diff --git a/docs/tutorials/21cmFAST_tau_UVLFs.ipynb b/docs/tutorials/21cmFAST_tau_UVLFs.ipynb index ba72570..d1bf094 100644 --- a/docs/tutorials/21cmFAST_tau_UVLFs.ipynb +++ b/docs/tutorials/21cmFAST_tau_UVLFs.ipynb @@ -319,31 +319,29 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "%matplotlib inline\n", - "rcParams.update({'font.size': 25})\n", + "rcParams.update({'font.size': 30})\n", "rcParams.update({\"figure.facecolor\": 'white'})\n", "plt.scatter(analytic_tau, tau_emu, marker = '.', color = 'k')\n", "line = np.linspace(0,max(analytic_tau), 10)\n", "plt.plot(line, line, color = 'r', ls = '--')\n", "plt.xlabel(r'Analytic $\\tau_e$')\n", "plt.ylabel(r'Emulated $\\tau_e$')\n", + "plt.tight_layout()\n", "plt.show()" ] },