{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting LMDZ output with Python"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Author: Lionel Guez"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, we demonstrate commands to visualize LMDZ output. We will use Python modules that may not be installed on your computer. We do not cover here the installation of these modules."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic plotting using only the modules netCDF4 and matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import netCDF4\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us take one of the history files from `LMDZtrunk/modipsl/modeles/LMDZ/BENCH32x32x39`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One-dimensional plot. For example, temperature as a function of time, at \n",
    "1st model level, 17th latitude, 17th longitude:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'time (days since Jan. 1st 1980)')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_file = netCDF4.Dataset(\"histhf.nc\")\n",
    "plt.plot(hist_file[\"time_counter\"][:] / 86400, hist_file[\"temp\"][:, 0, 16, 16])\n",
    "plt.ylabel(\"temperature (K)\")\n",
    "plt.xlabel(\"time (days since Jan. 1st 1980)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `nc_time_axis`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want a better representation of the time coordinate, you can use the module `nc_time_axis`. But first you need to correct the calendar, which does not conform to CF conventions. This is necessary to use the module `nc_time_axis`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "if hist_file[\"time_counter\"].calendar == \"360d\":\n",
    "    hist_file.close() # close before re-opening in writing mode\n",
    "\n",
    "    with netCDF4.Dataset(\"histhf.nc\", \"r+\") as hist_file:\n",
    "        hist_file[\"time_counter\"].calendar = \"360_day\"\n",
    "        \n",
    "    hist_file = netCDF4.Dataset(\"histhf.nc\") # re-open in read-ony mode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nc_time_axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_counter = netCDF4.num2date(hist_file[\"time_counter\"][:], hist_file[\"time_counter\"].units, \n",
    "                                hist_file[\"time_counter\"].calendar)\n",
    "t = [nc_time_axis.CalendarDateTime(item, \"360_day\") for item in time_counter]\n",
    "plt.plot(t, hist_file[\"temp\"][:, 0, 16, 16])\n",
    "plt.ylabel(\"temperature (K)\")\n",
    "plt.gcf().autofmt_xdate()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contour plot with matplotlib only"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Contour plot, for example, temperature as a function of latitude and longitude, at first time, first model level:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'latitude (degrees north)')"
      ]
     },
     "execution_count": 5,
     "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": [
    "plt.contourf(hist_file[\"lon\"][:], hist_file[\"lat\"][:], hist_file[\"temp\"][0, 0])\n",
    "plt.colorbar(label = \"temperature (K)\")\n",
    "plt.xlabel(\"longitude (degrees east)\")\n",
    "plt.ylabel(\"latitude (degrees north)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cartopy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want to add coastlines, you can use the module cartopy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cartopy.crs as ccrs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x154180a29940>"
      ]
     },
     "execution_count": 7,
     "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": [
    "lon_2d, lat_2d = np.meshgrid(hist_file[\"lon\"], hist_file[\"lat\"])\n",
    "ax = plt.axes(projection=ccrs.Robinson())\n",
    "plt.contourf(lon_2d, lat_2d, hist_file[\"temp\"][0, 0], \n",
    "             transform = ccrs.PlateCarree())\n",
    "ax.coastlines()\n",
    "ax.set_global()\n",
    "ax.gridlines(draw_labels = True)\n",
    "plt.colorbar(label = \"temperature (K)\", orientation='horizontal')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## xarray"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instead of opening a NetCDF file with the module netCDF4, you can open it with xarray. xarray is actually built on top of netCDF4, it offers a higher-level interface to the data. For example, you can select a slice of the data by referring to the name of a dimension, instead of referring to the position of this dimension in the list of dimensions. Here is an example. But first, close the file opened with netCDF4:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hist_file.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.gridliner.Gridliner at 0x15417dff82e0>"
      ]
     },
     "execution_count": 10,
     "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": [
    "hist_file = xr.open_dataset(\"histhf.nc\")\n",
    "p = hist_file.temp.isel(time_counter = 0, presnivs = 0).plot(subplot_kws={\"projection\": ccrs.Robinson()},\n",
    "                                                             transform=ccrs.PlateCarree())\n",
    "p.axes.coastlines()\n",
    "p.axes.gridlines(draw_labels = True)"
   ]
  }
 ],
 "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
