{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WfeRmsWavefront
0[1.01558327969542e-06][0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...
1[1.01517161965603e-06][0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...
2[1.0148146429855842e-06][0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...
3[1.0145123496840824e-06][0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...
4[1.0142648534383625e-06][0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...
5[1.0140720405615866e-06][0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...
6[1.0139339110537549e-06][0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...
7[1.0138508059753804e-06][0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...
8[1.01382238426595e-06][0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...
9[1.013848873299139e-06][0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...
10[1.0139300457012723e-06][0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...
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" ], "text/plain": [ " WfeRms \\\n", "0 [1.01558327969542e-06] \n", "1 [1.01517161965603e-06] \n", "2 [1.0148146429855842e-06] \n", "3 [1.0145123496840824e-06] \n", "4 [1.0142648534383625e-06] \n", "5 [1.0140720405615866e-06] \n", "6 [1.0139339110537549e-06] \n", "7 [1.0138508059753804e-06] \n", "8 [1.01382238426595e-06] \n", "9 [1.013848873299139e-06] \n", "10 [1.0139300457012723e-06] \n", "\n", " Wavefront \n", "0 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "1 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "2 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "3 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "4 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "5 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "6 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "7 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "8 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "9 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "10 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_parquet(\"data.parquet\")\n", "data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(11, 591361)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wfe = np.vstack(data[\"Wavefront\"])\n", "wfe.shape" ] }, { "cell_type": "code", "execution_count": 4, "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 range(0,12,11):\n", " fig,ax = plt.subplots()\n", " h = ax.imshow(wfe[0, :].reshape(769, -1))\n", " fig.colorbar(h,ax=ax)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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