{ "cells": [ { "cell_type": "markdown", "id": "8d022ccc-4918-4194-8fdb-0cbd1912c716", "metadata": {}, "source": [ "## Compare equatorial ocean metrics between obs and MOM6 run\n", "1) Thermocline depth, gradient, strength \n", "2) Compare cold tongue strength \n", "3) EUC MOM6 vs obs, strength, depth, gradient\n", "\n", "\n", "Obs data: # Use something more current WOA18\n", "\n", "- /glade/p/cesm/omwg/obs_data/phc/PHC2_TEMP_tx0.66v1_34lev_ann_avg.nc \n", "- /glade/p/cesm/omwg/obs_data/phc/PHC2_SALT_tx0.66v1_34lev_ann_avg.nc \n", "- /glade/p/cesm/omwg/obs_data/johnson_pmel/meanfit_m.nc\n", "\n", "#### Problems with this notebook: \n", "1) Actually the main problem is the use of zl and not e\n", "1) the directory is hardcoded, should do something like Gustavo did with yml file\n", "2) The units for U say they are different, but they are not different by 100. What is the issue with the EUC? \n", "3) the unified plot is just a draft, should think about that some more, how to summarize the equatorial region? " ] }, { "cell_type": "code", "execution_count": 3, "id": "8d3f24df-58af-4fc8-bb52-ff6d1a6efc23", "metadata": {}, "outputs": [], "source": [ "# Frank's notebooks in MOM6-modeloutputanalysis/EquatorialPacific\n", "# use the h files \n", "# plot the model coordinates e" ] }, { "cell_type": "code", "execution_count": 1, "id": "cbc947a4-b1d6-4ef0-8b64-6cd664e190e2", "metadata": {}, "outputs": [], "source": [ "# Load required modules\n", "import warnings\n", "warnings.filterwarnings(\"ignore\") # I don't want any warnings (: \n", "\n", "# the usual suspects\n", "import numpy as np\n", "from datetime import date\n", "from matplotlib import pyplot as plt\n", "import cartopy.crs as ccrs\n", "import xarray as xr\n", "import glob\n", "import nc_time_axis # it says I need this to plot.. not sure \n", "\n", "# dask helpers \n", "from distributed import Client\n", "from ncar_jobqueue import NCARCluster\n", "\n", "# get mom6-tools \n", "import mom6_tools" ] }, { "cell_type": "code", "execution_count": 2, "id": "ae48bd1b-fc77-4c52-9c62-70c9d4b50250", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster = NCARCluster(cores=4,\n", " processes=1,\n", " resource_spec='select=1:ncpus=1:mem=10GB',\n", ")\n", "cluster.scale(30)\n", "client = Client(cluster)\n", "client" ] }, { "cell_type": "code", "execution_count": 3, "id": "6b7c7d88-705b-4815-a55f-7031c15a2e57", "metadata": {}, "outputs": [], "source": [ "# get the data from the coupled run \n", "dirname = \"/glade/scratch/gmarques/bmom.e23.f09_t061_zstar_N65.nuopc.GM_tuning.002/run\"\n", "static = xr.open_dataset(*glob.glob(f\"{dirname}/*static*.nc\"))\n", "ds_coupled = xr.open_mfdataset(\n", " sorted(glob.glob(f\"{dirname}/*.mom6.h_*.nc\")),\n", " coords=\"minimal\",\n", " data_vars=\"minimal\",\n", " compat=\"override\",\n", " use_cftime=True,\n", " parallel=True,\n", ")\n", "ds_coupled.coords.update(static.drop(\"time\"))\n", "\n", "# time averaging\n", "thetao = ds_coupled.thetao.mean('time')\n", "so = ds_coupled.so.mean('time')\n", "uo = ds_coupled.uo.mean('time')\n", "eta = ds_coupled.e.mean('time')\n", "\n", "j = np.abs(ds_coupled.yh).argmin().values\n", "\n", "thetao_eq_mom = thetao.isel(yh=slice(j-5,j+5)).mean('yh');\n", "salt_eq_mom = so.isel(yh=slice(j-5,j+5)).mean('yh');" ] }, { "cell_type": "code", "execution_count": 4, "id": "afff8712-a135-4639-be8a-4b4e322a2416", "metadata": {}, "outputs": [], "source": [ "# load obs \n", "phc_path = '/glade/p/cesm/omwg/obs_data/phc/'\n", "phc_temp = xr.open_mfdataset(phc_path+'PHC2_TEMP_tx0.66v1_34lev_ann_avg.nc')\n", "phc_salt = xr.open_mfdataset(phc_path+'PHC2_SALT_tx0.66v1_34lev_ann_avg.nc')\n", "johnson = xr.open_dataset('/glade/p/cesm/omwg/obs_data/johnson_pmel/meanfit_m.nc')\n", "\n", "# get theta and salt and rename coordinates to be the same as the model's\n", "thetao_obs = phc_temp.TEMP.rename({'X': 'xh','Y': 'yh', 'depth': 'z_l'});\n", "salt_obs = phc_salt.SALT.rename({'X': 'xh','Y': 'yh', 'depth': 'z_l'});\n", "\n", "# set coordinates to the same as the model's\n", "thetao_obs['xh'] = ds_coupled.xh; thetao_obs['yh'] = ds_coupled.yh;\n", "salt_obs['xh'] = ds_coupled.xh; salt_obs['yh'] = ds_coupled.yh;\n", "\n", "# get the equatorial zone +-5 degrees \n", "thetao_eq_obs = thetao_obs.isel(yh=slice(j-5,j+5)).mean('yh');\n", "salt_eq_obs = salt_obs.isel(yh=slice(j-5,j+5)).mean('yh')" ] }, { "cell_type": "code", "execution_count": 5, "id": "7c397003-43ae-4f97-98d3-b2b950e0f16b", "metadata": {}, "outputs": [], "source": [ "y = ds_coupled.yh.values\n", "zz = ds_coupled.z_i.values\n", "x = ds_coupled.xh.values\n", "[X, Z] = np.meshgrid(x, zz)\n", "z = 0.5 * ( Z[:-1] + Z[1:])" ] }, { "cell_type": "code", "execution_count": 106, "id": "9f64b250-3901-4e2c-84fb-93ddd866dc1a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 1, figsize=(12, 14), sharex=True, sharey=True)\n", "thetao_eq_obs.plot(y='z_l', ylim=(500,0), levels=np.arange(5,31,1), cmap='RdYlBu_r', extend='both', ax=ax[0])\n", "ax[0].set_title('OBS')\n", "ax[0].set_xlabel('')\n", "\n", "thetao_eq_mom.plot(y='z_l', ylim=(500,0), levels=np.arange(5,31,1), cmap='RdYlBu_r', extend='both', ax=ax[1])\n", "ax[1].set_title('MOM6')\n", "ax[1].set_xlabel('')\n", "\n", "(thetao_eq_mom-thetao_eq_obs).plot(y='z_l', ylim=(500,0), levels=np.arange(-5,5.1,.1), cmap='RdYlBu_r', extend='both', ax=ax[2])\n", "ax[2].set_title('MOM6-OBS')\n", "\n", "ax[2].text(-170, 440, 'Pacific')\n", "ax[2].text(-30, 440, 'Atlantic')\n", "plt.savefig('Eq_temp_MOM6_obs.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 6, "id": "a2a5aa40-6ac5-47ee-8142-d3d151509d00", "metadata": {}, "outputs": [], "source": [ "tc_eq_mom = thetao_eq_mom.differentiate('z_l').fillna(0).argmin(dim='z_l')\n", "tc_eq_obs = thetao_eq_obs.differentiate('z_l').fillna(0).argmin(dim='z_l')" ] }, { "cell_type": "code", "execution_count": null, "id": "533617c6-88a8-4e34-8754-2e025cacefc0", "metadata": {}, "outputs": [], "source": [ "# this is not going to work for hybrid -- the layers\n", "# set up e_mid as the z coordinate then differentiate with respect to e_mid" ] }, { "cell_type": "code", "execution_count": 107, "id": "982bdb99-791c-4796-b5f5-69a4652cd68b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 1, figsize=(12, 10), sharex=True, sharey=True)\n", "thetao_eq_obs.differentiate('z_l').plot(y='z_l', ylim=(300,0), levels=np.arange(0,-0.35,-0.05), \n", " cmap='Blues', extend='both', ax=ax[0])\n", "thetao_eq_obs['z_l'][thetao_eq_obs.differentiate('z_l').fillna(0).argmin(dim='z_l')].plot(label='Obs', ax=ax[0], c='k')\n", "ax[0].set_title('OBS')\n", "ax[0].set_xlabel('')\n", "\n", "thetao_eq_mom.differentiate('z_l').plot(y='z_l', ylim=(300,0), levels=np.arange(0,-0.35,-0.05),\n", " cmap='Blues', extend='both', ax=ax[1])\n", "thetao_eq_mom['z_l'][thetao_eq_mom.differentiate('z_l').fillna(0).argmin(dim='z_l')].plot(label='MOM6', ax=ax[1], c='red')\n", "ax[1].set_title('MOM6')\n", "ax[1].set_xlabel('')\n", "\n", "(thetao_eq_mom-thetao_eq_obs).differentiate('z_l').plot(y='z_l', ylim=(300,0), levels=np.arange(-0.2,0.225,0.025), \n", " cmap='RdYlBu_r', extend='both', ax=ax[2])\n", "ax[2].set_title('MOM6-OBS')\n", "thetao_eq_mom['z_l'][thetao_eq_mom.differentiate('z_l').fillna(0).argmin(dim='z_l')].plot(label='MOM6', ax=ax[2], c='red')\n", "thetao_eq_obs['z_l'][thetao_eq_obs.differentiate('z_l').fillna(0).argmin(dim='z_l')].plot(label='Obs', ax=ax[2], c='k')\n", "ax[2].legend()\n", "\n", "ax[2].text(-170, 440, 'Pacific')\n", "ax[2].text(-30, 440, 'Atlantic')\n", "plt.savefig('Eq_diff_temp_MOM6_obs.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 31, "id": "9a3be3f4-03cf-475b-9486-f97484ce6d6a", "metadata": {}, "outputs": [], "source": [ "tc_depth_mom = thetao_eq_mom['z_l'][tc_eq_mom]\n", "tc_depth_obs = thetao_eq_obs['z_l'][tc_eq_obs]" ] }, { "cell_type": "code", "execution_count": 115, "id": "ccd0a3a4-33ab-4247-a0ee-733c64dc05d5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 11.8 s, sys: 480 ms, total: 12.3 s\n", "Wall time: 27.1 s\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 3), sharex=True, sharey=True)\n", "\n", "thetao_eq_mom['z_l'][tc_eq_mom].plot(label='MOM6', ax=ax, c='red')\n", "thetao_eq_obs['z_l'][tc_eq_obs].plot(label='Obs', ax=ax, c='k', ylim=(200,0))\n", "ax.legend()\n", "ax.set_title('thermocline depth equator max gradient')\n", "\n", "plt.savefig('thermocline_depth_mom6_obs_bias.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 43, "id": "0f5c6ece-a524-4005-805f-8302026db4b5", "metadata": {}, "outputs": [], "source": [ "## get the gradient\n", "\n", "xlonpacwest = -200\n", "xlonpaceast = -100\n", "\n", "xlonatlwest = -45\n", "xlonatleast = 10\n", "\n", "tc_gradient_pacific_obs = (tc_depth_obs.sel(xh=xlonpacwest, method='nearest').values \n", " -\n", " tc_depth_obs.sel(xh=xlonpaceast, method='nearest').values)\n", "\n", "tc_gradient_atlantic_obs= (tc_depth_obs.sel(xh=xlonatlwest, method='nearest').values\n", " -\n", " tc_depth_obs.sel(xh=xlonatleast, method='nearest').values)\n", "\n", "tc_gradient_pacific_mom = (tc_depth_mom.sel(xh=xlonpacwest, method='nearest').values \n", " - \n", " tc_depth_mom.sel(xh=xlonpaceast, method='nearest').values)\n", "\n", "tc_gradient_atlantic_mom= (tc_depth_mom.sel(xh=xlonatlwest, method='nearest').values\n", " - \n", " tc_depth_mom.sel(xh=xlonatleast, method='nearest').values)\n" ] }, { "cell_type": "code", "execution_count": 44, "id": "4f55eab4-7fc9-4cf8-b929-8158512b61c4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TC Pacific gradient obs: 105.0\n", "TC Pacific gradient mom: 136.25\n" ] } ], "source": [ "print('TC Pacific gradient obs:', tc_gradient_pacific_obs)\n", "print('TC Pacific gradient mom:', tc_gradient_pacific_mom)" ] }, { "cell_type": "code", "execution_count": 46, "id": "235c1db9-9edc-440b-8a1e-752c106e33e3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TC Atlantic gradient obs: 122.5\n", "TC Atlantic gradient mom: 97.5\n" ] } ], "source": [ "print('TC Atlantic gradient obs:', tc_gradient_atlantic_obs)\n", "print('TC Atlantic gradient mom:', tc_gradient_atlantic_mom)" ] }, { "cell_type": "code", "execution_count": 59, "id": "9fe6a7e2-11a8-40f9-aac4-3bec6f0bd452", "metadata": {}, "outputs": [], "source": [ "# get a handle for the strenth of the tc\n", "mom_tc = thetao_eq_mom.differentiate('z_l').fillna(0).min(dim='z_l')\n", "obs_tc = thetao_eq_obs.differentiate('z_l').fillna(0).min(dim='z_l')\n", "\n", "tcstr_mom_pac = mom_tc.sel(xh=slice(xlonpacwest, xlonpaceast)).mean('xh').values\n", "tcstr_obs_pac = obs_tc.sel(xh=slice(xlonpacwest, xlonpaceast)).mean('xh').values\n", "\n", "tcstr_mom_atl = mom_tc.sel(xh=slice(xlonatlwest, xlonatleast)).mean('xh').values\n", "tcstr_obs_atl = obs_tc.sel(xh=slice(xlonatlwest, xlonatleast)).mean('xh').values" ] }, { "cell_type": "code", "execution_count": 61, "id": "971b114f-c55a-4624-a455-f6655f7b21e9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ATL\n", "mom: -0.15849766\n", "obs: -0.1552407\n", "PAC\n", "mom: -0.107497044\n", "obs: -0.12169789\n" ] } ], "source": [ "print('ATL')\n", "print('mom:', tcstr_mom_atl)\n", "print('obs:', tcstr_obs_atl)\n", "\n", "print('PAC')\n", "print('mom:', tcstr_mom_pac)\n", "print('obs:', tcstr_obs_pac)" ] }, { "cell_type": "markdown", "id": "1a4f48c5-b147-42fb-903d-28551ea5ff33", "metadata": {}, "source": [ "# EUC\n", "- depth\n", "- strength\n", "- gradient" ] }, { "cell_type": "code", "execution_count": 70, "id": "a27f21a8-f803-4197-9258-94f2a6b6f799", "metadata": {}, "outputs": [], "source": [ "u_eq_mom = uo.isel(yh=slice(j-5,j+5)).mean('yh');" ] }, { "cell_type": "code", "execution_count": 8, "id": "b50fd508-dd3e-4ffa-9797-27f67946a3de", "metadata": {}, "outputs": [], "source": [ "johnson['XLON'] = (johnson.XLON-360)" ] }, { "cell_type": "code", "execution_count": 73, "id": "65b49ccc-42c5-47c2-8b56-f4d929ac0d94", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 15.3 s, sys: 633 ms, total: 15.9 s\n", "Wall time: 38.4 s\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time\n", "fig, ax = plt.subplots(2, 1, figsize=(12, 5), sharex=True, sharey=True)\n", "(johnson.UM).sel(YLAT11_101=slice(-5,5)).mean('YLAT11_101').plot(y='ZDEP1_50', ylim=(300,0), levels=np.arange(-0.8,0.85,0.05), \n", " cmap='RdYlBu_r', extend='both', ax=ax[0])\n", "johnson['ZDEP1_50'][johnson.UM.sel(YLAT11_101=slice(-5,5)).mean('YLAT11_101').argmax(dim='ZDEP1_50')].plot(label='Obs', ax=ax[0], c='k')\n", "ax[0].set_title('OBS')\n", "ax[0].set_xlabel('')\n", "\n", "(u_eq_mom).plot(y='z_l', ylim=(300,0), levels=np.arange(-0.8,0.85,0.05), cmap='RdYlBu_r', extend='both', ax=ax[1])\n", "u_eq_mom['z_l'][u_eq_mom.fillna(0).argmax(dim='z_l')].plot(label='MOM6', ax=ax[1], c='red')\n", "ax[1].set_title('MOM6')\n", "ax[1].set_xlabel('')\n", "\n", "ax[1].text(-170, 270, 'Pacific')\n", "ax[1].text(-30, 270, 'Atlantic')\n", "\n", "plt.savefig('Eq_U_MOM6_obs.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 74, "id": "daca4a99-618e-4667-9137-712e9c988832", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 8.84 s, sys: 351 ms, total: 9.19 s\n", "Wall time: 24.1 s\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 3), sharex=True, sharey=True)\n", "\n", "johnson['ZDEP1_50'][johnson.UM.sel(YLAT11_101=slice(-5,5)).mean('YLAT11_101').argmax(dim='ZDEP1_50')].plot(label='Obs', ax=ax, c='k')\n", "u_eq_mom['z_l'][u_eq_mom.fillna(0).argmax(dim='z_l')].plot(label='MOM6', ax=ax, c='red')\n", "ax.legend()\n", "ax.set_xlim(-200,-90)\n", "ax.set_title('EUC depth')\n", "ax.set_ylim(210,0)\n", "ax.set_ylabel('Depth [m]')\n", "ax.set_xlabel('Degrees East')\n", "plt.savefig('EUC_johnson_mom6.png', bbox_inches='tight')" ] }, { "cell_type": "markdown", "id": "e2c359d8-3e2c-42b6-811d-d956129e747c", "metadata": {}, "source": [ "### Get the gradient of the EUC" ] }, { "cell_type": "code", "execution_count": 79, "id": "d019a3cb-9c4a-4564-a5e5-6da22ef97063", "metadata": {}, "outputs": [], "source": [ "# xlon1 = johnson['ZDEP1_50'][johnson.UM.sel(YLAT11_101=slice(-5,5)).mean('YLAT11_101').argmax(dim='ZDEP1_50')].XLON[0].values\n", "# xlonlast = johnson['ZDEP1_50'][johnson.UM.sel(YLAT11_101=slice(-5,5)).mean('YLAT11_101').argmax(dim='ZDEP1_50')].XLON[-1].values\n", "# it's better to specify longitudes\n", "xlon1=-200\n", "xlon2=-100\n", "\n", "depth_euc_obs = johnson['ZDEP1_50'][johnson.UM.sel(YLAT11_101=slice(-5,5)).mean('YLAT11_101').argmax(dim='ZDEP1_50')]\n", "depth_euc_mom = u_eq_mom['z_l'][u_eq_mom.fillna(0).argmax(dim='z_l')]" ] }, { "cell_type": "code", "execution_count": 82, "id": "92a5d482-a325-4364-b153-61acb17faadd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EUC gradient obs: 110.0\n", "EUC gradient mom: 125.0\n" ] } ], "source": [ "# get gradient: \n", "grad_euc_obs = (depth_euc_obs.sel(XLON=xlon1, method='nearest').values - depth_euc_obs.sel(XLON=xlonlast, method='nearest').values)\n", "grad_euc_mom = (depth_euc_mom.sel(xq=xlon1, method='nearest').values - depth_euc_mom.sel(xq=xlonlast, method='nearest').values)\n", "print('EUC gradient obs:', grad_euc_obs)\n", "print('EUC gradient mom:', grad_euc_mom)" ] }, { "cell_type": "code", "execution_count": 78, "id": "a1f8b858-6b3f-4f79-8e6a-392cc88f3788", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "johnson.UM.sel(YLAT11_101=slice(-5,5)).mean('YLAT11_101').max(dim='ZDEP1_50').plot()\n", "u_eq_mom.fillna(0).max(dim='z_l').plot()" ] }, { "cell_type": "code", "execution_count": 83, "id": "44e4fd91-d1f2-419f-935d-26650ea0e2a4", "metadata": {}, "outputs": [], "source": [ "# mean strength EUC\n", "mean_euc_obs = johnson.UM.sel(YLAT11_101=slice(-5,5)).mean('YLAT11_101').max(dim='ZDEP1_50').sel(XLON=slice(xlon1,xlon2)).mean('XLON').values\n", "mean_euc_mom = u_eq_mom.fillna(0).max(dim='z_l').sel(xq=slice(xlon1,xlon2)).mean('xq').values" ] }, { "cell_type": "markdown", "id": "36802c3d-f369-4eb5-b4c8-be6e0c4682c9", "metadata": {}, "source": [ "#### it looks like the metrics are different but the values actually line up??" ] }, { "cell_type": "code", "execution_count": 170, "id": "9ea746ef-41a4-4644-9f47-4d9945b2177c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'long_name': 'U component of velocity',\n", " 'history': 'From meanfit2',\n", " 'units': 'cm/s'}" ] }, "execution_count": 170, "metadata": {}, "output_type": "execute_result" } ], "source": [ "johnson.UM.attrs" ] }, { "cell_type": "code", "execution_count": 172, "id": "b4e32bc6-fcb6-46ac-9068-cdd4eedac64a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'units': 'm s-1',\n", " 'long_name': 'Sea Water X Velocity',\n", " 'cell_methods': 'z_l:mean yh:mean xq:point time: mean',\n", " 'time_avg_info': 'average_T1,average_T2,average_DT',\n", " 'standard_name': 'sea_water_x_velocity',\n", " 'interp_method': 'none'}" ] }, "execution_count": 172, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds_coupled.uo.attrs" ] }, { "cell_type": "markdown", "id": "a4f2fe0a-a2e1-4b6e-a11c-7d666ef1b7fa", "metadata": {}, "source": [ "# Cold tongue\n" ] }, { "cell_type": "code", "execution_count": 205, "id": "b5baca66-e670-480c-80b6-1ba478e06e26", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 1, figsize=(12,8), sharex=True, sharey=True)\n", "# look at the Benguela\n", "thetao_obs.isel(z_l=0).sel(yh=slice(-12, 10)).plot(ax=ax[0], levels=np.arange(20,31,1), cmap='RdYlBu_r', xlim=(-200,20));\n", "ax[0].set_xlabel('');\n", "ax[0].set_title('OBS');\n", "\n", "thetao.isel(z_l=0).sel(yh=slice(-12, 10)).plot(ax=ax[1], levels=np.arange(20,31,1), cmap='RdYlBu_r', xlim=(-200,20));\n", "ax[1].set_title('MOM6');\n", "ax[1].set_xlabel('');\n", "\n", "(thetao-thetao_obs).isel(z_l=0).sel(yh=slice(-12, 10)).plot(ax=ax[2], levels=np.arange(-3,3.1,0.1), cmap='RdYlBu_r', xlim=(-200,20));\n", "ax[2].set_title('MOM6-OBS');\n", "\n", "plt.savefig('cold_tongues_obs_mom6.png', bbox_inches='tight');" ] }, { "cell_type": "code", "execution_count": 7, "id": "25cd6573-0cd3-46a0-8b6d-a7e352a31165", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 1, figsize=(12,8), sharex=True, sharey=True)\n", "# look at the Benguela\n", "thetao_obs.isel(z_l=0).sel(yh=slice(-25, 10)).plot(ax=ax[0], levels=np.arange(20,31,1), cmap='RdYlBu_r', xlim=(-200,20));\n", "ax[0].set_xlabel('');\n", "ax[0].set_title('OBS');\n", "\n", "thetao.isel(z_l=0).sel(yh=slice(-25, 10)).plot(ax=ax[1], levels=np.arange(20,31,1), cmap='RdYlBu_r', xlim=(-200,20));\n", "ax[1].set_title('MOM6');\n", "ax[1].set_xlabel('');\n", "\n", "(thetao-thetao_obs).isel(z_l=0).sel(yh=slice(-25, 10)).plot(ax=ax[2], levels=np.arange(-4,4.1,0.1), cmap='RdYlBu_r', xlim=(-200,20));\n", "ax[2].set_title('MOM6-OBS');\n", "\n", "plt.savefig('cold_tongues_obs_mom6.png', bbox_inches='tight');" ] }, { "cell_type": "markdown", "id": "11f1db84-90d5-48f9-9cb6-c831a252e0f7", "metadata": {}, "source": [ "## Some things to look at: \n", "- winds? have a look at CESM2 and these runs ; Ghokan's paper? std diagnostics\n", "- what about if you change the topography? \n", "- can we do high res atmosphere yet? ask Brian Medeiros and Julio (non leaky topo); Rich Neal add Cecile | send an email to Justin \n", "- stratocumulus\n", "- ITCZ --> where is it? \n", "- currents?\n", "- maybe SST variability?\n" ] }, { "cell_type": "code", "execution_count": 147, "id": "e2c4f988-324d-43ef-9d6e-4117cf81851f", "metadata": {}, "outputs": [], "source": [ "# get location and temperature of cold tongue minimum in the Pacific\n", "ct_loc_obs = thetao_obs.isel(z_l=0).sel(yh=slice(-2, 2), xh=slice(-200,-80)).argmin(dim=['xh','yh'])#['xh'].values\n", "ct_min_obs = thetao_obs.isel(z_l=0).sel(yh=slice(-2, 2)).min(dim=['xh','yh']).values\n", "\n", "ct_loc_mom = ds_coupled.thetao.mean('time').isel(z_l=0).sel(yh=slice(-2, 2), xh=slice(-200,-80)).argmin(dim=['xh','yh'])#['xh'].values\n", "ct_min_mom = ds_coupled.thetao.mean('time').isel(z_l=0).sel(yh=slice(-2, 2)).min(dim=['xh','yh']).values\n", "\n", "# This is currently useless in the Atlantic since there is no cold tongue in MOM... \n", "# talk to Justin. Something should really be done about this. " ] }, { "cell_type": "markdown", "id": "c896dd8d-eece-4a27-9dab-f71428e00fb7", "metadata": { "tags": [] }, "source": [ "## Unified plot \n", "show: \n", "- tc strength and gradient per basin\n", "- euc strength and gradient" ] }, { "cell_type": "code", "execution_count": 150, "id": "8e9ac3f4-c11a-4c07-a94e-73ea7bc62053", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 19.5 s, sys: 759 ms, total: 20.2 s\n", "Wall time: 53.4 s\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time\n", "\n", "# come up with a clever figure that shows this\n", "# summary of the equatorial state --> should have some more info, or maybe be more of a schematic? \n", "fig, ax = plt.subplots(1, 3, figsize=(10,2))\n", "\n", "ax[0].scatter(tc_gradient_pacific_mom, tcstr_mom_pac, c='red', label='Pacific')\n", "ax[0].scatter(tc_gradient_pacific_obs, tcstr_obs_pac, c='k')\n", "\n", "ax[0].scatter(tc_gradient_atlantic_mom, tcstr_mom_atl, c='red', marker='d', label='Atlantic')\n", "ax[0].scatter(tc_gradient_atlantic_obs, tcstr_obs_atl, c='k', marker='d')\n", "ax[0].legend(loc='center right', frameon=True)\n", "\n", "\n", "ax[1].scatter(grad_euc_mom, mean_euc_mom, c='red', label='MOM')\n", "ax[1].scatter(grad_euc_obs, mean_euc_obs, c='k', label='OBS')\n", "ax[1].legend(loc='lower right', frameon=True)\n", "ax[0].set_title('Thermocline')\n", "ax[1].set_title('EUC')\n", "\n", "ax[0].set_xlabel('Gradient [m]')\n", "ax[1].set_xlabel('Gradient [m]')\n", "\n", "ax[0].set_ylabel(r'dT/dz [$^{\\circ}$C]')\n", "ax[1].set_ylabel(r'[]')\n", "\n", "ax[2].scatter(thetao_obs.sel(yh=slice(-2, 2), xh=slice(-200,-80)).xh[ct_loc_obs['xh'].values], \n", " thetao_obs.sel(yh=slice(-2, 2), xh=slice(-200,-80)).yh[ct_loc_obs['yh'].values], c='black')\n", "ax[2].text(thetao_obs.sel(yh=slice(-2, 2), xh=slice(-200,-80)).xh[ct_loc_obs['xh'].values], \n", " thetao_obs.sel(yh=slice(-2, 2), xh=slice(-200,-80)).yh[ct_loc_obs['yh'].values], \n", " '{:3.1f}'.format(ct_min_obs)+r'$^{\\circ}$C', c='blue')\n", "ax[2].scatter(ds_coupled.thetao.sel(yh=slice(-2, 2), xh=slice(-200,-80)).xh[ct_loc_mom['xh'].values], \n", " ds_coupled.thetao.sel(yh=slice(-2, 2), xh=slice(-200,-80)).yh[ct_loc_mom['yh'].values], c='red')\n", "ax[2].text(ds_coupled.thetao.sel(yh=slice(-2, 2), xh=slice(-200,-80)).xh[ct_loc_mom['xh'].values], \n", " ds_coupled.thetao.sel(yh=slice(-2, 2), xh=slice(-200,-80)).yh[ct_loc_mom['yh'].values], \n", " '{:3.1f}'.format(ct_min_mom)+r'$^{\\circ}$C', c='blue')\n", "\n", "ax[2].set_ylabel(r'Latitude [$^{\\circ}$N]')\n", "ax[2].set_xlabel(r'Longitude [$^{\\circ}$E]')\n", "\n", "ax[2].set_title('Cold tongue Pacific')\n", "\n", "plt.subplots_adjust(wspace=0.4)\n", "\n", "plt.savefig('first_draft_of_unified_plot_EqBelt.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": null, "id": "622151cf-70a0-4b3b-882a-62eddc77a892", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:miniconda3-mom6]", "language": "python", "name": "conda-env-miniconda3-mom6-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.5" } }, "nbformat": 4, "nbformat_minor": 5 }