{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3676893.svg)](http://dx.doi.org/10.5281/zenodo.3676893) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n", "# ePSproc: xef2 wavefn run, orb 12 ioinzation (Iodine 3d, A1G/SG), 1-60eV\n", "\n", "- *electronic structure input*: xef2_SPKrATZP_rel_geom_v2.molden\n", "- *ePS output file*: xef2_1.0-60.1eV_orb12_A1G.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb12_A1G.html\n", "- Dataset: https://zenodo.org/record/3676893\n", "- DOI (dataset): [10.5281/zenodo.3676893](http://dx.doi.org/10.5281/zenodo.3676893)\n", "- Licensed under [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "- [Citation details](#Cite-this-dataset)\n", "\n", "## Job details\n", "\n", "- ePS xef2, batch xef2_1.0-60.1eV, orbital orb12_A1G\n", "- xef2 wavefn run on AntonJr, orb 12 ioinzation (Iodine 3d, A1G/SG), sph/ grid\n", "- E=1.0:2.5:60.1 (24 points)\n", "- Tue Feb 12 19:42:57 EST 2019" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS xef2, batch xef2_1.0-60.1eV, orbital orb12_A1G\n", " xef2 wavefn run on AntonJr, orb 12 ioinzation (Iodine 3d, A1G/SG), sph/ grid\n", " E=1.0:2.5:60.1 (24 points)\n", " Tue Feb 12 19:42:57 EST 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -1276.2548 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -202.4761 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -181.5792 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -43.1198 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -36.1973 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -25.8711 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -8.5562 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -6.2727 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -2.8143 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -1.5681 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -1.5619 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -1.0877 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.7372 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "32 32 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "33 33 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "34 34 Ene = -0.5518 Spin =Alpha Occup = 2.000000\n", "35 35 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "36 36 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 54 ZS = 54 r = 0.0000000000 0.0000000000 0.0000000000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 -1.9373220000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 1.9373220000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb12_A1G.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb12_A1G.inp.out\n", "Expecting 24 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 3 CrossSection segments.\n", "Found 3 CrossSection segments (sets of results).\n", "Processed 3 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb12_A1G.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb12_A1G.inp.out\n", "Expecting 24 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 48 DumpIdy segments.\n", "Found 48 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 48 sets of DumpIdy file segments, (0 blank)\n" ] } ], "source": [ "# Scan file(s) for various data types...\n", "\n", "# For dir scan\n", "# dataXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n", "# dataMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n", "\n", "# For single file\n", "dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n", "dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Job & molecule info" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*** Job summary data\n", " ePS xef2, batch xef2_1.0-60.1eV, orbital orb12_A1G\n", " xef2 wavefn run on AntonJr, orb 12 ioinzation (Iodine 3d, A1G/SG), sph/ grid\n", " E=1.0:2.5:60.1 (24 points)\n", " Tue Feb 12 19:42:57 EST 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/xef2/electronic_structure/xef2_SPKrATZP_rel_geom_v2.molden'\n", "Initial state occ:\t\t [2 2 2 4 2 2 4 2 2 2 4 4 2 2 4 2 4 4 2 2 2 2 4 4 2 4]\n", "Final state occ:\t\t [2 2 2 4 2 2 4 2 2 1 4 4 2 2 4 2 4 4 2 2 2 2 4 4 2 4]\n", "IPot (input vertical IP, eV):\t\t 12.35\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['SG']\n", "Orb energy (eV):\t\t [-703.98848886]\n", "Orb energy (H):\t\t\t [-25.8711]\n", "Orb energy (cm^-1):\t\t [-5678050.13578627]\n", "Threshold wavelength (nm):\t 1.7611679645049914\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[10. 0.81998167]\n", " [11. 0.80599244]\n", " [26. 0.9860914 ]\n", " [27. 0.98404896]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ep.jobSummary(jobInfo, molInfo);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1-photon ePS Cross-Sections\n", "Plot 1-photon cross-sections and $beta_2$ parameters (for an unaligned ensemble) from ePS calculations. These are taken directly from the ePS output file, `CrossSection` segments. See the [ePS manual, `GetCro` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/GetCro.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-sections by symmetry & type\n", "\n", "Types correspond to:\n", "\n", "- 'L': length gauge results.\n", "- 'V': velocity gauge results.\n", "- 'M': mixed gauge results.\n", "\n", "Symmetries correspond to allowed ionizing transitions for the molecular point group (IRs typically corresponding to (x,y,z) polarization geometries), see the [ePS manual for a list of symmetries](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/SymmetryLabels.html). Symmetry `All` corresponds to the sum over all allowed sets of symmetries.\n", "\n", "Cross-section units are MBarn." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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OxK5Pm9mp7n7ZAKff7+4XJ7ne7XsWpoiIiOyJ2rJCPFbCltYd2Q5FRJL4wx/+UPLggw9Wrlq16qWioiLftGlTpLOzc6gv8vdaqQ4p9k7gve5+i7vfAryPoG/Gbtz9gmQXS+UcERERGb7aknw8WsL2NjW7Esl1GzZsyKuuro4WFRU5wPjx46PPP/984Xve855pPefcfffd5aeddto0gOLi4qM+85nPTJw9e/as448/fsbDDz9cPH/+/JmTJk2a84tf/KIiW/eRilSTjzXAlD7bk4EXhnqCmRWa2WIz+42Z3WVmnzezwuEGKiIiIqmrLSvAY8XqcC6yF1i4cGHTxo0b86dOnXrYBRdcMOV3v/td6VlnndW8du3awo0bN0YAbr755pqPf/zj2wHa29tD73rXu5pffPHFl0tKSmJf/epXJz7++OOv3HnnnWu/+c1vDjjpdq4YMvkws9+a2X1ADfCymT1iZg8DLwN1Sa59GzAbuB64AZgF/HzkIYuIiEgyNSX5eKyE5q7GbIciIklUVFTEV69e/dINN9zwRl1dXfSiiy6adsMNN9Scd955O376059Wb9++PfzMM8+UnnvuuTsB8vLy/EMf+lATwOzZs9tPPPHE5oKCAp8/f377hg0b8rN7N0NL1ufjuyO49kx3P6LP9sNm9vwIriciIiIpqizOh1gJrdF12Q5FRFIQiUQ488wzm88888zmww8/vP3nP/95zc033/zGP/3TPx1cWFjoZ511VkNeXl7PuR4KBXUIoVCIgoICBwiHw8RisZzuK5JsqN1HzSwMPOjup+7htZ81s2Pd/SkAMzsG+PMw4xQREZE9EA4ZhaFyOr2FWDxGOBTOdkgiMojnn3++IBQKMWfOnE6AZ599tmjSpEldU6dO7R47dmz39773vfH333//K9mOMx2Sjnbl7jEzazOzCnffmex8M1tFMBxvHnChmb2Z2D6AYEJAERERGQUlkQqacHZ27aQ6MeO5iOSepqam8Oc+97kpTU1N4XA47FOnTu289dZb3wA4//zzd/zwhz+MzJ07tyPbcaZDqvN8dACrzOwhoHe8YXf/3ADnnpmOwERERGRkKgsqaQIaOxqVfIjksJNOOqnt2Wef/ftAx5544omyno7mPdra2p7tefz9739/42DHclGqycfvEksqmocZi4iIiKRRVWEVb0ahvqOegzgo2+GIyB6aPXv2rKKioviNN964PtuxpEtKyYe732pm+cCMxK417t49yOnbgbeAaGK7b6cXB/32ExERGQ11xdXQBI2dGvFKZG/04osvvpztGNIt1RnOTwZuBdYRJBOTzewid39sgNOvJ5iA8M8EM6I/4e6ejmBFREQkdeNKa6EJtmqWcxHJEak2u/oecJq7rwEwsxkEicXc/ie6+yIzM4IE5GPA9Wa2AviRu7+elqhFREQkqUnltbARNjZvT36yiMgoSHWG87yexAPA3V8hGM1qQB54GPg34MfAJ4A9HapXRERERmBsWSkeK2CLaj5EJEekWvOx0sx+xtszlP8z8PRAJ5pZCfB+4MMEs6D/BniHu+8zHWVERET2BjWlwSzn29vqsx2KiAiQes3HZ4AXgc8Biwjm6/iXQc7dSlDj8SRBc63XgKPN7INm9sGRhSsiIiKpqi0twGPFNKjDuUjOamlpsaOPPnpmNBplzZo1+fPnz58J0NzcHDr77LMPnDFjxqHTp0+fPXfu3Jk7d+4MrVmzJn/69Omz+15j8eLFE66++uqxAOecc87U5cuXlw31mosXL55w3XXX1QD88Y9/LDn88MMPOeSQQw496KCDZi9evHhC/2v2mDhx4pxNmzZFeh4DbNy4MXLSSSdNT/V+Ux3tqhP4fmLZjZnd5e7nJDbvJBjV6pDEssulCGpCREREJMN6aj6aupR8iOSq66+/vvbss89uiER2/bP829/+9pgxY8Z033fffa9DMAt6fn5+2gdxuuSSSw684447Xj3uuOPao9Eozz//fOGePH/ChAnRsWPHdq9YsaLktNNOa012fqrNrpLpHT7X3T+epmuKiIjICBTnRwh5Ka3RN7IdiogMYtmyZTVLly59DSAcDntlZWUUYNOmTXkHHHBAV895RxxxRGcq1ysvL48VFBTEhzqntLQ0VlRUFAeor6+PTJkypRsgEomQ6kzqVVVVPdNqsHDhwsbbbrutZjSTj94szMzOdPflQ52cyjkiIiIyckWhMjriTdkOQyTnfenXz09+ZXNzcTqvOWNcWdu1Hzpi0H7PHR0dtn79+oKZM2d2ARx88MHdK1aseBXg0ksv3X7mmWfOuPfee6sWLFjQ9KlPfWrHnDlzkiYgt9xyS9J+1kuWLNnS8/jSSy/dMmvWrMOOOeaY5tNOO23nZZddtqO4uDhpDcvq1at75yA54YQTWpcsWTIh2XMg9T4fe+JaMzvKzN4x2AJ8OwOvKyIiIv2URCqJ00V7tD3boYhIP5s3b46UlZVFBzp2/PHHt7/++uurPv/5z2+ur6+PHH/88bOeeeaZwmBGi90Ntj+Z7373u5v+8pe/vHzqqac2LVu2rObkk0+ekbjegAnIQPsnTJgQ3bp1a34qr5eumo++d7uFQfqG9PGPNL2uiIiIDKGioJJ6oLGjkaLSomyHI5KzhqqhyJSSkpJ4V1fXoJUBFRUV8Ysuuqjxoosuarzwwgu59957KxYvXrxt586d4b7n1dfXhw888MCUmmUNZPbs2Z2zZ8/etnjx4m01NTVHbt68OVxTUxPdtGnTLglFa2truLa2Ntb/+W1tbZasqVePIWs+zOyLZjY5hetc2fPA3U9293clWc4Z6mIiIiKSHtWFVQA0dDZkORIR6a+uri4Wi8Wsra1tt2qLFStWlGzbti0MQfOsV155pXDq1KldFRUV8TFjxnTfe++9ZQBbtmwJP/LIIxXvfve7W/pf47LLLpt42223VQ4Vw9KlSyvi8SBvWLVqVWE4HPba2trYKaec0vLggw9WNDQ0hABuvfXWykMOOaStf8d4gNWrVxfOmDEjperVZDUfE4Enzex1ghnN73T33aZJdfcVqbxYMmZ2M3AmsNXdD0vsqwZ+BUwF1gHnuXtDYhb1/wbeB7QBH3f3Z9IRh4iIyL6irrgaOmBHu+b6EMlFCxYs2LlixYrShQsXNvfd/8orrxRefvnlBwDE43E79dRTd1500UUNALfeeuvrn/3sZ6dceeWVkwGuvPLKjbNnz96t5uOll14q+sAHPjDkcHe33357zVVXXTW5sLAwHolE/Kabbno9EolwzDHHtH/qU5/aeuyxxx5iZtTU1HTffPPN6wa6xkMPPVR2+umn70zlfodMPtz982a2GFgAnA98zcyeJ0hE7nb35qGePwz/C9wA3NZn31XAH939O2Z2VWL7SuAMYHpiOQb4UWItIiIiCWNLaqAeNjXv9t2hiOSARYsWbb322mvH9U8+Lr/88h2XX375joGeM3fu3I6//vWvryS7dnd3t5166qlDjkC1fPny1wY79qUvfWn7l770paS/PH7/+99X3n///WuTnQcpdDj3wKPu/hlgMvAD4PMEfTsGZWYFqezr91qPAf2/mnk/cGvi8a3Awj77b0vE9xRQaWbjk92PiIjI/mRieR0AG5R8iOSkE044of3kk09uikYH7Hc+Ik888UTG+1lv3LgxsmjRoi11dXW79QUZSMqjXZnZHGAJ8EOgC/hKkqf8JcV9yYx1900AifWYxP6JQN+OQW8l9u3GzC41s5VmtnLbtm3DCEFEBqPyJZJZIy1jkyqqcTc2twz4BaqI5IArrrhix0B9KfYGEyZMiH7sYx9LeSbTIe/SzKYTNLf6CBADlgKnufug1TNmNo4gCSgys6N4eySsciCdYycPNJ7YgEOCuftPgJ8AzJs3L+0zQ4rsz1S+RDJrpGVsTFkRHitmR5s6nItI9iVLsR4k6N/xYXdfleI13wt8HJjErkPuNpO8tmQgW8xsvLtvSjSr2prY/xZBM7Aek4CNw7i+iIjIPqumNB+PlWi0KxHJCck6nB/U89jMDgCmu/sfzKwIiAzU4dzdbwVuNbNz3P2uNMR4H3AR8J3E+t4++y83s6UEHc139jTPEhERkUBVcT7EStjZlXKrCBGRjEmpcZmZfQq4FKgGphHUMvwYOGWIpx1mZrP773T3JUO8zh3AyUCtmb0FfJ0g6VhmZpcAbwLnJk7/PcEwu2sJhtr9RCr3IiIisj8Jh4wIpbRGNdSuiGRfqh3OLwNOAJoA3P0fvN3xezAtQGtiiREMjTt1qCe4+0fcfby757n7JHf/mbvvcPdT3H16Yl2fONfd/TJ3n+buc9x9ZYr3IiIisl8pClXQGU/36Pgikg4tLS129NFHz4xGo6xZsyZ//vz5MwGWL19eVlZWduSsWbMOPeigg2Z/4QtfGA9w3XXX1Vx44YVT+l5j/vz5Mx977LFigIkTJ85J9prz58+fuWbNmvye82fMmHHozJkzDz3hhBOmv/nmmxGA4uLio/o+p+/rLl68eMJ1111XA3DppZdOuu+++8pSvd9Uk49Od+/q2TCzCIN07u7h7t/rs3yLoEZjwNGoREREJHNK8srp9hbiHs92KCLSz/XXX1979tlnNww02tW8efNaXn755Zeee+65l3/961/XPP744+kcvKnXo48++sqaNWteOuqoo9quvvrqPZq64otf/OLWa665Zlyq56eafDxqZl8hGMHqPcCdwG/3JDCCka4OSnqWiIiIpFV5fiVYnOYu1X6I5Jply5bVnHfeeY0A4XDYKysrd5vwo7y8PD5nzpy2NWvWDDlnHkBVVVXSCUMqKyuj4XB4t4qEk08+ufn1119P+hqlpaWxoqKiOMCMGTO6GhsbIz01JsmkOqDwVcAlwCrg0wT9LW4a6glmtoq3a0fCQB3BPCEiIiIyiqoLqnm1Deo76qkoqMh2OCK56Z7LJrP1pfTWLIw5tI2FP1w/2OGOjg5bv359wcyZM7sADj744O4VK1a82v+8zZs3h5999tmSb3zjGxuffPLJkqFecvXq1S8nC2ug1wC47777Kg899ND2ZM9fsmTJLpONz5kzp+1Pf/pT6cc//vGkI1uklHy4exz4aWJJ1Zl9HkeBLe6e/qkbRUREZEhjSqqhDba27uDAigOzHY6IJGzevDlSVlY26N/HK1euLJ01a9ahoVDIFy1atHnevHkdf/nLXwZMPswGmgIvNe985ztnhEIhZs2a1fb9739/w2DnmdmA3S7q6uqiGzZsyE/ltYY9laKZ3e/uZwx23N3fMLMjgJMSux4DXhju64mIiMjwjC2pgW2wfud2jpmQ7WhEctQQNRSZUlJSEu/q6hq0G8S8efNaHn744bV999XW1kYbGxvDffc1NjaGx44dO+wv+R999NFXxo8fv8vzCwoK4h0dHVZYWOgA9fX1kdra2gFfo6Ojw3qaYSUzZJ8PM3vHIMtc4Mgkz10E/IJgVKwxwC/M7F9TCUpERETSZ2J5LQAbm7ZnORIR6auuri4Wi8Wsra0t5WqLE088sfXpp58u7elj8dhjjxV3dXWFpk2b1tX/3OOOO27G66+/njec2I455pjmH//4x9UQjMh19913V5166qkDdhx79dVXC4844oikzbUgec3H34BHgYHekMokz70EOMbdWwHM7BrgL8D1qQQmIiIi6TG5sg6Aza07shyJiPS3YMGCnStWrChduHBhSiNCTJ48OXrNNdesP/3006fH43ErKSmJ3X777a+Fw7tUhhCLxXjjjTcK6urqhlUj8qMf/Wj9xRdffMCPf/zjse7O+eefv+OMM85o6X9eZ2enrVu3rmDBggWtqVw3WfLxMvDpxLweuzCzZFVTRjC/R48YAycxIiIikkETyyvweB7b2jTRoEiuWbRo0dZrr712XP/k48wzz2w+88wzB0xILrjggsYLLrhgyM7dzzzzTOH73ve+htLS0iGnx9iwYcOqgfYfeOCB3f2bfA3kV7/6VcVZZ53VkJeXWgVLsuTjGwzeNCtZE6pbgL+a2d2J7YXAz1KKSkRERNKmtiwfj5XQ0NGQ7VBEpJ8TTjih/W9/+1tTNBploLk+huvoo4/uOProo99K2wUHEY1G7Wtf+9qW5GcGhrxDd//1EMfuSfLc7+drVtUAAB74SURBVJvZI8CJBDUen3D3Z1MNTERERNKjOD+CxUpo6ko6CqaIZMEVV1yx17aJvPjii/foW42RjHb1Dnd/ZqhzEseHPEdEREQyL8/KaI3uzHYYIrKfS3WG84F8Jm1RiIiISEYVhsrpiDdlOwwR2c8NO/lw90+lMxARERHJnNK8crrZbaAaEZFRlbTZlZlVAKcDEwEHNgIPursajoqIiOwlyvOq2NzdQVesi/xwShMRi4ikXbJJBi8k6LNxMlAMlADvAp5OHBMREZG9QFVhFQD1HRpuVySXtLS02NFHHz0zGo2yZs2a/Pnz58/se/wTn/jE5DFjxhwei709g8V1111Xc+GFF04BWLx48YSrr756LMA555wzdfny5WVDvd7ixYsnXHfddTU9293d3VRVVR1x2WWXTex73vz582c+9thjxQATJ06cs2nTpkjPY4CNGzdGTjrppOl7er/Jml39P2Cuu3/G3f8jsfwLMA/46p6+mIiIiGRHXXE1AG/t3GsH1RHZJ11//fW1Z599dsNAw+zGYjEeeOCByvHjx3fdf//9QyYVw/Wb3/ym4sADD+y87777quLxeMrPmzBhQnTs2LHdK1asKNmT10uWfBhBU6v+4mjCQBERkb3G2NLgi843GlMejl9ERsGyZctqzjvvvEaAcDjslZWVvTOSL1++vGzGjBntn/zkJ7f98pe/rE52rfLy8lhBQcGQGURpaWmsqKio95w77rij+rOf/eyWCRMmdP3pT39KmkhUVVX1xrdw4cLG2267rWao8/tL1ufjW8AzZrYC6JnRfArwHuCbe/JCIiIikj0Ty2sB2Ni0PcuRiOSmr/35a5PXNqwtTuc1D646uO2bJ3xz/WDHOzo6bP369QUzZ87sAjj44IO7V6xY8WrP8V/+8pfV5513Xv1HPvKRxm9+85sTOzs7raCgYNAZy2+55ZZBX6vHkiVLer+BaGlpsSeffLLs5z//+RuNjY3h22+/vfrUU09tHer5q1evfrnn8QknnNC6ZMmSCcles68haz7c/VaCJlaPAp1AF/AIMM/d/3dPXkhERESyZ2rlOADWNb2Z5UhEpMfmzZsjZWVl0YGOdXR02MMPP1zx0Y9+tLG6ujp+5JFHtt59993l6Xz9ZcuWVR577LHNZWVl8QsuuKDhgQceqIpGBwxnQBMmTIhu3bp1j0awSDralbs3AEsBzKwc2OOOJSIiIpJd02rGEGufzDM7Hge+mO1wRHLOUDUUmVJSUhLv6uoasDLgrrvuKm9ubg4fdthhswHa29tDRUVF8fPPPz9ts4UuXbq0+umnny7t6US+c+fO8PLly8sWLlzYnMrz29raLFkzr/6SjXZ1u5nVJh6/F3gRuAZ4zszO3ZMXEhERkeypLsmnhvls73qNN5reyHY4IgLU1dXFYrGYtbW17daXeunSpdU/+MEP3tiwYcOqDRs2rFq3bt2qxx9/vLy5uTmlefouu+yyibfddlvlYMfr6+tDK1euLH3rrbde6HmN73znO2+m0rekx+rVqwtnzJjRnur5kLzD+RHu3tM49OvASe5+KjCXUR7tyszWmdkqM3vOzFYm9lWb2UNm9o/Eumo0YxIREdmbnHXw6QAse3l5liMRkR4LFizYuWLFitK++5qbm0OPPfZYxbnnnts7r155eXl83rx5LUuXLq1I5bovvfRS0YQJE7oHO3777bdXHX/88c1FRUW9fUjOP//8xoceeqiyvb09pYGlHnroobLTTz99j2pizH3QPiuY2YvAce7eZGZPAAvcPd5zzN1n78mLjYSZrSPoa7K9z77/BOrd/TtmdhVQ5e5XDnWdefPm+cqVKzMbrMheyMyedvd5I7mGypfI4HKhjL2xo5Uzln2YsZXGwx/57UhCEckpwy1fzz///Lojjjgiq6Mw/PnPfy669tprx91zzz2vp/O6J5544vQnnnjiH+m8Zn/z5s2bef/996+tq6uLDXbO888/X3vEEUdM7dlOVvPx78DDZnYx8GfgTjO70Mz+F3ggDTGP1PuBWxOPbwUWZjEWERGRnHZATQm1ofls71rHaztfy3Y4IgKccMIJ7SeffHLTnnT0TkWmE4+NGzdGFi1atGWoxGMgyUa7WgZ8GJgJzADygeOAO9z9C8MNdpgcWGFmT5vZpYl9Y919UyLWTcCYgZ5oZpea2UozW7lt27ZRCldk/6DyJZJZ6S5jZ007HXfjTjW9EskZV1xxxY6BJhnMZRMmTIh+7GMfa0x+5q6Sdlhx97XufqW7f8Ddz0rMdv7g8MIckRPc/R3AGcBlZrYg1Se6+0/cfZ67z6urq8tchCL7IZUvkcxKdxn78FGHEWs/gN+/lo1/ykVyTjwej2vi7AxJvLe7jIaVUm/5vszsmbRFtAfcfWNivRW4G5gPbDGz8Ym4xgNbsxGbiIjI3mJKTTFj7Bjqu99kbcPabIcjkm2rt23bVqEEJP3i8bht27atAljdd/9w6ndG/cMxsxIg5O7NicenAUuA+4CLgO8k1veOdmwiIiJ7m7Onn84t65dx59+X8+Xjrsh2OCJZE41GP7l58+abNm/efBjD+FJehhQHVkej0U/23Tmc5ON36Ylnj4wF7jYzCGL+pbs/YGZ/A5aZ2SXAm4DmHhEREUnivKMO5aY1B3L/6w9y1bGLSPz7KrLfmTt37lbg7GzHsT9JKfkws7HARIJO39dnNKIBuPtrwBED7N8BnDLa8YiIiOzNJlcXMzZ8DDu67+CVhleYWT0z2yGJyH4i2QznR5rZU8AjwH8C1wKPmtlTZvaOUYhPREREMuDs6e8NRr36ezYaNIjI/ipZ27b/BRa5+yx3PzWxHAJcAdyS8ehEREQkI849chaxtmk88PqDDDXhsIhIOiVLPkrc/a/9d7r7U0BJZkISERGRTJtcXcy48DHsjG7k7/V/z3Y4IrKfSJZ83G9mvzOzD5vZ8Ynlw2b2O3JjhnMREREZpvdPfy/uIe78uyYcFJHRkWyG888BNwDvAr4MfCXx+IfufnnmwxMREZFMOefImcRap/HgOjW9EpHRkXS0K3e/H7h/FGIRERGRUTS5uphxkWPZHv05L+14idm1s7Mdkojs44Y9mYqZXZrOQERERGT0fWDGaUHTq5fV9EpEMm8kMzlqRiIREZG93AePnEGsdTor3lDTKxHJvGEnH+5+YzoDERERkdE3qaqY8ZFjaY5tY/X21dkOR0T2cSNpdvWJdAYiIiIi2fHBGafhHmbZ33+b7VBEZB83kmZX/562KERERCRrFh55MLGW6fzhjYeIezzb4YjIPmzI5MPMXhhkWQWMHaUYRUREJIMmVRUzIe84WmLb+dmqn9Ed7852SCKyj0pW8zEWuBA4a4BlR2ZDExERkdFy7iFnEG2ZyXXPXse5953LXzf9Ndshicg+KFnysRwodfc3+i3rgEcyHp2IiIiMig8edSCF9ZcS23QRO9pa+OSKT7L4kcVsatmU7dBEZB+SbIbzS9z9iUGOfbTnsZlVpTswERER2UNbXoRo57CeOqa8kAcWLeCo2hNZv+pyptgHeHT9Y5x9z9nc+PyNdMaGd10Rkb6SznCeoj8C70jTtURERGRPtW6Hn70XDnonnPu/EM7b40uMLS/k5xcfw08ff43vrsinqnwOs2Y/wg3P3cA9a+/h83M/z2G1h1FdWE1hpDDl67o7zd3NNHU20dzVHCzdwbqlq6V3uyvWRVGkiIJwAYWRQgrDhRRECigMF1IYKaQ8v5wxxWMYWzyW4rziPb4/Ecm+dCUfmnBQREQkm0pq4ZSr4f4vwT2fhQ/cCKE9H9QyFDI+/c5pHD+tls8tfZbH/vw+Fh73Tl6N/4IvPPqF3vOKI8VUF1ZTU1RDdWE11YXVlOSV0NTVRGNnIzs7d/aud3buJOaxIV+3OFJMXjiPzmgnHbGOpHGW5ZcxtngsY4vHBglJyVjGl4xnfMl4JpZOZFzJOPLD+Xt8/yKSWelKPjQlqoiISLYdcyl0NcMfl0B+CZz5X2DD+35wzqQKlv/riSz57Uv86sn1HD75C3zj3Z1YpJn6jnp2tO+gvqOeho4GNrZsZPX21bR0t1CWX0ZlQSWVBZUcXHlw7+OKggoqCiooyy+jPL+c0rxSyvLLKMsvoyQWJdK4Pqi98Rgej9EVC5KQjmgnHbFg2UmMLRZnS7yLrbE2tnTtZGvbNl5peIXt7dvxPn+OGEZdUR3jS8czoXQCE0omMK5kXJCslAS1J9WF1YRsJLMOiMieSlfyISIiIrngpC9AZws88X0oKIX3fHPYCUhJQYRrPnQ4C2bU8eXfvMD/+2WcBdOnsGDGXD46o47J1XvQ9KljJ2x9Gepfg/qnoOF1qH892G6v3+VUAwoSS0Wy6xZWQHEN3cV1bCuuYkNxGRvzCtgYNjZ6N5tiraza+jwPtT9ENB7d5amRUIQxRWMYUxwsNUU1VBVUUVVYRWVhJdUF1cG6sJqKggryQnvelG0k4h6nrbuNlu4WOqIddMe7icajweJRumPdvY8NoySvhOK8Yoojxb3rokgRNszPXyQT1OxKRERkX3PK1dDVAk9eDwXl8M5/G9Hl/unw8Rw5pZIfPryWR9dsY8VLWwA4sLaEd86oY8GMWo49qIbi/MSfFdEu2LIaNjwNG54J1ttfobehhIWgYhJUHQiHnh2sqw+C0rEQigTNxSwEFoZQ+O11d3uQqLTtSCxvP85r3c6Exo1MWL8R2ht2u4dYfin1ZWPYWlrD5qIytuYXsjUSZgtxtna18Urbauq7mmnqbh70fSgMF/b+UV+SV0JJXglFeUWURII/+iOhCGELE7IQYQsHSyhYmxndsW664l10xRJLvKt3X2esk9auVlqjrbR2tdLS3UJbtG1EnxsENUBFkSJK80t3qYXqv67Ir+itiSrPL6e8oJziSLESF0m7dCUfp6TpOiIiIjJSZnD6NUENyMPfgvxSOO6zI7rkxMoivv2BObg7r21v5dE123jsH9v49d9e46m/PMYR4Tc4uXwDs1nLxPZ/EPZgosJ4cR2hSXNhzodg/BFQPQ0qp0Akg/0xutuheRM0bUqsNxJu3kRd8ybqmrcwe8vr0LIFunf/477bwuwsraahuJqGonIaCoppyCugIZJHayhMW8hoBdqI0xbtpLGrhY3xDbRF24l5jFg8RsxjxD2+23Z+OJ/8UD554TzyQnm92/nhfArCBVQUVDChdAKl+aUUR4opzS+lNK+UkrwSCiOF5IXyiIQi5IXyMA8R8zDxWIhozIh5nDidxLyDqHfSFW+jPdZOW7SN1u5WmruaaexspKmziVcbX+3tjzNUX5yQhYKEJK+sN6aivKLeGpW+NSz9BwgoCBe8/ThSQEGoILjfcP7b9564fyU4+5chkw8zmwP8FJgI3A9c6e4NiWP/5+7zAdy9fvCriIgE/vLmal7asYbTph3LpLIJ+gdHJJNCITj7+qAG5MEvB31A5l40smt2tWFbXmTa5ueZVv8CF3c9j+e/jIWDYXjb2wt5yQ/i/uhpPB+fxvPxaWzoqKW6s4ApDcVM2lBETUkHVSXrqCrOp6okn+rifKpK8qguyaeiKI+ivPDIfzfkFQU1KdUHDX6OO3Q2B0lI8yZo3gKt28hr205t63Zq23YEfVC2bwjWHY1Dv2a4IGjmll8KBWWQXx5s9yz5ZUFcecWJdRHRcBGt8TzaPI/maB6N3SEau6C+xdjRESwvtzvb22FHh9PSBS3Rbjq6O+mODdXdNgyUkR+poDASojAvTGlBhIriPCqK8phaFKzLKyMUFXaTl9dOONKBhTtwa8dD7US9lc54Ky3dzTR1NdEWbaO9u52mziY2t2ymLdoWLN1tdMe7h/Mp9YqEIrskZX2XnmTlhlNuoKpQMzvsC5LVfPwI+AbwFPBJ4AkzO9vdXwVGt+HjIMzsdOC/CUraTe7+nSyHJCKD+PHTv+GZpjv5wQsQ8UrGFxzC4bVH8J5px3LSAYdrZBqRdAtH4JyfwdKPwG8XBQnInA8Nfn4sCk1vQeOb0PBGsG7sWb8JTRvpbTpVVAXjDseO+XRQozHucIpqpjE3FGZGRzcn7Gjjzfo23tjRxpv1rbyxo43VG3bS0NbNzvbB/1g1g+K8MMUFEUryw5QURCjJj1BcEKYoL0x+JERBJJRYh3d5nBc2IiEjEg71rvPCRjhkREIhwiEjZBAywxLrcKgKsypCpbOhNMhJgLc7r/es4lGsYyfW2Yh17CTcuZNQZ7AOdzUR6dqJdbUQ6moh3N1KuK2VvNhb5EXbyI+3kR9rp8DbCRPvvdcIQZ+WCmD8HnyssfwIcYsQD0Vwy8NDETwUJk6YOCHihIj1XTxEtNuINkK0HrrjwRKNQxwj7oYnWtA74Ly9HQ4ZoVCIcM/717s2wlZCOFRGPATRkBENOd0h6DYSa+9dRw2iPftxoubBeQTHut2JxiAagy666aabKE53Ygl3toCSj31CsuSj1N0fSDz+rpk9DTxgZh8jB0a4MrMw8EPgPcBbwN/M7D53fym7kYnIQJYsuILfvryApzY+w6tNq3kzuob1XU/xu403wqN5lNqBjC86iPL8CioKyqkoLKO6qILaogrGlFQwtqyKqqJS8kNh8sIR8sNBe+pIKNLbxnqob0zdHcdxd+LEwSFOPNj24A+CuMd79/Wc1/u8eBz3WPBHiYN7nMQDBvyVmIjF+nSLM0JgwR6zUOKcUHCGGRYKYYn/Bbv6rfsds35d7lL9xth993h73pve/yXO6b+v9z30+C77erYTF9vtOgPFuet7YwT/t95763nce++2677++/tes/970f81d3uPh+i+2P/1+u8PWWjUOyOnLJIP5/0cfvEhuPvT8Nh3Ida16xJNrPt/g20hKJ8UNJM68J1QNRXGHQbjDg/6bAzy81ZWmMdhEys4bOLA3cWjsTiN7d00tnVR39pNfWsXDW1d7Gzvpq0zSmtXjLauKK2db68bWrvY0BWjKxanszueWAfbQ9cCZEpxYhk4bSiIhCjKDxKmwsIwhXlhKooiVBUadQUxqvLjVOdFqcqPUpEXpTwcpSI/TnlenLJInAKiEO1IfD6dEOsMksN4lHC8m3CsG+JRiHUHn1s8Fizeb93z2OPB76re31txPB4nFo8TjUaJxZ1YYjtYnHjcicVjxOPdxONO3IN98Wjw2N3pdsfjQVmPEPxhWZz4PdDz02G9KU3PY3rTG0ukOj37QjhmTgh2edzdqVHJ9hXJkg8zswp33wng7g+b2TnAXUB1xqNLbj6w1t1fAzCzpcD7gWEnH+f85Ciilsj3nUTB6FuAhvrnqeecoWT2F2TWM8IMG8n97evvTbKfy/884xccNHn2qMQymANeuZ3L/3wtl4fzIBR8W7eeCCtD8Fw4zqq8f/CWv0J78iH+RXLKO6PjuOGSh7IdxuDyi+EjS+Ghq6Fte9BEKJwfTEQY6fu4EMonBslG1QHB42FMVphMJByitrSA2tKCtFwvFne6onG643GiMScaixONe/A4HjzujsVxJ/gD2oPneOJxzx/VPb9I305Me7Z74jbCoZ5alaCWpWc7HLIg0cgLamNCodxvVmrQmzCMVDQWpyMaJIS96+44ndFg3R17e+mMBgljdywefG6JBLL3c0t8jt2xICHqjjtfqRibhiglFyT7ebsGmEXQ7AoAd3/BzE4BvpbJwFI0EVjfZ/st4Jj+J5nZpcClAFOmTBnyguUeIurxxB+qTt/vMx1wG/pP2GR/4DqZHRrM+vx3b5Q0cUvyBidPDPfe92bEyVOG+lfsSfmibiYc9sHEN3VRLNbNlHg3U2LdfDAeTXzzGqMLpzkWoyEep9Fj7PQYO+NxmojR4U4UiBtEgZhDzCDmTsx6vlt7u9lA/+/b3EOYBTUQjmHe8/VCCDcwwsG2A/TUTPR87WCQaJ5ggPf+h97r97frvnjPqbz98+y9vxfe/o3ju1zBd/ktNNCVdz/e90uTnv3e+04kzjHrbWMSvCc9d9rzLhqhxDGc4DFBs5Wec3u+iwy+peypuejz+m691+4v3rdGxN6+U/dd3wXv985473tFovZq93ckbp74rN7eG/w8+G7nAn0awvQ50rfVTeIGfPfDAEypPWqAO0yPPSpjQyksh7N+kKaocks4ZEEtA+Fsh7LfioRDlIZDlBZoFgcZWrKfkDPc/WNmtsjd/7tnp7u/CXwqs6GlZKB/z3b799/dfwL8BGDevHlD/g13y6efTk9kIvuJPSlfHHxKsCSRD9QkFpH93R6VMRGRHJesAd1cMzsAuNjMqsysuu8yGgEm8RYwuc/2JGBjlmIREREREZEhJKv5+DHwAHAQ8DS71jR4Yn82/Q2YbmYHAhuA84GPZjckEREREREZyJDJh7tfB1xnZj9y98+MUkwpc/eomV0OPEgw1O7N7v5ilsMSEREREZEBpNQryN0/Y2YnAtPd/RYzqwXK3P31zIaXUmy/B36f7ThERERERGRoKQ2abGZfB64EvpzYlQ/cnqmgRERERERk32MDTf6020lmzwFHAc+4+1GJfS+4++EZji/tzGwb8MYAh2qB7aMcTq7Qve+f+t/7Ae5eN5ILqnwNSPe+/1IZGx269/1T2suXjI5UB2Pucnc3Cya5MLOSDMaUUYP9YJrZSnefN9rx5ALdu+49XVS+dqd73z/vHVTGRovuXfcue5dU56pfZmY3ApVm9ingj8BPMxeWiIiIiIjsa1Kt+fg9wWziTcBMgtnNuzMVlIiIiIiI7HtSTT6WAT8H/g0oAq4B5gHHZSiubPhJtgPIIt37/mk0713v8/5pf753UBkbLbr3/dP+fO97tVQ7nJcQJBxzgTLgF8A17h7PbHgiIiIiIrKvSLXPRzfQTlDrUQi8rsRDRERERET2RKrJx98Iko+jgROBj5jZrzMWlYiIiIiI7HNSTT4ucfer3b3b3Te7+/uBezMZ2Ggxs9PNbI2ZrTWzq7IdTyaZ2WQze9jMXjazF81sUWJ/tZk9ZGb/SKyrsh1rpphZ2MyeNbPlie0DzeyviXv/lZnlZzvGTDGzSjP7tZn9PfEzcNxofPYqYypj+0MZU/nKPJWv/bd8QfbKmKRfSsmHu68cYN/P0x/O6DKzMPBD4AzgUIIanUOzG1VGRYEvuPss4FjgssT9XgX80d2nEwyjvC//A7YIeLnP9jXAfyXuvQG4JCtRjY7/Bh5w90OAIwjeh4x+9ipjKmPsP2VM5SvzVL723/IFWShjkhmp1nzsq+YDa939NXfvApYC789yTBnj7pvc/ZnE42aCgjuR4J5vTZx2K7AwOxFmlplNAv4JuCmxbcC7gZ4mhPvyvZcDC4CfAbh7l7s3kvnPXmVMZWyfL2MqX6ND5Wv/LF+Q1TImGbC/Jx8TgfV9tt9K7NvnmdlU4Cjgr8BYd98EwS93YEz2IsuoHxAMF90zWEIN0Oju0cT2vvz5HwRsA25JVNnflBjFLtOfvcqYytj+UMZUvkaZyhew/5QvyF4ZkwzY35MPG2Bf8rGH93JmVgrcBVzh7k3Zjmc0mNmZwFZ3f7rv7gFO3Vc//wjwDuBH7n4U0MroVE/vT+9xL5Wxt3cPcOq++PmrfI0ila+3dw9w6r76+WerjEkG7O/Jx1vA5D7bk4CNWYplVJhZHsEv7V+4+28Su7eY2fjE8fHA1mzFl0EnAGeb2TqCpgnvJvgWqdLMeibb3Jc//7eAt9z9r4ntXxP8Is/0Z68yFlAZC+yrn7/K1yhR+dovyxdkr4xJBuzvycffgOmJ0SLygfOB+7IcU8Yk2of+DHjZ3b/f59B9wEWJxxexj4xk1pe7f9ndJ7n7VILP+U/u/s/Aw8CHEqftk/cO4O6bgfVmNjOx6xTgJTL/2auMBVTGAvvqvat8jQKVr/2zfEFWy5hkQEoznO/LzOx9BN8ehIGb3f1bWQ4pY8zsROBxYBVvtxn9CkGb2WXAFOBN4Fx3r89KkKPAzE4GvujuZ5rZQQTfIlUDzwIXuHtnNuPLFDM7kqCjYj7wGvAJgi8gMvrZq4ypjLEflDGVr8xT+Qrsj+ULslfGJP32++RDRERERERGx/7e7EpEREREREaJkg8RERERERkVSj5ERERERGRUKPkQEREREZFRoeRDRERERERGhZIPySgzi5nZc32WqxL715lZbbbjE9mbqXyJZI7Kl0hmRJKfIjIi7e5+ZLaDENlHqXyJZI7Kl0gGqOZDssrMiszsATP7VGL7AjP7v8S3TDeaWTjbMYrsrVS+RDJH5UtkeJR8SKYV9au2/nCfY6XAb4FfuvtPzWwW8GHghMS3TTHgn7MQs8jeQuVLJHNUvkQyQM2uJNOGqra+F/hPd/9FYvsUYC7wNzMDKAK2Zj5Ekb2WypdI5qh8iWSAkg/Jpj8DZ5jZL93dAQNudfcvZzkukX2BypdI5qh8iQyTml1JNl0N7AD+J7H9R+BDZjYGwMyqzeyAbAUnspdT+RLJHJUvkWFS8iGZ1r/N7Hf6Hb8CKDSz/3T3l4CvAivM7IX/vz07pgEAhmEg6MIofxgl16EYYqnSHYIsGV5OcpLs9sHwEf8Fc/wXDFhvLQQAAJhl+QAAACrEBwAAUCE+AACACvEBAABUiA8AAKBCfAAAABXiAwAAqLgnqqh8OxV2RQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot cross sections using Xarray functionality\n", "# Set here to plot per file - should add some logic to combine files.\n", "for data in dataXS:\n", " daPlot = data.sel(XC='SIGMA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $\\beta_{2}$ by symmetry & type\n", "\n", "Types & symmetries as per cross-sections. Normalized $\\beta_{2}$ paramters, dimensionless." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Repeat for betas\n", "for data in dataXS:\n", " daPlot = data.sel(XC='BETA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dipole matrix elements\n", "For 1-photon ionization. These are taken directly from ePS `DumpIdy` segments. See the [ePS manual, `DumpIdy` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/DumpIdy.html)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n", "thres = 0.1" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data xef2_1.0-60.1eV_orb12_A1G.inp.out, pType=a, thres=10.1581107134, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1520: RuntimeWarning: invalid value encountered in greater\n", " _nx.copyto(ddmod, pi, where=(ddmod == -pi) & (dd > 0))\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1522: RuntimeWarning: invalid value encountered in less\n", " _nx.copyto(ph_correct, 0, where=abs(dd) < discont)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data xef2_1.0-60.1eV_orb12_A1G.inp.out, pType=phaseUW, thres=10.1581107134, with Seaborn\n" ] }, { "data": { "image/png": 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PDsnntESJEim2u7m5qXjx4nJzc1Pu3LkdHi8mJkYJCQlOzWiklvPnz6+iRYs+1vHi4+O1Y8cOlS5dOtUVYQMGDFBiYqK2bduW6TjO+DeY/G0ro7Vvs9kUExOjxMREw8c0kjs4OFgREREaP368PD09de/ePcP/5q5cuaJDhw6pQYMGqlmzpn27u7u7goKCFBMTo127djk1d0xMjKTUdV+kSBHlzp3b8JR7SUlJiomJUVJSkqH7SVLNmjXl7e2danuHDh0kSWfPnrVvc6X6NpI7PTlR30Zyu1J9G8ntSvWdnrSe112pvtNj5PVITtR3RtLK7ko1biS3q9b4e++9p8qVKysoKCjN/YULF07z37ER2XW+M8uenuQ6/+9//2vofk/qnC9ZskSJiYkaP368cuXKpfj4eMM1fujQIYWHh+uFF16Qr6+vfXv+/PnVvXt3hYeH69ChQ07NnV6NlyxZUpIM1/iDBw8UExOT6WcBmbl//749W1pctcYzy52enK7vzHK7an1nlttV6zunMC0VgFTGjx8vi8Vi6IHNYrGoS5cuho81adIkbdq0Sa1bt1aDBg0e+4n8UemtGfAoi8Wijz/+2PDYFosl3X1HjhxJNa2MIxo3bqx169bpq6++Uv369VPsO3jwoF555RW9/vrrat68uQ4ePKhBgwZpzpw5aU6189xzzxk+/uMKDw9XXFxcuvvj4+MdmlroUT/99JN69+6tsmXL6s6dO6n2+/n56caNG4azPik2m02//fabfHx8Uk3n5OnpqWrVqtnn5MyoprIiISFB0dHRSkxM1LVr17R06VJX8aDxAAAgAElEQVTFxsYaqo0RI0bYXzhVqlRJffv21csvv+z0rNLDeVqlhx+ujho1Sj/++KMSEhLk4+OjPn36aNiwYRk2DW/fvq3w8HDVrVtXXl5eKfaVLFlSpUqV0vHjx52eW5Lq1aunPHnyaOHChSpRooTq1Kmje/fu6dtvv9WePXs0evRoh5sbnTt3VkxMjHLlyqWqVatqyJAhat++fbbkzk7//ve/dffuXdWpUyfVvtq1a8vNzS3bfh/x8fGKj4/XvXv39Pvvv+vzzz+XZPxxsX79+oqJiZG7u7vq1q2rkSNHqkmTJk7Pu3v3buXLl093795VYGCgTpw4IUmyWq0aPXq0nn/++UzHSD6Xac2vm7zt+PHj6tq1q9NyN23aVF999ZU++OADvfXWWypfvrxu376txYsXKzExUSNGjHB4rBs3bqhu3bq6e/euPD091bhxY73++uuPPeVg8vPD437Y+2fZXd8Z5Xbl+k4rtxnqO63crljfznhed4Sz69tIblerb0eyu2KNO5LbFWt8/fr1OnTokDZu3JilL4o5KjseU4xkj42N1b179xQXF6dTp05p2rRp8vDwcHjaWOnJnvN//vOfqlixoo4dO6apU6fq/PnzypUrl2rXrq2xY8c6NBXzsWPHJEl169ZNtS952/Hjx9WoUSOn5W7atKl+/PFHjR07VqNHj1bJkiV19epVffnll/L29rZ/+ckRx44dU506dZSQkKB8+fLp2Wef1ZgxY1SuXDmHx5CkHTt2aOvWrUpMTFShQoXUpk0bjRkzRsWKFTM0TmacXeNGcrtSfTuS2xXr25HcrljfOYnmBoBUVq5c+cSOtWvXLgUEBGjKlClOHzu9BQUf5WhzY8WKFSnOy8cff6wvvvgi1e3++9//KiYmRt26dTMWVtLcuXP18ssvp2psSFKDBg3Us2dPzZo1S82bN1eDBg3UtWvXDK+UcDW3b99O9aFzZiIjIzOd6/FJXFWQVZGRkYqLi0t3zYSSJUvq0KFDioqKUqFChZx67MOHD6e46qlAgQIaOnSoRo4cmel9vby81KFDBzVp0kTFihXT1atXFRwcrIkTJ+rMmTOaNGmSU7NK0vnz5yVJf//731W2bFlNnjxZ0sNvRH7xxRe6evVqhse9fv26pP99W+XPSpYsqX//+99OTv1Q8eLFNXv2bE2cOFFjxoyxb/f09NTkyZMVGBiY6RgFChRQ9+7dVa9ePRUqVEhhYWFatWqVxowZoytXrmjYsGHZkj27ZPT78PDwUJEiRey3cbbFixenWJzdz89Pn376qcMfbBUtWlRBQUGqWbOm8uXLp3PnzmnFihUaOHCgpk6dqk6dOjk17/nz55WUlKRBgwapTZs2Gjp0qG7fvq358+frtdde0+eff66OHTtmOEbyufzzt7ce3ebs892qVSuNGzdOCxYsSPFYU7JkSa1atUq1a9d2aBw/Pz/VrVtXVapUkYeHh3777TetWrVKvXr10pIlS9SwYcMsZ5wxY4YkZek5OSPZXd8Z5Xbl+k4rtxnqO63crljfj/O8boSz69tIblerb0eyu2KNO5Lb1Wr8xo0b+uyzzzRw4MA0F2x3Jmefb6PZP/zwwxTvU5966inNnTs3xVpFGXmS5zw6Olq3bt1SQkKCRo0apV69emnMmDEKCwvT/PnzNXDgQC1fvjzN969/PpaU9jlPfqxx9Atrjp7v3r1769q1a1q7dm2K9QueeuoprVu3ThUqVHDoeJUrV1a3bt1UqVIlJSUl6fDhwwoODtbevXsVHBzs8O+tZs2aateunSpUqKDY2Fj9/PPP2rhxo/bt26f169c7tcHhzBo3mttV6tuR3K5Y346eb1er75xGcwNAKo/zQYJRNpstzQ63M5w5cybVtsTERF2+fFmLFy/W77//rsWLFzs0VsGCBe2XGF69elWFChVK9Y1Ki8Wip556SnXq1FH//v0N5z179myGV7+ULVtWa9eutf/s7++vjRs3GjpGTEyMTp8+raioqDQv8TS6oPjBgwe1f/9++8/ff/+9wsLCUt0uKipK27dvV9WqVQ2N7+Pjk+Z4yX777bcUl366mrt370pSut/aT96efDtn8vf317Jly3T//n1dvHhRW7ZssU8x5e6e8dN/+/btU10t0LNnT/Xt21fr1q2zT5fmTMlTUOXLl0+rVq2yn5sOHTqoQ4cOWr9+vQYMGJBqgfNkjpzr7DjPyby9vVWpUiU1btxYTZs21d27d7Vlyxb93//9nyRl2uAYMGBAqm3du3dXly5dNHPmTL300kvpNm5cUXx8vKT0fx+enp7Z9vvo0qWLnn76acXExOjkyZP64YcfFBkZ6fD933rrrRQ/t2nTRl27dlWnTp00efJkPf/884YbtRmJjY1VYmKiOnXqlOJKvKZNm6pDhw6aOnWqOnTokOEVUxmd79y5c8tisWTL+S5ZsqSeeuopNWnSRFWrVtWNGze0fPlyDRs2TEuWLFGNGjUyHeOTTz5J8XPbtm314osvqnv37powYYK2b9+epWzz58/Xzp071aZNGwUEBGRpjPRkZ31nlttV6zu93K5e3xmdb1er78d5XjfC2fVtJLer1bcj2V2xxh09565U4xMnTlShQoX02muvOfz/mVXOPt9Gsw8ZMkQvvfSSIiMjdfjwYR06dMhQnT/Jc578+jwyMlLDhw9P8SWeGjVqqH///po2bZqCg4MzPFZG5zx5keTk2zgjt/Rwelg/Pz/5+/urTZs2Kl++vC5duqQlS5ZoyJAhWr58ucqUKZPp8RYuXJji5/bt26t58+YaNmyYPvnkEy1atMih3CEhISl+7ty5s2rVqqVJkyZp9uzZmjBhgkPjOMKZNW40t6vUtyO5XbG+HT3frlbfOY3mBoAcVb9+fYfmlHYWNzc3lS9fXpMnT9aQIUM0ffp0+4ePGQkICLC/6fX399err77q9G/v5s2bV0eOHEm1XkCyw4cPK2/evPaf4+LilC9fPofHnz59ulasWJHhlQ6nT592PLCk/fv3279hZ7FYtHPnTu3cuTPN25YrV86hqcIe9eyzzyokJERBQUGpXiwcOXJE27ZtS/NDYVeR/AY6vXOevN2ZH5Qm8/b21jPPPGP/OSAgQJ07d7Y394xyd3fX8OHD9corr2j37t1Ob24kn4MOHTqk+F17eHioY8eOmjNnjvbv359uc8ORc50d51l62Ejt3bu3+vfvrzfffNO+vXPnzurTp48+/PBDPffcc4a/kZU/f34NHDhQkyZN0t69e53+7fPslDzPa3q/j3v37mVp+j5HlClTxv5ivm3btmrdurV69eql+/fvZ/kKmBIlSqhbt25aunSpjh49qsaNGzstr6enp+Li4lJNDVC+fHnVrVtXBw8e1B9//JHhN6cyOt/379+XzWZzev2vXbtWEyZM0KJFi/Tss8/at7dr104vvvii3n//fYeuoExL1apV1apVK+3YsUOXL1926M3Zo1asWKEvvvhCDRs21LRp05w+lV521bcjuV2xvjPK7cr1nVFuV6xvZz+vp8fZ9W0kt6vVtyPZXbHGHcntSjX+zTffKDQ0VMuWLcu212qPcub5zkr2ypUr26/qbt++vXbs2KHRo0fL3d09y1ORZtc5T/5gVlKqGm/cuLF8fX117NgxxcfHZzjHf0bn/N69eylu44zckjRt2jQtW7ZMmzZtktVqtW9v3ry5unTpok8//TTFlWJGtGjRQjVq1NC+fft0//59Q2vrPap3796aPXu2fXpeZ8nu14UZ5XaF+nY0t6vVt6O5JXPU95PEguIActSbb76p7du3a8eOHU/82M8991yWjnvmzBmnNzakhwtyb9u2TfPmzUvR2Y+Pj9fcuXP1j3/8Q23atLFvP3r0qMqXL+/Q2KtXr9bChQvVrFkzffDBB7LZbBo5cqTGjh2rkiVLqmbNmpo7d67hzP3791doaKh27dolm82md999V6GhoSn+/PDDD/rll1+0Y8eOFAuaOWLEiBFyd3dXQECApk+fLovFos2bN2vMmDEKCgpS8eLFNWTIEMO5n5RChQopT5486V72e/36deXNm9epa82kx9vbW61atdJPP/2kK1euZGmM5HVDIiIinBlN0v8u2S1evHiqfcnboqKiMr1/Ruc6u658SG4avvDCCym2WywWtWvXTnfv3tXRo0ezNHZ2nvPslNHvIyEhQREREU/sSpRatWqpYsWKmX7rKjPJCyI6+3eRPPVeWs0vR2pfyviS9+Rtzj7fixcvts/L+6iiRYuqQYMGOnXqlOFFgB+VXPtprbeUkWXLlunjjz9WkyZNtHDhwsd6M5me7KjvrObO6frOLLer1ndmuV21vh/ljOf1tGT347eR3Dld33+WVnZXrfHMcrtKjd+/f1+TJ09Ws2bN5Ofnp7CwMPsf6eGVuWFhYbp9+3aWs/yZs863s7K3bdtW+fLlS3GFflZkxzkvVKiQ/ct16dV4UlJSpotFJ0/Xk9Y5z2gKpazmTkhI0PLly1WxYsUUH/xK//vw/cCBAxkeLzN+fn729W2yymKxyNfX1+mvLbP7McVI7idd3xn5c25Xqm8juc1S308SV24AyFGVK1fWRx99pNdee03FixdXmTJlUi0KZrFYtGLFCqcfOz4+3qUerN98802dOHFCX375pebOnasSJUrIYrHo+vXrSkhIUJUqVTR27FhJD1+8WSyWFPMrZmTDhg1q0KCB5syZozt37mjChAl6+umn1aRJE3Xv3l2dOnUyvNi39HAO3wIFCkiSpkyZogYNGqRaOPtx+Pj4KDg4WBMmTFBISIhsNpu2bNkiSXrmmWf04YcfOn2tCmeyWCyqUaOGDh48qPDw8BTn5v79+zp16pRq1KiRLQt0pyX58uPMXqClJ/nNg7MXvZOkOnXqaO3atbp27VqqfcnbMloUuFixYvL19dWZM2d09+7dFN9Gun79uq5du+b0qWmS3bx5U5LSnOrtwYMHkh5OiZcVFy9elJR208eVWa1WeXl5pdnUOXbsmBITE1WrVq0nlufu3buZfriUmez6XdSuXVvnz5/XtWvXUr1BSa79zP7NJTeOjxw5kmrf4cOHJcnp5/vGjRvy8PCQzWZL9RiWXPfJ/82KrDzeLFq0SNOmTVPz5s01Z86cFN/IcyZn1/fj5s6p+nYktyvWtyO5XbG+0/K4z+tpeRKP30Zyu9rj95+zu2KNO5LbVWr87t27ioiI0J49e9KcHvfIkSNq27atOnXqpGnTpmU5z6Ocdb6dlT0xMVEJCQmPXefZdc5r1qyp/fv36/r166muQLp27Zrc3d0zfT+WfD6PHDmS6v1r8u8hs3NuJPe4ceOUkJCQ7uvvBw8eKCEhIcPjZSYsLEweHh4qWLBglsdISkrSlStXnP7eKrsfU4zkftL1nZE/57ZYLC5T30Zy37lzxxT1/STR3ACQo/71r3/p9ddfV1JSkmJjY7P0AXtWnDhxQitXrkz1JsRR27dv16pVq3Tx4sU055C0WCw6deqUoTG9vb21fv16rVmzRrt27dLly5clPXzT1KZNG/Xu3dt+SaCXl5dmzpzp8NgXL17U3/72N3s26X8ftnp7eyswMFDBwcHq06ePw2Nu3rxZ0sOpdywWiywWiw4dOqRDhw5leL+M1hVJS+nSpbV48WJFRETojz/+kM1mU7ly5eTj42NonOwWHx+vq1evqkCBAimyde7cWQcPHtSyZcv03nvv2bcHBwcrLi5OL730klNz3L59O80XfVeuXFFoaKgKFChgf+GWXuY7d+6kmnIiPj7efmlrq1atnJpZenjlUsGCBbVlyxa9+uqryp8/v6SHc/1u3rxZHh4eatasmaSHixvevHlThQsXVpEiRexjvPTSS5o/f77Wrl2rgQMH2rcvW7ZM0sPfRXaoXLmy9uzZo6+//jrFC9eEhARt3bpVuXLlsr/JSCv7gwcPFB8fb28UJouIiNDSpUvl6emZYnoJVxMREaE7d+7Ix8fH/v+QJ08ePf/889q2bZt27tyZ4k3o8uXL5ebmpg4dOjg1x61bt9L84Co0NFSXL1+2109GuePi4uTm5pbqw84LFy4oJCRERYsWdfqUbAEBAfr666+1du1aPfvss/bH6JMnT+ro0aOqWLGiypYta7/9zZs3FR0dLV9fX/u3zcuUKaN69erpwIED+u233+zzpD948ECrVq1Svnz51Lp1a6fmfuqpp3Tq1Cl9++23KaYZuHz5sg4cOKCyZcumeBxJK3d0dLTy5s0rNze3FGMfOnRI//znP+Xv7+/wukoLFizQ9OnT1bJlS82cOdNpl9Bnd307mtvV6tvR3K5W347mdqX6NvK8blR21reR3K5W30ayu1KNG8ntKjWeJ08effnll2nue/3112W1WjVy5Mgsr7GXnefbaPb06nzt2rW6f/++6tSpk2n2nDjnAQEB2r9/v1avXp1iOufvv/9eN2/eVPPmzVP8u7t69ari4+NVtmxZeXh4SJL9C3DfffedRo8ebb/iKSYmRhs2bJCfn1+mizYbyV2sWDEVLlxYFy5c0NGjR1Oc26NHj+r8+fNq1KhRijHSyh0ZGZnmB9vbtm3TmTNn1Lp1a/ttM5LWeyvp4XoHkZGRj/V+MDtr3EhuV6lvo7ldpb6N5Ha1+nYFNDcA5KjPP/9cxYsX19y5c+Xv7+/UsdN7wo6KilJsbKzc3d316aefGh53+fLl+vTTT+Xt7a06deo4dd743Llza8CAAU5fRyJXrlz2Fw3Jl14++u2JUqVK6dKlS4bGHD9+vCwWi9q3b6/cuXPbf7bZbOnex2KxGG5uJCtSpEiKD7KfhM2bN9sbbuHh4bLZbCmm7xoxYoT978ePH1e/fv0UEBCQYiG0rl27avPmzVq1apWio6Pt68ysWbNG9evXTzW/5+NasGCBfv75Zz377LP2aRj++OMPbd68WXFxcfrkk0/sL9DSy9ypUyfVr19fVapUUbFixXT16lX7uRg8eLCqVavm1MzSw6uA/v73v+vtt99WYGCgunfvLknauHGjbty4oTFjxthfKH7//fd655139Nprr2nUqFH2MYYOHaodO3Zo6tSpCg8PV5UqVfTrr79q06ZN6tixo5o0aeL03NLD6dm2bNmitWvX6vr162revLni4+O1detWnT17VkFBQfYX4mllj4uLU+vWrdW6dWtVrFhRhQoVUlhYmEJCQhQVFaX333//sZt5RmpZUqpp6sLDw+3bfH19U/w7Xr16tWbPnq0pU6akqOc33nhD+/bt07hx43Ty5EmVLl1aoaGh+vHHH/XKK6+ku35KVnMPGzZMBQsWVN26deXr66u4uDgdO3ZMO3bsUKFChfT222+nGDut3GFhYRo6dKhatWql8uXLK2/evPr999+1ceNG3b9/X1OnTnXoQ3MjuRs2bKjAwECFhIRo8ODBat26tW7fvq1Vq1bJ3d1dH3zwQYqxp0+frk2bNmnlypUp3ri899576tu3rwYPHqwBAwaocOHC2rZtm06cOKFJkyY5NP2dkdyjRo3SyJEjNW7cOB04cEBVq1bV9evXtXbtWsXHx6dYfya93Pv379eUKVPUsmVLlSlTRh4eHjp58qS2bNkiT09Pffjhh5lmlh7+LqdPn65ixYrp+eef17fffptif758+VJM6+gq9W0ktyvVt5HcrlTfRnK7Un0beV6XXKe+jeR2pfo2mt2VatxIblepcQ8Pj1TTej6qaNGiKfZHR0dr1apV9r9LD9cMTK5xf3//FF/Cyc7zbTR7x44dVbduXdWoUUMlSpRQVFSUDhw4oN27d8vPzy/VAtmucs47d+6sbdu2afXq1YqIiFDDhg11+fJlffXVVypQoIDGjx+f4v5vv/22Dhw4oNDQUHsdurm56YMPPtCrr76qPn36KCgoSB4eHlq3bp1u3LihefPmpfpA+3Fzjxo1SpMmTdLAgQPVq1cvlS9fXhcvXlRwcLDc3d31+uuvZ5p78+bNCgkJUfPmzVW6dGklJSXp8OHD+vbbb1WsWDGH15OcN2+ejh49qkaNGsnX11d3797V3r179dNPP6lixYoaOXKk/bauVONGcrtKfRvN7Sr1bSR3rly5XKq+XQHNDQA56sKFC3rjjTec3tiQlGZX32KxqHr16qpQoYJ69uyZpW8BffXVV6pRo4ZWrlzptLm84+Pj1axZMw0bNkyvvPKKU8Z8VKlSpRQeHi7pYQOlVKlSOnLkiP2bd6dOnTK87sPKlSvt4z36c3Y4efKkdu7cqbCwMFksFpUtW1bPP/+8/Vso2WXjxo2p5qt89BtDf/5AOC1ubm5auHCh5syZo2+//VbffPONihcvrgEDBmjkyJEOvdAxomXLlrpx44Z27NihiIgIPXjwQD4+PnruuefUv39/hy6J7dixow4cOKB9+/YpJiZG+fLlU/Xq1TV+/Hi1a9fOqXkf1aVLFxUuXFiLFi3S7NmzlZSUJKvVqunTpzv0LdH8+fNrzZo1mjFjhr777jsFBwfLz89Pb7zxhgYNGpRtuX19fRUSEqK5c+fq559/1k8//SQPDw9VrlxZH374ob1Rkx4vLy+1bdtWx48fV2hoqOLi4uwf8gwYMMApi1cbreU/fzPu0qVL9m0NGzZ0qEnp6+ur4OBgffHFF/YrlcqXL6+JEyeqZ8+eTs/dvXt3ff/99woJCVFkZKTc3Nzk5+dnf2PnyFy3xYoVU5MmTXTw4EF98803unv3rooUKaKWLVtq8ODBql69utNzS9KkSZNktVoVEhJi//Dp6aef1siRIx2+jL169epau3atvvjiCy1ZskQJCQmyWq368ssvM/wwIKu5W7VqpZUrV2rJkiX67rvvtH79euXPn1+1atXSkCFDHKrbChUqqEaNGtq9e7d9jmwfHx917txZw4YNU7ly5RzKfeLECUkPv7X87rvvptrv5+eXornhKvVtJLcr1bfR8+0q9W0ktyvVt9HndVepbyO5Xam+jWaXXKfGjeR2pRo3IioqKlWNnzx5UidPnpT08FvYjlxh7IzzbVS/fv30888/a+3atYqMjFTu3LlVrlw5jRgxQgMGDHDovVhOnPNcuXJp3rx5WrRokbZu3apdu3bZm8GjR49WhQoVHBqnRYsWWrp0qebMmWOfgaBGjRpaunSpU17r/lmfPn1UokQJrVq1SiEhIYqNjZW3t7eaNWumV1991aEvayVPWfTdd98pIiJCSUlJ8vX1VVBQkIYNG+bwVHeNGjXS+fPntWXLFt25c0e5cuVS2bJl9eqrr2rIkCH2K9Yl16pxI7ldqb6N5Hal+jaS25Xq2xVYbBl9xRYAslnydEvZ+cGjs9WsWVPjx483NIWTI+rXr69x48Y5vI6GEf/3f/+n48eP26eS+uSTT7Rq1Sr16tVLSUlJWr9+vbp06aKPPvrI6cd+HDabTRMnTtS6detSXRFisVjUvXt3TZw48YmtWQEAAAAAAADXwJUbAHJUYGCgtm7dqn79+sndPXsekuLj4xUeHq7IyMg0p0xq0KCBofF8fX0VGxvrrHh2tWvXtn8jw9n69u2rPXv22BdaHjVqlM6ePavVq1dLethYSV6s3JUsXLhQwcHBatq0qYYOHarKlStLks6dO6fFixfb57DMjqtdAAAAAAAA4Lq4cgNAjtq3b5+mT5+uhIQE9e3bV6VLl05zmh6jDQjpYVPjk08+0ddff60HDx6k2m+z2WSxWHT69GlD4y5fvlwbN27Upk2bnNqQ+e233zRw4EBNnDgxxcJ+2enmzZtyd3d/4mtZOKpNmzYqVaqUVq5cmerqjKSkJAUFBen69esKDQ3NoYQAAAAAAADICTQ3AOSoP6+18ecPsLPagJCkd955R5s2bVLr1q3VoEGDdOd5DAgIMDTugQMHNH36dN29e9epDZnhw4fr4sWLCgsLU8mSJVWuXDl5eXmluI3FYtG8efMMjSs9nKezTJkyKliwYJr7o6OjdenSJUPzET8JtWrV0ltvvaWgoKA0969cuVLTpk3T8ePHn3AyAAAAAAAA5CSmpQKQo6ZMmZJtY+/atUsBAQFOP0a/fv3sf3/vvfec1pA5cuSILBaLvL29FR8frzNnzqS6TVbXlggMDNRnn32mTp06pbn/p59+0tixY7PURMpOvr6++u9//5vu/ujo6CwtCg8AAAAAAABzo7kBIEcZvWrCCJvNprp16zp93OxqyOzfvz9bxpWU5lojj0pMTHTJRbl79+6tJUuWqGfPnipWrFiKfTdv3tS6des0bNiwHEoHAAAAAACAnEJzA8BfVv369XX27Fmnj5udDZnslFHz4uTJk+lO25WTihUrpmLFiunFF19U165dValSJUnS77//rk2bNqlcuXIqUqSItm/fnuJ+T2rNEgAAAAAAAOQM1twA8Jf1+++/KygoSBMmTFC7du1yOs4Tt2bNGq1du1aSdO7cOZUqVUr58+dPdbuoqCjdunVLL730kj799NMnHTNDf16TJS0WiyXFlSlZXaMFAAAAAAAA5sGVGwD+sipXrqyPPvpIr732mooXL64yZcooV65cKW5jsVi0YsUKw2Pfu3dPy5Yt086dO3Xp0iVJUpkyZdSuXTsNHDhQnp6eWcp88+ZNffXVVzp69KiioqKUlJSUKu/WrVsdGsvd3V25c+e238/Nzc3+86PjlS9fXl26dHHJ6Z0WLVqU0xEAAAAAAADggrhyA8Bf1r/+9S+NHDlSCQkJyp8/vwoWLJjm7X744QdD48bExCgoKEinT59Wnjx5VLZsWUnS5cuXFRcXp2rVqmnlypVpXiWRkbCwMPXq1UtRUVHy8/PT5cuXVaZMGUVERCg2Nla+vr4qXLiwNm7caGhc6eEVEFOnTk13QXEAAAAAAADATLhyA8Bf1ueff67ixYtr7ty5Dk1v5Kg5c+bo9OnTGjVqlAYPHiwvLy9JD6/mWLJkiWbOnKm5c+dq3LhxhsadOXOmEhISFBISopIlS+qZZ57RpEmT1LhxYwm+7S0AAAskSURBVC1dulTLli3TjBkzspT58OHDWb6aJCdt3rxZL774oimzAwAAAAAAIPvkyvwmAGBOFy5cUL9+/Zza2JCk77//Xh07dtTIkSPtjQ1J8vT01IgRI9ShQwft2LHD8Lj79+9X9+7dVa1atRSLf1ssFg0ePFj16tXTtGnTspQ5b968cnNzU0JCgn755Rdt2LBBGzZs0L59+5SQkJClMZ+E8ePHq3nz5po8eXK2LA4PAACQk2bNmqUqVapo//79OR0FAADAdLhyA8Bflo+PT6o1K5zhxo0bevrpp9PdX79+fe3cudPwuJGRkapYsaIkycPDQ5IUHx9v39+oUSPNmjXL8LjJdu3apQkTJug///mPfQFui8WiokWLasKECWrTpk2Wx84uU6ZM0YYNG/TVV19p9erVql27tnr06KH27dunaCwBAAC4gipVqmR6m5UrV6pRo0ZPIA0AAMBfG80NAH9ZgYGB2rp1q/r16yd3d+c93BUsWFBXrlxJd//ly5dVoEABw+MWKVJEUVFRkqR8+fLJ09NTV69ete9PSEjQvXv3jAeWdOjQIb3++uvKly+fBg0aJKvVKkn697//rQ0bNuhvf/ubli9frvr162dp/OwSEBCggIAA/fHHH1q/fr22bNmid999Vx9//LE6deqkHj16qGrVqjkdEwAAIIXXXnst3X1+fn5PMAkAAMBfF80NAH9ZtWvXVmhoqAIDA9W3b1+VLl1abm5uqW7XoEEDQ+M2bNhQa9asUbt27VSrVq0U+06cOKG1a9eqZcuWhvNWqlTJPvWSxWJRrVq1tG7dOrVv3142m00hISGqUKGC4XElad68eSpatKhCQkLk4+OTYl///v0VGBioefPmacmSJVkaP7tVrFhR48eP19ixY/X9999r/fr1Cg4OVnBwsGrUqKEePXqoY8eOypMnT05HBQAA0KhRo3I6AgAAwF8ezQ0Af1kDBw60//29995LsY6FJNlsNlksFp0+fdrQuKNGjdLu3bvVq1cvNW/eXJUqVZLFYtG5c+e0Z88e5c2bN8Nv66WnRYsWWrRoke7evSsvLy8NHz5cQ4cOVbNmzex5s7qg+PHjx9W/f/9UjQ3p4fRdPXr00IoVK7I09pPk4eGh9u3bq27dupoxY4a2bNmiEydO6MSJE/rss880YMAAvfLKK069UgcAAOBJu3r1qoYOHaqwsDB99NFH6ty5s33f9evXtXDhQu3evVs3btxQvnz5VLduXY0YMSLVF28AAAD+yvj0B8Bf1pQpU7Jl3IoVK2r16tWaPHmydu/erd27d9v3Pf3003r//ffta2cYMWDAAA0YMMD+c9OmTbVixQpt27ZNbm5uatu2rZo0aZKlzPfu3ZO3t3e6+729vbM85dWTkpiYqB9++EEbNmzQ3r17lZiYqEaNGqlXr17y8PDQypUrNXv2bN26dUsTJkzI6bgAAABZcubMGQ0dOlSxsbFauHChnnnmGfu+kydPatCgQYqKilKzZs3Utm1b3blzR7t27VLv3r01Z84ctWjRIgfTAwAAPDkWW/KqsgAAwyIiInTlyhXZbDaVKVNGRYoUMXT/gwcPqlKlSobvZ1SnTp1UvHhxLV26NM39AwcO1O3bt7Vt27ZszZEVYWFh2rBhgzZv3qz//Oc/8vb2VkBAgHr27Kny5cunuO2ECRP07bffav/+/TkTFgAA/H8teUHx9K7i9fT01LBhw+w/z5o1S7Nnz7YvMv7zzz9r1KhRypMnjxYvXix/f3/7bR88eKAXX3xR169f15IlS9SwYUP7vhs3bigwMFA2m00//PCDcufOnU3/hwAAAK6DKzcA4DEUKVLksRoT/fr102effaZOnTo5MVVqnTt31rRp0zR27FiNGDHCvnbHhQsXNHfuXP3yyy968803szVDVgQFBenQoUOy2WyqW7eu3nrrLb344ovpvmGvX7++goODn3BKAACAlGbPnp3m9gIFCqRobjxqy5Yt+vvf/66yZctq8eLF8vX1TbH/n//8py5duqRBgwalaGxIUokSJTRkyBB9/PHH2rdvH1dvAACA/y/Q3AAAB8TGxmr06NGqU6dOhgtEzpo1SydOnNDMmTPl5eWV6bhP6uK5gQMH6tixY/rmm2+0fft2+8LqiYmJstlsatu2bYo1SlzF6dOn9fLLL6tXr16yWq2Z3r5x48ZatGjRE0gGAACQvrNnzxq6/cqVKxUaGqp69epp3rx5aU4nevToUUkP1+OYNWtWqv0XL16UJJ0/f57mBgAA+P8CzQ0AcMCGDRu0f/9+TZo0KcPbBQQEaMGCBdq4caP69OnzhNJlzs3NTbNmzVJoaKi+//7/tXfHIFX3axzAv0fIEpUIatJcEjy2hFBRQUOcgmitoHANzUGICKcIInKJpqQy0qDAqEBoCKRLEBktDg0RhatLkEODNhyIc4fL233vvVZ/35vpeft81t9zfjxn+8OX3/P8I3Nzc6nVauno6MihQ4dSqVRWu8Wv/jyqa3p6Ok1NTYV/u3nz5uzfv38FuwMA+Pn+eKm6d+/eb+5J+/TpU5Jkamrqu3d9/vz5p/cHALAWCTcACnj27FkOHDiQtra279a1t7enUqnk6dOnqx5uLLXPo1KprKkgYyl/HtW1nGADAKBeXb58Obdu3crIyEi+fPmSM2fO/E9Na2trkuT69etr/nsOAOBXEG4AFDA7O5uBgYFCtT09Pbl582bhux8+fJhXr14Vqi2VShkeHi5U+6v2efxsv2pUFwDAWtHa2prx8fH09/fnxo0bqVarGRoa+o+aHTt2JPnXKw/hBgCAcAOgkMXFxW+OCPhvGzduzMLCQuG7Z2ZmMjMzU6h2OeGGkAAAoH60tLTk9u3bGRgYyNjYWKrVas6fP//1vFKppKOjIxMTE9mzZ8+SezVev36dcrns9SsA8FsQbgAU0Nramo8fPxaqnZ+fT0tLS+G7T58+nX379v3V1gAAWGOWWvj9h4MHD6a7u3vJs6ampoyOjmZwcDD37t1LtVrNxYsXUyqVsm7duly7di2nTp1KX19fenp60t3dnQ0bNuTDhw958+ZN5ubm8vLlS+EGAPBbEG4AFNDV1ZXp6en09fX9sPbFixfp6uoqfPe2bduye/fu/6e9v52VGtUFAPArjIyMfPOsra3tm+FGkqxfvz4jIyM5e/ZsHjx4kGq1muHh4TQ0NKRcLufx48e5c+dOnj9/nsnJyTQ0NGTLli3Zvn17BgcHs2nTppX4SwAAa06pZm4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k7lzq70zqjsid/s6k7lzq70ze13OpvzOpO5f6O9PaI3KnxzOpO5d6/IdGjx4dn3zySZnrZs6cGQ8//HA0a9Ys2rVrF2+88UaFtpGN/Z1p7cXLe/XqFY0aNYr169fHBx98ECNGjIjnn38+JkyYkPbJWknu84iI//mf/4krrrgiWrduHQMHDoz69etHYWFhfPDBB7FixYq0vrR+/fXX47zzzos99tgjhg4dGjVr1ownnngiBg0aFCNHjozOnTtnte5Zs2ZF3759o27duvHLX/4ymjRpEgsWLIgnn3wy+vbtGw888EAcccQRaW2nZcuWcd55522xvEmTJhnVe+ihh5YZbH//830u9ng6dedif6dTd0Tu9Xc6dedif1MBKYAfmDhxYoX+bI81a9akPvnkk9T06dNT06ZN2+JPLmnTpk1q8uTJW13/3HPPpdq0aZPxuK1bt061adNmm386deqUuvzyy1NfffXVNsdq3br1Nv8UP64iNX9f165dU6+++upW1//1r39Nde3aNaMxv/nmm1Tnzp1TBx10UKpv376pNm3apN56662S9T//+c9T11xzTYVr3pZ58+aV/L1fv36ptm3bZjzGU089lSooKEhdf/31pZaPGjUqVVBQkHrqqae2u850LFq0KNW2bdtU//79t/nYp59+OlVQUJD65z//mUBl/2fAgAGpww8/PLVw4cIKPf+OO+5IFRQUpB5++OFSy//4xz+mCgoKSvVONr355pupgoKC1I033lhq+YYNG1Inn3xyqk2bNqmVK1eWO8Zdd92VKigoSM2fP79Sasykl1euXJnzaViQAAAgAElEQVRaunRpyc8FBQWpgQMHZrzNyy67LFVQUJB66aWXSi0fOnRoqm3btqkvvvgiq3VvzXPPPZcqKChI/eUvf0nr8VdccUWqoKAg4+18XyZ1FxYWpg477LDUgAEDUmvXrq3wNs8888xU69atU7NmzSpZtn79+tSpp56aOuSQQ1IrVqzIat3Dhw9PFRQUpKZOnVpq+ZIlS1L77bdfqlevXmnV3a9fv1SXLl3SeuzWzJo1K7V8+fItlo8fPz5VUFCQuuiii0qW5VJ/Z1L31uyI/s6k7lzq70zqzqX+3pqy3tdzqb+3JpPjkR3R3+Upq/Zc6vFM6s7VHv/qq69SBx10UMlx8g/7t7CwsOTf8fz581MFBQWp3/72txlvpzL297Zq35r77rsvVVBQkPbn6aT3+eeff5464IADUpdddllq48aNFdrGhg0bUl26dEkdfPDBqQULFpQsX7lyZeroo49OdenSJbVhw4as1n3ppZemCgoKUnPnzi21/IMPPkgVFBSkhg0bltZ2unTpkurXr19GtZWloKAgdcUVV2zzcbnW4+nWvTU7qr/TrTvX+jvdunOtv6kYV8oAW7jyyisjLy8vUqlU2s/Jy8uLU045JeNtFRUVxU033RTPPPNMbNiwYYv1qVQq8vLy4qOPPsp47K1Nv/R9eXl58ac//Smjcbe1XzZu3BhVqmR+y67BgwfHtGnTYvbs2dG+ffuSszU//fTTmDlzZrRr1y7222+/+OKLL2LSpEnx97//PZ544olo0aLFFmONHDky4+1vrwULFsSaNWu2ur6oqCitqx2+784774x169bF5MmTo06dOvGzn/2s1PouXbrEP/7xjwrVm47mzZtv9xiTJk2KiM2/3+87/fTT44477ohJkyZF7969t3s729KgQYOoVatWrFy5MqPnrV69OqpXrx41atSopMo2+9e//hX//Oc/46qrroomTZrExo0bY+3atVtcWl6eSZMmRa1ateKMM84otfyss86K0aNHx6RJk6JTp07ZLr1kn+6xxx6llletWjUaNmwYn332WUb7b9WqVVGzZs1tTnmWiUx6uU6dOlGnTp3t2l5RUVG89NJL0axZsy2uwBs0aFC88sorMWXKlBg2bFi542Tj32Dx2W2Z9n4qlYrVq1fHTjvtlPHVbJnUPX78+CgsLIwrr7wyatasGd99913k5eVl1DNff/11zJgxIzp27BgHHHBAyfJq1apF//794/LLL49XX301evXqlbW6V61aFRFb9n39+vWjRo0aGU/NuGnTplizZk3svPPOGb+Hfv//+ftOOOGE+P3vfx8ff/xxybJc6u9M6t6aHdHfmdSdS/2dSd251N9bU9b7ei71dyZ1b82O6O/ylFV7LvV4JnXnao9fffXV0apVq+jfv3+Zn9F+eDVxRVTW/t5W7VtT3Of//ve/M9peUvv8oYceio0bN8aVV14ZVapUiaKioqhatWpGPT5jxoxYsGBB9OrVK/Lz80uW16lTJ/r06RN33nlnzJgxI376059mre6t9Xjjxo0jIjLu8Q0bNpR8NsnLy8voud+3bt26WLdu3VZfq3O1x7dV99bs6P7eVt252t/bqjtX+5vMCGWALYwZMyaxbV133XUxceLE6NatW3To0CHq1q2btbG3Nqf091UklCl+3ta89957FTqYOuyww+KJJ56IRx99NA499NBS66ZPnx6/+tWv4uKLL47OnTvH9OnT46yzzop77rmnzCmZjj766Iy3X9mWLl0atWrVyug5r7/+epx55pnRvHnzWLZs2RbrmzZtGosXL85WiVmXSqXiww8/jEaNGm0x7VfNmjVjv/32K5lzNtsHP+vXr4+VK1fGxo0b45tvvomHH344Vq9enVFvXHDBBSUHfPvss0/069cvzjjjjEo5UHvttdciYvOXwsOGDYu//e1vsX79+mjUqFH07ds3hgwZUu4B+dKlS2PBggXRvn37LfqscePG0aRJk5g1a1bW646IOOSQQ2KnnXaK+++/P/bYY484+OCD47vvvosXXngh3njjjbjooovSPrDv0aNHrFq1KqpUqRJt27aNc845J44//vhKqbsy/e///m+sXbs2Dj744C3WHXTQQVG1atVK+30UFRVFUVFRfPfdd/Hpp5/GbbfdFhGZvy4eeuihsWrVqqhWrVq0b98+hg4dWimh3muvvRa1a9eOtWvXRu/eveODDz6IiIiCgoK46KKL4phjjtnmGMX7sqz5o4uXzZo1q8Jf6JXl8MMPj0cffTT+8Ic/xGWXXRYtWrSIpUuXxoMPPhgbN26MCy64IO2xFi9eHO3bt4+1a9dGzZo147DDDouLL754u6emLH5/2H333bdrnB+q7P4ur+5c7u+y6v4x9HdZdedif2fjfT0d2e7vTOrOtf5Op/Zc7PF06s7FHn/yySdjxowZ8fTTT2ctvCxLZbymZFL76tWr47vvvos1a9bEnDlz4tZbb43q1aunPb1wRLL7/O9//3u0bNky3n///bjlllvis88+iypVqsRBBx0Ul156aVpTdr///vsREdG+ffst1hUvmzVrVtpfWqdT9+GHHx5/+9vf4tJLL42LLrooGjduHAsXLow777wz6tatG2eddVZa2yqu/+CDD47169dH7dq148gjj4xLLrkk9tprr7THiIh46aWXYvLkybFx48aoV69edO/ePS655JJo0KBBRuNsS7Z7PJO6c6m/06k7F/s7nbpzsb/JnFAG2ELHjh0T29arr74aPXv2jBtvvDHrY8+dO3eLZRs3boz58+fHgw8+GJ9++mk8+OCDaY01evToUmHVn/70p7j99tu3eNy///3vWLVqVZx66qkZ1ztixIg444wztghkIiI6dOgQp512WvzlL3+Jzp07R4cOHaJXr14xderUjLeTTdOnT4933nmn5OdXXnkl5s2bt8XjVqxYEc8//3y0bds2o/GXL1++zblM161bl9GYSVq+fHmsWbNmq/cEady4ccyYMSNWrFgR9erVy+q233333RgwYEDJz7vsskuce+65MXTo0G0+t1atWnHCCSdEp06dokGDBrFw4cIYP358XHvttTF37ty47rrrslprRMRnn30WERH//d//Hc2bN48bbrghIjafgXr77bfHwoULy93uokWLIuL/zg76ocaNG8f//u//ZrnqzRo2bBh33313XHvttXHJJZeULK9Zs2bccMMNaV0Jtcsuu0SfPn3ikEMOiXr16sW8efNi7Nixcckll8TXX38dQ4YMqZTaK0t5v4/q1atH/fr1Sx6TbQ8++GDcfffdJT83bdo0br755rS/kNt9992jf//+ccABB0Tt2rXjk08+idGjR8fgwYPjlltuiZNOOimr9X722WexadOmOOuss6J79+5x7rnnxtKlS2PkyJFx4YUXxm233RYnnnhiuWMU78sfni33/WXZ3t9du3aNyy+/PO67775SrzWNGzeOsWPHxkEHHZTWOE2bNo327dtH69ato3r16vHhhx/G2LFj4/TTT4+HHnpou45J7rjjjoiICr0nl6ey+7u8unO5v8uq+8fQ32XVnYv9vT3v65nIdn9nUneu9Xc6tedij6dTd671+OLFi+PPf/5zDB48ONq0aZPm/2nFZHt/Z1r79ddfX+rkwX333TdGjBhR6l5c5Ulyn69cuTK+/fbbWL9+fQwbNixOP/30uOSSS2LevHkxcuTIGDx4cIwaNarMz68/3FZE2fu8+LUm3RPt0t3fZ555ZnzzzTcxbty4Uvfn2HfffeOJJ56IvffeO63ttWrVKk499dTYZ599YtOmTfHuu+/G+PHj480334zx48en/Xs74IAD4rjjjou99947Vq9eHW+99VY8/fTT8fbbb8eTTz6Z1WAmmz2ead250t/p1J2L/Z3u/s61/qZihDLADpVKpco8o6CyVK1aNVq0aBE33HBDnHPOOTF8+PD4/e9/v83n7brrriWXoi5cuDDq1au3xRmseXl5se+++8bBBx8cAwcOzLi2jz/+uNwp4Jo3bx7jxo0r+blNmzbx9NNPZ7SNVatWxUcffRQrVqyITZs2bbH+h9NUbMs777xT8uE5Ly8vXn755Xj55ZfLfOxee+2V1pRy39eoUaMyQ55iH374YalLhHPN2rVrIyK2epVE8fLix2VTmzZt4pFHHol169bFl19+GZMmTYrVq1fHunXrolq18t/+jz/++C2uzjjttNOiX79+8cQTT8Spp56a9of1dK1evToiImrXrh1jx44t2TcnnHBCnHDCCfHkk0/GoEGDomXLlmU+P519XRn7uVjdunVjn332icMOOywOP/zwWLt2bUyaNKnk9WVbwcygQYO2WNanT5845ZRT4q677oqTTz55q4FTLioqKoqIrf8+atasWWm/j1NOOSV+8pOfxKpVq2L27Nnx17/+NZYvX5728y+77LJSP3fv3j169eoVJ510Utxwww1xzDHHZHzVX3lWr14dGzdujJNOOqnUlY+HH354nHDCCXHLLbfECSecUO4VauXt7xo1akReXl6l7O/GjRvHvvvuG506dYq2bdvG4sWLY9SoUTFkyJB46KGHol27dtsc46abbir187HHHhu/+MUvok+fPnHNNdfE888/X6HaRo4cGS+//HJ07949evbsWaExtqYy+3tbdedqf2+t7lzv7/L2d6719/a8r2ci2/2dSd251t/p1J6LPZ7uPs+lHr/22mujXr16ceGFF6b9/1lR2d7fmdZ+zjnnxMknnxzLly+Pd999N2bMmJFRnye5z4uPz5cvXx7nnXdeqZOP2rVrFwMHDoxbb701xo8fX+62ytvnxTcvL35MNuqO2Py5v2nTptGmTZvo3r17tGjRIr766qt46KGH4pxzzolRo0bFnnvuuc3t3X///aV+Pv7446Nz584xZMiQuOmmm+KBBx5Iq+4JEyaU+rlHjx5x4IEHxnXXXRd33313XHPNNWmNk45s9nimdedKf6dTdy72d7r7O9f6m4oRygA71KGHHprWnOmV4eijj4577703rVCmZ8+eJR/W27RpE+eff37Wz5beeeed47333tvifhjF3n333dh5551Lfl6zZk1G99sYPnx4jB49utwrSzK9d8/AgQOjZ8+ekUqlonv37vHb3/42unXrVuoxeXl5sfPOO1foSpAjjzwyJkyYEP3799/iIOe9996LKVOmlPlldq4o/uC/tX1evDybX/AWq1u3bql78PTs2TN69OhRcqVYpqpVqxbnnXde/OpXv4rXXnst66FM8T444YQTSv2uq1evHieeeGLcc8898c4772w1lElnX1fGfo7YfFXemWeeGQMHDozf/OY3Jct79OgRffv2jeuvvz6OPvrojM+Aq1OnTgwePDiuu+66ePPNN7N+tn9lKp7HeGu/j++++y4rc2aXZc899yz5EHLsscdGt27d4vTTT49169ZV+IqjPfbYI0499dR4+OGHY+bMmXHYYYdlrd6aNWvGmjVrtphCokWLFtG+ffuYPn16fP755+WeqVbe/l63bl2kUqms9/+4cePimmuuiQceeCCOPPLIkuXHHXdc/OIXv4jf/e53aU0jWpa2bdtG165d46WXXor58+en9aHy+0aPHh233357dOzYMW699dasT7lYWf2dTt252N/l1Z3L/V1e3bnY39l+X9+abPd3JnXnWn+nU3su9ng6dedSjz/33HMxderUeOSRRyrtWO37srm/K1J7q1atSq6iP/744+Oll16Kiy66KKpVq1bhKWsra58Xf6EcEVv0+GGHHRb5+fnx/vvvR1FRUbn3sChvn3/33XelHpONuiMibr311njkkUdi4sSJUVBQULK8c+fOccopp8TNN99c6sq8TBx11FHRrl27ePvtt2PdunUVvvfmmWeeGXfffXfJNM7ZUtnHheXVnQv9nW7dudbf6dYd8ePob7at8ibqBEjDb37zm3j++efjpZdeSnzbRUVFGd84NGLzF7DZDmQiIrp16xZTpkyJe++9t9SZFEVFRTFixIj4n//5n+jevXvJ8pkzZ0aLFi3SGvuxxx6L+++/P4444oj4wx/+EKlUKoYOHRqXXnppNG7cOA444IAYMWJExjXvsssu0bRp02jWrFnceOON0bVr12jatGmpP/n5+RWemuuCCy6IatWqRc+ePWP48OGRl5cXzz77bFxyySXRv3//aNiwYZxzzjkVGjsJ9erVi5122mmrl4cvWrQodt5556zeS2lr6tatG127do3XX389vv766wqNUXxfnMLCwmyWFhH/d2l3w4YNt1hXvGzFihXbfH55+7qyrjQpDjt//vOfl1qel5cXxx13XKxduzZmzpxZobErc59XpvJ+H+vXr4/CwsLErvw58MADo2XLlts8y21bim9Umu3fRfEUjWWFdun0fkT5UyMUL8v2/n7wwQdL5p3+vt133z06dOgQc+bMqdB7bLHi3i/rfmLleeSRR+JPf/pTdOrUKe6///7t+hC8NZXR3xWte0f397bqztX+3lbdudrf35eN9/WyVPbrdyZ17+j+/qGyas/VHt9W3bnS4+vWrYsbbrghjjjiiGjatGnMmzev5E/E5iuh582bF0uXLq1wLT+Urf2drdqPPfbYqF27dqkZESqiMvZ5vXr1Sk4K3FqPb9q0aZs3cS+e1qmsfV7eVFsVrXv9+vUxatSoaNmyZakvrCP+LzSYNm1audvblqZNm5bcv6mi8vLyIj8/P+vHlpX9mpJJ3Un3d3l+WHcu9Xcmdf9Y+pttc6UMsEO1atUq/vjHP8aFF14YDRs2jD333HOLm/Xl5eXF6NGjs7rdDz74IMaMGbPFm9iO9Jvf/CY++OCDuPPOO2PEiBGxxx57RF5eXixatCjWr18frVu3jksvvTQiNh905uXllZo/tDxPPfVUdOjQIe65555YtmxZXHPNNfGTn/wkOnXqFH369ImTTjopFi5cmFG9zz77bERsvhogLy8v8vLyYsaMGTFjxoxyn1feFG0/1KhRoxg/fnxcc801MWHChEilUjFp0qSIiPjZz34W119/fdbvxZJNeXl50a5du5g+fXosWLCg5GAyYvMHizlz5kS7du2yfhb31hRfpr6tA8utKf7Qk+2bUUZEHHzwwTFu3Lj45ptvtlhXvKy8m3U3aNAg8vPzY+7cubF27dpSZ38tWrQovvnmm6xPYVRsyZIlERFlTgm4YcOGiNh8P6uK+PLLLyOi7LAqlxUUFEStWrXKDKPef//92LhxYxx44IGJ1bN27dptfim2LZX1uzjooIPis88+i2+++WaL96Ti3t/Wv7kDDjggIjZfQfhD7777bkRE1vf34sWLo3r16pFKpbZ4DSvu++L/VkRFXm8eeOCBuPXWW6Nz585xzz33lDoDMpuy3d/bW/eO6u906s7F/k6n7lzs77Js7/t6WZJ4/c6k7lx7/f5h7bnY4+nUnSs9vnbt2igsLIw33nijzGmU33vvvTj22GPjpJNOiltvvbXC9XxftvZ3tmrfuHFjrF+/frv7vLL2+QEHHBDvvPNOLFq0aIsrvr755puoVq3aNj+PFe/P9957b4vPr8W/h23t80zqvvzyy2P9+vVbPf7esGFDrF+/vtztbcu8efOievXqseuuu1Z4jE2bNsXXX3+d9c9Wlf2akkndSfd3eX5Yd15eXs70dyZ1L1u27EfR32ybUAbYof7xj3/ExRdfHJs2bYrVq1dnHAyU54fTaBVbsWJFrF69OqpVqxY333xzhcZ+/vnnY+zYsfHll1+WOUdqXl5ezJkzJ6Mx69atG08++WQ8/vjj8eqrr8b8+fMjYvOHve7du8eZZ55ZculorVq14q677kp77C+//DL+67/+q6S2iP/7krhu3brRu3fvGD9+fPTt2zftMa+88srIy8uL448/PmrUqFHycyqV2upz8vLyMgplIjaf3fjggw9GYWFhfP7555FKpWKvvfaKRo0aZTROZSsqKoqFCxfGLrvsUqq2Hj16xPTp0+ORRx6Jq6++umT5+PHjY82aNXHyySdntY6lS5eWebD69ddfx9SpU2OXXXYpOeDcWs3Lli3bYmqSoqKikkugu3btmtWaIzb/e911111j0qRJcf7550edOnUiYvNc1s8++2xUr149jjjiiIjYfNPRJUuWxG677Rb169cvGePkk0+OkSNHxrhx42Lw4MElyx955JGI2Py7qAytWrWKN954I5555plSB9zr16+PyZMnR5UqVUo+HJVV+4YNG6KoqCh22WWXUuMWFhbGww8/HDVr1iw1DUmuKSwsjGXLlkWjRo1K/h922mmnOOaYY2LKlCnx8ssvl/rwPGrUqKhatWqccMIJWa3j22+/LfMLt6lTp8b8+fNL+qe8utesWRNVq1bd4kvaL774IiZMmBC777571qfu69mzZzzzzDMxbty4OPLII0teo2fPnh0zZ86Mli1bRvPmzUsev2TJkli5cmXk5+eXnN2/5557xiGHHBLTpk2LDz/8sOQ+ABs2bIixY8dG7dq1t/qeWFH77rtvzJkzJ1544YVS01HMnz8/pk2bFs2bNy/1OlJW3StXroydd945qlatWmrsGTNmxN///vdo06ZN2vcNu++++2L48OHRpUuXuOuuu7I21UJl93e6dedaf6dbd671d7p151J/Z/K+nqnK7O9M6s61/s6k9lzq8UzqzpUe32mnneLOO+8sc93FF18cBQUFMXTo0ArfQ7Iy93emtW+tz8eNGxfr1q2Lgw8+eJu174h93rNnz3jnnXfiscceKzXt9yuvvBJLliyJzp07l/p3t3DhwigqKormzZtH9erVIyKiQ4cO0bRp03jxxRfjoosuKrnCbNWqVfHUU09F06ZNt3kz9UzqbtCgQey2227xxRdfxMyZM0vt25kzZ8Znn30WP/3pT0uNUVbdy5cvL/ML+SlTpsTcuXOjW7duJY8tT1mfrSI2389j+fLl2/V5sDJ7PJO6c6W/M607V/o7k7pzrb+pOKEMsEPddttt0bBhwxgxYkS0adMmq2OX9Yadl5cX+++/f+y9995x2mmnVegAf9SoUXHzzTdH3bp14+CDD87qfRFq1KgRgwYNyvp9UqpUqVJysFN8ie73z1Zp0qRJfPXVVxmNOWbMmIj4vxvaFf9cWerXr1/qC/gkPPvssyVB4YIFCyKVSpWa5u2CCy4o+fusWbNiwIAB0bNnz1I3KOzVq1c8++yzMXbs2Fi5cmXJfZQef/zxOPTQQ7eYv3Z73XffffHWW2/FkUceWTJdx+effx7PPvtsrFmzJm666aaSA8ut1XzSSSfFoYceGq1bt44GDRrEwoULS/bF2WefHfvtt19Wa47YPBXef//3f8cVV1wRvXv3jj59+kRExNNPPx2LFy+OSy65pOQA95VXXomrrroqLrzwwhg2bFjJGOeee2689NJLccstt8SCBQuidevW8a9//SsmTpwYJ554YnTq1CnrdUdsvrfSpEmTYty4cbFo0aLo3LlzFBUVxeTJk+Pjjz+O/v37l7zWlFX7mjVrolu3btGtW7do2bJl1KtXL+bNmxcTJkyIFStWxO9+97vtDiEz6eWI2GI6wwULFpQsy8/PLxWuPvbYY3H33XfHjTfeWKqff/3rX8fbb78dl19+ecyePTuaNWsWU6dOjb/97W/xq1/9aqv3B6po3UOGDIldd9012rdvH/n5+bFmzZp4//3346WXXop69erFFVdcUWrssuqeN29enHvuudG1a9do0aJF7LzzzvHpp5/G008/HevWrYtbbrklrS/7M6m7Y8eO0bt375gwYUKcffbZ0a1bt1i6dGmMHTs2qlWrFn/4wx9KjT18+PCYOHFijBkzptQHrquvvjr69esXZ599dgwaNCh22223mDJlSnzwwQdx3XXXpTVNYiZ1Dxs2LIYOHRqXX355TJs2Ldq2bRuLFi2KcePGRVFRUan7K22t7nfeeSduvPHG6NKlS+y5555RvXr1mD17dkyaNClq1qwZ119//TZrjtj8uxw+fHg0aNAgjjnmmHjhhRdKra9du3ap6T9zpb8zqTuX+juTunOpvzOpO5f6O5P39Yjc6e9M6s6l/s609lzq8UzqzpUer169+hbTv37f7rvvXmr9ypUrY+zYsSV/j9h8T8ziHm/Tpk2pk4cqc39nWvuJJ54Y7du3j3bt2sUee+wRK1asiGnTpsVrr70WTZs23eLG9bmyz3v06BFTpkyJxx57LAoLC6Njx44xf/78ePTRR2OXXXaJK6+8stTzr7jiipg2bVpMnTq1pA+rVq0af/jDH+L888+Pvn37Rv/+/aN69erxxBNPxOLFi+Pee+/d4ov47a172LBhcd1118XgwYPj9NNPjxYtWsSXX34Z48ePj2rVqsXFF1+8zbqfffbZmDBhQnTu3DmaNWsWmzZtinfffTdeeOGFaNCgQVx11VXl1lzs3nvvjZkzZ8ZPf/rTyM/Pj7Vr18abb74Zr7/+erRs2TKGDh1a8thc6vFM6s6V/s607lzp70zqrlKlSk71NxUnlAF2qC+++CJ+/etfZz2QiYiSg5lse/TRR6Ndu3YxZsyYrM1VX1RUFEcccUQMGTIkfvWrX2VlzO9r0qRJLFiwICI2hyhNmjSJ9957r+RMxzlz5mR8X5OOHTuW+3M2zZ49O15++eWYN29e5OXlRfPmzeOYY44pOeunsjz99NNbzMf6/TO0fvhFdlmqVq0a999/f9xzzz3xwgsvxHPPPRcNGzaMQYMGxdChQ9M6QMtEly5dYvHixfHSSy9FYWFhbNiwIRo1ahRHH310DBw4MK1Lp0888cSYNm1avP3227Fq1aqoXbt27L///nHllVfGcccdl9V6v++UU06J3XbbLR544IG4++67Y9OmTVFQUBDDhw9P66zcOnXqxOOPPx533HFHvPjiizF+/Pho2rRp/PrXv46zzjqr0urOz8+PCRMmxIgRI+Ktt96K119/PapXr5KwCNgAABK6SURBVB6tWrWK66+/viRg2ppatWrFscceG7NmzYqpU6fGmjVrSr6cGjRoUFZuKp9pL//wTMSvvvqqZFnHjh3TuuItPz8/xo8fH7fffnvJlWEtWrSIa6+9Nk477bSs192nT5945ZVXYsKECbF8+fKoWrVqNG3atOQDaTpzOTdo0CA6deoU06dPj+eeey7Wrl0b9evXjy5dusTZZ58d+++/f9brjoi47rrroqCgICZMmFDypdlPfvKTGDp0aNrTHey///4xbty4uP322+Ohhx6K9evXR0FBQdx5553lfolR0bq7du0aY8aMiYceeihefPHFePLJJ6NOnTpx4IEHxjnnnJNW3+69997Rrl27eO2110rmgG/UqFH06NEjhgwZEnvttVdadX/wwQcRsfks8d/+9rdbrG/atGmpUCZX+juTunOpvzPd37nS35nUnUv9nen7eq70dyZ151J/Z1p7RO70eCZ151KPZ2LFihVb9Pjs2bNj9uzZEbH5rPd0rujOxv7O1IABA+Ktt96KcePGxfLly6NGjRqx1157xQUXXBCDBg1K67PYjtjnVapUiXvvvTceeOCBmDx5crz66qslIfZFF10Ue++9d1rjHHXUUfHwww/HPffcUzLjQ7t27eLhhx/OyrHuD/Xt2zf22GOPGDt2bEyYMCFWr14ddevWjSOOOCLOP//8tE4yK57a6sUXX4zCwsLYtGlT5OfnR//+/WPIkCFpT4n405/+ND777LOYNGlSLFu2LKpUqRLNmzeP888/P84555ySGQIicqvHM6k7l/o7k7pzqb8zqTuX+puKy0uVN88MQCUrnparMr8wLSoqigULFsTy5cvLnFqrQ4cOGY13wAEHxJVXXpnRVF/pOPTQQ+Pyyy9P+z4xmfj9738fs2bNKrkPzE033RRjx46N008/PTZt2hRPPvlknHLKKfHHP/4x69veHqlUKq699tp44okntvjd5eXlRZ8+feLaa69N7J4sAAAAALA9XCkD7FC9e/eOyZMnx4ABA6Jatey+JBUVFcVNN90UzzzzTJk3qiy+seVHH32U0bj5+fmxevXqbJVZ4qCDDio5Aybb+vXrF2+88UbJDdCHDRsWH3/8cTz22GMRsTkQuvTSSytl29vj/vvvj/Hjx8fhhx8e5557brRq1SoiIj755JN48MEHS+ZorYyriwAAAAAg21wpA+xQb7/9dgwfPjzWr18f/fr1i2bNmpU5nVOmV7NERFx11VUxceLE6NatW3To0GGrl8z27Nkzo3FHjRoVTz/9dEycODGrQdKHH34YgwcPjmuvvbbUDTcr05IlS6JatWqJ36slXd27d48mTZrEmDFjtrgaZtOmTdG/f/9YtGhRTJ06dQdVCAAAAADpE8oAO9QP7yXzwy/eK3o1S8TmIKd79+5x4403bleNPzRt2rQYPnx4rF27NqtB0nnnnRdffvllzJs3Lxo3bhx77bVX1KpVq9Rj8vLy4t5778245tmzZ8eee+4Zu+66a5nrV65cGV999VVG820n4cADD4zLLrss+vfvX+b6MWPGxK233hqzZs1KuDIAAAAAyJzpy4AdKtuByfelUqlo37591scdMGBAyd+vvvrqrAVJ7733XuTl5UXdunWjqKgo5s6du8VjKnrvlN69e8ef//znOOmkk8pc//rrr8ell15aofCrMuXn58e///3vra5fuXJl5OfnJ1gRAAAAAFScUAbYoTKdOiwThx56aHz88cdZH7eygqR33nmnUsaN2BwUlWfjxo0VDnwq05lnnhkPPfRQnHbaadGgQYNS65YsWRJPPPFEDBkyZAdVBwAAAACZEcoA/7F+85vfRP/+/aNjx45x3HHHZW3cygySKlN5ocvs2bO3es+dHalBgwbRoEGD+MUvfhG9evWKffbZJyIiPv3005g4cWLstddeUb9+/Xj++edLPS+pe/IAAAAAQCbcUwb4j/bXv/41LrzwwmjYsGHsueeeUaVKlVLr8/LyYvTo0Tuousr1+OOPx7hx4yIi4pNPPokmTZpEnTp1tnjcihUr4ttvv42TTz45br755qTLLNcP7zlUlry8vFJXAlX0HkQAAAAAUNlcKQP8x/rHP/4RF198cWzatClWr14dCxcuzNrY3333XTzyyCPx8ssvx1dffRUREXvuuWccd9xxMXjw4KhZs2aFxl2yZEk8+uijMXPmzFixYkVs2rSp1Pq8vLyYPHlyWmNVq1YtatSoUfK8qlWrlvz8/fFatGgRp5xySk5OA/bAAw/s6BIAAAAAIGtcKQP8x+rRo0esXLkyRowYkdYVF+latWpV9O/fPz766KPYaaedonnz5hERMX/+/FizZk3st99+MWbMmDKvSinPvHnz4vTTT48VK1ZE06ZNY/78+bHnnntGYWFhrF69OvLz82O33XaLp59+OuOa27RpE7fcckucdNJJGT8XAAAAAMiOKtt+CMCP0xdffBEDBgzIaiATEXHPPffERx99FMOGDYu33347Jk2aFJMmTYq33347LrroopgzZ06MGDEi43HvuuuuWL9+fUz4/+3dfUzVdRvH8c+ReBKIhWlbICtwcnBNQhHUZM5hlCRzLCSMUiABpSiXD3NljUxxM9tY5ySBQEmJwDEnOctEnKSpDNYTcyitB8M5mFi6SSXEzv2H69xxK3oOwTnI/X79Bef6nmvX+YcxPvyu7549qq6uliRt3LhRzc3NWrt2rXp6elRYWDiomb/66qs78p6Vffv26dq1a64eAwAAAAAAABgShDIARq0JEybcsP5rKNTV1WnhwoV6/vnn5eXlZXvd09NTubm5euKJJ/T555873LexsVGLFy/WlClTZDAYbK8bDAY999xzmjZtmrZt2zaomceOHSs3Nzf19vbq1KlTslgsslgsOnnypHp7ewfV0xnWr1+v2NhYbdq0SWfPnnX1OAAAAEPKZDIpLCxMjY2Nrh4FAAAATsKdMgBGreTkZH3yySdaunSp7rpr6H7cdXZ2avr06QPWo6KidOjQIYf7Xr58WSEhIZIkd3d3SdIff/xhq8fExMhkMjnc92+HDx9Wfn6+Ll26pL83VxoMBo0bN075+fmaP3/+oHsPly1btshiseijjz7Srl27FBERoZSUFCUkJPQLxAAAAEaCsLCw256pqKhQTEyME6YBAADASEQoA2DUioiIUH19vZKTk/XMM88oKChIbm5uN5ybMWOGQ33vvvtunT9/fsB6e3u7/Pz8HJ43ICBAV65ckST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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb12_A1G.inp.out_BLM-L_2020-02-13_16-07-43.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLM:\n", " fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data xef2_1.0-60.1eV_orb12_A1G.inp.out, pType=a, thres=0.001468340773845271, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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YNqkvPVq6qV2WEEJct7yicjZVBZodpzMor7w8Q9Pe24lRXf0YFeJLOy/ruJVhNUrz4eA3StO9vARlzMYeQh9Smu55tlO3vgagWrhxdnamS5cuNcYcHR3x8PCoHp8wYQL+/v5ERkYCMGPGDPr27UtQUBBGo5E5c+YQExPDvHnzGrz+P6PRaHhrbGdScovZcjKDJ7+K5qfJEQR6yG81QgjLlVtUxsZjSqDZdSazRqAJ8nJiRFdfRof40t7b8nudNDnGZNj7KUQvgdI8ZczBE3o/Bb2eBEdPVctrSKrvlqpNQkICWu3lw9Byc3OZNGkSqampGAwGunfvzvbt2+ndu7eKVV6bjU7L3Id6cP/CPRy5aOSxxfulB44QwuJkF5ax8Wgqa4+ksvtMzTU0HbydGdHVh1FdfQmSQGOZUo8ot54O/w9MFcqYRzsIfw66PQC2TW93mmoLitVyIwuS6kp6fgl3z9vNxdxierR05bun+koPHCGEqrIKStlwNI11R1LYfTarxi6njj7OjOrqy4iucsvJYpnNcPY3ZZHwuS2Xx1tGKOtp2g8HrXWdlH4j798SbhrI6bR87lmwG2NJBcM7+zBvfA900gNHCNGALjXWW3ckhahz2TUCTbCvsstpRBcf2jSXQGOxKsuVYxF2zYH0o8qYRgvB4yD8eYs8xLKuSLiphVrhBiDqXBYTvthHWaWJif1b84b0wBFC1LP0/BI2HEll7eHUP3QK7uLvwsiuvozs4itn4lm60nw4+LXSSdiYpIzZOkKPR6Dvs8rZT1auUWwFb4r6tvHgw3tDmLo8hi92xuPv2own+ksPHCFE3UrKKWLD0TTWH1EOp7zyV9iQFgZGdlVmaGSDQyOQnwb7PlM6CZdULRJ29II+T0PYE+Dgrm59FkrCTQMbF+pPcm4J768/wdtrlB44w7tIDxwhxK05l1HAuiOpbDiaSlxSXo3nugW4MqqrDyO6SKfgRiPzDOz5BGKWXe4k7N4W+r0AIQ+ArZzJVRsJNyp45rY2JOUUsXRvAlOXSw8cIcSNM5vNHE/JZ/3RVNYfSeFUWkH1cxoN9GrlzoguPtzZ2UfOcmpMkqJh1yw4vhqomnLzD4P+Lza6k7nVJOFGBRqNhhljO5OSV8JvJ9J58qtofnw2Qu55CyFqZTKZiU3KZf2RVNYfTeVCVlH1czZaDRHtPBne2Yehwd40d27YzuziFphMcGYT7JqtHJNwSfvh0G8qtAy32k7C9UUWFKuosLSCBxZGcfhiHq08HPhxcj/pgSOEqKHSZGZffDbrj6Sw4WgaqcaS6uf0NloGtm/OiC4+DO7ojcHBVsVKxQ2rKIMjPyg7nzKOK2NaWwi5T9nO7dVJ3fosjOyWqoUlhRuQHjhCiD8qqzCx62wmG46ksulYGlmFZdXPOdrpGNTJm+Gdfbi9Q3Mc9TIB3+iUGOHgV8rOp/xkZczOGcIegz7PgsFf1fIslYSbWlhauAE4k57PX+ZLDxwhmrKC0gq2ncxg47FUfjuRTn5JRfVzhma2DA32ZkQXH/q185RfgBqr/FTleIT9X14+HsHJW9nK3fNxaOaqbn0WTsJNLSwx3ADsPZfFI1U9cJ7o15o3x0gPHCGsXXp+Cb8eS2fjsVR2n8mqcdJ2c2c9d3b2ZnhnX/q0ccdWZ13dZpuUzDOwezbELofKqlk4j6CqnU/3g42sj7oe0uemEepzRQ+cL3fF4+/WjInSA0cIq3MmvYBNx9LYeCyVmMTcGj1oWnk4MKxqQXCPlm4yg9vYJR+CnR/DsZVU73wK6KMsEm4/wuqOR7AkEm4syJU9cGauOYa/qz3Du/iqXZYQ4haYTGZiknLZeFQJNOcyCms83y3AlWHB3gwL9qadlxMa2RXTuJnNEL9dCTVXnvnUfjj0exECw9WrrQmRcGNhavbAiWH+eC2DO3mrXZYQ4gaUVlSy+2wWG4+m8evxNDLyS6ufs9VpCG/rybBgb4YGe+PtIs3YrILJBCfXKKHm4gFlTKODLvcoPWq8O6tbXxMj4cbCXOqBk5pXwuYT6Uz8KpqJ/Vvzj+EdsbORKUwhLFVeUTlbTqaz6VgaW0+mU1hWWf2cs96G2zt6MSzYm9s6NMfFXrZsW42KMjj8P6XxXuYpZczGHro/AhHPNYkznyyRLCi2UKUVlUSuPcGS3ecB6Opv4JMHu0ujPyEsyIWsQn47kc7m4+lEncui4opTKb1d9AwN9mZYsA9923jILyfWpqxQOchy99zLB1nqDdD7SWU7t1NzdeuzQrJbqhaNJdxcsulYGn/7IZbconKc9Da8c3cXxoVKDwQh1FBRaeLAhRwl0JxI50x6QY3n23s7VQearv4GtLIg2PoUZcO+hcqW7uIcZczJG8KnKNu57S3/faWxknBTi8YWbgCSc4uZuvwQ+88r/yHdF9aCf4/tjIOd3FUUor7lFpWx7VQGm4+ns/VkOsYr+s/YaDX0auXOoI5eDAn2prXMrFqvvIuwZx4cWALlVYvC3VorO5+6PSgHWTYACTe1aIzhBpTfGOdsPs0nW85gNkM7LyfmPtSdjj6N53sQojEwm82cSS9g84l0fjueTvSFbK6424Sbgy13dPBiUCcvBgQ1x9BM1s9YtYxTyplPcd+DqVwZ8+kK/V+C4LvkIMsGJOGmFo013Fyy+2wmLy6PIT2/FL2NljdGBzO+T0vZPirELSitqGTvueyq201pJGYX13i+o48zgzp6MbiTF6EB0n+mSbh4EHb+p+bp3IH9YcBL0HawHGSpAgk3tWjs4QYgs6CUV/8Xy9aTGQCM7OpD5F9C5DdIIW5ARn4pW06ms/l4GjtOZ1J0xe4mOxstEW09GNzRizs6etHCzUHFSkWDOr8LdnwEZ3+7PNZhlLKdO6C3enUJCTe1sYZwA0pjsC92xvP++hNUmMz4uzbjk4e606Olm9qlCWGRKipNHErMZdvJDLafziAuKa/G817OegZ38mJQR2/6tfOQNW1NidkMZ36FHf8HCXuUMY0Out6rhBo5ndsiSLiphbWEm0tiEnN5ftlBErOLsdFqePXODkwa0EZ2aQgBJOUUsf1UJttPZbDrTCb5pRU1nu/WwsCgjt4M7uRFZz8Xub3b1JhMcGKVEmpSYpUxnR10fxgiXgB3OQLHkki4qYW1hRsAY0k50348zJq4FAAGBHnyn/tCae4sh7GJpqW4rJKo+Cy2n8pg+6kMzv7uqAM3B1sGBDVnYPvmDAzyxEu6AzdNleVwZAXs+A9knlTGbB0g7AkIfw5c5NgbSyThphbWGG5A2eHx/f5E/r3qKCXlJpo76/n4vlD6B3mqXZoQ9cZsNnM6vaD6VtPe+GzKKi6frK3Tauge4Mpt7ZVA08XfIIuBm7LyEohZqnQTzk1QxvQG6DNJabzn6KFufaJWEm5qYa3h5pJTafk8991BTqUVoNHA5Nvb8tKQ9tjopDuqsA55ReXsPKPcatp+OoOUvJIaz/sZ7LmtQ3MGBjUnop2nLLQXSjfh6MWw+xMoSFXGHDwhfDL0ehLsDerWJ66LhJtaWHu4AWVq/q3Vx1i2T/nNpGegG3Me7I6/azOVKxPixpVVmIhNymVXVaCJScyt0XdGb6OlTxsPBgZ5cnuH5rRtLidriyrFuUo34agFUJytjLn4K+tpekwAO9kF15hIuKlFUwg3l6yOS2baisPkl1bgYm/DO3d3ZVRXX1lsLCxaRaWJo8lGdp/NYvfZTKLP51BcXlnjmnZeTtW3mvq0dsfeVhqpiSsUZEDUPNj3OZTlK2NurZXGe90eBBs7desTN0XCTS2aUrgBSMwu4rllh4hNzAWUN4VJA9owrrsfeht5QxDqM5nMnEjNZ/fZTKLOZbH3XPYfdjW5O9rRt4179WJgmYUUV5WXpNx6OvAVVFQ1YvQKhgGvKN2EdbK9vzGTcFOLphZuQJnWn7vlDIt3xle/aXg563msXyvG9w7E4CBrEkTDMZvNnM0oYPfZLPaczSLqXBY5ReU1rnG2t6FvGw/C23gQ3taDDt7OMuMori3nPOz8GA4tvXxEgl8PGPgqtB8BWllzaA0k3NSiKYabS4wl5Szfl8CXO8+TalQWYTra6bi/V0smDmgtvw2LemE2m0nILqoOM3vOZZGRX1rjGgc7Hb1buxPexoOItp4E+7nIribx57LOKtu5Y5eBuerWZWB/GPgKtLlDjkiwMhJuatGUw80lZRUmVsUms2jHOU6kKvejdVoNo0N8mTSwDZ39ZOeAuHlms5n4zEIOXMgh6lw2e85mkvy7HU16Gy1hrdyqZmY8CWlhwFZ29InrlXEStn8ER34Ac9XW/7aDYODfITBc3dpEvZFwUwsJN5eZzWa2ncpg4fZz7D6bVT3ev50nkwa2YUCQp+w6EX+quKySuKRcDiTkcPBCDgcTcskuLKtxja1OQ/cAN/q29SCirQehAa6yCFjcuLRjsP1DOPoT1YdZBt0Jt/0dWoSpWpqofxJuaiHh5uqOXMzjs+3nWHs4hcqqfbadfF2YNLA1o0P85LdqUS05t5iDCTkcuKCEmaPJRipMNX+M2Nlo6dbCQFgrdyLaehAW6E4zOwkz4ialxMK2D+DE6stjHUcra2r8uqtXl2hQEm5qIeGmdonZRXyxM57/RidWn5LsZ7Dnif6teaB3S5z0stugKSmvNHEs2ciBCznVMzO/b5oH4O2ip2egGz1autEz0I3OfgbsbCQQi1uUdAC2fwCn1lcNaCB4HAz8G/h0UbU00fAk3NRCws31yS0q49uoCyzZfYHMAmXxp7O9DeP7BPJ4v1Z4y5k8Vim7sIyDVUHmwIUc4pJyKSk31bhGp9UQ7OuihJlAJcz4GezlFqaoOwl7Ydv7cHaz8lijhS73wIBXwaujurUJ1Ui4qYWEmxtTUl7Jz4cusnDHOc5VHUJoq9MwLtSfu0L9CWvlJmsnGiGz2UxyXgnHko0cTc7jWLKRYylGknKK/3Ctq4Nt9YxMj5ZudAsw4GAnM3iiHpzfqYSa+O3KY40OQu5X+tR4tlO3NqE6CTe1kHBzc0wmM5tPpLNw+1n2n8+pHrfTaekR6EpEW08i2nrQLcBV1udYmPJKE2czCqqCjLE6yOQVl1/1+iAvp+pZmR4t3Wjj6Sg9ZkT9MZvh3FZlTU3CbmVMawOhD0H/l8G9tarlCcsh4aYWEm5u3cGEHJZGJbDzTAZpxqv3K4loq/Qr6eQr/UoaUn5JOSdS85UAk2zkaEoep1ILKKs0/eFaG62GIG9ngn1dCPZzqf5TDpoUDcJshjObYdt7kLRfGdPZQfdHoP+L4NpS3fqExZFwU4v6DDfFFcUUlhfi2cyzTr+upbrUz+TSGUB7zv6x06yhmS1927gT0daTfu085FDDOlJaUUlSTjHxGYWcSFVmYo4mG7mQVXTV6530NpdDTFWQCfJ2kiM4RMO7FGq2RsLFaGXMxh56Pgb9poKLn6rlCcsl4aYW9RVuolKieH3H6wR7BvPJoE/q7Os2JleeEbTnbBZ747Mp+N0ZQc2d9VWzOsrMToC7nMp7LcVllVzILuRCVhEXsgo5X/XnhawiknOLMV3jv1xfg311kOns50Kwr4EWbs3k1pJQ11VDTTPoNVE5pdvZW936hMWTcFOL+go38Xnx3P3L3VSaK1l852LCfKShVEWlibiLeey54nTn0oqat0cC3JsR0caTsFZutHBzwM/VHh+DfZOZUcgvKedCVhHns/4YYn5/y+/3HOx0tHR3oKOPc9VsjIFgPxfcHeXEY2FBzGZl19PWK24/XQo1/aaCk5e69YlGQ8JNLerzttTMqJl8f/J7unh0YemopWg1srD2SiXllRxKyGXP2Ux2n80iJjH3D83fLvF0ssPX0Axfgz1+rpf/9HO1x9fQDC9nPTYWunDZbDZjLKkgp7CMnCLlI7uwnNyiMrILy0jNK6kOM1m/6+T7ey72NrTydCTQw5FWHg4EejgS6OFAoIcDzZ30cotPWC6zGc7+VhVq9iljNvbQ60mZqRE3pVGGm8jISKZPn87UqVOZNWvWNa9bsWIFb7zxBmfPnqVt27a888473H333df9OvUZbjKLMxn14yiKKor4YOAHjGg9ok6/vrUpKK1g//lsdp/J5GiykZS8EpJzi/8wu3M1Wg14u9jja/jXel4AACAASURBVLDH17UZfgYl9FwKP456GzQa0Go0aKD671zxd40GNGjQaoAr/q6p+hytcgFms5nconKyi8qqAkr574JLGTlFl8dyi8qvGdquxtPJrjq0tKoOL0qYcXWQWRjRyFwr1IRVzdRIqBE36Ubevy2iWcX+/ftZuHAhISEhtV63Z88e7r//ft5++23uvvtufvrpJ+677z527txJnz59Gqjaa/Ns5skTXZ5gbsxcZh+czeCWg7HTyZvTtTjpbbijgxd3dLg8LW02m8kpKic5t5iUvBJS8opJzlX+TMktITmvmDRjCeWV5qrnSyAhV8Xv4toc7XS4Odrh5mCHm6Md7g62uDrY4eWirxFipOuzsApmM5zbooSaxL3KmIQaoRLVZ24KCgro0aMH8+fPZ+bMmYSGhl5z5ub+++/HaDSybt266rHhw4fj5ubGsmXLruv16nsreHFFMaN/HE16cTqvhr3Ko50frfPXaOpMJjOZBaUk55WQkltc/WdKnhJ+UnJLKC6vxGw2Y0b5mXvp7yazWXlM1VjV3y+NX8uloOLuaIergxJUagYXO9yqxpRrbJvMuiHRxF3qU7P1PUiMUsZs7CHsiapQ46NqecJ6NKqZmylTpjBq1CiGDBnCzJkza712z549vPTSSzXG7rzzzlpvY5WWllJaenlhptFovLWC/0Qzm2Y81/053tz9Jp/FfcZd7e7CoDfU62s2NVqtBi8Xe7xc7AkNcK3Tr23+XfgxmZXbWNKYUIjfuVqo0emVUNP/RQk1QlWq/sRevnw5Bw8eJDIy8rquT01Nxdu75tSmt7c3qamp1/ycyMhIDAZD9UdAQMAt1Xw9xrYdS5BbEPll+SyMW1jvryfqjkajQavVoNNqsNFpsbPRSrAR4kqXQs3iEfDNXUqw0emhz7MwNRZGvCfBRqhOtZ/aiYmJTJ06lW+//RZ7++s/hPH3u0PMZnOtO0amTZtGXl5e9UdiYuJN13y9dFodL/d8GYBlJ5aRlJ9U768phBD1Ln47LB4JX4+DhD1VoeaZy6HGxVftCoUAVLwtdeDAAdLT0+nZs2f1WGVlJdu3b2fu3LmUlpai09Vcs+Dj4/OHWZr09PQ/zOZcSa/Xo9fr67b469DPrx99ffsSlRLFnINz+OC2Dxq8BiGEqBMJe2HLzMsHWur0Skfh/i9KR2FhkVSbuRk8eDCHDx8mJiam+iMsLIzx48cTExPzh2ADEB4ezqZNm2qMbdy4kYiIiIYq+7ppNBpeCXsFDRrWnV/HkcwjapckhBA35uJB+Pav8OUwJdhobZU+NVNjYOQHEmyExVJt5sbZ2ZkuXbrUGHN0dMTDw6N6fMKECfj7+1evyZk6dSoDBw7k/fffZ9y4cfzyyy/8+uuv7Ny5s8Hrvx4d3Tsypu0YVp5dyUfRH7H4zsXSdE0IYflSj8CWd+HkGuWxRgfdx8PAv8mBlqJRsOiVkgkJCaSkpFQ/joiIYPny5SxevJiQkBCWLFnC999/bxE9bq7l+e7Po9fpOZB2gK2JW9UuRwghri3jJPzvMfi0nxJsNFoIeQCe2w9jP5FgIxoN1fvcNLT67nNzNbMOzOKLI1/Q2tCaH8f+iI1W9R34QghxWdZZ2PYBHP4vmKs6hHe+G26fBs07qFubEFVu5P3bomdurMXErhNx07sRnxfPj6d/VLscIYRQ5CbAyudhbi+IW64Emw6j4JldcO8SCTai0ZJw0wCc7Zx5utvTAMyLmUdheaHKFQkhmjRjCqx5Beb0gINfg7kS2g2Fp7bAg9+BT5c//xpCWDAJNw3kvvb30dK5Jdkl2Sw+sljtcoQQTVFBBqyfDnNCYf/nYCqH1gPhiY3w8A/g30PtCoWoExJuGoitzpYXe74IwNfHvia9KF3lioQQTUZRNvz6b5gdAlHzoKIEAvrCo6uUj5aWuylDiJsh4aYBDWk5hNDmoRRXFDMvZp7a5QghrF2JEbZEwqwQ2PkxlBeBX3cYvwKeWK/M2ghhhSTcNKBLjf0Afj7zM6dzTqtckRDCKpUXw+5PYHY32PYelOWDdxd4YJmyriZoiHIirBBWSsJNAwv1CmVo4FBMZhP/OfAftcsRQliTynKIXqwsFN74TyjOBo8g+OtieHoHdBwpoUY0CdJwRQVTe0xlS8IWdl7cSVRKFH19+6pdkhCiMTOZ4OiPsOUdyD6njLm0gNtfg24Pgk5+1IumRWZuVBDoEsh9He4D4D/R/8F0qWmWEELcCLMZTm2AzwbCiolKsHHwhOHvwfMHoMcjEmxEkyThRiXPdHsGJ1snjmcfZ825NWqXI4RobM7vgi+Hw3f3Qdph0LvAHf9UDrXs+yzY2qtdoRCqkXCjEjd7NyZ2nQjAnENzKKkoUbkiIUSjkBwD3/wFloyExCiwsYeIF2BqLNz2N9A7q12hEKqTcKOihzs9jI+jD6mFqSw9vlTtcoQQlizzNPz3UVh4G5zdDFobCHsCXjgEw94GB3e1KxTCYki4UZG9jT0vdH8BgM8Pf05OSY7KFQkhLE5uIvwyBeb1hmM/Axroeh9M2QejPwYXP7UrFMLiSLhR2ag2o+jk3omC8gI+i/tM7XKEEJaiIAPWvQaf9IBD31YdajkSntkJ9ywCj7ZqVyiExZJwozKtRsvLYS8D8P2J70kwJqhckRBCVSV58Ns7yvlPexdAZRm0GgATN8GDy+RQSyGug4QbC9DXty/9/ftTYa5g1sFZapcjhFBDRSnsmQ+zQ2H7B1BWAL6h8PCPyvlPAb3VrlCIRkMaIFiIl3u+zO7k3Wy6sImY9BhCvULVLkkI0RBMJjj8P/htJuRVzdx6BMHgN6DTWOkoLMRNkJkbCxHkFsRd7e4C4P+i/w+z2axyRUKIemU2w5lflQZ8P01Sgo2zL4yZA5OjIHicBBshbpKEGwsyJXQKzWyaEZMRw+aEzWqXI4SoLxcPwtdj4dt7LjfgG/wmPH8Qej4qXYWFuEUSbiyIl4MXE4InADDr4CzKTeUqVySEqFNZZ+F/j8GiOyB+O+jsIPw5pQHfgFfAzkHtCoWwChJuLMzjXR7H3d6dC8YL/O/k/9QuRwhRFwrSYc2rSq+aoz8BGgh5QDn/6c53pAGfEHVMwo2FcbR1ZEroFAA+jf2U/LJ8lSsSQty00nzYEqnsgNq/CEwV0G4oPLMD/vIZuLZUu0IhrJKEGwv0l6C/0NrQmpzSHGYfnK12OUKIG1VRBnsXKqFm23tQXgh+PZQt3Q//AD5d1a5QCKsm4cYC2WhtmN5nOgDfn/yeHUk7VK5ICHFdTCY4skK5/bTub1CUCe5t4d6v4KnfoPVAtSsUokmQcGOh+vr25eFODwPw5u435dwpISzdua3KQuEfnoCceHD0glH/B1P2Que7ZFu3EA1Iwo0Fm9pjKm0NbckszmTGnhnS+0YIS5R6BL65G74eBykxYOcEd7yunNbd60nQ2apdoRBNjoQbC2ZvY897A9/DRmvD5oTN/HzmZ7VLEkJcYkyGn6fAp/3h7G+gtYU+z8ALMXDb30HvpHaFQjRZEm4sXEf3jjwX+hwA7+17j8T8RJUrEqKJK82vOtiyB8R8C5ih893w3D4Y8T44NVe7QiGaPAk3jcBjnR+jh1cPiiqKeH3n61SaKtUuSYimp7ICohcroWb7B1BRDAF9YeKvcO8ScG+jdoVCiCoSbhoBnVbHuwPexdHWkUPph/jyyJdqlyRE02E2w6mN8Gk/WP0iFKYrQea+b+CJ9RDQS+0KhRC/I+GmkfB38q/eHj4/Zj5Hs46qXJEQTUBKnLJQ+Lt7IeMENHOD4e/D5L0QLCd2C2GpJNw0ImPajGFo4FAqzBVM2zGN4opitUsSwjrlXYSfnlVO7I7fppwBFfGCsli47zNgY6d2hUKIWki4aUQ0Gg1v9n2T5s2aE58Xz8cHPla7JCGsS2k+bH4bPukJsd8BZujyV3guGoa9Dc1c1a5QCHEdJNw0Mq72rszsNxOAZSeWseviLpUrEsIKVFbA/i9gTnfY8ZGyWLhlBDz5G/z1C3ALVLtCIcQNkHDTCEX4R/BQx4cAeGPXG+SW5KpckRCNlNkMJ9fDgghY8zIUZijHJdy/FB5fCy16ql2hEOImSLhppF7q+RJtDG3IKM7grai3pHuxEDcqOQa+GgPL7ofMk9DMHUZ8qByX0Gm0LBYWohGTcNNI2dvYEzkgEhuNDZsubGLl2ZVqlyRE42BMhp+egYW3wfkdoNNDvxdhagz0mSTHJQhhBSTcNGLBHsFM6T4FgMh9kSTlJ6lckRAWrKwItn1QtVh4mTLW9T54PhqGzgB7g7r1CSHqjISbRu7xzo/Tw6sHheWF0r1YiKsxm+HwDzC3F2x5B8qLIKAPPPUb3LMIXFuqXaEQoo5JuGnkdFod7/R/B0dbRw6mH2Tx0cVqlySE5Ug6AF8MgxUTwZgEhgD465fwxAbwl8XCQlgrCTdWoIVzC17r/RoA82LmcTzruMoVCaGyvIvw49Pw+SBI2ge2jjDon/DcfuhyjywWFsLKSbixEuPajmNIyyFUmCp4bcdrlFSUqF2SEA2vrAi2vg9zwyBuuTIWOh6ePwAD/wa2zdStTwjRICTcWAmNRsOb4W/i2cyTc3nnmHVwltolCdFwzGaI+58Sara+W7Wupi88tQXumg8uvmpXKIRoQKqGmwULFhASEoKLiwsuLi6Eh4ezbt26a16/ZMkSNBrNHz5KSmSWAsDN3o23+70NwNLjS9mdvFvlioRoAEnR8MVQ+PFJMF4EQ0v462LlxG7/HmpXJ4RQgarhpkWLFrz33ntER0cTHR3NoEGDGDduHEePXvvEaxcXF1JSUmp82NvbN2DVlq2/f38e6PAAAG/sfIO80jyVKxKinuRdhB8nweeDIWl/1bqaN+C5fdDlL7KuRogmzEbNFx8zZkyNx++88w4LFiwgKiqKzp07X/VzNBoNPj4+1/0apaWllJaWVj82Go03V2wj8nLYy+xN3Ut8Xjxv7XmLj277CI38oBfWoqwIds+BnbOUM6DQKOtqBr8Bztf/s0EIYb0sZs1NZWUly5cvp7CwkPDw8GteV1BQQGBgIC1atGD06NEcOnSo1q8bGRmJwWCo/ggICKjr0i1OM5tm1d2LN17YyOpzq9UuSYhbZzJB3H+r1tVEXj7cctIWuGueBBshRDWNWeVDiQ4fPkx4eDglJSU4OTnx3XffMXLkyKteGxUVxZkzZ+jatStGo5HZs2ezdu1aYmNjCQoKuurnXG3mJiAggLy8PFxcXOrle7IUC+MW8smhT3CydWLF2BX4OfmpXZIQNyfpAKz7O1yMVh67toShb0PwOLn9JEQTYTQaMRgM1/X+rXq4KSsrIyEhgdzcXFasWMHnn3/Otm3bCA4O/tPPNZlM9OjRg4EDBzJnzpzrer0b+cdp7CpMFTy+/nFiMmLo6d2TL4Z9gU6rU7ssIa5fQTr8OgNivlUe2znBgFeg72SwlbV2QjQlN/L+rfptKTs7O9q1a0dYWBiRkZF069aN2bNnX9fnarVaevXqxenTp+u5ysbJRmvDuwPexcHGgQNpB/jq2FdqlyTE9akshz3zlHOgLgWbbg8p/WoGvCzBRghRK9XDze+ZzeYat5H+7NqYmBh8faWHxbUEOAdUdy/+5OAn7E3Zq3JFQvyJc1vh0/6wYTqUGsGvO0z8Fe5eIOtqhBDXRdXdUtOnT2fEiBEEBASQn5/P8uXL2bp1K+vXrwdgwoQJ+Pv7ExkZCcCMGTPo27cvQUFBGI1G5syZQ0xMDPPmzVPz27B4d7W7iz0pe1gXv46Xtr7EtyO+pY1rG7XLEqKmnAuw8XU4vkp57OABg/8F3R8BrcX9HiaEsGCqhpu0tDQeeeQRUlJSMBgMhISEsH79eoYOHQpAQkIC2it+qOXm5jJp0iRSU1MxGAx0796d7du307t3b7W+hUZBo9Hwdr+3SSlIISYjhsmbJ7N05FI8mnmoXZoQUF4Mu2bDzo+hogQ0Ouj9FNz+GjRzU7s6IUQjpPqC4obWlBYU/152STbj14wnqSCJbs278fmwz7G3kbULQiVmszJLs+F1yEtQxloNgBHvg/fV+1wJIZquRrWgWDQcd3t35g+Zj4udC7EZsfxz1z8xmU1qlyWaovQT8M1d8N9HlGDj0gLuXQKPrpJgI4S4ZRJumpjWhtbMumMWNlobNpzfwCeHPlG7JNGUlOTB+unwaT9l4bBOr5zW/dw+6Hy39KwRQtQJCTdNUC+fXsyImAHA54c/58fTP6pckbB6JhMc+lbZ2h01D0wV0GEUTNkLg/4Jdo5qVyiEsCKqLigW6hnbdiwJxgQ+i/uMt/e8ja+jL+F+1z72QoibdvEArL2iu7BHOxj+PgQNUbcuIYTVkpmbJmxK6BRGth5JhbmCl7e+zJmcM2qXJKxJQQb8MgUWDVKCjZ2TcmTCs3sk2Agh6tUNhZuWLVuSlZVV/Xju3LlN4pRta6XRaHir31v08OpBQXkBUzZPIbM4U+2yRGNnqoR9i5RbUIequguHPKB0F+73AtjYqVufEMLq3VC4SUpKorKysvrx9OnTycyUN8PGTK/TM+uOWbR0bklyYTIv/PYCxRXFapclGqukA8pMzdpXoTQPfELgiQ3wl8+ku7AQosHc0m2pJtYix2q52bsxf8h8DHoDhzMP8/rO12WLuLgxRdmw+iX4fDCkxIDeACM/gklboWVftasTQjQxsuZGABDoEsjsO2Zjq7Vl04VNzDo4S+2SRGNgMsGhpTA3DKK/BMxVt6CilS7Dcgq9EEIFN7xb6vPPP8fJyQmAiooKlixZgqenZ41rXnjhhbqpTjSont49eavfW0zbMY3FRxYT4BzAve3vVbssYanSjsKaVyBhj/K4eUcY9X/Qqr+6dQkhmrwbOn6hVatWaP6kyZZGo+HcuXO3XFh9acrHL1yvBTELmB87H51Gx/zB84nwj1C7JGFJSvNh63sQtQDMlWDroJwD1Xcy6GzVrk4IYaVu5P1bzpYSf2A2m5m+czqrz63G0daRb0Z8Q5BbkNplCbWZzXDsZ1g/DfJTlLFOY2F4JBhaqFubEMLq1dvZUnv37mXdunU1xr7++mtat26Nl5cXkyZNorS09MYrFhZFo9EwI2IGPb17UlheyJTNU8goylC7LKGmzDPwzd3wv8eUYOPWGsavgPu/kWAjhLA4NxRu/vWvfxEXF1f9+PDhw0ycOJEhQ4bw2muvsWrVKiIjI+u8SNHw7HR2zL5jNq1cWpFSmMLzvz1PUXmR2mWJhlZeDL+9AwvC4dwW5Syo26fB5ChpxCeEsFg3FG5iY2MZPHhw9ePly5fTp08fFi1axMsvv8ycOXP473//W+dFCnUY9AbmDZ6Hq96Vo1lHmb5zOpWmyj//RGEdTm2AeX1g+wdQWQbthsCUKGV9ja292tUJIcQ13VC4ycnJwdvbu/rxtm3bGD58ePXjXr16kZiYWHfVCdW1dGnJnEFzsNXasjlhMx8f+FjtkkR9y02A5ePhu/sg9wK4+MN938D4H8C9jdrVCSHEn7qhcOPt7U18fDwAZWVlHDx4kPDwy4ct5ufnY2sruyWsTXev7szsNxOAr459xfcnvle5IlEvKspgx39gbm84sRq0NtBvKkzZB8Fj4U92SgohhKW4oT43w4cP57XXXuP999/n559/xsHBgQEDBlQ/HxcXR9u2beu8SKG+kW1GkpifyNyYuby77138nPwY0GLAn3+iaBwSomDVVMg4oTwO7A+jPgKvTurWJYQQN+GGZm5mzpyJTqfjtttuY9GiRSxatAg7u8uH4H355ZcMGzaszosUlmFSyCTGth2LyWzi1W2vcjL7pNoliVtVnKuEmi/vVIKNY3O4eyE8tlqCjRCi0bqpPjd5eXk4OTmh09VsrZ6dnY2Tk1ONwGNppM/NrSmvLOfpX59mf+p+3PRuLBq2iA7uHdQuS9wosxmO/gTrX4OCNGWsxwQYMgMc3NWtTQghrqLe+txcYjAY/hBsANzd3S062IhbZ6uz5ePbPybYI5ic0hye2PAERzOPql2WuBG5Ccpi4R8eV4KNRxA8thbGfiLBRghhFeTgTHHDDHoDi4YtIqR5CMYyI09ufJKY9Bi1yxJ/prICds9Vtnef3gg6O6VnzbO7oFU/tasTQog6I+FG3BQXOxcWDl1ID68eFJQX8PSmp4lOjVa7LHEtyYfg80Gw8XUoL4LAfvDMLqVnjY1e7eqEEKJOSbgRN83R1pEFQxbQx6cPRRVFTN48maiUKLXLElcqLVDOglo0CFJiwd5Vuf306Gpo3l7t6oQQol5IuBG3xMHWgbmD59LPrx/FFcU8t/k5dl7cqXZZAuDkOuUWVNR8MJug673w3H5l4bBW/tMXQlgv+Qknbpm9jT2zB83m9ha3U1pZygu/vcDWxK1ql9V0GVPgvxNg2QNgTALXQHh4BdzzOTh5qV2dEELUOwk3ok7odXr+c/t/GBo4lHJTOS9teYlNFzapXVbTYjLB/s9hXm849gtodEqH4clRyrlQQgjRREi4EXXGVmfLBwM/YETrEVSYK/jbtr+x9txatctqGtKOKY341rwCpUbw7wlPb4Ohb4Gdg9rVCSFEg7qh4xeE+DM2Whsi+0diq7Vl5dmVvLbjNcpN5YxrN07t0qxTeTFs/xB2zQZTBdg5weA3odeToP1jLyohhGgKJNyIOqfT6ni739vYam1ZcXoFb+x6g3JTOX9t/1e1S7Mu8Ttg1QuQfU553HE0jPgADP7q1iWEECqTcCPqhVaj5c3wN7HT2bHsxDJm7JlBWWUZD3V6SO3SGr8SI2x6Ew4sVh47+8LID6HTGHXrEkIICyHhRtQbrUbLtN7TsNPa8dWxr4jcF0m5qZxHOz+qdmmN1+lNykGXxovK456PK+tq7OWcNCGEuETCjahXGo2GV8JewU5nx6LDi/go+iPKKst4KuQptUtrXIqylWZ8ccuVx26tYOxcaD1A1bKEEMISSbgR9U6j0fB89+ex1dkyP2Y+cw7NocxUxuRuk9FoNGqXZ/mO/QJrXoXCdEADfSfDoNfBzlHtyoQQwiJJuBENQqPR8Gy3Z7HT2jHr4Cw+jf2UssoyXuzxogScaylIV7Z2H1+pPPbsAOPmQUAvdesSQggLJ+FGNKiJXSdip7Pjg/0f8OWRLymrLOPvvf4uAedKZjPEfQ/rX4PiHKUZX/+X4La/yyGXQghxHSTciAb3SPAj2GntmLl3Jt8e/5ZyUznT+0xHq5GekuQlweqX4PRG5bFPV2W2xrebunUJIUQjIuFGqOL+jvdjq7Pl37v/zfcnv6fcVM6bfd9E11Qbz5lMcHAJbHwTyvJBZwe3/UM5PkFnq3Z1QgjRqEi4Ear5S9BfsNXa8s9d/+TH0z+SVpTGhwM/xNnOWe3SGlb2OVj5ApzfoTxu0UuZrWneQd26hBCikZL7AEJVY9qO4aPbPsJeZ8+ui7sYv3Y8CcYEtctqGKZK2DMP5kcowcamGdwZCU9skGAjhBC3QMKNUN3QwKEsGbEELwcv4vPieXDNg+xN2at2WfUr46Ry0OWG6VBRDK0GwOTdED5ZzoQSQohbJOFGWITOHp1ZPmo5IZ4hGMuMPL3paZafWK52WXWvshy2fwSf9oek/WDnDKNnwYSV4N5G7eqEEMIqqBpuFixYQEhICC4uLri4uBAeHs66detq/ZwVK1YQHByMXq8nODiYn376qYGqFfWtuUNzvhz+JaPbjKbSXMk7e99hZtRMyk3lapdWN9KOwaJB8NvbUFkGQcNgShSEPQ5a+T1DCCHqiqo/UVu0aMF7771HdHQ00dHRDBo0iHHjxnH06NGrXr9nzx7uv/9+HnnkEWJjY3nkkUe477772LvXym9hNCF6nZ53+7+rNPdDw/cnv+eZTc+QW5Krdmk3z1QJO2fBwtsgNQ7sXeHuz+Ch/4KhhdrVCSGE1dGYzWaz2kVcyd3dnQ8//JCJEyf+4bn7778fo9FYY3Zn+PDhuLm5sWzZsuv6+kajEYPBQF5eHi4uctigJduSsIXXdrxGUUURAc4BfDLoE9q6tlW7rBuTdRZ+egaS9imP2w+HMXPA2VvduoQQopG5kfdvi5kLr6ysZPny5RQWFhIeHn7Va/bs2cOwYcNqjN15553s3r37ml+3tLQUo9FY40M0Dne0vINvRn6Dv5M/ifmJjF87nu1J29Uu6/qYTLB3ISzopwQbO2dle/eDyyXYCCFEPVM93Bw+fBgnJyf0ej3PPPMMP/30E8HBwVe9NjU1FW/vmm8M3t7epKamXvPrR0ZGYjAYqj8CAgLqtH5Rv9q7tee7Ud/R07snheWFPLf5Ob46+hUWNuFYU24ifHMXrPubshOq9UBlJ1T3h0GOmRBCiHqnerjp0KEDMTExREVF8eyzz/Loo49y7Nixa17/+zOIzGZzrecSTZs2jby8vOqPxMTEOqtdNAx3e3cWDV3EPUH3YMbMR9Ef8cauNyirLFO7tJrMZji0FBZEQPw2pW/NiA/hkV/AtaXa1QkhRJOheodiOzs72rVrB0BYWBj79+9n9uzZfPbZZ3+41sfH5w+zNOnp6X+YzbmSXq9Hr5fDBhs7W50t/wr/F0FuQXyw/wN+OfsLF4wX+PiOj/Fs5ql2eZCfBqtfhJNrlcctesFdn4JnO3XrEkKIJkj1mZvfM5vNlJaWXvW58PBwNm3aVGNs48aNRERENERpQmUajYbxncazYPACnG2dicmI4cE1D3Ii+4S6hR39Ceb3VYKNzg6G/FvpMizBRgghVKFquJk+fTo7duzg/PnzHD58mNdff52tW7cyfvx4ACZMmMC0adOqr586dSobN27k/fff58SJE7z//vv8+uuvvPjii2p9C0IFEf4RLB21lECXQFILU5mwbgK/Xvi14QspyoYfnoD/PQbF2coJ3pO2Qv+XpMuwEEKoSNVwk5aWxiOPPEKHDh0YPHgwe/fuZf369QwdOhSAhIQEUlJSDwtpCQAAIABJREFUqq+PiIhg+fLlLF68mJCQEJYsWcL3339Pnz591PoWhEpaG1qzdORSwn3DKa4o5qWtL/FZ7GcNt9D41AZltubICtDoYODf4cnfwLtzw7y+EEKIa7K4Pjf1TfrcWJcKUwUfRX/E0uNLARjRagQz+s2gmU2z+nnBEqNyHtShb5THnu2VtTUtetbP6wkhhAAaaZ8bIW6GjdaG13q/xpvhb2KjsWHd+XU8tv4x0grT6v7F4rcrfWsOfQNoIPw5eHq7BBshhLAwEm6EVbi3/b0sHLYQV70rx7KOcd/q++qu4V9ZEaz7B3w1BvISlG3dj62GO98B23qaIRJCCHHTJNwIq9HLpxffjfqO9m7tyS7JZsrmKbwT9Q4lFSU3/0WTDsBnA2Dvp8rjno/Bs7uhVf86qVkIIUTdk3AjrEqAcwDfjfqOhzs9DMDyk8t5cM2DnMo5dWNfyFQJ2z+EL4ZC1hlw9oXxK2DMbNA710PlQggh6oqEG2F19Do9/+j9DxYMWYCHvQdncs/w4OoHWXp86fXtpspNgCWj4beZYK6EzncrszVBQ+q/eCGEELdMwo2wWv39+7Ni7Ar+v737jo+qyv8//pr0QEIaJCGFIgmhQ+hBuoq4dAVBUFD3u7sosKJu0dVdcV0Xd7+6rv50ddUVFCkWqoWm1AhICSUQSgwdEkMgDQiTMvf3x+h8NxKGYpI7M3k/H495kHvvCfPxCJM35557Tp/YPpTaSnlh6ws8/NXD5JXkXfmb0j+BN3rD8U3gF2R/Emr0LKgXXnuFi4jIT6JwIx4tIjCC1295nSe7P4mflx+pp1K5a9ldl082vlQEi34FC38O1kL79gmTN0Kne7TZpYiIm1G4EY9nsVgY33o8C4YuICE0wTHZ+IWtL2CtsMLxb+DN3rBnAVi8oN8T8MAKCL/J7NJFROQGaBE/qVMulV/i5R0vM+/APAASfUP529EDJJaW2h/xvvNtaNLT5CpFROTHtIifyBUE+ATwZI8neb37nwg3vMgsK2Bc4yjmteqL8auNCjYiIh5A4UbqFsOA3Qvou/hRFh4/Tu9LZZR6WZhpPcrUTU9xtuSs2RWKiMhPpHAjdUdJgX3C8OJfQWkxDeN68K8xK3ii+xP4efmx4eQG7lp2F1+f+trsSkVE5CdQuJG64dgm+6ThH3bxHvA03P85lvBmTGg9gflD55MQmsDZS2eZ/OVk/rb1b/bJxiIi4nYUbsSzVZTBV8/B7CFQeALCmsPPV0G/34KXt6NZy7CWzB8yn3ta3QPAB/s/YPzn48kqyDKrchERuUEKN+K5zmbBfwbBxhfBsEGne+1r18R1rbJ5gE8Af+jxB14b+Bph/mEcyj/E2M/GsuDAgmtb2VhERFyCwo14HsOAtDnwZh84nQYBITBmNox8/Zr2heoX349FIxZxc8zNWCusPP/N8/xi1S84VnSs5msXEZGfTOvciGcpKYBPfw0ZS+3HzfrAqDchJO66fyubYWPu/rm8kvYK1gorfl5+/LLDL3mw3YP4evtWc+EiIuKM1rmRuunkDvh3H3uw8fKBW2fAxKU3FGwAvCxe3NfmPhYPX0yvmF6U2kp5bddrjP50NDu+21GtpYuISPXRyI24P8OALW/A6j+BrQxCm8KYWRDbpRrfwuCLI1/w921/59ylcwDclXgXj3Z5lBD/kGp7HxERqZpGbqTuuHgOFkyAlU/ag03r4fCrDdUabMC+P9WQm4awbOQy7kq8C4CFmQsZvmQ4nx/+XBOORURciEZuxH2d2AafPGB/xNvbD27/K3T7n1rZxTvtuzT+vPnPZBXaHxXvFdOLp3s8TXyD+Bp/bxGRukgjN+LZDAM2/T+YNfi/1q5ZDd1/USvBBqBzVGc+HvYx05Kn4eflx6bTmxi1bBTvpL9DWUVZrdQgIiJV08iNuJeL52DJQ3Bohf247Z0w7BUIMO//5bGiYzy35Tm+yf4GgITQBJ5JeYZOkZ1Mq0lExNNcz89vhRtxH8e/gU8ehKKT4O0Pg2dC1wdrbbTGGcMw+OzwZ/zvtv8l35oPwN0t7+aRLo/QwE9/zkREfirdlhLPYrNB6j9h1h32YBPeAv7nS+j2c5cINmCfcDysxTCWjVzGqIRRAHx06COGLx7OiiMrNOFYRKQWaeRGXNuFs/ZdvL9dbT9uPwaGvnxNKw2baVvONv68+c8cLToKQO/Y3jzV4ynigm9szR0RkbpOt6WcULhxI8c2wSc/h+LT4BMAd/wdOk90mdGaqymtKOU/e//D23vepsxWRoB3AA91eoj72tyHr5dWOBYRuR4KN04o3LgBmw2+fhnWPA9GBUQk2veGim5ndmU35EjhEZ7b8hzbcrYB9gnHv+36W3rF9jK5MhER96Fw44TCjYs7f8Z+GyrrK/txh3Ew5CXwDzK3rp/IMAyWZS3jxe0vUmAtAODm2Jt5rMtjtAxraXJ1IiKuT+HGCYUbF3Y01X4b6nwO+ATCkBeh0wS3uQ11LQqthfx7z7+Zf2A+5bZyvCxejEwYydROU2lUr5HZ5YmIuCyFGycUblyQrQI2vgTrZoJhg4ZJcPd7ENna7MpqzImiE/wz7Z+sOrYKgECfQB5o+wCT2k6inm89k6sTEXE9CjdOKNy4mIvnYOHPIWuN/bjTBPjZ/4JffXPrqiW7cnfx4vYX2X1mNwANAxsytdNURiaMxNvL2+TqRERch8KNEwo3LuT0LvjwPig8Dr717HNrOo03u6paZxgGq4+t5uUdL3Py/EnAPun48a6P0zu2t8nViYi4BoUbJxRuXMSuefDZo1B+CcJvgrEfQFRbs6syVWlFKR8e/JA3d79JUWkRACmNU3i86+MkhSeZXJ2IiLkUbpxQuDFZeSmsfBK2vWM/bjkYRv0bAkPNrcuFFFoLeXvP28w7MI8yWxkWLIxIGMHUTlOJqh9ldnkiIqZQuHFC4cZERdnw0UQ4uRWwQP8noe9vwUu7gFTlRPEJXk17lRVH7ZuEBngHMKntJB5o9wD1fevGnCQRkR8o3DihcGOSY5vgo0lwIRcCQuDOt6Hl7WZX5RZ2n9nNi9teZNeZXQBEBEQwJXkKoxJG4ePlY3J1IiK1Q+HGCYWbWmYYsPUtWPkHsJVDZFsYOwciWphdmVsxDIMvj3/Jyzte5kTxCQBahLTgsa6P0Se2DxYPWgtIRKQqCjdOKNzUotKL8OkjkP6R/bjdaBj+ap15zLsmlFWU2Scd73mTQmshAJ0jO/NQp4foEd1DIUdEPJbCjRMKN7Xk3BH7Y97fpYPFGwb9BXo+5FGrDZup0FrIO+nvMHf/XMpsZQAkRyYzueNkUhqnKOSIiMdRuHFC4aYWZK62L8x3qRDqN7JvetlM67XUhJwLOby7910WHlpIqa0UgI6NOvJQx4foFdNLIUdEPIbCjRMKNzXIZoONL8LavwIGxHWDu9+HBjFmV+bxci/m8u7ed/nk0CdYK6wAdGjYgckdJ9M7trdCjoi4vev5+W3qM7gzZ86kW7duBAcHExkZyciRIzl48KDT75k9ezYWi+Wy16VLl2qpaqnSpUJYMB7WPg8Y0PVBuP9zBZtaElkvkie6P8HyO5dzX5v7CPAOYE/eHh7+6mHGfz6eDSc3UMf+HSMidZip4Wb9+vVMmTKFLVu2sHr1asrLyxk0aBAXLlxw+n0NGjQgOzu70isgIKCWqpbLfJcBbw2AQ8vB2x9GvA5DXwYff7Mrq3Ma1WvE77r9juV3LWdSm0kEeAew9+xepnw1hXGfj2Pt8bUKOSLi8VzqttSZM2eIjIxk/fr19O3bt8o2s2fPZvr06RQUFNzQe+i2VDXbuwiWToWyCxASb3/MOybZ7Krke2dLzvLevvdYcHABJeUlALQOb82vOv6KgfEDdbtKRNyG29yW+rHCQvujreHh4U7bnT9/nqZNmxIXF8fQoUPZuXPnFdtarVaKiooqvaQaVJTDyqfgkwfswaZ5P/jlegUbFxMRGMFjXR9jxV0reLDdgwT6BLL/3H6mr53OmE/H8OWxL7EZNrPLFBGpVi4zcmMYBiNGjCA/P5+NGzdesd2WLVv49ttvad++PUVFRbzyyit88cUX7N69m8TExMvaz5gxg2efffay8xq5+QkunIWPJ8HR7/8/3TwdBv4RvLVarqvLv5TPnIw5zN0/l4vlFwFIDEtkcofJ3Nr0VrwsLvXvHRERB7d8WmrKlCl8/vnnpKamEhcXd83fZ7PZ6Ny5M3379uXVV1+97LrVasVqtTqOi4qKiI+PV7i5Ubn7Yd5YKDgGfkEw8l/QZoTZVcl1KrQW8n7G+8zbP4/zZecBSAhN4FcdfsVtTW/D28vb5ApFRCpzu3Azbdo0lixZwoYNG2jevPl1f/8vfvELTp48yfLly6/aVnNufoLM1fDJg2AtgrBmcM+HENnK7KrkJyi0FvLB/g+YmzGX4rJiAGKDYrm39b2MShylDTpFxGW4TbgxDINp06axePFi1q1bV+VtpWv5Pbp370779u159913r9pe4eYGGAZ886Z9fyjDBk172ycO13M+N0rcR1FpEXMz5jLvwDwKrPbJ+sG+wYxuOZrxrccTXT/a5ApFpK5zm3Dz8MMPM2/ePJYuXUpSUpLjfEhICIGBgQBMnDiR2NhYZs6cCcCzzz5Lz549SUxMpKioiFdffZU5c+bw9ddf071796u+p8LNdaoogy9+Aztm24+T74Mh/wAfP1PLkppRUl7Cp1mfMidjDkeLjgLgbfFmULNBTGozibYN25pboIjUWW4Tbq70GOqsWbO4//77Aejfvz/NmjVj9uzZADz66KMsWrSInJwcQkJCSE5OZsaMGaSkpFzTeyrcXIeL5+Cjid9PHLbY94dKmaL9oeoAm2Ej9VQq7+17j605Wx3nu0R1YWKbifSL66d5OSJSq9wm3JhB4eYa5WXCvLvh3GH7xOG7/gNJg82uSkyw/+x+5mTMYfmR5ZQb5QA0CW7CvW3uZUSLEdTzrWdyhSJSFyjcOKFwcw2y1sBH94O1EEKawPgFEKXbEXXddxe+Y/6B+Xx06COKS+2Tjxv4NeDupLu5p9U9RNaLNLlCEfFkCjdOKNxcxda3YfnvwaiA+B4wdi4ENTK7KnEhF8susuTbJXyw/wNOFJ8AwMfLhzua3cHEthNpFa4n6ESk+incOKFwcwUV5bDySdj6lv244z0w7BXtDyVXVGGrYN3Jdby/733SctMc53tE92Bi24n0ju2tRQFFpNoo3DihcFOFkgL7NgpZawAL3PqMfdVhTRyWa5R+Jp05GXNYdWwVFUYFAM1DmjOh1QSGthiq9XJE5CdTuHFC4eZHzmbB/HGQdwh868Gdb0ProWZXJW4q+3w2c/fPZWHmQsfKx4E+gQy5aQhjWo6hTUQbkysUEXelcOOEws1/ObIRProPSvKhQSzcMx8adzS7KvEA50vPs+TbJXx06COOFB5xnG8X0Y67k+7m9ma36ykrEbkuCjdOKNx8b8d78PljYCuH2C4wbh4EaxVaqV6GYbD9u+18fPBjVh9fTbnN/ih5kG8Qw1oMY0zLMSSGXf/K5CJS9yjcOFHnw42tAlb9Eba8bj9udxeMeB18A82tSzze2ZKzLM1ayieHPnE8ZQWQHJnMmJZjGNRsEP7emsAuIlVTuHGiToebS0Ww8OeQucp+POAp6PtbTRyWWmUzbGzJ3sLHBz9m7Ym1jgnIIf4hjGgxgtEtR9M85Po30BURz6Zw40SdDTf5R2HeODizH3wCYdQb0HaU2VVJHZd7MZfFmYtZmLmQ7AvZjvPdo7szJmkMt8Tfgq+3r4kVioirULhxok6Gm1NpMHcMXMyD4Mb2+TWxnc2uSsShwlbB16e/5uODH7Ph1AZshg2A8IBwRiWM4q6WdxEfHG9ylSJiJoUbJ+pcuMn80r75ZdkFiO4A4z+EBjFmVyVyRdnns1mYuZBFmYs4U3IGAAsWesX0YmTiSAbED9DcHJE6SOHGiToVbnbNh2VT7U9E3TQAxs4B/2CzqxK5JmW2Mjac2MBHhz5i0+lNjvPBvsHc3vx2hrcYTqdGnbBozphInaBw40SdCDeGAV//E76cYT9uf7f9iSgfP1PLErlRJ4pPsDhzMZ8d/qzS3Jz44HiGtRjG8BbDiQ2KNbFCEalpCjdOeHy4sVXAiidh67/tx71+Dbc+C17a40fcn82wsT1nO8uylrHq2CpKyksc17pEdWFEixHc1vQ2gvyCTKxSRGqCwo0THh1uyi7B4l9CxlL78e0zIeVhc2sSqSEXyy7y1fGvWJa1jG+yv8HA/lEW4B3AwCYDGd5iOD0b98Tby9vkSkWkOijcOOGx4aakABZMgGOp4O0Ho960L9AnUgfkXMjhs8OfsSxrWaXtHiIDIxly0xCGtxhOQliCiRWKyE+lcOOER4abotPwwWjI3Qd+wTBuLtzUz+yqRGqdYRjsO7uPpd8uZfnR5RRaCx3XWoe3ZkTCCO5ofgfhAeEmVikiN0LhxgmPCzdnDsKcO6HoJARFw72fQHR7s6sSMV1ZRRkbTm5gWdYyNpzcQLlh39fKx+JD77jeDLtpGH3j+hLgE2BypSJyLRRunPCocHP8G5h3N1wqgIhEuHchhDU1uyoRl5N/KZ/lR5azLGsZ+87uc5wP9Amkf3x/BjcbzM2xN2v9HBEXpnDjhMeEmwOfwycPQvkliOsG4z+CehpqF7marIIslmUtY8WRFZy+cNpxPsg3iAHxAxjcfDApjVO07YOIi1G4ccIjws32d+Hzx8GwQcvBMHoW+NUzuyoRt2IYBul56aw4uoKVR1eSezHXcS3YL5hbmtzC4GaD6d64O75eCjoiZlO4ccKtw41hwLqZsP5v9uPOE2HIy+DtY25dIm7OZtjYfWY3K46sYNWxVeSV5DmuhfqH2oNO88F0jeqKj5f+vomYQeHGCbcNNxXl8PmjkPa+/bjfE9D/CdDS8yLVqsJWQVpuGiuPrmT1sdWcu3TOcS08IJzbmt7G7c1up3NkZ62hI1KLFG6ccMtwU3rRPr/m0HKweMGQl6Drg2ZXJeLxym3lbP9uOyuOrOCr419RYC1wXGsU2Ijbmt7G4OaD6dioI14WrQIuUpMUbpxwu3Bz4SzMHwsnt4FPAIx+F1oNMbsqkTqnzFbG1uytrDhqDzrFpcWOa1H1ori16a0MjB9I56jOunUlUgMUbpxwq3CTfww+uAvOZkJAKIz/EJr0NLsqkTqvrKKMzdmbWXl0JWuOr+F82XnHtQZ+DegX14+BTQbSK6YX9Xw12V+kOijcOOE24SZnrz3YnM+BkHj7GjaNksyuSkR+xFphZdOpTaw9sZZ1J9aRb813XPP39ielcQoDmwykb1xfIgIjTKxUxL0p3DjhFuHmVBrMGWVfnC+yrX3V4QYxZlclIldRYatg15ldrDm+hjXH13Dy/EnHNQsWkiOTGdhkIAPiB9CkQRMTKxVxPwo3Trh8uDmx1T5iYy2CuO4w4WMIDDW7KhG5ToZhkFmQyZrja1h7Yi0ZZzMqXU8ITWBA/ABuaXILbSLaYNGTjyJOKdw44dLh5ujX9u0USs9D05vtc2z8g82uSkSqQfb5bNaeWMuaE2vYnrOdCqPCcS2qXhQD4gcwsMlAukZ31aKBIlVQuHHCZcPN4XUwbxyUl0DzfnDPfPCrb3ZVIlIDCq2FbDi5gbUn1pJ6KpWS8hLHtWDfYHrH9aZfXD9ujrmZ0ACN3IqAwo1TLhluMlfDgglQYYWE22DsHPANNLsqEakF1gor32R/47h99d+LBnpZvGjfsD19YvvQJ64PrcJbaT0dqbMUbpxwuXBz4HP4+H6oKIWkITBmFvhoZ2KRuqjCVsGevD2sP7Gejac2cij/UKXrDQMb0ju2N71je5MSk0IDPxf4DBOpJQo3TrhUuNm3GBb+D9jKoc1IuOsd0E7EIvK9nAs5pJ5KZePJjWzO3lzp9pW3xZtOkZ0cozqJoYmalCweTeHGCZcJN7s/hCWT7Tt7dxgLI/6lDTBF5IpKK0pJy01j48mNbDy1kSOFRypdj6oXRZ+4PvSJ7UPPxj21eKB4HIUbJ1wi3KTNgWXTAAOS74Vhr4I24BOR63Cy+KR9VOfURrZmb+VSxSXHNV8vX7pEdXGM6jRr0EyjOuL2FG6cMD3cbHsHPn/c/nXXn8PPXgQvTRAUkRt3qfwS27/bzsaTG9lwckOlxQMBYoNi6dm4Jz1jetIzuqeewBK3pHDjhKnhZvO/YOWT9q97Pgy3/xX0rykRqUaGYXCs6BgbT20k9VQq23K2UWYrc1y3YKFVeCtSYlLo2bgnnaM64++thxjE9SncOGFauEl9Gb6cYf+696NwyzMKNiJS4y6WXWTHdzvYkr2FzdmbyczPrHTd39ufzpGd6RnTk5TGKSSFJ+lxc3FJCjdO1Hq4MQxY/zdYN9N+3P9J6Pd7BRsRMUVeSZ496JzezJbTW8gtya10Pcw/jB6NezhGdmKCtK+duAaFGydqNdwYBnz1Z0j9h/34lmegz2M1+54iItfIMAyOFB5hc/ZmNp/ezLacbVwsv1ipTdMGTenZ2D6q061xN62tI6ZRuHGi1sKNYcDKp2DL6/bj2/8KKVNq7v1ERH6iMlsZ6WfSHSM76XnplfbA8rJ40S6iHd0bd6dbVDc6RXbSI+dSa9wm3MycOZNFixZx4MABAgMD6dWrF3/7299ISkpy+n0LFy7kj3/8I1lZWbRo0YLnn3+eUaNGXdN71kq4sdlg+W/tT0aB/Ymo7r+omfcSEakhxaXFbM/Z7hjZOVp0tNJ1H4sPbRu2pVt0N4UdqXFuE24GDx7MuHHj6NatG+Xl5Tz11FOkp6eTkZFB/fpVbxq5efNm+vTpw3PPPceoUaNYvHgxf/rTn0hNTaVHjx5Xfc8aDze2CvhsOqS9D1hg+KvQeWL1v4+ISC3LuZDDluwtbM/ZzracbZy+cLrSdYUdqUluE25+7MyZM0RGRrJ+/Xr69u1bZZuxY8dSVFTE8uXLHecGDx5MWFgY8+fPv6y91WrFarU6jouKioiPj6+ZcFNRDkunwJ4FYPGCkW9Cx7HV+x4iIi7i1PlTbMvZxracbWzP2a6wIzXqesKNS633X1hYCEB4ePgV22zevJlHH3200rnbb7+df/7zn1W2nzlzJs8++2z1FXklFWWw6Bf2/aIs3vZ9otrdWfPvKyJiktigWGITYhmZMBKoOuzsPrOb3Wd28076Owo7UmtcZuTGMAxGjBhBfn4+GzduvGI7Pz8/Zs+ezfjx4x3n5s2bxwMPPFBphOYHtTZys32W/XaUly+MmQ2th1bf7y0i4oauZWSnTUQbkiOTSY5KJjkymfCAK//jVuo2txy5mTp1Knv27CE1NfWqbX+8R4phGFfcN8Xf3x9//1pYfbPzJMjeDUk/g5aDav79RERc3LWM7OzJ28OevD28l/EeAM0aNKNzVGd74IlMpklwE+2LJdfNJcLNtGnTWLZsGRs2bCAuLs5p2+joaHJyciqdy83NJSoqqiZLvDovLxhW9a0xERGpOuykfZdGWm4aO7/bSVZhFkeLjnK06CiLMhcBEB4QTudIe9jpHNWZpPAkfL18zfzPEDdg6m0pwzCYNm0aixcvZt26dSQmJl71e8aOHUtxcTFffPGF49wdd9xBaGholROKf8z0jTNFRKRKhdZCduXusoed3J3szdtbaV8sgECfQNo3bG8PO5Gd6dCoA0F+QSZVLLXJbZ6Wevjhh5k3bx5Lly6ttLZNSEgIgYGBAEycOJHY2FhmzrRvX7Bp0yb69u3L888/z4gRI1i6dClPP/206zwKLiIi1cJaYSXjbAZp39nDzs7cnRSVFlVq42XxIiksiU6Rnegc2ZlOkZ2IqhelW1keyG3CzZX+8M2aNYv7778fgP79+9OsWTNmz57tuP7JJ5/w9NNPc/jwYccifnfeeW1PJinciIi4J5th40jhEcdtrLTcNE6dP3VZu8jASDo06uB4tYloQ6BPoAkVS3Vym3BjBoUbERHPkXsx1zGqk/ZdGofyD1XaMgLsT2W1DG9Jh4b2sNOxUUfig+M1uuNmFG6cULgREfFcJeUlZJzNYM+ZPew5s4fdZ3ZzpuTMZe1C/UPtIzvfB572Ddtr7o6LU7hxQuFGRKTuMAyDnAs57M7b7Qg8GWczLpuobMFCi9AWjpGdDg07cFPoTXhZvEyqXH5M4cYJhRsRkbqttKKUg+cOsifPPrKz58yeKufu1PetT5uINrSLaEfbhm1pG9GW2KBY3c4yicKNEwo3IiLyY3kleY6RnT15e9ibt5eS8pLL2oX5h9Gm4feBJ6It7Rq2o1G9RiZUXPco3DihcCMiIldTbisnqyCLfWf3sTdvL/vO7uNQ/iHKbeWXtY2sF+kY3fnh1xD/EBOq9mwKN04o3IiIyI2wVlg5dO5QpcBzuPAwNsN2Wdv44HjHyE7biLa0iWijTUJ/IoUbJxRuRESkulwsu8j+c/vtYSdvH/vO7uN48fHL2lmw0DykOa0jWtM63P5qFdGKBn76OXStFG6cULgREZGaVGgtZN/ZfWSczWBv3l725u3lu4vfVdk2Liju/wJPRGtahbeiYWDDWq7YPSjcOKFwIyIitS2vJI+MsxkcOHeA/Wf3s//c/iqf0AL7CsutI1pXGuWJrh9d55/SUrhxQuFGRERcQaG10BF2Ms7Zg8/RwqMYXP5jOdQ/1HErq014G1qFt6JJgyZ1ah0ehRsnFG5ERMRVXSy7yMH8g5VGebIKsig3Ln9KK9AnkMSwRJLCkuyv8CQSwxKp71vfhMprnsKNEwo3IiLiTqwVVr4t+NZ+O+v7W1qH8g9hrbBW2T4+OJ6ksCRahre0/xrW0iMWH1S4cULhRkRE3F25rZzjRcc5mH+Qg+cOcjD/IIfOHSK3JLfK9kG+QbQMa0nLsJYkhdtHehLCEtxqt3SFGycUbkRExFPlX8p3BJ5D+Yc4eO4gWYVZVS4+6GXxoklHgddnAAAMUUlEQVRwE5LC7aM7iaGJJIYlEhMU45JzeRRunFC4ERGRuqSsoowjRUcqBZ6D+Qc5d+lcle3r+dQjITSBhLAEEkITSAxLJCE0wfRH1BVunFC4ERERsT+e/kPQyczPJDM/k8OFhy/bMf0H4QHhlcLOD7/W1gRmhRsnFG5ERESq9sNcnswCe9j5tuBbMvMzOVF8ospH1AFig2IrhZ2E0ARuCrkJX2/faq1N4cYJhRsREZHrU1JewuHCw/bAk/8tmQX2X680gblZg2Z8OurTaq3hen5++1TrO4uIiIjHCfQJpG1EW9pGtK10vuBSAd8WfOsY4fnh1+YhzU2q1E7hRkRERG5IaEAoXaO70jW6q+OcYRiUlJeYWBW43rNeIiIi4rYsFgv1fOuZWoPCjYiIiHgUhRsRERHxKAo3IiIi4lEUbkRERMSjKNyIiIiIR1G4EREREY+icCMiIiIeReFGREREPIrCjYiIiHgUhRsRERHxKAo3IiIi4lEUbkRERMSjKNyIiIiIR/Exu4DaZhgGAEVFRSZXIiIiItfqh5/bP/wcd6bOhZvi4mIA4uPjTa5ERERErldxcTEhISFO21iMa4lAHsRms3H69GmCg4OxWCzX9b1FRUXEx8dz4sQJGjRoUEMVeh71241T390Y9duNU9/dGPXbjbmefjMMg+LiYmJiYvDycj6rps6N3Hh5eREXF/eTfo8GDRroD+8NUL/dOPXdjVG/3Tj13Y1Rv92Ya+23q43Y/EATikVERMSjKNyIiIiIR/GeMWPGDLOLcCfe3t70798fH586d0fvJ1G/3Tj13Y1Rv9049d2NUb/dmJrotzo3oVhEREQ8m25LiYiIiEdRuBERERGPonAjIiIiHkXhRkRERDyKws01+te//kXz5s0JCAigS5cubNy40eySXM6GDRsYNmwYMTExWCwWlixZUum6YRjMmDGDmJgYAgMD6d+/P/v27TOpWtcxc+ZMunXrRnBwMJGRkYwcOZKDBw9WamO1Wpk2bRoNGzakfv36DB8+nJMnT5pUset444036NChg2MBsJSUFJYvX+64rn67NjNnzsRisTB9+nTHOfXd5WbMmIHFYqn0io6OdlzXZ5xzp06d4t577yUiIoJ69erRqVMnduzY4bhenf2ncHMNPvzwQ6ZPn85TTz3Fzp076dOnD3fccQfHjx83uzSXcuHCBTp27Mhrr71W5fW///3v/OMf/+C1115j27ZtREdHc9tttzn2+6qr1q9fz5QpU9iyZQurV6+mvLycQYMGceHCBUeb6dOns3jxYhYsWEBqairnz59n6NChVFRUmFi5+eLi4njhhRfYvn0727dvZ+DAgYwYMcLxgah+u7pt27bx1ltv0aFDh0rn1XdVa9u2LdnZ2Y5Xenq645o+464sPz+fm2++GV9fX5YvX05GRgYvvfQSoaGhjjbV2n+GXFX37t2NyZMnVzrXqlUr44knnjCpItcHGIsXL3Yc22w2Izo62njhhRcc5y5dumSEhIQYb775phkluqzc3FwDMNavX28YhmEUFBQYvr6+xoIFCxxtTp06ZXh5eRkrVqwwq0yXFRYWZrzzzjvqt2tQXFxsJCYmGqtXrzb69etnPPLII4Zh6M/clTzzzDNGx44dq7ymzzjnfv/73xu9e/e+4vXq7j+N3FxFaWkpO3bsYNCgQZXODxo0iE2bNplUlfs5cuQIOTk5lfrR39+ffv36qR9/pLCwEIDw8HAAduzYQVlZWaW+i4mJoV27duq7/1JRUcGCBQu4cOECKSkp6rdrMGXKFIYMGcKtt95a6bz67soyMzOJiYmhefPmjBs3jsOHDwP6jLuaZcuW0bVrV8aMGUNkZCTJycm8/fbbjuvV3X8KN1eRl5dHRUUFUVFRlc5HRUWRk5NjUlXu54e+Uj86ZxgGjz32GL1796Zdu3aAve/8/PwICwur1FZ9Z5eenk5QUBD+/v5MnjyZxYsX06ZNG/XbVSxYsIC0tDRmzpx52TX1XdV69OjB+++/z8qVK3n77bfJycmhV69enD17Vp9xV3H48GHeeOMNEhMTWblyJZMnT+bXv/4177//PlD9PyO0RvQ1slgslY4Nw7jsnFyd+tG5qVOnsmfPHlJTU6/aVn1nl5SUxK5duygoKGDhwoVMmjSJ9evXX7G9+g1OnDjBI488wqpVqwgICLjm76vrfXfHHXc4vm7fvj0pKSm0aNGC9957j549ewL6jLsSm81G165d+etf/wpAcnIy+/bt44033mDixImOdtXVfxq5uYqGDRvi7e19WXLMzc29LGHKlf3wRIH68cqmTZvGsmXLWLt2LXFxcY7z0dHRlJaWkp+fX6m9+s7Oz8+PhIQEunbtysyZM+nYsSOvvPKK+s2JHTt2kJubS5cuXfDx8cHHx4f169fz6quv4uPjQ1RUlPruGtSvX5/27duTmZmpz7iraNy4MW3atKl0rnXr1o4Hc6q7/xRursLPz48uXbqwevXqSudXr15Nr169TKrK/TRv3pzo6OhK/VhaWsr69evrfD8ahsHUqVNZtGgRa9asoXnz5pWud+nSBV9f30p9l52dzd69e+t831XFMAysVqv6zYlbbrmF9PR0du3a5Xh17dqVCRMmOL5W312d1Wpl//79NG7cWJ9xV3HzzTdftsTFoUOHaNq0KVADPyOuewpyHbRgwQLD19fX+M9//mNkZGQY06dPN+rXr28cPXrU7NJcSnFxsbFz505j586dBmD84x//MHbu3GkcO3bMMAzDeOGFF4yQkBBj0aJFRnp6unHPPfcYjRs3NoqKikyu3FwPPfSQERISYqxbt87Izs52vC5evOhoM3nyZCMuLs748ssvjbS0NGPgwIFGx44djfLychMrN9+TTz5pbNiwwThy5IixZ88e4w9/+IPh5eVlrFq1yjAM9dv1+O+npQxDfVeVxx9/3Fi3bp1x+PBhY8uWLcbQoUON4OBgx88CfcZd2datWw0fHx/j+eefNzIzM425c+ca9erVMz744ANHm+rsP4Wba/T6668bTZs2Nfz8/IzOnTs7HtOV/7N27VoDuOw1adIkwzDsj/o988wzRnR0tOHv72/07dvXSE9PN7doF1BVnwHGrFmzHG1KSkqMqVOnGuHh4UZgYKAxdOhQ4/jx4+YV7SIefPBBx9/LRo0aGbfccosj2BiG+u16/DjcqO8uN3bsWKNx48aGr6+vERMTY9x5553Gvn37HNf1Gefcp59+arRr187w9/c3WrVqZbz11luVrldn/1kMwzCuf7xHRERExDVpzo2IiIh4FIUbERER8SgKNyIiIuJRFG5ERETEoyjciIiIiEdRuBERERGPonAjIiIiHkXhRkRERDyKwo2IuD2LxcKSJUvMLkNEXITCjYi4vPvvvx+LxXLZa/DgwWaXJiIuyMfsAkRErsXgwYOZNWtWpXP+/v4mVSMirkwjNyLiFvz9/YmOjq70CgsLq7Ltn//8Z6Kioti1axcApaWl/O53vyM2Npb69evTo0cP1q1bV4vVi0ht0siNiHgMwzCYPn06S5YsITU1lcTERAAeeOABjh49yoIFC4iJiWHx4sUMHjyY9PR0RxsR8RwauRERt/DZZ58RFBRU6fXcc885rpeXlzNx4kRWrVrF119/7QgtWVlZzJ8/n48//pg+ffrQokULfvOb39C7d+/LbnOJiGfQyI2IuIUBAwbwxhtvVDoXHh7u+PrRRx/F39+fLVu20LBhQ8f5tLQ0DMOgZcuWlb7XarUSERFRs0WLiCkUbkTELdSvX5+EhIQrXr/tttuYP38+K1euZMKECY7zNpsNb29vduzYgbe3d6XvCQoKqrF6RcQ8Cjci4hGGDx/OsGHDGD9+PN7e3owbNw6A5ORkKioqyM3NpU+fPiZXKSK1QeFGRNyC1WolJyen0jkfH59Kt6BGjRrFnDlzuO+++/Dx8WH06NG0bNmSCRMmMHHiRF566SWSk5PJy8tjzZo1tG/fnp/97Ge1/Z8iIjVM4UZE3MKKFSto3LhxpXNJSUkcOHCg0rnRo0djs9m477778PLy4s4772TWrFn85S9/4fHHH+fUqVNERESQkpKiYCPioSyGYRhmFyEiIiJSXfQouIiIiHgUhRsRERHxKAo3IiIi4lEUbkRERMSjKNyIiIiIR1G4EREREY+icCMiIiIeReFGREREPIrCjYiIiHgUhRsRERHxKAo3IiIi4lH+P18yXNP1IQNGAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb12_A1G.inp.out_BLM-V_2020-02-13_16-07-43.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLMv:\n", " fileName = dataFile + '_BLM-V_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data xef2_1.0-60.1eV_orb12_A1G.inp.out, pType=a, thres=0.0014690955811964875, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLMv:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Differences, L vs. V gauge BLMs\n", "Max difference in BLMs (L-V): 0 (0.34692345160788+8.725762238127286e-17j)\n", "Plotting data (No filename), pType=a, thres=0.00034692345160788, with Seaborn\n" ] }, { "data": { "image/png": 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A8g99+/bFnDlzPJa5B5Sa2rZtGw4cOID58+cry0QEDocDhw8fRseOHQHgkhe37uW4mrKUlJRUCi6Ac0CfikTE6/JLuZJ9Km4v5YOfXeo4V7JPdY9zuWNUZx+TyYTi4uIalYX8D2PJxTLWRyy5Ei+88ILy/LrrrgMATJkyxWO5y1dffYWCggI88MADldbVJJbMnTsXo0aN8vj8OnXqhM8++wyTJk3C5MmTodFoMGHCBERHR0Oj0QBwXjhbrVa8//77GDhwIABgwYIFiImJwZo1a5CSkqIcb9GiRSgoKMDOnTvxzDPPYPr06Xj22WcrleWdd97BggULsHbtWqU8DocDADBs2DBMnDhR+Ww2bdqEDz/8EL179/Y4RklJCT7//PNKidLAgQMxbdo0jBs3DqmpqTAYDHjxxRfx008/KedEDYurktDdc889V2USfDnulYQA0LZtW7z//vvo3bs35syZo/zNuSoJL2XcuHG49957L7lNXFxcleu8VRJeqcGDB+Oee+5BYmIiDh8+jBdffBH9+vXDtm3bYDAYKm3vrULKW0VdWFgY9Hq918q606dPY/ny5fj888+VZUFBQUhOTsZrr72Gjh07Ijo6GgsWLMAvv/yCtm3bAvCsQHv99dfx9ttvY8WKFbjzzjuxZs0aj//Ps2fPxrPPPouioiJ06NABq1atgl6v9/oZbN68GV988QW+//57ZdmhQ4fw008/wWg0YunSpcjOzsajjz6K3NxczJ07t9IxtmzZgl27diEtLU1Z1qFDByQmJmLy5Mn46KOPYDabMWPGDGRlZXlU1E2cOBE9e/bEsGHDvJYvKCgIa9euxbBhw5SK7nbt2uF///sftFpnypiSkoKJEydizJgx6Nu3Lw4cOICZM2cqn3fLli2rdU6HDh3Cjz/+iFGjRmHZsmXIzMzEY489BpvNhpdeeslr+RozJtxUK8xmc5WtQmq1syOFK8ED4DH6qzcOhwN//etfMWHChErrWrRo4fG+lzN16tQqW19cli9fjl69enldFxkZiYyMDI9lMTExOHPmTKVtz507V+nLwH0fVyuMe8vU2bNnPb5QLicmJqbSF8vZs2eh1WoRERFRo32Ayi3Wl3pfwPmF17x5c4/jVHWMyMhIaDQar+9dcZ/c3Fw0a9asWmUh/8VY4lQfsaS29OjRA/n5+Thz5kylMv/73//GkCFDKrWmVBWTvJ3zhg0bsG/fPixatKjSupEjR2LkyJE4c+YMzGYzVCoVZsyYgVatWgGAEquSkpKUfZo1a4bIyEhl9HAXV6tUUlIS7HY7HnnkETz11FMeie706dMxdepUrF69Gl26dFGWR0ZGQqvVerwPAHTs2NGjhcll8eLFKC4u9loRMWnSJEycOBGnT59GWFgYjhw5gsmTJyvnRA1LU6wkvBLDhw9Xnnfu3Bndu3dHYmIivv/+e4+eK6739VYhBdSsgvLTTz9FaGgo/vznP3ss/+9//4sHH3wQcXFx0Gg0uOGGGzBy5Ehs374dQM0q0EaNGoUBAwbg9OnTmD59Ou69915s3Lix0uf2+++/Y9iwYXjppZcwYMAAZbnD4YBKpcL8+fMREhICAJgxYwbuvvtufPDBBzCZTB7HSUtLQ+fOnXHjjTcqy3Q6HZYsWYKxY8ciPDwcGo0G/fv3x+DBg5Vtvv32W/z4449IT0+v9Dm5lJSU4MEHH8TNN9+s9LKZPn06brvtNvz6668wmUx4+OGHcfDgQQwZMgRWqxXBwcF44okn8Morr3hUdF7unBwOB6KiovDxxx9Do9GgW7duOHXqFKZNm+aXCTe7lFOdcyVR7rVsO3bsuOQ+N9xwA37//Xele6f7o6qaw6pcbTfQ66+/Hnv37vW4yE9OTkZeXp7HtDC//PIL8vLyqrzg7datG3Q6HVatWqUsO336NHbt2lWji+Tk5GSPYwDAypUr0b17d+h0uir3Wb9+vUcXypUrVyI2NhYtW7as1vu2atUKMTExHu9dVlaGdevWVVl+vV6Pbt26VSrvqlWrKu2za9cuXH/99dUqCzVNjCVOtRVLakt6ejqMRiNCQ0M9lh8+fBhr1qyp1J0cqDqOeSt/WloaunXrhq5du1ZZhujoaAQGBmLRokUwGo3KBa1r+rV9+/Yp2+bm5iI7O1vpIumNiMBqtXr8rqZNm4bXXnsNK1asqPR71uv1+MMf/uDxPgCwf/9+r++TlpaGoUOHVlnJqFKplOkXFyxYgISEBNxwww1Vlpd8x1VJ6P5wJblXU0noHld27tyJzMxMXHPNNR7vezlX26U8MjIS58+fv+z7XInmzZsjMTERmZmZldZVVSHlraLu/PnzsFqtlSrrRARz585FampqpVh/zTXXYN26dSgsLMTx48exZcsWWK1WpVLrUhVoFSvqQkJC0LZtW9xyyy1YvHgx9u7dW2mKw927d6Nfv354+OGHK/UEat68OeLi4pTE1PU+IlJpqsfi4mIsXLgQDz30UKXPrFu3btixYwcuXLiA06dPY8WKFcjJyVHO6ccff8TBgwcRGhoKrVartFjfdddd6NOnDwDg888/x5EjRzBv3jz84Q9/QI8ePfD555/j8OHD+OabbwA4Y9Pbb7+NwsJCHD16FFlZWUry77qerM45NW/eHO3atfOo0OzYsSOysrIq3e7jF+rxfnHyU1WN0nnu3DllG9foib///rusW7dObrzxxksOGrJz504xmUzy6KOPSnp6uuzfv1+++eYbj5EoExMT5b333qvz83NNWZWRkeGxfNCgQdKlSxfZvHmzbN68Wa699lqPqXxOnDgh7du3l19++UVZNm7cOImPj5fVq1fL9u3bpV+/flc8LdjEiRNl9+7dkpaWVmlasIrTeFy4cEGio6Plvvvuk4yMDPnqq68kODj4iqYFCwkJka+++koyMjLkvvvuqzQtWL9+/TxGq3RNC5aWlia7d++WJ598UsxmszKAiUtiYqL85z//qVF5yL8wltRvLBFxjuqdnp4u3bp1k5EjR0p6err8/vvvyvqvvvpK2rdvr7z+9ttv5eOPP5aMjAw5cOCAfPLJJxIcHFxpIEcRkRdeeEFiY2O9lmnjxo2i0Wjkrbfekj179shbb71VaVowEeeUhgEBATJnzhyv5Z81a5Zs27ZN9u3bJ//617/EZDLJP//5T49thg0bJp06dZKNGzdKRkaGDBkyRJKSkpTBev7f//t/smjRItm9e7ccPHhQvvjiC4mLi5NRo0Ypx3j77bdFr9fL4sWLPf42XaMnuz4rnU4nH3/8sWRmZsqsWbNEo9HIhg0bPMqTmZkpKpVKli9f7vWc3nnnHfntt99k165dMmXKFNHpdB4DG3n7e0hNTfWY+aHi743qxuUGAisuLhYAHlMdrVy58pIxa+TIkZWm4aqoujErJydHGQiyqof7lH4VffnllxIWFlblbCY1GTStouzsbGVAw4p69+5daXo/kYuDpp06dUpZtnDhQq+Dprk+14rx1pvc3FwJCQmRjz76SFmWnJxcadC0P//5z3LfffdVeRyLxSImk0kZtFFEZNeuXRIVFSXPPPOM130++ugjMZlMHrHk66+/FrVaXel3M2/ePDEYDJKdnX3Zc9q/f7+o1Wr53//+JyLOaRYzMjI8HgDkn//8pzJ47vvvvy8xMTEev2+r1Spms9ljwMqKUlNTJTk5uUbnNHnyZElMTPQYcHPmzJnSvHnzy55bY8SEm65aVXMeun/Z7969W3r06CEmk0muu+66y37hiDjnAhwwYIAEBgaK2WyWLl26yBtvvKGsr6+LZBGRESNGVJrGKicnR0aNGiVBQUESFBQko0aN8ii/a3RS95FlS0pKZPz48RIeHi4mk0mGDBlSabTcxMREj+krvFm7dq1cf/31otfrpWXLlpUuRl9++WVJTEz0WPbbb79Jr169xGAwSExMjLzyyiseQdX1Ozh8+HCV7+twOOTll19W5ky85ZZbKn2ZeSv/Bx98IImJiaLX6+WGG26QdevWeazftGmThIaGXvKLn/wfY0n9xxJvn7d77Jg3b564180vX75crrvuOgkMDJSAgADp3LmzzJw5U6xWq8dx7Xa7xMfHy/PPP1/le3/55ZfSvn170el00qFDB1myZEmlbVwXbhcuXPB6jNTUVAkPDxe9Xi9dunTxWmmXl5cnDz74oISGhkp4eLjccccdHp/VwoUL5YYbblD+PpKSkmTq1KlSUlKibJOYmOj1s6r4+aalpUmbNm3EaDRK165d5euvv65UnsmTJ0t8fHyVI7v37dtXQkJCxGg0yk033STLli3zWO/t76F3794e85xX/L1R3WiqlYRHjx6V9PR0efXVVyUwMFCpuHNPsNq3b6/MUFJQUCBPPfWUbNq0SQ4fPixr1qyR5ORkiYuLqzTd3aUqpFzTgt16662yfft2Wb16tcTHx3t8Ni7333+/xzzf7lasWCHLly+XQ4cOycqVK6Vr165y4403eoyYfbkKtIMHD8rUqVNl69atcvToUdm0aZMMGzZMwsPDlanDdu3aJc2aNZNRo0Z5/H2cPXtWeZ+CggKJj4+Xu+++W/kbadu2rTz00EOVyv3HP/5Rhg8f7vWcvvjiC1mzZo0cPHhQvv76a0lMTJQ777zT67YuqDBK+Z49e8RgMMjf/vY32b17t+zatUvuv/9+CQkJUSo5zp07J3PmzJE9e/ZIenq6TJgwQYxGo0cFYHXO6dixYxIYGCjjx4+Xffv2yXfffSdRUVHy+uuvK9tUbDyqTmVjQ8VoTFQNv/32m0RFRdX5PKjFxcViNBrlxx9/rNP38WbevHnSpk0bn0zRcPfdd3skQET+qinEEqKmoqlWElZ13u6VQHCbnq+4uFiZLk+n00mLFi1k9OjRXqfnu1yF1NGjR+VPf/qTmEwmCQ8Pl/Hjx0tpaanHNhcuXBCTySQff/yx12MsWrRIWrduLXq9XmJiYuSxxx7zWql3qQq0kydPyuDBgyUqKkp0Op3Ex8fLyJEjZe/evco2L7/88mUrNUWciW7//v3FZDJJfHy8TJo0qVIDhGvqr5UrV3o9p3/+858SHx+vfL4vvPDCZednr5hwizh7YNx8880SEhIiYWFh0q9fP9m8ebOy/ty5c9KjRw8xm80SEBAgt956a6WeSdU9p02bNslNN90kBoNBWrduLW+88YZHj6iKjUfVqWxsqFQibjeWEFGVPvvsM9xwww249tpr6+w9VqxYgVmzZnmMYFlfRowYgbvuugv33HNPvb6vxWLBtGnT8NRTT1UaHITIH/l7LCEi/5GRkYH+/fvjwIEDCAoK8nVxiBolJtxERERERORVfVQSEvkzJtxEREREREREdYDTghERERERERHVASbcRERERERERHWACTcRERERERFRHdD6ugCNjcPhwKlTpxAUFASVSuXr4hCRHxMRFBQUIDY2Fmp17dePMp4RUX2py3jGWEZE9eVKYhkT7ho6deoUEhISfF0MImpCjh8/jvj4+Fo/LuMZEdW3uohnjGVEVN9qEsuYcNeQaw7C48ePIzg42MelISJ/lp+fj4SEhDqb+5TxjIjqS13GM8YyIqovVxLLmHDXkKurUnBwMIM6EdWLuuoiyXhGRPWtLuIZYxkR1beaxDIOmkZERERERERUB5pswj179my0atUKRqMR3bp1w4YNG3xdJCIiIiIiIvIjTTLhXrRoEZ588kn84x//QHp6Onr16oXBgwfj2LFjvi4aERERERER+YkmmXDPmDEDY8eOxUMPPYSOHTti5syZSEhIwJw5c3xdNCIiIiIiIvITTS7hLisrw7Zt2zBw4ECP5QMHDsSmTZt8VCoiIiIiIiLyN01ulPLs7GzY7XZER0d7LI+OjkZWVlal7S0WCywWi/I6Pz+/zstIRFQX6jueZZ4pwOm8Uug0aug0Kug0amg1Kug1amg1amjVKui1zp86rRomnQY6TZOrByaiGqrvWFZksWHH8QsAUCGOqaBVq5XnrlinL49ndTXDBBE1Lk0u4XapGARFxGtgfPPNN/Hqq6/WV7GIiOpMfcWzw9lFeHv5Xqz4vXIl5uWEBugQGWhAZKC+/KcBzYK8vTZAr2VyTtQU1Vcss9kdWPjrccxcnYnsQsvld3Cj16rRrEIsiwxyex5oQNYIFJoAACAASURBVLMgPZoFGhFs0jI5J/JjKhERXxeiPpWVlSEgIABffvkl7rjjDmX5E088gR07dmDdunUe23urRU1ISEBeXh7neiSiOpWfn4+QkJBaizd1Hc9yCi14/4dMzP/lGGwOgVoFtI0Kgl0EVrsDNrvzp+t5md0Bm0Ngd9T8a0ilAmJDTGgVaUbLyAC0jDCXPzcjISyAyThdkojAIYDdIXCIQARwiJQ/Lq53LXOtd10xidtx3K+iLnVFdal8yrVOpVJBVXEZVG7PXf84l7u2u7iP9/1rSnDxRDzOz20bnUaFIKOu2seszXhW17FMRLBq9xm8tWIvDp0rAgBEBRkQGqBzxjGHA1abwOZwoMzmjGOumHYlAg1azzgW4YxlrSLNCAvQMRmnS3I4BHapGMvKY5bDe2wTeMYzVzpYnXh2uT9Hlepiw6Z7PPIWs1BFnLvU/jUh8DyJquJZsFELbTV72F1JLGtyLdx6vR7dunXDqlWrPBLuVatWYdiwYZW2NxgMMBgM9VlEqgERgcXmQKnVDovN/YvPAavdeSFvdTicP8sv8l3PXYHJGWjKjwf3ZZ7/SdUqFbRqFTTeHioVtBpV+TZqmPRqGHUamHQamPQaGLUaqNX8wvQnIoLiMjuKy+wotTofJVY7Sq0OlFjtKKmw3LXugeRERAb6JqbUVTwrKbNj7sbDmLP2IAotNgBA3/bN8PfBHdE+Juiy+zvK/58WltqQXViG7EJL+aP8eUGF14UWWO2CkxdKcPJCCX464Hk8tQqIDwtwXrBGBKBVpBlto4PQLjoIkYF6XrzWE4dDUGpz/l8ocf1fKHMo/x8sbnHbYnPAYnN/bYfF6lBeW+0OlFWsrHGrwLG6V+aUV+K4HjaHwFH+0y4Xl9PVGdw5BnPu7+aT967La7Mdxy9g6rI92HI4FwAQbtbjiVvbYuRNLS57y4uU/31ZbA7kFpVVGcfOuWJcgQX5pTYUWmzYdTIfu05W7hofbNQqlYktI8y4JioQ7aOD0CrSzIrFeiIisNrFLY65fa+X2VFaIV65YpnFPba5rbc5ymNaeaVNpRjmFuPc45i9/HpWiWvi/Nm0mk7rxupJt6BN1OWvV65Uk0u4AWDSpElITU1F9+7dkZycjI8//hjHjh3DuHHjfF00v1dmc+B8cRnyS6wosNhQWGpDQakNhRYrCpTnNhSUWst/2sqTFmdS7QpqzufOwNVYGLRqBOidSbix/KdJp0GISYdws155hJn1iHB7HW7WI9DA7ma1xZUo55VYkVdiRX75T+V1qQ1FlvJHmR1FFuffZHGZDUUWu7Ku2Gq/oi+5lE7RPku4a5vdIfhq+wm8u3I/svJLAQCdYoPxj9s6omebyGofR61WwaDWwBCoQUSgAe1x6S89EUFOURmOZBfhcHYRjuQU4Uh2sfK8uMyOY7nFOJZbjPUV9g0369Eu2nnB2j4mGO1jAtE2OgjBNWip81c2uwOFFhvyS2zIL7Uq8dj1f8D9/8TF/xd2ZZ37RWhJmfOC0x+oVc4KV6WFxb21GZdouXFTMVR4trJcbFkSt429tUCJl/2pdhzLKcY7/9uL7347DcD5nT32j60wrs811Y4PqvLKd61GDbNBi4TwgMvuU2q148T5YhzOLnbGtJwiHMl2Pk7llSK/1IadJ/Kw80Sex35atQqtm5nRLjoI7aOD0C7G+TMhPACaJl7BL+JMjp3XlVbklTh/Kt/hZa4Y5vm6yGJXvu9dleklZc7rTX+opFO5YhmcP50LL/6osleNm0vFMuf6Cj2BxEuMQ9OLZ00y4R4+fDhycnIwZcoUnD59Gp07d8ayZcuQmJjo66I1SiKC3CJnje25ggoPt2XZhRacL7bWWTk06vJBTNQXv/Bcz3VqNTRq5zKd5mKrtPsFVMWLJ2eXmIvHtzsEDgdgc9UwirMLmauG0dWCYrNfbNVxv+B01XSeR80/A71GjTCzDtHBRrQId3Y7axERgMTwACRGmBEVZGiyLegOh+BCifViC0JRmdKSkONqWSgqUxLr/BIrbLX8xWnUqZUKFGP5w6TXKMuNbutCTP6R2K3ffw5Tl+3B3qwCAEBcqAlPp7TDsK5xdf63qFKplHsgu7cM91gnIjhbYHEm3+UXr4fOFSHzTAGO5hYjt6gMPx/Kxc+Hcj32iw0xKhesrm7pCeEmxIaaGtVAbqVWO/JLrLhQYsWFYisuFJfhQvnf/YViKy6UlHkk1AWlVuS7LkbL7HVWLoNWDZNbRaNB5/z/YdCqYdBqoNdefG7QOQehMujKX2s9B6WqOECV8+fFZVq1s6eRey8kbYXn6vKfKpVzmXtSrVapyh+Vx3tpqCp2B5UKyz22rfIY8HqRXbFrp3PZFRe1wTlfVIZ/rTmA/2w+AqtdoFIBd14fj6cGtkNsqKnO39+o06BNVJDX1rWSMjuO5pbHsvKE/MC5QuzPKkCBxYb9Zwqx/0whvsNpt+Op0TYqCO1jgtAmKhAtwgOUeBZiajzd0x0OQUGpDXklzrjljF9W5BU7n+eVxzklhpU33OSXOH/W9ve8i0atQoBbw4lR5+zRqMQvrfqS8Uynca7XucUr5+uLA4hevJZVK7FLq3Fet2rK45taDc84p1JBrb4Yvy7GMrcKw0byu3e/VedSscx9vef+njHK/ZabysuupqTV1+Tu4b5atX1PZWPicDi7cGaeLUDmmUJkni3EgfKHqxtpdWjUKgQZtQg0aBFk1CHIoHW+Npb/NOgQpDzXIkCvUYKWK6i5khrluVZd7Xsv6pN7l0qlttStO5KrpTW3qKzKR4n18hfBBq0aLcqT78SIACRGOJPydtFBiA42NJogW5HV7sCZ/FKculCKU+Xdh0/nleDUhVKczitFdqEFuUVlV1TzrNOoEGLSIdikQ7BRhxCTrvy1828w0KBBgL78b9CggdmghVmvhdmgKf/pfF6XI9HWdby5kuPvPpWPN5fvwYbMbABAkFGL8X3bYHTPljDqNLVextpUUmbHgbOF2HemAPvPFGBflvPn6bzSKvdRq4DmISYkhJvKL1oDPJ5HmPW1Gntct8m498K4UFymVBa5LjRdF5t5FZLpUuvVtyqbdBoEGbUINukQaHD+H/D8u9fCrHf+n3D//xGgc/6f4S015E1dxrMrOXap1Y7PNh3BB2sOIL/UeQ3Tq20k/j64AzrFhtRq+WqbiOB0XqkzlmUVKDEt80zhJXuWBBm0iA8PQAsv8SwuzFTr32c2u0Npab4Yzy72LLtQUla+vHx9eaxzVRJebc6sVgHBpvJrSoMOgcYKsUuvRaArfhnKn5fHuQC9xqOS0JVgN6YKWKobvIebas2Z/FLsPH5BSaozzxbg4NmiKpM/lQoID9CjWdDFEYSbBRnQzPXTbXmoSddkLr7UahUC9M6gHnGFxygpsyO3uAy5hWU4lVeCYznFOJpbhKM5xTiaU4yTF0pgsTmQedZZCVJRsFGL9jHO+1fbxwQpNd/hZv3VnVwtKCmz4+SFYhzPLcGJ88U4caFESa5PXSjBmfzSan/hehvd2vXc1VXfPbE26tSNtiLCVz5adxBvrdgLEWeFRWqPlni8XxuENYC/peow6TW4Nj4E18Z7XkznlViReaZAuXg9lluM4+dLcDy3GBabQ7lX/Gfkej2uVq0qrwR0tmC4ejcYtZqLy3UaaFQq5R5A98o3j/v+bVd2q4I7tQoIMekQGqBHsEmHUJMOoQHOn+6VTMEmZ6VnsFGnJNhBRi0vKMnvZRdaMOxfG3HyQgkAoENMECbf1hG92zXzccmqR6VSITbU2QOnb/soZbndITiWW6xUJh48V4jj5fHsXIEFBRYb9pzOx57T3qdRU6ng1pDh1npb3rBhVHqoqGG1O9zGZ3BUalAotdphtV99m55Jp0FogK48ppX/NOkRGlAey0w6BBu1leJYsFGHAD2nZqOGgQk3KU5eKMHyjNNYvisL246e97qNXqNG62ZmtIkKRNuoILSNDkTbqEAkRnDwjrpi0msQpzchLtRUKVEAnK3Apy6UOBPw3GIczS7C0dxiHDpXiCM5xcgvteHXI+fx6xHP32lkoMF5/2r57zE6yIjIoItTMBm0V99aWWq1IyuvFMfPF+NEeQJz/LwzuT6eW1KtaVb0GjWahxoRG+K8uIgLNSI21ISYEKNSsRNu1jNJqAfdW4ZDBBjSpTmeSWmPxAizr4tUK0JMOnRvGV6pe7rDIcgutOB4+d/r8fL7wl2vT+eVwCGAzSEotNhQw1mDLivQoFUSZFey7LroDDZVfQEaZNA2mUpNoisRYdajVaQZdofgqYHtcOcN8X5x37NGrUKr8tHNB3WO8VhXUua8V7xyPCvBidxiFFhsEEF58uwAruD2t6po1c4eZSEBbnHMFdMC9J7LAi7+DDHpauVahMjX2KW8hvytS/nRnCIs35WF5RmnKw3I0bF5MNpHOwcUcibYznuBGmLXbfLOYrPj0Lkij+6z+88U4lhu8WX3DTJqnXOIlvdUUFqLA/Uoszk87pXyuB/U7Wd1BrVzdXFLCDMhLsxZsRAXakLzUBNiQ42INDfd+9MbYpfyw9lFaBXpH4n21bLanSOrl9rcBnZURuC+ONCja53dIV67KLp3vTbqL44HwFhL/qShdSnPyitFiEkHk54JnYiz0tAjdlkd5fHLM76V2hywWO3Qu93edzGOqT3GLLk4rgl7lJH/YJdyqpZD5wqxfFcWlmWcxu+nLnYrUqmAG1uG47ZrmyOlUwxiQow+LCXVBoNWg47Ng9GxuWdAKLLYlHtZM88U4NC5ImWAO9eUS65R4w9lF11VGYw6tXKvWHyY816x+DCT896xsAAEmzgCe2PCZPsinUbdaLrTE5EnXuNcpFI551SvybzqRFR9TLibCKvdgX9vOIxvdpxURhUGnN2PerQOx+DOzTGwUzSigvgF1BSYDVp0TQhF14TQSutEBPklNo8E3PU4V+AcpMyg03i9ZyrIoLt4/5SyjAk1ERERETVNTLibgNyiMjw6f5syDY5WrcLNbSJx27UxGJAU0yAGz6KGQ6VSOe+dCtChTVSgr4tDRERERNRoMeH2c/uyCvDQf37F8dwSmPUaPP+njhhybSxCAthtiIiIiIiIqC4x4fZjq3afwZML01FUZkeL8AD8e3R3tIsO8nWxiIiIiIiImgQm3H5IRDB77UFMX7kPIkBy6wjMHnUDB/chIiIiIiKqR0y4/Uyp1Y5nF/+Gb3eeAgCk9kjES7cncY5iIiIiIiKiesaE249k5ZXi4f9sRcbJPGjVKrwytBPu75Ho62IRERERERE1SUy4/UT6sfN45L/bcK7AgtAAHeaM6obkayJ8XSwiIiIiIqImiwm3H1iafgLPLclAmc2BdtGB+PcDf0CLiABfF4uIiIiIiKhJY8LdiDkcgrf/txcfrTsEAOjfMQrvDb8OQUZO+UVERERERORrTLgbscXbTyjJ9qN9rsHTA9tDrVb5uFREREREREQEMOFu1L7/7TQA4LG+1+CZlA4+Lg0RERERERG541xRjVSRxYbNB3MAAH++Ls7HpSEiIiIiIqKKmHA3Uhsyz6HM7kBiRADaRAX6ujhERERERERUARPuRmr1nrMAgFs7REOl4n3bREREREREDQ0T7kbI7hD8uNeZcPdPivJxaYiIiIiIiMgbJtyN0I7j55FbVIYgoxZ/aBnu6+IQERERERGRF0y4G6FVu52t233bR0Gn4a+QiIiIiIioIWK21gj9sOcMAODWjuxOTkRERERE1FAx4W5kjuYUIfNsIbRqFfq0Y8JNRERERETUUDHhbmRco5P/oWU4QgJ0Pi4NERERERERVYUJdyOzerezO3n/pGgfl4SIiIiIiIguhQl3I5JXbMWWI7kAgP68f5uIiIiIiKhBY8LdiKzdfxZ2h6BtVCASI8y+Lg4RERERERFdAhPuRuSH8vu3b+3I7uREREREREQNHRPuRsJqd2DNPmfCPSCJ3cmJiIiIiIgaOibcjcSvR3JRUGpDuFmP6xLCfF0cIiIiIiIiugwm3I3E6t3O1u1+HaKgUat8XBoiIiIiIiK6HCbcjYCI4Ie95dOBcXRyIiIiIiKiRoEJdyNw4GwhjuYUQ69Ro1fbZr4uDhEREREREVUDE+5GYHX56OTJ10TAbND6uDRERERERERUHUy4G4HVe8q7kydxOjAiIiIiIqLGggl3A5dTaMH2Y+cBALd24P3bREREREREjQUT7gbux71nIQJ0ig1GbKjJ18UhIiIiIiKiamLC3cD9UH7/9q0d2Z2ciIiIiIioMWHC3YCVWu1Yn3kOADCACTcREREREVGjwoS7Afv5UA6Ky+yIDjagc1ywr4tDRERERERENcCEuwFzjU5+a8doqFQqH5eGiIiIiIiIaoIJdwMlIsr92/07cnRyIiIiIiKixoYJdwP1+6l8nM4rhUmnQc9rIn1dHCIiIiIiIqqhRpNwv/HGG+jZsycCAgIQGhrqdZtjx47h9ttvh9lsRmRkJCZMmICysjKPbdatW4du3brBaDSidevW+PDDD+uj+DXmat3+Y9tIGHUaH5eGiIiIiIiIaqrRJNxlZWW455578Le//c3rervdjj/96U8oKirCTz/9hIULF2LJkiV46qmnlG0OHz6M2267Db169UJ6ejqef/55TJgwAUuWLKmv06g21/3b7E5ORERERETUOGl9XYDqevXVVwEAn376qdf1K1euxO7du3H8+HHExsYCAN59912MGTMGb7zxBoKDg/Hhhx+iRYsWmDlzJgCgY8eO2Lp1K6ZPn4677rqrXs6jOrLySpFxMg8qFdCvA6cDIyIiIiIiaowaTQv35WzevBmdO3dWkm0ASElJgcViwbZt25RtBg4c6LFfSkoKtm7dCqvV6vW4FosF+fn5Ho+69sNeZ+t21/hQNAsy1Pn7EVHT4It4RkRU2xjLiKgx8ZuEOysrC9HRnq3BYWFh0Ov1yMrKqnKb6Oho2Gw2ZGdnez3um2++iZCQEOWRkJBQNyfgxnX/9oAktm4TUe3xRTwjIqptjGVE1Jj4NOF+5ZVXoFKpLvnYunVrtY/nba5qEfFYXnEbEalyXwCYPHky8vLylMfx48erXZ4rUVxmw08HnMn/rbx/m4hqUX3HMyKiusBYRkSNiU/v4R4/fjxGjBhxyW1atmxZrWPFxMTgl19+8Vh2/vx5WK1WpVU7JiZGae12OXv2LLRaLSIiIrwe12AwwGCov27dP2Vmo8zmQHyYCe2jg+rtfYnI/9V3PCMiqguMZUTUmPg04Y6MjERkZO3MMZ2cnIw33ngDp0+fRvPmzQE4B1IzGAzo1q2bss3//d//eey3cuVKdO/eHTqdrlbKcbXW7j8HAOjfMbrKVnciIiIiIiJq+BrNPdzHjh3Djh07cOzYMdjtduzYsQM7duxAYWEhAGDgwIFISkpCamoq0tPT8cMPP+Dpp5/Gww8/jODgYADAuHHjcPToUUyaNAl79uzB3LlzkZaWhqefftqXp+bh5PkSAECn2GAfl4SIiIiIiIiuRqOZFuyll17CZ599pry+/vrrAQBr1qxBnz59oNFo8P333+PRRx/FzTffDJPJhJEjR2L69OnKPq1atcKyZcswceJEfPDBB4iNjcX777/foKYEyymyAAAiAvU+LgkRERERERFdjUaTcH/66adVzsHt0qJFC3z33XeX3KZ3797Yvn17LZasduUUlgEAIsy8N4mIiIiIiKgxazRdypsCEbmYcLOFm4iIiIiIqFFjwt2AFFpsKLM7ALCFm4iIiIiIqLFjwt2AuFq3zXoNTHqNj0tDREREREREV4MJdwNyccA0tm4TERERERE1dky4G5Ds8hbucDPv3yYiIiIiImrsmHA3IK4u5ZEcMI2IiIiIiKjRY8LdgOQUlncp54BpREREREREjR4T7gYkp4hTghEREREREfkLJtwNyMWEmy3cREREREREjR0T7gbE1aWc93ATERERERE1fky4G5AcjlJORERERETkN5hwNyDKPNwcNI2IiIiIiKjRY8LdQDgcgtwiTgtGRERERETkL5hwNxAXSqxwiPN5GLuUExERERERNXpMuBsI14BpoQE66DT8tRARERERETV2zOwaiOzyAdMi2LpNRERERETkF5hwNxDKgGmcg5uIiIiIiMgvMOFuIHLYwk1ERERERORXmHA3EK57uCM4QjkREREREZFfYMLdQOQUuVq42aWciIiIiIjIHzDhbiBcXco5BzcREREREZF/YMLdQHDQNCIiIiIiIv/ChLuB4KBpRERERERE/kVbGwdZt24dioqKkJycjLCwsNo4ZJOTzUHTiIiIiIiI/EqNEu5p06ahsLAQr776KgBARDB48GCsXLkSABAVFYUffvgBnTp1qv2S+rEymwP5pTYAHDSNiIiIiIjIX9SoS/mCBQuQlJSkvF68eDHWr1+PDRs2IDs7G927d1eScaq+88XO7uQatQohJp2PS0NERERERES1oUYJ9+HDh9GlSxfl9bJly3DXXXfh5ptvRnh4OF544QVs3ry51gvp71zdycPNeqjVKh+XhoiIiIiIiGpDjRJuq9UKg+Fil+fNmzejZ8+eyuvY2FhkZ2fXXumaCA6YRkRERERE5H9qlHC3adMG69evBwAcO3YM+/fvR+/evZX1J06cQERERO2WsAlwTQkWySnBiIiIiIiI/EaNBk3729/+hvHjx2PDhg34+eefkZyc7HFP948//ojrr7++1gvp71wt3OFs4SYiIiIiIvIbNUq4//rXv0Kr1eK7777DLbfcgpdfftlj/alTp/CXv/ylVgvYFGS7upRzSjAiIiIiIiK/UeN5uMeOHYuxY8d6XTd79uyrLlBTlMsu5URERERERH6nRvdwz50795LrCwoK8NBDD11VgZoiDppGRERERETkf2qUcE+cOBFDhgxBVlZWpXX/+9//0KlTJ/z666+1VrimIrvI1aWcLdxERERERET+okYJ986dO1FUVIROnTphwYIFAJyt2mPHjsXQoUPxwAMPYOvWrXVSUH+WUz4PN+/hJiIiIiIi8h81uoe7ZcuWWLNmDWbOnImHH34Y8+fPR0ZGBoKDg7Fp0yZ069atrsrp19ilnIiIiIiIyP/UeNA0wDla+fr16/H111/DbDbj22+/RdeuXWu7bE1CcZkNJVY7AHYpJyIiIiIi8ic16lIOABs3bkTXrl2xb98+rFixAoMHD0ZycjLee++9uiif33O1bhu0apj1Gh+XhoiIiIiIiGpLjRLup556Cv369cPtt9+O7du3Y+DAgfjiiy8wb948TJ06FbfccgsOHTpUV2X1SznlA6ZFBhqgUql8XBoiIiIiIiKqLTVKuL/55husXr0a7777LgyGi92fhw8fjl27diE8PJxdy2uIA6YRERERERH5pxrdw71z506YzWav66Kjo/H111/jv//9b60UrKnggGlERERERET+qdoJ96RJk6p90NTU1CsqTFOUXeRs4Q43c8A0IiIiIiIif1LthDs9Pd3j9bZt22C329G+fXsAwP79+6HRaDg1WA25Wrgj2aWciIiIiIjIr1T7Hu41a9Yoj9tvvx19+vTBiRMnsH37dmzfvh3Hjx9H37598ac//anWC3nkyBGMHTsWrVq1gslkwjXXXIOXX34ZZWVlHttlZGSgd+/eMJlMiIuLw5QpUyAiHtssWbIESUlJMBgMSEpKwtKlS2u9vDWRWz5oGu/hJiIiIiIi8i81nhYMAN599128+eabCAsLU5aFhYXh9ddfx7vvvltrhXPZu3cvHA4HPvroI/z+++9477338OGHH+L5559XtsnPz8eAAQMQGxuLX3/9FbNmzcL06dMxY8YMZZvNmzdj+PDhSE1Nxc6dO5Gamop7770Xv/zyS62XubqyXYOmsUs5ERERERGRX6nRoGku+fn5OHPmDDp16uSx/OzZsygoKKiVgrkbNGgQBg0apLxu3bo19u3bhzlz5mD69OkAgPnz56O0tBSffvopDAYDOnfujP3792PGjBmYNGkSVCoVZs6ciQEDBmDy5MkAgMmTJ2PdunWYOXMmFixYUOvlrg5l0DS2cBMREREREfmVK2rhvuOOO/CXv/wFixcvxokTJ3DixAksXrwYY8eOxZ133lnbZfQqLy8P4eHhyuvNmzejd+/eHtOVpaSk4NSpUzhy5IiyzcCBAz2Ok5KSgk2bNtVLmb3JKR80LTKQLdxERERERET+5IpauD/88EM8/fTTuP/++2G1Wp0H0moxduxYTJs2rVYL6M3Bgwcxa9Ysj+7rWVlZaNmypcd20dHRyrpWrVohKytLWea+TVZWVpXvZbFYYLFYlNf5+fm1cAZOIqK0cIdzWjAiqmN1Gc+IiOoLYxkRNSZX1MIdEBCA2bNnIycnB+np6di+fTtyc3Mxe/bsKufp9uaVV16BSqW65GPr1q0e+5w6dQqDBg3CPffcg4ceeshjnUql8njtGjDNfbm3bSouc/fmm28iJCREeSQkJFT7/C4nv8QGm8NZRibcRFTX6jKeERHVF8YyImpMrqiF28VsNqNLly5XvP/48eMxYsSIS27j3mp96tQp9O3bF8nJyfj44489touJianUUn327FkAF1u6q9qmYqu3u8mTJ3vMQZ6fn19rgd3VnTzIoIVRp6mVYxIRVaUu4xkRUX1hLCOixuSqEu6rFRkZicjIyGpte/LkSfTt2xfdunXDvHnzoFZ7Ns4nJyfj+eefR1lZGfR6Z2vxypUrERsbqyTtycnJWLVqFSZOnKjst3LlSvTs2bPK9zUYDB73hdemHE4JRkT1qC7jGRFRfWEsI6LG5Iq6lNe3U6dOoU+fPkhISMD06dNx7tw5ZGVlebRWjxw5EgaDAWPGjMGuXbuwdOlSTJ06VRmhHACeeOIJrFy5Em+//Tb27t2Lt99+G6tXr8aTTz7pk/PKcU0JxgHTiIiIiIiI/I5PW7ira+XKlThw4AAOHDiAmescyQAAE7dJREFU+Ph4j3Wu+7RDQkKwatUqPPbYY+jevTvCwsIwadIkjy5HPXv2xMKFC/HCCy/gxRdfxDXXXINFixbhpptuqtfzccl2TQnG+7eJiIiIiIj8TqNIuMeMGYMxY8Zcdrtrr70W69evv+Q2d999N+6+++5aKtnV4RzcRERERERE/qtRdCn3V65B0yLM7FJORERERETkb5hw+xAHTSMiIiIiIvJfTLh9iIOmERERERER+S8m3D7kuoc7koOmERERERER+R0m3D50sUs5W7iJiIiIiIj8DRNuH7HZHThfzHu4iYiIiIiI/BUTbh85X2yFCKBSAWEBTLiJiIiIiIj8DRNuH8kt704eFqCHRq3ycWmIiIiIiIiotjHh9hFlhHIOmEZEREREROSXmHD7SDbn4CYiIiIiIvJrTLh9hHNwExERERER+Tcm3D7CObiJiIiIiIj8GxNuH8kpcrZwh5vZwk1EREREROSPmHD7iKuFm/dwExERERER+Scm3D6SUz5oWiQTbiIiIiIiIr/EhNtHOGgaERERERGRf2PC7SNKl3IOmkZEREREROSXmHD7QKnVjgKLDQBbuImIiIiIiPwVE24fyC2/f1unUSHYqPVxaYiIiIiIiKguMOH2AVfCHW7WQ6VS+bg0REREREREVBeYcPtAtmvANM7BTURERERE5LeYcPsA5+AmIiIiIiLyf0y4fSCnyNnCHckB04iIiIiIiPwWE24f4JRgRERERERE/o8Jtw9klyfc4exSTkRERERE5LeYcPtArqtLOQdNIyIiIiIi8ltMuH0gp4iDphEREREREfk7Jtw+cHGUcrZwExERERER+Ssm3PVMRNzm4WYLNxERERERkb9iwl3PisrssNgcANilnIiIiIiIyJ8x4a5nOeWt2yadBgF6rY9LQ0RERERERHWFCXc944BpRERERERETQMT7nrGAdOIiIiIiIiaBibc9czVpTySA6YRERERERH5NSbc9YxdyomIiIiIiJoGJtz1TJkSjF3KiYiIiIiI/BoT7nqm3MPNLuVERERERER+jQl3Pctll3IiIiIiIqImgQl3PVO6lJvZpZyIiIiIiMifMeGuZxw0jYiIiIiIqGlgwl2PHA5RupRHctA0IiIiIiIiv8aEux7llVhhdwgAICyALdxERERERET+jAl3Pcopct6/HWzUQq/lR09EREREROTPGk3WN3ToULRo0QJGoxHNmzdHamoqTp065bFNRkYGevfuDZPJhLi4OEyZMgUi4rHNkiVLkJSUBIPBgKSkJCxdurTezsE1JRi7kxMREREREfm/RpNw9+3bF1988QX27duHJUuW4ODBg7j77ruV9fn5+RgwYABiY2Px66+/YtasWZg+fTpmzJihbLN582YMHz4cqamp2LlzJ1JTU3Hvvffil19+qZdz4IBpRERERERETYfW1wWorokTJyrPExMT8fe//x1//vOfYbVaodPpMH/+fJSWluLTTz+FwWBA586dsX//fsyYMQOTJk2CSqXCzJkzMWDAAEyePBkAMHnyZKxbtw4zZ87EggUL6vwccjglGBERERERUZPRaFq43eXm5mL+/Pno2bMndDodAGfrde/evWEwXExmU1JScOrUKRw5ckTZZuDAgR7HSklJwaZNm+ql3NmFbOEmIiIiIiJqKhpVwv3cc8/BbDYjIiICx44dwzfffKOsy8rKQnR0tMf2rtdZWVmX3Ma13huLxYL8/HyPx5VyDZoWwXu4icgHajOeERH5CmMZETUmPk24X3nlFahUqks+tm7dqmz/zDPPID09HStXroRGo8EDDzzgMSiaSqXyOL5rnftyb9tUXObuzTffREhIiPJISEi44vO9OGgaW7iJqP7VZjwjIvIVxjIiakx8eg/3+PHjMWLEiEtu07JlS+V5ZGQkIiMj0a5dO3Ts2BEJCQn4+eefkZycjJiYmEot1WfPngX+f3t3H1N1+f9x/HXgwBFRSeAnR8I5Z6g1tAjKoZCW6ajMVaOtNJ31l6UmWev2j1w3om32R7NstkbrZuLawFlbCg6lrDkd5kKd1SrzJhmzLMgKhHP9/ihO35NaKue6Pufm+djOptf5kG/frtd4c33O9dHfO93nu+afu97/66mnntLy5cvDv+/s7LzkYO8/NC07k4EbgHvRzDMA8ApZBiCeeDpw9w/Ql6J/97q7+8/btMvKyvT000+rp6dH6el/DrSNjY3Kz88PD+1lZWVqamqKOICtsbFRU6ZMOe+fEwgEIj4XPhAcmgbAS9HMMwDwClkGIJ7ExWe4d+/erbVr12rfvn36/vvvtX37ds2dO1djx45VWVmZJGnu3LkKBAJauHCh9u/fr4aGBq1cuTJ8QrkkLVu2TI2NjVq9erUOHTqk1atXa9u2baqurnby9+jf4eaWcgAAAABIfHExcGdkZKi+vl4zZszQ+PHj9cADD6ioqEgtLS3hn3BmZWWpqalJx44dU2lpqR566CEtX7484pajKVOmqK6uTrW1tZo0aZLeeustbdy4UZMnT7b+dzjTF9LPv52RxKFpAAAAAJAM4uI53BMnTlRzc/MFXffxxx//6zVVVVWqqqqKVmkX7NRfu9spPumyjDTnfz4AAAAAwK242OFOBP3P4M7ODCgl5fynogMAAAAAEgMDtyM//bXDncMJ5QAAAACQFBi4Hfnx9F8nlHNgGgAAAAAkBQZuR/pvKefANAAAAABIDgzcjvz9DG52uAEAAAAgGTBwO/LjrzyDGwAAAACSCQO3I39/hptbygEAAAAgGTBwO/Lj6f7HgrHDDQAAAADJgIHbEW4pBwAAAIDkwsDtyN+HpnFLOQAAAAAkAwZuB37v6dPpnj5JPIcbAAAAAJIFA7cD/QempftTNCTg97gaAAAAAIALDNwOhD+/nZkun8/ncTUAAAAAABcYuB34qf+Ecm4nBwAAAICkwcDtwEkOTAMAAACApMPA7UD/M7g5MA0AAAAAkgcDtwP9jwTLHcIONwAAAAAkCwZuB/oPTcvJZIcbAAAAAJIFA7cDJ8O3lLPDDQAAAADJgoHbgZ9O9x+axg43AAAAACQLBm4HwreUc2gaAAAAACQNv9cFJIOXqiapo7Nbo3MyvS4FAAAAAOAIA7cDFYX/53UJAAAAAADHuKUcAAAAAAALGLgBAAAAALCAgRsAAAAAAAsYuAEAAAAAsICBGwAAAAAACxi4AQAAAACwgMeCXSRjjCSps7PT40oAJLr+nOnPnWgjzwC4YjPPyDIArlxKljFwX6Suri5J0qhRozyuBECy6OrqUlZWlpX/rkSeAXDHRp6RZQBcu5gs8xlbWycJKhQK6YcfftDQoUPl8/nOeU1nZ6dGjRqlo0ePatiwYY4rTA702A367Mb5+myMUVdXl/Lz85WSEv1PAP1XnvHv7wZ9doM+2/dvPbaZZ3xvFhvosRv02Y1ofm/GDvdFSklJUUFBwQVdO2zYMP5HsIweu0Gf3ThXn23sbPe70Dzj398N+uwGfbbvfD22lWd8bxZb6LEb9NmNaHxvxqFpAAAAAABYwMANAAAAAIAFqStWrFjhdRGJKDU1VdOnT5ffz137ttBjN+izG7Ha51itK9HQZzfos32x3ONYri1R0GM36LMb0eozh6YBAAAAAGABt5QDAAAAAGABAzcAAAAAABYwcAMAAAAAYAEDd5S99tprGjNmjAYNGqSSkhJ98sknXpcU12pqanTddddp6NChGjFihO644w59+eWXEdd0d3dr6dKlys3NVWZmpubMmaNjx455VHH8q6mpkc/nU3V1dXiNHkfH8ePHdd999yknJ0eDBw/WNddco9bW1vD7xhitWLFC+fn5ysjI0PTp03XgwAHP6iXPoocs8wZ5Zk885RlZFl3kmXtkmT0usoyBO4o2btyo6upqPfPMM/r8889VUVGhW265RUeOHPG6tLjV0tKixYsXa9euXWpqalJvb69mzZql06dPh6+prq5WQ0OD6urqtHPnTv3666+aPXu2+vr6PKw8Pu3Zs0fr16/XpEmTItbp8cCdOnVKU6dOVVpamj766CMdPHhQa9as0WWXXRa+5qWXXtLLL7+stWvXas+ePQoGg5o5c6a6urqc10ueRRdZ5h55Zk885RlZFn3kmVtkmT3Osswgaq6//nqzaNGiiLUJEyaYJ5980qOKEk9HR4eRZFpaWowxxvz8888mLS3N1NXVha85fvy4SUlJMVu2bPGqzLjU1dVlCgsLTVNTk5k2bZpZtmyZMYYeR8sTTzxhysvLz/t+KBQywWDQrFq1Krz2xx9/mKysLPP666+7KDECeWYXWWYXeWZXPOUZWWYfeWYPWWaXqyxjhztKenp61NraqlmzZkWsz5o1S5999plHVSWeX375RZKUnZ0tSWptbdWZM2ci+p6fn6+ioiL6fpEWL16s2267TTfffHPEOj2Ojs2bN6u0tFR33323RowYoeLiYr3xxhvh97/77ju1t7dH9DkQCGjatGnO+0ye2UeW2UWe2RUveUaWuUGe2UOW2eUqyxi4o+TkyZPq6+tTXl5exHpeXp7a29s9qiqxGGO0fPlylZeXq6ioSJLU3t6u9PR0DR8+POJa+n5x6urqtHfvXtXU1Jz1Hj2Ojm+//Vbr1q1TYWGhtm7dqkWLFunhhx/W22+/LUnhXsZChpBndpFldpFn9sVLnpFl9pFn9pBl9rnKMn/0SoYk+Xy+iN8bY85aw6VZsmSJvvjiC+3cufM/r6XvF+7o0aNatmyZGhsbNWjQoAv+Onp8cUKhkEpLS7Vy5UpJUnFxsQ4cOKB169ZpwYIF4etiKUNiqZZEQpbZQ565EW95Fit1JCLyzA6yzA1XWcYOd5Tk5uYqNTX1rJ92dHR0nPVTEVy8pUuXavPmzdq+fbsKCgrC68FgUD09PTp16lTE9fT9wrW2tqqjo0MlJSXy+/3y+/1qaWnRK6+8Ir/fr7y8PHocBSNHjtRVV10VsXbllVeGD+4JBoOSFBMZQp7ZQ5bZRZ65ES95RpbZRZ7ZQ5a54SrLGLijJD09XSUlJWpqaopYb2pq0pQpUzyqKv4ZY7RkyRLV19erublZY8aMiXi/pKREaWlpEX0/ceKE9u/fT98v0IwZM9TW1qZ9+/aFX6WlpZo3b1741/R44KZOnXrWY1O++uorjR49WpI0ZswYBYPBiD739PSopaXFeZ/Js+gjy9wgz9yIlzwjy+wgz+wjy9xwlmUXcZAb/kNdXZ1JS0szb775pjl48KCprq42mZmZ5vDhw16XFrcefPBBk5WVZXbs2GFOnDgRfv3222/haxYtWmQKCgrMtm3bzN69e81NN91krr76atPb2+th5fHtf0/CNIYeR8Pu3buN3+83L774ovn666/Ne++9ZwYPHmzefffd8DWrVq0yWVlZpr6+3rS1tZl7773XjBw50nR2djqvlzyLLrLMO+RZ9MVTnpFl0UeeeYMsiz5XWcbAHWWvvvqqGT16tElPTzfXXntt+BEJuDSSzvmqra0NX/P777+bJUuWmOzsbJORkWFmz55tjhw54l3RCeCfoU6Po+ODDz4wRUVFJhAImAkTJpj169dHvB8Khcyzzz5rgsGgCQQC5oYbbjBtbW0eVUueRRNZ5h3yzI54yjOyLLrIM2+QZXa4yDKfMcZcwg48AAAAAAD4F3yGGwAAAAAACxi4AQAAAACwgIEbAAAAAAALGLgBAAAAALCAgRsAAAAAAAsYuAEAAAAAsICBGwAAAAAACxi4AQAAAACwgIEbsMjn82nTpk1elwEAA0KWAUgU5BlcY+AGBmDhwoXy+XxnvSorK70uDQAuGFkGIFGQZ4g1fq8LAOJdZWWlamtrI9YCgYBH1QDApSHLACQK8gyxhB1uYIACgYCCwWDEa/jw4ee89rnnnlNeXp727dsnSerp6dHjjz+uyy+/XJmZmZo8ebJ27NjhsHoA+BNZBiBRkGeIJexwAw4YY1RdXa1NmzZp586dKiwslCTdf//9Onz4sOrq6pSfn6+GhgZVVlaqra0tfA0AxAqyDECiIM/gCjvcwAB9+OGHGjJkSMTr+eefD7/f29urBQsWqLGxUZ9++mk4rL/55htt2LBB77//vioqKjR27Fg99thjKi8vP+s2KACwjSwDkCjIM8QSdriBAbrxxhu1bt26iLXs7Ozwrx955BEFAgHt2rVLubm54fW9e/fKGKNx48ZFfG13d7dycnLsFg0A/0CWAUgU5BliCQM3MECZmZm64oorzvv+zJkztWHDBm3dulXz5s0Lr4dCIaWmpqq1tVWpqakRXzNkyBBr9QLAuZBlABIFeYZYwsANWDZnzhzdfvvtmjt3rlJTU3XPPfdIkoqLi9XX16eOjg5VVFR4XCUA/DuyDECiIM/gEgM3MEDd3d1qb2+PWPP7/RG3KN1555165513NH/+fPn9flVVVWncuHGaN2+eFixYoDVr1qi4uFgnT55Uc3OzJk6cqFtvvdX1XwVAEiPLACQK8gyxhIEbGKAtW7Zo5MiREWvjx4/XoUOHItaqqqoUCoU0f/58paSk6K677lJtba1eeOEFPfroozp+/LhycnJUVlZGoANwjiwDkCjIM8QSnzHGeF0EAAAAAACJhseCAQAAAABgAQM3AAAAAAAWMHADAAAAAGABAzcAAAAAABYwcAMAAAAAYAEDNwAAAAAAFjBwAwAAAABgAQM3AAAAAAAWMHADAAAAAGABAzcAAAAAABYwcAMAAAAAYAEDNwAAAAAAFvw/tPemSy1tDjoAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 4.1933287884051097e-16\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2019-02-12 20:54:33.594 (GMT -0500)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Thu Feb 13 16:10:52 2020 EST
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.7.5 64bit [GCC 7.3.0] \\\\ \\hline\n", "IPython & 7.9.0 \\\\ \\hline\n", "OS & Linux 5.0.0 36 generic x86\\_64 with debian buster sid \\\\ \\hline\n", "epsproc & 1.2.4 \\\\ \\hline\n", "xarray & 0.14.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Thu Feb 13 16:10:52 2020 EST} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.5 64bit [GCC 7.3.0]\n", "IPython 7.9.0\n", "OS Linux 5.0.0 36 generic x86_64 with debian buster sid\n", "epsproc 1.2.4\n", "xarray 0.14.0\n", "Thu Feb 13 16:10:52 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-02-13_16-07-43\n", "Host: jake\n" ] } ], "source": [ "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n", "host = !hostname\n", "print('Host: {}'.format(host[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Cite this dataset\n", "\n", "Hockett, Paul (2019). *ePSproc: xef2 wavefn run, orb 12 ioinzation (Iodine 3d, A1G/SG), 1-60eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3676893. URL: https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb12_A1G.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{xef2 wavefn run, orb 12 ioinzation (Iodine 3d, A1G/SG), 1-60eV,\n", " title = {ePSproc: xef2 wavefn run, orb 12 ioinzation (Iodine 3d, A1G/SG), 1-60eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3676893},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb12_A1G.html}\n", " }\n", "```\n", "\n", "See [citation notes on ePSdata](https://phockett.github.io/ePSdata/cite.html) for further details.\n", "\n", "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3676893.svg)](http://dx.doi.org/10.5281/zenodo.3676893) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 4 }