{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "6c6379c0", "metadata": {}, "outputs": [], "source": [ "#Import libraries\n", "import numpy as np\n", "import xarray as xr\n", "import scipy\n", "from scipy import stats\n", "import scipy.special as sp\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "from matplotlib.colors import ListedColormap\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "from glob import glob\n", "import pandas as pd\n", "from matplotlib.patches import Patch\n", "from matplotlib.lines import Line2D" ] }, { "cell_type": "code", "execution_count": 2, "id": "338d98b6", "metadata": {}, "outputs": [], "source": [ "dir_data = '/Users/jzhang/Documents/Data/'\n", "dir_proj = '/Users/jzhang/Documents/Projects/Albedo_Symmetry_WE/codes/'\n", "dir_fig = '/Users/jzhang/Documents/Projects/Albedo_Symmetry_WE/figs/paper_figs/'" ] }, { "cell_type": "code", "execution_count": 3, "id": "1d094f0e", "metadata": {}, "outputs": [], "source": [ "#load results from .npz file\n", "results = np.load(dir_proj+'EBAF_FBCT_diff_record_symmetry_results.npz')\n", "results_NS = np.load(dir_proj+'EBAF_FBCT_diff_record_symmetry_results_NS.npz')\n", "results_interannual = np.load(dir_proj+'EBAF_FBCT_diff_record_symmetry_interannual_results.npz')\n", "results_interannual_NS = np.load(dir_proj+'EBAF_FBCT_diff_record_symmetry_interannual_results_NS.npz')" ] }, { "cell_type": "code", "execution_count": 4, "id": "55a86e2b", "metadata": {}, "outputs": [], "source": [ "# read 4-column text file (whitespace-delimited). change delimiter=',' if comma-separated.\n", "oni = np.genfromtxt(dir_data + 'NCEP/oni.ascii.txt', skip_header=1, usecols=(0,1,2,3), dtype=float)\n", "\n", "# split into columns\n", "col1, col2, col3, col4 = oni.T\n", "\n", "months = np.concatenate([np.tile(np.arange(1,13), 76)])\n", "month = months.astype(int)\n", "year = col2[:-1].astype(int)\n", "oni = col3[:-1]\n", "anom = col4[:-1]" ] }, { "cell_type": "code", "execution_count": null, "id": "f1779da9", "metadata": {}, "outputs": [], "source": [ "mmm = np.array([np.datetime64('2000-12')+np.timedelta64(i,'M') for i in range(12*(2025-2001+1)+2)])\n", "Mwts = np.array((mmm+np.timedelta64(1,'M')+np.timedelta64(1,'D'))-(mmm+np.timedelta64(1,'D')),dtype=float)\n", "Mwts240 = Mwts[0:-2] + Mwts[1:-1] + Mwts[2:] # data is 3-month running mean, create monthly weights for 3-month running mean \n", "\n", "idx = np.where((year >= 2001) & (year <= 2025))[0]\n", "ptime = year[idx] + (month[idx]-0.5)/12\n", "panom = anom[idx]\n", "tot = oni[idx]\n", "panom2 = tot - np.average(tot,weights=Mwts240)" ] }, { "cell_type": "code", "execution_count": null, "id": "361023e8", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure 5\n", "\n", "fs = 20\n", "plt.figure(figsize=(13, 5.5))\n", "\n", "plt.plot(ptime, panom, label='ONI monthly [°C]', color='r', linewidth=1, zorder = 4, alpha=0.5)\n", "# compute annual means and plot\n", "yr_int = np.floor(ptime).astype(int)\n", "years = np.unique(yr_int)\n", "annual_mean = [np.average(panom[yr_int == y], weights=Mwts240[yr_int == y]) for y in years]\n", "plt.plot(years+0.5, annual_mean, label='ONI annual mean [°C]', color='red', linewidth=4, zorder=5)\n", "plt.plot([2001, 2026], [0, 0], color='black', linewidth=1.5, linestyle='--', zorder = 3)\n", "plt.plot([2001, 2026], [0.5, 0.5], color='gray', linewidth=1., linestyle='-', zorder = 2)\n", "plt.plot([2001, 2026], [-0.5, -0.5], color='gray', linewidth=1., linestyle='-', zorder = 2)\n", "\n", "am = np.asarray(annual_mean)\n", "#plt.fill_between(years+0.5, am, 0.5, where=am >= 0.5, interpolate=True, color='red', alpha=0.25, zorder=2)\n", "#plt.fill_between(years+0.5, am, -0.5, where=am < -0.5, interpolate=True, color='blue', alpha=0.25, zorder=2)\n", "plt.fill_between(ptime, panom, 0.5, where=panom >= 0.5, interpolate=True, color='red', alpha=0.25, zorder=2)\n", "plt.fill_between(ptime, panom, -0.5, where=panom < -0.5, interpolate=True, color='blue', alpha=0.25, zorder=2)\n", "\n", "plt.plot(years+0.5, results_interannual['ebaf_01_25'][:,0], label=r'E-W $\\Delta\\overline{R}$ at 27°E [W m$^{-2}$]', color='black', linewidth=4, zorder=5)\n", "#dNS_data = np.load('dNS_FBCT.npz')\n", "#dNS_yr = dNS_data['dNS_yr']\n", "#plt.plot(years+0.5, dNS_yr, label=r'N-S $\\Delta\\overline{R}$ [W m$^{-2}$]', color='k', linewidth=2, zorder=5, alpha=0.7)\n", "\n", "plt.xlabel('Year', fontsize=fs)\n", "plt.ylabel('', fontsize=fs)\n", "plt.legend(fontsize=fs-2,framealpha=1, loc='lower right')\n", "plt.ylim(-4,4)\n", "plt.xlim(2001, 2026)\n", "plt.xticks(np.arange(2001, 2027, 2), fontsize=fs, rotation=30)\n", "ax = plt.gca()\n", "ax.grid(linewidth=0.5, color='gray', alpha=0.5)\n", "ax.tick_params(axis='both', labelsize=fs)\n", "# preserve existing legend then add ENSO shading legend\n", "old_leg = ax.get_legend()\n", "enso_handles = [\n", " Patch(facecolor='red', alpha=0.25, edgecolor='none', label='El Niño'),\n", " Patch(facecolor='blue', alpha=0.25, edgecolor='none', label='La Niña')\n", "]\n", "new_leg = ax.legend(handles=enso_handles, loc='lower left', fontsize=fs, framealpha=1)\n", "if old_leg is not None:\n", " ax.add_artist(old_leg)\n", "# compute Pearson correlation between dR at 27° and ONI annual mean and annotate\n", "annual_mean = np.array(annual_mean)\n", "r, p = stats.pearsonr(results_interannual['ebaf_01_25'][:,0], annual_mean)\n", "ax.text(0.02, 0.95, f'r = {r:.2f}, p-value = {p:.4f}', transform=ax.transAxes,\n", " fontsize=fs, color='black', va='top', fontweight='bold',\n", " bbox=dict(facecolor='white', alpha=1., edgecolor='none'))\n", "plt.tight_layout()\n", "plt.savefig(dir_fig + 'Albedo_Symmetry_27_vs_ONI_vENSO.png', dpi=450)\n", "plt.savefig(dir_fig + 'Albedo_Symmetry_27_vs_ONI_vENSO.pdf')\n", "\n", "#plt.show() " ] }, { "cell_type": "code", "execution_count": null, "id": "19cd2dd9", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# repeat for the N-S symmetry, values reported but fig not shown in the paper\n", "\n", "fs = 15\n", "plt.figure(figsize=(13, 5.5))\n", "\n", "plt.plot(ptime, panom, label='ONI monthly [°C]', color='r', linewidth=1, zorder = 4, alpha=0.5)\n", "# compute annual means and plot\n", "yr_int = np.floor(ptime).astype(int)\n", "years = np.unique(yr_int)\n", "annual_mean = [np.average(panom[yr_int == y], weights=Mwts240[yr_int == y]) for y in years]\n", "plt.plot(years+0.5, annual_mean, label='ONI annual mean [°C]', color='red', linewidth=4, zorder=5)\n", "plt.plot([2001, 2026], [0, 0], color='black', linewidth=1.5, linestyle='--', zorder = 3)\n", "plt.plot([2001, 2026], [0.5, 0.5], color='gray', linewidth=1., linestyle='-', zorder = 2)\n", "plt.plot([2001, 2026], [-0.5, -0.5], color='gray', linewidth=1., linestyle='-', zorder = 2)\n", "\n", "am = np.asarray(annual_mean)\n", "#plt.fill_between(years+0.5, am, 0.5, where=am >= 0.5, interpolate=True, color='red', alpha=0.25, zorder=2)\n", "#plt.fill_between(years+0.5, am, -0.5, where=am < -0.5, interpolate=True, color='blue', alpha=0.25, zorder=2)\n", "plt.fill_between(ptime, panom, 0.5, where=panom >= 0.5, interpolate=True, color='red', alpha=0.25, zorder=2)\n", "plt.fill_between(ptime, panom, -0.5, where=panom < -0.5, interpolate=True, color='blue', alpha=0.25, zorder=2)\n", "\n", "plt.plot(years+0.5, results_interannual_NS['ebaf_01_25'], label=r'N-S $\\Delta\\overline{R}$ [W m$^{-2}$]', color='blue', linewidth=4, zorder=5)\n", "#dNS_data = np.load('dNS_FBCT.npz')\n", "#dNS_yr = dNS_data['dNS_yr']\n", "#plt.plot(years+0.5, dNS_yr, label=r'N-S $\\Delta\\overline{R}$ [W m$^{-2}$]', color='k', linewidth=2, zorder=5, alpha=0.7)\n", "\n", "plt.xlabel('Year', fontsize=fs)\n", "plt.ylabel('', fontsize=fs)\n", "plt.legend(fontsize=fs,framealpha=1, loc='lower right')\n", "plt.ylim(-4,4)\n", "plt.xlim(2001, 2026)\n", "plt.xticks(np.arange(2001, 2027, 1), fontsize=fs, rotation=30)\n", "ax = plt.gca()\n", "ax.grid(linewidth=0.5, color='gray', alpha=0.5)\n", "ax.tick_params(axis='both', labelsize=fs)\n", "# preserve existing legend then add ENSO shading legend\n", "old_leg = ax.get_legend()\n", "enso_handles = [\n", " Patch(facecolor='red', alpha=0.25, edgecolor='none', label='El Niño'),\n", " Patch(facecolor='blue', alpha=0.25, edgecolor='none', label='La Niña')\n", "]\n", "new_leg = ax.legend(handles=enso_handles, loc='lower left', fontsize=fs, framealpha=1)\n", "if old_leg is not None:\n", " ax.add_artist(old_leg)\n", "# compute Pearson correlation between dR at 27° and ONI annual mean and annotate\n", "annual_mean = np.array(annual_mean)\n", "r, p = stats.pearsonr(results_interannual_NS['ebaf_01_25'], annual_mean)\n", "ax.text(0.02, 0.95, f'r = {r:.2f}, p-value = {p:.4f}', transform=ax.transAxes,\n", " fontsize=fs, color='black', va='top', fontweight='bold',\n", " bbox=dict(facecolor='white', alpha=1., edgecolor='none'))\n", "plt.savefig(dir_fig + 'Albedo_Symmetry_NS_vs_ONI_vENSO.png', dpi=450)\n", "plt.tight_layout()\n", "#plt.show() " ] } ], "metadata": { "kernelspec": { "display_name": "tf215env", "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": "3.11.13" } }, "nbformat": 4, "nbformat_minor": 5 }