{ "cells": [ { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "atm = pd.read_parquet(\"atmosphere.parquet\")" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(100, 591361)" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wfe = np.vstack(atm[\"Wavefront\"])\n", "wfe.shape" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use(\"dark_background\")\n", "for k in [0,-1]:\n", " fig,ax = plt.subplots()\n", " h = ax.imshow(wfe[k, :].reshape(769, -1))\n", " fig.colorbar(h,ax=ax)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(wfe[0, :].reshape(769, -1)-wfe[-1, :].reshape(769, -1))\n", "plt.colorbar()\n" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "free_atm = pd.read_parquet(\"free-atmosphere.parquet\")\n", "wfe_noground = np.vstack(free_atm[\"Wavefront\"])\n", "ds_free_atm = pd.read_parquet(\"dome-seeing_free-atmosphere.parquet\")\n", "dsa_wfe = np.vstack(ds_free_atm[\"Wavefront\"])\n" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(12,4))\n", "ax.plot(atm[\"WfeRms\"],'.-',label=\"Whole atmosphere\")\n", "ax.plot(free_atm[\"WfeRms\"],'.-',label=\"Free atmosphere\")\n", "ax.plot(ds_free_atm[\"WfeRms\"], '.-', label=\"Dome seeing & free atmosphere\")\n", "ax.grid()\n", "ax.legend()\n" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use(\"dark_background\")\n", "for k in [0,-1]:\n", " fig,ax = plt.subplots(figsize=(12,5))\n", " h = ax.imshow(np.hstack([x.reshape(769, -1)\n", " for x in [wfe[k], wfe_noground[k], dsa_wfe[k]]]))\n", " fig.colorbar(h,ax=ax)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use(\"dark_background\")\n", "for k in [0,-1]:\n", " fig,ax = plt.subplots(figsize=(12,5))\n", " h = ax.imshow(np.diff(np.dstack([x.reshape(769, -1) for x in [wfe[k],wfe_noground[k]]])).squeeze())\n", " fig.colorbar(h,ax=ax)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use(\"dark_background\")\n", "for k in [0,-1]:\n", " fig,ax = plt.subplots(figsize=(12,5))\n", " h = ax.imshow(np.diff(np.dstack([x.reshape(769, -1) for x in [dsa_wfe[k],wfe_noground[k]]])).squeeze())\n", " fig.colorbar(h,ax=ax)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "caf1c2fcf97217de91eafa76b907d50f9ea378f5ffbee7f571142d119bb6a771" }, "kernelspec": { "display_name": "Python 3.6.10 ('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": "3.6.10" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }