python/maps_prototype_prec.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Update content of the Atlas - generate maps based on the netcdf data\n",
    "**Function**      : Plot (prec) maps in a uniform way based on the netcdf files<br>\n",
    "**Author          : Team BETA**<br>\n",
    "**First Built**   : 2021.07.28<br>\n",
    "**Last Update     : 2021.08.09**<br>\n",
    "**Library**       : os, numpy, netcdf4, matplotlib, cartopy<br>\n",
    "**Description**   : This notebook serves to extract netcdf data and generate maps for Atlas page.<br>\n",
    "**Return Values   : png files**<br>\n",
    "**Note**          : All the maps are generated in a uniform way.<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from pathlib import Path\n",
    "\n",
    "import cartopy.crs as ccrs\n",
    "import matplotlib.pyplot as plt\n",
    "from netCDF4 import Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Path\n",
    "Specify the path to the dataset and the place to save the outputs. <br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# please specify data path\n",
    "datapath = \"/mnt/d/NLeSC/BETA/EUCP/Atlas\"\n",
    "# please specify output path\n",
    "output_path = \"../assets/sample_figures/test\"\n",
    "os.makedirs(output_path, exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Extract data\n",
    "Extract weather/climate data from given netCDF files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load dataset\n",
    "dataset_eur_pr_41_60_vs_95_14_jja_cmip5_10prec = Dataset(\n",
    "    Path(datapath, \"Rita_Lukas_Atlas\", \"eur_CMIP5_pr_2041-2060_vs_1995-2014_10_JJA.nc\")\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract data\n",
    "eur_pr_41_60_vs_95_14_jja_cmip5_10prec = (\n",
    "    dataset_eur_pr_41_60_vs_95_14_jja_cmip5_10prec.variables[\"pr_weighted\"][:]\n",
    ")\n",
    "lat_eur_pr_41_60_vs_95_14_jja_cmip5_10prec = (\n",
    "    dataset_eur_pr_41_60_vs_95_14_jja_cmip5_10prec.variables[\"lat\"][:]\n",
    ")\n",
    "lon_eur_pr_41_60_vs_95_14_jja_cmip5_10prec = (\n",
    "    dataset_eur_pr_41_60_vs_95_14_jja_cmip5_10prec.variables[\"lon\"][:]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# choose color map\n",
    "cmap_prec = \"BrBG\"\n",
    "cmap_tas = \"coolwarm\"\n",
    "# label color bar\n",
    "# label = [-200, -100, 0 , 100, 200]\n",
    "# ticks = [-200, -100, 0 , 100, 200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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   "source": [
    "# plot figure\n",
    "# more options about plotting with cartopy can be found via\n",
    "# https://github.com/geek-yang/Energy-Wizard/blob/master/Postprocessing/visualization_gallery.py\n",
    "\n",
    "fig = plt.figure(figsize=(12.8, 9.6))\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "ax.set_extent([-10, 40, 30, 75], ccrs.PlateCarree())  # East, West, South, Nouth\n",
    "ax.coastlines(resolution=\"110m\", color=\"black\", linewidth=2)\n",
    "gl = ax.gridlines(\n",
    "    crs=ccrs.PlateCarree(),\n",
    "    draw_labels=True,\n",
    "    linewidth=1,\n",
    "    color=\"gray\",\n",
    "    alpha=0.5,\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "gl.xlabels_top = False\n",
    "gl.xlabels_bottom = True\n",
    "gl.ylabels_left = True\n",
    "gl.ylabels_right = False\n",
    "gl.xlines = False\n",
    "gl.ylines = False\n",
    "# specify the location of labels\n",
    "# gl.xlocator = mticker.FixedLocator([-10, 0, 10, 20, 30, 40])\n",
    "# gl.ylocator = mticker.FixedLocator([30, 40, 50, 60, 70])\n",
    "# specify label styles\n",
    "gl.xlabel_style = {\"size\": 20, \"color\": \"black\"}\n",
    "gl.ylabel_style = {\"size\": 20, \"color\": \"black\"}\n",
    "cs = plt.pcolormesh(\n",
    "    lon_eur_pr_41_60_vs_95_14_jja_cmip5_10prec,\n",
    "    lat_eur_pr_41_60_vs_95_14_jja_cmip5_10prec,\n",
    "    eur_pr_41_60_vs_95_14_jja_cmip5_10prec,\n",
    "    cmap=cmap_prec,\n",
    "    vmin=-100,\n",
    "    vmax=50,\n",
    ")\n",
    "cbar = fig.colorbar(\n",
    "    cs, extend=\"both\", orientation=\"vertical\", shrink=0.8, pad=0.08, spacing=\"uniform\"\n",
    ")  # , format=\"%.1f\")\n",
    "# cbar.set_label(label,size = 9)\n",
    "# cbar.set_ticks(ticks)\n",
    "cbar.ax.tick_params(labelsize=20)\n",
    "ax.set_title(\"EUR relative precipitation difference (%) 10prec\", fontsize=20)\n",
    "# plt.tight_layout()\n",
    "plt.show()\n",
    "fig.savefig(Path(output_path, \"test_prec.png\"), dpi=150)"
   ]
  }
 ],
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