{ "cells": [ { "cell_type": "markdown", "id": "bf6b5916-6d01-4d32-91ae-6dbe8efd61ff", "metadata": {}, "source": [ "# Figure 12" ] }, { "cell_type": "markdown", "id": "510f4128-03a2-43c6-a6af-eb6e77a72d3e", "metadata": {}, "source": [ "[Skip code and jump to the figure](#Show-the-figure)\n", "\n", "----------------------------------" ] }, { "cell_type": "code", "execution_count": 1, "id": "c38789e8-2908-4f9f-a28b-4a29d325215a", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\") # noqa" ] }, { "cell_type": "code", "execution_count": 16, "id": "86f58c91-7ad4-4e4f-acd7-fa0a5671b470", "metadata": {}, "outputs": [], "source": [ "# Scientific and datavis stack\n", "import iris\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 3, "id": "3359f8f1-2a77-4ba0-8a05-c8324987eca0", "metadata": {}, "outputs": [], "source": [ "# My packages and local scripts\n", "from aeolus.calc import meridional_mean, time_mean\n", "from aeolus.const import add_planet_conf_to_cubes, init_const\n", "from aeolus.core import AtmoSim\n", "from aeolus.io import load_data\n", "from aeolus.model import um\n", "from aeolus.plot import add_custom_legend, subplot_label_generator, tex2cf_units" ] }, { "cell_type": "code", "execution_count": 4, "id": "12150368-2cca-4f6b-a3e1-783e821db3c0", "metadata": {}, "outputs": [], "source": [ "from pouch.path import lsdir\n", "from pouch.plot import KW_MAIN_TTL, KW_SBPLT_LABEL, KW_ZERO_LINE, figsave, use_style" ] }, { "cell_type": "code", "execution_count": 5, "id": "2dba4095-c167-4a03-a48a-16fa541a0eac", "metadata": {}, "outputs": [], "source": [ "import mypaths\n", "from commons import GLM_SUITE_ID, SIM_LABELS" ] }, { "cell_type": "markdown", "id": "ff975df6-53f9-4f18-98b5-661a110655e4", "metadata": {}, "source": [ "Apply custom matplotlib style sheet." ] }, { "cell_type": "code", "execution_count": 6, "id": "17deabe2-706c-4159-a266-3ede6370dc6a", "metadata": {}, "outputs": [], "source": [ "use_style()" ] }, { "cell_type": "markdown", "id": "d3b0ede8-fda1-48c4-a9dc-96556365c04e", "metadata": {}, "source": [ "## Load model data from the two key experiments" ] }, { "cell_type": "markdown", "id": "a8044f5e-488a-45f4-9cd1-c560435a332d", "metadata": {}, "source": [ "Define paths to input data and results." ] }, { "cell_type": "code", "execution_count": 7, "id": "4277e732-18f7-45dc-b543-499ff1585f7b", "metadata": {}, "outputs": [], "source": [ "img_prefix = f\"{GLM_SUITE_ID}_mean\"\n", "inp_dir = mypaths.sadir / f\"{GLM_SUITE_ID}_mean\"\n", "# time_prof = \"mean_days6000_9950\"\n", "plotdir = mypaths.plotdir / img_prefix" ] }, { "cell_type": "markdown", "id": "86c1be5a-9612-49f0-a73a-d89fcd62eef7", "metadata": {}, "source": [ "Load processed data." ] }, { "cell_type": "code", "execution_count": 8, "id": "dea93b37-7444-4ca4-9486-f91b9c6b9030", "metadata": {}, "outputs": [], "source": [ "# Load processed data\n", "runs = {}\n", "for sim_label, sim_prop in SIM_LABELS.items():\n", " planet = sim_prop[\"planet\"]\n", " const = init_const(planet, directory=mypaths.constdir)\n", " if sim_label == \"base\":\n", " time_prof = \"mean_days6000_9950\"\n", " elif sim_label == \"sens-noradcld\":\n", " time_prof = \"mean_days2000_2200\"\n", " else:\n", " time_prof = \"mean_days2000_2950\"\n", " cl = load_data(\n", " files=inp_dir / f\"{GLM_SUITE_ID}_{sim_label}_{time_prof}.nc\",\n", " )\n", "\n", " add_planet_conf_to_cubes(cl, const)\n", " # Use the cube list to initialise an AtmoSim object\n", " runs[sim_label] = AtmoSim(\n", " cl,\n", " name=sim_label,\n", " planet=planet,\n", " const_dir=mypaths.constdir,\n", " timestep=cl[0].attributes[\"timestep\"],\n", " model=um,\n", " )" ] }, { "cell_type": "markdown", "id": "e20d334f-b438-4767-9d01-289e68fec17b", "metadata": {}, "source": [ "## Process variables before plotting" ] }, { "cell_type": "markdown", "id": "459e5c0e-f575-4131-a00f-ee395231f39c", "metadata": {}, "source": [ "Define rules for the variables to plot." ] }, { "cell_type": "code", "execution_count": 9, "id": "558b4eb2-baff-4e14-89b5-a2ee316dedc2", "metadata": {}, "outputs": [], "source": [ "DIAGS = {\n", " \"temp\": {\n", " \"title\": \"Air temperature\",\n", " \"cube\": lambda cl: cl.extract_cube(um.temp),\n", " \"kw_plt\": dict(linestyle=\"-\"),\n", " \"tex_units\": \"$K$\",\n", " \"xlim\": [170, 270],\n", " \"inset_bounds\": [0.5, 0.5, 0.475, 0.45],\n", " \"inset_xlim\": [200, 265],\n", " },\n", " \"sh\": {\n", " \"title\": \"Specific humidity\",\n", " \"cube\": lambda cl: cl.extract_cube(um.sh),\n", " \"kw_plt\": dict(linestyle=\"-\"),\n", " \"tex_units\": \"$kg$ $kg^{-1}$\",\n", " \"xlim\": [1e-8, 1e-2],\n", " \"xscale\": \"log\",\n", " \"inset_bounds\": [0.5, 0.5, 0.475, 0.45],\n", " \"inset_xlim\": [1e-5, 2e-3],\n", " },\n", " \"cld_liq_mf\": {\n", " \"title\": \"Liquid water mass mixing ratio\",\n", " \"cube\": lambda cl: cl.extract_cube(um.cld_liq_mf),\n", " \"kw_plt\": dict(linestyle=\"-\"),\n", " \"tex_units\": \"$kg$ $kg^{-1}$\",\n", " \"xlim\": [1e-11, 1e-5],\n", " \"xscale\": \"log\",\n", " \"inset_bounds\": [0.5, 0.5, 0.475, 0.45],\n", " \"inset_xlim\": [5e-9, 1e-6],\n", " },\n", " \"cld_ice_mf\": {\n", " \"title\": \"Ice water mass mixing ratio\",\n", " \"cube\": lambda cl: cl.extract_cube(um.cld_ice_mf),\n", " \"kw_plt\": dict(linestyle=\"-\"),\n", " \"tex_units\": \"$kg$ $kg^{-1}$\",\n", " \"xlim\": [1e-11, 1e-5],\n", " \"xscale\": \"log\",\n", " \"inset_bounds\": [0.5, 0.5, 0.475, 0.45],\n", " \"inset_xlim\": [1e-8, 8e-6],\n", " },\n", "}" ] }, { "cell_type": "markdown", "id": "0bcab5a1-03b2-48ec-b644-e0bb61044125", "metadata": {}, "source": [ "Define terminator constraints." ] }, { "cell_type": "code", "execution_count": 10, "id": "05c24d5b-7f9e-4a72-bce1-adbb0fe877a9", "metadata": {}, "outputs": [], "source": [ "TERMINATORS = {\n", " \"west_term\": {\n", " \"constraint\": iris.Constraint(**{um.x: -90}),\n", " \"title\": \"Western (morning) terminator\",\n", " \"label\": \"west_term\",\n", " \"kw_plt\": dict(linestyle=\"-\"),\n", " },\n", " \"east_term\": {\n", " \"constraint\": iris.Constraint(**{um.x: 90}),\n", " \"title\": \"Eastern (evening) terminator\",\n", " \"label\": \"east_term\",\n", " \"kw_plt\": dict(linestyle=\"--\"),\n", " },\n", "}" ] }, { "cell_type": "markdown", "id": "e41b5ec7-f1b6-4acd-a5ce-c000dd8ba867", "metadata": {}, "source": [ "Store final results in a dictionary." ] }, { "cell_type": "code", "execution_count": 11, "id": "69e6a812-414c-47be-ad9d-fa8662064d11", "metadata": {}, "outputs": [], "source": [ "RESULTS = {}\n", "for sim_label in SIM_LABELS.keys():\n", " the_run = runs[sim_label]\n", " RESULTS[sim_label] = {}\n", " for (vrbl_key, vrbl_dict) in DIAGS.items():\n", " RESULTS[sim_label][vrbl_key] = {}\n", " for term_key, term_dict in TERMINATORS.items():\n", " cube = time_mean(\n", " meridional_mean(\n", " vrbl_dict[\"cube\"](the_run._cubes).extract(term_dict[\"constraint\"])\n", " )\n", " )\n", " cube.convert_units(tex2cf_units(vrbl_dict[\"tex_units\"]))\n", " RESULTS[sim_label][vrbl_key][term_key] = cube" ] }, { "cell_type": "markdown", "id": "353a79b2-0894-453e-9a5f-df79d8871639", "metadata": {}, "source": [ "## Create a figure" ] }, { "cell_type": "markdown", "id": "d7452f57-9c34-452c-ad93-d3b83889e6e5", "metadata": {}, "source": [ "Define axis parameters." ] }, { "cell_type": "code", "execution_count": 12, "id": "de7cc67c-8c5a-4b97-9548-96fb6e55e2d9", "metadata": {}, "outputs": [], "source": [ "# ylim_inset = 1000, 100\n", "# yticks_inset = 1000, 750, 500, 250\n", "\n", "# kw_ax_set = dict(\n", "# yscale=\"log\",\n", "# ylabel=\"Pressure [$hPa$]\",\n", "# ylim=[1000, 0.01],\n", "# yticks=[1000, 100, 10, 1, 0.1],\n", "# )\n", "\n", "kw_ax_set = dict(\n", " yscale=\"linear\",\n", " ylabel=\"Altitude [$km$]\",\n", " ylim=[0, 80],\n", ")\n", "kw_axins_set = dict(\n", " yscale=\"linear\", ylim=[0, 10], yticks=np.arange(0, 10, 2, dtype=int)\n", ")" ] }, { "cell_type": "markdown", "id": "803db8a1-44e3-47aa-a8cd-972b11699655", "metadata": {}, "source": [ "Assemble the figure." ] }, { "cell_type": "code", "execution_count": 13, "id": "629240d7-e62c-4a6b-a44d-68c3a5e8c42e", "metadata": {}, "outputs": [], "source": [ "imgname = f\"{img_prefix}__vprof_term__{'_'.join(SIM_LABELS.keys())}__{'_'.join(DIAGS.keys())}\"\n", "kw_plt_common = {} # marker=\".\", ms=3,\n", "\n", "fig = plt.figure(figsize=(10, 8))\n", "axd = fig.subplot_mosaic(\n", " [[*DIAGS.keys()][i : i + 2] for i in range(0, 4, 2)],\n", " gridspec_kw={\"wspace\": 0.1, \"hspace\": 0.4},\n", ")\n", "iletters = subplot_label_generator()\n", "for (vrbl_key, vrbl_dict) in DIAGS.items():\n", " ax = axd[vrbl_key]\n", " ax.set_title(f\"{next(iletters)}\", **KW_SBPLT_LABEL)\n", " ax.set(\n", " xscale=vrbl_dict.get(\"xscale\", \"linear\"),\n", " xlim=vrbl_dict.get(\"xlim\"),\n", " xlabel=f\"{vrbl_dict['title']} [{vrbl_dict['tex_units']}]\",\n", " **kw_ax_set,\n", " )\n", " if not ax.get_subplotspec().is_first_col():\n", " ax.set(ylabel=\"\")\n", " axins = ax.inset_axes(vrbl_dict[\"inset_bounds\"])\n", " axins.set(\n", " xscale=vrbl_dict.get(\"xscale\", \"linear\"),\n", " xlim=vrbl_dict.get(\"inset_xlim\"),\n", " **kw_axins_set,\n", " )\n", " ax.indicate_inset_zoom(axins, edgecolor=\"black\")\n", " if np.sign(vrbl_dict[\"xlim\"][0]) != np.sign(vrbl_dict[\"xlim\"][1]):\n", " ax.axvline(**KW_ZERO_LINE)\n", " axins.axvline(**KW_ZERO_LINE)\n", " for (sim_label, sim_prop) in SIM_LABELS.items():\n", " for term_key, term_dict in TERMINATORS.items():\n", " cube = RESULTS[sim_label][vrbl_key][term_key]\n", " y = cube.coord(um.z).points * 1e-3\n", " # y = (\n", " # 1e-2\n", " # * time_mean(\n", " # meridional_mean(runs[sim_label].pres.extract(term_dict[\"constraint\"]))\n", " # ).data\n", " # )\n", " ax.plot(\n", " cube.data,\n", " y,\n", " **kw_plt_common,\n", " **sim_prop[\"kw_plt\"],\n", " **term_dict[\"kw_plt\"],\n", " )\n", " axins.plot(\n", " cube.data,\n", " y,\n", " **kw_plt_common,\n", " **sim_prop[\"kw_plt\"],\n", " **term_dict[\"kw_plt\"],\n", " )\n", "\n", "add_custom_legend(\n", " fig,\n", " {\n", " **{\n", " v[\"title\"]: {\"linestyle\": \"-\", \"linewidth\": 2, **v[\"kw_plt\"]}\n", " for v in SIM_LABELS.values()\n", " },\n", " **{\n", " v[\"title\"]: {\"color\": \"tab:grey\", \"linewidth\": 2, **v[\"kw_plt\"]}\n", " for v in TERMINATORS.values()\n", " },\n", " },\n", " loc=\"upper center\",\n", " frameon=False,\n", " ncol=2,\n", " fontsize=\"medium\",\n", " title=\"Time-mean vertical profiles at the terminators\",\n", " bbox_to_anchor=(0.5, 1.05),\n", ")\n", "plt.close()" ] }, { "cell_type": "markdown", "id": "3da0e5b2-e141-48e3-a15a-17bcc75b38a0", "metadata": {}, "source": [ "# Show the figure" ] }, { "cell_type": "code", "execution_count": 14, "id": "a7bd5970-c73f-40bb-8fa7-ccd53b3911e6", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x576 with 4 Axes>" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig" ] }, { "cell_type": "markdown", "id": "0d53e9c1-c3c0-402f-a7d7-f7db47b6f915", "metadata": {}, "source": [ "* **Time mean vertical profiles at the (solid lines) western and (dashed lines) eastern terminators in the (blue) SJ and (orange) DJ.**\n", "* **The variables shown are (a) air temperature, (b) specific humidity, (c) cloud liquid water mixing ratio, (d) cloud ice mixing ratio.**" ] }, { "cell_type": "code", "execution_count": 15, "id": "580ee4ef-0c21-466e-a207-29c42afee953", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved to ../plots/ch111_mean/ch111_mean__vprof_term__base_sens-t280k__temp_sh_cld_liq_mf_cld_ice_mf.png\n" ] } ], "source": [ "figsave(fig, plotdir / imgname)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:t1e_bistability]", "language": "python", "name": "conda-env-t1e_bistability-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 }