diff --git a/docs/tutorials/21cmFAST_lightcone.ipynb b/docs/tutorials/21cmFAST_lightcone.ipynb index 1da99be..59b6496 100644 --- a/docs/tutorials/21cmFAST_lightcone.ipynb +++ b/docs/tutorials/21cmFAST_lightcone.ipynb @@ -12,9 +12,20 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dani/anaconda3/envs/21cmEMU/lib/python3.9/site-packages/py21cmfast/_cfg.py:57: UserWarning: Your configuration file is out of date. Updating...\n", + " warnings.warn(\n", + "/home/dani/anaconda3/envs/21cmEMU/lib/python3.9/site-packages/py21cmfast/_cfg.py:41: UserWarning: Your configuration file is out of date. Updating...\n", + " warnings.warn(\"Your configuration file is out of date. Updating...\")\n" + ] + } + ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", @@ -147,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -156,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -165,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -174,7 +185,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -185,14 +196,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -200,30 +211,30 @@ } ], "source": [ - "plt.figure(figsize = (16,10))\n", - "\n", + "plt.figure(figsize = (10,6))\n", + "fs = 25\n", "plt.plot(zs, xHI, ls = '-.', color = 'k', label = '21cmEMU')\n", "#plt.plot(lightcone.node_redshifts, lightcone.global_xHI, color = 'k', label = '21cmFAST')\n", "plt.plot(lightcone['redshifts'], lightcone['xHI'], color = 'k', label = '21cmFAST')\n", "\n", - "plt.legend(fontsize = 20)\n", - "plt.xticks(fontsize = 20)\n", - "plt.yticks(fontsize = 20)\n", - "plt.ylabel(r'xHI', fontsize = 20)\n", - "plt.xlabel(r'Redshift z', fontsize = 20)\n", + "plt.legend(fontsize = fs)\n", + "plt.xticks(fontsize = fs)\n", + "plt.yticks(fontsize = fs)\n", + "plt.ylabel(r'$\\overline{x}$HI', fontsize = fs)\n", + "plt.xlabel(r'Redshift z', fontsize = fs)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -234,16 +245,16 @@ "# Directly compare Tb from test set and Tb predicted by emulator\n", "N = 7\n", "cs = ['k','r','lime','b', 'orange', 'cyan', 'magenta', 'coral']\n", - "plt.figure(figsize = (16,10))\n", + "plt.figure(figsize = (10,6))\n", "\n", "plt.plot(zs, Tb, ls = '-.', color = 'k', label = '21cmEMU')\n", "#plt.plot(lightcone.node_redshifts, lightcone.global_brightness_temp, color = 'k', label = '21cmFAST')\n", "plt.plot(lightcone['redshifts'], lightcone['Tb'], color = 'k', label = '21cmFAST')\n", - "plt.legend(fontsize = 20)\n", - "plt.xticks(fontsize = 20)\n", - "plt.yticks(fontsize = 20)\n", - "plt.ylabel(r'$T_b$ [mK]', fontsize = 20)\n", - "plt.xlabel(r'Redshift z', fontsize = 20)\n", + "plt.legend(fontsize = fs)\n", + "plt.xticks(fontsize = fs)\n", + "plt.yticks(fontsize = fs)\n", + "plt.ylabel(r'$\\overline{T}_b$ [mK]', fontsize = fs)\n", + "plt.xlabel(r'Redshift z', fontsize = fs)\n", "plt.show()" ] },