{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Template to read and plot 2D Cubed Sphere data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.crs as ccrs\n",
    "from netCDF4 import Dataset\n",
    "from scipy.interpolate import griddata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "file_path='../data/sample_CS2d.nc4'\n",
    "\n",
    "#data_variable='MASS'\n",
    "data_variable='QV'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def read_cubed_sphere_data(file_path):\n",
    "    dataset = Dataset(file_path, 'r')\n",
    "\n",
    "#    data = dataset.variables['MASS'][:]  # Atmospheric mass data  MASS(time, nf, Ydim, Xdim)\n",
    "    data = dataset.variables['QV'][:,0,:,:]  # Specific humidity QV(time, lev, nf, Ydim, Xdim) ; lev =1 \n",
    "    lons = dataset.variables['lons'][:]\n",
    "    lats = dataset.variables['lats'][:]\n",
    "\n",
    "    dataset.close()\n",
    "    return data, lons, lats\n",
    "\n",
    "def adjust_longitudes(lons):\n",
    "    lons = np.where(lons > 180, lons - 360, lons)\n",
    "    return lons\n",
    "\n",
    "def interpolate_to_latlon_grid(lat, lon, data, resolution=1.0):\n",
    "    lat_grid = np.arange(-90, 90 + resolution, resolution)\n",
    "    lon_grid = np.arange(-180, 180 + resolution, resolution)\n",
    "    lon_grid, lat_grid = np.meshgrid(lon_grid, lat_grid)\n",
    "\n",
    "    data_grid = griddata((lat.flatten(), lon.flatten()), data.flatten(), (lat_grid, lon_grid), method='linear')\n",
    "\n",
    "    return lat_grid, lon_grid, data_grid\n",
    "\n",
    "def plot_data(lat_grid, lon_grid, data_grid):\n",
    "    fig = plt.figure(figsize=(10, 5))\n",
    "    ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "    ax.coastlines()\n",
    "    plt.contourf(lon_grid, lat_grid, data_grid*1e+3, 60, transform=ccrs.PlateCarree(), cmap='GnBu')\n",
    "#    plt.colorbar(label='Atmospheric Mass (kg m-2)')\n",
    "    plt.colorbar(label='(g kg-1)')\n",
    "    plt.title('Specific Humidity on Latitude-Longitude Grid')\n",
    "    plt.show()\n",
    "\n",
    "def main(file_path):\n",
    "    data, lons, lats = read_cubed_sphere_data(file_path)\n",
    "    \n",
    "    lons = adjust_longitudes(lons)\n",
    "\n",
    "    all_lat = []\n",
    "    all_lon = []\n",
    "    all_data = []\n",
    "\n",
    "    for face_index in range(data.shape[1]):  # Loop over each face\n",
    "        face_data = data[0, face_index, :, :]  # Assuming time index 0 and one vertical level\n",
    "        face_lons = lons[face_index, :, :]\n",
    "        face_lats = lats[face_index, :, :]\n",
    "\n",
    "        all_lat.append(face_lats)\n",
    "        all_lon.append(face_lons)\n",
    "        all_data.append(face_data)\n",
    "\n",
    "    # Combine all faces into single arrays\n",
    "    lat = np.concatenate([lat.flatten() for lat in all_lat])\n",
    "    lon = np.concatenate([lon.flatten() for lon in all_lon])\n",
    "    data = np.concatenate([d.flatten() for d in all_data])\n",
    "\n",
    "    lat_grid, lon_grid, data_grid = interpolate_to_latlon_grid(lat, lon, data)\n",
    "    plot_data(lat_grid, lon_grid, data_grid)\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    file_path='../data/sample_CS2d.nc4'\n",
    "    main(file_path)"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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