PLOT_BSS_ens_members.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "395cbb48-4a1a-4fd7-aac2-94ccb85af96d",
   "metadata": {},
   "source": [
    "# Verifications with varying ensemble sizes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a30c7065-bac0-4c2d-95e5-484cf11ea25d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import time\n",
    "import h5py\n",
    "import numpy as np\n",
    "from glob import glob\n",
    "from datetime import datetime, timedelta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2f98d2db-f0d0-48ba-a542-0530427f9647",
   "metadata": {},
   "outputs": [],
   "source": [
    "sys.path.insert(0, '/glade/u/home/ksha/GAN_proj/')\n",
    "sys.path.insert(0, '/glade/u/home/ksha/GAN_proj/libs/')\n",
    "\n",
    "from namelist import *\n",
    "import data_utils as du\n",
    "import verif_utils as vu\n",
    "import graph_utils as gu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3aa24b79-c5ba-438b-97e5-fea227806559",
   "metadata": {},
   "outputs": [],
   "source": [
    "# graph tools\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.lines as mlines\n",
    "import matplotlib.colors as colors\n",
    "import matplotlib.patches as patches\n",
    "from matplotlib.collections import PatchCollection\n",
    "\n",
    "from matplotlib import ticker\n",
    "import matplotlib.ticker as mticker\n",
    "import matplotlib.gridspec as gridspec\n",
    "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6db8d447-b91d-4b6c-883b-837468dc5cf5",
   "metadata": {},
   "outputs": [],
   "source": [
    "need_publish = False\n",
    "\n",
    "# True: publication quality figures\n",
    "# False: low resolution figures in the notebook\n",
    "\n",
    "if need_publish:\n",
    "    dpi_ = fig_keys['dpi']\n",
    "else:\n",
    "    dpi_ = 75"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9369bb4e-887f-4a39-b563-a08763cb278f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# colors_sub = np.array([[248, 206, 204], [218, 232, 252], [232, 232, 232]])/255\n",
    "# colors_main = [red, blue, cyan]\n",
    "# gray_main = np.array([102, 102, 102])/255\n",
    "# gray_sub = np.array([245, 245, 245])/255\n",
    "colors_main = [red, blue, cyan]\n",
    "color_main = '0.75'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "72e31d01-6671-4723-80ff-5f19f8bea0b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "temp_data = np.load(result_dir+'ENS_num_verif.npy', allow_pickle=True)[()]\n",
    "BS_40 = 1e4*temp_data['BS_40']\n",
    "BS_99 = 1e3*temp_data['BS_99']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "93b7cbc4-9ca7-4838-979d-b945eac50f80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 975x450 with 21 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "handles = []\n",
    "\n",
    "fig = plt.figure(figsize=(13, 6), dpi=dpi_)\n",
    "gs = gridspec.GridSpec(5, 3, height_ratios=[1, 0.5, 1, 0.5, 1], width_ratios=[1, 0.2, 1])\n",
    "\n",
    "ax0 = plt.subplot(gs[0, 0])\n",
    "ax1 = plt.subplot(gs[2, 0])\n",
    "ax2 = plt.subplot(gs[4, 0])\n",
    "\n",
    "ax3 = plt.subplot(gs[0, 2])\n",
    "ax4 = plt.subplot(gs[2, 2])\n",
    "ax5 = plt.subplot(gs[4, 2])\n",
    "\n",
    "AX_left = [ax0, ax1, ax2]\n",
    "AX_right = [ax3, ax4, ax5]\n",
    "\n",
    "plt.subplots_adjust(0, 0, 1, 1, hspace=0.0, wspace=0.0)\n",
    "\n",
    "keys = ['BS_06_54', 'BS_54_102', 'BS_102_144']\n",
    "\n",
    "x_labels = ['31', '62', '93', '124', '155', '186', '217', '248']\n",
    "\n",
    "x_ref = np.arange(len(x_labels))\n",
    "width = 0.618\n",
    "\n",
    "# sep = 4\n",
    "\n",
    "for i, ax in enumerate(AX_left):\n",
    "    ax = gu.ax_decorate(ax, left_flag=True, bottom_flag=True, bottom_spline=True)\n",
    "    ax.grid(False)\n",
    "    ax.ticklabel_format(useOffset=False)\n",
    "    ax.set_xticks(x_ref)\n",
    "    ax.set_xticklabels(x_labels)\n",
    "    \n",
    "#ax.tick_params(labelbottom=True)\n",
    "for i, ax in enumerate(AX_right):\n",
    "    ax = gu.ax_decorate(ax, left_flag=True, bottom_flag=True, bottom_spline=True)\n",
    "    ax.grid(False)\n",
    "    ax.ticklabel_format(useOffset=False)\n",
    "    ax.set_xticks(x_ref)\n",
    "    ax.set_xticklabels(x_labels)\n",
    "\n",
    "AX_left[0].set_ylim([4.427, 4.432])\n",
    "AX_left[0].set_yticks([4.428, 4.429, 4.430, 4.431])\n",
    "\n",
    "AX_left[1].set_ylim([4.510, 4.515])\n",
    "AX_left[1].set_yticks([4.511, 4.512, 4.513, 4.514])\n",
    "\n",
    "AX_left[2].set_ylim([4.625, 4.630])\n",
    "AX_left[2].set_yticks([4.626, 4.627, 4.628, 4.629])\n",
    "AX_left[2].set_xlabel('Ensemble size [members]', fontsize=14)\n",
    "\n",
    "AX_right[0].set_ylim([8.985, 8.997])\n",
    "AX_right[0].set_yticks([8.986, 8.988, 8.990, 8.992, 8.994])\n",
    "\n",
    "AX_right[1].set_ylim([9.631, 9.642])\n",
    "AX_right[1].set_yticks([9.632, 9.634, 9.636, 9.638, 9.640])\n",
    "\n",
    "AX_right[2].set_ylim([10.295, 10.306])\n",
    "AX_right[2].set_yticks([10.296, 10.298, 10.300, 10.302, 10.304])\n",
    "\n",
    "\n",
    "for i in range(3):\n",
    "    AX_left[i].bar(x_ref, BS_40[:, i], width,\n",
    "                   facecolor=color_main, edgecolor='k', linewidth=2.5)\n",
    "    \n",
    "    AX_right[i].bar(x_ref, BS_99[:, i], width,\n",
    "                    facecolor=color_main, edgecolor='k', linewidth=2.5)\n",
    "\n",
    "ax_w1 = fig.add_axes([0.02, 0.96, 0.08, 0.04])\n",
    "ax_w1.text(0, 0.5, 'BS (1E-4)', ha='left', va='center', fontsize=14, transform=ax_w1.transAxes);\n",
    "\n",
    "ax_w2 = fig.add_axes([0.545+0.02, 0.96, 0.08, 0.04])\n",
    "ax_w2.text(0, 0.5, 'BS (1E-2)', ha='left', va='center', fontsize=14, transform=ax_w2.transAxes);\n",
    "\n",
    "ax_title1 = fig.add_axes([0.0, 1+0.08, 1.0, 0.04])\n",
    "title_len = 0.75; fontsize_list = [14,]*10\n",
    "fontweight_list = ['normal', 'bold', 'normal', 'normal', 'normal', 'normal']\n",
    "handles += gu.string_partial_format(fig, ax_title1, 0.5*(1-title_len), 0.5, 'left', 'center', \n",
    "                                    ['Brier Score (BS) of ',\n",
    "                                     'ViT-LDM', ' for different extreme precip events and with varying ensemble sizes', \n",
    "                                     ', 2021'], ['k', colors_main[0], 'k', 'k'], fontsize_list, fontweight_list)\n",
    "\n",
    "ax_title11 = fig.add_axes([0.0, 1.0+0.02, 0.455, 0.04])\n",
    "title_len = 0.34; fontsize_list = [14,]*10\n",
    "fontweight_list = ['normal', 'bold', 'normal', 'bold', 'normal']\n",
    "handles += gu.string_partial_format(fig, ax_title11, 0.5*(0.455-title_len), 0.5, 'left', 'center', \n",
    "                                    ['(a) 6 hourly precip rate > ', '40 mm', ' per 6-hour events',], \n",
    "                                    ['k']*3, fontsize_list, fontweight_list)\n",
    "\n",
    "ax_title12 = fig.add_axes([0.455-0.1775, 0.98, 0.1775, 0.04])\n",
    "fontsize_list = [14,]*10\n",
    "fontweight_list = ['bold', 'normal']\n",
    "handles += gu.string_partial_format(fig, ax_title12, 0.0, 0.5, 'left', 'center', \n",
    "                                    ['06-48', ' hr forecasts'], \n",
    "                                    ['k']*2, fontsize_list, fontweight_list)\n",
    "\n",
    "ax_title21 = fig.add_axes([0.545, 1.0+0.02, 0.455, 0.04])\n",
    "title_len = 0.27; fontsize_list = [14,]*10\n",
    "fontweight_list = ['normal', 'bold', 'normal', 'bold', 'normal']\n",
    "handles += gu.string_partial_format(fig, ax_title21, 0.5*(0.455-title_len), 0.5, 'left', 'center', \n",
    "                                    ['(b) 6 hourly precip rate > ', '99th', ' percentile events'], \n",
    "                                    ['k']*3, fontsize_list, fontweight_list)\n",
    "\n",
    "ax_title22 = fig.add_axes([1.0-0.1775, 0.98, 0.1775, 0.04])\n",
    "fontsize_list = [14,]*10\n",
    "fontweight_list = ['bold', 'normal']\n",
    "handles += gu.string_partial_format(fig, ax_title22, 0.0, 0.5, 'left', 'center', \n",
    "                                    ['06-48', ' hr forecasts'], \n",
    "                                    ['k']*2, fontsize_list, fontweight_list)\n",
    "\n",
    "\n",
    "ax_title3 = fig.add_axes([0.0, 2/3-0.04, 0.455, 0.04])\n",
    "title_len = 0.1; fontsize_list = [14,]*10\n",
    "fontweight_list = ['normal', 'bold', 'normal', 'bold', 'normal', 'bold', 'normal', 'bold', 'normal']\n",
    "handles += gu.string_partial_format(fig, ax_title3, 0.5*(0.455-title_len), 0.5, 'left', 'center', \n",
    "                                    ['(c) As in (a), but for ', '54-96', ' hr forecasts'], \n",
    "                                    ['k']*3, fontsize_list, fontweight_list)\n",
    "\n",
    "ax_title4 = fig.add_axes([0.545, 2/3-0.04, 0.455, 0.04])\n",
    "title_len = 0.1; fontsize_list = [14,]*10\n",
    "fontweight_list = ['normal', 'bold', 'normal', 'bold', 'normal', 'bold', 'normal', 'bold', 'normal']\n",
    "handles += gu.string_partial_format(fig, ax_title4, 0.5*(0.455-title_len), 0.5, 'left', 'center', \n",
    "                                    ['(d) As in (b), but for ', '54-96', ' hr forecasts'], \n",
    "                                    ['k']*3, fontsize_list, fontweight_list)\n",
    "\n",
    "ax_title5 = fig.add_axes([0.0, 1/3-0.08, 0.455, 0.04])\n",
    "title_len = 0.14; fontsize_list = [14,]*10\n",
    "fontweight_list = ['normal', 'bold', 'normal', 'bold', 'normal', 'bold', 'normal', 'bold', 'normal']\n",
    "handles += gu.string_partial_format(fig, ax_title5, 0.5*(0.455-title_len), 0.5, 'left', 'center', \n",
    "                                    ['(e) As in (a), but for ', '102-144', ' hr forecasts'], \n",
    "                                    ['k']*3, fontsize_list, fontweight_list)\n",
    "\n",
    "ax_title6 = fig.add_axes([0.545, 1/3-0.08, 0.455, 0.04])\n",
    "title_len = 0.14; fontsize_list = [14,]*10\n",
    "fontweight_list = ['normal', 'bold', 'normal', 'bold', 'normal', 'bold', 'normal', 'bold', 'normal']\n",
    "handles += gu.string_partial_format(fig, ax_title6, 0.5*(0.455-title_len), 0.5, 'left', 'center', \n",
    "                                    ['(f) As in (b), but for ', '102-144', ' hr forecasts'], \n",
    "                                    ['k']*3, fontsize_list, fontweight_list)\n",
    "\n",
    "\n",
    "ax_words1 = fig.add_axes([0, -0.175, 1.0, 0.04])\n",
    "ax_words1.text(0, 1, '[*] The grid-point-wise 99th percentile values were computed from the 2002-2019 CCPA data.', \n",
    "              ha='left', va='top', fontsize=14, transform=ax_words1.transAxes);\n",
    "\n",
    "ax_words2 = fig.add_axes([0, -0.265, 1.0, 0.08])\n",
    "ax_words2.text(0, 1, '[**] Ensemble size was increased by generating more members from each GEFS member.\\n       e.g. ensemble size = 62 means generating 2 members from each of the 31 GEFS members.', \n",
    "              ha='left', va='top', fontsize=14, transform=ax_words2.transAxes);\n",
    "\n",
    "ax_ref1 = fig.add_axes([0.96, 1.015, 0.015, 0.04])\n",
    "ax_ref1.text(0, 1, '[*]', ha='left', va='top', fontsize=10, transform=ax_ref1.transAxes);\n",
    "\n",
    "ax_ref2 = fig.add_axes([0.3275, -0.097, 0.02, 0.04])\n",
    "ax_ref2.text(0, 1, '[**]', ha='left', va='top', fontsize=10, transform=ax_ref2.transAxes);\n",
    "\n",
    "\n",
    "ax_w1.set_axis_off()\n",
    "ax_w2.set_axis_off()\n",
    "ax_ref1.set_axis_off()\n",
    "ax_ref2.set_axis_off()\n",
    "ax_title1.set_axis_off()\n",
    "ax_title11.set_axis_off()\n",
    "ax_title12.set_axis_off()\n",
    "ax_title21.set_axis_off()\n",
    "ax_title22.set_axis_off()\n",
    "ax_title3.set_axis_off()\n",
    "ax_title4.set_axis_off()\n",
    "ax_title5.set_axis_off()\n",
    "ax_title6.set_axis_off()\n",
    "ax_words1.set_axis_off()\n",
    "ax_words2.set_axis_off()\n",
    "\n",
    "if need_publish:\n",
    "    # Save figure\n",
    "    fig.savefig(fig_dir+'fig13_ensemble_size.png', format='png', **fig_keys)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c22a1cf-810d-46c5-bcfc-cfc3e0cd1e93",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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