9dDhPu6IWJBuF0m6CtgbyCfu+ax+JvoUYEGrMosm7kOGEWfP3fCbT5YdQiF6cWXZIZhZER1K3JImAmMi4tk0fzDQeHG+q4GTJV1GdlDy6Vb921D8BJw/rEXMZma1pM6N+NwSuCob8cc44NKI+JmkEwEi4lzgWrKhgHPJhgO+v12h/rNgswaH7PLSsNLr7vtiiZFY3UXEw8Drhlh+bm4+gA8Op1wn7h4as2xF2SGYWREVH+xc9LKu1iWH7HB62SGYWV7BS7rW4bKu1gkvLi87AivCr5NVvMXtxL2WDtn6Q2ssu+6xf2u9/fjx3QzJzDpltCduSWOBmcBjEXGYpO2By4DNyE6hf19EjI4mzrJlZUdgBVz38FfLDsFKJDo6qqQretHHfQowJ3f/LODsiJgK/Bk4vgcxmJkVU4M+7q4mbklTgLeT/i0nXb7wAGBG2mQ68K5uxtAtsWzZGtNwty+yn5mVIApOJel2i/sbwMeAwR8eLweWRMTgKYSDF1NZg6QTJM2UNHPx4sVdDtPMLKfiibtrfdySDgMWRcQsSfsPLh5i0yGffrqC1nkA06ZNq9yhgnjhxdXuX7/0e8Pavsg+ZlaOWv912TraF3inpEOBCcDGZC3wTSSNS63uthdTMTPrudGauCPiTOBMgNTiPj0i3ivpR8CRZCNLjgV+0q0Yuun6pd/jLWOOAuDGgR8V2t7MaiA8qmQo/wycJmkuWZ/3BSXEYGbW3Gjt486LiFuAW9L8w2TXozUzq6TR3Mc94hXpIjGzGnLiNjOrkZK7QYpw4jYzyxHuKjEzqx0nbjOzunHiNjOrGSduM7MaKfnKf0U4cZuZNXLiNjOrl6qf8u7EbWbWwF0lZmZ14hNwzMxqyInbzKw+fOakmVkNaaDamduJ28wsz33cZmb1464SM7O6ceI2M6sXt7jNzOrGidvMrEZq8C/vTtxmZjl1GMc9puwAzMwqJ6LYVJCksZLukHTNEOuOk7RY0p1p+kC78tziNjNr0IUW9ynAHGDjJusvj4iTixbmFreZWV4MYypA0hTg7cD5nQrRidvMrIEGik3AJEkzc9MJQxT3DeBjQKtDnkdImi1phqRt2sXnrhIzswbDGFXyZERMa1qOdBiwKCJmSdq/yWb/BfwgIpZJOhGYDhzQ6kHd4jYzyws6eXByX+CdkuYBlwEHSPr+ag8X8VRELEt3/xPYq12hTtxmZg0UxaZ2IuLMiJgSEX3A0cBNEfF3qz2WNDl3951kBzFbcleJmVmjLo/jlvQ5YGZEXA18WNI7gZXAn4Dj2u3vxG1mltOtE3Ai4hbgljT/qdzyM4Ezh1OWE7eZWV6E/0jBzKx2qp23nbjNzBpV/VolTtxmZnkBVLyrpGvDASVtI+lmSXMk3SvplLR8M0k3Snoo3W7arRjMzNZKB09574ZujuNeCXw0Il4NvB74oKRdgDOAX0TEVOAX6b6ZWWV0ahx3t3QtcUfEwoi4Pc0/SzaofGvgcLJTOkm37+pWDGZma0MDUWgqS0/OnJTUB+wB3AZsGRELIUvuwBZN9jlh8MItixcv7kWYZmYdvzpgN3Q9cUvaELgC+EhEPFN0v4g4LyKmRcS0zTffvHsBmpnlZCfgRKGpLF1N3JLWI0val0TElWnxE4Pn5qfbRd2Mwcxs2AYKTiXp5qgSARcAcyLi67lVVwPHpvljgZ90KwYzs7VR9RZ3N8dx7wu8D7hb0p1p2ceBLwM/lHQ88EfgqC7GYGY2PCX3XxfRtcQdEf9N1l00lAO79bhmZuvG1yoxM6ufErtBinDiNjPLi2H9dVkpnLjNzBq5xW1mVjPVzttO3GZmjTRQ7b4SJ24zs7yg1JNrinDiNjPLEeWeXFOEE7eZWSMnbjOzmnHiNjOrEfdxm5nVj0eVmJnVSrirxMysVgInbjOz2ql2T4kTt5lZI4/jNjOrGyduM7MaiYD+aveVOHGbmTVyi9vMrGacuM3MaiQA/+ekmVmdBES1+7jHlB2AmVmlBNnBySJTQZLGSrpD0jVDrBsv6XJJcyXdJqmvXXlO3GZmjSKKTcWdAsxpsu544M8RsSNwNnBWu8KcuM3MGnUwcUuaArwdOL/JJocD09P8DOBASWpVphO3mdlqCibt4i3ubwAfo/mJ9FsDjwJExErgaeDlrQp04jYzywtgYKDYBJMkzcxNJ+SLknQYsCgiZrV4xKFa1y2/FTyqxMysUfHW9JMRMa3F+n2Bd0o6FJgAbCzp+xHxd7lt5gPbAPMljQP+AvhTqwd1i9vMbDXRsVElEXFmREyJiD7gaOCmhqQNcDVwbJo/Mm3jFreZWWEB0eVx3JI+B8yMiKuBC4CLJc0la2kf3W5/J24zs0ZdOHMyIm4Bbknzn8otfxE4ajhlOXGbmTXytUrMzGokYnDESGU5cZuZNXKL28ysToLo7y87iJacuM3M8mpwWddSxnFLepukB9LVsM4oIwYzs6ZioNhUkp63uCWNBb4NvIXsjKH/kXR1RNzX61jMzBoFEG5xr2FvYG5EPBwRy4HLyK6OZWZWvgi3uIew6kpYyXxgn8aN0sVaTgDYdtttexOZmRn44OQQCl0JKyLOA84DkPSspAe6HVgHTAKeLDuIAhxnZ9UhzjrECJ2Jc7t12flZ/nz9z2PGpIKbl1KnZSTuwSthDZoCLGizzwNtrsBVCZJmOs7OcZydU4cYoRpxRsTbynz8Isro4/4fYKqk7SWtT3ZBlatLiMPMrJZ63uKOiJWSTgauB8YCF0bEvb2Ow8ysrko5AScirgWuHcYu53Urlg5znJ3lODunDjFCfeIsldpcr9vMzCrG/4BjZlYzTtxmZjVT+cRd5euaSJon6W5Jd0qamZZtJulGSQ+l201LiOtCSYsk3ZNbNmRcynwr1e9sSXuWGONnJD2W6vPO9Aerg+vOTDE+IOmtvYgxPe42km6WNEfSvZJOScurVp/N4qxUnUqaIOl3ku5KcX42Ld9e0m2pPi9PI86QND7dn5vW9/UizsqLiMpOZKNOfg/sAKwP3AXsUnZcufjmAZMalv0rcEaaPwM4q4S49gP2BO5pFxdwKHAd2YlRrwduKzHGzwCnD7HtLum1Hw9sn94TY3sU52RgzzS/EfBgiqdq9dkszkrVaaqXDdP8esBtqZ5+CBydlp8LnJTm/xE4N80fDVzei/qs+lT1Fncdr2tyODA9zU8H3tXrACLiVrI/HeMeAkQAAAODSURBVM1rFtfhwPci81tgE0mTS4qxmcOByyJiWUQ8Aswle290XUQsjIjb0/yzwByyyzZUrT6bxdlMKXWa6uW5dHe9NAVwADAjLW+sz8F6ngEcKGmos69Hlaon7qGua9LqzdhrAdwgaVa6tgrAlhGxELIPE7BFadGtrllcVavjk1MXw4W5bqZKxJh+pu9B1kqsbH02xAkVq1NJYyXdCSwCbiRr7S+JiJVDxLIqzrT+aeDlvYizyqqeuAtd16RE+0bEnsAhwAcl7Vd2QGuhSnV8DvBKYHdgIfC1tLz0GCVtCFwBfCQinmm16RDLehbrEHFWrk4joj8idie73MXewKtbxFL6a19FVU/ca3Ndk56JiAXpdhFwFdmb8InBn8bpdlF5Ea6mWVyVqeOIeCJ9qAeA/+Sln+6lxihpPbJkeElEXJkWV64+h4qzqnWaYlsC3ELWx72JpMETAvOxrIozrf8LinexjVhVT9yVva6JpImSNhqcBw4G7iGL79i02bHAT8qJcA3N4roa+Ps0GuL1wNODXQC91tAX/Ndk9QlZjEenEQbbA1OB3/UoJgEXAHMi4uu5VZWqz2ZxVq1OJW0uaZM0vwFwEFl//M3AkWmzxvocrOcjgZsiHakc1co+OtpuIjtK/yBZP9gnyo4nF9cOZEfl7wLuHYyNrP/tF8BD6XazEmL7AdnP4hVkLZbjm8VF9lP026l+7wamlRjjxSmG2WQf2Mm57T+RYnwAOKSHdfmXZD/NZwN3punQCtZnszgrVafAbsAdKZ57gE+l5TuQfXHMBX4EjE/LJ6T7c9P6HXr12ld58invZmY1U/WuEjMza+DEbWZWM07cZmY148RtZlYzTtxmZjXjxG21IekiSUe239JsZHPiNjOrGSduqxxJfem60v+Zrtl8QzrLLr/NgZLuUHY99AsljU/L50n6rKTb07qdy3kWZt3jxG1VNRX4dkTsCiwBjhhcIWkCcBHwnoh4LdmfXp+U2/fJyC7+dQ5wes8iNusRJ26rqkci4s40Pwvoy63bKa1/MN2fTvbHDIOubLKf2YjgxG1VtSw330/Wqh7U7kL6g/s27mc2IjhxWx3dD/RJ2jHdfx/wyxLjMespJ26rnYh4EXg/8CNJdwMDZP9TaDYq+OqAZmY14xa3mVnNOHGbmdWME7eZWc04cZuZ1YwTt5lZzThxm5nVjBO3mVnN/C/IILG+U/pgqAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"area3d_masked[-1,:].plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Use mom6-tools function **HorizontalMeanDiff_da** to compute horizontal mean"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [],
"source": [
"from mom6_tools.stats import HorizontalMeanDiff_da"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [],
"source": [
"temp = ds2.TEMP"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [],
"source": [
"# model - obs\n",
"temp_diff = ds2['TEMP'] - thetao_obs"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [],
"source": [
"temp_bias = HorizontalMeanDiff_da(temp_diff,dims=('nlat', 'nlon'), weights=area3d_masked, basins=None, debug=False)"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 737.28x414.72 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"splitscale = [0., -500., -1500.]\n",
"\n",
"ztplot(temp_bias.values, temp_bias.time.values, temp_bias.z_t.values*-1/100., ignore=np.nan, \n",
" splitscale=splitscale, suptitle='b.e21.B1850.f09_g17.CMIP6-esm-piControl.001', contour=True,\n",
" title= 'Southern Ocean, Potential Temperature bias [C], (model - obs)', extend='both', \n",
" colormap='dunnePM', autocenter=True, tunits='Year', show=True, clim=(-0.7,0.7)); "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "analysis",
"language": "python",
"name": "analysis"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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