{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 14.\n",
    "\n",
    "Vertical profiles of temperature increments due to the latent heating averaged over the center part of the *HighRes* domain in (light blue) global and (dark blue) *HighRes* simulations of (a) Trappist-1e and (b) Proxima b. Thin lines represent spatial averages for each day of the 10-day analysis window, thick lines are the 10-day mean."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Skip code and jump to the figure](#Show-the-figure)\n",
    "\n",
    "----------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import the necessary libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scientific stack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import iris\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from aeolus.coord_utils import UM_HGT, UM_TIME\n",
    "from aeolus.core import Run\n",
    "from aeolus.util import subplot_label_generator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Local modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from commons import (\n",
    "    NS_COLORS,\n",
    "    NS_MODEL_TYPES,\n",
    "    NS_OUTPUT_NAME_PREFIX,\n",
    "    NS_RUN_ALIASES,\n",
    "    PLANET_ALIASES,\n",
    ")\n",
    "import mypaths\n",
    "from plot_func import add_aux_yticks, add_custom_legend, use_style\n",
    "from utils import tex2cf_units"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Global stylesheet for figures."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "use_style()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Local definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "run_key = \"grcs\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the method of calculating the latent heating."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def latent_heating(cubelist):\n",
    "    lsppn = cubelist.extract_strict(\n",
    "        \"change_over_time_in_air_temperature_due_to_stratiform_precipitation\"\n",
    "    )\n",
    "    lh = lsppn.copy()\n",
    "    try:\n",
    "        lh += cubelist.extract_strict(\n",
    "            \"change_over_time_in_air_temperature_due_to_convection\"\n",
    "        )\n",
    "    except iris.exceptions.ConstraintMismatchError:\n",
    "        # HighRes does not have convection parameterization\n",
    "        pass\n",
    "    lh.rename(\"change_over_time_in_air_temperature_due_to_latent_heat_release\")\n",
    "    return lh\n",
    "\n",
    "\n",
    "vrbls2plot = {\n",
    "    \"t_incr_lh\": {\n",
    "        \"func\": latent_heating,\n",
    "        \"tex_units\": \"$K$ $day^{-1}$\",\n",
    "        \"xlabel\": \"$\\Delta T_{LH}$\",\n",
    "    },\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a dictionary of `Run` objects with preprocessed UM data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "runs = {}\n",
    "for planet in PLANET_ALIASES.keys():\n",
    "    for model_type, model_specs in NS_MODEL_TYPES.items():\n",
    "        label = f\"{planet}_{run_key}_{model_type}\"\n",
    "        try:\n",
    "            runs[label] = Run(\n",
    "                files=mypaths.nsdir / \"_processed\" / f\"ns_area_mean_vprof_{label}.nc\",\n",
    "                name=label,\n",
    "                planet=planet,\n",
    "                model_type=model_type,\n",
    "                processed=True,\n",
    "            )\n",
    "        except OSError as e:\n",
    "            print(e)\n",
    "            pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set axes tick locations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "hgt_ticks = np.array([0, 1, 2, 5, 10, 15, 40])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set title styles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "ttl_kw = dict(fontsize=\"small\", pad=5, loc=\"left\")\n",
    "cb_ttl_kw = dict(fontsize=\"x-small\", pad=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set background and foreground line styles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "bg_kw = dict(alpha=0.25, linewidth=0.75)\n",
    "fg_kw = dict(alpha=1.0, linewidth=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assemble the plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "nrows = 1\n",
    "ncols = len(PLANET_ALIASES)\n",
    "\n",
    "fig, axs = plt.subplots(nrows=nrows, ncols=ncols, figsize=(9 * ncols, 6 * nrows),)\n",
    "\n",
    "iletters = subplot_label_generator()\n",
    "for planet, ax in zip(PLANET_ALIASES.keys(), axs):\n",
    "    ax.set_title(f\"({next(iletters)})\", fontsize=\"small\", loc=\"left\")\n",
    "    if ax.is_first_row():\n",
    "        ax.set_title(PLANET_ALIASES[planet], fontsize=\"large\", loc=\"center\")\n",
    "    ax2 = None\n",
    "    for model_type in NS_MODEL_TYPES.keys():\n",
    "        label = f\"{planet}_{run_key}_{model_type}\"\n",
    "\n",
    "        pres = (\n",
    "            runs[label]\n",
    "            .proc.extract_strict(\"air_pressure\")\n",
    "            .collapsed(UM_TIME, iris.analysis.MEAN)\n",
    "        )\n",
    "        pres_points = pres.data * 1e-2\n",
    "        if ax2 is None:\n",
    "            # assume the vertical pressure distribution is roughly the same in all experiments\n",
    "            hgt_points = pres.coord(UM_HGT).points * 1e-3\n",
    "\n",
    "            ax.set_ylim(1000, 1)\n",
    "            ax2 = add_aux_yticks(\n",
    "                ax,\n",
    "                hgt_points,\n",
    "                pres_points,\n",
    "                hgt_ticks,\n",
    "                twin_ax_ylim=[0, 40],\n",
    "                twin_ax_inv=True,\n",
    "            )\n",
    "        for (vrbl, vrbl_dict) in vrbls2plot.items():\n",
    "            tex_units = vrbl_dict[\"tex_units\"]\n",
    "\n",
    "            cube = vrbl_dict[\"func\"](runs[label].proc)\n",
    "            cube.convert_units(tex2cf_units(tex_units))\n",
    "            for cube_sl in cube.slices(UM_HGT):\n",
    "                ax.plot(\n",
    "                    cube_sl.data,\n",
    "                    pres_points,\n",
    "                    color=NS_COLORS[run_key][model_type],\n",
    "                    **bg_kw,\n",
    "                )\n",
    "            ax.plot(\n",
    "                cube.collapsed(UM_TIME, iris.analysis.MEAN).data,\n",
    "                pres_points,\n",
    "                color=NS_COLORS[run_key][model_type],\n",
    "                **fg_kw,\n",
    "            )\n",
    "    ax.set_xlabel(f\"Temperature increment due to latent heating [{tex_units}]\", fontsize=\"large\")\n",
    "    ax.set_xlim([-15, 15])\n",
    "    ax.vlines(0.0, 1000, 1, linestyle=\"-\", linewidth=0.5, alpha=0.5)\n",
    "\n",
    "    if ax.is_first_col():\n",
    "        ax.set_ylabel(\"Pressure [$hPa$]\", fontsize=\"large\")\n",
    "    elif ax.is_last_col():\n",
    "        ax2.set_ylabel(\"Height [km]\", fontsize=\"large\")\n",
    "\n",
    "add_custom_legend(\n",
    "    axs.flatten()[0],\n",
    "    {\n",
    "        v[\"title\"]: dict(color=NS_COLORS[run_key][k], **fg_kw)\n",
    "        for k, v in NS_MODEL_TYPES.items()\n",
    "    },\n",
    "    loc=1,\n",
    "    title=\"Simulations\",\n",
    ")\n",
    "\n",
    "plt.subplots_adjust(wspace=0.2, hspace=0.2)\n",
    "plt.close()  # Show the figure in a separate cell"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Show the figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And save it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "imgname = (\n",
    "    mypaths.plotdir\n",
    "    / f\"{NS_OUTPUT_NAME_PREFIX}__vprof_{'_'.join(vrbls2plot.keys())}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved to ../plots/trap1e_proxb__grcs__vprof_t_incr_lh\n"
     ]
    }
   ],
   "source": [
    "fig.savefig(imgname, dpi=200)\n",
    "print(f\"Saved to ../{imgname.relative_to(mypaths.topdir)}\")"
   ]
  }
 ],
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