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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs = plt.subplots(nrows=2, ncols=3, figsize=(12,7), sharex=True)\n", "ax = axs[0,0]\n", "ax.plot(t,asms1_kl_coeff[:,:100])\n", "# ax.hlines(one_arcsec,0,8,'k')\n", "ax.set_ylabel(\"ASM-S1 KL modal coeff\"), ax.grid()\n", "ax.set_xlabel(\"Time [s]\")\n", "\n", "ax = axs[0,1]\n", "ax.plot(t,asms2_kl_coeff[:,:100])\n", "# ax.hlines(one_arcsec,0,8,'k')\n", "ax.set_ylabel(\"ASM-S2 KL modal coeff\"), ax.grid()\n", "ax.set_xlabel(\"Time [s]\")\n", "\n", "ax = axs[1,0]\n", "ax.plot(t,asms5_kl_coeff[:,:100])\n", "# ax.hlines(one_arcsec,0,8,'k')\n", "ax.set_ylabel(\"ASM-S5 KL modal coeff\"), ax.grid()\n", "ax.set_xlabel(\"Time [s]\")\n", "\n", "ax = axs[1,1]\n", "ax.plot(t,asms6_kl_coeff[:,:100])\n", "ax.set_ylabel(\"ASM-S6 KL modal coeff\"), ax.grid()\n", "ax.set_xlabel(\"Time [s]\")\n", "\n", "ax = axs[1,2]\n", "ax.plot(t,asms7_kl_coeff[:,:100])\n", "ax.set_ylabel(\"ASM-S7 KL modal coeff\"), ax.grid()\n", "ax.set_xlabel(\"Time [s]\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.7.3" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }