{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3612509.svg)](http://dx.doi.org/10.5281/zenodo.3612509) [![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: Aniline Orb 33 (A2) ionization\n", "\n", "- *electronic structure input*: aniline_aug-cc-pVDZ_E_orbLT56.molden\n", "- *ePS output file*: aniline_wf_0.1-10.1eV_orb33_A2.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/aniline/aniline_wf_0.1-10.1eV_orb33_A2.html\n", "- Dataset: https://zenodo.org/record/3612509\n", "- DOI (dataset): [10.5281/zenodo.3612509](http://dx.doi.org/10.5281/zenodo.3612509)\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 aniline, batch aniline_wf_0.1-10.1eV, orbital orb33_A2\n", "- Aniline Orb 33 (A2) ionization, S1/LUMO test using B2 initial symmetry, B1 ion state, wavefn run on AntonJr\n", "- E=0.1:0.2:10.1 (51 points)\n", "- Thu Mar 7 17:45:08 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 aniline, batch aniline_wf_0.1-10.1eV, orbital orb33_A2\n", " Aniline Orb 33 (A2) ionization, S1/LUMO test using B2 initial symmetry, B1 ion state, wavefn run on AntonJr\n", " E=0.1:0.2:10.1 (51 points)\n", " Thu Mar 7 17:45:08 EST 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -15.5686 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2822 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -11.2336 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -11.2335 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -11.2203 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -11.2203 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -11.2144 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -1.2347 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -1.1330 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -1.0156 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -0.9909 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -0.8355 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -0.8200 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -0.7152 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -0.7034 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -0.6603 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -0.6006 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -0.5992 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -0.5820 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -0.5361 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -0.5084 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -0.4866 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -0.4446 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -0.3358 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.2853 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = 0.0318 Spin =Alpha Occup = 0.000000\n", "27 27 Ene = 0.0415 Spin =Alpha Occup = 0.000000\n", "28 28 Ene = 0.0427 Spin =Alpha Occup = 0.000000\n", "29 29 Ene = 0.0566 Spin =Alpha Occup = 0.000000\n", "30 30 Ene = 0.0578 Spin =Alpha Occup = 0.000000\n", "31 31 Ene = 0.0768 Spin =Alpha Occup = 0.000000\n", "32 32 Ene = 0.0875 Spin =Alpha Occup = 0.000000\n", "33 33 Ene = 0.1133 Spin =Alpha Occup = 0.000000\n", "\n", "*** Found atoms\n", "Z = 7 ZS = 7 r = 0.0000000000 0.0000000000 2.3057780000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 0.9332450000\n", "Z = 6 ZS = 6 r = 0.0000000000 1.1965340000 0.2222240000\n", "Z = 6 ZS = 6 r = 0.0000000000 -1.1965340000 0.2222240000\n", "Z = 6 ZS = 6 r = 0.0000000000 1.1882610000 -1.1569230000\n", "Z = 6 ZS = 6 r = 0.0000000000 -1.1882610000 -1.1569230000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -1.8637550000\n", "Z = 1 ZS = 1 r = 0.0000000000 2.1302880000 0.7533710000\n", "Z = 1 ZS = 1 r = 0.0000000000 -2.1302880000 0.7533710000\n", "Z = 1 ZS = 1 r = 0.0000000000 2.1240450000 -1.6836310000\n", "Z = 1 ZS = 1 r = 0.0000000000 -2.1240450000 -1.6836310000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.0000000000 -2.9358510000\n", "Z = 1 ZS = 1 r = 0.0000000000 -0.8462720000 2.8135300000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.8462720000 2.8135300000\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", "['/home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb33_A2.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb33_A2.inp.out\n", "Expecting 51 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb33_A2.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb33_A2.inp.out\n", "Expecting 51 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 153 DumpIdy segments.\n", "Found 153 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 153 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 aniline, batch aniline_wf_0.1-10.1eV, orbital orb33_A2\n", " Aniline Orb 33 (A2) ionization, S1/LUMO test using B2 initial symmetry, B1 ion state, wavefn run on AntonJr\n", " E=0.1:0.2:10.1 (51 points)\n", " Thu Mar 7 17:45:08 EST 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/aniline/electronic_structure/aniline_aug-cc-pVDZ_E_orbLT56.molden'\n", "Initial state occ:\t\t [2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 0 0 0 0 0 0 0 1]\n", "Final state occ:\t\t [2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 0 0 0 0 0 0 0 0]\n", "IPot (input vertical IP, eV):\t\t 7.70\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1]\n", "Ionizing orb sym:\t\t ['A2']\n", "Orb energy (eV):\t\t [3.08305004]\n", "Orb energy (H):\t\t\t [0.1133]\n", "Orb energy (cm^-1):\t\t [24866.47573488]\n", "Threshold wavelength (nm):\t 402.1478598985443\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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\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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hkXrv39S0wEqLSSnxbt2G68sFOBd8iW/nThAC64gRpNx1J3Hjx6tkpItoafVIAlDfFNB272adjMFux6dWk1aUNmF0OPCXlkQ6DEUhWFND3fr1eNauo27dWtyrVxMs1aek1qKjsY4aSfyFvyH6xBOJGjwYYTJFOOL9hBCk3H47IZcTS9++7XI/x223IUOSipkzMWVmkPSnP7X5fZXOT0qJd9s2XAsW4Jy/QG9l1DRso0djv/z3xJ51FqaUlEiHqbSyliQkjwGrhBAL0VdtPwO4u02i6mT0MSSqhaSzCdXW4i8pIVhZRbCygmBVFaFaN6G6OmRdHdLnRYYkyPBm0BBmM8JkQjObETYbWngzxMSgxcVjiI/DEBuLFhenuii0EqPDQd3GjZEOQ+lGpJQESkrxbt1K3eZNeDdtom7jJnx79ujvBYC5Vy+iTzkV28gRWEeOxNK3L8JgiHDkR2cbOaJd76cnQbcRKCqk5KmnMaWnE/frX7drDErn4d2+Hef8BTgXLNBbGjUN24knkviHK4gdPx5jcnKkQ1TaULMTEinl+0KI79DHkQjgTillUf1xIcRgKeWG1g+x4zPYEwi5XGo16Q5IBoP49uzFu3Wrvu3YgT8vD39+PsGqo09EIMxm0DQQQt+CQaTP1/CB5Kg0DUN8PIaEBAx2O8akRAyJSRgS7RjtiRgSEzEm2jEkJmKw2zHY7WgR+N2RUhKqrsZfUKBv+fl67VNmZrvHciRGh4NgeQUyEGiTPu9K9xXy+fDn5ePbsxvf7j34du/Gt2MH3m3bCFZXN5QzZWYSNWggcRdMxJo7FGvuEAwJCRGMvPMQmkb6Y4/hLymh4M67MKakYBs9OtJhKR2Ed+cunPPn4VqwAO+27SAEttGjSbz89yoJ6WZa9NddSlkIfH6Ew28DI487oiYIIc4FngcMwOtSyscPOv5H4CkgP7zrBSnl6+FjVwJ/C+9/WEo5qzViMjas1l6FKVU1I0ZSyO3GvWKl3qd71Urq1qwl5HbrBzUNc1YWpp49icodgikzE1NqKgZ7OClISECLtqFZrQiL5Yj9nWUggPT5CHk8hGprCbndhFwugi4XwWonIWc1gaoqglVVeutLRQW+3bsJrFylt6SFQoe9rmaz6TEkxGOIi8cQH48WG4MhOgYtJgbNZkNEWdCiohCWKITZhDAa9VpZzQAyhAyFIBRC+gNIb124tcdLsMZFyOki6HISrK4mWFZOoKyMQHk50uM5IA5jWnqHSkgsvXtDKIR3+3aiTjgh0uEonYT0+wlUVBIoKyVQWkqgqBh/USGBwiL8BQX48vIIFBUdUMFgSEjAnJ1N7DnnYOnXD0v//kQN6K+Sj+OkWSxkvfACu6dcxr7rbyDnow8x9+oV6bCUCNFnx1qAc/58vJs362NCRo0k9d6/EXf22Q3TvSvdS2tWNwohxG+bUa5OSjnvGG9gAF4ExgN5wDIhxOdSyoP7c3wopbzhoHMTgfuB0YAEVoTPPe6+VoaE/YsjqoSk/Xl37aLm//6P2u8X4V62DOn3g6ZhOWEA8RdeSNSQIVj698fStw9aVNRx308YjQijUV9ILCmpRefKYJCg00mwspJgRQWBiopwl7FKfauqJFjtJOh04t2+nVBNjb7V1h5/3DYbhthYDHFxGJKTsI4YgTEpCWNqKqbMDEwZmZgyMzrchy/r8OEAeFavVglJByDDLYUyENCTaykPO7WrqG9ZbLzB/gSg/msopJ8fDCKDIQj49aTf79c3n4+Q14v0+vQk2+3Wt1q3nmi7avQKAaczXAlQqX89XAuopmFMScGUnk70SSdi6pGFKasHluxsTL16NSx0q7Q+Q0ICWa++wu5Jl5B3081kf/A+mtUa6bCUduLLy2sYE1K3Qe9MYx0+nNR77ib2nHMwpaZGOMJDrVixIsVoNL4ODKGFy2QoRxUC1gcCgatHjRrVMEC0NRMSCbwGfIbepetIzgCOKSEBTgK2Syl3AgghPgB+AzSng/k5wNdSyorwuV8D5wLvH2MsDQyJ4YRETf3bbvwFBTjnzaN67jy8mzYBYO7TB/vllxM95nSsw4Z3yJk3hMGA0W7XP/j07t3s82QoRMjtQXr18S0hr1f/sBYI6B/kAkGEJsBgAKEhTEY0iwURFYWwWDDExHSoAbZNya/yEGMxEm81YerRA0NiIp7Va7BPnhzp0LocfbxECb6dO/Ht2UOgpAR/SQmB0lKClVWEXC5CNTUEa2uRXi8Eg5EOeT9NQ4uJCY/hisNgTyBq0EC9q2RiEsbkZIzJ4a9paRiTk1W3vwgyZ2WR8fTT7Lv2WooeeID0xx9XM291Yb59+3B9+SXOBV9St349AFFDh5Ly//4fceec3aFa4g/HaDS+npaWNtDhcFRqmqYW1GkloVBIlJaWDioqKnoduKB+f2u/M8+XUl51tAJCiHeO4/qZwL5Gr/OAkw9T7mIhxBnAVuAvUsp9Rzj3kKdBCHEtcC1Az549mxVUfa2aGtjetkI+H66vvqbqo49w//wzAFHDhpJ6913EnHkm5h49Ihxh2xGapidYHTDJaq7mPlv7KtyMfXIh908cxNTTcxBCYB02DM+aNe0VapclQyF8u/dQt24tnrXr8Kxbh2/79v3dGkEf/5SUiMmRgsFux5SRgSE2Bs0WrSe4ZpM+uYPRpCfBQgCNWkAabib1boRS6tVVjYWLNrSiaAbQBEIzIExGhMmkJ9DGcGJttiDMZrQoC1p0NMJqRbNFo9ms3X7yiGP5mxVJMWPHkHzD9ZTNeAHr8OHYp0yJdEhKK/Lu2oXrq69xffllw2QkUbm5pNx+G7HnntvZ/k4PUclI69M0TTocjuqioqIhjfe3ZkLik1Je3lSh5pQ5isNVpRz8izIHeF9K6RVC/BmYBfyqmecipXwVeBVg9OjRzfolNNSPIalQCUlb8OfnU/Hue1R/8gnBykpMWVk4brmZuAkTMGdlRTo8pZma+2xlJdoYmB7HnDUFTD09B9Cb9msWLiRYVdXhupR1dMGqKmp++IHaRYupWbyYYFl4mlqbjaghQ4i/+GIsvXMw5+Rgzs5WrQidzLH8zYq05Ouuw7N2LUWPPkbUoEFYhw2LdEjKMZJS4t28Gdc33+L6+mu8W7cCemVhyh13EHvOOZh7dOyWkKPQVDLSNsL/rgfUJjX5V0cIsRF9dfYPpJQ7jlROSnlKo3OigOnAGPQP/YuBl6WUdccWeoM8oPEn0B5AwUFxlDd6+RrwRKNzf3nQud8dZzwADQtMqRaS1lW3ZSvlb7yOc67ewy/2V78i4Xe/I/q0U7t9rWhXN3FYOk8u2MK+CjdZibaGDyyetWuJOeOMCEfX8YW8Xmr+9z+qP/2MmsWLIRjEEB9P9OmnE33aqViHDcPcu3eHn6ZW6ZqEppH55JPsungSebf8hZyPZ6vxO52I9Ptxr1hJzcL/4frmW/z5+frA9JEj9TEh48djSk+PdJhdxp133pk2e/bsJE3TpKZpvPTSS3t+9atfHf/A0g6mOdVgU4DJwFdCiDL0MRcfSSkLjnLOvwEXMKPRNd4GLjmOWAGWAf2EEDnos2hNBi5rXEAIkR6eDQz0vmmbwt9/CTwqhKh/1zubVlpHRRiNGOLjCVaqMSStoW7zZkqfe56a775D2GwkXn45iVf+AVNGRqRD63SklNQF66jx1eDyuXD5Xbh8Lmr8NdT6aqnx1+ibr4Zav/766tyrGZQ0KKJxTxyawZMLtvDF2kKu+2UfrLlDQNPwrF6jEpKj8BcXU/7GG1R/+hkhpxNjaipJV00l9swzicrNVQmI0mEY4uPJfO45dk+ZQuE9f6XHSy+q8SQdWKCigtoffqBm4XfULFpEyOVCmM3YTj2FpD9PI/ZXv8LYwklelKZ988030V9++WXCunXrNlqtVllYWGj0er1d8kFpMiGRUq4B1gB3CyFOAX4H/CSE2I7eNeq1w5w2QErZuA12oRDiuDuASykDQogb0JMLAzBTSrlBCPEgsFxK+TlwkxDiAiCAvqr8H8PnVgghHkJPagAerB/g3hoMiYkEVAvJcfHt2UPpP2fgnDsXLS6O5JtuJPGyy1QXHSAYCuL0Oan0VlLtraayTv/q9Dkbvjq9zobX9YmH0+ckEAoc9doCgc1kI9oUTYwphhpfTTv9VEeWlWhjeFYCc9YUcN0v+6BFR2Pp31+NIzkCf1ER5a++RtV//oOUkrhzzyXhtxdhO/lklYQoHZZ1yGBS77iD4kcfpfLf/ybxyisjHZISFvL58KxeTe2SJdQu/kGfGUtKDElJxJ49nthx44g+9VS06M47rrEzyM/PNyUmJgasVqsESE9PD3z22Wex11xzTc+vv/56B8Ann3wS9/LLLzu++uqrHTabbcSVV15Z8v3338fFx8cHH3nkkbw777wzq6CgwPzEE0/s/f3vf1999DtGTkvXIfkJPRn5DHgWeAG9W9TBVgkhTgmXRwhxMvDD8QYbjmEeB83SJaW8r9H3d3OElg8p5UxgZmvEcTCD3U5QjSE5JqHaWkr/OYOKd99FGI0kXXstSX+6qqErXFflD/op85Tt3+r0rxWeCsrryqmoq6CiroKquiqqvFXIQ4c8AaAJjVhzLPHmeOIt+pYVm0WsOZZYcywx5hjizHHEmGL27zPFEGOOIcYUg81kQxMdrwvcBcMyePCLjWwvqaFvSgzWYcNwzpuHDIVUl70w6fNR9q9XKH/tNaSUJFx0EUnTpnXmPttKN2O/4nJqf15K8dPPYB05EmtubqRD6pZCPh916zfgXrEc99KfcS9fjqyrA03DOnw4jptuJHrsGUQNGqjef9vRhRde6HzssccysrOzh4wZM8Y5ZcqUiokTJ7puueWWngUFBcaMjIzAzJkzk/74xz+WAXg8Hm3cuHGul19+OX/8+PF9/va3v2UuWrRo68qVK6OmTp2a0yUSEiHEiehdry4GdqMPovvPQWXWoY8ZMQF/EELsDb/uRfOm5u20DIl2/Hv3NV1QOYDr228peuhhAkVFJFxyCck33oAppfOv5eIP+Slxl1BQU0BhbSHFtcUU1RZR7C6m2F1MibuEirrDN9DFW+JJjErEbrHTN6Evdosde5S+JVgSGrb65CPaFN0hE4rjNWFoOg/N3cgXawu45az+WIcNo+rDD/Ht3Imlb99IhxdxnvUbKLznHrxbtxI3cSKOm29WiUgH4A/5G1oxq7x6ZUJlXSWZMZmcnnl6pMPrcIQQZDzyCLsu+i35f7mVnI9nY4iLi3RYXZqUEn9+AXXr9Zn26tasxbNunT6tN/oU+gmTJhF96inYTjxR/X9EUHx8fGj9+vUbFyxYEPvtt9/GXnnllX3uu+++vEsvvbT8tddeS7z++uvLV65cGfPxxx/vAjCZTHLSpElOgMGDB3ssFkvIYrHIk046yZOfn2+O7E9zdM0Z1P4oejetSuAD4HQpZd4Rip/firF1Kka7XXUnaYFAeTmF999PzTffYunfn8xn/4FtxIhIh9Uibr+bfa597HbuZp9rX8OW58qj2F1MSB64InuCJYFUWyqp0akMThpMqi2VZFsyKdYUkq3JJFuTSYxKxGToPOuFtKXUuChOzknk8zUF3HxmP6zDwwPb16zp1gmJDAYpfeEFyl99DWNSEj1efonYceMiHVaX5va7KfWUUuYpo9xTTnldOeUevRWz/mtFXQWV3kpcPtdhr3Fe9nkqITkCQ3w8mf94ht2XX0HBPffQY8aMTj2eJFSnL+DZsE5UMKgvqGuxoJnN+vTZ7dCVUoZCBIqL8e3dh2/XLrzbtuHduhXvtm0NC4cKkwnLwIHYp0zBOmoktlGjMIZnDlU6BqPRyPnnn+86//zzXUOHDvW8/fbbSTNnztwzYcKEvlFRUXLixImVpvA6Y0ajUWrhFixN07BYLBLAYDAQDAY79EPVnBYSL3CelHJrM8oe/p24GzDYEwlWViGl7NRvpO2h9qelFNxxB8HqalJuv43EK6/s0Iv21fhq2F61nW1V29hZtZPtVdvZWb2TEnfJAeWSopLoEduDUamjyIzJJCMmg/TodDJiMki1pRJlPP5V4rubicMy+Osn69lY6GRQdjZafDye1WtIuPjiSIcWEaHaWvJvv4OahQuJv+giUu++S9VeHgcpJVNvKugAACAASURBVE6fk8LaQopqixpaM+tbMes3d8B9yLma0EiwJJBkTSIxKpHBSYNJtCaSYEnAbrETHxWP3dKoVTNKjYU7Guvw4aTcfhsljz9BxZtvkXTV1EiHdESh2lrqNm7Eu2Mnvn178e/Lw5+fT6CyQv8c4PE0eQ0tOlpfzDM2Fi0uFkN8Aoa4OAxxcWixsWgx0fqCtlarvgaP2Yww6xXcMhBEBgNIv59QbS2hmlp98dLKSgKlpQTKyvQFTvPzkX7/Afe09OtH7PjxRA0aSNSQXKIG9G+4rtLxrFmzxqJpGrm5uV6AVatWWXv06OHLzs72p6am+p955pn0+fPnN+fzeYfXnEHtfwcQQtiA24CeUsprhBD90Aevf9GoeBn69Lr1o2gbfzKXQPOXpu5kDHY7BAKEXC71AeEIZDBI2YsvUfbyy5izs8l67VWiTjgh0mEdoMRdwsbyjWws38jmis1srdxKfk1+w3Gr0Urv+N6cnHYy2fHZ9IrrRa+4XvSM7YnNZItg5F3TeUPSuf+zDcxZU8jgjHisQ4fiWb060mFFhL+4mH3XXYd38xZS77uXxMsua/okBV/QR54r74BWzPyafPJr8imoKTgk2TAKIym2FFJsKfS392dM5hiSrck4bA6SrckkRSWRZE3CbrFj0NSEAa0p8cor8axcRckzz2AdNhTbqFGRDgmAoNNJzaJF1C5ZQt3adXh37ICQ3gIuTCZMPXpg6tEDS79+GBISMCQkoMXE6K0iRgNoBj2BqPMifV5Cbg+hGhdBp4ugy0nI6cKfl0ed00mwuhrpPjQBbg5htWJ0ODA6HFgGDCDmzF9hzuqJKasH5l7ZmDIzVIVpJ+N0Og033XRTT6fTaTAYDDI7O9s7a9asPQCTJ08uf/HFF42jRo063iU1OoSWDGp/E1gBnBp+nYc+hqRxQjIDfa2PH9CnB14spewWi8oYE/ev1q4SkkMFa2rIv+lmapcsIf7CC0m7928Rn53D7XezoXwDa0vXsrZ0LevK1lHqKQX0maey47PJTc7l4n4X09/en772vqRHp3fJ8RodVWK0mTH9kpmzpoA7zhmAddgwyhYvJlhTgyEmJtLhtZu6LVvYd+00Qi4XWf96WU19fBApJeV15eys2snOan3bXb2bva69FNYWHtB90ma00SO2B1mxWZySfgrp0emkx6STZksjLTqNJGuSesYjRAhB+qOP4L14C/m3/IWcTz7GmJwckViCLhfVc+bg+vpr3MuWQyCAIT6eqGFDiT37bKJyhxDVvz/G1NRW734lg0FCbjehmhq965fP17AhBBgMCIMBYTSixcTs31RLR5czduxY96pVqzYf7tjixYtj6wez13O73avqv//HP/5RcKRjHVFLEpI+UsrfCSGmAEgpPeKgVFtKeXN43y+BK4AZQoiv0BdF3NVaQXdEhvCiToGKCsy9ekU4mo7FX1LCvml/xrt1K+kPP0TCpEkRicPpc7K8aDkri1eysmQlm8o3EZB6Y16vuF6cnH4yg5MGMyhpECcknqBaPDqIS0dnMf3dlXy2Op+zhw8HKalbt47oU09t+uQuwLt9O3v/OBVhNtPrvXc7XKtie3P73Wyr2sbWyq1sq9zGtsptbK/aTpW3qqGMzWgjJz6HoY6hXNDnAnrG9SQrNous2CzsFruqJe7ADDExZP7zeXZf+jvyb7udnq+/1q5deuu2bKXyvfeonjMH6XZj7t2bpD9eScyvzsQ6bGi7jP0QBgOG2FgMsbFtfi+lcxo8ePBAq9UaeuWVV7rMbEotSUh8QggretcrhBB90MeXHCDcIrJQCLEKfeHCh4BtHH564C7DYNcHgQUrq5oo2b14d+1i39XXEKis1Gt2x45tt3v7gj5Wlqzkx4IfWVq4lE0VmwjJECbNRG5yLlOHTGV4ynCGJg9V/bs7sHMHp5GbGc8zX23l3Gv1iQ88a9Z0i4TEt2cPe6deBUYDvf49q9tVdlR7q9lUsemAbpR7nXsbpsC2GW30tfflzJ5n0jehL70TetM7vjeptlSVdHRiUQMGkPb3Byi8624K772P9McebfP/T8/6DZQ++yy1P/yAsFiImzAB+2WXYR0yuE3vqyjHYsOGDZuaLtW5tCQhuR9YAGQJId4FTie86GA9IUQ08Bv0WbkcwMfASClll8ngjqS+hUSt1r5f3aZN+ocpTaPXrLfaZX75otoivs/7nkV5i1hatBRPwINRGBnqGMq1Q6/lpLSTGOoYisVgafNYlNahaYI7zz2By99Yyvsbqxg3cCCur74madq0Lv2h019QwJ6pU5F+Pz27QTLiDXrZVL6JdWXrWFe2jg1lG9jr2ttwPCM6gxMST2BCzgT6J/ZngH0AmTGZXfp3oDtLuPBC/Pn5lM14AWNaKim33NIm9/Hu2kXpP/+Ja/4CDPHxOG67lYRJkzCG/6YritI+mp2QSCm/FkKsBE5BH6x+s5Sy7KBiJeitIe8D29FbU04Mr2GClPLjVom6A6ofQxKoUAkJgG/3bvZefQ0iKopeb72JOTu7Te4jpWRH1Q6+3fst/9v3PzaW68vdZMZkckGfCxiTOYaT0k5S3a86uTH9khnbL5kX/reNX198CVUPP4hnxQpso0dHOrQ2ESgvZ+/Uqwg5XfR86y2i+vePdEitrsxTxqqSVawqWcWakjVsrNhIIKR3oUy1pTIkeQgX9buIQUmDGJg4EHuU+oDY3SRPn06gqJjyf72CKTUV+5QprXbtYE0NZTNeoOKddxBmM0nX/Zmkq65S3aQUJUJaulJ7OTC3/rUQ4gQpZePBNv9BT0JOCG8HnI7eYtIlCasVYbGoLluAv7iEvX+6GoJBer797zZJRnZW7+TLXV+yYPcCdlbvBGCoYyi3jLyFcVnjyInPUTWnXcyd557A+TMW8378YM6Pj6di1qwumZCEvF7yrr8Bf1ERPd+c2SW6jEgpyXPlsbx4OcuLl7OqZBX7XHrDucVgYXDSYK4YdAXDkoeR68glxdb5F0dVjp8QgrT77yNQWkrRQw+jxcURP2HCcV1TSonziy8ofvJJgmXlJEyahOPmmyI2eF5RFF2LEpLD+AroWf9CSvnH47xepyWEwJCYSLCbt5AEq6vZd/XVBCor6TXrLSy9W2+m5zJPGfN2zuOLnV+wqWITAsGo1FFMOWEKZ/Y8E4fN0Wr3UjqeIZnxTByWwas/5/Pbiy7GNetNfPv2Yc7KinRorUZKSeHd9+BZvZrM557DNnJkpEM6JlJK9rn28XPRzywrWsby4uUN6/bYLXZGpo7kdwN+x4iUEQxMHKgWA1WOSBiNZP7jGfZefQ0Ft92Od/t2HDfeiNBaPhOaZ916ip94HM/yFUTl5pL10kvt0pVYaX1lnjI2lG0gvyafywaqKdC7guas1P7PIx0CEg4qe/5B65Ic7npNlumsjImJBEpLIx1GxEifj33Tr8e3ezdZr/yrVd7o/SE//7fv//h428csKVhCUAYZkjSEO0+8k7Ozz1Y1qd3M7Wf3Z/66Ql5NHMkVhn9T+c47pN59d6TDajVlM17AOW8ejltvJe7ccyIdTosU1xaztGgpSwv1rdhdDECyNZkTU09kdNpoRqeOVq2XSotpNhs935xJ0d8fpPzlf+HdtJmMp55sdvcqf0EBJc8+h3POHAxJSaQ99CAJF198TEmN0v6cPicbyjawoXwD68vWs6F8A0W1RQAYNSO/7fdbtfBwF9CcFpKp6AsiHjKjFnBwh86nhBD5HLgg4sEe5cC1S7oMc69eeNaujXQYEVP85FN4Vqwg45mniT7ttOO61j7XPmZvnc2n2z+lvK6cFFsKU4dMZWLvifRO6LLraypN6JUUzfXj+vL8t9s4/8SxaP+dTfKNN3aJNUmq58yh7KWXiP/tb0m65upIh9OkWn8ty4qW8WPBj/xU+FND18kESwInpZ3EyeknMzptNDlxKgFRjp9msZD+yMNEDRlM8aOPsXvSJSRNm0bcOWcfdk0rKSWeVauo/uQTqj+fA0DStGkkXXN1l3i/6Kp8QR+bKzazrmwd68vWs75sPbuduxuOZ8VmMcIxgsEDBzMkeQgDEwd26WSkpqZGjBs3rv+PP/64ZceOHeYrrrgi5+eff95Sf3zq1KlZc+fOtRcWFq41hKekfvnllxOfffbZNIDo6OjQSy+9tOfUU0/1AGRmZubm5+evO9o9G5cxGAyj+vXr55FSYjAY5PPPP793/PjxtUuWLLFOnz69V01NjUHTNHnHHXcUXnPNNZUAJ5100oC3335714ABA3ynnXZa/88++2yHw+EINvWzNichWQasl1IuOfiAEOKBg3YVA/9o4nrbmnHPTsmcnY1z/nxCPl+3W6Co+ou5VL7zDolXXnnMfXxDMsRPBT/x7uZ3WZS3CE1ojO0xlkv6X8LpGaerVZEVAG46sx8r91bysHMYz9QupHr2bBKvvDLSYR0X97JlFN7zV2wnnUT6A/d3yA/wwVCQTRWb+CH/B5YULGFt6VoCMkCUIYpRqaO4qO9FnJJxCv3t/dXCgkqbEEKQeNllRPXvT+G991F4zz0UP/wwsb8+j+gTTyRU5yXkcROsqMT15Zf49uxB2GzETTwfx/TpmDIyIv0jKI2EZIg9zj2sL1vP2tK1rC9bz+bKzQ2TWyRbk8lNzmVin4kMSR7C4KTBxFviIxx1+5oxY0byBRdcUGk0HvpxPRgMsmDBgoT09HTf/PnzY88//3wXQN++fb0//PDDFofDEfzoo4/ipk2b1mvt2rWHXVyxKRaLJbR58+aNALNnz4675557eowfP35LTExM6O23396Vm5vr3b17t+nEE08ceNFFFzmTk5MPSDymTJlS/vTTTzueeOKJoqbu1ZyEZBJw2GXppZQ5B73+ZTOu12WZc3JASvx79mDp1y/S4bQb77ZtFN57L9aRI0m5/bYWn18XqOPzHZ/z9sa32e3cTVJUEtOGTWNSv0mkRqe2QcRKZ2bQBM/9bjgTimvYntIHw7/fxn755e2yYFlb8O7cxb4bbsSUlUWPGf9EdKDKjKLaIn4s+JElBUv4sfBHqr3VAAxMHMiVg6/k1IxTGZ4yXE2jrbQr2+jR9J43F8+qVVTNno1z3nyq/zv7kDJHa0FR2l9lXSXrytaxtnRtw/TeLp8L0NcUGpysT26Rm5xLbnJuh1pP6I7/rsnaWuRq1ek6+6fFup+aNOyoy2J89NFHSR988MFOAIPBIBMSEgL1x7744ovY/v37eyZNmlT53nvvJdYnJOPHj6+tLzNu3LjaG264oeGPit1uD9CEI5Wprq42xMfHBwCGDh3a0GsqOzvbn5iYGCgsLDQmJycHExISAgaDQQJMnjy56rTTTjuhVRISKWWHGqUthDgXeB4wAK9LKR8/6PitwNVAACgFrpJS7gkfCwL1TVV7pZQXtGZs5hw9P/Pu2tVtEpJgTS15N92MZrOR+eyzLVpRt9pbzYdbPuTdTe9SUVfB4KTBPDrmUc7JPgezoeN8KFM6nqQYCy/+fiTPbxnD3UtnUfbKqzimXxfpsFosUFHBvmnTEAYDWa/8C0N8ZGv/6hcT/SH/BxbnL2Z71XYAHFYHv+jxC07POJ1TMk4hMSoxonEqihAC28iR2EaOJO2ee/AXl6DZrGg2G5rV2q6ruyuH8ga9eter0nWsLVvLutJ15NXkAaAJjb4JfTm719kMdQxlSPIQ+sT3Ub0gDlJXVyf27dtnGTBggA+gb9++/q+++mpH/fH33nsv8dJLL62YMmVK1UMPPZTp9XqFxWKRja8xY8aM5HHjxlXXv16/fn2TCyo2LuP1erUTTjhhkNfrFWVlZaZ58+ZtPbj8woULbX6/XwwaNMgL0DhGh8MR9Pl8oqioyJCWlnbUblvHNcuWEOIBKeUDx3ONFt7PALwIjAfygGVCiM+llBsbFVsFjJZSuoUQ1wFPoi/UCOCRUg5vq/jM2frCZb7de9rqFh1O8UMP4duzh55vvokptXkDzMs95czaOIsPNn+AJ+BhTOYYrhpyFaNTR3eY2hCl4xvVy84vr76Ub/PXceY//4mpVy8SJvw60mE1W8jrJW/69QRKSug1662IzRaWX5PP4rzFLM5fvH8xUc3IqNRRXNDnAk7PPJ1+Cf3Us6m0ulBI4vEH8QZCeANBfIEQAoHBIDAIgckgiIkyYjEe/YOqFh2NpXfOUcsobSckQ+x27mZ92XrWleotH1sqtzR0vUqxpTA0eSiXDLiE3ORcBicN7nRrgzXVktEWioqKjLGxsYdtrairqxMLFy6M/9e//rXPbreHhg8fXvvJJ5/ETZ48uSH5mDNnTuw777yTvGTJkmPqrgUHdtn65ptvoqdOnZqzdevWDVp4Qog9e/aYpk6d2vuNN97YZThCL4WkpKTA3r17zWlpaZ6j3et4p/1dcbidQgiLlNLb1L5jcBKwXUq5M3zND9BXhm9ISKSUCxuV/wm4/DjveURr9lXx6ep87p0wCE0TGGJiMDoc+Hbtaqtbdiiub7+l+rPPSJ5+HdEnn9Rk+TJPGW+uf5OPtnyEN+jl3Oxz+VPunxiQOKAdolW6oqljcnjuL3ez4ZE7CNx5F4aMDGJHtFmdQ6sJ1dWRd+NNDdP7Woe3X8y+oI8VxStYnK8nIfWD0dViokprqvMH2Vlay47SGvIqPRRWeyisrqPYWUeV20+1x4+zzo+UTV/LbNCIthhIjDaTFh9FalwU6fFR5CTH0McRTZ+UGOKiVItIe5BSUuwuZkPZBtaX64PON5RtwOXf3/VqSPIQ/jDoD/u7Xqmu18ckOjo65PP5Djsgb/bs2XEul8swZIi+UJXH49GsVmuoPiFZunSpdfr06b3mzp27ramWieY666yzaisrK42FhYXGzMzMQEVFhXbeeef1ve+++/LPPPPM2iOd5/V6hc1mCzV1/eNKSKSUc45w6Efg4An0D7evpTKBxllqHnDyUcr/CZjf6HWUEGI5eneux6WUnx58ghDiWuBagJ49ex58+AA7y2p484fdXDg8k2FZ+gzI5pycbpGQBCorKbzvfiwDB5L85z8ftWy1t5o317/Ju5vexR/yM6H3BK7OvZqceFWj1Z205NlqwTX5y4QhvCEfofS+m/Be/WcGfPwfYnt13LVJQh4PeddfT+2PP5H+8EPtMr1vniuPxfmL+SH/h4ZWEJNmYnTqaC7udzFjeoxRs2F1Um3xXLWUNxBkQ4GTlXsqWbW3inX51eyrdB+QbMRFGUmPt5IaH0VOcjTxVhMJVhPRFiMWo4bFZMBs0JDoLSeBkMQXCFLrC+KqC1Dj9VNe46PIWcfSnRUUO+sIhPbfICM+itwe8QztkcDQHvGM7Gkn2nK8da5KZV3l/ul2w1Pvlnr05Q2Mwkg/ez/OyzmPIclDyE3OJSc+R3W9aiUOhyMYDAaF2+0WNpvtgNT9gw8+SHzuuef2TJs2rQLA6XRq2dnZuS6XSysqKjJecsklfWbOnLmr8ViPg+Xk5AzetWvXhubGs2rVqqhQKERqamqgrq5OTJgwoe/kyZPLr7rqqsojnRMKhSgtLTUNGDCgyQaJ5qxDYkT/YH8RkIG+4noB8BnwhpTS36hsGnrSYBVCjGD/9L9xQGtUtx3ur+Vh61eEEJcDo4FfNNrdU0pZIIToDfxPCLFOSrmj8XlSyleBVwFGjx591LqbcQNSMGiCrzcW709IsrNxffVVs3+gzqrowQcJOp30nPnGEQfhegIe3t30LjPXz6TGV8N5Oedx/fDr6RkXmT+aSmS15NnCq9e2YWneOgN/On8k//U9Ruz9N7H2kstIf+B+ev/6rOOKty2E3G72XTcd988/k/7ooyRcdGGb3Ke+FWRR/iIW5y9mV7VeSVLfCjI2cywnpp2oWkG6gBY9V62oxFXHws0lfL2xhMXbS6nz6xWgmQlWhmXFc9GITPqmxNA3JYaeibZWTw4CwRB7K9zsKK1le0kNm4ucrM2r5ssN+vo3Rk0wLCuB0/okcVqfZEZn2zEZ1OxvR1PuKWdTxSY2lm9s2AprCwEQCLLjszkl/RQGJ+tT7g6wDzhgyt1QSFLjC+Cq8+Gq81PrDVDrDeL26V+9gRB14S56vkCIQChEICQJhiTyoKYyg6ZhMgiMmobFpGEzG4gyGbCZDcRYjMRGmYi36l9TYi1dtjLljDPOqP7qq69iLrzwQlf9PpfLpX3//ffxs2bNahgfEBcXFxo9enTNBx98EP/NN9/EVVVVGW+88cZeAEajUR48dqSwsNAopWzyH61+DAnorWMvv/zybqPRyKuvvmpftmxZTGVlpfG9995LBpg5c+au00477YBuWYsXL7aNGDGi1tSMMV3NeYd4G6gCHkBvkQDoAVwJvMP+8RkA5wB/DB9vPP2vC7inGfdqSh7QuOqzB3pydAAhxFnAX4FfNO4mJqUsCH/dKYT4DhgB7Dj4/OZKsJkZ3cvON5uKuf0cvduROSeHYFUVgcpKjHb7sV66Q3POm4dr/gIct9xC1IBDu1uFZIi5O+fy/MrnKXYX88sev+SGETeorllKs4Sq9rHtpVEkjbuX5FNvbPZ5k347lm9CTyOe+DveW2/kh/fGMPqph7Ckp7VhtM3nLyoi/9bb8KxeTcaTTxI/8fxWvX5BTQGL8xezKH8RSwv1VhCzZmZ02mgu6X8JYzPH0iuuV5f9w600k5RwjL8D/mCILzcU8faPe1i6S5/vJjPByu9GZ3FqnyRG9LSTGtc+a0IYDRq9HTH0dsQwftD+LkHVbj9r8qr4aWc5S3aU8+LC7cz433Zio4yc0d/BmSekMG5ACvbo7jtxSkiGyHPlsaVyC1sq9G1jxUZK3CUNZXrG9mRI0lB+3etiUi39idN6UeMxUlbjY+cOHyvW+iivXUuVx0+126d/9TSvC149TYBR09A00Br9TkoJwZDEF2yylw8GTbD9kfNa9PN3JjfffHPJU089ldY4IYmNjQ1VV1evPrhs/WDy8HogRx3M/N1330VfffXVJUcrAxAMBg87NGP69OkV06dPb3LSqzfffDNp+vTpTd4HmpeQjJRSHvxJMg/4SQhxwGh7KeUsYJYQ4mIp5Wxa3zKgnxAiB8gHJgOXNS4Qbpl5BThXSlnSaL8dcEspvUKIZOB09AHvx2X8oFQenruJfRVushJtmHOyAfDt2t0lE5JAeTlFDz5E1NChJF39p0OOryhewZPLnmRj+UYGJw3miTOeYFTqqAhEqnRWJUYjkzJTuX3Pl1zZgoQE4KxJZ1Lwi9F8fveTnLLkczadfR7WCRPo8ZsJ2EaPjsjMO1JKnF98QdFDDyP9fjL/8Qxx55573Nf1B/2sLFnJorxFLMpf1DAWJCM6g4m9J3JGjzO6RCuIlBJ/UOINBMM1qfubxQ2awGzQMBoERk2oZOtopISv/gYBL0x4ukWnVrl9vPnDbt7/eS8lLi897FZuHd+f8YNSOSEttkP9u8fbTJzR38EZ/R0AOOv8LNlezsLNJfxvSwlz1xZi0ASn9Uni17npnD0olaSYrjttdVVdFdurtrOtahtbK7eytWIr26q24wm4ARBoJJgyiBX96aOdib8ug1pnKnt3aWyoqx9P7Qb2V7BbTfp4nqQYMwk2M70SbSTYTMRbTcRFmYgLt1xEW4zEWAzYzEZsZgNWkwGL0YDFpGE2aGja0X9vpJQNiYnHF8TjD+IOd+Fz1flx1gWo8wc71O9fazv99NM9y5YtcwYCAQ63FsmxmjJlSnXTpY7fkCFDPL/5zW9cTZdsXkJSKYS4BJgtpQwBCCE04BLgSP3GhgghBh+8U0r5YHOCOhIpZUAIcQPwJfq0vzOllBuEEA8Cy6WUnwNPATHAf8K/pPXT+w4EXhFChAANfQzJxsPeqAXqE5KvNxZz1ZgcLNnZAPh278Y2csTxXr7DKX70MUK1tWQ8+gii0cNR6i7lmRXPMHfnXFJtqTw65lEm9J6gFkhTWiwtJp1sYWFpzR6OZbnDDEc80157mI/nXkDF888zes7n7P10NjI2jvhfnEHUwIFY+vXF0q8fxrS0Nv1j5i8pofiRR3F9+SXWESPIePwxzL16HfP1imqL9FaQvEX8VPgT7oAbk2ZiVOqoTjMWpM4fpKBKH+BcUOWhxOWlrMZLeY2P8lovTk+AGq/+gaPGG8AbCDWr1lUIsJkMWM1Goi0GYqOMJFjNxNtM2G0mkqItJMdacMSYccRGkZEQRUpsFIYmPhR1GUKA0GDZa5DcH06+tslT/MEQ7y3dy7PfbKXa4+eX/R08fmovftE/pdP8u8VFmTh3SBrnDkkjFJKsy69mwYYi5q8r5O6P1/HXT9ZxWp9kJg5L55zBaSTYOl/LiZSS8rpydlTtYl3JVjaVbWNX9U4K3HuoDe6vxBYhGyFvGn7PMEJ1GQS96YS8qTiliRiLkZRY/RnJTrPg6GfBEWshOcZMcoyF5BgLSTFmkqItWM3tM0ZECKFXNhg0bObuOx7olltuKY90DMfqtttuK2tu2eb8D08GngBeEkLUJyAJwMLwscOpafR9FHA+jdPr4yClnAfMO2jffY2+P2zH8fBK87mtEUNjvZKi6ZcSwzeb9ITE1KMHGI1dcmB7zfff45w7l+QbbsDSty8A/pCf9za9x8trXsYX9HHt0Gu5OvdqrEZrhKNVOrOT4/vxecVa/FV7MCW0/AO8EIKLzz+ZinFv8e/vtrDu0y8Zvns1Jy1cRNwXX+wvZzZjTE3FlJqKMTUVo8MR3pIxJidjTEnBmJKCFtv8WuCQ10vNwoVUf/IpNYsXg6bhuO1Wkq66qsWLNwZCAdaUrmloBdlaqTdKp0WncX7v8xnbY2yHnRGrrMbLliIXmwqd7CitYVdZLXvK3RRWH7rObozFSFKMuaHWNTs5mtgoIzEWI1GNBjwbNKF/rg6fFwgPfvYHQviCIdy+YHgL/H/2zju8imrrw+8+LfWk9xBISEggtIChEwQBu4BSBBUVC3oVxXbter22T69cr4gFAYYa0AAAIABJREFUCyiCiCiKFKkKIr33ElIJ6SH9JDl1f39MgoAhCRBIAvM+zzznZGbP7HWSzJy99l7rtyirslFcYSGrpJIik4WiCuvf+tVqBEEezoR6u9Dax5Uwb1fa+LoS4edGW383jJebctOQ1+BEMix/DnwioN3QszZdf7SAfy3eS0phDl3D4bYenni4ZZFpOcJne8uotFVic9iwOqzYpR2BQCM0aIUWnUaHk9YJJ60TzjpnXPWuuOvdcdO74a53x2gwYjQY8TB44KJzuWQOtKY6r6RrmBfPXhfDoewyft2XzZK9WTy3YB8vL9xPQjt/hnUNYUhsIO7NKCleSklBRSG7c5I5kJfC0aI0jpdlUGA+TrkjG4f4K3RfOgw4zP44zOEIax88dWEEubQh1D2YYH8XgjydCfBwJtDoRKCHMwEeTlf0gF+ledCQwohpVOeJCCF8ASGlrNPjkVL+99SfhRBTgEXnb2bzZkhsIJ+vS6Gkwoqnqx5DWBiWtMvLIXGYTGS/9hqGyEh8Jz4IwN78vby26TWOFh0lITSB53s+32IT1qWUFFVYyS8zc8JkptBkoazKVh0eokzPuui11cvSysAp1MsFg05dAboY9Gk9iO+L97Pv8E907/3keV/Hx83AEzd1xjSkA99tPcaLW4+Rm5lPm9IceotiOmtNBFlK8SwvQr93L7b8fGTV3wfMwtlZcVD8/ND5+6H18kY4O6NxMiAMBuxl5VizspQtPR1HRQW6wEB875uA18iRGKpXThtCYVXhyVWQDVkbKLOUoRM64gLieOqqp0gITSDSK7JZrYKUm23syShm17EidmcUszujhILyv0RVfNwMhPu60ifSlwhfN0K9XQj2dCHES5FwddZf/BlXm91BoclCfrmZvFIzWSWVZBVXklVcxfGiCtYfLSCn9PS/vb/RiSh/d9oFutMuwJ2oACMxQUZ8Wmr+gUYLt30OX10PP0yA+1dCYCxlljIOFx4mqTiJlOJU1qUd4Hh5OhqfUtx9JcnAe2dErDtrndFpdOg0OrRCi0TikA7s0o7NYcNit2CX9auN6jV6PJ088XLyOvlas3k7e5989XZS3ns5e+Gud7/g/38hBLEhHsSGePD0tdHszyxl8d4sluzJ4vfDeTjpNAzuEMCNnYMZFBNw0RW7Km2V5Ffkk1eRR2pRJgfy00kpyiTHlEOxJZdK8kFYTjvHYfVE7wjEU9sLf+dWhLmH084nkhjfVgR7KfeYt6u+WT0rVFTOxjndYVLK05aNhBBDpZSrGnCqK9D2XPpqSQzpEMina5NZm5jH8LhQRfo3La2pzWpU8j/8EFtWNm3mfkulsDJt6/vMPTQXf1d/Phj0AdeEXdNiHnp2hyQxt4zt6UUcyCwhKa+cpPxyimuZQa0LjYAQLxci/NxoF2Cka5gncWFetPZxbTG/i+ZKfMwoNHs+ZHPGugtySGpwc9LxQEJbHkhoS0p+OasP5bL6YB5zjhdjtjkgQKl1EOhhoLUThGuqCLKW41lZgtFUglt5EU6lRRhKi9EfPIq+vBRhtaCxWtFaLVidXKjw9qfcy5eyLgmkxVxFZkQn7ELAlmJ02/ag0yqqMa4G3ckYay8XPf7uBkwinYPFW9iUvZ79BfuRSHydfRncejAJoQn0CemD0dAwxbFLQaXFzra0QjYmn2BTygn2Z5Zgr5ZgjfR3Y0C0H7HBHnQI9iAmyIhfM4jR12k1BHgoM8MdQ2pvU2W1k1FYQUqBiZR8Eyn5yrPh552ZlJn/qk8WYHSifbAHHYKMxIZ40DHEgwg/92YfxnToxCHSS9PJiR9NzrbPyFx0O0e9gsisyDnZRoszlko/Wrl14sbYjoS4BxLoGoifqx+eBk+MBiPuevcGSbtaHVbMNjMVtgrKreWYLCbKrGWUWcootZRSZimjxFxCibmEYnMxxeZi0kvT2V21mxJzCTZZa004dEKHh5PHSSfG0+CJh5MHHgZlMxqMuBvcMeqVV3e9Oy56F1x1rrjolFedRnfyOS2EoHMrTzq38uT569uz81gRi/dksXRfNr/uy8FJp2FAtD/XdQwioZ1fnYn7VruVClsFFdYKyqxllFvKKbeWn/ycJZYSiqqKKKwqpLCykBxTPicqT1Dl+HsZB2l3AZsXLsKfEKdYQtxCaesdRge/tsQFtyXcxwudqhymcplwoS7/DOBvU+JCiH2ckncI+AMXlD/SnOkW5oWfu4FVB3OrHZJwTOvXI+32cw7RaI5U7ttH4ew5eI0by+6gKl775VZyTDncHnM7k7tPxt3g3tQm1ktGYQW/HcplbWI+O9KLKKtO1vN21dMuwMgNnYKJ9HcjyNNZCRtxc8LDRXea8kelxU5xpZXiCgsnyi2kF1aQVmAi7YSJuVvTmbnBcfKavdv6ktDOnwHRfrTybn7hNM0dT1cfYoUTm8tSeaSRr93W352J/u5MHBCJze4gpcDEgawSDueUkVtSRU5pFZtKtRRW6Km0eGCWoeCGsgXXckEpMWg16HUaDDoNOq0GHQJNWhHVxWyx2ZXEbKvdQYXFhtVhRuuWhM79MDr3w2j0pUgp0FjC8BG3EGWMp4tvLNGeHkS6GXHRNv3/UPoJE2sO57HmSD6bU05gtjnQaQRxYV48MjCS+HAf4lp54enacsOcnPVa2gUaaRd4uvMnpSS31ExibpkShpZTyuHsMr5KPnFSCchZr6FDsAedQjzpHOpJp1BP2gW6Nyup2f/u+C9bsrcA4GZ0I7iqnE5FWYyKHYOPbz8+XmEiNVfLSzd15L5+4Rc8saLX6NEb9Lgb3Akg4JzOlVJSbi2nuKqYInMRRVVFJ52Wmq3EXEKpuZScihyOFB2h1FKKyXrW+mynoRXakyFlBq1BsVWjP7nio9VqiemmoZXZTlGFha2VFjZsc8A2B056cDVoMOglCCsSZUWo0lZ5VifqLwR64YqwGzGbXbFZPZG2UITdkwDXACK8g+jg35q44HA6BvsT6uVSb/K3isrlQEPqkJwt1EoAvmc5dqqepQ3IlbLeu7TFotEIBrcP5Nd92VhsDgzh4UiLBWt2NoZWrZravAtCWq1kv/wKWj9fvupv5btVDxHhGcE3N3xDXEDzroidWmBi4a5MVhzI4XCOIvLQ1s+Nm7uE0CPcmx7hPrTybpz4ZZvdQWJuObszitl5rIgNSQUs26/MOkYFuHNjpyBu7BJMTGDzUqRpzvT2iOLrkgOYyrJxM9bmCVw4Oq2G6EAj0YFnX31wOCSVVjv26szqmgTrc1V3yq/IZ+3xtazNWMuW7C2Y7WZctK508OpBa+d4POlMQYme1AIT+1MqWL076eS5Bp2GSH93OgQbiQ32ULYQj4uagGu1O9ieVsSaI3n8diiX5HxloBfh58YdvVpzdbQ/PcJ9rojic0IIgjydCfJ0PqneBGCxOUjOL+dgVikHskrZn1XCz7symb1ZUdw06DTEBnvQOdSTq6P9GRLbtBWr/xn/TzRCQ5BbkLLilrMPvhuHXPsJb+oE+VW9+Oa+q+jfzq9J7QTld16TaxJGwwud2hw2yixlyoqM1USZpQyT1USlrZIKawUmq4kqexVVtqqTr1aHFYvdgtVhxeqwngw9czgcuOkhwB1AYLLYKKlwUGSyUVxqw27XgNQh0GF0csVD54xB44yz1gUNzlSZ9ZiqdJRW6Cir0CPtrmB3wc2gV5zXUE8lbCzYg3aB7jjpWv4EpkrjUl5eLgYNGhS9adOmI8nJyYbx48dHbN269UjN8QkTJoQtXbrUOzs7e6+2egJ8165dzhMmTAg/ePCg6/PPP5/5+uuv59a0Dw0N7ZyZmbmvrj5PbaPVaq9q165dpZQSrVYrp06demzo0KEmgISEhHa7d+92i4+PL1+zZs3JL6yePXvGzJ49OzUmJsbSt2/f6F9++SXZ39+/3vjNhnyTJAB3cXqiOigOSc/aTpBSpgshulafC7AO2NuAvlosQ2ID+X57BltTC+keoVQgt6SmtniH5MSMGZiPHGHGnf6sPL6Iezvey6Nxj55WDKk5UWSysGhPFj/vymR3RjFCQI82Prx0YwcGdwigrf/FWc3RaTUn45Hv6NUaKSVJeeX8kZjPb4fy+GhNEh/+nkSkvxvD40IZeVUrQr3UxP+66NV6EF/uP8iOQz8woOfjTWaHRiPOa9AtpSS5OJnfM35nbcZa9hUo3wGh7qGMih7F1a2uJj4wHr229hUFk9lGUl45ibllHM0r53BOGX8eLeCnnZkn24R6uZwMGWofpDhWbXzdzit0yOGQpBSYWH80n/VJJ9iccoJysw2DVkOvtj7c1bsNg2ICCPdzO+drX64YdMqqSIdgD0ZWq5s7HJLUEyb2Z5aw73gJ+zJL+GnncWwOR5M7JH+rBRXUGdv9v5H08W28UvVf7u/0MCGRza+g6Lmg0+iUnBPniyu7b7bZSc4zkZhbRmJuGcn55ZSbbVRU2am0KGMvH1cDUX4GfFwNtPF1PVkoMsRTXfVQaRjTpk3zGzZsWFFtkr92u53ly5d7BQcHW5YtW2a8+eabywACAgJsU6dOPfbjjz9e8E3g5OTkOHz48EGABQsWeLz44outhg4degTgmWeeyTGZTJovvvjC/2znjxs37sSUKVP833333ZyztamhId+ym1Hqd/xx5gEhxJFa2iOEmAw8CPxUvetbIcTnUsppDeivRdI/yg9nvYYVB3LonfCXQ0JCQj1nNl9MiUfI/WgamzsIDnU0Mqv/VLoFND8pY7tDsj6pgPnbM1h1IBeL3UH7ICMv3tieYV1DCfK89M6TEOJk6McDCW3JLzOz/EAOS/dm8f6qRP63OpH+UX6MiQ/juo5BanJ8LXTrMAqnvR+xKeOPJnVIzgWHdLA3fy+/H/ud3479xrGyYwB09uvMY90eY1DYIKK8ohq0ouLmpDupCHQq+WVmDmWXcjBbmZU/mFXC6kO5J1dunHQaIvzcaO2jKEa19nHF09WAu5MWN4MOrUZQVmWjtMpKcYWV5PxyDmWXcii7jPLqPInWPq4MiwthQDt/+rfza1ZqQ80djUYQ6e9OpL87w+NCAcVJqbDWn+DdFLy5toBvS55lefQiIvdPh/IDMHIGGJvWeWruOOm0JyehVK4AFj4aRt7Bxo2dDYitYMTHGXU1mT9/vu+8efNSALRarfTy8joZbbRkyRJjdHR05ahRo4rmzp3rU+OQhIaG2kJDQ22//PKL15nX8/b2rjda6WxtSkpKtJ6eniePDR8+vGzJkiV/Cy/w8vKyabVaCTB27Njivn37tm8Uh0RKedYSmFLKAWc5dD/QS0ppAhBCvAtsAi5bh8TFoOXGTsH8sCODSYMi0RiNLTqxPaUwiaTH7sBL5yBv4nB+GPJqs5MWTcor5+ddx/l5ZyZZJVV4ueq5s3drRl8V1uy+JPyNTozv3YbxvduQUVjBjzuO8+OO4zz23S783J24o1dr7uzV+pJVOW4JOLn60U3q2VLWvBXr7A47O/N2sjp9NauPrSavIg+d0NEzuCf3dLyHgWEDCXA9t/j5uvA3OuFv9D8tdKjSYudonpLfcCSnjNQCEykFJtYm5mOx1V3t2N1JR/sgI7d2C6VjiAd9I/1o7du87vWWjkYjmqVTN2dzOl9vTOOB/u2IvHkG7B4MS56C6f1h5JfQ9uqmNlFF5YqlqqpKZGRkOMXExFgAoqKirDXV2AHmzp3rM2bMmMJx48YVv/HGG6Fms1k4OTnVWbVp//799ZbgOLWN2WzWtG/fPtZsNouCggL9r7/+mljXufBXxXgAf39/u8ViETk5OdqgoKA6Z2XO6wkphLhZSrmkribAqR3b+Us6/rLliSHRLNqTxbQ1SdwfEYG5hdYiWZi0kK3TXmN8upmiZ+/mhRteaGqTTpKSX87vh/NYvDebPRnFaAT0b+fPizd1YGhsYIuIwQ3zceXJodFMHtyOdUfz+WZTOtN+P8ona5K4oXMwDyZE0KXV3yY2rkh6eUQy1XSEgvIc/NyDmtqck9Q4ISvSVrA6fTUnqk7gpHWif2h/hrQZwoBWA/AwXDqn2MWgpUsrr7/93zgckoJyM6VVVsrNdkxmGzaHxMNZh0d1VWVfN4MaPnIFcjS3jNcWHWBQjD8v3NhB2Rl3BwTHwQ/3wOwRMPBFSHiak+oMKipXKvWsZFwMcnJydEajsdbViqqqKrFmzRrP6dOnZ3h7ezvi4uJMP//8s8fYsWMbtQL7qSFbq1evdpswYUJEYmLiAc05PBN8fX1tx44dMwQFBVXW1e58p2xeB+pySL4Ctgghfq7+eQSKItdlTWtfV+7o1Zq5W45xd3ArxJ6dTW3SOVFpq+StzW+xccdC/rdGou/Xiz4Tnm8ye+wOSWq1AtKuY8WsPZJH2okKADoEe/DyTR0Y1jWEgBa6qqDRCAbGBDAwJoC0AhOzN6fz/bYMFu/JondbHyYOaMvA6IArerDYp/VAph46wtbDC7gx/tEmtUVKyd6CvSxLXcbKtJXkV+bjrHVmQKsBXBt+LQmhCc1uFVGjESelblVUTuV/qxNx0mmYMrrr6TlHgbHw4BpY8iSseROOb4VbPwNXn6YzVkXlCsTNzc1hsVhqHfkvWLDAo6ysTNupU6eOAJWVlRoXFxdHYzskpzJkyBBTUVGRLjs7WxcaGtpgoSqz2SxcXV3rXqrn/B2SOkdIUsr3hRBrgf7VbSdIKXedZ18tiknXRPHD9uNstLjRKycHR0UFGtfmNUipjZSSFJ5e+zSphUl8+nsAzoYy2rzx9gUrQtmrFYoqzDYqLHYqrXaqrHaqrA6qbHYqqmdtTRYbJZVW8srM5JUq0qvJeSYqq+OuDToNfSN9ua9/BINiAgjzaf6/03Mh3M+NV26OZfKQdny/NYOZG1K57+vtRAe684+BkdzcJaRZyYdeKtrHjMC4/1M2Z6xtMockpTiFJSlL+DX1VzLLMzFoDPQP7c8NETcwoNWAZueEqKjUx/7MEn7dl8Pj10ThW1uNGCd3pYBiWE9Y/gJ8fjWMmQ0hzVtZUUXlcsLf399ut9tFRUWFcHV1PS0Ua968eT4ffPBB+kMPPVQIUFpaqgkPD+9cVlamMRqN9Q7+ASIiIjqmpqYeaKg9u3btcnY4HAQGBjbYGXE4HOTn5+tjYmLM9bU9X4fkofoaSCl3Ai1riaARCDA6c3//CFbP2UkvwJKejnOHDk1tVp2sTFvJyxtexkXnwsycm3A58gtB772HPuQs1cNQCoilnTCRVmAio7CS3NIq8srM5JZWUVJppbTSSmmV7WSSbEPxdTMoM7pGJ3r09KFjiCexwR5EBbhfEYnfHs56HhzQlnv7hbN4TxbT/0jmye/3MGVFIhMHtOX2HmGXpKp1c0Hr2Ypedg2bSpNxSAcacWn+BwoqC1iWuozFyYs5VHgIjdDQO7g3D3d9mMGtBzerIoUqKufK/1Yl4umi5/6EOuoVCwE9H/wrhGvGtTD8I+gy5tIZqqJyhTNgwICSlStXuo8YMaKsZl9ZWZlm3bp1nrNmzUqv2efh4eGIj48vnzdvnud1111X1qNHj1iTyaQVQsjPPvss8NChQ/t9fHxOOirZ2dk6KWW9M841OSSgRAl8+umnaTWKX1dddVVMSkqKc2VlpTYwMLDLJ598kjZy5MjSU89fv369a7du3Ux6ff31qc7LIZFSboVzqtSOEGKJlPLm+lu2fCZe3ZZxKxW536qDB5utQ2J32Plw14fM3D+TLv5deNf7Pspen4zHLbfgectff6oqq529x0vYnVHE7oxi9mSUkFl8eiigi15LoIcTAUZn2vi64uGsx8NFj7uTDncnHS4GLa4GLS56Lc56LU56Dc56RfXH1aBV2jnrrshVgNrQazXc1r0VI+JCWXMkj0/WJvOvRQf48Lej3Nc/grt6t8HTpeUWoDsXhnhGs7oykdkHZnFPpwkXrR+z3cyajDUsTl7MhswN2KWdWN9Ynu3xLDdE3ICfS9PXZlBRuVB2Hivit8N5/PO6mIY9Q8J6wEPrYP498NODkHcIrnlFzStRUbkETJ48Oe+9994LOtUhMRqNjpKSkt1ntj01mTw3N7fOUhtr1651e+CBB/Lq699ut+8427EdO3bUqrR7Kl999ZXvI488Um8/cJEqtZ+FBy+wrxaDh7Oe4cP6UrTaHdPyNcSPHNnUJv2NEnMJz657lo1ZGxkdPZpnYydxfOTt6IOCCHr1FdIKTKw5ksfaU6oyA4T5uBDX2ovbe4QR7udGWz83wnxc8XDWqQX/LgIajWBwh0CuaR/A1tRCPlmbzHsrjjB9bTJ39m7Dff3DCTBe3vkBN7Yfy6r1z/PBzg/oFngVXfy7NNq1pZTsyd/DouRFLE9bTpmljADXAO7teC+3RN5CpFdko/WlotIc+O/KI/i5G7i3b3jDT3Lzg/E/w6/PwPr3oSBRyStxujh1nVRUVBT69etXuW3btlKbzUZttUjOl3Hjxl20XJNT6dSpU+Xw4cPL6m958Sq1I4QwAO0BCRyRUmY3xKDLhbv7RvBTm1gitm7hYGYJsaGeTW3SSVJKUpj02yRyTDm81uc1bmt3G1nPPoc1O5vdT7/DYzN3cyhbWXVrW12VuV+kH3GtvfCrLd5Y5aIjhKBXW196tfVlf2YJn/6RzOfrkpm5IZXRV7Vi4oC2tPG9PAvWiY638u+1bzHG7uCff/yT+bfMx9Ppwu6nzPJMlqYsZXHyYtJK03DWOjOkzRCGRQ6jZ1BPtJorJyxO5cphY3IBG5JO8MrNsede7FNngFumQkAsrHgBvroe7vwRjM1H/U5F5XLkiSeeONHUNpwvTz/9dEFD216USu1CiJuA6UBydbsIIcRDUsplDTWspeOs19J/7E2YXt/Kq1N/4eOXxzQLpZuNmRt55o9n0Gv1zLxuJrE+XVj/7sf4LV7M7A7XMTdREBem4dWbYxnSIVCtR9AM6RTqycd3dCe1wMTn65L5Yftxvtt6jBs6BzMxoe3fCum1eLQ6PAc8y3+WTeZereC1ja/x/sD3z3lFrqiqiFXpq1iaspSdeUp621WBV3Ffp/sY2mYo7gZ1tlfl8uZ/qxIJ8nDmzl4NDWw4AyGg98PgGwXz74YZQ+Gun8CvXeMaqqKicsVxUSq1A/8FBkkpk6rbRQJLgQt2SIQQ1wNTAS3wpZTynTOOOwHfAFcBJ4DbpZRp1cdeQCnaaAcel1KuuFB76iJ4UAJJr0NE+kEe/GY73z/Up0kTkr87/B3vbn2XSK9IXop/j1W7LHyw6BOe+e0TdrXuSsA/HmZtdyUUS6X5E+Hnxv/d1oUnhkQzc30qc7ccY+nebHpG+PBgQluuaR9wupxnS6bzGLr+8S6TLU7899hq3t7yNhM6TSDE/ezCCwA5ppyTVdO3527HIR1EeEbweLfHubHtjYS6h16iD6Ci0vS8enNHCkzmC/8eajcE7l0C345WnJI75iuKXCoqKirnycWq1J5X44xUkwI0KKmlLoQQWuBjYChwHNgmhFgkpTx4SrP7gSIpZZQQYizwLnC7ECIWGAt0BEKA1UKIaCllnZUjLwR9cDCGiAjGanMYmVnC49/t4sNx3S65U2J32JmyfQpzDs0hzrcfrsXjGf3RYYLL8vhww9c42kQw+scv0RvVGeKWSKCHMy/c2IFJ10Tx/bYMZq5P5cFvthPm48LdvcMZEx+Gp2sLT4DX6iDhGe5eNInUnqOYnzif7498T0KrBEZEjcBoMGJz2LDarWSZstiTt4fd+bvJNimRopGekTzQ+QGGtB5Ce5/2ar6TyhVJ51aNGDoc2h3uXwlzRsKsYTDmG4i+tvGur6KickXReBkyp3NACPErMB8lh2Q0ivNwG4CU8qfzvG5PIElKmQIghJgHDAdOdUiGA69Vv/8R+Egoo4/hwDwppRlIFUIkVV9v03na0iDc+vTBunAhrz30Iq8tP8ptn2zks/FXXbI6GlW2Kp5d9zxrMn7Dw3wNf64fgodzOQ/3CGTYZx8hnPWEz/hMdUYuA4zOeh5IaMs9fcNZeSCXWRvTeOvXQ7y/KpFhXUMY16s1XVt5ttzBeNexaNa9x7+PJ/PwuGX8mLSAn47+xLrj6/7WNMA1gG4B3RgfO55+of1o61mHvKmKisr54RsJ96+CObfBvDtg9FfQ4ZamtkpFRaUFckG6fUKIz89yyBnIBa4GBgL5gA9wC3Ah0r+hQMYpPx+v3ldrGymlDShBSb5vyLmNjlvfPsiKCka7lTLznh4cL6rg5mnrWXPkgheM6iUxP5ub5t/FmmO/U5VzM85lt/LmiC5sero/ty/+GMfxDEKnTsXQqtVFt0Xl0qHXaripSzDzH+7D0sf7M6xrCIv2ZDHi4w3cMPVPZm1Mo9BkaWozzx2tHhKehqxdBGfv57Fuj7Fy1EpmXT+Lr677itk3zGbezfNYNWoVv43+jSlXT2F87HjVGVFRuZi4+8M9i5WiifPvgX0/NrVFKiqXDeXl5aJHjx4xNpuNI0eOGHr27BkDsGTJEqPRaIxr3759bHR0dGzfvn2jMzMzdQCffvqpT3R0dGx0dHRst27d2m/atMml5nqhoaGd6+vzzDbffPONlxDiql27dp1MhN64caNLXFxc+6ioqI7R0dGxX3zxhXfNsZ49e8YcOXLEANC3b9/o/Pz8BoUFXaiQ+Ge17ZRSTqhju+8C+qttalc2sE1DzkUIMVEIsV0IsT0/P/88TDwd1549QaPBtHETg9oHsPix/gR7OnPf19t4ZeF+8kqrLriPU3E4JOsS87n3m+XcuvAOcs3JRPIPZt72FKufupo740MpfOE5TBs3EfzmG7j1UuN+L2c6hnjy7qgubH1pMG/d2gmdVvCvRQfo+dZqHpi1jSV7s6i0XLSoxdNolHur6zjwagNLn4KyHPQaPd0DuxMfFE9cQBwdfTsS5Kaq/qhcOTT2d9Z54eKlyAK37q3UKtn1bdPYoaJymTFt2jS/YcOGFdUm+RsfH19++PDhg4mJiQfjlUTbAAAgAElEQVS7detmmjJlSgBAVFSUecOGDUcSExMPvvDCC1kPPfRQmwuxYd68eT7du3cvnz17tk/NPnd3d8fs2bNTk5KSDqxcufLoiy++GFZQUPA3x2PcuHEnpkyZ4t+Qfi4oZEtKWWvBFCGEP0rdkfBT+7hAZwSUVY2wU35uBWSdpc1xIYQO8AQKG3guUsrPgc8B4uPj/+awnCtaDw+cO3fCtGkT/o8/RhtfN35+pB9v/3qIuVuP8cOODO7pG87DAyLxdjOcVx9SSo7klvHr3mwW7s7iuCkFt9YzcXKy80bvj7kpuq/SzuEg++VXKF/9G4EvvYTXiBEX+vFaFg4H2KpAo1Nm21tq6NJ5YHTWc2evNtzZqw0Hs0r5ZXcmv+zOYvWhPFz0Wq6O9uf6TkEMah9w0QouNsq9pTMosepf3Qhzb4cJv4JBFWFQuXJp7O+s88bJqMgAz7sDfnlUeb7G3dFk5qioNCavbHglLKkoqVFj7aO8oyre6PdGRl1t5s+f7ztv3rwUAK1WK728vGxntnE4HJSVlWmjoqKqAIYOHWqqOTZo0CDTpEmTTg4uvb29/3b+mZzapqSkRLN9+3b31atXHxk+fHjU+++/nwXQpUsXc02b8PBwq4+Pjy07O1vn5+dn9/Lysmm1WgkwduzY4r59+7Z/9913c+rrtyF1SDyBF4ARQI2Xkwf8ArwjpSyu5bRfgD+B1SiKVo3FNqCdECICyERJUj/zibcIuAclN2QU8LuUUlbXU5krhHgfJam9HbC1EW07K259+nDiiy+xl5ejdXfHxaDljRGduL9/BB+sTuTzdSl8szGdq6P9GRKrFMHzqcc5KTRZ2J1RxPa0IlYcyCE534RGQOfIQipDvsRocOGzoZ/RzluRY5RSkvt/71CycCF+jz+Gz/i7LsVHv7TYbZC9B7J2QlHaX1vFCTCXg6Wc0xbFNDrQu4GbL7j6KcW/PMPAJwK8I5T4aJ+2cJnVpIgN8SA2xINnr2/PltQTLNuXw8qDOSw/kINOI/jkzu5c27EZrzKExMGomTBvHCx4EG6ffdn9jVRUWiQGVxj3HXw3VnFKtAboPKqprVJRaZFUVVWJjIwMp5iYGAtAVFSU9dRq7Nu3b3dv3759bHFxsc7FxcX+wQcfHD/zGtOmTfMbNGjQySKI+/fvP1Rfv6e2+fbbb70GDhxY0qVLF7OXl5d9/fr1rv379684tf2aNWtcrVariI2NNcPpFeP9/f3tFotF5OTkaIOCgur0BxqyQjIf+B0YKKXMARBCBKEM+n9AUbw6E1cp5XMNuPY5IaW0CSEmAStQZH9nSikPCCFeB7ZLKRehVI+fXZ20XojitFDdbj5KArwNePRiKmydilufvpyY/hkVW7divOaak/vD/dz4YGw3/jEwim82pfHboTyWH8hBI6CtvzvBns4Eejjjb3Si0mKnqMJCcYWVY4UVpBYoDrBWI+gR7s29/SLw8k3i31umEuwWzGdDPzspiSqlJO+ddyiaPRufe+7B7x//uBQf+9JQclyJWU5dBxlbqp0OQOsE3uGKcxHSTZm9M7grX5gOO9itYLco7StOgKkAitKV61hOKbmjc4HAWAjspFwnrBf4twfNhUY7Nj1ajaBvpB99I/3497CO7D5ezIoDOXRp1QLqmMRcD9e/A8uehZWvwPVvN7VFKioqAHoXGPudIgn800RlNTp2eFNbpaJyQdS3knExyMnJ0RmNxrOuaMTHx5evWbMmCeCll14KmjRpUqu5c+ceqzm+ePFi45w5c/w2btx4+HxtmD9/vs/kyZPzAEaOHFk4e/Zsn1MdkvT0dP2ECRPazpgxI1WrrX1i0NfX13bs2DFDUFBQZV19NcQhCZdSvnvqjmrH5F0hxNlCsJYIIW6UUv7agOufE9XX/PWMfa+e8r4KRdWrtnPfAt5qNGOS18D2GTDqa0WW9Cy4dItDODtj2rjpNIekhpggI2/d2pk3R0gOZJWy6mAuibllZJdUcTS3gPxyM64GLd6uBrxd9UQHujMmPoxurb3o0soTV4OOFWkreH7d87Tzbsf0odPxcVZC/aTDQc4bb1D83Ty87x5PwPPPtVyVpRpsZjjyK+ycDcm/AxL8O0DXsdCmL7TqCR6h5+c0SKk4KIWpcOIo5OyHnL1waBHsnKW0cfKAVvEQcTVEXqM4Ky3cQdFoBN1be9O9tXf9jZsLvR5S/k6bPwZbpeKg6Jya2ioVFRWDK9zxvaK+9eN9cPsciDlrBQEVFZVacHNzc1gslgYNLkaOHFk8evToyJqft2zZ4vLII4+0Wbp06dH6VibORk5Ojnbz5s0eiYmJLpMmTcJutwshhPz000+PazQaCgsLNTfccEPUq6++mjl48GDT2a5jNpuFq6uro77+GuKQpAshngVmSSlzAYQQgcC9nK5adSqTgReFEGbAipJQLqWUHg3or+VQWQSHFkPWLgjrcdZmGoMB1/h4TH/+iZTyrA6BEIJOoZ50Cj03rfifj/7Ma5teI84/jo8Gf4TRYARA2u1kv/oqJQt+wvfBB/B/6qmW7Yw4HLB/Aax+DUqPg0cruPpZJU7ZO7xx+hBCCd1y8zv9byolFKZAxlY4vhXSN8Hqfymbmz9EDla+cKMGK6sxKpeG695S8ko2TFXC9cZ8A56qapyKSpPj5A53/gDfjFDUt8b/BOH9m9oqFZUWg7+/v91ut4uKigrh6upaZ37YmjVr3Nu0aWMGOHr0qGH06NGRM2fOTD011+NMIiIiOqamph442/HZs2d733bbbSfmzp2bXrOvR48eMStXrnQfOHCg6aabbooaO3bsifvuu6/obNdwOBzk5+frY2JizmpHDQ1xSG4Hngf+EEIEVO/LRcnVGFPbCVLKK2JEttfDn6U+3jyX/DuaOhwSAM9bbibruecpX7MW4zWDGs2Gbw99yztb36FvSF/+N/B/uOqVnCtpsZD1wouULl2K3yOP4PfYpJbtjBzbDCtehMwdENQFbvlAWZ24VLkDQig5Jb6REDdO2VeaDSlrlFWaoytg7zwlZjpigBKi0OEWcGlBKw4tEY0Whr4OrXrAz/+AzwbAbV8ojqGKikrT4uypJLp/dQPMHQsTlkJw16a2SkWlxTBgwICSlStXuo8YMaLszGM1OSRSSoxGo33mzJlpAC+//HJwcXGx7rHHHmsDoNPp5Jm5I9nZ2TopZZ2Dwh9++MH32WefzT513/Dhw4tmz57tk5KSYti2bZt7UVGRbu7cuX4AM2fOTO3bt+9pYVnr16937datm0mvr18sR0jZOKIcQoh7gC1SysNCiO61tZFS7myUzi4R8fHxcvv27Wc9vjh5MS+uf5F5jkA6Tlhd57Wk1UryDTei9fEh/Pt5jeIczNg3gw92fsA1Ydfw3tXvYdAqifD2chOZjz+OaeNG/J96Cr+JD15wX02G3Qa//Rs2fgjGYBj8KnQZ2/xCpOw2JYflyK9weImSTK/RQ7uhSlJnzE2gd673Mi0FIcQOKWX8+Z5f3711XhQkwfd3Qf4h6DwGrn0TjIGN24eKykWkWd5XjUFJJsy8DqyVSnV338j6z1FRaSTO977as2dPWteuXQsuhk0NZcOGDS7vvfde0MKFC1Mb87rfffedZ3JystPLL798UYviTZgwIWzEiBHFw4cP/5tDtWfPHr+uXbuG1/zcmJXaJwPbgYnAf2s5LoG/J1C0YPqE9AFgfWkSHc3lyhL1WRB6Pb4PPkjOv/6FaeNG3Pv1O+9+pZRM3zOdT/Z8wg3hN/BWwlvoNYr3aSsoIGPiQ1QdOULw22/jddut591Pk2M6AT9OgNQ/IP4+ZYDZXCVetToI76ds176pKH3tWwAHflKcFGcv6HI7dB8PQfXWJVI5H/yiYOIa+PO/SghX4nK45mWIv7/OHC8VFZWLjGeoUqdk5nVKCNf9K8EjuKmtUlFp9vTr169y27ZtpTabjdpqkZwv48aNK6m/1YXTqVOnytqckdpozGlmIaWcCCClHFTLdlk5IwB+Ln7EuoexwVkPxzbV297z1hHoAgM5Mb3WepINQkrJ1J1T+WTPJwyPHM7/JfzfSWfEnJpK2rg7MKek0Orjj1q2M5K1Gz6/WgnVGv4x3Py/5uuMnIkQEHqVovz05AHlizhqMOz4Cqb3h88Hwe65YG3copgqKAo/17wM/9gEod0VFa7p/SFxpZIHpKKi0jT4tYO7FkBloaLAVVXa1BapqLQInnjiiRON6YxcSp5++ukGrzA1pkNS57d9tVTwZUe/NkPY4+RESdLKettqDAZ877+Pim3bqDiPZXUpJf/Z9h9m7J/BmOgxvN7vdbTVORTlf64nbcztOMrLaTPra4wDB57z9ZsNx3fA1zcpA8j7lkO3FlwzRaNVcl1GzYSnj8D17yqywgv/Ae93gFX/UqSLVRoXvygYv1BJcrdVwdzRMOsWRYBCRUWlaQjpBmNmKWGV88eDzdLUFqmoqDQTGnWFpJ7jMxqxr2ZDQutBOIRgc8YfDWrvNXo0Wh8fCs5xlcQhHby15S3mHJrDXR3u4uXeL6MRGqSUnPjqazIeegh9SAjhP/yAS9cWnDSYdxi+HamoXD2wWpnlvlxw9YHeD8OjW+HuRUp418ZpMLWrUuAve09TW3h5IYQiLvDoVrjhP5B3ED4fCD/er+T4qKioXHqihsAtH0LKWlj8uLpyqaKiAjTAIRFCTK5+rS/pYUNdB6WUN52DXS2Gzn6dMWoMbLDkQ3n9uUEaFxd8JtyLaf16Kvc0bADqkA5e3/Q63x/5ngmdJvBsj2cRQmAvN5H9/PPkvfsuxiFDCP9uLoZWoRf6kZqOonSYPUIpajh+4eUbYywEtL1a0eafvBt6PqTkmXw2AGYNU4ozql/SjYfOoNQseXwXJDwNh5fCtHhY9rySp6SionJp6XYnDHoJ9nwHv7/Z1NaoqKg0AxqyQjKh+nVaXY2klJMu3JyWh06jo49fVza4OCOT1zboHO9x49D6+nJ88hNYjh2rs63dYeeVDa+w4OgCJnaZyJPdn0QIQcX27aSOGEHJ4iX4PTaJ0A/+h8bVtRE+URNRnqc4I9ZKJefCJ6KpLbo0eLX+K9dkyL8h/7ASWjTzOji6SnVMGhNnT0Wl7fGdinTz1s9gWjfY9AnYrU1tnYrKlcWAf0L3u+HPKUqRWxUVlSuahjgkh4QQaUCMEGLvKds+IcTei2xfi6B/5E3k6XQkJi1tUHutuzutZ3yJrKwk/e57sKSn19rOarfy3J/PsSh5EY/EPcJj3R5DWq3kTZlC+vi7QQjazJmN/6OPIpqbDO654LDDDxOgLEcppBUY29QWXXpcvKD/EzB5L9w4BUqz4NtR8MU1cHS16pg0Jh4hMGwa/GOjIj6w4gX4pI+S+K6ionJpEAJuel/JsVvyBCSvaWqLVFSaHeXl5aJHjx4xNpuNI0eOGHr27Blz6vEJEyaEBQQEdLHb/yrG/uGHH/refffdrQGeeuqpkFdffTUQYOTIkeFLliyps07gU089FfLhhx/61vxstVrx9vbu+uijj54WftOzZ8+YdevWuQKEhoZ2zs7O1tW8B8jKytIlJCS0O5fPWu8oVko5DugNJAG3nLLdXP16xdM3VKk+uyF3e4MHjs7t29N61tfIqirS77n3b06J2W7mybVPsiJtBc/EP8ND7e+j8NtvSb7uek58OQOv0aNpu/BnXLtfBjkWGz6A9PVw43sQ1rOprWla9M7Q80F4bKcyaK4oUHJqZlyrfmE3NgEd4K6f4I75gFQS3+fdqYoMqKhcKrR6GD0L/GJg/t2Qe7CpLVJRaVZMmzbNb9iwYUW1qWzZ7XaWL1/uFRwcbFm2bNlFKUj+008/eUZERJgXLVrk7XA4GnxeSEiILTAw0Lpy5coGy6M2SEdMSpkjhHgKyJdSVjTYoiuEQLdAop38WF95nPtOJCsKPw3AuX17Wn/9FcfunUDaHXfiecstuA8aBJ1jmPzn0+xL38L/Bd5L740Wkh4egj2/AJfu3Ql5+y3c+vS5yJ/qEpG5A9a8DR1vhbg7m9qa5oPOoIQzdBkLu7+FdVOUkLaIATD4NWh1VVNbeHkgBERfB20HweZPYO078HEvJb6950S1fomKysXG2QPunA9fDIa5YxQxE+NlKcqp0oLJevGlMPPRo40aF+/Url1FyNtvZdTVZv78+b7z5s1LAdBqtdLLy8tWc2zJkiXG6OjoylGjRhXNnTvX5+abb66z3oeHh4fdycmpTq/C3d3d7uLicrLNd9995/PII4/kfvHFF/6///6725AhQ0x1ne/t7X3SvhEjRhR/8803vtdee22d59RwLt+29wCfCiFOAH9Wb+ullEXncI3Lln6tBjC7agGmoytwa6BDAtVOyTezyHtvCkXffkvh119T6aLlHr0dv1KAL8kHXHv3xm/Kf3Ht2aNRqrw3C8xlsOABcA9S6oxcLp+rMdEZIH4CxN0BO76GP/4DX14D7W9W8iH8Y+q9hEoD0BmUkLmOI2Dp00oY1775MGI6BLRvautUVC5vPFspTsnMG2Du7TDh15ZTd0pF5SJRVVUlMjIynGJiYiwAUVFR1pUrVybXHJ87d67PmDFjCseNG1f8xhtvhJrNZuHk5HTWMJ2vvvqqTucH4PXXX8+teV9eXi42btxonD17dnpxcbF2zpw5PvU5JPv37z9U875fv36m119/PaS+PmtosEMipbwbQAgRAowCPgZCzuUalzMJUTfzVfJPbD70A4N7P3JOg2vn6Ghaf/E5qVkH+XTGP4g4UEhPnx74xyXg1C4K5+ho9KEtWD3rbCx7TpFfvWcJuHg3tTXNG52TohQVdwds/hQ2fAhHeiurKANfUGcUGwvvcLjzRzjwEyx9RlE+G/wq9H4EWnKeVmMhJRQfUwrB5uyD0kwoyVRerRVKPpjDDkhw8lCEBJw9wT1AEXDwDFNe/dsrwhXVdZRUVAjuqtRrmjdOmai6fY76/6HSbKhvJeNikJOTozMajbbajlVVVYk1a9Z4Tp8+PcPb29sRFxdn+vnnnz3Gjh3baBXY58+f79W7d+8yo9HouOuuu4ri4uJCbDZbRkOLNIaEhNjy8vIMDe2vwc6EEOIuIAHoDBQAH6GskqgAcf5xuGr0rC4/xuC986Hr7ed0/u683Ty27jFEO8GdD8+hq38LriXSEJJWK6FICc8o9ThUGoaTEa5+FuLvh3XvwbYvYe986DMJ+j2uHFe5MISATiMhPAEWT4aVLymyzLdOVwbTVxoOOyT/Dnu/h7QNUJal7Nc5g0coeIYqoYRORhDavwaR5jKoKoGqYihMUXKgrKdMrumclRW+wE5KvaHQq5T3Wv2l/4wqzYOY65Xiscv+CSteghveaWqLVFSaDDc3N4fFYql1JmzBggUeZWVl2k6dOnUEqKys1Li4uDga0yGZN2+ez44dO9xrEtVLSkq0S5YsMY4YMaLO0LAaKioqRH0hYqdyLqsbHwDJwHRgjZQy7RzOvezRa/WMjLmd2Yfm0PePV7il3VClEF49SClZmLSQNze/SZBbEJ8O+ZTWHpf5oMdmUVZHfCKVwbXKuePmq3xZ95oIv70B6/6jhHQNehG6jVdzHxoD9wAYOxd2z1X+X6cnKE5JzA1NbdmloeQ47JilTByUZoKLD7QdCG36Qus+EBB7bqtGUkJlERSmKvLWeQeVLXGF0gcoTkpId2WSok1fCOulhu5cafSaCEWpSk6XT4SyMqyicgXi7+9vt9vtoqKiQri6up4WijVv3jyfDz74IP2hhx4qBCgtLdWEh4d3Lisra9BD+dFHHw3t1auX6e677y6u7XhhYaFm+/bt7pmZmXtdXFwkwNSpU33nzp3r01CHZP/+/c7R0dGVDWkL5xay5SeE6AgMAN4SQrQDjkgpxzf0GheCEMIH+B4IB9KAMWfmrwgh4oBPAQ/ADrwlpfy++tjXwNVAjfd4r5Ryd2Pa+GT8UxzK2cFr8iBtlz9Fx9u+rrN9ibmEf2/6N6vSV9EzqCdTrp6Ct/MVELq0+RM4kaSExuicmtqalo1PWxj9FfR5FFa+rMhnbvkMrn0D2g1tautaPkIoRdza9IEf7oXvxkLfx2Dwvy7fmXxzGaz/H2z8COwWRZb1urch5kYl1+Z8EUKZpHH1OV2UoSYMLHOHsqVvhD/fV1YANTpo1RMiBynCAyHdVGf7SuDaN5VCucufV/JL2l+WdZVVVOplwIABJStXrnQ/1QkoKyvTrFu3znPWrFkn5Vk9PDwc8fHx5fPmzfNsyHUPHjzocuutt9bqjADMmTPHu2/fvmU1zgjA2LFji1977bVWlZWVdRfQq2bVqlXG66+/vsErNkI2UKZWCOEB9EMZ1CcAfsBmKeU9De3sQhBC/AcolFK+I4R4HvCWUj53RptoQEopj1bnuuwAOkgpi6sdkiVSyh8b2md8fLzcvn37OdlZWFXIuB+ux2YpY96AD/Bvd12t7bZkb+Gl9S9xovIEk7pN4t6O96K9EuJlS7Pgox5KOMwd85ramssLKeHQYlj9LyVEJvIa5Ys9sGOjdyWE2CGljD/f88/n3mpyrFVK+Na2L5VB8u2zL6/cHYdDWan4/Q0oz4XOY+Cal5S8mkuNuQwytkDqn5CyBrL3AlLJR4kcDO2uhagh4O5/6W27iFyR99XZsJiUIrG5B+GexRDWo6ktUmmhnO99tWfPnrSuXbsWXAybGsqGDRtc3nvvvaCFCxemNuZ1+/fv3279+vVHG/OaZxIfHx+zbNmyJH9/f3ttx/fs2ePXtWvX8Jqfz2Wqaf0p20dSykst1j8cGFj9fhawFjjNIZFSJp7yPksIkQf4A2f1AhsbH2cfPhz6GeOXj+eJP5/lGTdv2vrG4OnkSYW1gmWpy5ifOJ+DJw7SxqMNs2+cTSe/TpfKvKZn1atKVezr325qSy4/hIDYYRB9PWyfoUjYTu+vJL4PekkJQVI5f/TOcNN/oU0/+GUSfD5QCekKvQxqAZlOwE8PQvJvirM1di60Ou9x8YXjZFQcjqghwL8V+1L/gKTfIGmVIjoAEBoP7W9UVOf8olWlvssJgxuM+x5mDIHvbof7V4FvZFNbpaJySenXr1/ltm3bSm02Gw1NJm8IF9sZycrK0k2ePDn3bM5IbTR4haTeCwkxTUr5WKNcrPbrF0spvU75uUhKedb4JiFETxTHpaOU0lG9QtIHMAO/Ac9LKc21nDcRmAjQunXrq9LPUkW9PlZtfJdnEmfjqP6C9HPxo9JWiclqIsoritHRoxkRNQJXfaPKWjdv0jbA1zfCgH/CNS83tTWXPxWFikzwti+U2Pz+TyqhXXqXC770+cw4Nda91SzI2Q/fjQNTHgz/GDqPamqLzp+MrUo4mikfrn8H4u9r3gN7hwNy9sLRlYrYQNYuZb9PJHS4RXHKQ7o3789wFq74+6o2TiTDl0OU1bEHVoObX1NbpNLCaMkrJJczZ66QNKZDslNKeUFThUKI1UBtMRAvAbMa6pAIIYJRVlDukVJuPmVfDmAAPgeSpZSv12XPhS5/5+6YyZE/3iBFpyW5bR80Pm25NepWuvp3vXxqiTQUhwM+HwAVRTBpGxiuIEesqSlIUsK4Di8Bj1aKjG3n0RckY6uGlgCmAvh+PBzbCAOeVQQFWtp9veUzWPGiopY15hsIiWtqi86dkkzFMTm8RAnxknbl/7zDLUrB1VY9Woxks3pfnYWMrUr4VkAHJXxLVRNUOQcuwCFJ6dy5c5FGo2mcgbLKSRwOh9i3b593165d29bsa1bZgVLKIWc7JoTIFUIESymzq52LvLO08wCWAi/XOCPV186ufmsWQnwFPNOIptdK4FX3Edj2GgYseBC2L4KYm8D1ELgEXV6x5w1h33ylbsFtX6rOyKXGLwrGfgtp65XB588TYfPHMPQNaHt1U1vXcnHzg7t/gaVPKipnJcdh2IctI9ldSvjtdVj/vpKsPuJTcPGq/7zmiGco9HxQ2SoKFdWuQ4uUsMUtnyrOVuxw6HibEobW0pxGFQjrCaO/hnl3wrw74I4flBDKy4WKQkVxLvcgFCQqUtnmMmVz2BQHzMlDefVqDX7tlBBFn7aqMMzFZX9+fn6sv79/ieqUNB4Oh0Pk5+d7AvtP3d+sHJJ6WIRSLf6d6tdfzmwghDAAPwPfSCl/OONYjTMjgBGc8Yu4aHiHw4Rl8OcU2PoFHFmq7PfvoBwzuIGTO2idwFalFBezVoKlvPqBVK4k9zms1UXHbIryjIsXOHspBQW9w5WZo8COihSns8cl+WgNxlqlSNMGd1XqO6g0DeH94cG1sO8HJXH5m2FKcvCQf0NgbFNb1zLRGWDYR0rBv7X/B2XZSrJ7c57BlVJRL9oyHa66F276X4tZQagXVx+IG6dsVaWQuBwO/KwIEWz+RBnMdbxVeQ4FdVGdk5ZEzA0w4hP4+SFYcD+MntVyFdfsVkVNLnG5shWm/HXMyVORda9xQnROisNSlKbU9THl/9VWo1e+V1v3ViSy2/RTzlVpFGw22wM5OTlf5uTkdAIuk4dks8AB7LfZbA+curMxQ7Z2SSm7NcrFar++LzAfaA0cA0ZLKQuFEPHAw1LKB6qLN34FHDjl1HullLuFEL+jJLgLYHf1OeV19dnoy98OB+TuUwqEpf0J5XmK42ExKYN2vUv15vqXo+JkBIO74oRodErRMYcNKouVWZSKQiXG1lKtCCc0yoMp+nrlAd4cEj03TFWS2e9epM7INxesVbD1c8VRriqFrmOVkKMGFv5TQ0tqYedspZBiYCzcuQCMgU1t0d9x2BUbd81Wqs9f93bTPx8uBVUlcHgp7P9JUe1y2JRnY+fRinPSTJKl1fuqAWz+VHGo4+5UJgNakjOdd0iZmNz3I5hLlInIiAHKZFFgJ+XZYQyu+540lymy+QVJyngiYytk7gS7GRBKiGL0tcoYILDTlXF/18OF3lcql4ZzdkiEEG5SSlMt+++VUn7dWIY1B1rMwwSDTTMAABPfSURBVF1KKMlQHnbHtyszLjl7lWOBnZQq3p1GXlgNgfOlohCmxkHrXnDnD/W3V7m0VBQqNSe2fAZI6PEgJDxd7yybOnA6C0dXwfy7lZDM8QvBu01TW/QXDgcsmqRI+w74p6K8diUOVkwn4NAvsG8BpK9X9oVepTgnHW9rUkdSva8ayJq34Y93W8YKn8Oh5Dhtma5MRGqdoOMI6DBMKTTq5H7hfdjMkLUbkn+Hoyv+EnrwjlD6ih2hrKRcifc7qkPSUjiXOiR9gS8BdyllayFEV+AhKeUjF9PApqRFP9xLjsORZbBtBuQfAmMI9H4YejxwaSsfL39RieN+eIMaFtScKclUQo52fwu3f6tIqdaBOnCqg4yt8O0o0LvB3QvBP6apLVImLVa+/P/t3XmYVOWVx/HvCYigRBQFwy5qVNQIRDQISTBijIqKOi6oZHhckzyJMZnMY9DJYzKJmSFOJqvGuA4acRtAQWMScCMmqEEWw6pRkH0TFJBRlu4zf5zbSYc01VX0rbq3un+f56mnu5buOjR9bt9z3/c9L7x4KwwZDZ+5IeuI8mHTCpg3IaYxrpkbI8y9h8BxF0Ur4QpPf1VeFan+Gqj+I+Hsn8XsgTxxj05wz94cFwg79IATroT+/1z+aVVb1saFyQWPw+Jp0eih46Fw3MXxu93x0Ma/RzOigqQ6lFKQvAxcAEyum5plZvPcvdluotEsDu7u0bt/+s+ij3+HHtHa86hh5b9asnFJbILYdwQMv7W87yXp2Lg4rqo18ruhE6dGrJ0Pvzov5oqPnJD9XiV/+DE8/R048Ro445YWe6W0oHWLYN54+POj8O7SaJV95BmxQeThp1ZkhFl5VQL3uIgy7QfQ95Jov52XomTpdJj6bVjxp1jjefINSWfDDOLbugEWPRHTxN76A+AxrbvviJg50baojb2rmgqS6lBSQeLun6i/VsTMXnX3vmWNMEPN7uC+dDr8+l9h3fxYzHzGLdCxd3neyx0evDgOgNe+Avt1Lc/7SCZ04lSEDW/Cr86NVteXPQq9BmUTx6z7YfK1cOwFcP5d+Z7ekgfusGJGFCbzJ8L/bYgGIsecG8VJz5PK9jNUXu2BabfAc9+P6Xbn3p5t9613lsZ6yQWPx6yEIdfHCE5eOu9tWhGjga8+EjMnWreNkcD+l0Hvk5vtsUEFSXUopUXF8mTalifdrL4KLCxPWFIWvQbBF6bFYubn/gNuHxQ7T/e7NP33WvRkzGU97WYVI9IyHXgYXPE7uH84/Op8GPFAsvN4BS16KhaxHzY0Ttaa6QlHqsyizWyPE+H0/4wmJHMfjQJl5tjY4+Rj/xRXvLVoOHtDro9OVFNvihPuEeOgfefKxrB9a4xC/vFnMe3v5Bth0LX5a3HfoXtskDv4a7HOZM64KFDmjY/f636Xxq1cFypFCihlhOQg4KfAqUSnqinAde6+oXzhZatZX23avAomXhOL7I4bEYVJGovrIFoV33ZitCS+5vn8XB2S1OhKbgneWw8PnBdTgi64N3YSr4RlL0dr54OPic3kKrl2rDnavjUKvHnj4Y2no1NXp6Ni5OnY81Pp1KW8aoIFk2DiF2J/oEsfid/7cnOPNUhTb4LNK6NIPfU7ceJfLXZ8ENsRzB4Xi+Jx6PXJGDXpc0565wUZ0ghJdUit7W9z1OwP7rU18PsfwrQx0PGw2HjqIyksCZryLZj+c7hiSnTXkmZHJ04lev9dGHchrJwZ66nKMSpZ3/rX4J7TYJ8D4copcZIm6dm6ARY8Fm2El/4xHuvSLwqTo8/d4+5qyqsmWjUbHrokWuOe9RP42AXlG8Fa/Sr8ZjQsmx4drM64JfYDqWabVsKrD8KcB2M9YZv28fvc7xLoOahqR1hVkFSHUkZIOgFXA4dQb6qXu19RlshyoMUc3Je8ABOugm2bY2Hgsefv+fdaMw/u+HRcXTnn5+nFKLmiE6c9sO09eOQyWPw8fPa7MOir5TlZ2rwK7v5sbKZ65ZRYVCvls2llbL44bwKsmhWPdRuQtFsdXvTePqC8SsXmVfDoqFhQfuSZcNaPow13Wja8GWtW5k2Ign/oTdD/8/lZUJ8Gd1j2Esx5AOY/HvuldegJfS+OGRUHHZ51hCVRQVIdSilIpgMvADOBmrrH3X1CeULLXos6uG9ZE/snLH855pcOvan0A+yOD2DsMHhnCXzlldg1WZolnTjtoZ3b4LEvxmLpgV+ONVZpXnXcshbuOztOyi7/dVy5lcrZuCQWNM9/LK6gA3T9eBQmRw9vdG6+8ioltTXw0i+i5W7rveG070cnrqbs7L5xMfzhJzD7gfieA78UFxXa7Z9e3Hm0fWtsKvrqw7GpqNdC1/5/27dnvy5ZR9goFSTVoZSCZI679ytzPLnS4g7uO7fDb78Jr9wLh50C590J7TsV97U1O+CRkdH7/MKxcMx5ZQ1VsqUTpyaorY2dpv90R/xRP+fWdDoDbV6VFCOro6vXIZ9s+veUPbfhTVg4OdY2rJodx8QLxxb8EuVVyt5+IzYDXfZiXOEf+MUYzSh2f5namthLZMbdsW7oQ3vBgCti89gMN9DMzObVsYZq7v8mBbfFcaZuo8dKNxMokgqS6lBKQXIzMN3dnypvSPnRYg/uM8fCU9fHQfucW+HI0wu/vrYGJl4dQ9jD/js2X5RmTSdOTeQem7o9890Yxbjo/qZNrXp3eRQjW9+GkeOrfy57c/PO0hgd63REwZcpr8qgtjYulL14a6z32Xu/2F+m2wDodnysm2zVJi6q1WyPPWiWvQhLX4y29e+tgQ93gY+PguNHqWtknfWvR2Ey/zHY8JfoLtZrcBQmRw2DDt2yjvCvVJBUh1IKki3AvsA2YAfRacvdvbJb2VZQiz64r10QRcbaeXD85fC57zfcpcc92orOui+6i3zy65WOVDKgE6eUvPab6AxkFnuEHHFa6d9j/WuxM/z778LIidDjhPTjlIpQXpXZypnw0i9jHdfWdYVf2/4j0OukGNk68kx1i9wdd1i3IAqTBZPg7dfj8a79ozA54vTM22OrIKkO6rJVQIs/uO/cBs9+D6bfGru59jk7Ds69h8CGN6JV4MInYjrCp74R606kRdCJU4o2Lo71W2vmwie+FPsqFLP+qrYGXrwt5sm32TcfO8JLkyivKsQ92vSunBkX38zgQ61jpKR959jJ/IBDtMfMnlj/euxDtujJ+PkC7NctNmM+fCj0/nTFd4dXQVIdGi1IzOwod19kZg3+pXP3WWWJLAd0cE8seynWlSx6CrZvid1dd34Qz3XtH4sFT7xGB+8WRCdOKdvxPvzuxpgu2aZ9LJYd+KXd7wGw/nWY9OWkk9CwpJNQC5zT3swor6RZ2bIW3pgaU+befC66dVmrmCp36MnQ+1PQ/QTYq11Zw1BBUh2KKUjucverzey5Bp52dz+lPKFlTwf3Xez4AN58JjZP6nx0DMXmaJ6oVI5OnMpk3cIY8Vj0ZLQU7TUIOh8DnftE17slL8CSabB+EbTdH878r1gYr4sBzYLySpqtndthxYzo1PXmszGzwmuh1d7QfUAc63oMjCmnKY+gqCCpDo32wHP3q5OPnyl/OJJre7WNOaFHDcs6EpHmqXMfGDEOls+Al26LaVyLfh1/uAH22gd6ngR9R8TIZJr7K4iIlEvrNnDI4Lid8i34YFPMvnjrhWge8MKPwGsAiwue3Y+PkZRux0OnPk1r2SxVodH/YTMruEueu09ML5yCcXQEHiE2ZnwLuMjd32ngdTXA3OTuMnc/J3m8N/Aw0BGYBXze3beXP3IRkRL1OAF6jI3Pd7wfC9d3bospkq3bZBqaiEiTte0AR3wubhAbx66cGUXK8pdjfeqs++O51m2jSOlyHHzkODg4GTWu8FoUKa9iSs6zCzznQEUKEmA08Iy7jzGz0cn9bzbwuvd3s1/KD4Afu/vDZvZL4Erg9vKFKyKSgr3aQdcWtQWUiLQ0e7eHQ4fEDaLxwMbFUaSsfjVu8x+LdXZ1OvSIwuTiZLNKqWrFTNm6vBKBFGE4cHLy+X3A8zRckPwDMzPgFODSel//HVSQiIiIiOSLGRx4WNyOuygec4dNy6Mz2roFsebuvTUqRpqJYqZsjXT3B8zsXxp63t1/lH5YDTrY3Vcn77nazHa3JWhbM3sF2AmMcffHgQOBd919Z/KaFYBWY4uIiIhUAzPYv2fcGtuwWapOMVO26nbD+3A5AwEws6eBhlZp/lsJ36anu68ys0OBZ81sLrC5gdc12F7MzK4BrgHo2bNnCW8rIoUot0TSp7wSkeagmClbdyQf/73cwbj7qbt7zszWmlmXZHSkC9DgNqvuvir5uNjMngf6AxOA/c2sdTJK0h1YtZuvvxO4E6KFYlP+PSLyN8otkfQpr0SkOfhQsS80s05mdqOZ3Wlm99bdyhncLiYDo5LPRwGTGojxADPbO/n8IGAwsMBjs5XngAsKfb2IiIiIiFRWKY2dJwEvAE8DNeUJp6AxwKNmdiWwDLgQwMwGAF9096uAPsAdZlZLFFtj3H1B8vXfBB42s5uB2cA9lf4HiIiIiIjI3yulINnH3YvqalUO7r4BGNrA468AVyWfTwc+tpuvXwycWM4YRURERESkNBazmYp4YYwsTHf3p8obUn6Y2XpgaYGXHAS8XaFwiqF4ClM8hZUSTy9377Snb9RIblXzz6USFE9h1RyP8io7iqewao6nSXkllVFKQbKF6Li1DdgBGODuvl/5wss3M3vF3QdkHUcdxVOY4iksL/HkJY46iqcwxVNYXuLJSxx1FE9hiqewvMUjTVf0lC13/7CZdQQ+CrQtX0giIiIiItJSFF2QmNlVwHVEy9w5wEBgOg2s6xARERERESlG0W1/iWLkBGCpu3+G2N8jT/MJs3Bn1gHsQvEUpngKy0s8eYmjjuIpTPEUlpd48hJHHcVTmOIpLG/xSBOVsoZkhrufYGZzgE+4+zYzm+Pu/cobooiIiIiINFeltP1dYWb7A48DU83sHXaz27mIiIiIiEgxih4h+bsvMhsCdAB+6+7bU49KRERERERahFLWkPyVu09z98kttRgxs9PN7DUze8PMRmccSw8ze87MFprZfDO7Lst46phZKzObbWZP5iCW/c1svJktSn5OJ2Ucz9eT/6t5ZvaQmVW8a52Z3Wtm68xsXr3HOprZVDP7S/LxgArHpLxqRJ7yCpRbDbx/7vIqiUG51Yg85Zby6h/eP5d5Jenao4KkJTOzVsBtwBnA0cAlZnZ0hiHtBL7h7n2IzmdfzjieOtcBC7MOIvFTYjTvKKAvGcZlZt2ArwID3P1YoBUwIoNQxgKn7/LYaOAZd/8o8ExyvyKUV0XLU16BcmtXY8lRXoFyqwR5yi3l1d8bS87yStKngqR0JwJvuPviZIToYWB4VsG4+2p3n5V8voU4cHXLKh4AM+sODAPuzjKOJJb9gE8D9wC4+3Z3fzfbqGgNtDOz1sA+ZLAWy91/D2zc5eHhwH3J5/cB51YwJOVVI/KUV6DcakgO8wqUW43KU24pr/5RTvNKUqaCpHTdgOX17q8g44NpHTM7hGjH/HK2kfAT4HqgNuM4AA4F1gP/kwzH321m+2YVjLuvBH4ILANWA5vcfUpW8eziYHdfDXHSAHSu4HsrrxqXp7wC5VaxsswrUG4VI0+5pbwqTtZ5JSlTQVI6a+Cx0jsDpMzM2gMTgK+5++YM4zgLWOfuM7OKYRetgY8Dt7t7f2ArGQ7tJvNchwO9ga7AvmY2Mqt4ckR5VTiOvOUVKLeqhXKrcBx5yy3llbRIKkhKtwLoUe9+dzJuf2xmexEH9nHuPjHLWIDBwDlm9hYxNeAUM3sgw3hWACvcve4K3HjiYJ+VU4El7r7e3XcAE4FBGcZT31oz6wKQfFxXwfdWXhWWt7wC5VaxsswrUG41Jm+5pbwqTtZ5JSlTQVK6GcBHzay3mbUhFndNzioYMzNirulCd/9RVnHUcfcb3L27ux9C/GyedffMrqa4+xpguZkdmTw0FFiQVTzEsPdAM9sn+b8bSn4WUk4GRiWfjwImVfC9lVcF5C2vkpiUW8XJMq9AuVVQ3nJLeVW0rPNKUlbKxogCuPtOM/sK8Dui28S97j4/w5AGA58H5prZnOSxG939qQxjyptrgXHJH+PFwOVZBeLuL5vZeGAW0W1mNnBnpeMws4eAk4GDzGwF8G1gDPComV1J/BG6sFLxKK+qlnKrnrzlFSi3qpTyqp485pWkb482RhQREREREUmDpmyJiIiIiEhmVJCIiIiIiEhmVJCIiIiIiEhmVJCIiIiIiEhmVJCIiIiIiEhmVJBILphZjZnNqXcbnTz+lpkdlHV8ItVKuSWSPuWVSLq0D4nkxfvu3i/rIESaIeWWSPqUVyIp0giJVAUza2dmvzWzq5P7I83sT8mVqTvMrFXWMYpUI+WWSPqUVyKlUUEiedFul+Hvi+s91x54AnjQ3e8ysz7AxcDg5ApVDXBZBjGLVAPllkj6lFciKdKULcmLQsPfk4Bb3H1ccn8ocDwww8wA2gHryh+iSFVSbomkT3klkiIVJFIN/gicYWYPursDBtzn7jdkHJdItVNuiaRPeSVSIk3ZkmpwE7AB+EVy/xngAjPrDGBmHc2sV1bBiVQx5ZZI+pRXIiVSQSJ5set83DG7PP81oK2Z3eLuC4BvAVPM7M/AVKBLpQMWqRLKLZH0Ka9EUmQxmigiIiIiIlJ5GiEREREREZHMqCAREREREZHMqCAREREREZHMqCAREREREZHMqCAREREREZHMqCAREREREZHMqCAREREREZHM/D8O9NgBJQYOGAAAAABJRU5ErkJggg==\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 aniline_wf_0.1-10.1eV_orb33_A2.inp.out, pType=a, thres=3.0759236685324947, 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 aniline_wf_0.1-10.1eV_orb33_A2.inp.out, pType=phaseUW, thres=3.0759236685324947, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "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": [ "# 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', '/home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb33_A2.inp.out_BLM-L_2020-01-14_08-50-18.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 aniline_wf_0.1-10.1eV_orb33_A2.inp.out, pType=a, thres=0.1, 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 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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\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', '/home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb33_A2.inp.out_BLM-V_2020-01-14_08-50-18.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 aniline_wf_0.1-10.1eV_orb33_A2.inp.out, pType=a, thres=0.1, 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 (0.5109455268460952+0j)\n", "Plotting data (No filename), pType=a, thres=0.05109455268460952, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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Xr58kffr06di7dy9WrFiB7t27S9InTpyI48ePIyIiAk2aNKnScRERERERERERERH9G71/8/7Qv1YRNFXyUoXIyEjk5uZi4MCBkkAGAJiZmaFXr16IjY1Fampqpcpu1KgRAODFixeStPz8fBw+fBiNGjWSCmQAwKhRo1BcXIz9+/dXan9ERERERERERERE/3acZorUphCqmWYqLy9PoXwGBgZlbrt8+TIAwMHBQWabg4MDdu7cicTERElgojwvX77E69evkZeXh6tXr2LJkiXQ0dFB+/btJXmSk5Px6tUr2Nvby7y/devW0NLSQmJioiKHRURERERERERERPTRYTCD1KZIQzXBDHkBCHlu3LhR5raMjAwAb0ZivE2cJs5Tkfnz52P37t2S/7do0QKrV69G8+bNJWnp6ell7k9HRwd16tSR5CEiIiIiIiIiIiIiaQxmkNoUqiiYoQr5+fkAAF1dXZltenp6UnkqMnbsWHz++efIysrCpUuXEBsbi6ysLIX3J97nq1evFK4/ERERERERERER0ceEwQxSm0IVxTLi4+OrXIa+vj4AoKCgQGbb69evpfJU5LPPPsNnn30GAPDy8sLhw4fx1VdfQVtbG15eXhXuT7zP2rVrK3cQRERERERERERERB8JLgBOalMMDZW8DAwMFHqVx9TUFADkTu0kThPnUVb37t1haGiI0NBQSZp4eil5+yssLMSzZ8/kTkFFRERERERERERERAxmkBoVaqjmpQp2dnYA5I/yEKfZ2tpWquzi4mIUFhYiOztbkiYSiVCjRg0kJCTI5L98+TKKi4sldSIiIiIiIiIiIiIiaQxmkNoUaKjmpQqenp4wNDTEjh07kJubK0lPT0/HwYMH4eTkhMaNGwN4s95FSkoKMjMzpcp4/Pix3LJDQ0NRUFAAe3t7SZq+vj66deuG1NRUHDlyRCr/xo0boaWlBW9vb9UcHBEREREREREREdG/DNfMILUpfn/W/4axsTFmzJiBOXPmwM/PD4MHD0ZhYSE2b94MQRAwe/ZsSd7ExESMGDECPj4+WLhwoSS9d+/ecHBwgI2NDUxNTZGdnY2YmBicPHkSFhYWmDhxotQ+//e//+HcuXOYPn06kpKS0KhRI0RGRiIqKgr//e9/0axZM7UdPxEREREREREREdGHhMEMUhtVTRGlKoMHD4axsTHWrVuHxYsXQ0dHB05OTggMDISVlVWF7x8xYgSio6MRGhqKrKws6Orq4tNPP8X48eMxatQoGBsbS+U3NzfH1q1bsWzZMmzduhV5eXlo0qQJvv/+ewwePLi6DpOIiIiIiIiIiIjog6chCILwritBH4clnwxXSTlT7werpBwiIiIiIiIiIiIi+jBwZAapzfs2MoOIiIiIiIiIiIiIPgwMZpDaFIGDgIiIiIiIiIiIiIhIeQxmkNpwZAYRERERERERERERVQaDGaQ2hRyZQURERERERERERESVwGAGqU0xgxlEREREREREREREVAkMZpDacGQGEREREREREREREVUGgxmkNgxmEBEREREREREREVFlMJhBavM+TjN15MgRrF27FsnJydDR0YGTkxMmT54MKyurCt97+/Zt7NixA9euXcO1a9eQlZWFAQMGYMGCBXLzz5w5E7t375a7LSgoCMOHD6/SsRARERERERERERH9WzGYQWpTiJJ3XQUpO3bswOzZsyESiTB16lQUFBQgODgYfn5+CA0NrTCgkZCQgPXr16NRo0awsbHBmTNnFNrvzz//LJNmZ2dXqWMgIiIiIiIiIiIi+hgwmEFq8z5NM5WdnY2FCxfCzMwMoaGhMDIyAgB4eXnBy8sL8+fPR0hISLlluLu7IyYmBsbGxkhNTUXXrl0V2nffvn2rXH8iIiIiIiIiIiKijwmDGaQ2hYJqRmbk5eUplM/AwKDMbZGRkcjNzcXo0aMlgQwAMDMzQ69evbBz506kpqaiUaNGZZZRu3ZtxStdiiAIePnyJfT19aGlpVWpMoiIiIiIiIiIiIg+JprvugL08SiGoJKXg4ODQq/yXL58GQDk5hOnJSYmqv5DAODs7AwnJyfY2dlh+PDhOHfuXLXsh4ioItOnT4ebm5vCQWJ1u3v3LiZMmID27dvD0tISzs7OAIAVK1bA0tISFy5ckMpvaWkJf3//d1HVD0pGRgbs7Ozw66+/vtN6+Pv7w9LS8p3WgarHh3QtXrhwAZaWllixYsW7ropCdu3aBUtLS+zateu92sfMmTNhaWmJ1NTUaqsX/b/U1FRYWlpi5syZ77oq9AH6kPpoVYiOjoalpSVWr179rqtSpg+hjh+q9u3bo2fPnu+6GkSkQhyZQWrzPq2ZkZGRAeDNSIy3idPEeVSlbt268Pf3h62tLQwNDXHz5k38/fffGD16NBYvXow+ffqodH9EROW5cuUK9u3bhxkzZkiNZCs9bZ6dnR22b98ODQ0NmfdbWlrC1NQUp06dqpb6FRcXY8KECbh37x769u0LMzMz6OnpVcu+PjampqYYMmQINmzYgMGDB6Nhw4bvukpVYmlpCVdXV2zevFmp9/n7+yMmJgY3btyopprR+0Dcp/n4+GDhwoXvujqkRrt370ZISAhSUlKgqamJli1bYsyYMXB3d1e6rKioKKxfvx5Xr15FSUkJPvvsMwwdOhQ+Pj4yeXft2oVZs2aVWdbcuXPh5+endB2IFOXh4QEAOH78+DuuieIqerjhp59+gq+vr5pq83G5desWIiIicPXqVVy/fh2PHj0CgAp/Hz1//hyrVq1CZGQkHj9+jNq1a6NTp0746quvYGpqqvD+p06div3795e53c3NDRs3blS4PCL692Mwg9RGVdNMxcfHV7mM/Px8AICurq7MNvHNMnEeVZk2bZrU/z09PeHr64s+ffrghx9+QLdu3VCjRg2V7pOIqCzLli2DkZFRuTdUEhMTERERAW9vbzXW7I3U1FTcunULgwYNwvz586W2DRs2DF5eXjA3N1d7vf4tAgICEBwcjNWrV8t8vkREH7pFixZh/fr1MDMzw8CBA1FYWIiIiAiMGzcOQUFBGD58uMJlBQcHY/78+TAxMcHnn38OHR0dHD58GDNnzkRycjJmzJgh931du3aFtbW1TLqNjU2lj0vM1NQUERERqFmzZpXLoo9PREQE9PX133U15Jo4caLcdHnXEqnGyZMnsWrVKmhpaaFJkybQ1dVFQUFBue959uwZhgwZgnv37sHNzQ29e/fGzZs3sXPnTpw8eRJbt24td8puebp16yY3qNW4cWOlyiGifz8GM0htilU0MqO8tTAUJf7xJu9L+vXr11J5qpOpqSn69++P9evXIyEhAW3btq32fRIR3blzB9HR0Rg4cGCZQVRzc3M8fvwYS5cuRbdu3eQGf6tTZmYmAKBBgwYy2+rUqYM6deqotT7/NqampmjXrh3279+P6dOn84YYEf1rXLp0CevXr8cnn3yCnTt3wtjYGMCbIG7//v2xaNEidOnSRaEbbampqVi0aBFMTEwQFhYmec+ECRMwYMAArF+/Ht27d5c7da34waXqoKOjg+bNm1dL2fTv9z63nUmTJr3rKnx0unTpAhcXF4hEItSoUQOdOnWqcJaKJUuW4N69ewgICMD06dMl6Rs2bMDChQsxf/58rFmzRql6dOvWDX379q3UMRDRx4VrZpDaFAklKnmpgnjYY3p6usw2cZoyQyOrQvxH0bNnz9SyPyKisLAwCIIALy+vMvOYmZnBz88PqampCA4OVrjskpIShIaGon///nBwcIC9vT369++PLVu2oKREsT7c0tJS8tTsypUrYWlpKTWnfVlrZpSlqKgIISEhGDRoEBwdHdG6dWv069cPwcHBMnUqPQ95amoqAgMD0aZNG9ja2sLX1xdRUVEy5efk5GDt2rUYMWIEOnXqBBsbG7Rt2xbjxo1DQkJCmcfo7++PJ0+eYNasWWjXrh3s7e0xZMgQxMbGAgDy8vKwaNEiuLu7w8bGBt7e3jh48GCZx3ngwAH4+/vDxcUFtra26NWrF1avXl3m03Xe3t7Iz89HeHi4Qp9jeUqfk927d6Nfv36ws7ODm5sbZs2ahcePHytclqJtSDyvPwDExMRI2klF6x+Iz3FMTAwASL3P398fxcXF6Ny5MxwdHfHy5Uu5ZcybNw+WlpY4fPiwJE38/oyMDEybNg1ubm6ws7ODr69vudMnnD59Gv/5z3/Qpk0b2NjYwNPTE4sWLcKLFy8U/syqU2Xat5iin4UgCNi9ezeGDBmCtm3bwtbWFp07d0ZAQAAiIiIqXfcVK1ZIps3bvXu31LmWtx7EtWvX8MUXX8DZ2RmtW7fG8OHDcenSJbnlitv7/v37MXDgQDg4OEimdhG7fPkyvvrqK7Rv3x42Njbo3Lkz5syZI/cm0YMHDxAUFIRu3brBzs4Orq6u6NOnD+bMmYPnz5/LPb7z58/D398fDg4OcHR0xBdffIGUlBS5eTMzM/H999/Dw8NDcg4nTpyIf/75p8LPsbTo6GgMHToU9vb2cHV1xfjx48vc57uydetWAMC4ceMkgQzgzW/uoUOHoqCgQOH1QMLCwlBQUIBhw4ZJBT+MjY3x3//+V2p/6lTWmhml1y7ZunUr+vTpA1tbW7Rr1w5BQUHIycmRW156ejp++OEHdO/eHba2tnB1dcWAAQOwatUqldT3zJkzGDduHNzc3CTXwpdffono6GhJntLr1yQmJuKLL76Aq6urzFos//zzDyZNmiQpy93dHXPnzpU8BFHakydPsGjRIvTo0QP29vZwdnZGjx49MHPmTDx48ECST1V9kKL7E1O2/6/oPIk/w7S0NKSlpUn1eaXbSllrZuTk5OCXX35Bjx49YGtrCxcXFwQEBEidJ7HS50vRvlNVbt++jcWLF8PX1xdt27aFjY0NPDw8yuxfy3L//n18++238PT0hJ2dHdq0aYM+ffrgu+++Q3Z2tkz+ffv2wd/fH87OzrC1tYWXlxf++OOPCkcxVNXt27cxbdo0dOjQATY2NujQoQNmzJiB+/fvy82fkZGBGTNmoG3btrCzs0O/fv2wd+/eMtflaN68Oezs7BSeJSI3Nxf79++HoaGhzEiaESNGoGHDhjh58iQePnxYuQMux+vXr7Fp0yYEBASgS5cusLGxQZs2bRAQEICzZ88qVc6GDRvQr18/ODs7w97eHh4eHpgwYYLcvy+Sk5Mxbdo0ye+gDh06YNq0aWWeAyKqXhyZQWpTKBS/6ypI2NnZYevWrYiPj0f79u2ltomnsbK1tVVLXe7evQsAqF+/vlr2R0QUHR0NLS0ttG7dutx8EyZMwJ49e/DHH3/A19cXJiYmFZY9bdo0HDhwAA0bNsSAAQOgoaGBY8eO4fvvv0dcXBx++eWXCsuYOHEi0tLSsHv3bri6usLV1RUAJP8qo7CwEOPGjcOZM2fQtGlT9O7dG3p6erhw4QLmz5+Py5cvY/HixTLvS0tLw8CBA9G4cWP07dsX2dnZiIiIwPjx47FhwwapkXQpKSn49ddf4ezsjC5duqBWrVp49OgRjh8/jtOnT+P3339Hp06dZPbx4sUL+Pn5wdDQEN7e3pJ9BAQEYNu2bZgzZw6ys7PRpUsXFBUV4cCBAwgMDETDhg1hb28vVdY333yDsLAwmJmZoVu3bqhVqxYSEhKwfPlynDt3Dhs2bIC2tvTPPkdHRwBv2sOQIUOU/mzl2bhxI86ePQsvLy907NgRcXFx2LVrF2JiYrBjxw6FRtQo2oasra0xceJErFy5EhYWFlJz15fXVmrVqoWJEydi9+7dSEtLk/pD3MLCAlpaWhg4cCBWrFiB8PBwDBo0SOr9r169wv79+1G/fn2Zm9fZ2dnw8/NDzZo14evri5ycHBw8eBBTp05FRkYGxo4dK5V/5cqVWLFiBUxMTNClSxfUqVMHycnJWL9+PU6dOoVt27bByMiows+sOlW2fSvzWSxbtgxr1qxBo0aN0KtXL9SsWROPHz/GlStXcOjQoXIDr+VxdXXFiBEjsGnTJlhZWcHT01Oy7e0pS/755x+sXbsW9vb2GDhwIB4+fIgjR45g1KhR2LNnD5o1ayZT/oYNG3D27Fm4u7ujTZs2UjeKw8LCEBQUBF1dXXh4eMDMzAz37t3Djpe/xkMAACAASURBVB07cPz4cWzfvl0yVV5mZiYGDBiA3NxcdOrUCd27d8fr16+RmpqKffv2Yfjw4ahdu7bUvk+cOIHIyEh07NgRQ4YMQUpKCk6ePIkrV64gPDxc6lp78OABhg4diszMTLRt2xbe3t549OgRDh06hBMnTmDFihUKrSNx6NAhBAYGQkdHB15eXqhfvz7i4uIwZMiQCue7V6fz588DADp27CizrVOnTli9ejXOnz+Pr776qspllc7ztmvXrmHjxo0oKChAgwYN0LZtW7nr9VWHxYsX48yZM3B3d0f79u1x4cIFbN++Hffu3cOmTZuk8l65cgVjx45FVlYWXFxc0K1bN7x69Qq3bt3CypUrMWHChCrV5bfffsOqVatgYGAAT09PNGzYEJmZmYiPj8e+ffvQrl07qfwJCQlYs2YNnJyc0L9/fzx//hw6OjoA3qxdIn5yv0ePHjA3N0dSUhJCQ0MRGRmJ0NBQSdApPz8ffn5+uH//Ptq3bw8PDw8IgoCHDx8iMjISPXr0kExfo4o+SJn9Acr3/4qcJwsLC0ycOBF///03AGDkyJGS91c0TZP4N8mtW7dga2uLkSNH4vnz5zh48CDGjBmDuXPnyv2tUJm+s6oOHTqE7du3o02bNnB0dISOjg6Sk5Oxfft2REVFISwsTO7I3tIyMjIwYMAA5OXloVOnTujRo4ek3927dy9GjBghFQydMWMG9uzZA3Nzc/To0QM1a9ZEfHw8li1bhvPnz2PdunXQ0tJS+bEmJCRgzJgxyMvLQ9euXdGsWTPcvn0be/fuxfHjx7Fx40a0atVKkv/x48cYMmQIHj58CFdXV9jb2+Px48eYM2cOOnTooJI6Xbp0CQUFBXBzc5OZNUNLSwvt2rVDWFgYLly4IHddoap4/PgxfvrpJzg5OaFDhw6oXbs2MjMzcfz4cQQEBGDRokUKje6YMmUKjh49CisrK/j4+EBXVxcZGRmIi4tDdHQ02rRpI8kbGRmJyZMnQxAEeHh4oFGjRnj06BEOHjyIEydOICQkBCKRSKXHSUQVEIjUpKO5h0peqpCVlSU4ODgInTp1EnJyciTpjx49EhwcHAQ/Pz9JWl5ennDr1i0hIyOjzPIePHggiEQi4ZtvvpG7/eXLl8KrV69k0m/fvi3Y29sLbm5uwuvXr6twREREinn58qVgbW0t9O7dW+52cX82ZMgQQRAEYe3atYJIJBJ+/PFHqXwikUjo2LGjVNr+/fsFkUgk9OvXT8jNzZXap4+PjyASiYR9+/YpVM/z588LIpFI+O2332S2/fbbb4JIJBLOnz8vU6fhw4fLzTtv3jyhqKhIkl5UVCTMmjVLEIlEwtGjR2WOXyQSCStWrJAq69SpU4JIJBLGjh0rlf7ixQvh6dOnMvV89OiR0L59e6Fnz54y28T7CAoKEoqLiyXpu3fvFkQikeDi4iL897//lfruuHjxoiASiYTx48dLlRUWFiaIRCJhwoQJQn5+vtzj37hxo0wdBEEQnJ2dhbZt28rdpgzxflq1aiUkJSVJbVuwYIEgEomEWbNmSaUPHz5cEIlEUmmVaUPyzrsi5O1fLCMjQ2jZsqXg4+Mjs038eS9dulSmHiKRSPjqq6+kzun9+/cFFxcXoVWrVsL9+/cl6efOnRNEIpEwePBgITs7W+4+FixYoNCxPHjwQPjtt9+Uej148EChsqvSvhX9LFxdXYWOHTsKeXl5MmXJ27cyxNf0jBkz5G4X9zUikUgICwuT2hYaGiqIRCLhu+++k0oXt/fWrVvLtHdBePP7rlWrVoKnp6eQnp4utS06OlqwsrKSuo43bdpU5nX68uVLqeta3Dasra2F6OhoqbxLliwRRCKR8Oeff0qljxkzRhCJRMLq1aul0uPi4gRra2vB1dVV6noT76P055Gbmyu4uroKLVu2FBITE6XKEV/jIpFI4XZ1/vx5pdusIl6+fCmIRCLB3t5e7vanT58KIpFIcHNzU6i8Nm3aCCKRSHj27Jnc7fb29oJIJJJqu+LP7+2XtbW1EBQUJPdvAmWV1a5nzJghiEQioXPnzkJaWpokvbCwUBg6dKggEomEy5cvS9Jfv34tuLu7l/n9/PDhwyrV8/Tp04JIJBI8PDxkrgVBeNOPiJW+FkNDQ2XyituglZWVcPHiRalta9asEUQikTB69GhJWmRkZJn96OvXr6X+BlRFH6TM/pTt/5U9T+7u7oK7u3uZdZX3vRkUFCT5XVJSUiJJv3PnjuDo6Ci0atVK6vquTN9ZHnFZ8q79t8t/9OiR3L+dT5w4IVhaWgrz5s2TSj979qwgEomEVatWSdI2bNggiEQiITg4WKac3Nxcqet0+/btku+0t6/fZcuWlVmOMuTVsbi4WOjevbsgEomE8PBwqfx79+4VRCKR4O3tLXW+pk+fLvc3yj///CO0atVKZh/ydOzYsczfR4IgCBs3biz3N4r4eny7DmWZMmWK5HesvPNf+trJz8+X25c8f/5c6N69u+Dm5iYUFBRIbWvXrp3Qo0cPyf+fPHkiuf5K/0YRBEEoKSmR6u+fPHkiODg4CG5ubsLt27el8iYlJQm2trbCoEGDFDpOIlIdTjNFalOIEpW8VMHY2BgzZsxAeno6/Pz8EBwcjA0bNmDo0KEQBAGzZ8+W5E1MTISXlxeWLl0qVUZOTg5Wr16N1atXIyQkBMCbJ7DEacePH5fkvXfvHrp27Yo5c+Zg/fr12Lp1K3744Qf4+vqioKAA8+bNU/t89ET0ccrIyEBxcbHCo8H8/f1hYWGBkJAQuVMklBYWFgbgzdNOhoaGknQDAwNMmzYNALBjx45K1lx5JSUlCA4ORv369TFr1iypJ+a0tLQwc+ZMaGhoyJ32xsLCAl9++aVUWseOHWFubo7ExESp9Jo1a8odcWBmZoaePXvi9u3bcofa6+vrY/r06dDU/P+fY3369IG2tjays7Px7bffQk9PT7LN2dkZFhYWuHbtmlQ5mzZtgra2Nn788UeZKQLGjx8PExOTMqc5qlevHp49eyZZL6qqPv/8c7Rs2VIqbdKkSahZsyYOHDhQ4VQM70sbatCgAbp27YqkpCSZaXi2bdsGTU1NDBw4UOZ9WlpamDp1qtQ5bdy4Mfz9/VFYWIi9e/dK0jdv3gwAmD9/PmrVqiVVjq+vL6ytrcudnqq0tLQ0rFy5UqlXWlqaQmVXtn0r81kAgLa2ttynWtW1Po6jo6PM+gb9+/eHtra2zDUvNmjQIJn2DgChoaEoLCzEt99+KzNtqZubGzw8PBAVFYXc3FypbfKm+DAwMJCb7uXlBTc3N5n6AG+e4BZLT0/HmTNnYG5uLjMyyNHREd7e3sjKysLRo0flHqNYZGQksrKy0Lt3b5nRy+JrXBkxMTFKt1lFiEfHlFUfcbqi07iJz1FZ5YmfnC89KqdRo0YICgrCoUOHkJCQgNOnT+PXX3+FhYUFtm3bhm+++UahfVfFhAkTJCN/gDfXl7h9l27PUVFRSEtLg4eHB/r06SNTTsOGDatUD/E0lTNnzpQ7ha+8kSrW1tZyRwCI26CXlxecnZ2lto0ZMwYWFhY4e/asTH8k7/rR1dWVGfWmqj5Ikf0p2/9X93kqLCzEvn37YGBggP/973/Q0NCQbGvSpImk396zZ4/MeyvTd5ZH3rW/e/duqTxmZmZy/3bu3LkzmjVrhjNnzii8v9K/s8QMDQ2l0jdt2gQdHR0sWLBAJv/EiRNRq1Ythb+vlREbG4u7d+/C2dlZZnTQ559/Dnt7e9y8eVMys8Tr168REREhNQ2eWKtWreS2ncqoqJ8Vt3Vlp8s8evSo3PNf+ruyRo0acvsSExMT+Pj44OnTpzK/k98mbt96enpSv1HE20qPhAwLC8PLly8RGBiIpk2bSuVt2bIlfHx8kJCQUOHfSESkWpxmitSm6D2aZgoABg8eDGNjY6xbtw6LFy+Gjo4OnJycEBgYCCsrqwrfn52djeXLl0ulJSUlISkpCQDg4+MjmX6iXr16cHNzw8WLFxEeHo5Xr16hTp06cHd3R0BAgNTQUCKi6pSVlQUAMn88l0VXVxf/+9//MGXKFCxZskSm3yvt6tWr0NTUlDvFj4uLC7S0tCr8A0OV7ty5g6ysLDRp0gS///673Dw1atTA7du3ZdKtrKzk3tQwMzOTu05AXFwcNm3ahISEBDx9+hSFhYVS2zMyMqRuLAFvbhC8fTNFS0sLdevWRX5+vtR0FGKmpqZSNwfy8/Nx/fp11K5dWzKtxNt0dXXLnNNePIXC8+fPVTL9ibxzX7NmTVhbWyMmJgYpKSnlTnXxPrWhoUOH4vDhw9i2bRtsbGwAADdu3EBCQgI6deokd/Hghg0byj1v4uO5evWqJC0hIQE6Ojo4dOgQDh06JPOewsJCPHv2DM+fP5eZYuhtbdq0wY0bN5Q6PmVUpn0r81n06dMHmzdvhre3N3r27AkXFxc4ODiodWF68TkuTUdHB3Xr1i3zhoydnZ3cdHEfERMTIxVYEHv69CmKi4tx9+5dyVzvS5cuxbx583DmzBl06NABjo6O+Oyzz6RuKlZUX/ENzdJzvYs/ZycnJ8lUPaW1bdsW+/btw9WrV9GvXz+5+ypdjouLi8y20te4oiZNmvROF/ot63NVliAIMuWVnh4ReBO47tWrF+zt7dG3b18cOHAA//nPfxT6e6OyFG0f4rYqb6o4VUhISICGhobcabrKUtZ1JW6Dpad5FNPW1oaLiwvS0tJw9epVmJubw9XVFaampvjzzz+RlJQkWQvJ2tpa5vtd0T5o165dMoFgV1dXtGnTRqn9Kdv/V/d5un37NvLz8+Ho6Ch3StG2bdvi999/l/v9W5m+szyKfJcJgoC9e/di9+7duHHjBl68eIHi4v+/16Cvr19hGV27dsXy5csxd+5cnDp1StLvNm/eXOp6zs3NRXJyMurVq4cNGzbILUtPT69a1g4qr82L0xMSEnDt2jU4OjoiJSUFBQUFcHBwkJn+CXgTeFJ0vaCqkNcvKuLnn39WaIqo69evY926dYiLi8Pjx49lHpSpaN2UOnXqoH379jh79ix8fHzQrVs3ODs7y103RHztJSUlyV1vVbyeT0pKitzfPERUPRjMILUpKnm/ghkA0LNnT/Ts2bPcPGXdIGjUqJHCNw7q168vd052IiJ1E/9IV+ZJfG9vb2zcuFHylOnb6zWI5eTkwNjYWO7Tctra2qhduzaePn1auYpXgjhwc/fu3XKf6pW3yHNZwR5tbW2ZRcOPHj2Kr776Cnp6emjXrh0++eQT6OvrQ1NTEzExMYiJiZE7IqGsG7Xa2trlbisqKpL8/8WLFxAEAc+ePVP4yeXSxO1A3pOJlVG3bl256fXq1QOAMhefFXuf2lDbtm3RvHlzHDhwADNmzICRkRG2bdsG4M0DEfKIj7Os9NLHn5WVhaKiogrPW15eXoXBjOpU2fatzGcxa9YsNG7cGGFhYfjzzz/x559/QltbG506dcLMmTPx6aefVs/BlaLMNS9W1jGK+55169aVu8+8vDwAb0aC7dy5EytWrMDp06dx5MgRAG9uPo8ZMwYjRoxQqL7idXFK11f8OZc1Gk+crsi1CVR8Xt81cd9Z1vFU9ETx24yMjPD8+XPk5OTIvQ7F3x+KrG3TsGFDdOrUCfv378fFixerNZgh7/jEN9TltQ95TzqrgrhPV3RhYaDstqRsWzYyMsL27dvx22+/4fjx45Kn9WvXro2hQ4fiyy+/lAT4FO2Ddu/eLRO0mzhxItq0aaPU/pTt/9VxnoCKP1t5wYnK9J1V9cMPPyA4OBgNGjRAx44dYWpqKvkdExYWJncx+Lc1btwY27dvx8qVK3HmzBkcPnwYAGBubo6AgAAMHz4cwP8H/548eVLu+Xp7XTJVUPa8qKufrqifFfeL1fFAwsWLFzFmzBgIgoB27drB09MThoaG0NTUxD///IMTJ04otCD7ypUrsWbNGkREREge1KpRowa8vLwwbdo0yYgs8fd5aGhoueWJv8+JSD0YzCC1KVbRFFFERFR5b/84V4SGhgZmzJiB4cOHY9GiRWX+oK9Zsyays7NRWFgo8wRwUVERnj9/rtbFjMV/RHXr1q1SN/oVtXz5cujo6CAsLAzNmzeX2jZnzhylnlZWlvjzbNmypcw0DIrIysqCtra2Qou7K6KsQMOTJ08AVPyH7fvWhoYMGYIFCxZg//798PHxwf79+2FqalrmYsni4ywrvfTxGxkZQRAElbSP1NRUpc+/j4+P3NElb6ts+1bms9DS0sLIkSMxcuRIPH36FHFxcQgPD8ehQ4dw69YthIeHv5fTcZb11Km4jcbFxSncXps3b45ff/0VRUVFuH79OqKjoxEcHIwFCxZAX19f7rRmihB/zmWdj8ePH0vVubLllJVelgsXLijd9hUZyWFgYABTU1NkZGQgMzNTZhHge/fuAXgzMk4RTZs2xfPnz3H37l2ZYEZmZiby8vJgZmam0JPgwP9/B+fn5yuUv7qJz2tFTzJXpfysrCy8evVK4YBGWdeVuK7iNvs2cXrpvsXMzAw//vgjBEHArVu3cP78eYSEhGDVqlUoKSnB5MmTASjeB4mnhyqLovtTtv9Xx3kCKu4n1DlariyZmZkICQmBlZUVtmzZIjUlJQCZKQzL06JFCyxfvlzS7549exabN2/G/PnzYWhoCB8fH8kx29raYufOnSo9loooe17E/biq+umyiKdbunv3rtzt4nRF+1llrFq1CgUFBdi6dSscHByktv322284ceKEQuUYGBggMDAQgYGBePjwIWJiYhAWFoZdu3YhPT1dMgpH/NkeOnRIZpopInp3GMwgtSl8D0dmEBF9bBo0aIA6dergzp07Sr3PxcUFXbt2RWRkpOTptbdZW1vj3LlziI2NlZnL/eLFiyguLpY7v3x1adasGWrVqoWEhAS5N8dV5d69e2jRooXMjd6SkhLExcVVyz7FDA0N0aJFC9y8eRNZWVlKBSXy8vKQkZEBKysrlU25EhMTIzNVTU5ODq5duwY9PT2Zz+htlWlDmpqaUtNLKEo8T3JxcbHcKcWANzf8ly1bhm3btkFPTw8vXryAv79/mfkfPXqE1NRUmSCB+IZV6brb29vjxIkTuHnzJlq0aKF0/UsTr5mhDFdXV4WCGZVt38p8FqXVrVsX3bt3R/fu3TFy5EicP38eycnJcqcyUYT4XFWmjVSWvb09kpKSEBsbiy5duij1Xm1tbdjY2MDGxgaOjo4YNmwYIiMjKx3MEH/OcXFxKCoqknl6+MKFCwBQ4ZSn4nIuXryIAQMGSG0TX+PKEK+ZoQxFp6Vq27Yt9u7di9OnT6N///5S206dOiXJo2hZly5dwunTp2VunClbFvD/61Uocu2pg3ik5alTp+Dn51ct5UdFReH06dPo1q1blcoST1EYExMjcz0UFRVJ+iN5fYuGhgZatGiBFi1awNPTE126dEFkZKQkuFCaKvqgivanbP+v7HnS1NSUmQ6wPE2bNoW+vj6uXbuG7OxsyRSUYuJ+Qp2/4cpy//59CIKADh06yAQy0tLSkJaWpvRvmtL9buvWrTFy5EgcO3YMPj4+qFWrFpo2bYrk5GS8ePFC4WlaVUHc5i9cuICJEyfKbH/7vHz22WfQ1dXF9evXkZeXJzPV1KVLl1RSL0dHR+jq6iI2NlZmP8XFxYiOjoaGhobcKUOr6v79+2jQoIFMfwy8+X6qDHNzc/Tr1w99+vSBp6cnzp07h5cvX8LQ0BCtW7fGiRMnEBsby2AG0XuEC4CT2hQJxSp5ERFR5WloaMDFxQXPnz+XPKGqqGnTpkFbWxu//PKL3O3im0a//PKL1FOn+fn5kve8fROsOmlra2P48OF4/PgxfvjhB7x69UomT2ZmJm7dulWl/VhYWODu3btST0wKgoCVK1dWuWxFjBo1CoWFhfjmm2/kTgGRnZ0tWc+ptMTERBQXF6NNmzYy2/z9/WFpaSn5Q1lR4rn3S1uxYgVycnLg7e1d4dP1lWlDJiYmcucxrog48CNv8WqxmjVrwtvbG9euXcOvv/4KLS2tcm8qFxcXY8mSJVJTazx48ACbN2+GtrY2Pv/8c0n6qFGjAABBQUFyn7bNy8uTuz6LPOIpMZV5yTvv8lS2fSv6WRQUFODcuXOSObbFCgsLJdN7lH7qfdeuXbC0tMTMmTMVqn+tWrWgoaGBR48eKZRfFYYNGwYdHR389NNPcgPHBQUFiI2Nlfw/MTFR7hOz4jRlpuh5m5mZGdq3b4+0tDSZdXUuX76MAwcOwNjYGJ6enuWW07VrVxgbG+PAgQMy64CIr3FlTJo0Sek2qyjx4tF//PGH1PoQqamp2LJlC3R1dWUWLH727BlSUlLw7NkzqXRfX1/o6uoiJCREMjc68KZfXbNmjdT+xEqfWzFBELBmzRrEx8ejdu3aMmsfKNuuVcXd3R0WFhY4fvw4Dhw4ILP97b4pMzMTKSkpCp9v8VQ9CxculNvPKTPSwNPTEyYmJggPD5fpG//++288ePAA7dq1k6zfk5ycLHXOxN6+rpTtg8qi6P4A5ft/Zc+TiYkJnj17Jvd3jzy6urro06cP8vLy8Ntvv0ltu3//PjZv3gwdHR2F1jOobuJAYFxcnFSQOjc3F3PmzFF4aqvExES5o0nFaaXP1+jRo/H69Wt8++23ctt+VlaWzG+fZcuWwdLSEqtXr1aoPvK4uLjg008/RUxMDI4dOya1LTw8HPHx8WjevLnkxr6enh569uwp1T+JXb16VWWLlBsZGaFPnz54+fIlVq1aJbVt06ZNePToETp37gwLCwuV7K80CwsLPH36VGaNkpCQEIVHOj1+/FjuelYvX75EXl4etLW1JYH/QYMGwdDQEMuXL5f7W7q4uFjp38pEVHUcmUFqUyxwmik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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 5.429235533647399e-16\n" ] }, { "data": { "image/png": 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nqalJ8+bN0/r163XTTTf5XLeyslIXXnih+2O32z2u9/X16ac//an6+/v11FNPed1vsVjU09Pj+4MMETtGAAAAAAAYQZZQi/bdu2/MevsqJibmnC85bW5u1g033KAlS5booYceGtIabr/9ds2Y8X87ZhITE93/7uvr0913363W1lbt2bPHa7eIJJ04cUKxsbFD6jkUBCMAAAAAAIwgwzB8Ps4ylqxWqyoqKrzGm5qadMMNN+j+++/Xb3/72yHXjYiIUEREhNf42VCkpaVF77zzjqKjowe8v7GxUbNnzx5yX19xlAYAAAAAACgnJ0dNTU0eu0aampo0Z84c3XTTTVq1apXa29vV3t5+3l+uOZ/Tp08rLy9Pf/nLX1RZWakzZ864a586dco9r6enRw0NDcrOzh5Wv8EQjAAAAAAAAKWnp8tms6mqqso99sorr+jYsWOqrKzU5MmT3Z/p06e75zgcDhmGodraWp97ff7559q5c6c+//xzTZ061aP23r173fN27Nih5ORkZWVlBeQZB0IwAgAAAAAAJEklJSXavHmz+vv7JUm/+c1vZJqm18fhcLjvcTgcioyMVEZGhs99UlJSBqxrmqbHsZmNGzdq/fr1gXq8AfGOEQAAAAAAIEmaO3euWlpa1NbWpqSkJJ/uqampUXFxsaKiogK6lo6ODuXl5Sk/Pz+gdb/NME3THNEOAAAAAAAEkd7eXrW2tio1NXXQn7/F6BnsO+EoDQAAAAAACFoEIwAAAAAAIGgRjAAAAAAAgKBFMAIAAAAAAIIWwQgAAAAAAAhaBCMAAAAAACBoEYwAAAAAAICgRTACAAAAAAAkSZ2dnYqLi5PD4RjVvi6XS8nJyWpoaBjVvhLBCAAAAAAA+JuysjLl5uYqJSVFkvTBBx8oPz9fSUlJslgsSktL0+bNm/2q/dRTTyk1NVXh4eGaNm2a7Ha7+1pYWJgKCwu1Zs2aQDzGkBCMAAAAAAAAOZ1OlZeXq6CgwD3W0NCg2NhYVVRUqKmpSevWrVNRUZGefPLJIdXeunWrVqxYoXXr1ungwYPKysrSLbfcoiNHjrjnzJ8/X3a7XYcOHQrYM/nCME3THNWOAAAAAAB8j/X29qq1tdW9O+K7Yvv27Vq6dKmOHTs26Lxly5bp0KFD2rNnj8+1Z8yYoauvvlpbtmxxj6WlpemOO+5QWVmZe2zOnDnKyspSaWnp0B9gEIN9J6EB7QQAAAAAADyYpinT6RyT3obFIsMwfJpbV1cnm8123nnd3d26+OKLfV7DqVOn1NDQoLVr13qMZ2dna+/evR5jmZmZHkdsRgPBCAAAAAAAI8h0OvXx1dPGpPePDjTImDjRp7kOh0MJCQmDzqmvr1dVVZXefPNNn9dw/PhxnTlzRpMmTfIYnzRpktrb2z3GEhMTR/3Fr7xjBAAAAAAAyOl0Dnr0p6mpSfPmzdP69et10003Dbn+t3eumKbpNWaxWNTT0zPk2sPBjhEAAAAAAEaQYbHoRwdG/2doz/b2VUxMjLq6uga81tzcrBtuuEFLlizRQw89NKQ1xMTEaNy4cV67Qzo6Orx2kZw4cUKxsbFDqj9cBCMAAAAAAIwgwzB8Ps4ylqxWqyoqKrzGm5qadMMNN+j+++/Xb3/72yHXnTBhgqZNm6bdu3frzjvvdI/v3r1b8+bN85jb2Ngoq9U69MUPA0dpAAAAAACAcnJy1NTU5LFrpKmpSXPmzNFNN92kVatWqb29Xe3t7ef95ZpvW7VqlZ599lk999xzOnTokFauXKkjR47ogQce8Jhnt9uVnZ0dkOfxFcEIAAAAAABQenq6bDabqqqq3GOvvPKKjh07psrKSk2ePNn9mT59unuOw+GQYRiqra09Z+177rlHmzZtUmlpqaZOnaq6ujpVV1frkksucc+pr69Xd3e38vLyRuT5zsUwTdMc1Y4AAAAAAHyP9fb2qrW1VampqYO+zPQfUXV1tQoLC9XY2KiQEN/2UtTW1urOO+/U4cOHFRUV5Xfvu+66S1arVcXFxX7XOJfBvhPeMQIAAAAAACRJc+fOVUtLi9ra2pSUlOTTPTU1NSouLh5WKOJyuZSRkaGVK1f6XcNf7BgBAAAAACCAvss7Rr6vBvtOeMcIAAAAAAAIWgQjAAAAAAAgaBGMAAAAAACAoEUwAgAAAAAAghbBCAAAAAAACFoEIwAAAAAAIGgRjAAAAAAAgKBFMAIAAAAAACRJnZ2diouLk8PhGNW+LpdLycnJamhoGNW+EsEIAAAAAAD4m7KyMuXm5iolJUWS9MEHHyg/P19JSUmyWCxKS0vT5s2b/ao7ffp0RUREKC4uTnfccYc+/vhj9/WwsDAVFhZqzZo1gXoUnxGMAAAAAAAAOZ1OlZeXq6CgwD3W0NCg2NhYVVRUqKmpSevWrVNRUZGefPLJIdV+9913tWzZMv35z3/W7t27dfr0aWVnZ+vrr792z5k/f77sdrsOHToUsGfyhWGapjmqHQEAAAAA+B7r7e1Va2urUlNTFR4ePtbL8dn27du1dOlSHTt2bNB5y5Yt06FDh7Rnzx6/ex07dkxxcXF69913dd1117nH58yZo6ysLJWWlvpdeyCDfSehAe0EAAAAAAA8mKap06f6x6R36IQQGYbh09y6ujrZbLbzzuvu7tbFF188rHV1d3dLkledzMxM2e32YdUeKoIRAAAAAABG0OlT/Xr6V++OSe9/3ny9xoeN82muw+FQQkLCoHPq6+tVVVWlN9980+81maapVatW6dprr9WVV17pcS0xMXHUX/xKMAIAAAAAAOR0Ogc9+tPU1KR58+Zp/fr1uummm/zus3z5cn344Yd67733vK5ZLBb19PT4XdsfBCMAAAAAAIyg0Akh+ufN149Zb1/FxMSoq6trwGvNzc264YYbtGTJEj300EN+r+fBBx/Uzp07VVdXpylTpnhdP3HihGJjY/2u7w+CEQAAAAAARpBhGD4fZxlLVqtVFRUVXuNNTU264YYbdP/99+u3v/2tX7VN09SDDz6o1157TbW1tUpNTR1wXmNjo6xWq189/MXP9QIAAAAAAOXk5Kipqclj10hTU5PmzJmjm266SatWrVJ7e7va29vP+8s137Zs2TJVVFToxRdfVEREhLuO0+n0mGe325WdnR2Q5/EVwQgAAAAAAFB6erpsNpuqqqrcY6+88oqOHTumyspKTZ482f2ZPn26e47D4ZBhGKqtrT1n7S1btqi7u1uzZ8/2qLN161b3nPr6enV3dysvL29Enu9cCEYAAAAAAIAkqaSkRJs3b1Z//zc/L/yb3/xGpml6ff7+l2McDociIyOVkZFxzroD1TBNUz//+c/dcx5//HGtXr1aFotlpB5vQLxjBAAAAAAASJLmzp2rlpYWtbW1KSkpyad7ampqVFxcrKioKL/7ulwuZWRkaOXKlX7X8JdhmqY56l0BAAAAAPie6u3tVWtrq1JTUwf9+VuMnsG+E47SAAAAAACAoEUwAgAAAAAAghbBCAAAAAAACFoEIwAAAAAAIGgRjAAAAAAAgKBFMAIAAAAAAIIWwQgAAAAAAAhaBCMAAAAAAECS1NnZqbi4ODkcjrFeijo6OhQbG6u2trYR7UMwAgAAAAAAJEllZWXKzc1VSkqKpG+CkptvvlkJCQkKCwtTUlKSli9fri+//HJYffr6+rRmzRqlp6frggsuUEJCgn72s5/p6NGj7jlxcXFasGCBHn744WH1Oh+CEQAAAAAAIKfTqfLychUUFLjHQkJCNG/ePO3cuVOffPKJXnjhBb399tt64IEHhtWrp6dHBw4cUElJiQ4cOKDt27frk08+0e233+4xb+HChaqsrFRXV9ew+g3GME3THLHqAAAAAAAEmd7eXrW2tio1NVXh4eFjvRyfbd++XUuXLtWxY8cGnffEE09ow4YN+uyzzwLaf//+/crMzNRf//pXJScnu8dTU1NVUlKiRYsW+V17sO8k1O+qAAAAAADgvEzT1GmXa0x6h4aFyTAMn+bW1dXJZrMNOufo0aPavn27rr/++kAsz0N3d7cMw1BkZKTHeGZmpux2+7CCkcEQjAAAAAAAMIJOu1x64v68Men9y//3qsb7uGvF4XAoISFhwGv5+fnasWOHnE6ncnNz9eyzzwZymert7dXatWt177336qKLLvK4lpiYqIMHDwa039/jHSMAAAAAAEBOp/OcR382btyoAwcO6PXXX9enn36qVatW+Vy3srJSF154oftjt9s9rvf19emnP/2p+vv79dRTT3ndb7FY1NPTM7SHGQJ2jAAAAAAAMIJCw8L0y//36pj19lVMTMw5X3IaHx+v+Ph4XX755YqOjlZWVpZKSko0efLk89a9/fbbNWPGDPffiYmJ7n/39fXp7rvvVmtrq/bs2eO1W0SSTpw4odjYWJ+fY6gIRgAAAAAAGEGGYfh8nGUsWa1WVVRUnHfe2d9wcfn43pSIiAhFRER4jZ8NRVpaWvTOO+8oOjp6wPsbGxs1e/Zsn3r5g6M0AAAAAABAOTk5ampq8tg1Ul1dreeff16NjY1yOByqrq7WL37xC11zzTVKSUnxu9fp06eVl5env/zlL6qsrNSZM2fU3t6u9vZ2nTp1yj2vp6dHDQ0Nys7OHs6jDYpgBAAAAAAAKD09XTabTVVVVe4xi8WiZ555Rtdee63S0tK0YsUK3XbbbXrjjTfccxwOhwzDUG1trc+9Pv/8c+3cuVOff/65pk6dqsmTJ7s/e/fudc/bsWOHkpOTlZWVFZBnHAhHaQAAAAAAgCSppKREhYWFWrJkiUJCQjRnzhyPoGIgDodDkZGRysjI8LlPSkqK+0jOYDZu3Kj169f7XNcfBCMAAAAAAECSNHfuXLW0tKitrU1JSUk+3VNTU6Pi4mJFRUUFdC0dHR3Ky8tTfn5+QOt+m2H6EtEAAAAAAACf9Pb2qrW1Vampqef8+VuMrsG+E94xAgAAAAAAghbBCAAAAAAACFoEIwAAAAAAIGgRjAAAAAAAgKBFMAIAAAA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"text/plain": [ "
" ] }, "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: 2019-03-08 08:32:07.372 (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": "1.2.3" }, { "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
epsproc1.2.3
xarray0.14.0
Tue Jan 14 14:50:10 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 & 1.2.3 \\\\ \\hline\n", "xarray & 0.14.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Tue Jan 14 14:50:10 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 1.2.3\n", "xarray 0.14.0\n", "Tue Jan 14 14:50:10 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: 2020-01-14_08-50-18\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: Aniline Orb 33 (A2) ionization*. Dataset on Zenodo. DOI: 10.5281/zenodo.3612509. URL: https://phockett.github.io/ePSdata/aniline/aniline_wf_0.1-10.1eV_orb33_A2.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{ Aniline Orb 33 (A2) ionization,\n", " title = {ePSproc: Aniline Orb 33 (A2) ionization}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3612509},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/aniline/aniline_wf_0.1-10.1eV_orb33_A2.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.3612509.svg)](http://dx.doi.org/10.5281/zenodo.3612509) [![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 }