{ "cells": [ { "cell_type": "markdown", "id": "31a94bbd-34ef-404b-a9be-4f3a216a8c3c", "metadata": {}, "source": [ "# UQ of temperature fields\n", "\n", "In this notebook we show how one can use multiple batches of averages fields to perform a UQ analysis.\n", "\n", "For this case we assume that you have a set of files already. The visualizations here rely on you having an structured mesh" ] }, { "cell_type": "markdown", "id": "f9ad6337-6ba4-47c7-b687-0bf119a5b637", "metadata": {}, "source": [ "#### Import general modules" ] }, { "cell_type": "code", "execution_count": 1, "id": "8b4ca2be-46e8-443b-ab44-6d1a60abfec4", "metadata": {}, "outputs": [], "source": [ "# Import required modules\n", "from mpi4py import MPI #equivalent to the use of MPI_init() in C\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Get mpi info\n", "comm = MPI.COMM_WORLD\n", "\n", "# Hide the log for the notebook. Not recommended when running in clusters as it is better you see what happens\n", "import os\n", "os.environ[\"PYSEMTOOLS_HIDE_LOG\"] = 'true'\n" ] }, { "cell_type": "markdown", "id": "d8932a16", "metadata": {}, "source": [ "### Define inputs" ] }, { "cell_type": "code", "execution_count": 2, "id": "24a90c56", "metadata": {}, "outputs": [], "source": [ "query_points_fname = \"./points.hdf5\" # In our case this file contains the mesh and the mass matrix\n", "file_sequence = [f\"mean_fields_usr{str(i+1).zfill(5)}.hdf5\" for i in range(0, 10)]" ] }, { "cell_type": "markdown", "id": "7acdbf16", "metadata": {}, "source": [ "## Obtain the mean and variance\n", "\n", "For this case we can simply use the Non overlapped batch mean method, assuming that we have a number of batch means." ] }, { "cell_type": "code", "execution_count": 3, "id": "737dc147", "metadata": {}, "outputs": [], "source": [ "from pysemtools.io.wrappers import read_data\n", "from pysemtools.postprocessing.statistics.uq import NOBM\n", "\n", "# Read the mesh dat for latter plotting\n", "mesh_data = read_data(comm, query_points_fname, [\"x\", \"y\", \"z\"], dtype = np.single)\n", "\n", "# Compute the mean and variance of the specified fields\n", "mean, var = NOBM(comm, file_sequence, [\"p\", \"u\"]) # Out puts for our particular simulation are scrambled. we had put the temperature in p and the square of the temperature in u" ] }, { "cell_type": "markdown", "id": "797fb011", "metadata": {}, "source": [ "### Plot it\n", "\n", "#### The mean" ] }, { "cell_type": "code", "execution_count": 9, "id": "d92f2b19", "metadata": {}, "outputs": [ { "data": { "image/png": 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Jc95FTKmqQ27yxqQxjT9pthFqSprMkmrTeCbObeVmk7c1O8Hz8LSqJtWkSXXyaknVYkwxalKtY8wfY0z5wfllY0x5F2IVQogxR4LElEZ1MLWYkrCIcFn4mcXtl/x/AgAAAAD4CHlv9fPh/bu9L5zzzjnvvBFV9SiG0O+vxxhGw0EMIWlKKeWMixhjPqWXtw7m5I26rupQm+VOdMzN4JSSqZmaNpsIrRmIzuXy1lmOPILBnKekc/OaiU0tNhVzSinFGDY/Uc1tblPTlGJO3ojB1FLK75e3gGtKgfLWbyJh8c4555h5/55tl/h/AACAKwgmoAEA3tTMwvZWURA3u0lCjINREOE6xKTaKoscZ5GSFt7nueWkSsTMnJLGlOo6VTHUdUxqdV7braRNVZxb1nkLoTGxmbEREY1D8cTIyJjImJiJ8xw05Va1UaI8vkFEZGbCbEZETXCec2JmOd9ZTWNMZhRiNLKUmthps1QWTtXUzDvxXlplUXq3sA8BdgAAAADwrt16w6E/+vaTOerNKLTbnfXVC9VoZETMIs6XZSvUNRGllIhFRHICRm4fxxhDqFQTE+XylYmb2tnMcvrzeN9gnlPOkyJbr4GFyTbPF1JuHqvSlpN+lpvXak1+NDULEFNKRVGQxaZKN9WU1FLT2G5OEIZ81WW705maarU7iwtzB/fu/LDuMQDARw8a0AAAb8o5abcKJjaiKiQiiilRoguhNzPVqUNUtaSJiZKmwruU1DlhppSsjinEVIdQx1jHFHLwszXBGrlu1vFfyci4Sd4Q4SZco5mopmZ9CjVxz2qmzQ5CavI3yMyMidSImYQ5qRZGSZP3zlRFOI9Ox5Sa2GiilNSYcvvbeym9n5vqTnXK2YXtC/uOXMbbDgAAAAAfXQf3bH/l3BoTOedTiu1Od9jvq2ldV622C6E2VTUTyesH23l4giiPJwfnfAghhhBCFUPUvJpwcwa5iaWjvFBFNadpbE3zEBIiaiY88r5vo6SRiHjzuGFuPauZijhLkZlTiiISQk2mTcJHSrmBbXkHuKkzMzMR533Z6XZb7U7Zat9y3YHLeMMBAH7woQENAPCmdt9418nvP1BtrJrRdKe10R+mpCEm712MKbGaUUraKnwOZabxMLKqhpiGo7qOaVgFNYtRrZnAuOhoYH4CUTNmLbk3fFE8UlMk53BmGcfV0XhtIfE4344oqQpz3qsSLBoZJ86vr6rJchJ0nETnqTaj04VzU52Wd1J6P7vn8IdxcwEAAADgSnTrDYcvbDyXh467XR1Nz6wunw9VnVIqy3YanwI0UyaXZyPMLMba1NQs1FVdV3VVh1BrypPLNI5j1slYc175ZzRO2yAiI5Zm0oKaWrkpm4nItOlZUzMdrbkkVk0izWy1iKQYvfeqyUxNLWdxqKbcjrZmkyGJuKmZ2Xa7UxTl4vzcp2+/7kO+yQAAHy3IgAYAeCs7DlzXbbemOq2pTmtupuuchBhDjINRrZazLCg3n1V1vMzEcrzyKIRBVdcx1nXMQc82SY/bOrwxPg2Yu8/M7MaF8+aK7+bRTQ/aiwgzE483rZiaJVVVS+OE6KQWo4aYqhBDTEktpfwtJaKkWofETCJSeD/dbbfKYqrTmlnYvvOGOy/DjQYAAACAK8L1h3bOTHWcc94XZatdlOXM/IJqSjGmlDRpM1msJiJElAMy8ryxJo0xhroOoYohpBRzbTvpPlszw2HERMzCYkR552E+RCjO2RbjlrNRntnYnAYxze3tlGIMeVd4CHVKsapGOQxETfMKRDITlvz4/F7tbrfd7pStdlG2bjyy5/LecACAH3xoQAPAVeG9LVEhosM//DPeOSeSZ4QXZ6eS2qgKSZstgnkeg4mNjJnVKCatQxpWdR1iHWKMeXPguEds4/mJ8a4U5mZWg3NiXW5Cj48Sbnapx5hZhJ0T78WJCLMQy/hFVC0mjUlDinVMVQgxpTpGNYsphZTIOKmSWUwpB08X3rUKP9UuvXOzuw9N7zr4Hm7U0tLS4cOH38MTAQAAAOAH0Huun4noE7cdaXWmyna71e7Ozi12Ol1fFDGGGGuinK1s+fgf5VS6XFSrxlBXo2Go6zwxndcS2vgB4+5xHkPOBXSugZuwOjJjIs4jGkb5pKE1e1N4vOabJpMgeUw795ljjDGEEEKMMYQ6T3SY5S2GKaWoqmTGIuJcp9vtTk212u19uxY/cevh93aXUD8DwNUDDWgAgLex/fo72q2y0y7nprqLs1Mz3VbUNKpDVYVc1CbVnLyspjGlGFNMqmohpjrGOsSklnRcPRul8fRGnt0QabYc0mTuedNkFpppXGeP56RZmk60c7kPzZt50ClpjJpU6zqGmEJIeRo6xhRTIqOY1MxY2DspCzfVabXKoju7sOv2H/5Qby4AAAAAXHGu2bc41SlFxDlpd7pT07Mzs/MppWo0zNu28/4SFm72CpoRs+ZWb4yhrmKKOuk+b51oHm/nZhbn3GS7CRE1y1HMmGXcaua8oHtscuBws+rOs9UppXEXOtT1KMWoqkmTmcYYx4+JxGxmrVa7051yTmanOvd8+uYP++YCAHwEoQENAPA2dt72ucK7wvtOq5yfnto+P2NGVR2ISDXvNWlGlGNKKWlMSmSjOuQJaNUcZ0eqlrTZwa1NAZ27zixNKdy8Y/5TRGgyr8GcW8wy6TtL3hrefJ23fJIz7aJqztzIffB8bSGmmFJSrUIkJu+EiGY67Zlue6pdbr/+jnJ67jLcYgAAAAC4stx+3R4R54uy1WrPzM7PzC602u2Y4pY5DB6nM6sw5+njqhpW1aiqqmb73zi4TvMBwnGkxvi8IIkIbZlsJqI82DEupG1L63lcO4sw50paZFx/27hI19wBz5sSY4wx5IwQU40hiMjU1PT2nbu279i5a+eOP/8Tn56Zal+GmwsA8FGDJYQAAG/Dd2dnDt6yfvwpJzzTbS/OTi/OTJ1dXa9j6LjWeMiCtk43j+pY1WGtP0xqhXdeWIhya7ipucdFc94/KJR3fzPRZBiahbldFiGlvFBFmJmUiIjZCTNxs8CbiEmJxMhSUhJJrOPrsWbSmclEUw7XMwoxqlkpPiXdNje9a3G2UxaL196+G+PPAAAAAHApHNm3sHR67eyFnvfWnZ6ZmZ2bmZk7f/Z0tzvDTM55ZjbTvFI7phhjyD3oQX8jhOi9Z3POuWZEWpvucy6hN+cviDSlzXfNURws3rmUpNn1navunDfdrD8crygkYhHTvJDQVJXIYgzj2I8YQ21mIqKairLcu//Q4Wuv37d378duPvLZu266HPcVAOAjCQ1oAIC3t3Dz3aOXn03CzLJ9fma1Nzi7sh6TThYPMnNodgxaVB1W9Wpv0BuMisITsRdnQpO5ZyNrzgQ2WXXEwkZkas04dHM4kArvvJcQU/5aJMpjGuYcEZGRMJtZ4nwc0NRJUnPCZpJXhmuOyVMy4xhT0sTK3rkYI5XFjvmZw3u2bZubvvYzX9h/1+cv4x0GAAAAgCvMrdfsOLfSZ5ay1ZqdX1jYtmN9bSWG2hfF5NyekWlKqprnjge9jdFoSCQiIsQ6mVBWbYY1qDn3N57ZYGOjyVw05dlmx8JFUahqXVUiYqZN/Zx72WysnKejVZ0yS4zj0Gg1tWSRyJgshlCW5eL2Hbv37t+5e9+uXTvvuPnaW64/MDvduRx3FADgowoNaAC4KryfJSpE5LuzUwdu6p142jme6bR3zM8szk2vbgw6rTInGaWkwqxkqjaswsrGYGV9UMfonGdHUZWNOcfbEakZMzmmROaYlZRMmHOgHTNRDtbIQ89eXKsokmpMyZkIs5F5yxMczdg1K2luQKsTUVUxo8SilIiaoWxWy/nUhZdardMqr9u3464bDu7au2//LZ98/91nLFEBAAAAuJK8z/qZiHYuTO1cmDpzoefIdaem5+YXp2dmR6MqN6BtMpphGkMIdT0c9Hsb69VwWLTaZkUzqkw0PtpnlDMzcvydNZGieTw55zuLiPNexOXmtC/KoihTjCnFzbODzESUUjLLDWjPrMlFVSaOZGxkmiIxdbudG26+9cDha4x4ZXmZ0+iv/5Wffp93dSvUzwBw9UADGgDgHVm86wu9k88IS6ssFman9u1Y2BiMQkytwguzqubx5FEdeoPRxmC41h9226VzslleE6kqERuRMKkjJlNVFlFVJ3kJOInk7jOLcKv0QkzMZeGFuaqDmuUtgk3dbaxEzMZqZuadJWWR5BxJYrE8L20pJWGuQ1TVbrs4sGvxtmv2XXvNNXuO3Hj4k0dbM/OX884CAAAAwBXqU7fu+51vPscsZdmanp2fX9xx5tVT+VtmxsyqSdWqajQcDga93qC/QSzCzSqUnL8xqaVJjZhIxjkaysbknOSmsoiwiPe+CXoWYWYlcq0WcbuMIaWkKaaUxsPOopS8V02s3qeUYmwGrrft2Hn9jbccuua6GNLxl1589PvfU03/r//H/+my3EMAgCsAGtAAAO/Utru+sPzwH3oneQj69PLqqI6Fd0mViIwoJK1D2hiM1npDES68d8IibEZq4/wNUxEh4RxBp0RixiwsXJComRPxzo3zOVicMFOO4ChLz8xkVoeUUjKiOkQhSiTMpmrOmZE6YSKJwmpCnFd7m7G1y+L6/TvvvP7A3MzU4r5rPvFnfgGtZwAAAAD44Ey1i0/fuu+7T5wy57pT04vbdq6vXYgh5bLYzFS1rqtQV9VouL62Utd1q93hybqU8WNyELMIEZGpkTTtaWExs8J7a0aiWcQ1+wVF8nbCPA5Czjvnicr8mqGuVVMMwciY1WkiZp+8a7Wu2XfD7Z/4tIh//tmnHvv+Q/nxN1yz/647br28NxMA4KMLDWgAgHdq6sBN/RNPD86dKgu/Y37m4K7tzxx/tVnOrUpGUXVQVev9YX9Utcui8E5EjMjIkk72D5KpEhOxEJFzzZwFEzsnbe9VzTs3zuIgHu8ZzI/JbWsREvFEVhbOjEJMqlrFpGaOyInkld9O2DGLcLtVXLNn29GP31iW5WMvvPz4K73/+//h/3kZ7yQAAAAAXCV2z5czHV7ts/Nudn5+994Dp068lCtoIooxxhBCqHsba/3+hneF94U4R8S59ayqpipOTNXEqaljx8yqmh/GxCzcKttFUZiZOCeSi2gmJm6a1s02QrP8BC7K0syc864oUgzipK6qonC33fHxA4evefrxxx556LvEzaFD1fSZjx958Ou/f9enfrTd6V7OuwkA8NGEBjQAwLuweNePD//gV0S4227tXJw9v7bRH1amlkjJqI5pMKxWewMzm2q3ysI5ZhunMCdVMnJOnIgwOyfC7MU5x16cdyLMzNRpFU7Y5eQ6ESY2Gh8TzAcVjXLpnE8iEpF3QsIiXDoXUyIzVU2aqjqKk31z8z9y5/WzU53za4OvP/LE8lrvR77wk5fzJgIAAADA1WE0HDz71Pdnw0rt9wzMd6dn5he2r144PxgMxZmpxhjquh6NRv3eRoqp1e4WRYtZiEhVU4qqSkSUiEXElMmpGZuJiBMnwt575zwzO+eIuCxbKSUiIyYiJtPxQAflFSpETW1NRMQkIsosLFNT3dvu/IQvWk899uij3//eeP6Dkuru7TM7t831+73vf/drN3/skwuLOy7DrQQA+ChDAxoA4F3w3dldP/QXX/3Gv/FOFqa7+7bPP3/qbFJVsxyy3BtWVR267bJVFs6JsISYmCklZWYWyq3nwjknIsLOiXfOO3Ei3jUTG001TTwOhjYmUqNcbavmRI1x4Tz+xMyIjYi8kxxI3SrcTYcO/vDt1yW1//X3vr3SG5ja9p27/s7fvcQBdu9zQQ0AAAAAXJFOv3J8Y31FxHWqV0ZyxDmbnpnNQ9BEFFOIIaQYhv3eaDgoiqLd6XrvxLmUkqaUYjSjnF8nzolzMs7YyNW0c06cc86zSB7REBHvixyAp5qiEuc8OtM8VU20OcZBZkxERkXhbr3j4yL+gT/43X6vN/mumammvTtnz55bnp2dTqrf/+7XbvnYJ/fsO/w+7wzqZwC4qqABDQBXi7zI+/1vmm5v37dw890Xnv52t13u37VtWNWnzq4Sc1StY6xCEObpTrssnLCIsBMe1anwjpnduNHsnXNO8iO8SF456Jw4Fsk7vJmJKI9Fm4kRJVVT0pyCl+c3zMbz0UZESfNHZWIz67bLO6/bv3Nx9vvPnfzaw8eIiIySanu4Mjj+bPfQje/zPrwGVngDAAAAXGHeZ/289MLTJ48fE3G9/uDChdVhfdrvvEtE5uYXjWz57JnBcJhiCHU96PdiDDOzC2XZyuPMIdSqeYCDnfPeF867zbaz9znm2fnCOUd5ocoYsZGRSNOqJmKqK1XKWdI0jpZuwvHMOt32oSPXOl8+8J9+t9/vTa7fiNS09LJ9oXt+eWU0GoUQF+fnnnr8oXZn6v3PQaN+BoCrBxrQAADvWjp3hocDKtvCtGf7fH9UL6/3k1qIKcTknbTLonQ+maqakrVbnoiExfsctSHO8dYgDmYWZiFuYjiIcspGronziIZjZu+IKArHpGaWZ6LzakMy0uZPI6LSy2dvu6Ysin/9x3+6ujEkIiMzsqR6647ppV/9n3Z+/s9t/5E/d9nuIAAAAABc0UbDwYmlZ53zg+FodXV9MBj2B8Ow+rXZvbe12nPT07NMtHzu7Pl+fzjsV6Nh2Wq32u1Wu61JY4zM7LwzFee8LwpfFM653Gdu+srM+fDgeOUgmxkxqSkr5x0qlutjIhZxzM6RmSZVU4sx5EK702nvO3BwOBz+0e//rpFt/gDN9HP0JW9s9H3hNeloVJvq4uL897/7tU98+vPzyOIAAHhn0IAGAHh31h//1sqf/LYa9abmurt3C8uNB3e/fG7l2ZNnRnVISdutolX4onAFuSqkgh0Ti7D3rnAu7wZkZhHJn4swEeXymXncg2bOa7spp28wq5maEZGq5Sa1OBYzNVNtAqZzW3p2qnXL4d2tsvz1P3povTfMAXamlFRjjCXZcn9EX/utsLa8589++XLeSgAAAAC4Qj375J8650NMa2vrG73exkavDrGuQ++Zb07vuGZ6xzWz84tl2Zqdn3/5xPG6GlZVKMuWiJgakYkIGbmyKIrCee+cz2kbIm48rWGSh5ydE5ZmBppYWIiamYwtK8BT8xwjZiamsixVtSz9wUPXnD939vvf+zZt7T7ndDsjU+u0/WhUuxhjjJ12SURGtH1x4eGHvvHZH/kidhICALwTaEADALwLa49969zvflWNLvRH506v6Ctnr7/zY63S790+X3r33MkzZy+sT3VazgkzqVrhJKoW3jthl48M5rSNZlCDjViY8gT0eIQjLxRkZsqtamUjIiah8bHBppxuJjOMiHLvuqrDtrmp26/d9+jzLz/45ItEROMCncxS0oKpP6pfOr8+CjE9/M2wunzwr/4fL9vdBAAAAIAr0erK+fX1FWYZDIbD4Wh9faOq67qKRhRCXH752Qe/9e2d+6+7/eOfKtvtufnFa2+4ubextnz+/Pr6uqp6X5iZ94UrCpeJ4yb52bGwE0fMIo6InHNmannKmSgncuTVhUKmOt6csiV3wzQRcVm4fQcPHX/ppWefenxLLPQm1ZhSaBetwWhUeBdjDHUgIhH2zm1bnHv6yYfu+uSPfqh3FgDgowkNaACAdyqsLZ/9na8a0YX+6Mz6YH1Up/7oW3/8zfWp+R//xE3tstg2N71/58LL51ZX+yPVZsSiVfjSe+dc4d249SzMNO44s4jksQ0nYkS5Q10WjojaZcHMSZWIYkqibEZmltRYLCYlotSMRauq7t42u3N++pHnT337yZc2r9toEs0x5XllUEXVkFSN6MWnTvyLf4geNAAAAABcQsdffEZEqir0ev319Y0Q4mBYaVJiDiEQc7e0hx/69hOPfH92fuHIdTfcduddcwvbdu09WFfD3sbG2TOnL5xfFuc3Z59ziJ3I+IMjZjcJgxbHzGVZklGn2yWiGKOmpCqWF6iYklHSZKqkSsTTM9PT09Mncvf59XL+hqp33C59VVUpOuekKApd1RRTWRZlWXh//syrJ3btOfhh318AgI8aNKAB4CryfpaohLXlU//yH4rwhf5oZVCtDqo66SikZPUzJy889vzLH7/x4I/cfu3Nh/ce2r2tN6xeemX51QvrZuxEisI7Ee+dY8795831g5JjoPNmQsnzFMLcKgpmWpydMqKUNGlKSeuYVC2fOqxClHEYdEzqhBemO/t3Lhw7efY7Ty7x5AzheOBD1VJKC12Jahf6VUyWdF1V6cWnz3/jt95nHvQl2e4IAAAAAD9o3kOZNxoN1teWmWU4HPX6g+Fo1O8PVDXEREQpJWLevjB17MSymvY21p96/NGnn3h8enrmyHXX3/7xTyxu37Vn/6HRoH/uzCvnz52PyXLORtN49l6YnfO5E+29byKhnfO+YKap6Zlx8galGOq6Vk2+diEETqxJTXRmdnp6Zu7Br98/HAze4Acw0yb6zpxQSimmpGoULDX51HT+/MrUVHeq23nmye+/twY06mcAuKqgAQ0AV4v3WeGtP/attH6hX8dzG8OzG4M66qCORKRG86V7bn3wjUePfevxF3/kjuvuvP7AgV3Tu7fN9YfVysbg5NnV/ig4YSfsRJyId+Kc+NySFvbeeee8sPdNRgczl4Vjppluy4hUjcxi0qSako5CCDH5WkJIISWJXBa0Y7YzM9X59994dGMworx1hWzLf0hVk2rBblRHEVobVkk16XrhHd3/77sHb+weuvHS3GgAAAAAuCK8t/p5beU8M8eYev1+r9erqlDVtarlA4JqRGTMPDfV6o2aaGZi6/d7Tzz68BOPPnzdjTfv3rPv2htvnJlb2Hugv7Zy4ezZMyma83kg2jlxLneincvz0cwsznnviLnVajXxz0QafavdiTHGGDTFQW8j1KOFbTvrEL/9jQfG3edmciM/q/kZ8pWaTXWKvPQ7pZRPHBbJmSozLy+vTnW7ZVmcefXkrj0H3v/dBgC4gqEBDQDw9sLa8oVv/odRTOc2Bhf6oyrqoI4pLwM02z/TOt4LycjI/uTxF7/1xEvzM907rt37+Tuv37k4v3/n4tkL62dWeoMqFt4V3nnnCu+K3Ib2zotM0jmciBMmIu+EiVuFJyI1JaKkakYxpsI7I2tXdYjaH46C5z3b5p49cfa3vvUENRV0Dn6+aPuKEZXC3cLFpHVU8nShP4qpPLG80fLuxL/4n276e//sMt5hAAAAALgynDl9komrqh4MhqNRPRgOUj7NZ2Rq1JwIlF3bZ/qnVmm8rSQf8mPm55975vnnnnn0+9+97sab7/zk3Z3u9Laduy8sn91Y32D2viiExRe+6UI7LyLEJCzOeyZutduT+jd5Z2reu5S8pkSWivn5l0+dfPqJx5pd30Y8aTuPu8+TnSuqaW52qvCSUlTVGKOqpBjNjHp09uz5bYvzMzNTZ149gQY0AMBbQwMaAODtnfnt+5i5X4XVQdWvYr8OaqZGYua988I7uv7VoTKxkTHRWm/4jcde+MZjLxy964Y7rtt/ZO+O/TsXL2z0X11eE/Fl4UvvnHDpvffinSu9cznRjlmEJ63nmW4rN4/VLKaUkkYR7zSpOuEqxBDquanpYyfPfffpJaZJ8MaWj0Y2HuHoOCq9EFlSqqOS2UYVeGPgHXdLf/Jf/sMD/wXCoAEAAADgfWFmYq7rUNchxDAa1TElTcoippaLXe/dNYd2vXBqZfNpZsRNW5iIehsbjzz03Uce+u6uPfuuu/Gma6+/cdv20O9tjIZD54t2p+uca8I3RFiEiMqyxUxT09OU85tVVVOMsa5G1ajvvT9z+vSJpZeG/R4zbx4ZzG8+uQhr/quqpjo73TXTGGNd10SUUoq5t63aL4vTZ84tLMytXDg3Gg3a7e6HeI8BAD5i0IAGAHgbYW15dPK5XhXP94bLveEwpDomYmYicVKKtLy7cXHq1VPrRsRGRsRsZMzMDzxy7IGHj83NdI7edcMd1+7bNju9MRit90fdTqtV+DwNnfOg81pCZmEmJnJOyKhV+PFAhpl5M0qqMaW13rA/rJOqOPd733lqvT/iplbfPEI4bkI3ZbSZ7egUU6VXs6RWxxRVLdLa0FqFe3WtX7zw1LYTz3YPIogDAAAAAN679dVlVarqejAcDgajlFKM0dTYjIgLYe98t9Pudto7FqYvrFf5WWbGRLkHPe5CExGdefXl06+8/MhD373uhpvu+MSnpmfiaDjorV/wZWtx2+6mfGYmIhEhIu+9mTmi0XDQ763HGEbD4frq2tKLz587eyY3x1/zFk3hzGyqliOgcwGtum1hdqPXN21rSjEmTUlNNSUi2tjo9weDtfWNmenu+upyezca0AAAbwoNaAC4iiwtLb2HZ1345m+ZUb8KK4OqTjqoAxGRUemldK5d+ulWsav0D53tj9TyzIflVjQRGxPTWm/477/x6APff+7O6w/86J3XzU13Vtb7TEZErcIzMzM5EZqU3MRCbEIibM0cMxkzmdVRl9c2RlUg4oePvfz00mliIt48PGg2CbGbhG80YxqtouyWRUx5CbjGRFE1prTSl1MrvW1TnfNf/w8H/yoa0AAAAADQeLf1czUaikhKzb7BEEIIISUlZlYVcYX33W57qtvpdNo3XLP324+8RERkZGxETGbMfPFLMjP1exuP/On3HvnT707PzFx7/U3X3HBjp93eWFsmoqoaTk3PEnOKoa5H/Y21uhoRc10NqzqcOn78iUcfls2+8xvKBbwSM5uRiKVopmY6NzcTU8oZ0CmlnL8RUyIiIltdXR8ORiHE1Qvnd+5GCgcAwJtCAxoArhbvbYlKWFtef/zBkHR9WG8M60Ed1IyJnZAXaRVuulV0CjfTKn704OJ/fOkCSz7OZxdPVRARrfaHDzz83P0PP3fPXdfPTbVvu2bvYFSdXh502+VUp122W5NHGjU95c1TiMQxpvX+4OzKmrB79uTZB598iel19Xl+aPN0Tqr5OpjJyLZPtabbXk2NqI4xOq5CEuaNUf3qGu2Zm+q++NSOE8923v0QNLZ4AwAAAFx53luBlyvUGGNV1VVVhRBUTZx3Trxz7Xar0261261Op/25T9384MMvbAZgkJnRlnyM176qGfU2Nh750+8+/NB3pmdmpqZndu3ZS2Y7d+8x0431NSM7/cqp3sbG2TOnz5453e/1Js9+88slJmIRTcqcu+CUTM3MOTfVbWuaYaIYQ6vdqkNIKaWkZrUIbfT6F1ZW9+3dtbpy7t3eJdTPAHBVQQMaAOCtxLXzTLRRhbVhFZLWMamRF/Yi7cJ3S98p3GynnG6Vnz3Y+d0XzjsRJiPmnGJnZLy1emZioq89fMzIvvbIsTuu239w1+K2ueneYLSy3gsxzU51klrSVNWhP6rOrqyt90dGNhhWRnx+rf/08TOnzq400Xpv2H1mYmJmVjPnHKsq5YkTnW6XncJTkyitRhSiRtWoNKzjqZWNbdPttce+9R4a0AAAAAAAW5lZjDHElFIyIxZldq1W0em0O512p91amJ9tt1p33HL4iWdPMRuTTJ74xmVuo/lWb2Ojt7Fx+pWX85E/Zn7p2HNEZPS7kwGOi/54/aswETfMTJzL21M0JWYhMhHudjtm1mwgNKtGo5QSBQshMXNVVf3BoKrDaDS8NHcNAOAKhQY0AMBbGZ54To36Vdio6kEdYtIcNFd61y39VFnMtMvpVjnV8t7JJ/fMPXK25/ji6tmavnPzRWrGk1d7o689ckzNzGh+unPndfuT6uE9izOddtKkqlVIa/3RybMrJ8+srA9GJ86sEBGP4+1eL4dHj2toYjMWJhI2DUGdyDDqYrd9wUZRtY4aVSuXompSHYW4MQprw3rl0T/Z/We//CHcWAAAAAC48rTaHSeOORGRqsYQ6jo47z1zUfipqW6rLLrd9uLifLfTbrdbn77zhseePiHitr7IW/eg84S0Tc4K8qSNzESUFxIycU6i25IrvfUV8kM3n5Qj9IyJyVIMwpxS7HTazDI9NWVqo6qOMdbdTh1ibljHGEMIVVXHGE21Gg1a2EMIAPAm0IAGAHgrwxPPJdV+FQZVGIVoRMJcOO6Wvt3MPhftwhVOmPmahe7DZza2nhk0s9xufoNIDqJxOWyrveEDDz+nZl97JH+Vn3j+JSL6X37rT97hdebBZxEmImFWM2YxMxJKkWJKhZOWd2XhFqbaeQI6xFR5F1IKyYYhXugPN0b1oI7D95TCAQAAAABARK12J8akqjGmmJKaOSMmapVlq1VOdTsL83PtVqtslUVRXH/N3msO7jr+8jKxsfFko/dFKRw8WROYl50wseXvbZ30yIX11s41G201+VbO3MjtZxExMktKLEymakysZpYTq4ui0y5CqBcX5lKKVV23R1WmKdUh1lU9HI7ULn4nAAC42BuP0QEAwERIOqxjUlOzpOYljz8XM+1ypl22S98qXB6LvvvAQh1Cs/lvEmb3msJ3XErzaz5nFhEZl8L8ui+On/8GfWxhFhbnRETc+MH5VXKGXVL13m3UsVP40st8tz3dLrutol04J8zMucn+ymovJA2ryx/MjQQAAACAK18+8OcLT0wpJVM1sqLwnXa73WrNzE53Ou12u2yVpQiL8CfvuFYtUbM6e2vtnLvOF5XTW1akTL7QlL5biustj3xd7Swi47rZ8aTMHo9Rk5kxqaoIO+cHo9p7Pz8/126XMzPTrVZZlkXhHTOnlEbDUYhRTd8iMQQAAAgNaAC4ehw+fPj48ePv9lnDE8/GZFVKo5Bjk8k7mWoVUy0/12mVTlreCbMwE9G5XlXVddJmBsLMKB8QfN1IxEWlMV/0afNqzMQs41L6DZ445nIJzZz/ySX0+In5eGDKmSGDZMLcLny7cDPtcq5TTrWKwjnPnNQGdRjUoV+F/vFn3+1dOn78OJaoAAAAAFxh3lv9PDu3mNeVeOdM1YhEpNVqtTutmenu3OxMURRlWcq4cj19+kyKUU1zDEbz8bVd5zf+27hq3iyZN+M43mh+Y3PaYzz+nMeqJxMgmtvgpu3OlDjpD6qyLMqymJ6emu525+dmWmXRarWEOaYUQlBVVTWzd5u/gfoZAK4qaEADALyNqFqFGJKqmRMuvZtqFbPtsl24VuFlXNya2fn+qAr5gdpMQedO9Os70NQUyTz+4229thPN4/loZiaWPMm8dSaEyciSmhF12qX37vSgdsyOuXQyVfqpVjHVKjqlz8EdUW1jWPequnf8mfd6qwAAAADgajcztyjiprtd731SNTMRbrfKTrs1NzfrvW+3W820BBMZPXNsKdQjU53MQG85UPjGdfTrvf6UoOVJ7C1F9Lj7nE8YunHTuWl2M7OZakpmJuKcd94Xp05f8M4556a63W63PTMz3em0vHfOu3ypItxptzpT05fwBgIAXHnQgAYAeBu5jRtViciLdArfKXyn5QsnXprhilwwf2vpXIwppZQ70HRREMeb9KB58/NmUuMNs6KbB7/2wKE0FTRP2s9EzclFU0tpc/zZOxGWZ1cHzFQ48SJTrSLvUfTCwmxmG6N6FFK9ev5S3DYAAAAAuBrF/joRFWXRbreERZgL79vt1tRUt9Npe+/deAzZjM5fWHvuhVMh1Koprw2c9J+bw4TvuAf9Ghfl3W1OPOcutDS1N5FpXnjIZmaqZkpEReGLonTeP/fSGSIqCy/C3W6n3Srn5mbLsvCuCRhhlnar1cb6QQCAt4QGNADAG1taWvrKV75C1BwEzPkbpZdu6adbRelc6V0+9Ddmy8PKzEJM+SDeZu1srzlG+KbyIULaPEO4tXbenJVmZifinNtsO+cLHf9pRGqmpkZWeNcui8L7onBnhiFX/IWX0rncg+6UhWNWMzUa1jEkbX5wAAAAAIB3LNfPf/S//mOnoVWWnU7beWdE3U6n1WrNzsw451plkcPjjIjMli+sEZnGqCmZKY170LmyHY9wvEUd/SbjGzQ+MMgsm/sGmz9oUkM37W4iMjOLMRKxiDhfFGXLe++c7w0qZi68K8ui3W7Pzky322VROCYSltmZKefk//OP/mfUzwAAbwENaACAN7C0tHT06FEiKua2F94ZWc51Lr3rlL5Terdl6HiycvBcb0RESZNedG5wvE7lDYeg33Awetxq3mw+20XfZaYmemOyL2X8CNWmgla1lNQ71yqLwjvvpPT+pY3azJjJiRROWt5Nt4pu6Z1jMoqqUdUJP/DAA0eOHFlaWrp0dxQAAAAArmST+vmez3/eVQPnZKrbEWYiy9PQnXbLOefcuAthZmTLK2s5+yLFkFPsmqq2GX/e6q3b0Fs/n3SljcbbuS/a9c3N+5vpuFo3TUk1MbMviqIoC1+IOHHu1bNrRJQHt1tl4Qs/1e2WRWFGzsnCwly32/nSn/8i6mcAgLeABjQAXEXeYUX4la985ejRo1/60pfuvfdeP7fNMTOTmglzp/At55xI6VzuC49Tnulsb3S+PyIim0RAb67xfrP28+Sbb/a9zUBnnoxxjLetkDUR0s2k9WbkdI4EMWZul0Wr8GXhC++dE+9cP2heV+hF2oX3XlretbxTyktiiIjuv//+++6778iRIxjlAAAAALiavYf6OQzWtb/mvd+1a8fs7Awzt1plu91i4VZZ0KR8JTOzC6sb+RXGJwiVtnSgt1TJb3uY8LVz0MIsLEQ03tUtxOPedJM13dTM1ExvKBE5770vfFGIc0TknDu9vJGHTkSk3W4X3k9PddvtFjFNTXUX5ufaQgfnWqifAQDeAhrQAHC1OHTo0Ns+Jg9ufPWrX73//vvvvfdeIirmtxmZF8kbCAvn2kUefx7HxuUjgtasLhHhresHL6qVJ5PSW01K5bfqQY8HnYklHx6UZkZ6vKil6T7nt9a8BZGs8K5V+lbhcwa0d67w7vQw5Gvzjh1zp/DtwnknRJRMS++KuW1EdM8997z00ksPPPBAnmR52/v2Tm4vAAAAAHyEvLf6mYzq86fjcNBpt7dvW3DimLjb6Xjnx2f4cg+ayOjcuQvMQkTN+PO4N51fh7b8QW8+0LH1XGDTbeZmxiOfFByfThzXz81XVC1RU0VrStH7oizKoiiKonC+8L4oivLZF8/kC/beMVO73XLOiRMmOrh/7/btizrsjTZWCfUzAMCbQwMaAKCRBzdy4Xj48OH8RWnPdgq/0G17ETISJu+kkPzLc7zur9mQYszshIn5ohb0Vlu/9g5jobdg3jLyvPkKeTeLMVGaZE8TOSfN+LP3hfdOxIuISD8mIsodbCfsmAvnJFfVIt3St+Z35Lc7fPjw/ffff8899xw5cuSBBx54d9cKAAAAAFe6N6yfjSiqnnn+2Xa7tXfPrqL0ZVk4J+J4c/w5N4Gb3SW2udXkop0mb9yD3jLnYc36lK1foabkfn36M42T8Zrx56bfTaqqqszsfVGUZVGURVE658Q5FnHerfeGNN5kWHjf7XacuKmp7q233uiZVl4+WffW8hWgfgYAeENoQAMANPtSLhrcGFt9+llh7ra8E2amwrvCcQ6ApnEFbFuKXhHJZ/2I3ip1Y9PWcOfXfVPGiRsik7rZ7OJlK5N3T6pmTQa0d9IqinarKAtflt6JiIhzwkSrozip8IV5PNDNZtQpfeHEd+e2XsO99957//3353+7ePsfBwAAAACuAm9RPxORMJ85/mIYDnft3LFn905i8s4Ji03K40kn2EicF+fGhwsb/EarBSdFbA6jI6M88kxMzNKs7W76zjJuajMRj2c3LmpwmyoT5dAPMyvKsigLXxS+KJz3zjnnvIhj3mybiIiImJlzsmf3zr27dw7XVlfPnS2mUD8DALwVNKAB4Gq3tLT05S9/mYi2Dm5MVGdPWwg7Z7rd0qtZTt4wIt1Mf95sIUtj3Jt+t5fCTS7deENKrqjHzefxMEfzuuM/bXN2w5oFg04K71uFb3lfeFc4J8JOxInEpHWIk3fLgSH5W2bW9n7HdCf2h6+5LoxyAAAAAMDEW9fPxdSsE3HMrzz35ML87IH9e8mMxuu7aXMCmohocX4mN4tZZLLAe2sf+nVy43mcUZc/G8sV7sVhHLT5rWZaOjefJ1vDiYhy2kbZahdF6ZyXPLCdn0+2tt7P/wrARM45Zvbef+bTd7W8e+6Rh9tlwa+7TtTPAABb+ct9AQAAl83S0tKv/MqvfPWrX73vvvvuueeeN3zM6NzpSodTB3ftmOm+dG5tXPE29bM1/yEm2jHVVrOCRZqADrI3mYC2N6yliTgfI2yKaDKj3MumZuyZxUw2y9tcBufxEEumROSEWTjHPbeKwnvnnXOO1ViImKkOcWbaTY49Nu9FFJOa0d6F6RbR+gsvvuFl33vvvZ///Oe//OUv5/Uyb39/AQAAAODK8k7q53D+NDOZ2bkTS7sOX3P9tUc21nvM9JrxjDzLsW1xTjU5VzDLOFiOmpnjN6yYxzin3k3mnMcN7nyAkDaL6M3q2XLnetyBzs8TYWZxTsqy9L5w3guzc95MSYmYUoy5W01m+V3MbPu2hX37dp87eXzQ26Bd8xTCG14k6mcAgAwT0ABwFdm6xTvvSyGil1566c2q52xwftWLHFicSaYhKdFk9d/FNbTRtqnWlqOBW8M13rJ83nwYyXiKg7ZMbjSzHMyuGbDeUmBPim5iJ+KclM6XzrcKXxbeO+dFiHIyNdUxqdmoClvekIxMzdTMOz68bVYHo9HZ0292gTngj4heM8qxtLT0+uEXAAAAAPioey/183Aw1WkXhVe13qmlbre9Z8/OEGKzDTCvyx4PQTMzkdDmeDQRNXU0v7MSesuMc07k2MQswsIim1EdRESkapMHOuedc0VZ+qJ03os4cU6a5Ggxo+FgeHDf9uaJZiklZr7+usNTZfHSk48zc7dV5oXebwj1MwAAoQENAFePSYWXE+uOHj36zicReudX98xNLU61Q0pRNZeu1uRsTMaJ7cYdc9KE0I3zMfLzL9o9aHRRc3rLbMd4InncdG4moEWa1GlhFqacxyHUDDXngts7yfPOhXdF4QrvnLBzzYlGJk5qSbUK8eBch8bnG9VM1VRtGMKu2e6euW7v/Nrb3o177733vvvuO3r06Fe+8pV3cvcAAAAA4KPoPdbP66vCPDvViTENVs7T8ulDB/ePRqOU0mST9niRt939iVua8QpxRPRGe7pf34bmi2dBmHL9PamMJwMbkyWEvPkJNetVXE55ds77onC+8N57l5d2u+ZAInOModN2zYJxMzILIbTb5e5t86effiyl5IQL72g4eOtbgvoZAK5yaEADwNUlJ9Y98MADb7gv5fVaO3ab8YWTZ7tlcfOebb0qRLU4Do2jiwvkG7bPOGmGmPNXNv9o/uGtpwBfGxPN44OB4xdgItkaCD3uJ+dNhywsIk5EcgPaiXfixmPS0oxusJnV+eSgUovt8HzXaBJgTWo2ilHVbt27nUZhuN5/J7cxj3I88MADR48e3ToXAwAAAABXmHdbP/u5bU7j9vkZZopRq9Mn2lrv3rVjMBhOZp+t6ekSGW1bmBNxPBl5Hqdm2Dgv7nU9aNvyT4PHj2s6x1tqaBE3+Wt+pDjnvM8fc2Kdc47FEcuWolvMLISwe9tMM2xillKKIR45dGD97JneheUYU7ss5me6PHrtDpXXQ/0MAFczNKAB4CqSC7577rnn/vvvf4dH3to7dxtZPaoH59cOLMy0vAsxJR13n22ywJvM6NP7F5u125tJGtmWpvLYeETaXv+l5tThOIZjkrkhTM1SQmYn4p04EWZuymYR75wTdsJEbGqqFmJKSYWFiOsYF3xekGhEpqoxaUw6rGOn8Ndvm73w8jkzau3c/U7uTN6s8ou/+ItHjhxBDQ0AAABwRXoP9bPWkZbPL85MtVtlfzQyM3/+5OLCPHGzNHvLY83Ivvhjn2aWcam89eNbGS802czfyLiJgB5PQ493EXITuJHLZudEXN7U7Zxzfpxy17SnzTSlFOp6NBzeeuN+M81rC8+eO79jx+KFc+defu6ZUR3UbHF2aspxXFl9J3cG9TMAXLXQgAaAq8U999xz+PDhd7sApLVjNxE55tPPn5rtlPsXZ4YhJtVkdvG5v8an9i/wePDirV95Uii/Jo5jy5DH+NMmkaPZ9M3ETsahdbkfLex48kWXH2NbxkbMrA5RUrx1x/T4yCOpkZpVMfWq8Lnr9vo69Fb7zLxw213v/P586Utf+tKXvnT48GFk2AEAAABcYd5b/Rw2BmltpV36nfMzw6oe1UHr0eMPPrh7546VlVVNOj5MmOeh6ZN3Xs/j7u/mqcEGvy6R4yKbcdLjx49falxsN03l5oQg52o5F9AsIo5ZxE2KaxERUw0hxBBiCJ7joX07iMiMBoPh3OyMOPeH/+mBPQtTozqY0a7Fee5v+O78O78/qJ8B4CqEBjQAXEXuv//+Bx544Mtf/vI7f0prx578i1LNll989fqd8yFpnetmGu8i3FL1/tyt+1ia9vO4/m287SDHZB/g1ujoSR+5eZHXxXFM+tLMLExElj8Rzq1nSmYh6bCq55wdme+aUX6XpFrH1K/C4lT70NzUyWOnmMm9s3WJWU4DfOCBB+677z4U0AAAAABXnvdQP/u5bUwU11Z3b5tTtcGoCjFtc+FX/7ff3Llz+8rq6ri03Sxxf/LzH2eR8ciFjIc58tG9t3qvphin8Th0Pl5ozdLwLbF2F1fRed5ZmlLdzJq3Y05J67pW1ZTSxsb6T/3ox/LGlJTSqBrNzs7+o1/+1R+6ad+wqvvD0eLs1I7pdlxdCb23yYCeQP0MAFcnNKAB4CqST70dPnz4NUuo38LOo1+czCqvnlmxQXVgcfp8bxiSJjW7KDaj6Rx/4Zodk/4w0WuD695gi8r4S5N0OW3q6ElzO3elbfL4yQvaOMNjshcxv3Guoc0oqaakg1EVq+rP3bDrNe8SkibTj+/ddn7pVTVzzF54/tZ3NAG9dQ06qmcAAACAK9J7qJ9dZ9ZCDC+f2jY3vXNhdnm9V4dwza55qfq//wffnJ+fW1tbb4agqalKf/yHb1+Ym85Tya/JsHtrlqMx1CZT1Wo6+TguoI3HxfJkfISImNjMcktaU0op1lUdY1TVGOJw0L92/8KRg7tyct3y8oVti4v/+J/+iwPbpvfMdXuD0bAK1+7bOUVJUuweuvGd3BnUzwBw1UIDGgCuOu92CfX8rXe6PFpMdvbppW1l0fKuTpomhbNthtAZ2Y8f2X7NQlfGuRlb6+Y3rKFfs+rbjDYLaDXVZixazbaeVtQtBw7VLE9Pm5GqRdWkGlKKKcWkg6q2UH/xmm1bHxnV6qi9KhxYmOH+cH2lZ0al8NSuvXO33vm29+RdrEEHAAAAgI+4d1U/t3bsCRtDIgqrq0f27hiO6vX+qArxC7cfeuTxp//w/m9PT0+trW80ExzjUvo//zOf2bIDpQnReEdZ0GaquqV+VtWU62bVpp4e5+fp+JH5UUrERpRSUrOU1ExTDKGuhsO+UPiZn/iEmb38yukQ48uvnv/lf/brs93yczfsHdbh/Fpvcaa7d2F6cOa0DUbtHW+/QwX1MwBczdCABoCr0dYl1G/74J33/LRjJqKgFtRWXnr1yLa55d4wbsbXTZI4mjb0X7x595aZZ978Zwu7qPF80dlCHXeZY0o57UPVkpqqJtWYNKmlpClpHZpHxJTy1eSCOj+rjmkwqlY2BjfMtQ/PdcavTHkyehDiXKecHVXnT56NZsTkhBffLgA6Hxv86le/+g7XoAMAAADAFeCd1887j35xdGG99DI6eWKuXRzYtbi8tlGHeGTn3E/cfujRx5/54699d3qq2+sPJkF2ZnT4wI6jn7s1R3CQbe5E2fKR3mIkelKYpzSuoFMaN5xzuzmFEEKoU0qaDwlaMlNNiYxMlUxjCHVdDwZ9R+Gv/Oxn+/3B6tr6ju3bnj229K3vPGxmB7fN7J3vrvUGw6q+8dAe7vdK07iy0dq55y1uCOpnAAA0oAHgKpWPE95zzz1ve5xw59EvCrNnIbNkNlzvrx47eXDbbG8UYlKdTD6Pw5rVbL7tv3zHvtdsF3w9IyJrkuleMwedv52TmmNKKaWkGlVDTCGmOsY6xmFVVyGO6pBUVSmphphi0hA1hDSqQ39YrWwMPr1r+kcPLTTz1EZRLahWMZnZYtLzJ89FNTVrO5ndvXfX0Z9+i1uxtLSUEwBxbBAAAADgavPO6+fuwRtib1h6t/rS0vUHdg+remWjX9Xhx289MD/VevzJ537zd+6fmZlevrBiWwY6jn7u1jtuOcjUhDaPX+w1Peg3Mz4pmDSlFFNMmmKKKaUYc2O5qqtaU6pDFWPIM9HjaeioanUIdV0NB33P6a/87Genu60Qo/f+qWde/JMHHzaj2U75Z+48vD4YnV/d2Lt9/sC2ud6rrxSq5Kbe4gQh6mcAAEIDGgCucvfee+/999//5S9/+a2PEx76uS+VjpWoThrVRuv98PK5+W5rYxQ2ozCMdEsL+fB85xdv36tq4xbzm+dvvPkDJuEeMWmMKaUUUwoxxZjq0Mw8E1GIufWcYtKYUkhpVMeNwUhS/Oze2R89uJDb5JOTh1WMSe38Sm/5pVeTWVBlorZzM7v3vVn1nAc3jh49eu+992JwAwAAAOCq9U7q5533/PTw9IXCiw361bmzt1934PzqxrCqo+pfuvt6Mztx8tX/76/+u507d/T6fdPx6hO1v/BTn7rjlkP5KxdXx7bl41uZJNalGFMIMYYY6zzOYaYpJRtn3KUYYwwhhBhjXVf1aDjo9wqnf+En79JYj0bV+eW13/qdB/7k2w8T0Vy3/M/uPNQfVstrG0Z0x5G95557rlsWNqh2Hf3iG14J6mcAgAk0oAHgapdHOR544IEjR44sLS294WMO/NyXp3btbTnJ7dqo1ju3Wr98fqZdVDElsybCbpKeoUZGR+Y6f+dTB6Omt62UX1NQv9myb7MmxNkmywcprxlMZpZPE1Z1HFZ1f1i1yP7yLbs+f3Ahd6mTmpnFpFHVMZ+50JteXotmddJatXQyt3vv4Z9/4/3mWwc37rnnnrf7aQAAAADgSva29fPOo18MGwPtj6Zafu3UqRmhXYuzr55fG4zqQ9un/6ujt5jZ2nrvn//qv3v22ImY0tr6ho2nOn72Jz/+o3ff+EY9aKI3r5O3PmSyIHzc2B6H5Y1pHpNOKaWc+VyPhoNBv/eZO4/80l/9salO4X3x3Asn/9MffWttvUdEZnbb/sWds621/mB1Y3DHkT3V8nmX4pRwPaBd97zBCULUzwAAW6EBDQDQ1ND33nvv0aNH3+w44aGf/3LbCechaDM16p9ffeTJ46V3wzqkJuBC1SzPQee271zb/+1PHtg/XerWYtkmyRuNN5h9nhTO4wWHNo7soEkHelxMq1lMWsdU1aEKoSP8uX2z//tP7J9r+bRlY2FS2xjVo5BOnF2Lp5enHNdJq6SOecq7XXd84g3Hn7/61a8ePXr0nnvuweAGAAAAAGRvWz/vvOeLg1eXS+9b3p15+un9s51Oq1jrDaoQD26bPnrLPjNbW9t48HuP/c5//IawW1/fCHWda+bPf+am//I//6HUjHlkPP5ss5W8ZQeLXVRrjyvkXJtP1oWP86ZNVXM0Rwx1XddVNeq2/S/8zN133LR3fb33wksv/+q/+p0Hv/PI5M0+d/2uu6/duboxeOX86u3XH+ym0Dt3bq5Tjs6sdHftae187QZC1M8AAK/B9Jpf1QAAV7E8qnD48OH77rvv9d99/N6/c+bRP12rYynccs4JC9Pj5H78rmuHITrHktd2E0ne4N18ICJ64PiFb55aFxFmmkwvq2r+bi5t83Nz5t3jx14koo9dd8SaKtmoWWfIRCTjl538mbvTqvaxHdM/cmB+tuXyy+bYjZgspEREo5B+75EXFzTdNdWqVIch1aozpd934OBn/+n/7/V341d+5VfyvhQk1gEAZPn3MOpnAIDsLernP/lLn+/s2eZ3zJ/bGPhWa9sNNyydXyu9n5/pFt795p8uPXbygogQETN/9lO3337b9b1er9vttlstIlpd7z/69Kmvf/dZZmHmcftYiZqBDCPjLVu+X3r2ESM6csMd+a+WK20el9ib9fPmU8xsbrpzy/W7P3HbgRB06cQr3/7e402pPu5if+66nZ+5bud6b/jK+dU92+dnU/XqS0t75qbmiOq1dNPf+u+3znCgfgYAeD1mxgQ0AMCmPMpx+PDhN9yscsPf/O9KJ20no6R1s2mbPkbp33zrqeV+NaziKKQ8+KxNTUyTwed7Di3+zU/s/6F9Mynp+AzgeHZj87NxnTve4q1bTgs2pfJ45WGT2mFNLsdM4W7d1v0rt+76meu35+5zHnnO+dHnNgan1wdPvHLh1x98ZpvqXdOtoFZFHaZUiOzcd+CWv/33XvPDLi0t5RXn2JcCAAAAAG/mLernAz/3pf4r52lYzbbL4WC4cuzYNXt3Dqu6NxjFqD/7icO3H1ic1LoPfu+x/+03/uMLS68w89lz51fX1uZmuz969w1/6xe/8LEb92qKZpr/77/x2PPmUHP22v9jkMfHDMcT0JM56DwEXXr62A27/su/ePftN+479sLLv/5v/+O3H3q82Q8+ftjnrtt597U7NgbD5fXenoWpea1Pv3R8vtOa9W7j+JnF2+56TfcZ9TMAwBvCBAcAwBt44IEHjh49+vf//t9/zbm5tScfefj//Lc2Qhwl7ThXOnbMTPzbFwY3Hdl995Gd53vDxam2MDMTE4s0M83MnH/XrlXxkTMb9y9d8M7lKpi3lMuTeYzHn3+JiG677kj+62t+UTNzfqqRzbXc7Ttn7tg5Pd8uJo1tzTu9jaJqvwqld7/23WNhVB9puTunWlF1EHUQo2Pe3ml97K/+14cuTn/+yle+8tWvfvVLX/oSjg0CALwGJqABAN7QG9bPj9/7d9aPPTF3/f71mNYG1ezM9PTBg6/2KudkttspCvfYyQu//fCJzTllYiP7zKduv/7ag2XhTNU532qVaxuDR546cf+DT4+rbDKzyVPye7343CM0noDOTebN746PGRJRu5Rd26fvvOXQ7FQ5GFanzyw/9cyLWxPx8m/4mZa/dd/8p6/ZsTEYXljr7VucLerhyy8stQu3b7pTv3K+PTX/qV/+15NnoX4GAHgzjAIaAODNTDaH3H///Vu/fvaB33/i//1/W61CMJ3yvuVEmJjo4X79ksnP3H5ouuWJeKr0kiMzmiyOSXGcwzR4dRQePr3x0upgaXVE49OBkyOBT76wZGa3Xpsb0Fu2DhoZ0UK7mGu7I3OdQ3PtIwvd8UhHM92RkiqRqg7qqEbfWzr76KnlLtMXFzod5qg6TNoL0TFva5c3/NTP3PS3/vutPzWODQIAvAXUzwAAb+b19XN19vT3/sbPmffbbjtybmM4qMNUq9h2443LVapDnOm2i8IfP9/71W8ec97RuF+cB5VnZ6dvuuHwddfsb7dKIhKRdqu1ujF4+ImlpVPnXjx+pqm0uZn4WDr2GBEduu5jTa95nA29MDdlZgf3Lu7aPjM705nuOO+L554/8dSzL23pS28y1Zl28fN3H+kUsj4YhRAP71g499yzq2u90rt90x3uDSwVN/+tv5fHn1E/AwC8NTSgAQDeRp5luO+++7Zurz72T/7BiT/4nZUqRLOpwpUijpmZnh/Gr69XR7bP/NStB5OmqbIovMvt6XFnOc9sbGLmlWEgoodeWc1d6ZVRZKIHn36BiG48fHCxUxjRfLsgs2sWu/PtYqFdLHSKcQoeTdrTZqRkqrbcG3onZPzQibOPnlxWs51efnqxm1SD2ijpIMaQbM9U+/qf+pmbL+4+f/nLX8a+FACAt4D6GQDgrb2mfl578pHH/oe/7aY789fvP7M+yD3o+f37wvT8Sm8w3W4V3m2Mwn94+OTJlT6Pi+VxwgaZ2ezs9K03XRNjvPNjN1RVxczCUrbKC6u9YRVX13orawNm+toD9xPR5z9/1Ii6LS9Oprut+dnu3Gy38H5lbePc+ZVXTp9/5tmXmqlofn3vmWY6/ta983dfs6MKoaqDM53RsPryK6uDqlP6He2iHNaDV5ev+8t/7eDPfZlQPwMAvANoQAMAvL03PE544l/fd+zX/vlKFaLplPeFE8fExAO1r69Xp2M6vDjzU7ceHFR1t1XMtEvZUubyJJRj/Gqbzemxf/LH3yeiv/FjH996JReF3NkkAo/ydEcd08aoVqMzG8OnT68eP79ORF3ha1r+zqkimQW1YUz9mMxsT7d93Zbu82Rw4zWtdgAAeA3UzwAAb+s19fOJf33f0r+6z0935q/ff3ZjuDGqp1t+amqqPHh4eTAqvS8L74RPLPd/+5GT66O4tTNsTdozJVUimp2dnpnu7t+7c3ZmqtNutUq/bXF+OBqZ2b/4tX/Tner8pb/wZy+srHU7nY3+YDisXjl9fmOjf/LlM5NVhPwm3WdVvXXfwmev3THd9lUdiGhxqt1/6cXV9Y2NUfAih+e6tDEcvLq8/8f/zA1/879D/QwA8A6hAQ0A8I68YRzH2Qd+7/GcxaFWCre988JCLEzf79cP94IIz3XK2/YufurwjpA0Jp1pl03pO1kqSPTaAtiImP7nP36YiP7Gj9219TImU882/s1tRCGmOqU6akj60vmNx15eXh3WZKSm17b9nVNlVziqBdVBTL0QO85ta5e3/dX/+sgv/LXX/HT33Xcfjg0CALw11M8AAO/Ea+rnY//4H7x6/+9Z4RauP7AW02p/1C79VFl0d++Js/NnLqwtzEx5JyLytWde/ZPnzojLiRxkZnlYQ1XzK28u4+aLHvLMM08T0Y033UyvW7Ky+fmkAb3lUKKaTbfcT9++f//C1KiuibnjuF0PL5w8tTGqN0b1Qre9e6odzq2GC+v7f/w/y91n1M8AAO8QGtAAAO/CV7/61a985StbZxzyTsL1Oq7XoeNd6cQzO2HH3Ev2/Ch+v1cx83y3dfv+bTHp3Ud2EtHasFqc6jTB0LkEHv8abpYLEv3yA48Q0S8dvXPyLdvy2zok7Ve1GnVLvzqsXzq/ceLCxvHlDWqmoem6tr+u7XcWksyiWqU6DGmYUtu5a44cPvwTf/bQzzVbBx944IGvfOUrODYIAPAOoX4GAHjnttbPkx703OE9I+/Org+8yFSr6HQ75c5dG1L0h6OZqY53zjF/7dlXnzi1uj6Kk5fKSwWJaLwYhcZzHY2nn36SiW66+Zbx4zcfNfmlLZPHM5nRXKfYv9C9Ze/8/sVuSppMvVk3Vv1XXxnUcX1YVzHunpve2W0tP3vCxZS7z6ifAQDeFTSgAQDendenvFXnTj/9j/7Hlx95aGVUC3PHu1LYiQiRY+6pHRvGP+1Xbhy4MdcpP7Z3cfdc98DCVFIzomEd2oUvnCud2Li18cv3P0xEv3T0zkEdveM6Kpn1qzjVKjZGwcjOboxeWes/emp56/D0lPDuwl3XdrtLF5WiaRO7EZKRLbbKfQcPfvL/+o/bO3cT9qUAALwnqJ8BAN6VrfVzzuKok87u217smD+z3h+F1C2LqdKXnY6bmxt1Z9YHo+l2y3snwhvD8Pip1fufetk5d/EvXmt6z+OGMhM9/fSTRHTTzbc2j2j2c+dHN01rFjGzuU4x2ylu27dw2/6FqKqqSXW6cP1zy35jpY5pfVT3q9gp3PZO6fqj3qvLbSfX/sJ/ZXcfRf0MAPBuoQENAPBevH4z4fF/dd/zv/7Pl0d1P8SOd23nvLBnFmbHvJHsuWF9OuirdcqVcv7FO99tzXaKI9tmo2q38LOdksjmOi0i+vXvPHW+P/qle+7cGIVhSEx0YqW3NqyZKE86E+Wjg5zr6Snh69vF9R0/7TiqJbNarU46iGkYU8e7Q4cO3fBTf+7QzzeDz0tLS0ePHv3Sl76EwQ0AgHcF9TMAwHswqZ/v2jH/2P/wt4MqFX7u8O6hc+c2BkQ02261C1d22n5+QecWR3XdH4667VbhvQivD8Mjx88vnds4fm4j52hclOhMRETPPPMUEd1002QCevMAYY7vmOsUh7bPHNw+ffvBbTGmlFTNBlVdDyvbWN9moyqkQR02RrUR7Zzp7uq2zzxzXGKa37Nvz4/9tH76KOpnAID3AA1oAID36PWbCauzp5/5x//jy488tFKFoNpxTSKHFxEmx0xM/aTPDsIrdXqljjl+Y/ILmC8Ogn7i1GkiunX/bhrn1r3md7WZzXiZFt5dur2l31O6RKZqyahOWqsOY+qHWDq3o1PuPXDwrv/LP8qDzzT+FwBUzwAA7wHqZwCA92ZSP//dX/rrz/6Tf7D8+PeD6tze7Z1di+d6w7VB5Z10S186V3jpm5O5+dldO+sQesOq0yoK75lZmNcG9Uvn1lf71eqgXh1UTLw6qFYH9bHnnjWzT3/8jryne75bznVLNTuyY3b+/9/enUdXVd/9Hv/ufYYkZDgZIAMgSaxc5YELWGdpS8ChChZ47BJpl8hQqywsqBcrWqExaJ+71GopaLFaQQhSrFyHR6vVgonetpdBZHaoQMKYQTIPJ2fav/vHSeLJQMhJsnNyDu/XcrFy9m/vfb6bbc75rg97/3asPXNwvM9QLrfHZxi6pjV5vK7GJs3lLC8p/x9JMS6v1+n21rs8Hp8xJC4mJdpu1DZUn/omyqInpA8bt2LVk2v+SP8MAD1DAA0APdfpkwlrDu39fNVvyk6dqGryGErFWC1RFt2q61ZNdE2z6JoumojomlbnM75ocGmadsrlPdXk1TTRNc1/UbOIHDpVJkpGD0+TltmflVLxFt1Qani0bajdEmfRh0ZZlShDiU8pw1BepbyGavL6Gn0+p8dns+gZg6LTL7jgPxb/KnH0pa01c9sgAPQG/TMA9Fhg/+yfjsPjM5TdOiglITo1uaLeWeN06ZrERtmjbBarRa/3+E43qazh6ZXKMnxIotfna3J7lKFioqMsuiai6fq3s0H/6b8LRMld03P8M24YSnk8XovF4r+SWkTcXt/xssq62oYE3XDX1V+SEuPxGW6vr8HlaXR7RMQREzU4xu6raaw6VR5lsTjShw67bopxJdNuAECvaJpmDXUNABCusrKyCgoK8vLysrOzW6fjcIwef80fXz/+l3WnP3rvzKmT1S5PRZPbpusxVj1K1zVNs+qaLppF12I0uSw+ShPt8vgoEan1GppIrc+o8fg0TTtTpjuslu8nRCmlEqwWpdQF0TbVcim0EjFEuX2GoZRPKbfP8Cjl9PpcPsPjM2JslsyEQZnfveLCWfNbo2cJmICvqKgoVH9pAAAAOG+165+vWfOXfz//vysOfNZQUtlwpmbQYEdqesqZemdFfaO3QcXabdE2a1a0bqv6ZqhFr60oOek0kpMdVV6pbvIMTXEkxEbHxthtFovPZ4iIYRhKKWXINzV1UXabYajK2gan23uyvEq8Xl9D/fD4qHi75TtxUV7DaIqzVNQ7G91et9dns+pD4gclR9lcVXXfHD1tt+hxNmt8+tCxeatKG5vonwGg97iCAwB6q+N0HH5N5aUlBe9/telPtW5PvcfrMZRF06Ituk3Xrbpm0TSrrmki/nsJ/fNv+P9UIhu/OiEid1x8gbQsUUoZqvlqaJ9SPqU8huExDKfXcPsMn1J2XY+3W4eNyEwfd9nQyVMco8cHFuOfdiM3N3fu3Lmm/40AQOTiCmgA6L3A/rnm0N5/P/df9WUlHp/hMYy4IYnW2BiLI7ai3tngcru8RrTVEmO3RlktmqbZrRaLrmmi1bq9tW5fjdNb7fJoolU3ef6+/9+J0bYrLs5OjLI6oq1KSbzd4oiyJkRZvYbhMwyvz/D4DKfH63R7PT6fpmlD4gcl2W3K6WqoqHXWNkRZdLuux2cMzZo5L23SzfTPANAnmIIDAPpGp9Nx+LnKS8sK3z+z/7OSfZ82eH01Lo/HUCJi1bUoi27RNKt/ag6tJYwWEU1e+/qUUnL7yGH+j2ifEv/FzoZSXqWcXp/HUF7DsGhatNUSbbFckJmZNvayYde1z539teXl5RUXF69bt47bBgGgl+ifAaBPtOuf/TF0Q1mJxzC8htLstvghidbYaC0mqqqhqbqxyenx6ppmteh2i26z6FaLxd9C65qm65oo2fCvgyIy+9rR/snrfEp5fYbPUG6vz2sY/j+tum63WobEDxqk677GpvqKmsaaBquu2XU9yqLHpQ/NnDkvbdLN9M8A0IcIoAGgL7U+3ds/HUc7TeWlrm9KKg/uOXPgs7J9uxs9vgavz+n1eQ3DP3Od1jKNnabJ+8fKDaWmZqX5r3c2lDJELJpmKGXV9VirJdZmHTxsuCNj2JD/+d3EMZd2zJ39CgsL8/LycnJyeF4KAPQJ+mcA6EPt+uem8tKygvePvbbWo5TbMHyGMpTEJAyKih9ki4vRY6LqXe76Jo/b63N6vEopr2EoJZomouTtvYc1TaaNu8inlEXXPD4jxmbVdS3aZo2yWqI1LS7K5mt0NdU1el2extoGi6bZdM1u0ePShyaP+W76pJv9HTX9MwD0LQJoAOhjxcXFkyZNOucDspvKS0WkrOB9Q1TlgT31ZafrSk97DeUxDJ9SXkNtOXzaomszLsyIsug2XRdRiRnDY1LTE9KHaZokjbk0JjXdETC/c6eV8LwUAOhz9M8A0Lc69s/+OwirD+6tOviZoZSn+WnbhhKxRdktdtsgR6xhKIvdqtttSimxWUTklR1fuJyue3LGe10eXdPE6xMRV32jiHhdnobqBtFE1zRdE5uu23TNnzsnjh6fNunm1kronwGgzxFAA4Ap5s2bV1hY2IPO1R9Mi8iTa/7YVF7y8MJ7ooZkRKemB1tAN3NwAECw6J8BwAxn65/910RXH9pTdXCPoZTXUIaIz1CGKEMpUaJElCgl8trXpzSR20cOFxERJSK6aKKJRdM0TayabtG12LSMQakZiWMuTRzd/g5C+mcAMImmadZQ1wAAEWjdunWFhYX+p3sH9dCSwKw5OjWj62ucz8Z/JyPdMwAAAMLF2frn6NT0zNvnZco8EXGVl1Yf2tNUXtr0TWlTeUnVwT1KRJQYopSSaIsuIvE2q6aJ/9kq0anpMakZMakZIpI4enx0asbZpq2jfwYAU3EFBwCYpYsnE55TXl6eiATbAXPbIACYjSugAcA8Peif291BmJv7mLS9quOc70j/DACm0jRND3UNABCxsrKyCgoKcnJysrOzCwsLzX47/22DIlJUVET3DAAAgLDTg/45OjXd/5+IRKdmtP7cHfTPANA/CKABwFy5ubnr1q2bNGmS/6Jmk+Tl5TFpHQAAACIA/TMARBjmgAYA0+Xk5BQVFbU+WaVvd85tgwAAAIgw9M8AEEm4AhoA+oNJ03G0TpPHbYMAAACIJPTPABAxuAIaAPpPbm7unDlz+uRePy7cAAAAQMSjfwaACMAV0ADQr7KysoqKigoLC7Ozs4uLi3u2Ey7cAAAAwHmC/hkAwh0BNACEQEFBQW5ubs9uJ/Q/LyUnJ4fnpQAAAOA8Qf8MAOGLKTgAIDTmzp2bk5Mzb9689evXr1u3rjubcNsgAAAAzlv0zwAQprgCGgBCxv9klaysrO5cylFcXDxp0iThtkEAAACcr+ifASAcEUADQIjl5uauW7du0qRJeXl5Z1vHf9tg7x+9AgAAAIQ7+mcACC9MwQEAoZeTk1NUVDRv3rzCwsKCgoLAIW4bBAAAANqhfwaAMMIV0AAwIPhvJ8zJyQm8nZCndQMAAACdon8GgHChiYhSKtRlAACaFRYWzps3Lysrq7i4WETWrVuXk5MT4poAAC00jf4ZAAYW+mcAGMg0Guig7Nix4+qrr+64vKqqKjExsd/LARCxiouL/fPZdfPp3gCAfkP/DAADEP0zAAxYBNDBeemll+6+++52CzMzM/3/ygoAAICIR/8MAAAAdJ+maTyEMAg33HBD68RS27dvf/jhh0WkYyQNAAAAAAAAABDmgO6Zurq68ePHHz16dOLEiR999JGu8yxHAACA8wJXQAMAAADdp2kayWlPLFy48OjRo8nJyRs3biR9BgAAAAAAAIBOEZ4GLT8/f+PGjSLypz/9afjw4aE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pysemtools.postprocessing.plotting import isosurfaces\n", "from IPython.display import Image, display\n", "\n", "isos = {}\n", "isos[\"p\"] = np.linspace(np.min(mean[\"p\"]), np.max(mean[\"p\"]), 10)\n", "isos[\"u\"] = np.linspace(np.min(mean[\"u\"]), np.max(mean[\"u\"]), 10)\n", "pl = isosurfaces(mesh_data, mean, isosurfaces = isos, shape = (1, 2), window_size = [1920, 1080], colormap=\"coolwarm\")\n", "\n", "for plotter in pl:\n", " # Capture the plot as an image and show it\n", " image_path = f\"static_plot_SME.png\"\n", " plotter.screenshot(image_path)\n", " plotter.close()\n", " display(Image(filename=image_path))" ] }, { "cell_type": "markdown", "id": "f8711e62", "metadata": {}, "source": [ "#### the variance" ] }, { "cell_type": "code", "execution_count": 5, "id": "e1e0922a", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pysemtools.postprocessing.plotting import isosurfaces\n", "from IPython.display import Image, display\n", "\n", "isos = {}\n", "isos[\"p\"] = np.linspace(np.min(var[\"p\"]), np.max(var[\"p\"]), 5)\n", "isos[\"u\"] = np.linspace(np.min(var[\"u\"]), np.max(var[\"u\"]), 5)\n", "pl = isosurfaces(mesh_data, var, isosurfaces = isos, shape = (1, 2), window_size = [1920, 1080], colormap=\"cool\")\n", "\n", "for plotter in pl:\n", " # Capture the plot as an image and show it\n", " image_path = f\"static_plot_SME.png\"\n", " plotter.screenshot(image_path)\n", " plotter.close()\n", " display(Image(filename=image_path))" ] }, { "cell_type": "markdown", "id": "7ea92753", "metadata": {}, "source": [ "## Perform 2d plots\n", "\n", "In this case, we can average in the azimuthal direction." ] }, { "cell_type": "code", "execution_count": 6, "id": "32b88667", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import h5py\n", "\n", "# Load mass matrix\n", "with h5py.File(query_points_fname, 'r') as f:\n", " bm = f[\"mass\"][:]\n", "bm[np.where(bm == 0)] = 1e-12\n", "\n", "# Load the mesh\n", "with h5py.File(query_points_fname, 'r') as f:\n", " r = f[\"r\"][:]\n", " th = f[\"th\"][:]\n", " z = f[\"z\"][:]\n", "\n", "t = mean[\"p\"]\n", "t2 = mean[\"u\"]\n", "\n", "#Average in the azimuthal direction direction\n", "t_rz = np.sum(t*bm, axis=1)/ np.sum(bm, axis=1)\n", "t2_rz = np.sum(t2*bm, axis=1)/ np.sum(bm, axis=1)\n", "\n", "levels = np.linspace(0, 1, 100)\n", "\n", "fig, ax = plt.subplots(1,2, figsize=(20,10))\n", "ax[0].tricontourf(r[:,0,:].flatten(),z[:,0,:].flatten(), t_rz.flatten(), levels=levels, cmap=\"RdBu_r\")\n", "ax[1].tricontourf(r[:,0,:].flatten(),z[:,0,:].flatten(), t2_rz.flatten(), levels=levels, cmap=\"RdBu_r\")\n", "#plt.show()\n", "fig.savefig(\"contours.png\")\n", "plt.close()\n", "display(Image(filename=\"contours.png\"))\n" ] }, { "cell_type": "markdown", "id": "51ea64bb", "metadata": {}, "source": [ "## Perform 1D plots\n", "\n", "Plot the rotated values in 1d, by averaging in azimuthal and radial directions. In this case, this might not be so telling, as the flow is not homogenous in the radial direction, but it have give an indication on how the flow behaves.\n", "\n", "In this case, we might have had too few points close to the wall, as we do not observe any peak in the z velocity component. Note that it would appear better if we take the square root." ] }, { "cell_type": "code", "execution_count": 7, "id": "854a7a50", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load mass matrix\n", "with h5py.File(query_points_fname, 'r') as f:\n", " bm = f[\"mass\"][:]\n", "bm[np.where(bm == 0)] = 1e-12\n", "\n", "t = mean[\"p\"]\n", "t2 = mean[\"u\"]\n", "\n", "# Average in the azimuthal direction and radial direction\n", "t_z = np.sum(t*bm, axis=(0,1))/ np.sum(bm, axis=(0,1))\n", "t2_z = np.sum(t2*bm, axis=(0,1))/ np.sum(bm, axis=(0,1))\n", "\n", "# Get the RMS quantity # Fix small negative values related to floating point arithmetic\n", "t_rms2 = t2_z - t_z**2\n", "t_rms2[t_rms2 < 0] = 0\n", "t_rms = np.sqrt(t_rms2)\n", "\n", "\n", "fig, ax = plt.subplots(1,1, figsize=(20,3))\n", "ax.plot(z[0,0,:], t_z, '-k', label=\"t\")\n", "ax.plot(z[0,0,:], t2_z, '-b', label=\"tt\")\n", "ax.set_xlabel(\"z\")\n", "fig.legend()\n", "#plt.show()\n", "fig.savefig(\"mean_fields.png\")\n", "plt.close()\n", "display(Image(filename=\"mean_fields.png\"))\n", "\n", "fig, ax = plt.subplots(1,1, figsize=(20,3))\n", "ax.plot(z[0,0,:], t_rms, '-k', label=\"rms\")\n", "ax.set_xlabel(\"z\")\n", "fig.legend()\n", "#plt.show()\n", "fig.savefig(\"rms_fields.png\")\n", "plt.close()\n", "display(Image(filename=\"rms_fields.png\"))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }