Uniform_warming_figures.ipynb

{
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   "cell_type": "code",
   "execution_count": 1,
   "id": "b89d4dfc-b2c7-4384-b898-bac869816c0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cartopy.crs as ccrs\n",
    "import cosima_cookbook as cc\n",
    "import cartopy.feature as cfeature\n",
    "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
    "import cmocean as cm\n",
    "from dask.distributed import Client\n",
    "import matplotlib.path as mpath\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "\n",
    "# Avoid the Runtime errors in true_divide encountered when trying to divide by zero\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore', category = RuntimeWarning)\n",
    "\n",
    "# matplotlib stuff:\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as colors\n",
    "import matplotlib\n",
    "from mpl_toolkits.mplot3d import axes3d\n",
    "%matplotlib inline\n",
    "\n",
    "matplotlib.rc('xtick', labelsize = 8) \n",
    "matplotlib.rc('ytick', labelsize = 8)\n",
    "\n",
    "from gsw import SA_from_SP, p_from_z, CT_from_pt, rho\n",
    "from gsw import rho\n",
    "import xgcm\n",
    "import cartopy.feature as cft\n",
    "\n",
    "from sklearn import preprocessing\n",
    "import xgcm\n",
    "from xhistogram.xarray import histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d6169678-2e22-47f4-8177-e01650d8fa80",
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "logger = logging.getLogger(\"distributed.utils_perf\")\n",
    "logger.setLevel(logging.ERROR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0d9eaffa-b1f1-45a5-967e-f2a04a5bb2f7",
   "metadata": {},
   "outputs": [
    {
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       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-ed1fad75-ed32-11ed-a3f1-00000764fe80</p>\n",
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       "\n",
       "        <tr>\n",
       "        \n",
       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
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       "        \n",
       "            <details>\n",
       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
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       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">2875295d</p>\n",
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       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Dashboard:</strong> <a href=\"/proxy/8787/status\" target=\"_blank\">/proxy/8787/status</a>\n",
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       "                    <strong>Workers:</strong> 4\n",
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       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Total threads:</strong> 16\n",
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       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Total memory:</strong> 251.20 GiB\n",
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       "            \n",
       "            <tr>\n",
       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
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       "\n",
       "            \n",
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       "\n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
       "            </summary>\n",
       "\n",
       "            <div style=\"\">\n",
       "    <div>\n",
       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
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       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-c920a11d-59f6-4ceb-af6f-022b62b70cf6</p>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Comm:</strong> tcp://127.0.0.1:38321\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Workers:</strong> 4\n",
       "                    </td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Dashboard:</strong> <a href=\"/proxy/8787/status\" target=\"_blank\">/proxy/8787/status</a>\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Total threads:</strong> 16\n",
       "                    </td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Started:</strong> Just now\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Total memory:</strong> 251.20 GiB\n",
       "                    </td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "\n",
       "    <details style=\"margin-left: 48px;\">\n",
       "        <summary style=\"margin-bottom: 20px;\">\n",
       "            <h3 style=\"display: inline;\">Workers</h3>\n",
       "        </summary>\n",
       "\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:36997\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 4\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/43179/status\" target=\"_blank\">/proxy/43179/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 62.80 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46847\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/82834501.gadi-pbs/dask-worker-space/worker-_fr56epe\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:36853\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 4\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/46459/status\" target=\"_blank\">/proxy/46459/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 62.80 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45655\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/82834501.gadi-pbs/dask-worker-space/worker-swz130q3\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 2</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:42871\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 4\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/41653/status\" target=\"_blank\">/proxy/41653/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 62.80 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34407\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/82834501.gadi-pbs/dask-worker-space/worker-jpn192l7\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 3</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:46619\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 4\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/42333/status\" target=\"_blank\">/proxy/42333/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 62.80 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38029\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/82834501.gadi-pbs/dask-worker-space/worker-83_yfsip\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "\n",
       "    </details>\n",
       "</div>\n",
       "\n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            </details>\n",
       "        \n",
       "\n",
       "    </div>\n",
       "</div>"
      ],
      "text/plain": [
       "<Client: 'tcp://127.0.0.1:38321' processes=4 threads=16, memory=251.20 GiB>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dask.distributed import Client\n",
    "client = Client()\n",
    "client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ff752bdd-9ecd-4143-8df6-952a36a15b81",
   "metadata": {},
   "outputs": [],
   "source": [
    "db = '/scratch/x77/db6174/mom_old/archive/databases/025deg_jra55_ryf/cc_database_control_hh5.db'\n",
    "session_cont = cc.database.create_session(db)\n",
    "\n",
    "db = '/scratch/x77/db6174/mom_old/archive/databases/025deg_jra55_ryf/cc_database_uniform_warming_hh5.db'\n",
    "session_glob = cc.database.create_session(db)\n",
    "\n",
    "session = [session_cont, session_glob]\n",
    "expt = ['025deg_jra55_ryf_control', '025deg_jra55_ryf_fluxH_pos5W_globe']\n",
    "name = ['Control', '+5W m$^{-2}$ uniform']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "92b73415-0c66-4833-8d49-f009936b8b07",
   "metadata": {},
   "outputs": [],
   "source": [
    "grav = 9.81\n",
    "omega = (2*np.pi)/86400\n",
    "r0 = 6.371 * 10**6\n",
    "\n",
    "x_min = [-100, -250, -70, -220, -70, -250]\n",
    "x_max = [ 10 , -100,  20, -100 ,  20, -80 ]\n",
    "y_min = [ 20 ,  20 , -42 ,-40 , -80, -80 ]\n",
    "y_max = [ 75 ,  75 , -20, -20 , -55, -55 ]\n",
    "basin = ['NA', 'NP', 'SA', 'SP', 'WG', 'RG']\n",
    "\n",
    "ncoarse = 12\n",
    "fs = 20 ## Fontsize\n",
    "rho0 = 1036"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d5dfe59e-7a26-48e1-b24e-55788208eaf0",
   "metadata": {},
   "outputs": [],
   "source": [
    "start_time = '2202-01-01'\n",
    "end_time = '2301-12-31'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c25723cb-d320-400e-aedb-e4620b45a441",
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 720x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_val = np.linspace(0 + 2, 95 + 2, 96)\n",
    "\n",
    "cmap = ['Black', 'firebrick']\n",
    "name = ['Control', '+5W m$^{-2}$ uniform']\n",
    "\n",
    "dir_name = ['NA_STG', 'NP_STG', 'SA_STG', 'SP_STG']\n",
    "name_basin = ['a. North Atlantic', 'b. North Pacific', 'c. South Atlantic']\n",
    "\n",
    "fig, axes = plt.subplots(nrows = 3, ncols = 2, figsize = (6 * 1.2, 5 * 1.2))\n",
    "for i, j in enumerate(dir_name[0:3]):\n",
    "    psi = xr.open_dataset('NETCDF/Gyre_95th/' + dir_name[i] + '/psi_iso95_pos5Wglobe_STG.nc')\n",
    "    psi = psi.to_array().mean('variable')\n",
    "\n",
    "    for k in np.linspace(0, 1, 2):\n",
    "        if(i == 0):\n",
    "            psi.isel(expt = int(k)).plot(color = cmap[int(k)], label = name[int(k)], ax = axes[int(i/2)][int(i%2)])\n",
    "        else:\n",
    "            if(j == 'SA_STG' or j == 'SP_STG'):\n",
    "                (-1 * psi).isel(expt = int(k)).plot(color = cmap[int(k)], ax = axes[int(i/2)][int(i%2)])\n",
    "            else:\n",
    "                psi.isel(expt = int(k)).plot(color = cmap[int(k)], ax = axes[int(i/2)][int(i%2)])\n",
    "    axes[int(i/2)][int(i%2)].grid()\n",
    "    axes[int(i/2)][int(i%2)].set_title(name_basin[i], fontsize = 8)\n",
    "    axes[int(i/2)][int(i%2)].set_xlabel('')\n",
    "    \n",
    "axes[0][0].set_yticks([23, 26, 29, 32])\n",
    "axes[0][1].set_yticks([25, 28, 31, 34, 37])\n",
    "axes[1][0].set_yticks([18, 21, 24, 27, 30, 33])\n",
    "\n",
    "axes[0][0].set_ylabel('Transport (Sv)', fontsize = 8)\n",
    "axes[0][1].set_ylabel('Transport (Sv)', fontsize = 8)\n",
    "axes[1][0].set_ylabel('Transport (Sv)', fontsize = 8)\n",
    "\n",
    "for i, j in enumerate(session):\n",
    "    \n",
    "    ## Plotting AMOC\n",
    "    psi_amoc = cc.querying.getvar(expt[i], 'ty_trans_rho', session = session[i], use_cftime = True, start_time = start_time, end_time = end_time).sel(\n",
    "        grid_xt_ocean = slice(-103, -5)).sum('grid_xt_ocean').sel(method = 'Nearest', grid_yu_ocean = 26)*1.0e-9\n",
    "    psi_amoc = psi_amoc.sel(time = slice(start_time, end_time))\n",
    "    psi_amoc_sum = psi_amoc.cumsum('potrho') - psi_amoc.sum('potrho')\n",
    "    psi_amoc_sum = psi_amoc_sum.sel(potrho = slice(1035.5, None)).max('potrho').resample(time = 'Y').mean()\n",
    "    axes[1][1].plot(time_val, psi_amoc_sum.rolling(time = 5, center = True).mean().dropna(\"time\"), color = cmap[i])\n",
    "    axes[1][1].set_xlabel('', fontsize = 8)\n",
    "    axes[1][1].set_ylabel('Transport (Sv)', fontsize = 8)\n",
    "    axes[1][1].set_title('d. Atlantic Meridional Overturning Circulation', fontsize = 8)\n",
    "\n",
    "    ## Plotting DP Transport\n",
    "    xmin = -69.9\n",
    "    ymin = -71.6\n",
    "    ymax = -51.0\n",
    "    rho0 = 1036\n",
    "    \n",
    "    DP_trans = cc.querying.getvar(expt[i], 'tx_trans_int_z', session = session[i], use_cftime = True).sel(\n",
    "        xu_ocean = xmin, method='nearest').sel(yt_ocean = slice(ymin, ymax)).sum('yt_ocean')/rho0/1e6\n",
    "    DP_trans = DP_trans.sel(time = slice(start_time, end_time))\n",
    "    DP_trans = DP_trans.coarsen({\"time\": ncoarse}, boundary = \"trim\").mean()\n",
    "    axes[2][0].plot(time_val, DP_trans.rolling(time = 5, center = True).mean().dropna(\"time\"), color = cmap[i])\n",
    "    axes[2][0].set_xlabel('', fontsize = 8)\n",
    "    axes[2][0].set_ylabel('Transport (Sv)', fontsize = 8)\n",
    "    axes[2][0].set_title('e. Antarctic Circumpolar Current', fontsize = 8)\n",
    "    \n",
    "    ke = cc.querying.getvar(expt = expt[i], session = session[i], variable = 'ke_tot', use_cftime = True)\n",
    "    ke = ke.sel(time = slice(start_time, end_time))\n",
    "    ke = ke.coarsen({\"time\": 364}, boundary = \"trim\").mean()\n",
    "    axes[2][1].plot(time_val, ke.rolling(time = 5, center = True).mean().dropna(\"time\"), color = cmap[i])\n",
    "    axes[2][1].set_xlabel('Time (years)', fontsize = 8)\n",
    "    axes[2][1].set_ylabel('Energy ($10^{15}$ Joules)', fontsize = 8)\n",
    "    axes[2][1].set_title('f. Globally Integrated Kinetic Energy', fontsize = 8)\n",
    "    \n",
    "axes[1][1].grid()\n",
    "axes[2][0].grid()\n",
    "axes[2][1].grid()\n",
    "\n",
    "axes[2][0].set_xlabel('Time (years)', fontsize = 8)\n",
    "axes[1][1].set_yticks([6, 9, 12, 15, 18])\n",
    "axes[2][0].set_yticks([87, 90, 93, 96, 99, 102])\n",
    "\n",
    "fig.legend(bbox_to_anchor = (0.5, -0.05), loc = 'lower center', ncol = 2, fontsize = 8)\n",
    "plt.tight_layout()\n",
    "\n",
    "#plt.savefig('/g/data/x77/db6174/Flux_forced_models/2022_paper_figures/Figures/Global_heat_flux/All_stuff.pdf', bbox_inches = 'tight', dpi = 300, transparent=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d41b532e-674e-4ce6-a7e0-3197a48d40b6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}