{ "cells": [ { "cell_type": "code", "execution_count": 16, "id": "93c7189b", "metadata": {}, "outputs": [], "source": [ "# Import libraries\n", "import xarray as xr\n", "import pandas as pd\n", "import numpy as np\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", "import netCDF4 as nc\n", "from scipy.io import readsav\n", "from scipy import stats\n", "from glob import glob\n", "import os\n", "from matplotlib.patches import Rectangle\n", "from matplotlib.lines import Line2D\n", "from matplotlib.legend_handler import HandlerTuple\n", "from matplotlib.legend_handler import HandlerBase" ] }, { "cell_type": "code", "execution_count": null, "id": "744f9b38", "metadata": {}, "outputs": [], "source": [ "#Set paths\n", "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/'\n", "\n", "#Load data\n", "ebaf_01_24 = xr.open_mfdataset(glob(dir_data+'CERES/EBAFed421/EBAF_decomposition*_01-24.nc')) #processed\n", "\n", "ocean = xr.open_dataset(dir_data+'CERES/SYN1deg/CERES_SYN1deg-Month_Terra-Aqua-NOAA20_Ed4.2_Subset_200003-202512.nc').sel(time=slice(np.datetime64('2001-01-01'),np.datetime64('2024-12-31')))\n", "oce_frac = ocean['aux_ocean_mon']/100. " ] }, { "cell_type": "code", "execution_count": null, "id": "ad5df2e1", "metadata": {}, "outputs": [], "source": [ "# area weighted averaging\n", "z_weights = np.genfromtxt(dir_data+'CERES/zone_weights_lou.txt',skip_header=17,skip_footer=1)[:,1]\n", "\n", "def geoavg(data,hemi='both',div=180):\n", "\n", " lon, lat = np.meshgrid(ocean.lon,ocean.lat)\n", " zlat = z_weights[:,np.newaxis]*np.ones(data.shape) #Oblate spheroid weights\n", " \n", " mask = lat[:,0]<1e10\n", " mask2 = lon[0,:]<1e10\n", " \n", " #Hemisphere mask\n", " if hemi == 'NH':\n", " mask = lat[:,0]>0\n", " elif hemi == 'SH':\n", " mask = lat[:,0]<0\n", "\n", " if hemi == 'WH':\n", " mask2 = (lon[0,:](180+div))\n", " elif hemi == 'EH':\n", " mask2 = (lon[0,:]>div) & (lon[0,:]<(180+div))\n", " \n", " #Take and return weighted average\n", " if hemi == 'EH' or hemi == 'WH':\n", " return np.average(data[:,mask2],weights=zlat[:,mask2],axis=(0,1))\n", " else:\n", " return np.average(data[mask,:],weights=zlat[mask,:],axis=(0,1))" ] }, { "cell_type": "code", "execution_count": 9, "id": "568c9546", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Size: 2GB\n", "Dimensions: (time: 288, lat: 180, lon: 360, month: 12)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2kB 2001-01-15 2001-02-15 ... 2024-12-15\n", " * lat (lat) float32 720B -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n", " * lon (lon) float32 1kB 0.5 1.5 2.5 3.5 4.5 ... 356.5 357.5 358.5 359.5\n", " * month (month) int64 96B 1 2 3 4 5 6 7 8 9 10 11 12\n", "Data variables: (12/30)\n", " O_frac (time, lat, lon) float32 75MB dask.array\n", " Oc_frac (month, lat, lon) float64 6MB dask.array\n", " Oa_frac (time, lat, lon) float64 149MB dask.array\n", " S_frac (time, lat, lon) float32 75MB dask.array\n", " Sc_frac (month, lat, lon) float64 6MB dask.array\n", " Sa_frac (time, lat, lon) float64 149MB dask.array\n", " ... ...\n", " R_aer (time, lat, lon) float32 75MB dask.array\n", " Rc_aer (month, lat, lon) float64 6MB dask.array\n", " Ra_aer (time, lat, lon) float64 149MB dask.array\n", " R_sfc (time, lat, lon) float32 75MB dask.array\n", " Rc_sfc (month, lat, lon) float64 6MB dask.array\n", " Ra_sfc (time, lat, lon) float64 149MB dask.array\n" ] } ], "source": [ "# print variables in ebaf_01_24\n", "print(ebaf_01_24)" ] }, { "cell_type": "code", "execution_count": null, "id": "8a77efe5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "symmetry identified at: 27 degrees\n" ] } ], "source": [ "# calculate dR, dR_cld, and dR_clr at each longitude\n", "## monthly weights for 24-year mean\n", "months = np.array([np.datetime64('2001-01')+np.timedelta64(i,'M') for i in range(12*(2024-2001+1))])\n", "mwts = np.array((months+np.timedelta64(1,'M')+np.timedelta64(1,'D'))-(months+np.timedelta64(1,'D')),dtype=float)\n", "\n", "R24yrmean = np.average(ebaf_01_24['R'], weights=mwts, axis=0)\n", "dR = np.nan*np.ones(180)\n", "for dvd in range(1,181,1):\n", " dR[dvd-1] = geoavg(R24yrmean, hemi='EH', div=dvd) - geoavg(R24yrmean, hemi='WH', div=dvd)\n", "\n", "Rcld24yrmean = np.average(ebaf_01_24['R_cld'], weights=mwts, axis=0)\n", "dR_cld = np.nan*np.ones(180)\n", "for dvd in range(1,181,1):\n", " dR_cld[dvd-1] = geoavg(Rcld24yrmean, hemi='EH', div=dvd) - geoavg(Rcld24yrmean, hemi='WH', div=dvd)\n", "\n", "Rclr24yrmean = np.average(ebaf_01_24['R_clr'], weights=mwts, axis=0)\n", "dR_clr = np.nan*np.ones(180)\n", "for dvd in range(1,181,1):\n", " dR_clr[dvd-1] = geoavg(Rclr24yrmean, hemi='EH', div=dvd) - geoavg(Rclr24yrmean, hemi='WH', div=dvd)\n", "\n", "print('symmetry identified at:', np.argmin(np.abs(dR))+1, 'degrees')\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "acf9111c", "metadata": {}, "outputs": [], "source": [ "# calculate dOLR and dEEI at each longitude\n", "months = np.array([np.datetime64('2001-01')+np.timedelta64(i,'M') for i in range(12*(2024-2001+1))])\n", "mwts = np.array((months+np.timedelta64(1,'M')+np.timedelta64(1,'D'))-(months+np.timedelta64(1,'D')),dtype=float)\n", "\n", "OLR24yrmean = np.average(ebaf_01_24['OLR'], weights=mwts, axis=0)\n", "dOLR = np.nan*np.ones(180)\n", "for dvd in range(1,181,1):\n", " dOLR[dvd-1] = geoavg(OLR24yrmean, hemi='EH', div=dvd) - geoavg(OLR24yrmean, hemi='WH', div=dvd)\n", "\n", "EEI24yrmean = np.average(ebaf_01_24['EEI'], weights=mwts, axis=0)\n", "dEEI = np.nan*np.ones(180)\n", "for dvd in range(1,181,1):\n", " dEEI[dvd-1] = geoavg(EEI24yrmean, hemi='EH', div=dvd) - geoavg(EEI24yrmean, hemi='WH', div=dvd)\n", "\n", "S24yrmean = np.average(ebaf_01_24['S'], weights=mwts, axis=0)\n", "dS = np.nan*np.ones(180)\n", "for dvd in range(1,181,1):\n", " dS[dvd-1] = geoavg(S24yrmean, hemi='EH', div=dvd) - geoavg(S24yrmean, hemi='WH', div=dvd)" ] }, { "cell_type": "code", "execution_count": null, "id": "1e8ebdc3", "metadata": {}, "outputs": [], "source": [ "# calculate dO, dO_nolake, and dO_ERA5 at each longitude\n", "O24yrmean = np.average(oce_frac, weights=mwts, axis=0)\n", "dO = np.nan*np.ones(180)\n", "for dvd in range(1,181,1):\n", " dO[dvd-1] = geoavg(O24yrmean, hemi='EH', div=dvd) - geoavg(O24yrmean, hemi='WH', div=dvd)" ] }, { "cell_type": "code", "execution_count": null, "id": "7b2ca49c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fig.1a\n", "fig, ax = plt.subplots(figsize=(7, 6))\n", "fs=15\n", "xlon = np.arange(1, 181)\n", "vmax = 0.2 #np.nanmax(np.abs(dO))\n", "\n", "ax.scatter(xlon[:30], dR_clr[:30], c=dO[:30], cmap='RdBu', vmin=-vmax, vmax=vmax, s=75,\n", " edgecolors='none', linewidth=0.25, alpha=1., marker='^',\n", " label=r'$\\Delta\\overline{R_{clr}}$')\n", "ax.scatter(xlon[:30], dR_cld[:30], c=dO[:30], cmap='RdBu', vmin=-vmax, vmax=vmax, s=75,\n", " edgecolors='none', linewidth=0.25, alpha=1., marker='v',\n", " label=r'$\\Delta\\overline{CRE}$')\n", "ax.scatter(xlon[:30], dR[:30], c=dO[:30], cmap='RdBu', vmin=-vmax, vmax=vmax, s=75,\n", " edgecolors='gray', linewidth=1., alpha=1., marker='o',\n", " label=r'$\\Delta\\overline{R}$')\n", "ax.scatter(xlon[30::2], dR_clr[30::2], c=dO[30::2], cmap='RdBu', vmin=-vmax, vmax=vmax, s=75,\n", " edgecolors='none', linewidth=0.25, alpha=1., marker='^')\n", "ax.scatter(xlon[30::2], dR_cld[30::2], c=dO[30::2], cmap='RdBu', vmin=-vmax, vmax=vmax, s=75,\n", " edgecolors='none', linewidth=0.25, alpha=1., marker='v')\n", "ax.scatter(xlon[30::2], dR[30::2], c=dO[30::2], cmap='RdBu', vmin=-vmax, vmax=vmax, s=75,\n", " edgecolors='gray', linewidth=.75, alpha=1., marker='o')\n", "\n", "ax.set_xlabel('Longitude (°)', fontsize=fs)\n", "ax.set_ylabel('W m$^{-2}$ (EH minus WH)', fontsize=fs)\n", "ax.grid(linewidth=0.5, color='gray', alpha=0.5)\n", "\n", "plt.ylim(-10, 10)\n", "ax.set_xscale('log')\n", "ax.set_xlim(0.5, 200) # log scale cannot include 0\n", "\n", "xticks = [1, 10, 27, 90, 180]\n", "ax.set_xticks(xticks)\n", "ax.set_xticklabels([str(t) for t in xticks])\n", "\n", "ax.plot([27,27], [-10,10], color='k', linewidth=1, alpha=1.)\n", "ax.scatter(27, dR[26], marker='o', c=[dO[26]], s=75,\n", " edgecolors='k', linewidth=1.5, vmin=-vmax, vmax=vmax, cmap='RdBu',zorder=10)\n", "ax.scatter(27, dR_clr[26], marker='^', c=[dO[26]], s=75,\n", " edgecolors='k', linewidth=1.5, vmin=-vmax, vmax=vmax, cmap='RdBu', zorder=10)\n", "ax.scatter(27, dR_cld[26], marker='v', c=[dO[26]], s=75,\n", " edgecolors='k', linewidth=1.5, vmin=-vmax, vmax=vmax, cmap='RdBu', zorder=10)\n", "\n", "cbar = plt.colorbar(ax.collections[0], ax=ax, orientation='vertical', fraction=0.05, pad=0.02, aspect=30)\n", "cbar.set_label(r'$\\Delta\\overline{O}$ (EH minus WH)', fontsize=fs)\n", "cbar.ax.tick_params(labelsize=fs)\n", "\n", "class HandlerHMarkers(HandlerBase):\n", " def __init__(self, spacing=1.6):\n", " super().__init__()\n", " self.spacing = spacing\n", "\n", " def create_artists(self, _legend, orig_handle, xdescent, ydescent, width, height, _fontsize, trans):\n", " markers = orig_handle\n", " n = len(markers)\n", " artists = []\n", " cx = xdescent + width / 2.0\n", " cy = ydescent + height / 2.0\n", " denom = max(n - 1, 1)\n", "\n", " for i, m in enumerate(markers):\n", " offset = (i - (n - 1) / 2.0) * (width * self.spacing / denom / 2.0)\n", " ln = Line2D([cx + offset], [cy], marker=m, color='k',\n", " markerfacecolor='none', markeredgecolor='k',\n", " markersize=8, linestyle='None', markeredgewidth=1.5,\n", " transform=trans)\n", " artists.append(ln)\n", " return artists\n", "\n", "handles, labels = ax.get_legend_handles_labels()\n", "handles.append(proxy_markers)\n", "labels.append('27°E')\n", "\n", "legend = ax.legend(handles=handles, labels=labels,\n", " handler_map={tuple: HandlerHMarkers()},\n", " loc='lower left', fontsize=fs, framealpha=1.0,\n", " markerscale=1.3, )\n", "\n", "\n", "ccc = ['none', 'none', 'gray']\n", "for handle, color in zip(getattr(legend, \"legend_handles\", [])[:3], ccc):\n", " try:\n", " handle.set_facecolor('lightgray')\n", " handle.set_edgecolor(color)\n", " handle.set_linewidth(2.5)\n", " except Exception:\n", " pass\n", "\n", "\n", "#plt.text(-.22, 1, s='(a)', transform=ax.transAxes, fontsize=17, fontweight='bold')\n", "ax.tick_params(axis='both', labelsize=15)\n", "plt.tight_layout()\n", "plt.savefig(dir_fig + 'lon_vs_dR_color_dO_EBAF_01_24.png', dpi=450)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "84645b39", "metadata": {}, "outputs": [], "source": [ "# zoom into 23-30 degrees\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "xlon = np.arange(1, 181)\n", "vmax = 0.2 #np.nanmax(np.abs(dO))\n", "\n", "ax.scatter(xlon[23:30], dR_clr[23:30], c=dO[23:30], cmap='RdBu', vmin=-vmax, vmax=vmax, s=75,\n", " edgecolors='gray', linewidth=1, alpha=1., marker='^',\n", " label=r'$\\Delta\\overline{R_{clr}}$')\n", "ax.scatter(xlon[23:30], dR_cld[23:30], c=dO[23:30], cmap='RdBu', vmin=-vmax, vmax=vmax, s=75,\n", " edgecolors='gray', linewidth=1, alpha=1., marker='v',\n", " label=r'$\\Delta\\overline{R_{cld}}$')\n", "ax.scatter(xlon[23:30], dR[23:30], c=dO[23:30], cmap='RdBu', vmin=-vmax, vmax=vmax, s=75,\n", " edgecolors='gray', linewidth=1., alpha=1., marker='o',\n", " label=r'$\\Delta\\overline{R}$')\n", "#ax.scatter(xlon[30::2], dR_clr[30::2], c=dO[30::2], cmap='RdBu', vmin=-vmax, vmax=vmax, s=75,\n", "# edgecolors='none', linewidth=0.25, alpha=1., marker='^')\n", "#ax.scatter(xlon[30::2], dR_cld[30::2], c=dO[30::2], cmap='RdBu', vmin=-vmax, vmax=vmax, s=75,\n", "# edgecolors='none', linewidth=0.25, alpha=1., marker='v')\n", "#ax.scatter(xlon[30::2], dR[30::2], c=dO[30::2], cmap='RdBu', vmin=-vmax, vmax=vmax, s=75,\n", "# edgecolors='gray', linewidth=.75, alpha=1., marker='o')\n", "\n", "ax.set_xlabel('Longitude (°)', fontsize=18)\n", "ax.set_ylabel('W m$^{-2}$ (EH minus WH)', fontsize=18)\n", "ax.grid(linewidth=0.5, color='gray', alpha=0.5)\n", "\n", "plt.ylim(-1.5, 1.5)\n", "#ax.set_xscale('log')\n", "ax.set_xlim(23, 30) # log scale cannot include 0\n", "\n", "#xticks = [1, 10, 27, 90, 180]\n", "#ax.set_xticks(xticks)\n", "#ax.set_xticklabels([str(t) for t in xticks])\n", "\n", "ax.plot([27,27], [-10,10], color='k', linewidth=1, alpha=1.)\n", "ax.scatter(27, dR[26], marker='o', c=[dO[26]], s=75,\n", " edgecolors='k', linewidth=1.5, vmin=-vmax, vmax=vmax, cmap='RdBu',zorder=10)\n", "ax.scatter(27, dR_clr[26], marker='^', c=[dO[26]], s=75,\n", " edgecolors='k', linewidth=1.5, vmin=-vmax, vmax=vmax, cmap='RdBu', zorder=10)\n", "ax.scatter(27, dR_cld[26], marker='v', c=[dO[26]], s=75,\n", " edgecolors='k', linewidth=1.5, vmin=-vmax, vmax=vmax, cmap='RdBu', zorder=10)\n", "\n", "cbar = plt.colorbar(ax.collections[0], ax=ax, orientation='vertical', fraction=0.05, pad=0.02, aspect=30)\n", "cbar.set_label(r'$\\Delta\\overline{O}$ (EH minus WH)', fontsize=18)\n", "cbar.ax.tick_params(labelsize=15)\n", "\n", "class HandlerHMarkers(HandlerBase):\n", " def __init__(self, spacing=1.6):\n", " super().__init__()\n", " self.spacing = spacing\n", "\n", " def create_artists(self, _legend, orig_handle, xdescent, ydescent, width, height, _fontsize, trans):\n", " markers = orig_handle\n", " n = len(markers)\n", " artists = []\n", " cx = xdescent + width / 2.0\n", " cy = ydescent + height / 2.0\n", " denom = max(n - 1, 1)\n", "\n", " for i, m in enumerate(markers):\n", " offset = (i - (n - 1) / 2.0) * (width * self.spacing / denom / 2.0)\n", " ln = Line2D([cx + offset], [cy], marker=m, color='k',\n", " markerfacecolor='none', markeredgecolor='k',\n", " markersize=8, linestyle='None', markeredgewidth=1.5,\n", " transform=trans)\n", " artists.append(ln)\n", " return artists\n", "\n", "handles, labels = ax.get_legend_handles_labels()\n", "proxy_markers = ('^', 'o', 'v')\n", "handles.append(proxy_markers)\n", "labels.append('27°E')\n", "\n", "legend = ax.legend(handles=handles, labels=labels,\n", " handler_map={tuple: HandlerHMarkers()},\n", " loc='lower left', fontsize=15, framealpha=1.0,\n", " markerscale=1.3, )\n", "\n", "\n", "ccc = ['none', 'none', 'gray']\n", "for handle, color in zip(getattr(legend, \"legend_handles\", [])[:3], ccc):\n", " try:\n", " handle.set_facecolor('lightgray')\n", " handle.set_edgecolor(color)\n", " handle.set_linewidth(2.5)\n", " except Exception:\n", " pass\n", "\n", "\n", "#plt.text(-.22, 1, s='(a)', transform=ax.transAxes, fontsize=17, fontweight='bold')\n", "ax.tick_params(axis='both', labelsize=15)\n", "plt.tight_layout()\n", "plt.savefig(dir_fig + 'lon_vs_dR_color_dO_EBAF_01_24_linear_zoom.png', dpi=450)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "43a90847", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R symmetry identified at: 27 degrees\n", "OLR symmetry identified at: 149 degrees\n", "EEI symmetry identified at: 3 degrees\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# dR, dOLR, and dEEI vs longitude\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "fs = 18\n", "\n", "xlon = np.arange(1, 181)\n", "\n", "ax.plot(xlon, dR, color='red', linewidth=3, linestyle='-', label=r'$\\Delta\\overline{R}$')\n", "ax.plot(xlon, dOLR, color='blue', linewidth=3, linestyle='-', label=r'$\\Delta\\overline{OLR}$')\n", "ax.plot(xlon, dEEI, color='black', linewidth=3, linestyle='-', label=r'$\\Delta\\overline{EEI}$')\n", "ax.plot(xlon, dS, color='orange', linewidth=3, linestyle='-', label=r'$\\Delta\\overline{S}$')\n", "\n", "#ax.axvline(27, color='gray', linewidth=2, linestyle='-', alpha=0.8, zorder=0)\n", "ax.axhline(0, color='gray', linewidth=2, linestyle='-', alpha=0.8, zorder=0)\n", "\n", "ax.set_xlabel('Longitude (°)', fontsize=fs)\n", "ax.set_ylabel('W m$^{-2}$ (EH minus WH)', fontsize=fs)\n", "#ax.set_xscale('log')\n", "ax.set_xlim(0.5, 200)\n", "\n", "# Find the longitude where |each variable| is minimized and mark with a star\n", "idx_R = np.argmin(np.abs(dR))\n", "idx_OLR = np.argmin(np.abs(dOLR))\n", "idx_EEI = np.argmin(np.abs(dEEI))\n", "print('R symmetry identified at:', idx_R+1, 'degrees')\n", "print('OLR symmetry identified at:', idx_OLR+1, 'degrees')\n", "print('EEI symmetry identified at:', idx_EEI+1, 'degrees')\n", "\n", "ax.scatter(xlon[idx_R], dR[idx_R], marker='*', s=300, color='red', edgecolors='k', linewidth=1, zorder=10)\n", "ax.scatter(xlon[idx_OLR], dOLR[idx_OLR], marker='*', s=300, color='blue', edgecolors='k', linewidth=1, zorder=10)\n", "ax.scatter(xlon[idx_EEI], dEEI[idx_EEI], marker='*', s=300, color='black', edgecolors='k', linewidth=1, zorder=10)\n", "#label the degrees of the stars\n", "ax.text(xlon[idx_R]+3., dR[idx_R]+0.5, f'{xlon[idx_R]}°', fontsize=fs-2, fontweight='bold', color='red', ha='center')\n", "ax.text(xlon[idx_OLR], dOLR[idx_OLR]+0.5, f'{xlon[idx_OLR]}°', fontsize=fs-2, fontweight='bold', color='blue', ha='center')\n", "ax.text(xlon[idx_EEI], dEEI[idx_EEI]+0.5, f'{xlon[idx_EEI]}°', fontsize=fs-2, fontweight='bold', color='black', ha='left')\n", "\n", "#xticks = [1, 10, 27, 90, 180]\n", "#ax.set_xticks(xticks)\n", "#ax.set_xticklabels([str(t) for t in xticks])\n", "\n", "ax.set_xlim(0, 200)\n", "ax.set_ylim(-10, 10)\n", "ax.grid(linewidth=0.5, color='gray', alpha=0.5)\n", "ax.tick_params(axis='both', labelsize=fs)\n", "ax.legend(fontsize=fs, loc='upper right', framealpha=1.0)\n", "\n", "#plt.text(-.22, 1, s='(a)', transform=ax.transAxes, fontsize=fs, fontweight='bold')\n", "plt.tight_layout()\n", "plt.savefig(dir_fig + 'lon_vs_dR_dOLR_dEEI_EBAF_01_24_line_linear.png', dpi=450)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "id": "b29f9ba9", "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')\n", "results_interannual_EEI = np.load(dir_proj+'EBAF_EEI_record_symmetry_interannual_results.npz')" ] }, { "cell_type": "code", "execution_count": null, "id": "cb402205", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fig.1c\n", "fs = 22\n", "fig, ax1 = plt.subplots(figsize=(12, 5))\n", "\n", "# ebaf_01_25: 25 years starting from 2001\n", "years_01_25 = np.arange(2001, 2026) \n", "ax1.plot(years_01_25, results_interannual_NS['ebaf_01_25'], label='N-S symmetry (equator)', color='gray', linewidth=3.5, marker='o', markersize=5.5, alpha=0.7)\n", "ax1.plot(years_01_25, results_interannual['ebaf_01_25'][:, 0], label='E-W symmetry (27°E)', color='black', linewidth=4, marker='o', markersize=6.5)\n", "ax1.plot([2000, 2026], [0, 0], color='black', linewidth=1, linestyle='-', zorder=0, alpha=0.5)\n", "\n", "ax1.set_xlim(2000, 2026)\n", "ax1.set_ylim(-2, 2)\n", "ax1.axhline(0, color='gray', linewidth=0.5)\n", "ax1.set_xlabel('Year', fontsize=fs)\n", "ax1.set_ylabel(r'$\\Delta R$, W m$^{-2}$', fontsize=fs)\n", "ax1.set_xticks(np.arange(2001, 2026, 2))\n", "ax1.tick_params(axis='both', labelsize=fs)\n", "plt.setp(ax1.get_xticklabels(), rotation=30, ha='center')\n", "ax1.grid(linewidth=0.25, color='black', axis='y', alpha=0.5)\n", "\n", "ax1.legend(fontsize=fs-2, loc='upper left')\n", "#plt.text(-.09, 1, s='(c)', transform=ax1.transAxes, fontsize=fs+3, fontweight='bold') \n", "plt.tight_layout()\n", "\n", "plt.savefig(dir_fig + 'EBAF_full_interannual_EW_NS_comparison.png', dpi=300)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "b4ea1bbd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# dR, dOLR, and dEEI interannual variations at 27°E\n", "fs = 15\n", "fig, ax = plt.subplots(figsize=(12, 5))\n", "\n", "years_01_25 = np.arange(2001, 2026)\n", "ax.plot(years_01_25, results_interannual_EEI['ebaf_01_25_SW'], label='$\\Delta R$ at 27°E', color='red', linewidth=4, marker='o', markersize=6.5)\n", "ax.plot(years_01_25, results_interannual_EEI['ebaf_01_25_OLR'], label='$\\Delta OLR$ at 27°E', color='blue', linewidth=4, marker='o', markersize=6.5)\n", "ax.plot(years_01_25, results_interannual_EEI['ebaf_01_25_EEI'], label='$\\Delta EEI$ at 27°E', color='black', linewidth=4, marker='o', markersize=6.5)\n", "ax.plot([2000, 2026], [0, 0], color='black', linewidth=1, linestyle='-', zorder=0, alpha=0.5)\n", "\n", "ax.set_xlim(2000, 2026)\n", "ax.set_ylim(-7, 7)\n", "ax.axhline(0, color='gray', linewidth=0.5)\n", "ax.set_xlabel('Year', fontsize=fs+5)\n", "ax.set_ylabel(r'W m$^{-2}$', fontsize=fs+5)\n", "ax.set_xticks(np.arange(2001, 2026, 2))\n", "ax.tick_params(axis='both', labelsize=fs+2)\n", "plt.setp(ax.get_xticklabels(), rotation=30, ha='center')\n", "ax.grid(linewidth=0.25, color='black', axis='y', alpha=0.5)\n", "\n", "ax.legend(fontsize=fs+2, loc='upper left')\n", "plt.text(-.09, 1, s='(c)', transform=ax.transAxes, fontsize=fs+3, fontweight='bold') \n", "plt.tight_layout()\n", "\n", "plt.savefig(dir_fig + 'EEI_OLR_SW_full_interannual_EW_comparison.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "70c90a93", "metadata": {}, "outputs": [], "source": [ "# robustness of 27 E, using 2001-2025 EBAF full record, since only TOA all-sky reflection is needed\n", "ebaftoa = xr.open_dataset(dir_data+'CERES/CERES_EBAF-TOA_Ed4.2.1_Subset_200003-202512.nc')\n", "ebaf_01_25 = ebaftoa['toa_sw_all_mon'].sel(time=slice(np.datetime64('2001-01-01'),np.datetime64('2025-12-31')))\n", "ebaf_01_25 = ebaf_01_25.where(ebaf_01_25>0,0)\n", "months = np.array([np.datetime64('2001-01')+np.timedelta64(i,'M') for i in range(12*(2025-2001+1))])\n", "ebaf_01_25_mwts = np.array((months+np.timedelta64(1,'M')+np.timedelta64(1,'D'))-(months+np.timedelta64(1,'D')),dtype=float)" ] }, { "cell_type": "code", "execution_count": 24, "id": "2d099d02", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x=1: dR_lon shape=(180, 25), sym_lon shape=(25,)\n", "x=2: dR_lon shape=(180, 24), sym_lon shape=(24,)\n", "x=3: dR_lon shape=(180, 23), sym_lon shape=(23,)\n", "x=4: dR_lon shape=(180, 22), sym_lon shape=(22,)\n", "x=5: dR_lon shape=(180, 21), sym_lon shape=(21,)\n", "x=6: dR_lon shape=(180, 20), sym_lon shape=(20,)\n", "x=7: dR_lon shape=(180, 19), sym_lon shape=(19,)\n", "x=8: dR_lon shape=(180, 18), sym_lon shape=(18,)\n", "x=9: dR_lon shape=(180, 17), sym_lon shape=(17,)\n", "x=10: dR_lon shape=(180, 16), sym_lon shape=(16,)\n", "x=11: dR_lon shape=(180, 15), sym_lon shape=(15,)\n", "x=12: dR_lon shape=(180, 14), sym_lon shape=(14,)\n" ] } ], "source": [ "days_in_month = ebaf_01_25.time.dt.days_in_month\n", "mwts = np.array(days_in_month, dtype=float)\n", "\n", "# find symmetry for averaging x consecutive years (x = 1, 2, 3, ..., 12) and save the results\n", "dR_lon_all = {}\n", "sym_lon_all = {}\n", "\n", "for x in range(1, 13):\n", " mean = np.array([np.average(ebaf_01_25[yr*12:yr*12+(12*x)], weights=mwts[yr*12:yr*12+(12*x)], axis=0) for yr in range(0, 25-x+1)])\n", " dR_lon = np.nan*np.ones((180, mean.shape[0]))\n", " sym_lon = np.nan*np.ones(mean.shape[0])\n", " for y in range(mean.shape[0]):\n", " for dvd in range(1, 181, 1):\n", " dR_lon[dvd-1, y] = geoavg(mean[y], hemi='EH', div=dvd) - geoavg(mean[y], hemi='WH', div=dvd)\n", " sym_lon[y] = np.argmin(np.abs(dR_lon[:, y])) + 1\n", " dR_lon_all[x] = dR_lon\n", " sym_lon_all[x] = sym_lon\n", " print(f'x={x}: dR_lon shape={dR_lon.shape}, sym_lon shape={sym_lon.shape}')" ] }, { "cell_type": "code", "execution_count": null, "id": "1802e0c7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Fig.1b\n", "\n", "fig, ax = plt.subplots(figsize=(12, 5.))\n", "fs = 22\n", "# Build the 2D matrix\n", "max_n = 12\n", "heatmap = np.full((max_n, 25), np.nan)\n", "for n in range(1, max_n + 1):\n", " sym = sym_lon_all[n]\n", " heatmap[n - 1, :len(sym)] = sym\n", "\n", "years = np.arange(2001, 2026)\n", "ns = np.arange(1, max_n + 1)\n", "\n", "# Collect valid points\n", "x_pts, y_pts, c_pts = [], [], []\n", "for i, n in enumerate(ns):\n", " for j, yr in enumerate(years):\n", " if not np.isnan(heatmap[i, j]):\n", " x_pts.append(yr)\n", " y_pts.append(n)\n", " c_pts.append(heatmap[i, j])\n", "\n", "sc = ax.scatter(x_pts, y_pts, c=c_pts, cmap='seismic', vmin=20, vmax=34,\n", " s=250, edgecolors='none', linewidth=0.3, zorder=4, marker='o')\n", "\n", "# Mark cells where symmetry = 27 with a star\n", "for i in range(max_n):\n", " for j in range(25):\n", " if not np.isnan(heatmap[i, j]) and heatmap[i, j] == 27:\n", " ax.scatter(years[j], ns[i], facecolors='none', edgecolors='k', marker='*', s=75, zorder=5, linewidths=2.)\n", "\n", "\n", "ax.set_yticks(ns)\n", "ax.set_ylim(0.5, max_n + 0.5)\n", "ax.set_xticks(np.arange(2001, 2026, 2))\n", "plt.setp(ax.get_xticklabels(), rotation=30, ha='center')\n", "ax.set_xlabel('Starting Year', fontsize=fs)\n", "ax.tick_params(axis='x', labelsize=fs)\n", "ax.grid(alpha=0.3)\n", "\n", "#ax2 shares the y-axis with ax, placed to its left\n", "\n", "fig.canvas.draw()\n", "pos = ax.get_position()\n", "\n", "ax2 = fig.add_axes([pos.x0 - 0.15, pos.y0, 0.15, pos.height])\n", "means = [np.nanmean(sym_lon_all[n]) for n in range(1, max_n + 1)]\n", "medians = [np.nanmedian(sym_lon_all[n]) for n in range(1, max_n + 1)]\n", "ax2.plot(means, ns, 'D-', color='black', markersize=5, linewidth=3, label='Mean')\n", "ax2.plot(medians, ns, 's-', color='gray', markersize=5, linewidth=3, label='Median')\n", "ax2.set_xlim(25, 29)\n", "ax2.set_ylim(0.5, max_n + 0.5)\n", "ax2.set_xticks(np.arange(26, 29, 1))\n", "ax2.set_yticks(ns)\n", "ax2.set_yticklabels([str(n) for n in ns])\n", "ax2.set_xlabel('Symmetry\\nLongitude (°E)', fontsize=fs)\n", "ax2.set_ylabel('consecutive\\n years averaged', fontsize=fs)\n", "ax2.tick_params(axis='x', labelsize=fs)\n", "ax2.tick_params(axis='y', labelsize=fs)\n", "ax2.legend(fontsize=fs, loc='upper left', framealpha=1.0, bbox_to_anchor=(3.9, 1.0))\n", "ax2.grid(alpha=0.3)\n", "\n", "ax.set_yticklabels([])\n", "ax.set_ylabel('')\n", "ax.spines['left'].set_visible(True)\n", "ax.tick_params(axis='y', left=True)\n", "\n", "ax2.spines['right'].set_visible(True)\n", "\n", "cbar = plt.colorbar(sc, ax=ax, pad=0.02)\n", "cbar.set_label('Symmetry Longitude (°E)', fontsize=fs)\n", "cbar.ax.tick_params(labelsize=fs)\n", "cbar.ax.plot([0.5], [27], marker='*', color='k', markersize=10, transform=cbar.ax.transData, clip_on=False, zorder=10)\n", "\n", "#plt.text(-.115, 1., s='(b)', transform=ax1.transAxes, fontsize=fs+3, fontweight='bold') \n", "plt.savefig(dir_fig + 'symmetry_longitude_heatmap_year_vs_navg.png', dpi=300, bbox_inches='tight')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "18f7821f", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# as a contour plot\n", "\n", "from scipy.interpolate import griddata\n", "\n", "# Heatmap of symmetry longitude vs year for different averaging lengths\n", "fig, ax = plt.subplots(figsize=(10, 5.))\n", "\n", "# Build the 2D matrix\n", "max_n = 12\n", "heatmap = np.full((max_n, 25), np.nan)\n", "for n in range(1, max_n + 1):\n", " sym = sym_lon_all[n]\n", " heatmap[n - 1, :len(sym)] = sym\n", "\n", "years = np.arange(2001, 2026)\n", "ns = np.arange(1, max_n + 1)\n", "\n", "# Create meshgrid for contour plot\n", "Y, N = np.meshgrid(years, ns)\n", "\n", "# Collect valid points for interpolation\n", "valid = ~np.isnan(heatmap)\n", "points = np.array([N[valid], Y[valid]]).T\n", "values = heatmap[valid]\n", "\n", "# Fine grid for smooth contour\n", "n_fine = np.linspace(1, max_n, 200)\n", "yr_fine = np.linspace(2001, 2025, 200)\n", "YR_fine, N_fine = np.meshgrid(yr_fine, n_fine)\n", "\n", "heatmap_interp = griddata(points, values, (N_fine, YR_fine), method='cubic')\n", "\n", "cf = ax.contourf(YR_fine, N_fine, heatmap_interp, levels=np.linspace(19.5, 34.5, 16),\n", " cmap='seismic', extend='both')\n", "\n", "# Mark cells where symmetry = 27\n", "for i in range(max_n):\n", " for j in range(25):\n", " if not np.isnan(heatmap[i, j]) and heatmap[i, j] == 27:\n", " ax.scatter(years[j], ns[i], facecolors='k', marker='*', s=40, zorder=5, linewidths=2.)\n", "\n", "ax.set_yticks(ns)\n", "ax.set_ylim(0.5, max_n + 0.5)\n", "ax.set_xlim(2000, 2026)\n", "ax.set_xticks(np.arange(2001, 2026, 2))\n", "plt.setp(ax.get_xticklabels(), rotation=30, ha='center')\n", "ax.set_xlabel('Starting Year', fontsize=17)\n", "ax.tick_params(axis='x', labelsize=17)\n", "ax.grid(alpha=0.3)\n", "\n", "# Remove ax left y-tick labels so ax2 labels serve both\n", "ax.set_yticklabels([])\n", "ax.set_ylabel('')\n", "\n", "# Draw the figure first so ax position is finalised\n", "fig.canvas.draw()\n", "pos = ax.get_position()\n", "\n", "# --- ax2 shares the y-axis with ax, placed to its left and touching ---\n", "ax2 = fig.add_axes([pos.x0 - 0.15, pos.y0, 0.15, pos.height])\n", "means = [np.nanmean(sym_lon_all[n]) for n in range(1, max_n + 1)]\n", "medians = [np.nanmedian(sym_lon_all[n]) for n in range(1, max_n + 1)]\n", "ax2.plot(means, ns, 'D-', color='black', markersize=5, linewidth=3, label='Mean')\n", "ax2.plot(medians, ns, 's-', color='gray', markersize=5, linewidth=3, label='Median')\n", "ax2.set_xlim(25, 29)\n", "ax2.set_ylim(0.5, max_n + 0.5)\n", "ax2.set_xticks(np.arange(26, 29, 1))\n", "ax2.set_yticks(ns)\n", "ax2.set_yticklabels([str(n) for n in ns])\n", "ax2.set_xlabel('Symmetry\\nLongitude (°E)', fontsize=17)\n", "ax2.set_ylabel('consecutive years averaged', fontsize=17)\n", "ax2.tick_params(axis='x', labelsize=17)\n", "ax2.tick_params(axis='y', labelsize=17)\n", "ax2.legend(fontsize=15, loc='upper left', framealpha=1.0, bbox_to_anchor=(4., 1.0))\n", "ax2.grid(alpha=0.3)\n", "\n", "# Make ax2's right spine align with ax's left spine (no gap)\n", "ax2.spines['right'].set_visible(True)\n", "ax2.yaxis.set_ticks_position('left')\n", "\n", "# Hide ax's left spine to avoid a double line\n", "ax.spines['left'].set_visible(False)\n", "ax.tick_params(axis='y', left=False)\n", "\n", "cbar = plt.colorbar(cf, ax=ax, pad=0.02, ticks=np.arange(20, 35, 2))\n", "cbar.set_label('Symmetry Longitude (°E)', fontsize=17)\n", "cbar.ax.tick_params(labelsize=17)\n", "cbar.ax.plot([0.5], [27], marker='*', color='k', markersize=9, transform=cbar.ax.transData, clip_on=False, zorder=10)\n", "\n", "plt.savefig(dir_fig + 'symmetry_longitude_heatmap_year_vs_navg_contour.png', dpi=300, bbox_inches='tight')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "552a0fde", "metadata": {}, "outputs": [], "source": [ "# calculate 95% confidence intervals for the mean of a time series, accounting for autocorrelation using an AR(1) model\n", "# this is assuming a red noise process, which is common for climate data. \n", "# The function returns the mean, lag-1 autocorrelation (phi), effective sample size (Neff), standard error (SE), and 95% confidence interval (CI95) for the mean. \n", "# The input is a 1D array of values (e.g., annual means) with optional detrending and bias correction for phi.\n", "\n", "def ar1_uncertainty_mean(x, detrend=True, bias_correct_phi=True):\n", "\n", " x = np.asarray(x, float)\n", " x = x[np.isfinite(x)]\n", " N = x.size\n", " if N < 3:\n", " raise ValueError(\"Need at least 3 finite points.\")\n", "\n", " # Detrend -> anomalies\n", " if detrend:\n", " t = np.arange(N)\n", " slope, intercept, *_ = stats.linregress(t, x)\n", " x_anom = x - (intercept + slope*t)\n", " else:\n", " x_anom = x - np.nanmean(x)\n", "\n", " # Sample variance (unbiased)\n", " s = np.nanstd(x_anom, ddof=1)\n", "\n", " # Lag-1 autocorrelation (Yule-Walker style)\n", " x0 = x_anom[:-1] - x_anom[:-1].mean()\n", " x1 = x_anom[1:] - x_anom[1:].mean()\n", " phi = np.sum(x0*x1) / np.sum(x0*x0)\n", " #phi = np.corrcoef(x_anom[:-1],x_anom[1:])[0,1]\n", "\n", " # Small-sample bias correction (Quenouille)\n", " if bias_correct_phi:\n", " phi = phi * (1 + 1/N)\n", "\n", " # Effective sample size\n", " phi = np.clip(phi, -0.99, 0.99)\n", " Neff = N * (1 - phi) / (1 + phi)\n", " Neff = float(np.clip(Neff, 1.0, N))\n", "\n", " # SE of the mean\n", " SE = s / np.sqrt(Neff)\n", "\n", " # Mean of original series (not anomalies)\n", " xbar = np.nanmean(x)\n", "\n", " # 95% CI using t with effective dof\n", " dof = max(1, Neff - 1)\n", " tcrit = stats.t.ppf(0.975, dof)\n", " #CI95 = (xbar - tcrit*SE, xbar + tcrit*SE)\n", " CI95 = tcrit*SE\n", "\n", " return dict(mean=xbar, phi=phi, N=N, Neff=Neff, s=s, SE=SE, CI95=CI95)" ] }, { "cell_type": "code", "execution_count": null, "id": "4b5ab471", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95CI due to interannual variability assuming a red noise process: 0.04 +/- 0.24 (95% CI)\n" ] } ], "source": [ "# 95CI for interannual variability at 27 E, EBAF 2001-2025\n", "stat = ar1_uncertainty_mean(results_interannual['ebaf_01_25'][:,0])\n", "print(f'95CI due to interannual variability assuming a red noise process: {stat[\"mean\"]:.2f} +/- {stat[\"CI95\"]:.2f} (95% CI)')" ] }, { "cell_type": "code", "execution_count": null, "id": "9a0dc94a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95CI due to interannual variability assuming a red noise process: -0.05 +/- 0.20 (95% CI)\n" ] } ], "source": [ "# 95CI for interannual variability at the equator, EBAF 2001-2025\n", "stat = ar1_uncertainty_mean(results_interannual_NS['ebaf_01_25'])\n", "print(f'95CI due to interannual variability assuming a red noise process: {stat[\"mean\"]:.2f} +/- {stat[\"CI95\"]:.2f} (95% CI)')" ] }, { "cell_type": "code", "execution_count": null, "id": "9c3be3f4", "metadata": {}, "outputs": [], "source": [] } ], "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 }