{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3629721.svg)](http://dx.doi.org/10.5281/zenodo.3629721) [![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: DABCO, HOMO ionization (orb 31, A1P), 1 - 50eV\n", "\n", "- *electronic structure input*: DABCO_Jmol_E_cc-pVDZ_D3h_manual-third_c.molden\n", "- *ePS output file*: DABCO_1-50.0eV_orb31_A1P.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/DABCO/DABCO_1-50.0eV_orb31_A1P.html\n", "- Dataset: https://zenodo.org/record/3629721\n", "- DOI (dataset): [10.5281/zenodo.3629721](http://dx.doi.org/10.5281/zenodo.3629721)\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 DABCO, batch DABCO_1-50.0eV, orbital orb31_A1P\n", "- DABCO 1st attempt, HOMO ioinzation (A1P), D3h symmetry set correctly\n", "- E=1:1:50.0 (50 points)\n", "- Tue Feb 21 19:31:11 EST 2017" ] }, { "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 DABCO, batch DABCO_1-50.0eV, orbital orb31_A1P\n", " DABCO 1st attempt, HOMO ioinzation (A1P), D3h symmetry set correctly\n", " E=1:1:50.0 (50 points)\n", " Tue Feb 21 19:31:11 EST 2017\n", "\n", "*** Found orbitals\n", "1 1 Ene = -15.5416 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -15.5416 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -11.2454 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -11.2454 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -11.2454 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -11.2449 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -11.2449 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -11.2449 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -1.2798 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -1.1813 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -1.0193 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -1.0193 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -0.8630 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -0.8630 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -0.8583 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -0.7096 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -0.6739 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -0.6739 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -0.6730 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -0.5664 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -0.5664 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -0.5652 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -0.5399 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -0.5399 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.5236 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.5236 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.4642 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.4521 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4521 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.4168 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.3090 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = 0.6961050000 -1.2056890000 -0.7782900000\n", "Z = 6 ZS = 6 r = 0.6961050000 1.2056890000 -0.7782900000\n", "Z = 6 ZS = 6 r = -1.3922100000 0.0000000000 0.7782900000\n", "Z = 6 ZS = 6 r = 0.6961050000 -1.2056890000 0.7782900000\n", "Z = 6 ZS = 6 r = 0.6961050000 1.2056890000 0.7782900000\n", "Z = 6 ZS = 6 r = -1.3922100000 0.0000000000 -0.7782900000\n", "Z = 7 ZS = 7 r = 0.0000000000 0.0000000000 -1.2590500000\n", "Z = 7 ZS = 7 r = 0.0000000000 0.0000000000 1.2590500000\n", "Z = 1 ZS = 1 r = 1.6995240000 -1.2036220000 -1.1778700000\n", "Z = 1 ZS = 1 r = 0.1926060000 2.0736420000 -1.1778700000\n", "Z = 1 ZS = 1 r = -1.8921290000 -0.8700200000 1.1778700000\n", "Z = 1 ZS = 1 r = 1.6995240000 -1.2036220000 1.1778700000\n", "Z = 1 ZS = 1 r = 0.1926060000 2.0736420000 1.1778700000\n", "Z = 1 ZS = 1 r = -1.8921290000 0.8700200000 1.1778700000\n", "Z = 1 ZS = 1 r = 0.1926060000 -2.0736420000 1.1778700000\n", "Z = 1 ZS = 1 r = 1.6995240000 1.2036220000 1.1778700000\n", "Z = 1 ZS = 1 r = -1.8921290000 0.8700200000 -1.1778700000\n", "Z = 1 ZS = 1 r = 0.1926060000 -2.0736420000 -1.1778700000\n", "Z = 1 ZS = 1 r = 1.6995240000 1.2036220000 -1.1778700000\n", "Z = 1 ZS = 1 r = -1.8921290000 -0.8700200000 -1.1778700000\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/DABCO/DABCO_1-50.0eV/DABCO_1-50.0eV_orb31_A1P.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/DABCO/DABCO_1-50.0eV/DABCO_1-50.0eV_orb31_A1P.inp.out\n", "Expecting 50 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 3 CrossSection segments.\n", "Found 3 CrossSection segments (sets of results).\n", "Processed 3 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/DABCO/DABCO_1-50.0eV/DABCO_1-50.0eV_orb31_A1P.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/DABCO/DABCO_1-50.0eV/DABCO_1-50.0eV_orb31_A1P.inp.out\n", "Expecting 50 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 100 DumpIdy segments.\n", "Found 100 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 100 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 DABCO, batch DABCO_1-50.0eV, orbital orb31_A1P\n", " DABCO 1st attempt, HOMO ioinzation (A1P), D3h symmetry set correctly\n", " E=1:1:50.0 (50 points)\n", " Tue Feb 21 19:31:11 EST 2017\n", "\n", "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/DABCO/electronic_structure/DABCO_Jmol_E_cc-pVDZ_D3h_manual-third_c.molden'\n", "Initial state occ:\t\t [2 2 4 2 4 2 2 2 4 4 2 2 4 2 4 2 4 4 2 4 2 2]\n", "Final state occ:\t\t [2 2 4 2 4 2 2 2 4 4 2 2 4 2 4 2 4 4 2 4 2 1]\n", "IPot (input vertical IP, eV):\t\t 7.3\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 1]\n", "Ionizing orb sym:\t\t ['A1P']\n", "Orb energy (eV):\t\t [-8.40831828]\n", "Orb energy (H):\t\t\t [-0.309]\n", "Orb energy (cm^-1):\t\t [-67817.66109512]\n", "Threshold wavelength (nm):\t 147.4542152961329\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[ 1. 0.97770607]\n", " [ 2. 0.98022661]\n", " [ 3. 0.97209336]\n", " [ 4. 0.97209336]\n", " [ 5. 0.97245283]\n", " [ 6. 0.97245016]\n", " [ 7. 0.97245016]\n", " [ 8. 0.97374108]\n", " [10. 0.9883319 ]\n", " [30. 0.9888824 ]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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xQ3/7t3/Ll7/85Xn1pxv6nL6EpZToPrV0NB4lunXgNe+6lL/5fzez5Y2bkQ6UCxWWr+3lPf/rnfz3b32QaHKyD2yMaqzTbGWAtHmIQI3zxAohEGjsz2+vabtzxlg9mqrRqV8fUgISjJPr18cJHCk+zZHiLsJabUKr/FqYsiywK3PvtOcIIbjpppu49dZbAdeddfvtt/POd75zXn11reogEg8fK/80HWbJ5JzLNs2r7cWO+gqqEyvXL+f6T17D9Z+8Zl7vq0Z0j5aeASHqEkYU0hIcLj7JxuSVDY/fFVoS6TsLzMcXuA14Dsg86CcjjGX1af8EHGnzzMi9BLVITf9eES3JgcJjrI2+nIivfdLrQgjWrFlDR0cHO3bsoK+vj3POOYeOjvntUtN1nSvefSl3fOFO/EHflJ+hUjbRDZ0tV5234M+zGFGWrseoZgKmyvvwUZ9FJ03oSCR5K1WX9mdDBK8E5MLKq892SaUEbEToDQsY2cJIlfdTdjL4tGBN2xVCQwAHCjumed39/Z73vIdbbrmF//iP/+DGG29cUF+Xvv0iNmw+lXT/CFbluM9dSkkhU6QwUuBdf38d8Y45bN1eQijR9SAL3ao5Yh6t+SSeiCRvDdWx/RnwnQG+TSDnFt88L2QO9JPBP3VEST04VHwCUafpFxAxDuQfndLnOnZvXX311dxzzz08/PDDXHHFFQvqxx/wcfPX38sV776MSskkm8q5P0M5Opa38d/+9b1c+IbGXdNWQbkXPIgQYt6RAlI6WLJMkPpZFVK68aTNQAgBkfciRz7hxu3WKoxstG6aiH4Q0UC3yXB5Hz5R+2xzALowKDtZynaOoDHxfhh7kvL7/Vx66aUkk0l0feGf2x/089aPXcVVH3gNe5/YT6VUob03ycr1y5u+W86rKNH1IELg0fxusqkJU4TegYx8GHL/BIhZ8+qOJRmb/gTT9eVGPogwltdwpDNjOSYFO12zBTQAHOfYj7BtqBTIOU8TXHXBhNPGdNBxHLZu3codd9xRk+6D4QCnX9C4yI9WRrkXPMhCLAQhNPwijFPHeFYhNHx6fayzuaIFzoHIh4Gym45xBo5fximupyyCLEDkPWjBxuZacKS74l8TS1BKOHgQdu2C555zfz/6KOKFF7C+9AX40Y8nuMGFEDz99NOceuqpXH755axbp4Sy0ShL14MsdDK2+VcwXDmArtev0mtU76xb23NFC16A1NuRuX8FZ3ByNeCZHhOk5Vq3WhwR/TjCv7Hu452aGj0xpIchkwHLgnweSiVAIgMC4Uj45S8QV//JhLecccYZ7NnT5K3dSxgluh5kodOxI7CG/vJuAnXw69rSRMdH2KhN8vVqEb51kPxHZOGHUL4HnAKgjRacPAFpjeZvsNxqwMFXI0LXILTp46XriaGNZXVz5r0DbUryOcjloFg67lOJBPGVBXT3TDhV+VmbjxJdL7LAidETOp1d2V/XbjKPo2hnOCW6pebtVoMQfkTkbcjQm5CVh6B8H9h7wW+CM3oNNekKrnEKBF6G8G9pmtiOoQmduNFDyR6pYjFNQnoE+vtdsRU66DpYFlI3kD6dqGiD979vwruU5DYfJboeZKHWSMiI0x1Yz0B5N2G9dos0jrRBwMrwWTVrs5YILYQIvgKCr3CjPm7/n2CM1oqzdHj/XyOqWKGvBx2Bk9mbfxAfCxDdfAH6jo66EkBGwohsDvx+cBysZIiIFsf/rvfA8okLhMrSbT7eMVsUx6hmYqyPvxKJxJa1K1BZsIdZEz5/yh1OXkMIgSgFEdmo+1MMITTv3eYrwmcikfMLDaxU4MAB2PcilErIUd+1CIXAMFxLt7OTcmecNfbpcO7kGFklus3He3ejoqqkN1FfJ6fFL6NgDyNrkKugZGcI6QnWxS+puq2G0axsaPMg7u8m6VtJWc4hZabjuJbtC7shm2VsofB4cIYGq1dDVyd2LISmGyy/4G0wxZeNEt3mo9wLHqTaWNjVkc1kzH4OFh4jqncu2A9bsrMINM7tuA5DmzkmVjF/NiWv5P6Bb+JIe+p8FlLC8DAMDMC4dJ/H448FJOLQ0wuGgSyXKVb6OaP9SvwdU8cdK81tPkp0PUi11ogQGpuSr0NDZ3/hUQJaDP88tgc70qFoD+PXomzueLsn6qQtRhL+ZZwavZjns/cRPTH/cS4HR4+6LoVR5OjmFIGAcMgV29Bxn3DRKJIMncrq9unjjlU14OajRNeD1MIa0YTOxuSVdAbX8uTwXeSsIQJaFJ82/fZZR9qUnCyOtFgZPosN8cvxN3kzRE3wsHm3Ln4JOWuAo6VdRLR2RLkM/X2QG934IeWx8QsE+HzQ0wPxidnWis4IAS3Gue3XzZgFTrkXmo8SXQ9Sq4khhKA3tIF2/yoOF59gT3YbeTuFlA6a0I8lXLGlNeqCkPQGT2d15DzaAlNXtvA8LeDPHY8mdM5ufzM7+37AoYEHCaZK+Gz9uNiO3QqaBp1d0N42wVfrSIeCM0xU7+T8zusn5Vo4EaW5zUeJrgeptTXi18OsiV7ASZHzyJqD5K0BRipHMGUJDZ2I0UHM103c141fb24M65LDtNAf3c7Z2/roiSd4cm2BvM/Cb+r4bAMQ0NYG3d1udMIotrQpORkkkrXRl3Nq7BIMbfadiMrSbT5KdD1IvaaFJnQS/h4S/h6Wh2uXzb+YK/HILx4j3T9CKBripa8+k/Zeb+xc8yxSwq5n4b77IJtBAMsH43SkwxzqGWHPihT5pA5tSfD7EWTBBgcbDR2BYHX4XE6KnEfMP3efuxLd5qNE14O0ysRwHIfvfv7H3PMfv0MTgkrFxDAMvv333+PsSzfxgX9+F+FYk33CXryWhw/D734HR464/5cSKQRCQMA2OKW0jjUrLia3MkbOHiBj9mE5ZfepxNdF3NdFzNejIkpaFDFLcHZrOcgWCaVyheFMHZJ11xApJV//6C1s+9mjmGVzwheFlBLdb7Ds5G4+c+f/IBBqoDg4Dnzxi8f+awtJ5kNvo+zkAUFQixD39za85BAAIxnXsn12l/v/cbknM0Wb3zyT496n8+TyJqFYkFe8dQuvedcraV9Wu92Fy7rmV5ZHsWCm/bZXoutByhWT1Eim2cOYkWcfeYH/+Y4vUSlVprTMpZT4/D6u+fhVXPXB1zRuYI5D5ctfYO/yFM+tHmQkUkKLxI6FSrm7wBwS/uVsiF3Kmtj5da62AZQr8NBDsH072NZxsR1dLHuhr8xnf3QY05GYpeOpOY2Aga5rfPzfP8iZl5xR9TAEgt4u7+8qXCQo0W0lKqbJUNrbovvP7/06j/zi8RldIVJKEl1x/vXh/4XWgK24jrR5avjnPHHou0jhbpLVHYGITSxvLqXExkIDhNA5q+1NnJZ4Ve2tX8eBJ5+EBx6AQmHKU0a6V/HRzz5AITt9RQ5/yM/nf/FJlq3tmfacuaAJjZ7OGiZOV8zEtBNDbQP2IK0QwP7c9r1zOi+XzpNLTy04tSRbGeBnhz7NzvRPAdAdDcPRpryWQggM4UMTPqSU7Ej9kJ8f/ix5s4ZFN/fth+/8J/zqV8cFd7yB09UNb72WewfDmObMiedt0+TOr/+i6iF50b29FFGi60FaYiFtDvGwok7l4E9kpNLHPYc/y0jlCBoGmpx7n5rQ0TBIlQ5y9+F/IGsOVDeYVAp+9CP4/h0wONrW2KUSAsIRuOIKuP6dcNIqfv3/7pvgUpgK25Lc/6Nt866bdyItcV8tAZToepBWmBtrz14z6zlSSkLRINFkuG7jKNs5fnnk85SdAobwL7DUkcCn+SnbOX515H9TWUjxzWIRfvNbuOVW2LPHFVrJqN8W0A24cAvcdBNs2nRsg0MuPXPJoTFs08YsV5c5TomuN1AhYx6kFSbH69/3ap564NkZF9IMv8GVN11eV3/utsH/pGznME4oUjlu9+ycMYSfgpVm+9B32dL1rrm9ybZhx2Ow9UEol493zthuMgGnnwEXXQTxybvFAuEAleLsYiqEwPBXN129f1ctDZSl60FaQXRPv3AdZ1++CV/AN+mxV0qJ5tPpWNHOFe++tG5jOFp8hgP5HehMsRNrgZdQx2BP9o/0l3bPfKKUsHs33Hor/P53ruCOWbdj23eXL4d3vBNed+WUggtw8ZsvQPfPvIAnBJz76rOq//JqgftqKaBE14O0gugKIfjwV27i0re9HMPvc8XXcdAMDcNvsPHCDXz6x39JKFq/cKwnhu/CkU5Nr5cQGg4OT6V/Pv1J/QNwx/fhJz9xUy/K48YtAogn4A1XwdveBst6Z+zvihsvRZ+lqoUv6ONNf/HaeX+WE2mF+2opoELGPMrRgdSxygBeJzuc46G7d5DqSxOOhjjvtWfRc1J900FmzQHuPPBJNIwTxERCNjt+3wHE4pMbmAEpJQ4WV5/0j4SNceFmuZwb/vXUU67KytH+xvr3++GCC+Cl54Ix9/Cz7b98nC/9+TexKhaOffxvLoQruH/699fyqndWn0Q+GAjQFo9W3Y5iTqg43VajlUS3GbyQ/SPbBm5FEye6FqoXXXBzHLy86z2sjp4LpgXbH4GHHgazMnFWCFx1fMmZ8PKXQXhhi4b7dx3iJ1+9h213b3etZkdy9uWb+JO/eB3rXnrygto8kVAwQDKmRLdBKNFtNfoGh3FqUG5nsbJ14Ns8n/nDFLvJaiO6plNkY/K1vLRvk7t1N5c91jyMa3z1GnjlK6Czc959TIVt25RyZYKRAPo8rOW5EA4GScRUFrkGMa3oqugFjyIE6itvBtKVg4g65k8QElK7H4D797sHxiWlAaCjAy55BZy8pqYLVLquE0nUL8RO0XyU6HoUtegxM7a06hMC5ThQLoFTwa6Mmx5idG9bKARbXgZnvmRCfttWQN1T3kCJrkdRE2RmdM1X4wcB6YZ9jdUk09y8DccCfjUdXnoOXHAhBKcveeRl1C3lDZToehQ1P2amzb+K/uJumLSQtgDMymicrSvjEpBC0j4SdpXq1HVwySVuQvEWRn2RewMlul5FTZAZ6Qqs5QVx3xzOnOE62haUSq5L4YR3GI5Gh1gO110HK1u0XtwJKNH1Bkp0PYqaIDPTE9wwmtpAzv9aOTaUyq7ojjEu3EEKgRP00XPl+2GWQo+thLqjvIHakeZRlOjOTMTXTm/odCxZmfubpHQt23webOuYT/jYbjIEBAJYYR+r4ptnrazbaqh7yhso0fUoan7Mzqa216EJbW4pDysVyOdc/y3HN5PB6LU2fBCNIH0+NKGzMXFlvYbdNJToegMluh6lFRKZN5ue4HrWxC7AZposXRLXlZDPumFgo1t3x7ItCoEblRCJuKFgQsPBZn38lXQEVzfwkzQGJbreQImuR1ETZG5sbn87YSM52c0gAct0LVtHHs+5LsbEVrhCG4m4wgtYToWor4Oz29/cyI/QMNQt5Q2U6HoUNUHmhl8P8eplnyCox7CcsiuumgDpgG0jbQlmBWFZbu5bCQSCEIm6LgXcxThLlgn72nj1sk/g01ozDnc21NOTN1C5FzxKrlAkm69/bbHFQsEa5g/9X2eotA/hgFYuQS6PRCC0UbHRdDAMEJpbuUHXsXVAF3QH13NRz/sJGfPP09AqdLUlMWqcz0ExLSrhTauRL5bI5OZWykXhIqXDs5nf8VjqB9jSROay6BUHgeaK7aj4OkgczUGTGrojeOkzKzj1cBeivQO6u6G7yy0c2d3luiAWCd3tyVlz9ypqhhLdVqNQLDGiRHd+jN6tljQ5kN/Oc/t+TEoeQiIRo8UqHU2iOYKOkTDr93exqi+BLmfwskVjE0W4qxuSiZb0/yjRbShKdFuNYqlMOptr9jBagwl5HEcPjW6akMPD5A7vojJ8GFLDBPpGiGRkdf5Nvx+6ThDizs55JS5vBj0dbXWtV6eYgBLdVqNUrjCcyTZ7GK3BFKI75TFw48WyORjod8vu9Pe7/x4ZqW4MQoP2dk+7J3o721VUTONQottqlCsmqZFMXfuwHBNbuhVsNeFrrVX7E5OJT/X6fPSlVIbBAVeIxwR5cNCN860GD7knlnV1NLzPJYwS3VajYpoMpWsvullzgMHSHtLmIUr2WPsCKR38Wpi4r5eu4FoS/mVodUwSXnfmK7pTYduQSk0U4v6+46XWF3V5U7UAAB7mSURBVEoT3BMCQW9Xe93aV0xCiW6rYZoWg+kqH3nHka0MsCf/IHlrCA0Dvx7BEP4Jvk1LVjCdIpZTxq+FWB09j87AWm88kkqQYh46WgvRnbLdxrknZFcndtCNJdaEVtWXoCY0ejrbqhujYj4o0W01LMtmYDhddTuOtNmf38Ghwk4CepiANrckLqYsU7SGafevZm1sC369SbW1JLj3r5yfiNZLdKejRu6Jot9kMFFgJFYkG67gBHTXLxwKEQn2koivpaPtDGL+7nl9GeqaRneHEt0GokS31bBtm/5UdaJrS5vnR37PUOVFor5ONOZnKUkkBWsYvxZiY/K1BPQmVJJdqHg2WnSnYir3xEC/m+nsBPKBCvuWDTMcKwLgN3UMS0cb/RASiaXbVHwO0tAI6UlO1l5CW9v6ObknDF2nq721k7C3GEp0Ww3HcegbGl7w+6WUPJ/9A4OlF4j6uqsKkSrYaXxaiJckX9+QxbaxCjnVNULzRXcqTnBPyP4+DpnPsi9+AN3RCJaNOf2tKoZF2W/RMxRjzZF2fNKYMXrCZxh0tiXq/ekUx1Gi22pIKTk6mFrw+wdKe3gu81tivp6a7LnPmQN0B9exNv7yqtuaFjmqlbUQS6+K7jgcabM7cz/9pWcJiyR6fjTXbz4Hubz77xnmp0SSD1WIFP2csbcHvz2FpTsaPeFftoyOtSdDby+0tbXk5o4WQ4luK3JkYGhB76vYRXYM/wCfFsYnamOZShyy5gCbkleS8C+rSZvjGneppQ60gOjuztzP0eIzRH1dU/tnHQeKRVeAc7njYmxZE07LBytESj42vtCLMc3uOr+m0eEfLRQTCEBPjyvAYz/d3e5WaUWtmPbuU1fZwwgEcgHfe0PlvdjSIjyD4DqOg1V0F3mMsIE2i+Uj0PBrIQ7ld9ZedN0OlhRDpX0cLT49veCCm5QnEnF/errdY1JCuXJcgHM5IoU8udAIB3vSrDk6dVjYhB7KZdi/3/0Z31dn50Qh7u2FcLgmn1dxHCW6HkYIMbeqCONwpM2hwhME9amzZVkVm6G9WY7uymCXbaQEX0in5/QEnSfH0I3pt4kG9Bhp8zBFa4SQUaV/cLx1u8QEt+KUeD77B0JGAiHmuS1XCLcEfDAAHcc3O4TNCgdzh+gYOYtYf2X+0ROO44a/9ffDzp3Hj8fjk4VYuSeqQomuhxGjkVLzoWRnqMgiMTE50sAs2+z+XR+FdJlwmx894caAWmWHA9uHSB8ssPaibgzf1KvgY77hjNm/cNGthyuhxRgq7cFyypPSSEopsUoOSNADGpo+94uk+fwYsXYOttucfs4V7sFx0RMinYKRNBw96ros5kom4/4899zxY8o9URXqKnmYhWxKKFoj0y6+HNwxRClTIdYTnHDcCGjEe0Pk+ksc3pnmpHOn3y5qaH6yZh89oXXzG9jYCplY2ssEUjocLDw+QXAdW5Lal+foU2lKGQsEGH6N3tMTdK6NYgTnFuoX1GOkKi9StnNueJ+uj+5860IEAxCLuvdGJuOK7/if4XlEyij3RFUo0fUwCxHdgp2ecudSOW+SejFPtDs4xbtcwp1BBl/IsGxjAl9w6lvD0ILk7YUt8Kl1WShYaSpOnqivC3AFd+8Dgwy+mCOS9BEf/UK0KjYHHksxuDfHhst68YVnF14hNKSEEfMo3fqpE18be7QQAhIJ92fDhuMnlErQ1zdRiPv7XWt5Lij3xJxRouthFnJb2o45pZ8wP1gGJDO5EDXNNYTyQxWSK6a+NQQCW85xIi5hv+10FO2J24WPPp0mtS9Hcllwwpes4ddJ9ITIpyrs3TrI+st65tS+rhlkK310B08Q3dlELhiE1avdnzFs2/ULn2gVN9o9YVnw/PMQjcLKlS0v2Ep0vcwCbi5N6FMuvtm2M+f2pDNTbCjHdknNSmvPjbqQt1KI0Z2BtunQ93SWaFdgWlEMt/kYOVygMFwh3OaftX2fFiRrD0w6viCd0nVXHHt64Kyz3GPNcE9897uu6AKsWwdXXz2j2+Lhhx/mpptu4qGHHsK2bc4//3y++93vsmnTpgVchNqjRNfDLMS9EDISOFiTjvtDxoyB9mNIKWf0IdpOiahv+TRvnmdSmiWILY8/iRRSFWzbmTFiRAi3xluurzQn0RVoOM7kv3/NkhY12j2hafD4464lHom4VnZfH1x7rWv1TsHmzZt54xvfyCc/+UmKxSLXX3+9ZwQXlOh6mgWJrp5wa4KdQLQriB7QcSoSzT91u1bZIRDxEemcPr7XdCrE/b0TD45LSqMEd2bGx147ljOn92iawDLnmjhHTuleqnumuHq5J44cgaEhd3fe8LArtLoO990Hb3+7K75T8KlPfYrNmzcTDAb58pe/XOWHqy1KdD3MQuZJyGhDEzo2Jjq+Y8d1Q2P5mW3s2zZIrDuIZkxs3DElhVSZU17ePfNGCSGJGp1THlfMTshoQ0rXEjVCxoyunDFsW+KP+GY9D9zE9Al/16TjTfkyrIV7IjdasiqZdPNIjKXQtCz42tdca3us7XGkUilyuRymaVIqlYhEmpQlbwqU6HqYheRM0IXOsuAZHCo+MUkcu9bGkJbDwceGEQL8EffPX8lbSGD1+Z20nzR9JrGKkydstBP1nSC6yrydM2E9wdgFC7f5CCV8lAsWgfDUU9GxJUJActncyv5YTomEr3fScU/kRIb5uyfGRPfQIXcBTtNcwXUcV9T37ZtSdN/3vvfxmc98hr179/JXf/VXfPWrX23QB5wdJboeZqETpTu4jkPFnZOsXYGgZ0OStpURUvvzZPrdx7yuU2O0nxTFF5r+dpBISnaWDZHza5MFrM6MFab0GmGj3fW7ShtN6Kx8aTvP/foohk9D9010CziOJNNXZMXZbRihOablFBA1prB0PXgtJjCde+JLX3IjH+JxV2jLZTBN9/Vly+CVr5zU1Le//W0Mw+Ad73gHtm3zspe9jN/85jdcdtlljfkss6AS3niYbL5ArjAP/9c4Dhee5MXcQ8R8cws1mo2ClSLm7+X0+Ku8P4HB0wlv9mQe5EhpF1Gfmydh8IUc+7YNIoFAxEAIqBRsbNOh94wEK85pQ9PmkO7RLqALH+e0v2XS36g9ESfgn5uLwlPcdx/8+tfH/x+LwfLlsGoVbN7sWr/eRCW8aUWqEbfe0OmkygfIWQNEjGoKEkoqTgEhNNZGt7SG4HqcntAGjhSfOmbtdq6NEu8NkdqfI32ggJSSrhVhOtfGCCXnLpRlJ8v62KWL62900UVu6Fgu54ptd7f3H7NmQVm6HiZfLJHJ5Rf8/opd5OmRX1C0M0SM9vn7iIWkbOewHYszklcQ801+bPUsHrZ0AV7MPcSh/E6iUyx6LYSCNULEaGdT8sopdyR2JOP4fS1o6bYu095980xxpGgk1WqGX3fL7CR9K8iafZhyrlVsJY60yVYG0ISfTcnXtZbgtgArw+cQ8rVRsKovPmo6RcBhXeziaYtX1iKRvaI2KEvXwxRLZdLZXNXtSCkZLO9hb24rllPBr4fxa+FJ8bxSOliyQsnJgoTl4U2sDJ+FobWgheRxSxegZGd5Iv0zLKdM2FhY/bKKXaDiFNiUfN2MeY672pIYdSzxrpiEqhzRipTKFYYz2Zq1Zzkm6cpBjhZ3kbX6gbEtDa5CSRyCeoLe4AY6Ayfj11s4Q1QLiC5A2c6xK/NrspV+wr4O9DmWWZfSIW+l8GlBNsRfRcI/84Jpd3sSXVei20CU6LYi5YpJaiRTl7YdaVOyM1iyjCMddOEjpCdb06qdihYRXXD/FoeLT7Ev9wjgENRjGNrU2eBsaY2m73ToDq1nTfR8fNOcO56ejjY0TXkTG4gS3VaknqK72JBSghwBewhpD4IsgdBARBF6J2jtCM07u5KmomIXGCzv5XDxScpWdlwW+7H5K9FFgN7QaXQH1xOeRyL53s72xRXV4H2U6Dab7HCO5x55gSN7+hCaxkmnr+DUc04mFJneSqmYJkPpGovuIktKI2UJWXkWzG3gDHP8k41addICoQMOGGsQvs1grEbM8TG+WVTsIkV7BMtxU3LqwiBkJPFrkQWJ57KuasIGFQtAiW6zkFKy/d6dbL3zERAQjARBSoq5ErpP51XXX8L6c9dO+V7LshkYTtdoIOP+vQgUV0qJNHdB6R6gAiI20ZI9wb1wzBKWRdC6EKE3IPTabBzxOgJBb9fUBSsVdUNtjmgWj//uSe7/wVa6T+qaUHss3hGjUqxw97/9Gn/Qz5qNq+o/mEUgtjBq3Zbuhsou0DsQYnZBEUKASAJJpDOCzN+C9F+CCFy46B+7F/vnazWU6NaRSqnCgz/dTteqzimLPfpDfhKdMe774VZWn7Fy0uSo6VxZJPNOyhKy8D2wjoK+fFpBKTkZstYQBStFycoisQGBTwsQNtqI6HEi5V+hUYDAZYtamOr10aSUOLaDrkLR5oUS3Tqy7+mDmGUTn3/6yxyJhzn6Yj99+wboXdM94bUFC4E8XgdyMSGljSz8CKw+hDG1ayBnDjFQep6inXHrYGKgoSFGb3XLqZCuHCbNQQQa3ZUjxKSBP/SKRn6UhlLrL5RDu4+w49dP8Pz2PTiOJNEZ49zXnMVpF6ybcY1C4TJv0S0Wi+zZswd7rhnhm4iu65xyyimEQnNLi1dr0gOZOVkBQmjk0pO3+857soz5MRfRQtl4ZGUH2C8ijMmVKyzHpL/8LCOVwwgMfCLAVAXhBBra6G0vpU2/mSaX/johx093ZEvdP0MzqGV87rafbee+H24jEArQuaIDTdco5Uv85rb7efTenbz1428k3hGrWX+LkXmL7p49e+js7KSrq8vTcX+O4zAwMMCePXvYuHFjU8bgDxo49lyqA8gpxXk+oiulXNRbPaU9DOXfgjZ5O7LplNmXewRT5jEIjgu1mhkhdHQiWLLA0MhXyNoWa+MX12H0zUEgiEXDREK1sT5379jLH74/eX0iGAnSGwkydHSYH3/151z/d9d4WhuazbyvjG3bnhdcAE3T6OrqaqpFvnztsimLRI7HtmyEJuhdM3Vug1mFVLo/7kLRAgfaAkhzBwBCTNy8YTnmqOAWMURoQT4VW4QJC4e9I99jb3ZbTcbbbAJ+P13tiZoJLsCDdz1CrD065foEQEdvGwMHhjj43JGa9bkYWZByel1wx2j2OLtWdrDi1GUMH50+7Gvo8DAbt2wgFJ3aBTKjtTvOnbCYkbIMlR2gtU16ra+0y7VwRXV5VSV+lusldqbvJFPpq6qtZqIJjWQsSnsiVlO3QnpghIH9g8Tapq8sAuAP+nhm23MznrPUaQ31bGFe/aevwB8O0Ld/EMs8XqW1Uqpw9MV+uk/qYMubNk/7/kmae6wIJItebI9hHQCsSVZu1hxkxDziuhSqpIKPqMij47A99T0c6f01ixMJB4N0tScIBWuf2LtSrCDmYMT4/D4KmYUl3l8qNFV0v/Od73DaaadN+NE0je9///vNHFZNiXfEuPa/X8XZr9xIeiBL/4FB+vcPUsgWufCq8/iTD7+OYHj6STLB0pXHt4MuJaTdx4m3qpSSgdJz7qJYTVbnBRJBQjMYMQ8zUH6hBm02BkPX6UjGScQidXu6C0aDOI4zq7usXKoQb5/ZGl7qNDVk7IYbbuCGG2449v9/+qd/4vbbb+fqq69u4qhqTyQR4eK3XMgFr38pmVQOIQSJzhiGb/bLrwlxXGOXasVdez+IidZsyc5SdnLTWrkLyXcjkAREGY0AuzP30RNcv7DxNgiBIBIOEg2H6h5nHG+PsWr9coYOD88YnWBVLE6/0NvXrdl4xr3wxBNP8I//+I/cdtttizYFnT/op3N5Ox3L2uYkuACMLZAtFVfCVMgcCP+EQ2OpKWsZjCwRGJgEtAgDpd2YTqlmbdcav89HZ1uCWCTcsI0dF151HrmRPGbZnPL1gYNDrFy/jGWnLI3t1QvFE6JbLpd5+9vfzmc/+1nWrVvX7OEoPMlEYSlaw8c2PMx+9nyQCKGhCZ1MpX/BrdQLTWgkohE6kvGGJyU/6bQVXHnT5Qz3pek/MEi5WMEyLbKpHEf29tG1qoM3fOA1i3p3Xy3wxI60j33sY2zYsIH3vOc9zR6K51A3MCAC4OTc36MU7SwatRUdgcQenRKOtMlafXRwUk37qIZgIEAiGm5qVM6ml5/G8rU9PHn/Lp7Z9jzFnEXH8jYuv/5iTn7JSXN/glvCNP0K3X333dx11108/vjjzR6KJ1GiC+grwH4MOJ5FTGLNaOkulMqoj1giseXUj9GNRtc0ErGoZ0qot/e2cck1W7jkmsW5g6/eNNW9MDAwwHvf+16+9a1vkUwurEbUYkdpLgh9OWCdeLQufZUJjLYuPLHDLxIK0dWe9IzgKqqnqZbuF7/4RVKpFB/60IcmHP/EJz7BTTfd1KRReQsvTPymo69wk/hIBzGaT8EQARxpH8ujUC0GJhUCWLgLdkJoBPTmhT75DINENIJPPa4vOpr6F/3c5z7H5z73uWYOwfMo9wIILY70rQNrH+hu7tyQkSRn9lOrW9iHySF5EuMt6LivtyZtz4da50tQeA9PRC8opkdprovwbwZZRko3gVDEaEcyl2RCs6NjYaOTIw6ALU104SNiNLbaQj3yJSi8hxJdj6MsXRdhrAL/WWAPABAzehBox0R44Uj8lDksV+KMWs1lJ8cp0QvRGlRHTdfqky9B4U2U6HocJbrHEYFXghZBOiMYmo+4fxk25araDFIkI9vI4SbTcaSFQLA6cn4NRjw74WCQzrb65EtQeBMluh5HSe5xhBZChK8F6SCdEboCpyIwcOSJkQ1zI0iBooxwhJXHjpXsLOtilxDx1de10Ih8CQpvov7aHkdZuhMRehci8k5Ax3DSLA+dho05LzeDhk1I5MnLGAc4+ZhboWRniBqdrI9fXqfRuwtl0XCIzrYEfp8KA1uKKNH1OEp0J+MK743gfwkxDXr93ViUZhVegUOAIj4qHHFWcoBTJgiuTwuxpevdGFp9xLAZ+RIU3kMFAXocNTmnRmghROhKpO8ltFUeRuP3pCsHkVIDEcLBtSo1JDoWIHHQSckuhunAGt0E4Uibkp0hYnTwsq4b6+JW0IRGLBIirKISFCjR9TxKc2dGGCsRxkqSwcvRSjvYO/IjDDmID9DwU8FHgQglQhSJ4ozma7ClSdl202yui13ChsSr6mLheiFfgsJb1F107/o/v+Q7n76D1NE07b1JbvjUW3nD+19TdbvXXnst9957Lx0dHTz//PM1GKk3UTvS5obQ4iTCr+AloZfTV9zFc5nfkzYPoqFjSxtwgBE0obkbfIXBqbGLWR3dTMw3dX26avBavgSFd6ir6N71f37J1z96C5WSmzgkdSTN1z96C0DVwnvjjTdy880382d/9mdVjtLbKPfC/NCFwfLwJpaHNlF2coyYR8mZA5hOCQ2doBEn7usl6utCr1McbiQUIhapf2JxRWtSV9H9zqfvOCa4Y1RKJt/59B1Vi+5rX/tann322araaAXUvF04AT1Kt34q3cFTG9Kf3zCIq3wJilmo692RmqYK7nTHFZNR1pL3UfkSFPOhrqLb3pskdWSywLb3qjSOc6VVRLeYK/HY755i31MHEALWnnUymy4+bcaim4uBgN9PIhpW23cVc6auonvDp946wacL4A/6uOFTb61nt4uKVhDdh36+gzu/9gtsy0Y3NJDw2G+f4s6v3cObP/J6zr50U8PHJKWs67XTNY14NEIw4J/9ZIViHHUV3TG/bT2iF5YSAoH0aNn1R3/1OD/4l7uItUUwTlipN0sVvvv5n+AP+DnjZY2tEFtPwQ0Hg8SjtdngcGRvH7+7/QG23f0opXyZZHeCy97+cra8cTOxNlXKfDEiZqljP+nFnTt3cuaZZ9ZvRHPkqquuYuvWrQwPD9PR0cFf//Vf85GPfGTSeV4ZbzX0DQ7jVJ1Nq/aYFYvPveNfEJrAH5za4ivlSwSCfv7qOx9ubKzqQmqwz4Kh6yRikZpt393280e55e9uRzoOkWQU3dAwSybFXIlIIszHvvkBVpy6rCZ9KRrOtHdfyy6z/vSnP232EBqGEEzx9dd8nn9kD+V8mXhXfNpzgpEgmYEMe3fuZ+3Zaxo3uBoiEETCQaLh2oWB7X1yP7f87X8RiofxB4+LeCAcIBAOkB3O8S8f+L98+id/RSiiFugWE2qbTAvgVb/u4OEUtjO7Be5IyeDh4QaMqPbUK1/CPd/6DWhiguCOJ9YWJZvKsePeJ2rWp8IbKNFtAbwqurpvriv2wl1gayE0oZGIRuhIxjGM2kYmlItldv7+6Vl9tr6gj9/f8cea9q1oPi3rXlhKeFNyYc3GVWhCmzFSQDoSAazZuHLK171IvfMlFLIlADR95vZ9foPMUK4uY1A0j9YyP5YqHrV0l6/tYfmpPeSH89Oekx3OsfbsNXSu6GjgyBaGoeu0J+K0xaN1XfQLRYNIKXHsmV0zVsUi1q4iGBYbSnRbAK+6F4QQvO1/XI0/5CczkEGOExHHshkZyBCJh7nmY29o4ijnRiTkJhZvRIKaYDjAWa/YSDY1sxVbKVW45JoL6z4eRWNRotsCeFV0AbpWdvChL93IGRedRjaVI5fKub/TBc5+5Ub+4ss3kuxONHuY0+I3DDqTiZrF3c6VK959KVJKzLI55eu5dJ5oMsq5r27tcEfFZJRPtwXwsOYC0LG8jev/9i1kUjkG9g8C0LOmi2gy0uSRTU+z8yWccuZq3vX31/Htv/8eMlMgmoygGzqVkkkhUyCSCPORb7yPUDTUlPEp6ocS3RagVXLqxtujxFvAB+mVfAlbrjqPk05fwW//63623b2DcqFMoivOm/7iSi76k/OJd8SaOj5Ffaj7jrSdqbvYNvRtCnaKsN7OBR1/ypnt1fv4BgcHuf7663n22WcRQvDNb36Tyy+fXFBwMexIy+QK5IvFZg+jtZhiR5rX8yXUO1+EoqE0Z0faztRd/GHga9iyAkDBTvGHga8BVC2873//+7niiiu45557KJVK5HKLN7RGzcPqqWW+hHrh5bEpakddRXfb0LePCe4YtqywbejbVYnu8PAwW7du5Y477gAgGAwSDKqtkorJ+AyDeDSsyp0rPENdoxcKdmpex+fKrl276Ojo4Nprr+X000/nuuuuI5PJVNWml1EW0PwRQhCLhOlIxpXgKjxFXUU3rE9dznq643PFsiyefvppPvShD/HMM88QiUT41Kc+VVWbXkaJ7vwYy5dQywQ1CkWtqKvoXtDxp+hi4qKFLvxc0PGnVbW7Zs0aenp6uPTSSwG47rrreOyxx6pq08so2Zgb9cyXoFDUirqK7pntb+CSrj8/ZtmG9XYu6frzqhfRVq1axbJly9i5cycAv/zlLznttNOqHq9XUdba7ISCAbraE4RVnTKFx6l7nO6Z7W+oSYjYiXzlK1/hHe94B5VKhdWrV3PbbbfVvA+voER3egxdJx6NNGT7rkJRC1p2c8SWLVt48sknmz2MhqBEdzICQTgUJBZRfltFa9GyoruUUJoyEb9hEI9G8PnU7atoPdRd2wK0yjbgetPsfAkKRS1QotsCqMdn7+RLUCiqRYluC7CUNdfr+RIUivmiRLcFWKqWbivkS1Ao5osS3RZgqYmOypegWMwo0W0BloroCgTRSIhoWCXuVixelOi2CAKBnJzeeNHg9/lIRCNq+65i0VP3GmlO/nac/pfjHN3g/s7fXnWbO3fu5LTTTjv2E41G+cxnPlOD0XqXxWrtakIjGYuqfAmKJUNdLV0nfztkPwuURw8MQPazOIAWeduC2z3zzDPZtWsX4GYc6+3t5brrrqt+wB5GCKao49HahIIB4pFwXcudKxReo753e/4rHBPcY5RHj9eGn/70p5x00kmsX7++Zm16kcVk6Rq6TnsiTjIWVYKrWHLU16frDM7v+AL4r//6L9761rfWrD2vshhEV+VLUCjqbelqnfM7Pk9KpRK/+tWvuOGGG2rSnpdpdYnyGwadbQkVd6tY8tRXdCMfBgInHAyMHq+eH/7wh2zcuJGVK1fWpD1P06JCJRDEoxE62hJqoUyhoM7uBS3yNhxwfbjOoGvhRj5c1SLaeG677TauvfbamrTldVrROlT5EhSKydQ9TleLvA1qJLLjyWaz3H///dx66601b9uLtJLoqnwJCsX0tOzmiFgsRjqdbvYwGkaraK7Kl6BQzEzLiu5Sw+s5dVW+BIVibijRbRG8ajmqfAkKxfxYkOg6jtMSQe2O4zR7CDXDi5rr9/lIxiJqoUyhmAfzVk5d1xkYGPC8oDmOw8DAwKIRBC9ZuuPzJSyW66tQNAoh5Ywb+ie9WCwW2bNnD7Zt129UNULXdU455RRCodZ/9M0XS2Ry+WYPQ+VLUCjmxrRW0rxFV9EcCsUSI00UXUPXiUcjBPxqoUyhmAPTiq5aSGsRmuVeEAgi4SDRsMqXoFDUAiW6LUIzBM9vGCRiUbV9V6GoIUp0W4RGiq4mNKKREJFQsGF9KhRLhdl8ugqFQqGoIWoJWqFQKBqIEl2FQqFoIEp0FQqFooEo0VUoFIoGokRXoVAoGogSXYVCoWgg/x8IgUQaK/cYIAAAAABJRU5ErkJggg==\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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\n", "text/plain": [ "
" ] }, "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 DABCO_1-50.0eV_orb31_A1P.inp.out, pType=a, thres=1.5773807885153228, 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 DABCO_1-50.0eV_orb31_A1P.inp.out, pType=phaseUW, thres=1.5773807885153228, with Seaborn\n" ] }, { "data": { "image/png": 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IiIiIiIiI/jMY8CCNUSBSX8BDnX1zqMrQ0BAJCQkoKCiQS2v19OlT6TREREREREREREREpH5aVV0AIoFYjX9VwczMDMXFxbh9+7bcuMjISBgZGbH/DiIiIiIiIiIiIqJKwoAHaYxCSNT2VxWGDx8OAHB3d5cZfv78eSQmJmLYsGFVUSwiIiIiIiIiIiKi/wSmtCKNUVWBitKcOHECT548AQAkJydDIpFg+/bt0vGzZ8+W/rtHjx4YMmQITp06hZkzZ6Jfv35ISkqCh4cHWrVqhenTp7/38hMRERERERERERH9V4gkEonmfWWm/6TZLUerbVnbE46oZTkTJ07E9evXlY6PjY2V+X9hYSHc3d3h4+OD5ORkGBgYwNbWFgsXLkT9+vXVUiYiIiIiIiIiIiIikseAB2mML1uOUtuydiYcVduyiIiIiIiIiIiIiEjzMaUVaQxNTGlFRERERERERERERB8GBjxIYxRKiqu6CERERERERERERET0gdKq6gIQCYpQrLY/dTE2Nlb6l5OTo7b1EBER/dsZGxtj4sSJVV2M/4ycnBwYGxvjyy+/rOqi/Cf98ccfMDY2xunTp6u6KKRm8+fPh7GxMbKysqq6KCqxtLTEkCFDqroYKnkf162KrCM4OBjGxsbYu3dvpZWL/h/vX/QuPqRr3r/Nrl27YGxsjNDQ0Kouyr/K06dPYWxsjCVLllR1UT4obOFBGqNIQ1NadenSBaNHy3eorqenVwWlISJNYmxsLPN/HR0d1KpVC02bNkX79u0xcOBA9OrVC9WqVSt1OSkpKbC1tUVxcTG+/PJLfPXVVyqvU1hv48aN0bVrV8yYMQOffvqp0vnDwsLg4+ODW7duITMzExKJBE2aNIG5uTmGDBmCPn36yM0jkUgQGBiIEydOIDo6GtnZ2ahZsyZatWqFgQMHYsyYMahRo0apv7E0L168wJEjR3D37l3cvXsXCQkJEIvF2LdvH3r06FHu5V27dg1ffPGF0vEuLi4KHxjFYjEOHjwIb29vJCYmonr16ujYsSNmzZqFTp06lbscx48fh6enJ+Lj46GlpYX27dtj6tSpsLGxKfeyBMXFxbC1tUVKSgr++usvtG7dWum0r1+/Rq9evfD69WuEhISgQYMGFV5vVXj16hVcXV1x584d/PPPP3j+/Dlq1aoFIyMjDBkyBKNHj4a+vr7MPOo+lpTJy8tD79698fLlSwwZMgS//vqr0mnDwsJw8eJFaZmeP3+OTp064fDhwwqnT0pKQr9+/WSGVatWDQYGBjAxMcH48eMVnqf0/5ycnPDo0SPcunWrqovyzubPn48zZ87gypUrqF+/vsrz/fHHH1izZg1cXV0xaNCgSiwhVbV/0/FOqjl06BBiYmIQExODuLg4FBQUYPHixZgxY0a5lpOTk1Pq842VlRX2798vN/z58+c4cOAAzp49i+TkZGhpaaFp06YYOHAgJkyYAAMDg/L+JCKVfUjXPEtLS2RnZ6s8/bJlyzBt2rRKLNG/19WrVxESEiJ93s7OzkaHDh3g4+NT6nyPHj3C1q1bcfXqVbx8+RJNmzaFvb09vvzyS7n3jNIMGjQIjx49Ujpe2fsnVR4GPEhjFGloSqvmzZtj+PDhVV0MItJgc+fOBfDmg/nLly8RFxcHX19fHDt2DCYmJti4cSM++eQTpfMfPXoUxcXFEIlE8PHxwfz586GtXfotWlgnALx8+RJRUVE4ceIEAgMDcejQIbRr105m+levXmH58uU4d+4c9PT00L17dwwcOBDa2tpISkpCaGgo/Pz8MHXqVCxfvlw634sXL7Bw4UKEhYWhdu3a6NOnD4yMjJCdnY1Lly5h3bp1OHjwIHbu3InPPvusIpsPycnJ+OWXXwAAhoaGqFevHjIyMiq0rJK6deuGbt26yQ3v3Lmz3DCJRIJFixbhzJkz+OSTTzB+/Hg8f/4cAQEBmDBhArZs2YL+/furvO7169fD3d0dhoaGGDVqFAoLC+Hv74+ZM2di5cqVmDBhQoV+k5aWFkaMGIFt27bh6NGjWLFihdJpAwIC8PLlS9jZ2X1wwQ4AyM7OxpEjR2Bqaoq+ffuifv36ePnyJa5evYqff/4ZR48ehZeXF2rVqiWdp7KOpbf5+/vj5cuXEIlECAwMxLNnz1CvXj2F03p6euL8+fPQ09NDixYt8Pz5c5XWUbt2bUyaNAkAkJ+fj3v37iEkJAQhISH49ttvSw3qAYC+vj78/f1Rs2bN8v04IiLSaGvXroVYLEa9evXQuHFjJCUlvdPyWrZsqbBGfPPmzeWGZWVlYeTIkUhOToa5uTlGjRqFoqIiXLt2DVu3bsWJEyfg7e2NunXrVrg8vH/Ruzhy5Ai0tDQjmc306dPx+vVrmWFeXl5IT0/H6NGj0bhxY5lxFhYW77N4/ypeXl7w9/eXPm+rEmiKiYnBhAkT8Pr1a9jZ2cHIyAjXr1/Hjh07cPnyZRw4cKDclfrGjx+v8J1A0fsnVS4GPEhjFKoxFZW6FRQUoKCgQOajChGRYN68eXLDMjIysGbNGpw+fRpTpkyBt7e3wo/OYrEY3t7eqFWrFoYOHYrDhw8jKCgIAwcOLPc616xZgz/++AMeHh5Yt26ddHhxcTEWLFiAS5cuwdLSEr/88guaNGkiM29BQQEOHz6MhIQEufkuX76MXr16YePGjTIPcEVFRdiyZQt27tyJqVOn4vjx42jYsGGp5VakWbNm2L9/P9q1awcDAwN8/fXXOH78eLmX87Zu3bop3E6K/PXXXzhz5gwsLCzg4eEhbcU3ZswYjBs3DitXrkT37t1Vug9ERETA3d0dH3/8MY4dOyZ96Z82bRpGjBiB9evXo2/fvvjoo48q9LtGjhwJNzc3+Pr6YvHixdDV1VU43dGjRwEAzs7OFVpPVWvatCnCw8Oho6MjN27JkiU4efIkDh8+DBcXF+nwyjqW3ia8TE+ZMgV79+7FiRMnMGXKFIXTuri4YNGiRWjVqhVSUlLkWm8oU6dOHbnj19vbG9988w02bdqEUaNGlfoSJhKJSm3tRUREH6bt27fD2NgYTZs2lbbmehctW7ZU+Xnpjz/+QHJyMiZMmICVK1fKjBNapPn4+Ci9J6qC9y96Fy1atKjqIkiVfEYVBAcHSwMepqamVVCqf6fJkydj5syZ+PTTT/Hs2TP06tWr1OklEglWrFiBnJwcbN68Gfb29tLhS5cuxcmTJ7Fnzx6Vr42C8ePH8/qlITQj7EmEN52Wq+svNzdXpT9VnDlzBubm5ujcuTMsLS3x7bffVkptUSL6d2nYsCE2bdqEbt26ISUlBTt27FA4XWhoKJ4+fQoHBweMGzcOwJuPqRXRs2dPAJDLK37q1ClcunQJLVq0wI4dO+SCHQCgq6uLSZMmybQYOHnyJC5fvozmzZtj27ZtcrVVtLW18dVXX8HBwQFpaWnYvHlzhcpdt25dWFlZVWkKBCG90MKFC2VSFpqZmcHBwQFZWVk4c+aMSsv6888/AQAzZ86UqeH40UcfYdy4cSgoKFDYvDo7Oxu//vor7O3tYWZmhs6dO2PSpEm4dOmSzHRNmzZF79698ezZM5w7d05hGeLj43Hz5k189NFHFU7llJaWhh9++AG2trYwMTFB9+7dMXfuXPz9999y0/r4+MDY2Bg+Pj4IDQ3FxIkT0blzZ4Up2FJTU7F06VJYWVnBzMwMTk5OOHnypNx01apVUxjsACBN0ZOYmCgz/H0cS/fv30dkZCSsrKzg4uICHR2dUs9ZCwsLfPbZZ2WmtlOFk5MT9PX1kZubi7i4uFKnVZYDff369TA2NkZ0dDT8/Pzg5OQEMzMzWFpaYunSpcjMzFS4XgsLC+Tl5WHDhg2wsbGBiYkJBg4ciF27dqGoqKhcv+PBgwdYvHgxevXqBRMTE1hbW2PFihUKaymX1l/C23n179+/D2NjY9y5cwe5ubkyfa+9Sy54YbmrV6/GvXv3MGPGDHTt2hUWFhaYOHEirl+/Xq7l3bp1C7NmzYKlpSVMTEzQr18//PjjjzK/Udh/wnXHyspK+lvKyk3u5OQk/QC6YMECme2QlZWF1atXw9jYGIGBgQrnv3btGoyNjWXSKwr7ISMjAzt37sTAgQNhYmKCvn374pdfflH6XJ2UlIRVq1ZJryOWlpaYO3cu7t69W65tVpn8/f3x1VdfYcCAAejYsSMsLCwwcuRIHD58GBKJ8pS7xcXFKm+L6OhozJ8/X3ruWFlZwcnJCevXr69wuct7vL969Qpr166FtbU1TExMYGdnBw8PD6XLXb16NeLi4jB37lx0794dbdu2RXR0tHS6rKwsrF+/HnZ2djA1NUXXrl0xbdo0XLt2TW6Zr1+/xt69ezF8+HB06dIF5ubmsLW1xdy5c3Hjxg2Fvy89PR1ff/01rKysYGpqiqFDh+LUqVMKpxWLxThw4AAcHR1hbm4OCwsLjB49GseOHVN1cwJ4kyd92bJlsLS0RMeOHeHk5IS//vqrXMt4H/r27YumTZtWybofP34MALC1tZUbJwx71/5t1Hn/EsqzYcMG6fNVly5d8Pnnn2PTpk0oKCh4p7ICQHh4OObNmye9p/Xq1QvTp0+XeUZT9bwqz/3x+fPncHV1hYODAywsLNCpUycMHDgQixcvRmxsrMy0p0+fxoQJE9CjRw+YmJigd+/e+OKLL6SVY1RRnvUJ22X27NnSddrY2GD16tUV3k+qXvOU9eGRl5eHbdu2YfDgwdLn7IkTJyp8li65vx49eoR58+ahW7duMDMzw+jRoxEWFqbydquIadOmwdjYGK9evcKOHTtgb28PExMTLFq0CEDpfWWkp6fD2NhYOm1J+fn52LNnDxwdHWFhYSFtpXXixIlK/T0AcP36dbi4uEiffQYMGID169crbfkcExMDFxcXdOrUCZ06dcLEiRMRHh6u9Ld37NgRxsbGZWZJENy6dQv37t2DmZmZNNgBvAm4LlmyBCKRCF5eXiguVn/F7PT0dPz+++8YO3aszHVj0aJFZT7flyScM4MGDZJ+s7Szs8Py5cvl3pGAN2l2Z8yYge7du0ufP9etW6dy6/MPDVt4kMYQq7GFh6pNARXdmEsyNTWFnZ0dPvnkE+Tk5ODy5cvw9vbGlStXcOTIkQrVZCai/w4tLS3Mnj0b169fx19//YVvvvkGIpFIZhovLy8AgKOjI9q0aYMOHTogLCwMycnJMDIyKtf6Ll++DAAwMTGRGS58jJ06dWqZuUhLthYQXoKmTp1aak3yOXPmwN/fH76+vli5cqXG9HGUmJiIP/74A69evULDhg3RpUsXtGzZUm66goIC3Lp1CzVq1ECXLl3kxltbW8PX1xdXr17FiBEjylzv1atXAQC9e/dWuKzt27fj6tWrmD9/vnR4cnIyJk6ciOTkZHTp0gW9e/dGXl4egoODMX36dKxevVqmP6lRo0bhwoULOHr0KBwcHOTWI3zkGTVqlNwxp4rHjx9j3LhxSEtLQ/fu3TF48GCkpKTg9OnTuHDhArZu3aqwL5IzZ87g4sWLsLa2xpgxY5CcnCwz/vnz5xg7dixq164NJycnvHz5EgEBAViyZAlSU1Mxffp0lcoXHBwMQHGfNpVNOJ8cHR1Rr1492NjYIDAwEOHh4QqPn8pSkf1a0p49e3DhwgX069cPlpaWiIiIgJ+fH+Li4uDt7S0XoJFIJJg9ezYePXqEAQMGQCQS4dy5c/j1119x9+5dbNq0SaX1hoeHw8XFBa9fv8aAAQPQokULxMXFwcfHB0FBQThw4ECF92uDBg0wd+5ceHl5ITs7W+YDiKJzv7zi4+MxduxYmJmZYcyYMdJzYsqUKdi6davCD4Bv8/f3x9KlS6GlpYVBgwbB0NAQkZGROHDgAM6fP4/Dhw+jSZMm0NHRwdy5cxEQEID4+HhMmzZNeh0uqy8PZ2dnnDt3DqGhoRg0aJBMXz81atTAuHHj4OnpCS8vL4WtCYVjXFHrsJUrVyIiIgL29vbQ19dHSEgI9uzZg1u3bsHDw0MmSBkREYEZM2YgJycH1tbWsLOzQ2ZmJs6ePYvQ0FDs3r0blpaWZW6zyrZu3TrUrVsXFhYWaNy4MV68eIHLly/j+++/x7179/DDDz8onE/VbXH79m2MHz8eOjo6sLW1hVYgEIwAACAASURBVJGREV68eIGEhAQcOHBAJo1keZTneH/9+jW++OIL5OTkSK/dZ8+exU8//QSxWIypU6fKLT8uLg6jR49G27ZtMXz4cOTk5EifIR49eoRJkyYhNTUVlpaW6Nu3L169eoWgoCBMnjwZGzZswNChQ6XLWrhwIYKDg9G+fXs4OjpCV1cXqampCA8Px9WrV9G1a1eZdWdlZcHZ2Rl16tTB4MGDkZeXB39/fyxevBg6Ojqws7OTTltcXIx58+bh/Pnz+Oijj+Ds7AyxWIyzZ8/i22+/xe3bt1VqAZGamgpnZ2c8ffpUGvBISUnB8uXLFd7P/02ePXuGo0ePIjMzE7Vr14apqSnMzMwUTiukL71w4YK0oo1AuDers88sRcpz/4qPj8fkyZORlpaGjh07Yvz48SgqKsLDhw+xd+9eTJo0qVz9I73Nw8MDP//8M3R1ddGvXz80b94cGRkZiIqKwtGjR+XSoZZ2XpXn/igWizF58mTExMSgS5cusLa2hkgkQkpKCi5fvoyePXtKp923bx/WrVuHJk2aoH///jAwMEBGRgbu3r0LPz8/jBo1qszfWZ71AW9aAq1duxb6+vqwtbVF48aN8fDhQxw6dAgXLlyQ+5aiyn56l3u8cA2MiopCmzZtMGHCBLx69QpnzpzBnDlzsGjRIsycOVNuvoSEBIwePRqtW7eGo6MjMjMzcfr0acyYMQOHDh1Cx44dy9x272LJkiW4ffs2rK2tYWtr+06p4nJycjB58mRERUWhbdu2+Pzzz6GlpYVLly5h+fLliI2NrfD9qCw+Pj749ttvoaenB3t7ezRs2BDh4eFwd3dHUFAQDh8+LHMeRkZGYvLkycjPz8eAAQPQsmVLPHjwAJMnT5a77lRUae9rhoaGaNOmDWJjYxEfH1/htM3K3Lx5Ezt37kT37t0xYMAA6Ovr459//sHZs2cRHBwMT09PdOjQodRl5OfnY+zYsUhISICVlRVsbGwgkUjw5MkTBAcHS68hAjc3N2zevBl169ZF37590bBhQ8TGxmLfvn0ICQmBl5cX6tSpo9bfWdUY8CCNUSQRV3UR5LxdK2j48OEwMzPD6tWrsW3bNnz//fdVUzAi+mB07twZ2trayMzMRFJSkkw+5NTUVISGhqJly5bSTiMdHR1x584dHD16FAsXLlS63K1bt0r//erVK0RHRyMiIgI2NjYyHy6KiooQGRkJ4E0NYVWVnK+sF9fWrVujcePGSEtLQ3R09Hv96FuakydPyrUcsLOzw5o1a2ReGBITEyEWi9G8eXOFtYKEh8WS6b6Uyc3NRWpqKvT19eXy8pa2rK+//hpPnjzBb7/9hsGDB0uHv3jxAhMnTsTatWtha2srfTm0sbFB48aNceXKFTx+/FjmuCooKMCJEyegra2tUoBGke+//x5paWlYuHAhZs2aJR0+btw4TJgwAV9//TWCgoLk8muHhIRg165dsLa2Vrjc2NhYDBo0CJs2bZLmV3ZxccGIESOwefNm2NnZyeUMLyoqgpubG4A3AZMbN27g3r17sLS0lAkCvQ/5+fnw8/ND7dq1MWDAAABvztnAwEB4eXlV+rHv7e2N3Nxc6Ovrv/PL19WrV3HixAlp/0JCQCMoKAiXLl2S6xg9Ly8PGRkZOHXqlDS124IFCzB+/Hj4+/vDwcFBuk2UKSoqwrJly5Cbm4vff/9d5kPQ0aNH8d1332HFihVldjCpTIMGDTBv3jwEBwcjJyen3GkIynL16lXMnTtXZrljxozBhAkT8N133yE4OLjUgG92dja+++47iEQiHDp0SCaVxebNm+Hm5oY1a9Zg27Zt0NXVxbx58xAXF4f4+HhMnz5d5Y9yzs7OKCwsRGhoKOzt7eU6LW/dujW6deuGsLAwuevHs2fPEBgYiE8++URhMCI6OhonT56UXt+++uorzJw5ExcvXoSnpycmT54M4M25snDhQojFYnh5ecl8PE1KSsLIkSOxYsUKBAYGqlQbc/fu3XJ50EtjZmYmdwwr88cff+Djjz+WGSYWi7Fo0SL8+eefmDBhgsLzTdVt4e3tjcLCQuzevVvuPvwuNeHLc7w/fvwYdnZ22Lhxo7Riw8yZM2Fvb4+9e/diypQpckHU69evy90DBEuWLEFGRga2b98uk6bv2bNnGDt2LP73v/+hT58+qFOnDtLS0hAcHIyuXbvi4MGDMuuRSCQK86xHRUVh4sSJ+Oabb6T3ijFjxmDUqFHYvXu3TMDj2LFjOH/+PCwsLLB//35Ur14dwJsgy5gxY3DkyBH07du3zHSCGzZswNOnTzFr1iyZ5y/hHC+PzMxMHDp0qFzz2NvbywQn36fbt2/j9u3bMsNMTU2xYcMGtGrVSmb4uHHjcPr0aRw4cAB///03zM3NIRaLcf36dSQmJmLFihXlet6sCFXvXxKJBF999RXS0tIU9n2VkZGB2rVrV7gc0dHRWLduHerXr49Dhw7JfXR/+vSp3DzKzqvy3h+joqIQExODYcOGSfsuK7mski3N/vzzT9SsWRMnT56U+2Cu6jWoPOu7e/cufvrpJ7Ru3RoeHh4yKX2DgoIwa9YsrF+/XrocVfeTjo5Ohe/xbm5uiIqKgp2dHTZt2iQNis2ZMwcjRoyAq6sr+vTpI9cHYlhYmFxH4gMGDMD8+fPh7u4OV1dXlctQEYmJiTh58qRaKtquX78eUVFRmDdvHubMmSO9FhcUFGDBggVwd3fHoEGD1B7ESUtLw/fffw9dXV14eXnJBMZ+/vln7N+/H+vWrcOGDRukw7/77jtpi5ySz5Y+Pj6l9l9YHkIH48qCZS1btkRsbCwSEhLK9czt6ekplxVBX19f5hjq1q0bLl++LJcq+f79+3B2dsbGjRuxb9++Utdz9epVJCQkKEwvKKTkF4SHh8PV1RVmZmbYvXu3TEt4X19fLFu2DK6urnLL+dAxpRVpDHWmtLp165ZKfxUxbtw41K9fHyEhIWreAkT0b6Srqyt9qHj27JnMuKNHj0IsFsPJyUk6bMiQIdDR0YG3tzfEYuWB4G3btkn/9u/fj5s3b+LTTz/F4MGDZR6enj9/jsLCQgBvaquoquR8qqRNEKZJS0tTeR2VpX79+li8eDFOnjyJiIgIXLlyBbt370b79u1x5swZzJw5U6Z58suXLwFAaf8cwsvwixcvyly3sCxlL9CKlnXv3j1cv34dAwcOlAl2AP/fj0N+fr5MSq1q1aphxIgRkEgkcsH58+fPIysrCzY2NmjUqFGZZX7b06dPcenSJTRr1kyuxUWnTp0wePBgZGdn4+zZs3Lz9uvXT2mwQyj3kiVLZDqTbN68OSZOnIjCwkL4+vrKzSMWi6XH+sGDB3Hv3j0MHz4cbm5u7701UUBAAJ4/fw4HBwfpRzVra2s0bNgQZ86cUWuT8BcvXmDr1q3YunUrNm7cCBcXF3z77bcAgEWLFknXX1HTpk2TfiwC3rQYEWp5RkVFKZxn/vz5MudJzZo1sWDBAgBvPuqW5cqVK0hOTkbPnj3lar2OGjUK7du3x507d3Dnzp1y/573oUGDBpgxY4bMsC5dumDgwIHIzMzEhQsXSp3/9OnTyMnJgaOjo1ze7lmzZqFRo0bS87eyjR07FhKJRC4d2/Hjx1FQUKC075/p06fLBHO1tbWxbNkyALLHwJkzZ5Camopp06bJ1RT/6KOPMGnSJCQnJ6v8PL5nzx6Z+15Zf+V5Tn872AG8uVZNnDgRAOTSCgpU3RYCRderd6lZXh4ikQjfffedTCtOIT1iRkaGXGs8ADAyMpI73oE3NVP//vtvDB8+XC6IUK9ePcyePRs5OTkICgqSGaerqysXVBGJRAo7d61bt67cvcLU1BTt27fH3bt3ZdLoCdt62bJlMtfFWrVqSQMXZaXtycnJwenTp1GvXj25NErCOV4emZmZ5Tpet23bhgcPHpRrHeqgra0NFxcXHDlyBNeuXcPNmzfh5eUFGxsbREdH44svvpC7HtWqVQuenp5wdHSU9lnm4eGBu3fvol+/fujbt2+ll1vV+5dQQaJTp05yH9GBN+lnlaXOVMWhQ4dQXFyMhQsXKvxoqui5W9l5VdH7o6JnAW1tbbma2jo6OgqDy+W9BqmyPk9PT4jFYqxatUqu/0JbW1v06NEDZ86ckX6Qrez9BLy5Tmhra2P58uUyLYCaNGkCFxcXFBcXK7xuf/rpp3It4Ozs7GBgYCCTiqyyzJs3Ty3BjlevXsHHxwdt2rTB3LlzZa7Furq6WLp0KQAoTDH7rk6dOoX8/HyMGTNGrgXvvHnzULduXfj7+0uDZtHR0YiLi4OFhYVcRRohI4I6lPXOJjzvqvL+V5Knp6fc9d3d3V1mmvr16yt872zTpg169uyJGzduqJxuT9Gzha6urszyDxw4AIlEgjVr1sil/R0+fDhMTExw6tSpUtN4fojYwoM0RqEaW3iUlbLlXYhEIjRr1qxKHkqJ6MOk6OGhuLgYPj4+0NLSwueffy4dXjJFjtBcX5GSKflyc3Px4MEDbNy4EUuWLMGDBw+keVsr+uBS3vmE6d81zY4qzp07J5f/vV27dtIXxM8++0ymJk7NmjVhbW2NTp06Yfjw4YiIiEBQUJDcC6UylfHbSi5L+OD36tUrmZY7AuFjw8OHD2WGjxo1Cjt37oSPjw/mz58vfYETPuxUtPVDTEwMgDetkxS9YHbv3h1+fn6IiYmROXYBKE2BIWjatKlcCw7gTU2nkusuSU9PD7GxsZBIJEhLS8Ply5fx66+/YsSIEdizZ0+FO3+vCOHjcMkgpba2NoYOHYp9+/bB19dX4ct6Rbx8+RLbtm0D8Obja926dWFtbY0JEyaoXHO9NG+nvgP+P3CpLHDzdtoZoPR99zZhmu7duyscb2lpiZiYGMTExJTZlL8qmJmZKXyx7NatG86cOYOYmBiZmudvK+336+npwcLCAoGBgYiNja30GtIDBgxAo0aNpNcP4Vw/cuQI9PT04OjoqHA+RcdAmzZtYGBggLi4OBQUFEBXV1faQjAhIUHhdU3IUR0fH69wmW9T1C+EumRkZGDPnj24ePEikpOTkZeXJzM+NTVV4XyqbovBgwfjyJEjmDZtGgYNGgQrKytYWFgovBZWlsaNGytsdSh8kFX0QadDhw4K+x4S9m1WVpbCfStsr/j4eOm6LS0tERYWBicnJwwYMABdunRRej4Bbz4yKvqwamhoiDt37iAnJ0daUz0mJkZ6/rxNONfK6jPm/v37KCoqgqmpqcIUnsI5riohFYqm09PTw5IlS2SGmZubw83NDS4uLrh48SIOHDgg0+IlIyMDc+bMQUpKCrZt24Zu3bpBLBYjNDQUP//8M0JCQnDw4EG0bdu20sqt6v1LOFYrKyWZsPzSKnq8Tdl5Vd77Y4cOHdCqVSscOXIECQkJsLW1RadOndC+fXu5Z7ehQ4di69atcHBwgIODg7QPqreDjf7+/tLzViC0livP+oTtEhYWpvDa/eLFC+Tn5yMpKQmtWrWq9P2UlpaG9PR0fPLJJwrTBQvbXNFzTPv27RU+/xsaGirsV0Xd1NWp+Z07d1BYWAhtbW2F122hItjb+19d6wYUH9u1atWCqakpLl26hLi4OHTs2FF6vRayH5QkEonQqVMn3L9/X+3lfFtF3//8/f1V6rQ8JCQEhw8fxt9//43s7GxpRUNBZmZmqZUOu3TpgqZNm8Ld3R337t1Dnz59pOfk29eYyMhIaGtr4+zZsworrBUUFCA7OxuZmZn/qrT9DHiQxiiWqL8zoMpQXFyMpKSkf9WFgIgqT35+vvTlq2QtKuHDSq9eveQ6EXdyckJgYCCOHDlSZgoG4E2Q18zMDNu2bUOfPn2wZ88ejBkzBk2bNoWBgQF0dHRQWFiI1NRUhTVZFSk5X0pKSpm5cYVm+xVpUVBe586dw/Hjx2WGOTo6lhnAqFWrFoYMGYIdO3YgPDxcOr1Qs+fVq1cK5xOGq5L2QJhGqDX0NkW1iYR0HmFhYaV2gvh2R7hGRkbo0aMHLl26hJCQENja2iIpKQmXL1+GkZERevXqVWZ5Syujsn0pDFf0G8u6NyobLwxXtt2ANy8cTZo0gaOjIz755BM4OztjzZo12LlzZ6nrVBehI/hWrVrB3NxcZpyTkxP27duHo0ePqi3gYWRkJFdDWp0UHc/CC5KiDhq1tbUVdgZfs2ZN6Ovrl7rvBO9ybGmCso5fZdcQgaq/v7y1CStCR0cHI0eOhJubG86dOwd7e3tcu3YNjx49wrBhwxTua0D5NmjUqBGys7ORk5MDXV1d6XWtrNqiyjo7f18yMzPh5OSE1NRUWFhYwMnJCbVr15amojx8+LDSWpaqbgtLS0t4eHhg9+7dOHXqlDQlzWeffYYFCxaUmQpOHZTl5RZqfCtqUars9wn79sKFC6W2aiq5b93c3LBz5074+/tj8+bNAN70J+Pg4IBly5bJHW+qljc/Px8FBQUwMjJS+FGqVq1a0NfXL/OcEs7Nss7x/wqRSIQxY8bg4sWLCA8Plxm3evVqREZGYv/+/TKBWaE/gKVLl2LTpk2Vem9W9f4l7Ne3n7PV5eXLlxCJRAqDicooO5bKe3/U1dWV1iQPDAzEunXrALw5d0aOHIkFCxZIg4Zz5sxB48aN4eXlhX379sHd3R1aWlqwsrLCsmXLpMGp06dPywX2xo8fjz59+pRrfcI1YseOHaVuC+Ea8T72E1CxZw9l16Jq1apVSmfWb1PXe5WwT4SgmTKVcU8Wno1UffZ5X9fjst7ZcnJyZKZTJ09PT6xevRp16tRBjx490KxZM9SoUQMikQhBQUGIiYkps4VHzZo14eXlha1bt+L8+fPSd0gDAwOMGTMGc+fOlQYjs7OzUVRUJK1IpUxVP5OpGwMepDHU2cJDHZ49e6awifWuXbuQnZ2NYcOGVUGpiOhDc/PmTRQVFaFhw4YyNdGFmuKXLl1S2kHvxYsXkZKSolJKKeDNQ/knn3wibfLetGlTaGtrw9zcHDdu3MCVK1dUDnhoa2ujY8eOCA8Px+XLl0sNeMTHxyMtLQ26uroKa92p27p166QvWuUlBJ1KPtC1aNEC1apVw+PHj1FUVCTX5D8xMRGAap0e6+vro0mTJkhNTUVaWprcS7CiZQkP0oryFpfF2dkZly5dwpEjR2Bra4tjx45BIpFgxIgRMqlAykMoT0ZGhsLx6enpABSnACurFpSyZQrDVX2pMDc3R506dXD9+nWVplcHLy8vAG9a2ig7Z+/fv4+IiAiFtdI+dEVFRcjOzpb7MJmTk4Pc3FyVPlQI+1c4ht4mDC95HAjHlKIPsu8jMFBSWcevsrR4AlXPrcp4uVbE2dkZu3btgpeXF+zt7UvtrFyQkZGhcF+np6dDJBJJ+/URtsXbH0UrqrL68Dh06BBSU1PlcrQDb4LQhw8fVjqvqtsCeFM729LSEvn5+YiOjkZISAg8PT0xf/58eHp6auQ1Q9n1XDg+f/zxR4wcOVKlZdWsWRNfffUVvvrqKyQnJ+PGjRs4duwYvL29kZaWhj179lSojHp6etDV1UVmZqbC8apen8o6N5UNV+ZD68NDEeE9uOTzUnFxMUJCQlCtWjWFfVYJ/f5oSlpCYb8qa6WljuWnp6cjLS1N5bSxZZ1X5bk/1q9fH6tWrcKqVavw8OFDXL9+HYcPH4a7uztyc3Pxww8/SNc5evRojB49GtnZ2YiIiEBgYCBOnDiB6dOnIyAgALVr18aWLVtKLbuq66tVqxYyMjLw999/q9RH0/vYT0DFnmurmrLjpbzPRsI2GDt27Hvvh1bYrqo++5Q1fXmvx8oIafGU9dEoDFfl/a88iouLsWXLFjRo0ADHjx+Xuz+VJ1VakyZNsHbtWqxZswbx8fG4evUqPD09sWPHDhQXF2Px4sUAIK3IERERodbfoukY8CCNoWmdlru5uSEyMhKWlpZo1qwZXr9+jbCwMFy8eBGtWrXCnDlzqrqIRKThiouLpZ0tDxkyRDo8PT0dFy5cQK1ateQ6kxU8fPgQERER8Pb2xty5c1Vep9CapGRKqtGjR+PGjRtwd3fHsGHDFKZrEAgpOIA3KZPCw8Oxf/9+ODk5Ke0zYPv27QDe5AB9134FKpvQKWfJVCK6urqwsLBAeHg4wsPD5Zpch4aGAlCeZuBt3bt3h6+vLy5evCjXabiiZQmdA4aHh5c74GFra4tGjRohNDQUKSkpOH78OKpVq6byRyhF2rdvD+D/g3Vvv6wK6QkqknIoJSUFSUlJcmmohMCFsO6yvHr1Cq9evZLrNL2yFBQUwNfXF1paWnB0dFT4Air0fXL06FGN/HipDjdu3JCrjV6efSd0Bnr9+nWFOcwVLUtIW5OSkiJXO/Dvv/9WuJ5q1aqV2gdSRUVFRSE/P18uDY+q20D4/deuXYODg4PMuIKCAty6dQsikUgmFYwQuCxvTVJV5mvatCn69u2LoKAg3L59G4GBgfjss88UfsgU3LhxQ+7cv3//PrKzs9GmTRvp/cPc3BxeXl64efOmWgIee/bsUdi5tTJCreSyCEFoRX00lBVQVXVblKSnp4cuXbpIU1H88MMPCA4OfqdrRmUd78oI96ybN29W6F5jZGQEIyMjDBkyBLa2tggLC8Pr168r/PzQrl07aafbb3e2e/XqVQBln5tt2rSBtrY2oqOjkZeXJ/ecVN7gutCHR3l89tlnGhXwUPS8BACFhYUQi8V48eKFXP8MQl9179rfgroIrTEvXryI2bNnV8ryHz58iNDQ0AqnERVU5P5YUqtWrdCqVSsMGTIE3bt3x/nz56UBiJIMDAxga2sLW1tbvH79GgEBAYiMjCx3OqnS1mdubo5Hjx4hIiJCmvayNOXdT+W95jVu3BiNGjXC48ePFVYke5fn2qpS8tnobYqejUxMTKCtrY2bN29Wetne1r59e5w6dQrXrl2T6+MnJycHf//9N3R0dKR9cwjngqKP8xKJRG0f7bt37w5XV1dcvHgR8+fPlxn39OlT3L9/H40aNVIpPVV5ZGdnIzs7G7a2tnLBjry8PKXPtqURiURo3bo1WrdujYEDB6J37944d+6cNODRsWNHnD9/Hvfu3avUdIOahp2Wk8YoLBar7U8dLC0tUbt2bfj6+uKnn37C5s2bkZqailmzZuHo0aNKm/oTEQFvXnYXLVqE69evo1mzZjKdYHp7e6OoqAhDhw7Fjz/+qPBv3bp1EIlEOHbsmMofus6dO4ekpCTo6OjI5LIeMmQIevXqhYSEBMyePVthx+IFBQXw9PSUaTkxdOhQWFpaIjExEfPnz5fL6y8Wi+Hq6opTp06hUaNG0s6Lq9rNmzcVbjNfX1/4+/tDR0cH9vb2MuPGjh0LANi8eTPy8/Olw6OiouDv74/69evL5eZPS0tDfHy8XFPoMWPGAHjTlL/kNktKSsKhQ4egq6sr0weEqakpunTpgrNnz8p1QC6IjY1VWINVW1sbjo6OEIvFWLJkCZ4+fQpra+t3SgtgaGiInj17Ijk5GR4eHjLjbt++jVOnTqFu3boq94FSklgsxsaNG2X2z+PHj3Hw4EFoa2vLtJ68e/euwlpqBQUFWLNmDYqLi9XSl4Uqzpw5g+zsbPTq1Qs//fSTwnPW1dUV+vr6CAgIeK8pmSQSCeLj4/Ho0aNKX9eWLVtk0jbl5ubC1dUVgGy/JgCQnJyM+Ph4mfNJaLZ/8eJFuU6lfXx8cOfOHbRr107mo4OQv/rtToejo6OlrW7eZmBggPz8fKWdf//xxx8wNjbG6tWry/rJMjIzM7Fr1y6ZYeHh4Th79iwaNGhQZme99vb20NfXh4+PD+7duyczbufOnUhPT0e/fv1k0h8Kz5tPnjwpV1lVnU/ovHzevHmldlYu2LNnj8w9pKioCBs2bAAgeww4ODigSZMmcHd3x5UrV+SWI5FIEB4eLpezWplr164hNjZW5b9Vq1aptFwhn/vbH7Rv3bqF/fv3lzqvqtvi2rVrCtOdCdf0kh/6c3JyYGxsrLA/CmXKOt7VrVu3bujQoQP8/Pxw6tQphdPExMRI73+pqakKa/zn5OQgLy8POjo6FW6RCEBaseCXX36RSQHy6tUrafqssgIzNWvWxKBBg/Ds2TO5VEzCOV4eQh8e5flTVgFGHXJzcxEfHy9NPyqIjo5W2HIqKioKv//+OwDI3Je1tLSkx+bWrVtlKtcUFhZK+wZ4u4JIcHAwjI2N5TqEr2xdu3ZF27ZtERERgYMHD8qNz8zMlLkGZWVlIT4+XuXg6rhx46ClpYXNmzdLg6cllafFQnnvj48ePZLr2w14E3QqKiqSua6EhITIBQgkEon0mlFaRShBedb3xRdfoFq1alizZg0eP34sN09+fr7Mh/fy7qeKXPOcnJxQWFgo9wyampqKXbt2QSQSyT3HaDKhz7zjx4/LbJvU1FSFfXTUqVMHTk5OuH//PjZt2qTw3puUlIR//vlHZti0adNgbGwsrbBVEUOGDIGuri7+/PNPuT5Ctm3bhuzsbOnzEfDmua9169a4deuW3LX3+PHjauu/w8LCAm3btkVUVBQCAgKkwyUSCTZu3AiJRAJnZ+d3uj8pUq9ePdSsWRMxMTEyzwZFRUX46aeflLZYfFtcXJzC80uYv+R5PXnyZIhEIqxcuVLhdSkvL0/ap+S/CVt4kMYQa1gfHv369VMpdz4RkfBgWVxcjJcvXyIuLg43b95EYWEhzMzMsHHjRukHLIlEIv2oPWrUKKXLbNGiBbp27Yrr168jNDRU7kNayYdZ4UVWeBhdtGiRTH5TLS0tuLq6YtmyZTh//jz69+8PKysrtGrVCtWqVcOTJ09w5coVZGVlYerUqdL5qlWrhq1bt2L+/PkICQlB//790adPHxgZGSE7OxuXLl1CUlISjIyMsGPHjnfKM7t+/XppzUDhJWjv3r3w8/MDAPTv31/lD+xLly5FcXExLCwsYGhoKE0hEhUVBW1tbaxevVquhcHg+gDsPAAAIABJREFUwYMRGBiIM2fO4PPPP4eNjQ2ys7MREBCA4uJirFmzRq6p+2+//Ybjx4/j559/lnlJ6tSpE6ZMmYJ9+/Zh2LBhsLOzQ2FhIfz9/ZGdnY2VK1fKrf/XX3/FpEmT8O233+LgwYPo2LEjateuLa1hdP/+fXh5ecnVpgTetODZvXu3NM92WR8sVfHDDz9g7Nix2LBhA8LCwmBiYoKUlBScPn0aWlpa+OmnnyrU9N/Y2BhRUVFwcnJCz5498fLlSwQEBODFixdYunSpTMo1Hx8fHDlyBN26dUOzZs1Qp04dpKWlISwsTNr55PLly+XWoc5jSSCk+intnBVabPn4+MDPzw/jx48H8OZjmXDOC6lBEhMT8fXXX0vnrWiKNmGZDg4O0NfXr9SXlRo1aqBBgwYYMmQIBgwYAJFIhHPnziE5ORn29vZyNeTnzZuHO3fu4NixY9Kghba2NtavXw8XFxfMmjULAwYMQIsWLRAXF4fg4GDUrVtXbls4ODhg+/btOHLkCP755x+0b98eycnJCAoKQv/+/WVeUgVWVlYIDQ3FjBkz0LNnT+jp6aFly5bSVhXCxw5FHceWpnv37nB3d0d4eDg6duyIJ0+eSM+JtWvXKu2AWWBgYIA1a9Zg2bJlcHZ2xqBBg9CkSRNERkbi2rVraNq0qdyHeisrKxw+fBjLly9H//79pfuhrPO8S5cu0NHRwa5du/D06VPpPWjq1KkyH6Z69eqFFi1aIDExEdWrV8fw4cNLXa6pqSmGDRuGQYMGQV9fHyEhIXjw4AE6deqECRMmSKerXr06tm3bBhcXF0yePBldu3aFsbExdHV18eTJE0RHRyM5ORkRERFVWht85MiROHjwIFatWoWQkBA0b94cjx49woULF2BnZwd/f3+l86q6Ldzc3HD79m1YWlrio48+gp6eHmJjY3Hp0iXUr19f5mO88AG5PMdmWce7uolEIri6umLSpElYvHgx3N3dYWpqilq1auHp06eIiYnBw4cPcfLkSdStWxePHz/G+PHj0aZNG7Rr1w5NmjTBixcvEBwcjBcvXmDmzJkKW8OoatSoUQgODkZwcLC01YhYLMbZs2eRkpKCESNGqHTNX7ZsGcLDw+Hm5oaIiAiYm5tLz3GhJZSm8PT0lKY9ET5Cnz59Wvrvtm3bYvLkydLpr127hpkzZ6Jv374yAZ3du3fjypUr6NatmzQN6oMHD3Dp0iVIJBJMmjRJ7n14+fLlmDRpEg4fPozIyEh07doVYrEYYWFhSEhIQOPGjeVqS1f0mvuuRCIRfvvtN0yaNAlr167FqVOn0LlzZ4jFYiQkJCAsLAyhoaHS6+Pu3bvh7u6uMMWdIqampli+fDnWrVuHoUOHon///mjevDmysrJw+/ZtNG3aVOW+TMp7f4yKisKyZctgZmaG1q1bo1GjRsjIyMD58+chkUjg4uIinXbWrFlo0KABOnXqhGbNmkEsFuPGjRuIiYlB586dVWphVp71tW/fHv/73//www8/wN7eHtbW1mjRogXy8/Px5MkThIeH4+OPP5b2Z1Te/VSRa96sWbMQFhaGU6dO4cGDB+jVqxdycnIQEBCA7OxszJs3T+VWxpqgbdu26NmzJ8LCwjBixAj06NEDz549Q3BwMHr06KHwQ/iKFSvw8OFD7NixA3/99Re6du2Khg0bIj09HQ8fPkRUVBR++uknmWdx4Z6kSmoyZZo0aYJVq1Zh5cqVGDlyJAYNGoSGDRvi5s2buHnzJj7++GOsWLFCOv3/sXengXKUdbrAnz4nGwkEQkgISyKryq4oy4AEgjDsEnFAFJBd4HLd4OpFhnFQ4jYCOsgAskpAZ0Rkl4iyDUsMiewoRBhljRAMWciec7rvBy7RcBIgSb/pVPL7fUp39fnXP2+9Xb08XVW1Wi1nnXVWjj766HzhC1/IHnvskQ033DBPP/30/M/Ed999d5cg4tFHH51/Gso3g9yXXnppgffbZ5111vz3HLVaLd/61rdy+OGH59RTT82vf/3rrLfeehk7dmweffTRbLXVVjnuuOOW+P+9KLVaLZ/5zGdy4YUX5mMf+9j816wHHnggr732Wnbcccf5Rye+nQceeCAjRozIBz7wgWy88cbp379/Xnnlldxxxx2p1WoL9L799tvny1/+cr73ve/lH//xH7Prrrtm/fXXz6xZszJhwoSMHTs222yzzTv+0KNqBB4sNzoaHa1uAWCJvHnagu7du6dPnz5Zb731Mnz48PzjP/5jPvKRjyzwhmz06NF54YUXsvnmm7/jodOHHHJIxo4dm5/97GddAo+/P1VCe3t71lxzzQwbNiyHH354dt555y61Vl111VxwwQW57777cv311+fhhx/Ob3/72zQajQwcODA77bRTDjzwwAwdOnSBv1t99dXz4x//OKNGjcpNN92UMWPGZMqUKendu3c22mijHHbYYfnUpz71rn4d9nZuu+22vPTSSwvcd999983/93rrrfeuv6Q+9NBD89vf/jYPPfRQJk+enEajkbXXXjsHHXRQjjzyyIUeyvvmh62rr746v/jFL3L11VfPP/XISSedtNinGznttNPyvve9L1dffXWuueaa1Gq1bLHFFjn22GMzbNiwLo8fNGjQ/PX++te/zs0335zOzs6stdZa2WSTTXL44YfPP9T7rQYPHpx/+Id/yOjRozNo0KAu23BJDB48OL/4xS9ywQUX5J577snYsWPTp0+f7LLLLjnxxBPn/7Jsca2++uq55JJL8r3vfS/XXXddpk+fnk022STHHHNMDjjggAUeu/fee2fGjBl59NFH88gjj2TGjBlZddVVs/HGG+foo4/Opz/96YXOu2bOpeSNc/iOHTs2/fv3X+i2+3sHH3zw/KDmzcDj+eefz/XXX7/A4yZNmrTAfUsTeCwrtVotF154Yc4777yMGjUqf/3rX7POOuv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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/DABCO/DABCO_1-50.0eV/DABCO_1-50.0eV_orb31_A1P.inp.out_BLM-L_2020-01-22_16-43-16.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 DABCO_1-50.0eV_orb31_A1P.inp.out, pType=a, thres=0.11424319113994659, with Seaborn\n" ] }, { "data": { "image/png": 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is20lG4iqio6OxokTJ7B8+XJlm4jAaDTi9OnTaNmyJQDc9ItsyThuJ5bc3NxSjQVQXMznRiJS5vabuZXX3Hi8XCuIdrPz3MprKnueis5RmdfodDrk5ORUKRa6c7CNuR5jTbQxt+LVV19V/rtt27YAgLfffttsu8maNWuQmZmJf//736X2VaWN+eqrrzB69Gizz+/uu+/GsmXLMHXqVMyYMQOOjo544YUX4OvrC0dHRwDFX5ALCgqwYMEC9O/fHwCwcuVK+Pn5YfPmzRgwYIByvtWrVyMzMxMHDhzASy+9hA8//BDTp08vFcvs2bOxcuVKbNmyRYnHaDQCAIYOHYopU6Yon01UVBQ+//xz9OjRw+wcubm5WLFiRamEqH///pgzZw7GjRuHMWPGQKPR4LXXXsOOHTuU90S2w9SJWNLLL79cbiJckZKdiADQtGlTLFiwAD169MCiRYuU30dTJ+LNjBs3DsOHD7/pMQEBAeXuK6sT8VYNGjQIjzzyCIKDg3H69Gm89tpr6N27N6Kjo6HRaEodX1aHVVkdeZ6ennB2di6zMy8pKQnr16/HihUrlG3u7u4IDw/HO++8g5YtW8LX1xcrV67EP//8g6ZNmwIw72B799138cEHH2DDhg146KGHsHnzZrP/1z/77DNMnz4d2dnZaNGiBSIjI+Hs7FzmZ7Br1y589913+O2335Rtp06dwo4dO6DVarF27VpcvnwZ48ePR2pqKr766qtS59i9ezfi4uIQERGhbGvRogWCg4MxY8YMfPHFF3B1dcXcuXORnJxs1pE3ZcoUdO3aFUOHDi0zPnd3d2zZsgVDhw5VOsKbNWuGP/74A2p1cao4YMAATJkyBY8//jh69eqFEydO4OOPP1Y+74YNG1bqPZ06dQp//fUXRo8ejd9//x3Hjx/H888/j8LCQrz++utlxmcvmHSTwtXVtdxRIAeH4kkRpiQPgFn117IYjUY8++yzeOGFF0rta9Cggdl1KzJz5sxyR1tM1q9fj27dupW5z9vbG7GxsWbb/Pz8cPHixVLHXrp0qVTjXvI1plGXkiNRKSkpZn8gKuLn51fqD0VKSgrUajXq1q1bpdcApUeub3ZdoPgPWP369c3OU945vL294ejoWOa1b3xNamoq6tWrV6lY6M7DNqZYTbQx1aVLly7IyMjAxYsXS8X8f//3fxg8eHCpkZPy2qqy3vP27dtx9OhRrF69utS+UaNGYdSoUbh48SJcXV2hUqkwd+5cNGrUCACUNiwkJER5Tb169eDt7a1UFTcxjUCFhISgqKgIzzzzDKZNm2aW7H744YeYOXMmNm3ahNatWyvbvb29oVarza4DAC1btjQbTTL54YcfkJOTU2ZnxNSpUzFlyhQkJSXB09MTCQkJmDFjhvKeyHbciZ2It+LRRx9V/js0NBQdOnRAcHAwfvvtN7PZLabrltVhBVStA3Pp0qWoU6cOHnzwQbPt33zzDZ544gkEBATA0dER7du3x6hRo7Bv3z4AVetgGz16NPr164ekpCR8+OGHGD58OHbu3Fnqczt06BCGDh2K119/Hf369VO2G41GqFQqLF++HHq9HgAwd+5cPPzww/j000+h0+nMzhMREYHQ0FB06tRJ2ebk5IQff/wRTz75JLy8vODo6Ii+ffti0KBByjHr1q3DX3/9hZiYmFKfk0lubi6eeOIJ3HPPPcpMnA8//BD33Xcf9uzZA51Oh6effhonT57E4MGDUVBQAA8PD0yaNAlvvvmmWUdoRe/JaDTCx8cHixcvhqOjI8LCwnDhwgXMmTPH7pNuTi+nSjElUiV7zvbv33/T17Rv3x6HDh1SpnSWfJTXG1ie25362a5dOxw5csTsC314eDjS09PNlob5559/kJ6eXu6X27CwMDg5OSEyMlLZlpSUhLi4uCp9IQ4PDzc7BwBs3LgRHTp0gJOTU7mv2bZtm9m0yY0bN8Lf3x8NGzas1HUbNWoEPz8/s2vn5+dj69at5cbv7OyMsLCwUvFGRkaWek1cXBzatWtXqViISmIbU6y62pjqEhMTA61Wizp16phtP336NDZv3lxqajlQfvtWVvwREREICwtDmzZtyo3B19cXbm5uWL16NbRarfLF1bQ029GjR5VjU1NTcfnyZWVKZFlEBAUFBWY/qzlz5uCdd97Bhg0bSv2cnZ2d0bFjR7PrAMCxY8fKvE5ERASGDBlSbgekSqVSlmxcuXIlgoKC0L59+3LjpdrJ1IlY8mFKdG+nE7Fkm3PgwAEcP34cd911l9l1K3K708u9vb2RlpZW4XVuRf369REcHIzjx4+X2ldeh1VZHXlpaWkoKCgo1ZknIvjqq68wZsyYUn8H7rrrLmzduhVZWVk4e/Ysdu/ejYKCAqXT62YdbDd25On1ejRt2hTdu3fHDz/8gCNHjpRaGjE+Ph69e/fG008/XWq2UP369REQEKAkp6briEipJSJzcnKwatUqPPXUU6U+s7CwMOzfvx9Xr15FUlISNmzYgCtXrijv6a+//sLJkydRp04dqNVqZeR62LBh6NmzJwBgxYoVSEhIwJIlS9CxY0d06dIFK1aswOnTp/Hzzz8DKG63PvjgA2RlZSExMRHJyclKB4DpO2hl3lP9+vXRrFkzsw7Pli1bIjk5udRtQXanBu8fp1qsvEqcly5dUo4xVUg8dOiQbN26VTp16nTToiAHDhwQnU4n48ePl5iYGDl27Jj8/PPPZtUmg4ODZd68eRZ/f6blrGJjY822Dxw4UFq3bi27du2SXbt2SatWrcyW8zl37pw0b95c/vnnH2XbuHHjJDAwUDZt2iT79u2T3r173/KSYVOmTJH4+HiJiIgotWTYjct1XL16VXx9fWXkyJESGxsra9asEQ8Pj1taMkyv18uaNWskNjZWRo4cWWrJsN69e5tVpDQtGRYRESHx8fEyefJkcXV1VQqUmAQHB8vXX39dpXjozsA2pmbbGJHiat8xMTESFhYmo0aNkpiYGDl06JCyf82aNdK8eXPl+bp162Tx4sUSGxsrJ06ckC+//FI8PDxKFX0UEXn11VfF39+/zJh27twpjo6O8v7778vhw4fl/fffL7VkmEjxMoguLi6yaNGiMuNfuHChREdHy9GjR+WTTz4RnU4n8+fPNztm6NChcvfdd8vOnTslNjZWBg8eLCEhIUqRnm+//VZWr14t8fHxcvLkSfnuu+8kICBARo8erZzjgw8+EGdnZ/nhhx/MfjdNlZNNn5WTk5MsXrxYjh8/LgsXLhRHR0fZvn27WTzHjx8XlUol69evL/M9zZ49Ww4ePChxcXHy9ttvi5OTk1lBo7J+H8aMGWO2UsSNPzeqeRUVB8vJyREAZssgbdy48abt2ahRo0ot0XWjyrZnV65cUQpHlvcouRTgjb7//nvx9PQsd2WUqhRSu9Hly5eVAog36tGjR6llAUWuF1K7cOGCsm3VqlVlFlIzfa43tsVlSU1NFb1eL1988YWyLTw8vFQhtQcffFBGjhxZ7nkMBoPodDqlyKOISFxcnPj4+MhLL71U5mu++OIL0el0Zu3MTz/9JA4ODqV+NkuWLBGNRiOXL1+u8D0dO3ZMHBwc5I8//hCR4uUZY2NjzR4AZP78+UoR3gULFoifn5/Zz7ugoEBcXV3NClzeaMyYMRIeHl6l9zRjxgwJDg42K9D58ccfS/369St8b7aOSTeJSPnrG5b8wx4fHy9dunQRnU4nbdu2rfAPiEjxun/9+vUTNzc3cXV1ldatW8t7772n7K+pL8QiIiNGjCi1xNWVK1dk9OjR4u7uLu7u7jJ69Giz+E0VSEtWls3NzZUJEyaIl5eX6HQ6GTx4cKlqucHBwWbLVJRly5Yt0q5dO3F2dpaGDRuW+uL5xhtvSHBwsNm2gwcPSrdu3USj0Yifn5+8+eabZo2k6Wdw+vTpcq9rNBrljTfeUNZH7N69e6k/TmXF/+mnn0pwcLA4OztL+/btZevWrWb7o6KipE6dOjf9Q053LrYxNd/GlPV5l2xTlixZIiX73tevXy9t27YVNzc3cXFxkdDQUPn444+loKDA7LxFRUUSGBgor7zySrnX/v7776V58+bi5OQkLVq0kB9//LHUMaYvaFevXi3zHGPGjBEvLy9xdnaW1q1bl9mhl56eLk888YTUqVNHvLy85F//+pfZZ7Vq1Spp37698vsREhIiM2fOlNzcXOWY4ODgMj+rGz/fiIgIadKkiWi1WmnTpo389NNPpeKZMWOGBAYGllvxvVevXqLX60Wr1Urnzp3l999/N9tf1u9Djx49zNZBv/HnRjXvTu1ETExMlJiYGHnrrbfEzc1N6dgrmWQ1b95cWe0kMzNTpk2bJlFRUXL69GnZvHmzhIeHS0BAQKll8m7WYWVaMqxPnz6yb98+2bRpkwQGBpp9NiaPPfaY2TrgJW3YsEHWr18vp06dko0bN0qbNm2kU6dOZpW0K+pgO3nypMycOVP27t0riYmJEhUVJUOHDhUvLy9lWbG4uDipV6+ejB492uz3IyUlRblOZmamBAYGysMPP6z8jjRt2lSeeuqpUnHfe++98uijj5b5nr777jvZvHmznDx5Un766ScJDg6Whx56qMxjTXBD9fLDhw+LRqOR5557TuLj4yUuLk4ee+wx0ev1SkfHpUuXZNGiRXL48GGJiYmRF154QbRarVkHYWXe05kzZ8TNzU0mTJggR48elV9//VV8fHzk3XffVY65cdCpMp2RtoCtNt0xDh48KD4+PhZfDzUnJ0e0Wq389ddfFr1OWZYsWSJNmjSxylIMDz/8sFmyQ3SnuRPaGCK6czsRy3vfJTuJUGJZv5ycHGWZPScnJ2nQoIGMHTu2zGX9KuqwSkxMlPvvv190Op14eXnJhAkTJC8vz+yYq1evik6nk8WLF5d5jtWrV0vjxo3F2dlZ/Pz85Pnnny+z0+9mHWznz5+XQYMGiY+Pjzg5OUlgYKCMGjVKjhw5ohzzxhtvVNjpKVKc7Pbt21d0Op0EBgbK1KlTSw1cmJYF27hxY5nvaf78+RIYGKh8vq+++mqF67ffmHSLFM/EuOeee0Sv14unp6f07t1bdu3apey/dOmSdOnSRVxdXcXFxUX69OlTavZSZd9TVFSUdO7cWTQajTRu3Fjee+89s1lTNw46VaYz0haoRErccEJk55YtW4b27dujVatWFrvGhg0bsHDhQrMqlTVlxIgRGDZsGB555JEava7BYMCcOXMwbdq0UsU/iO4k9t7GENGdITY2Fn379sWJEyfg7u5u7XCIbB6TbiIiIiIiMlMTnYhEdwom3UREREREREQWwiXDiIiIiIiIiCyESTcRERERERGRhTDpJiIiIiIiIrIQtbUDsDSj0YgLFy7A3d0dKpXK2uEQEUFEkJmZCX9/fzg43H7fJ9s5Iqpt2M4Rkb2rSjtn90n3hQsXEBQUZO0wiIhKOXv2LAIDA2/7PGzniKi2YjtHRPauMu2c3SfdprUFz549Cw8PDytHQ0QEZGRkICgoqNrWPmU7R0S1Dds5IrJ3VWnn7D7pNk1B8vDwYCNNRLVKdU2RZDtHRLUV2zkisneVaedYSI2IiIiIiIjIQph0ExEREREREVkIk24iIiIiIiIiC2HSTURERERERGQhTLqJiIiIiIiILIRJt5UZjYL4CxkoKDJaOxQiIiIiIiKqZky6reznA+dx34LtWPjncWuHQkRERERERNWMSbeVHUnOBAAcu5hl5UiIiIiIiIioujHptrLUrPzif3PyrRwJERERERERVTcm3VaWdi3ZTstm0k1ERERERGRvmHRb2ZVryXYaR7qJiIiIiIjsDpNuK0tVku4CGI1i5WiIiIiIiIioOjHptjJT0l1kFGTkFVg5GiIiIiIiIqpOTLqtKL/QiMy8QuV5Ku/rJiIiIiIisitMuq3oxvu4eV83ERERERGRfWHSbUVXssyT7NRsTi8nIiIiIiKyJ0y6rajUSDenlxMREREREdkVJt1WdOWGJDuV08uJiIiIiIjsCpNuK0rNMpg950g3ERERERGRfWHSbUWpOeb3cLN6ORERERERkX1h0m1FqdnFI9313DUAWL2ciIiIiIjI3jDptiLTyHaTem4ASt/jTURERERERLaNSbcVmZYMa0jZP3cAACAASURBVOJTnHTznm4iIiIiIiL7wqTbikzTyU1JN+/pJiIiIiIisi9Muq1ImV5+LenOyCtEQZHRmiERERERERFRNWLSbSVGoyDtWvXyxvVcoVIVb796Q0VzIiIiIiIisl1Muq0kI68ARUYBANR11aCOzgkAK5gTERERERHZEybdVmKqVO6uUcNZ7QBPV2cAvK+biIiIiIjInjDpthJTcu3lVpxse7kU/8sK5kRERERERPaDSbeVmJYL87o2wq2MdHN6ORERERERkd1g0m0lpnu3TSPcHOkmIiIiIiKyP7Um6Z41axZUKhUmT56sbDMYDJg4cSK8vb3h6uqKIUOG4Ny5c1aMsvoo08tvGOm+wqSbiIiIiIjIbtSKpHvPnj1YvHgxWrdubbZ98uTJWLt2LVatWoUdO3YgKysLgwcPRlFRkZUirT7K9PJr93TXdeVINxERERERkb2xetKdlZWF0aNH48svv4Snp6eyPT09HREREfjoo4/Qt29ftGvXDt9++y1iY2OxadMmK0ZcPUzTy+uWuqeb63QTERERERHZC6sn3c8//zzuv/9+9O3b12x7dHQ0CgoK0L9/f2Wbv78/QkNDERUVVdNhVjvTNHJP0z3drtfW6eZINxERERERkd1QW/Piq1atwr59+7Bnz55S+5KTk+Hs7Gw2+g0Avr6+SE5OLvecBoMBBoNBeZ6RkVF9AVej1OziGOtem15uSr65TjcRVcRW2jkiolvFdo6I7InVRrrPnj2LSZMm4dtvv4VWq63060QEKpWq3P2zZs2CXq9XHkFBQdURbrVLyy6eRu7lqrn277V7urlkGBFVwFbaOSKiW8V2jojsidWS7ujoaKSkpCAsLAxqtRpqtRpbt27FggULoFar4evri/z8fKSlpZm9LiUlBb6+vuWed8aMGUhPT1ceZ8+etfRbuSVXro10m5YKM93TnZNfhLwC2y8UR0SWYyvtHBHRrWI7R0T2xGrTy/v06YPY2Fizbf/5z3/QokULvPzyywgKCoKTkxMiIyMxfPhwAEBSUhLi4uIwe/bscs+r0Wig0WgsGvvtyskvRF6BEcD16uXuGjXUDioUGgVpOfmor9dZM0QiqsVsoZ0jIrodbOeIyJ5YLel2d3dHaGio2TZXV1fUrVtX2f7kk09i2rRpqFu3Lry8vPDiiy+iVatWpYqu2RrTcmHOage4OjsCAFQqFTxdnXEp04DUbCbdRERERERE9sCqhdQqMm/ePKjVagwfPhy5ubno06cPli5dCkdHR2uHdltM9217uTib3Z/u5XI96SYiIiIiIiLbV6uS7i1btpg912q1WLhwIRYuXGidgCzEtFyYqXiaiek5k24iIiIiIiL7YPV1uu9Eqdeml5uWCzNRKpgz6SYiIiIiIrILTLqtQJlefsNIt6erEwAgNaegxmMiIiIiIiKi6sek2wpM08s9XW4Y6XbhSDcREREREZE9YdJtBcr08lIj3dfu6c5h0k1ERERERGQPmHRbgVJIjfd0ExERERER2TUm3VZQcsmwkkzTzVm9nIiIiIiIyD4w6baC1AqWDEvj9HIiIiIiIiK7wKTbCq5kGQDcbMmwAohIjcdFRERERERE1YtJdw0rKDIiI68QAODlqjHbZ5penl9kRJahsMZjIyIiIiIiourFpLuGmaaOq1SAXudktk/n7Aidk2Pxcdlcq5uIiIiIiMjWMemuYakl1uh2dFCV2u/FZcOIiIiIiIjsBpPuGmZao/vGImomnq7Fo99cNoyIiIiIiMj2MemuYanlLBdmwmXDiIiIiIiI7AeT7hpW3nJhJlw2jIiIiIiIyH4w6a5hV0zTy9040k1ERERERGTvmHTXMNMIdl2OdBMREREREdk9Jt017EqJ6uVlUaqXc6SbiIiIiIjI5jHprmGm6uV1y5lezqSbiIiIiIjIfjDprmGmaePlLhnGe7qJiIiIiIjsBpPuGlbZ6eVpOQU1FhMRERERERFZBpPuGiQiSMu++fRyT1cnAMDVnHwUGaXGYiMiIiIiIqLqx6S7BmXkFqLwWiJd0fRyowAZuRztJiIiIiIismVMumtQ6rX7ud00amjUjmUe4+ToAHet2ux4IiIiIiIisk1MumtQarYBwPUp5OVR7utmMTUiIiIiIiKbxqS7Bl3JMlUu19z0OFYwJyIiIiIisg9MumuQabmwuuXcz21SV6lgzqSbiIiIiIjIljHprkEVLRdm4ulqGulmITUiIiIiIiJbxqS7BqVm3Xy5MBMvJek2WDwmIiIiIiIishwm3TXIdI92ecuFmVy/p5sj3URERERERLaMSXcNMi0BVlHS7XWtujnv6SYiIiIiIrJtVk26Fy1ahNatW8PDwwMeHh4IDw/H+vXrlf0GgwETJ06Et7c3XF1dMWTIEJw7d86KEd8eZaS7onu6Wb2ciIiIiIjILlg16Q4MDMT777+PvXv3Yu/evejduzeGDh2KQ4cOAQAmT56MtWvXYtWqVdixYweysrIwePBgFBUVWTPsW6YsGVbJe7o50k1ERERERGTb1Na8+AMPPGD2/L333sOiRYvw999/IzAwEBEREfjmm2/Qt29fAMC3336LoKAgbNq0CQMGDLBGyLclPbf4Hu3KVy9n0k1ERERERGTLrJp0l1RUVITvv/8e2dnZCA8PR3R0NAoKCtC/f3/lGH9/f4SGhiIqKqrcpNtgMMBguF71OyMjw+KxV0ZhkRFZhkIAgF7ndNNjTet0Z+YVoqDICCdH3npPRNfV1naOiKi6sJ0jInti9WwuNjYWbm5u0Gg0GDduHNauXYuQkBAkJyfD2dkZnp6eZsf7+voiOTm53PPNmjULer1eeQQFBVn6LVSKKeEGAHftzfs6PLROcHJUAQBSMrlsGBGZq63tHBFRdWE7R0T2xOpJd/PmzbF//378/fffeO655zB27FjEx8eXe7yIQKVSlbt/xowZSE9PVx5nz561RNhVlpFbnHTrnBwrHLl2cFAhyNMFAJB4JdvisRGRbamt7RwRUXVhO0dE9sTq08udnZ3RpEkTAECHDh2wZ88ezJ8/H48++ijy8/ORlpZmNtqdkpKCrl27lns+jUYDjUZj8birKiOv+H5uD13lPvLgui44dTkbiVdy0PUuS0ZGRLamtrZzRETVhe0cEdkTq49030hEYDAYEBYWBicnJ0RGRir7kpKSEBcXd9Oku7ZSkm7tze/nNgmu6woASOBINxERERERkc2y6kj3K6+8gkGDBiEoKAiZmZlYtWoVtmzZgg0bNkCv1+PJJ5/EtGnTULduXXh5eeHFF19Eq1atlGrmtsQ0vdyjgiJqJsF1r00vv5xjsZiIiIiIiIjIsqyadF+8eBFjxoxBUlIS9Ho9WrdujQ0bNqBfv34AgHnz5kGtVmP48OHIzc1Fnz59sHTpUjg6Oloz7FtiGumuqIiaSUOOdBMREREREdk8qybdERERN92v1WqxcOFCLFy4sIYispyM3KpOLy8e6T6TmlNh8TgiIiIiIiKqnWrdPd32KiPPNL28cv0cgZ4ucFABOflFuJTFZcOIiIiIiIhsEZPuGpJZxUJqzmoH+NfRAQASr/C+biIiIiIiIlvEpLuGVLWQGlDivu7LvK+biIiIiIjIFjHpriFVLaQGlKhgzpFuIiIiIiIim8Sku4ZUtZAacH2kOzGVSTcREREREZEtYtJdQ64XUqt80n19pJvTy4mIiIiIiGwRk+4acr2QWlWmlxePdJ++nA0RsUhcREREREREZDlMumuIMr28CiPdDbyKR7oz8wpxNafAInERERERERGR5TDprgFGoyDTUDy9vCqF1HTOjvDz0AIAEjjFnIiIiIiIyOYw6a4BWfmFMM0Or0ohNeD6fd1nWEyNiIiIiIjI5jDprgGZ14qoOasdoHVyrNJrTUl3wmUm3URERERERLam8nOdy5CXl4fVq1cjOzsb/fr1Q9OmTasrLrtyK8uFmZiKqbGCORERERERke2pdNL90ksvIT8/H/PnzwcA5OfnIzw8HIcOHYKLiwumT5+OyMhIhIeHWyxYW3W9iFrV+zhMa3Xznm4iIiIiIiLbU+np5evXr0efPn2U58uXL0diYiKOHz+OtLQ0PPLII3j33XctEqStM63R7X5LI92mtbo5vZyIiIiIiMjWVDrpPnPmDEJCQpTnGzduxMMPP4zg4GCoVCpMmjQJMTExFgnS1l2fXl71kW5T0n0lO19Z65uIiIiIiIhsQ6WTbgcHB4ipBDeAv//+G126dFGe16lTB2lpadUbnZ0wJctVWaPbxF3rhLquzgA42k1ERERERGRrKp10t2jRAr/88gsA4NChQzhz5gx69eql7E9MTISvr2/1R2gHTNPLb6WQGsAp5kRERERERLaqSoXURo4cid9++w2HDh3Cfffdh0aNGin7f//9d3Ts2NEiQdq62ymkBhQXU9t35iqLqREREREREdmYSo90Dxs2DL///jtat26NKVOmYPXq1Wb7XVxcMGHChGoP0B5k5N36kmEA0EAZ6WbSTUREREREZEsqPfT6+uuv4/XXX0ffvn3L3P/444/jqaeeQo8ePaotOHuRkWuaXn7rI90Ap5cTERERERHZmkqPdC9duhSdOnVCbGxsqX2LFy9G69atoVbfWlJp7zINt15IDeA93URERERERLaq0kl3XFwcQkND0bFjR8yaNQtGoxFnzpxB3759MX36dHz00UdYv369JWO1WddHum8t6TaNdCdn5CE3v6ja4iIiIiIiIiLLqnTS7eHhga+//hqrV6/G/Pnz0b59e7Rq1QpqtRqxsbF46qmnLBmnTVPu6b7FQmp1XJyUqelnUjnaTUREREREZCsqnXSbdO7cGa1atcLBgwdhNBoxffp0BAUFWSI2u2GqXu5+iyPdKpUKwddGu1nBnIiIiIiIyHZUKeleuXIl7r77bhiNRhw+fBjPPfccBg0ahEmTJiE3N9dSMdo0EbntdbqB6/d1n+F93URERERERDaj0kn3ww8/jGeeeQZvvvkm/vzzTzRv3hyzZ8/Gli1bsGHDBrRp0wa7du2yZKw2KbegCEVGAXDr08uB6/d1c6SbiIiIiIjIdlQ6C0xKSkJMTAyaNGlitj08PBwHDhzAyy+/jB49eiA/P7/ag7RlpiJqagcVdE6Ot3weVjAnIiIiIiKyPZVOurdv3w4Hh7IHxrVaLebPn49hw4ZVW2D2wlREzV2rhkqluuXz8J5uIiIiIiIi21Pp6eXlJdwlde/e/baCsUemImq3uka3ScNrI90XruYiv9B423ERERERERGR5VW5enl1mjVrFjp27Ah3d3f4+PjgwQcfxNGjR82OMRgMmDhxIry9veHq6oohQ4bg3LlzVoq46pTlwm6jiBoA1HPXQOfkCKMA59I4xZyIiIiIiMgWWDXp3rp1K55//nn8/fffiIyMRGFhIfr374/s7OtTqCdPnoy1a9di1apV2LFjB7KysjB48GAUFRVZMfLKyzRVLr+NImqAadkw3tdNRERERERkS24vE7xNGzZsMHu+ZMkS+Pj4IDo6Gt27d0d6ejoiIiLwzTffoG/fvgCAb7/9FkFBQdi0aRMGDBhgjbCrRJlefpsj3UBxMbUjyZm8r5uIiIiIiMhGWHWk+0bp6ekAAC8vLwBAdHQ0CgoK0L9/f+UYf39/hIaGIioqyioxVpVpjW537e33bzTxcQMAHDh79bbPRURERERERJZn1ZHukkQEU6dOxb333ovQ0FAAQHJyMpydneHp6Wl2rK+vL5KTk8s8j8FggMFgUJ5nZGRYLuhKqM6R7h7NfPDp5pPYfPQSCoqMcHKsVX0mRFRDals7R0RU3djOEZE9qTVZ24QJE3Dw4EGsXLmywmNFpNzlt2bNmgW9Xq88goKCqjvUKlEKqd1m9XIACAv2hKeLE9JzC7AnIfW2z0dEtqm2tXNERNWN7RwR2ZNakXRPnDgR69atw+bNmxEYGKhs9/PzQ35+PtLS0syOT0lJga+vb5nnmjFjBtLT05XH2bNnLRp7RUzTyz2qYXq5o4MKvVsUv+/I+Iu3fT4isk21rZ0jIqpubOeIyJ5YNekWEUyYMAFr1qzBX3/9hUaNGpntDwsLg5OTEyIjI5VtSUlJiIuLQ9euXcs8p0ajgYeHh9nDmqprnW6TfiHFSfemwxchItVyTiKyLbWtnSMiqm5s54jInlj1nu7nn38eK1aswM8//wx3d3flPm29Xg+dTge9Xo8nn3wS06ZNQ926deHl5YUXX3wRrVq1UqqZ13bXC6lVT9LdvZk3NGoHnE3NxdGLmWjhxz9CREREREREtZVVR7oXLVqE9PR09OzZE/Xr11ceq1evVo6ZN28eHnzwQQwfPhz33HMPXFxc8Msvv8DR0dGKkVdeplJIrXr6N1yc1bi3iTcAIPIQp5gTERERERHVZlYd6a7M9GitVouFCxdi4cKFNRBR9avOQmom/UJ88eeRFEQevoiJfZpW23mJiIiIiIioetWKQmr2TCmkVo1Jd5+WvlCpgIPn0pGcnldt5yUiIiIiIqLqxaTbgvIKipBfaARQfdPLAaCeuwZtg+oAKC6oRkRERERERLUTk24LMk0tV6kAV+fqnclvqmLOpcOIiIiIiIhqLybdFpSRe61yuUYNBwdVtZ67/7Wke9fJK8gyFFbruYmIiIiIiKh6MOm2IEsUUTO5q54bGnm7Ir/IiK1HL1X7+YmIiIiIiOj2Mem2oExTEbVqWqO7JJVKVWKKeXK1n5+IiIiIiIhuH5NuC8owrdGts8zKbKak+68jKSgoMlrkGkRERERERHTrmHRbkGl6ubsFRroBoH0DT3i5OiMjrxB7ElItcg0iIiIiIiK6dUy6LchUSM0S08sBwNFBhd4tfACwijkREREREVFtxKTbgq4XUrPM9HLg+hTzjYcuopBTzImIiIiIiGoVJt0WlGlKui000g0A3ZvWQx0XJ5y/mosVu89Y7DpERERERERUdUy6LUiZXm6BJcNMdM6OmNavGQDgo43HkJadb7FrERERERERUdUw6bag64XULDe9HABGdmqAFn7uSM8twLxNxyx6LSIiIiIiIqo8Jt0WpCwZZsHp5QCgdnTA6w+EAAC+/TsRR5IzLHo9IiIiIiIiqhwm3RaUkWeaXm7ZkW4A6HqXNwaF+sEowFvr4iEiFr8mERERERER3RyTbguqiUJqJb1yX0to1A7YdeoKNsQl18g1iYiIiIiIqHxMui3IVEhNb8FCaiUFebng2e6NAQDv/nYYeQVFNXJdIiIiIiIiKhuTbgvJLzQi91rSa+lCaiWN63kX6uu1OH81F4u3naqx6xIREREREVFpTLotxDS1HADcNDWXdLs4qzHjvpYAgM+2nMD5q7k1dm0iIiIiIiIyx6TbQkxF1Nw0aqgda/ZjfqB1fXRq6IW8AiOe+zYaufmcZk5ERERERGQNTLot5HoRtZob5TZRqVT48JE28HJ1xsFz6Ziyej+MRlYzJyIiIiIiqmlMui3EVETNo4aKqN2oQV0XLB4TBmdHB2w4lIwP/jhilTiIiIiIiIjuZEy6LSTj2kh3TRZRu1GHhl6Y80hrAMAXW09h1e4zVouFiIiIiIjoTsSk20Iycmt2je7yDG0bgMl9mwIAXv0pDjtPXLZqPERERERERHcSJt0WYhrpttb08pIm9WmKB9v6o9AoGPdtNE6kZFo7JCIiIiIiojsCk24LybxWvdwahdRupFKp8MHDrdGxoScy8wrx+JI9uJiRZ+2wiIiIiIiI7B6TbgsxTS93t/L0chON2hFfjOmAhnVdcC4tF/+O2I30nIKKX0hERERERES3jEm3hZjW6fbQWX+k28TL1RnfPNkZPu4aHL2YiSeX7eEa3kRERERERBbEpNtCakshtRsFebngmyc7w0Orxt7ENIxfHo2CIqO1wyIiIiIiIrJLTLotpDYVUrtRcz93LPlPR2idHLD56CVM/+EgjEaxdlhERERERER2x6pJ97Zt2/DAAw/A398fKpUKP/30k9l+EcGbb74Jf39/6HQ69OzZE4cOHbJStFVzvZBa7Uu6ASAs2AuLRodB7aDC2pjzeOe3eIgw8SYiIiIiIqpOVk26s7Oz0aZNG3zyySdl7p89ezbmzp2LTz75BHv27IGfnx/69euHzMzav+TV9UJqteee7hv1auGDDx9pAwBYsjMBi7edsnJERERERERE9sWqGeGgQYMwaNCgMveJCD7++GP873//w0MPPQQAWLZsGXx9fbFixQo8++yzNRlqlV0vpFY7R7pNHmwXgMtZBrz722HMWn8EDbxcMKhVfWuHRUREREREZBdq7T3dp0+fRnJyMvr3769s02g06NGjB6Kiosp9ncFgQEZGhtmjphUWGZFlqD3rdFfkyXsbYWx4MABg8ur9iDmTZuWIiOhmakM7R0RkSWzniMie1NqMMDk5GQDg6+trtt3X1xeJiYnlvm7WrFl46623LBpbRUwJN1B71um+GZVKhdcGh+BsWi7+OpKCp7/ei7Xj70GQl4u1QyOiMtSGds6W5RcacehCOqIT07DvTBqu5hTA0UEFB5VK+dfF2RGtAvRoH+yJ0AAPaNSO1g6b6I7Cdu72FBkFR5IzEJ2YhujENKRkGKB2NG/nNGoHhPh7oH0DT7QNqgOdM9s5IkuptUm3iUqlMnsuIqW2lTRjxgxMnTpVeZ6RkYGgoCCLxVcWUxE1nZMjnNW1djKBGbWjAxaMbIdHPt+Fw0kZeGLpHvzwXFfoa/n0eKI7UW1o52zNiZQsrI05hz0JaThw9ioMhRUvlbjuwAUAgLPaAW0CixPwXs190LmR103/DhHR7WM7V3UXrubix+hz2J2QipgzV80GgcrzW2wSAEDtoEKIvwfCgj3RvWk9dGvqDbWjbXyHJbIFtTbp9vPzA1A84l2//vV7jFNSUkqNfpek0Wig0WgsHt/NpNtAEbWyuGnU+OrxDnjw0504npKF8cujsfQ/neDERpeoVqkN7ZwtEBHsTUzDF1tPYdPhi2b76rg4oUOwJ8KCveBfRwujCAqLBEYRFBmBq7n52Jd4FfvOpCE1Ox97EtKwJ6H4XI28XfFoxyAMax+Ieu78ORBZAtu5yjuclIHF207hlwMXUFhiCVg3jRrtGtRBh2AvNPR2Udo3o1FQJIKsvELsP3sVexNTcTHDgIPn0nHwXDqW7EyAn4cWwzsEYnjHIAR6cuYj0e2qtVlho0aN4Ofnh8jISLRr1w4AkJ+fj61bt+KDDz6wcnQ3V5vX6K5Ifb0OEWM7YvgXu7DzxBX8b20sPhjWmqM6RGQzioyCyPhkfLHtFGLOXAUAqFRAnxY+6NvSFx0aeqKxtxscHCpu10QEpy9nIzoxDX+fSsWGuCScvpyN99cfwYd/HEW/EF+M7NQA3Zp6s50kohojIth54gq+2HYS249fVrZ3aeyF+1rVR1iwJ1r4ecCxku3chfQ87E1IxZ6EVPx2MAnJGXlY8NcJLNx8At2a1sPIjkHoF+LL0W+iW2TVpDsrKwsnTpxQnp8+fRr79++Hl5cXGjRogMmTJ2PmzJlo2rQpmjZtipkzZ8LFxQWjRo2yYtQVy8i1nSJqZQkN0GPhyHZ4+uu9+G7vOTT0dsX4nk2sHRYRUYWiTl7GGz8fwvGULADFU8OHtQ/AU90a4656blU+n0qlQuN6bmhczw2PdAjC20Pvxq8HL2Dl7rPYf/Yq1sclY31cMkIDPDC5TzP0aenD5JuILCrufDpe/zkO+651KjqogPta1ccz3RujdWCdKp9PpVIhoI4OAW0DMLRtAF4bHIKNhy5i9Z6z2HHiMrYdu4Rtxy6hsbcrJvZpgiFtAiqVzBPRdVbNCvfu3YtevXopz0337owdOxZLly7F9OnTkZubi/HjxyMtLQ2dO3fGxo0b4e7ubq2QKyUtJx+AbY50m/Rp6Ys3Hrgbb6w7hNkbjqKBlwsGt/a3dlhERGW6lGnAe7/F46f9xfdh63VOGNMlGGO7NqzWKeCuGjUe7dgAj3ZsgCPJGVi1+yy+23sWcecz8NTXe9EqQI/JfZuidwsm30RUvTLzCjA38hiWRSXAKMW1gx7tGIQn721UrcVvNWpHPNDGHw+08ceZKzlYvfcMVvxzBqcuZ2PK6gNY+OcJvNCnKR5o48/km6iSVCIiFR9muzIyMqDX65Geng4PD48auebLPxzE6r1n8Wz3xphxX8sauaalvPXLISzZmQBntQNWPt0FYcGe1g6JyOZVd7tkjXautigyClb8k4jZfxxFZl4hVCrgsc7BeHFA8xorBJmanY/F207h610JyMkvAgC0DtRjWv/m6NGsXo3EQFTbsJ2rPiKCXw8m4Z1f45GSaQAADG5dH68NDoGvh7ZGYsgyFOLrXQlYvO0UruYU30bZuJ4rJvdthgda12cnI92RqtIuMem2gJ5zNiPhSg6+erwDercov+ibLSgyCp79Zi82HU6Bl6szfhp/DxrUZUENotvBL6PVI+58Ol5ZG4uD59IBAK0C9Hj3wVC0Car69MrqcCXLgMXbT+HrqETkFhQn392b1cP/7muJ5n61e4YWUXVjO1c9Eq9k49Wf4pT7tht5u+LtoXejW1PrdOhlGQqxLCoBX26/nny3CaqD1+5viQ4NvawSE5G1MOkuoaYb6YsZeeg880+oVMCBN/rDwwbW6a5ItqEQjy7ehbjzGWhczxVrn7sHehfbf19E1sIvo7cnr6AIC/48ji+2nUKRUeCuVeOlAc0xunNwrZjqeDnLgM82n8Q3fyegoEjgoAIe7RiEKf2awce9ZkaliKyN7dztKTIKluw8jQ83HkVegRHOagc837MJnu3RGFon66+nnZlXgK92JOCLbSeVGT6DQv3w30EtEFzX1crREdWMqrRLLEFYzf45nQoACKnvYRcJN1B8D2PE2I7w12tx6lI2nv12LwyFRdYOi4juQNGJqbh/wXZ8tuUkioyC+1vVx5/TeuDf4Q1rRKTIBgAAIABJREFURcINAN5uGrz+QAgip/TAoFA/GAVYufsses7ZggV/HkduPttPIirfsYuZGLYoCu/+dhh5BUaEN66LjZO7Y1LfprUi4QYAd60TJvVtii0v9cTITkFwUAHr45LRd+5WvPNrPNKvjYITUTEm3dXsn1NXAACdG9W1ciTVy9dDi4jHO8JNo8bfp1Ix/tt9TLyJqMZkGwrx5rpDePjzXTh5KRv13DX4/LEwfDq6fa0dPW7o7YpFj4Xhh3HhaBtUBzn5RZgbeQx9PtqCdQcuwM4nmhFRFeUXGrHgz+O4f8F27D97Fe4aNWY91Aornu6Mht61c/TYx12LWQ+1xvpJ3dGjWT0UFAkidpxGzw8345tdCSgsMlo7RKJagUl3NTONdHdubH/3tbSs74HFY8KgUTvgzyMpeH45E28iW2YLSZ/RKFiz7xz6zt2KpVEJEAEeCQvEpik9MDDUz9rhVUqHhl5YO74rFoxsh4A6OlxIz8MLK2PwyOe7cPDcVWuHR2TXbKGdExH8deQi7luwHXMjj6GgSNCnhQ82Tu2OkZ0a2ESRsuZ+7lj2RCcse6ITmvm6IS2nAK/9fAj3L9iBHSXWESe6UzHprkaXsww4cW1t2I52WkyiaxNvRIztCI3aAZsOp+D55THIL2QvJpGtiU5Mxej/+wfn0nKsHUq5/j51BUM/3Ymp3x1AUnoeAuro8PUTnTDnkTY2V1dCpVJhSBt//DmtB6b2awadkyP2JqZhyCc78eL3B3AxI8/aIRLZnYTL2Xj48104kpxh7VDKFX8hA49F/IMnlu7FiZQseLk6Y/6Itvi/sR1QX6+zdnhV1qNZPfz+Qje8M/RueLo44ejFTDwW8Q+eWrYHpy5lWTs8IqthIbVqtD42Cc8t34fmvu74Y0p3i17L2rYfv4Snlu2FodCIfiG++HRUezir2YdDVBnWLjAkIhg0fzuOJGfCXaPGOw+GYmhb/3JHU0QEFzMMKCgyosgoKDQKjCIoMgoaeLnAVaO+7fdQ0unL2Zj1+2FsjL8IAHDTqDG+11144p5GteZ+xtuVnJ6H2RuOYE3MeQDF6+0+070xnuneuNo/TyJrsHY7BwBPLduDTYdT4OzogOkDm+OJexrBoZzaDyKCS1kGGAqK27mia21ckVHgr9dVe0ffxYw8fPjHUfyw7xxEAGdHB/znnoYY36tJjS13aGnpOQX4+M9j+GZXIgqNArWDCo91CcYLfZrCy9XZ2uER3TZWLy+hJpPuN9cdwtKoBPw7PBhvDw216LVqg23HLuGpr/civ9CI/iG++ISJN1Gl1IYvo4lXsjF59X7EnCme3jy4dX2892Arsy+WWYZC/Bh9DsuiEnDqcnaZ53FyVKF9A090b1YP3Zp6I9RfX+6X2pvJNhQiMv4ift5/HtuOX0aRsbjq96jODfD/7d17eFTlvS/w71prrpmZTO6ZDAmIQEDuN7GgKKBSsYrVY7daj7e2+zzUS6XS3a31eY7W2o2nPfrYVsFaW7d63GB9Km63VRE3giDFIpAarnJPgNxvM5lkbmu95481mWQgQAKZzMzK9/M888zMWpOZ9xeYb9a71rvWu/SachQ4rf1+z0yws6oFv3h/D3bE/h0KXVYsu7Yc35lZljYXhiM6H+mQcw3+EP71L19h/b56AMCcUfl49p+mJBxBDkZUvP9VDV7bchSVJ9p6fR9ZAiaX5uDKMQWYW16IqWU5MCv9394JRVVs2N+A9ypO4pO9dQjFRgreMLkE/3rdOJTlGXNK1oP17fi3D/bG/x1cNhMenD8a98y5yDA7UmloYqe7h8HsdC/6zSbsrfHhxe9Ox7cmlyT1s9LFxq8b8M+xjvfcMQV4/rapyDfoxjHRQEmHjVEAiKoaVmw4hN/89wGomkCJ24ZnvzMF3hw7XvvbUbz95XG0h6IA9I1Oq0mBIkvxmyZEfJ7WLrlZZswelY/xJdkY68nGOI8Lw3Lsp3XEVU2grTOC7cda8J8VJ/DJ3joEI92nqswfW4ifXX8JxhQbf35rIQQ+3FWLZz7ch6pmfbj/2GIXHr1+HOaVF2bE+ZxEp0qXnBNC4D/+XoWn39+LzoiKbJsJ/3bLJMwckYc3vziG//iiCk2BMABAkgCrSYZJliFLgEmRIQHx9V2cVhO+cXEexnvduMTjwliPCyPyHaftKNM0AX8wil0n2/BexUl8sKsG/mA0vn768Bw8/q3xmDEi9/x/MRnk84ON+OVf92JPjT7cf1iOHf/yzbFYPMV7XjtriVKNne4eBqvT3dYRwdRffAwhgL8/fnXaXk03GTbsr8eS/7cdwYiG4mwrfnfHdMwaacxz2okGQrpsjHapqG7Fj9+qwJHY0WxJArr+Mlxc6MB9cy7CzdNL4exl2POxpgA+O9CITV83YMuhpngnvSen1YTRRU4IAK0dYbR2ROALRnDqX5+RBQ4snuLF4qlejCp09ruOTBeOanhj6zH8bv2B+M6MmSNy8cjCcswZVZDi1hH1T7rl3OGGdvz4rQr847h+NFuWAC2WQV63Df9z9gjcfunwXoc917YFselAAzYdaMTmg41oPqUTDgA2s4wxRS6YFAltHRG0dITR1hmJf0YXT7YNi6d6sXiKFxO82UNup5qmCazZeQL/9+P9qGnTr2UxzuPC0mvK8c0JxUPu90GZjZ3uHgar071uTx3++fUvcXGhA+uXzUva56Sr/bV+3P/mdhxqCECRJSxbWI4lV47inkuiXqTbxigAdISj+OVf9+LNL6ogScD8sUW4d85FuGJ0QZ+/xxFVQ0V1K7Yfa8H+Wj/21vhwqKEdEfXMf2ZK3DZcP6kEN031YtIwNze4oO/EfXHDQby25Wh8+Onsi/OxbGE5Zhr0Ip1kPOmYcxFVw+/WH8QL6w9AE8CskXm4b85FuHZ8MUx9HC6uaQJ7anzYergJ+2v92F/nx9d1/oSROqfKc1jwzQke3DTVi1kX5XHbCPqw/j9uPoKXNh6KH/2fOCwbj1xbjvlji/i3gDICO909DFan+5d/3YM/bDqCO2YNx/JbJiXtc9JZIBTF42sq8W7FSQD68NBn/2kqL5ZBdIp03BjtsutEG7JtZgzPH5hzCyOqhiONARysb4dZkZGTZUZulhluuwU5WebzOi9yqKjzBfHipwex6u9V8R0XV5YX4qEFozFzRC43SimtpXPOHaxvhxBiwE5fUTWBY00BfF2nX507N8uMnCyLnnVZZlhNPG/5TNo6Inhl82H8afMRBML6NLTThufgRwvGYN5Ynl5D6Y2d7h4Gq9O9+IXN+Op4G56/bSq+PW1Y0j4n3Qkh8Ocvq/G//3M3QlF9uPnDV5fj1hmlvMgaUUw6b4xS+jnR2okX1h/A218eRzQ2VnXa8Bz8r7kXY+EEDy+4RmmJOUf90RwI4/cbD+G1vx2NjxooL3biB3Mvxk1TvdxxQWmJne4eBiOk20NRTH5yLTQB/O2xBRk5r+JA21vjwwNv7ohf8bg0144fLRiDm6cP45EtGvK4MUrno6qpAys2HMQ7O04grOobpSPys/CDK0bi1hllsFu4UUrpgzlH56PeH8QfPjuMVX+vjl8jpMhlxb2XX4Q7LxthmOnUyBjY6e5hMEJ6w/563PvqNgzPy8JnP52flM/IRMGIilV/r8KKDYfQ4A8B0DcQf7RgDBZP9bLzTUMWN0bpQtT7g3h9yzG8sfUY2jr1C6657WbcPG0Ybru0DJeU8P8ApR5zji6ELxjBqi+q8KfPj6DOp29D2s0KbphcgttnlWH6cJ5iQ6nHTncPgxHS/+ejfVi54RC+M6MUv/7OlKR8RibrDKt484tjWLnhUHzaDbfdjKvHFWHhhGJcWV6ILMvpV0UmMipujNJA6AhH8edt1Xhl8xEcb+mML59SloPbLy3DjVO8vV5xnmgwMOdoIISjGv7rHyfxh02Hsa/WH18+psiJ2y4twy3TS3ntIEoZdrp7GIyQ/h8rt2D7sRb8+tbJ+M7MsqR8hhF0hKN4/W/H8MqmI2hsD8WX28wy5o4pxPyxRZjgzcZYjws2M4dJknFxY5QGkqoJbDrQgLe2VWPdnrr4ed92s4KrLynC9ZNKMG8sd27S4GLO0UASQmD7sRas3laN9786GT/v26xIuKq8EIsmluCa8cUcfk6Dip3uHpId0p1hFZN/vhYRVWDTT+ejLG9grvhrZKqmB+fa3bVYu7s24QgNoM+dObLAgfFeN8Z5XCjNtcOTbUOJ246ibCs75JTxuDFKydLYHsI7O45j9bZqHG4IxJfbzDLmjy3CokklWDCuiEfAKemYc5QsvmAE71WcxFvbqlF5oi2+3KxIuHx0ARZN9ODa8R4eAaekY6e7h2SH9OcHG3HnK1/A67bh80cX8PySfhJCn+9y7e467DjWgj01PjTHhqCfSW6WGQVOK9x2M7LtZrhjt2ybCQ6rCVlWExwWBQ6rCQ6LCXaLArtZgd2iIMuiwGbWn5sVif9elBLcGKVkE0KgoroVH+2qxQe7alDd3L1z06xIuPSiPMwfW4T54woxqtDJLKQBx5yjwbC/1o8PKmvw4a6a+JRtgH4AZ2pZTiznijC+JJvzo9OAY6e7h2SH9HPrvsZv//sAvj3Vi+dvnzbg7z/UCCFQ7w9hT40Pe2t82F/rR01bEHW+IGrbgghFtQH7LFnSh1/a4jcZNrMCq0lOXGZSYDXLsJr0ddbYa6wmGRaTDIsiw2qWYVEUWEwyzIoEiyLDbJJhVvTnZkWGSY7dKxJMsv5cUSQokgRF1m8mmTsChgJujNJgEkJg90kfPqiswUe7auOzSnQpzbVj3thCzByRh2nDczA8L4s5RBeMOUeD7WC9Hx9W1uLDXbXYU+NLWFfosuKq8kLMGpmHaWU5GFXoZCecLhg73T0kM6SDERU3r9iCvTU+LL9lEu6YNXxA358SCSHQ1hlBrS+I5vYwfMEI2jq7b77OKALhKDpCKgLhKAKhKAIhFZ0R/RYMq+iIqFC19P8vr8gSZAmQJSl2AyRJggQAEiAh9ryXvxdn+xPStSGt/7z+POFzZECRJJhiOwksJv3epMiJOyNij+0WBQ6LCU6bCU6rAqfVDIdVgdtuRk6WBTmx0QicRzgRN0YplY40BvDpvnps+LoBWw83IXzKzsw8hwVTSt2YWpaLSaXZuKQkG55sGzvi1C/MOUqlk62d2LC/ARv212PzwUZ0hNWE9S6rCZPL3JhaloNJw3IwviQbpbl2dsSpX9jp7iFZIR2KqljyxnZ8ur8BWRYF65fNg8dtG7D3p+QQQiCiCnSGVQSjKoIRFcGIpnfKI93PQ1EVoYgWf00ooiEUjS2PaghGVISj+rJwVENY7X4c1TREogKR2LKIqiGq6c+jqtDXq4b+2p0m22ZCTpYF+U4L8h0W5DusyIs9LnRZUeiyoshlRaHThmy7yfAb99wYpXTREY7ib4easPlgIyqqW7H7hC8+B3hPbrsZ4zwuXFKSjXEeF0YVOXFxgQN5Dovhv690fphzlC5CURVfHm3BZwcasLOqFZXH29AZUU97ndNqwliPC+Nit1FFTowudKLQZWXOUa/Y6e4hGSEdjmq4/80d+GRvHWxmGf9+3yx84+L8AXlvGhqEEFA1AVUIaBoQ1TSomkBUE9CEgBCAJgQ0AWg9lonYz+r3vb7zGT4vca3+Xvp7qlr35+nt0XdM6DsH9B0EEVXfoRCM6Dsc9J0RGjrDUbSHVLSH9JEF7cEo/KEofLHRB+2haL9/NxZF1jvh2VYUu2wozraiKNuGIpcVxdk2FMce52SZM/aPIDdGKV2Foir21vhRUdWCiupW7Knx4VBD4IwjhHKyzLi4wIGLC50YWeDA8LwsDM/Lwoj8LLjtmfsdpQvHnKN0FVU1fF3XjorqVlRUt2D3SR8O1LX3usMR0DvjFxc6MKrQiYvyHRieb8fwPAdG5GchnzsehzR2unsY6JCOqBp+tGonPtxVC6tJxp/uvRSXjy4YgJYSGU9E1dDWGUFrRwQtHWE0tYfRHAijORBCY3sYTYEwGv0h1PuDaPCH4Av2vZNuMckoih0h7+qIF/W4L3TqHfe8LEvaDRfjxihlklBUxcH6duyr8evX2qjz43BDACdaO8/6cy6bCcPzsjAsx45huXb9Pva4xG1HviP9vps0cJhzlEkiqoajjQHsqfFhX60f+2v9ONzQjqrmDpztrESHRUHZKTnnjT32uu0odFl5ip2B9SeXOGdIP0RVDY/8+R/4cFctLIqMl++eyQ430VmYFRkFTisKnNY+vT4YUdHYHkKdL4QGfxD1/hDqfEHU+0Ko84dQ79OXNQfCCEc1HG/pPG3KuVMpspQwjD3fYUWB04ICp1Uf7u60It9hQa5DH+7OKemIEllNCiZ43ZjgdScs7wyrONIYwOHGdhyqD+BYcwDVzR041tSBen8I/mAUu0/6sPukr9f3NSsSirNtKHHb4HHb4XXbMCzXjtJcO0pz9Y1YB6c2I6JBYFZkjCl2YUyxCzf1WB6Kqqhq6sChhnYcagjgWFMAVc0dqGrqQI0viEBYxb5aP/bV+nt9X0WWUOyywuPWp771uG0YltOdc6V5dmTbOLf4UMC/Zn0QjKjYW+PDnz4/iv/6x0mYFQkv3TUdV5UXprppRIZiMyv6H6Hcs893H4qqaOjZIY91xuM3XxCN7SE0BcJQNRFf3hdZFgW5WRbkOszIzbLAbdfvc7PMcMeex6eps5v0i8bZLbBb2FmnocVuUTDem43x3tP37neGVVS3dKC6uQMnWjtxoqVTv489bmgPIaKKHjvOWnr9jNwsM4pcNhS4LPEdePnOrsf69SG6nnOHGRENNKtJiXfGTxWKqjje0omq5g6cjGXbyR45V+cPQdUETrYFcbItCKC1189w2UwozrbFDwgUOLsOElgSMi/faUGWhV23TMV/uV5UHm/DP463YteJNnx1vA1f1/kRjY0tMckSXvzudCwYV5ziVhINXVZT3zrnEVVDcyCMhtgQ9sZ2fYh7Y3sITbFOeYM/hJYOfdh7RBXoCKvoCHeec+hsTyPys7DxX+ZfaFlEhmG3KCgvdqG8lw1VQP9u1vtDqG3rRE2bPiVk14bq8VgHva0zgpYO/ba/7tyf6bAoyHNakJdlQZ7DgjyHFXkOMwrjp6Do14gozrbxCDoRXTCrScGoQidGFTp7Xa9qAo3toVjG6VnX1Snv2uHYHAjDH4zCH2zHwfpzf6bNLOsXo3VYEm75TguKXTZ43N3XwnFZjX9h2kzCvzq9WPZ2Bb6ua09Ylu+wYFKpG9+7fCSu5BFuooxgVuT4xdcA91lfK4RAeyiKlkAETYFQ/Dz01o4IWjvCaOmIoDVhirrux247h4YR9YdZkePneJ+JLxjBydZONPhDaGwPodGv7zBraNevCdEcCKEptiMtrGoIhFUEmjtR3XzuHWZOa2yUSpY54b7QaY0NcdeHt5fk2GA18Qg6EfWfIkvd2yBlOb2+piMc1Uf/+LuzTc87PfeaA+H4slDsgrZdo4bOxW5WeozS6x6Zl++0JORcaa6dI4UGATvdvbh8dAGKs22YXOrGpGE5mFzqRombc5QSGZkkSXDZzHDZzBief/Yj6D0JIRCK9n7FUyI6f9k2M7I9ZozznP11XTvMGuMXatQ75M2BCJoDodipKPppKLW+IDrC+owL7aHoOTdcJQnId1jhtpvgtJnhsprgtJrgspngiD3W7xU4bSY4LPrzLIsSv8+y6PdWk8ztCCJKkGUxnXH4ek9C6CPxmtrDaAqETrk4bRgN7aH46Xa1viD8wSg6Iyo629TY0Pazy3NYkGM3w2nrzjin1QynVc+yruVdGee0mmC3KHBYFTgs3VlnMzPnziQjOt0rVqzAr3/9a9TU1GDChAl4/vnnMXfu3KR93hM3TkjaexORsUiSxD3ERCnUc4fZyALHOV/fHoqi3hfUR650dI9YaekIo94f0oe3t+jnogcjmn7Uqb1v14Q4G1nSjzzZ4xuoCqxmBXazDLtZgc2swG7Wl1lNMmxmBTazDKtJv7eY9Mf6fey5IsNskmFRZJgVGRaTBIuiwKRI+nNFjj82KxI3hokylCRJcMR28vXlwEBHOIp6Xyg+Qq+1IwxfbDaZen8o4Vob7aFovPN+4e3Ucy7LomdalkWJ51tXxtkt3dlmNcuw9bhPyDeTEn+s55ueY9bYc3Ms3yw9HptlOW1nxUj7Tvdbb72FpUuXYsWKFbj88svx+9//HosWLcKePXswfPjwVDePiIiIMojTaoLzDOdg9iSEQHMgHD9q1B6Mwh+KoD0YhS8YRSCk39pDqv44rB8974wdSe8I68u7RsJoAvoQ+LCa7BLPSJElmGS9E67IEsyKBJOsPzYpUny9Isux++5blkXBv983K2VtJ6K+y7KYcFHBubt5Qgj4OqM42dap51woEjvHPBp/HkjIODWeffo1cKIIhFR0RtTY+yG2PHU5J0uASZFhliX9Pp5t8mk5p8jozjtJX/fSXTOSctpg2ne6n3vuOXz/+9/HD37wAwDA888/j7Vr12LlypVYvnx5iltHRERERiRJkj6lYB+nPDyTqKrpwzxjG6IdYTX+PBiJPY6oCEX0dfp5m6ffh6MaQlEtdq8irOqPI6pAOKohrGqIxJZFVYGwevppL6omoGrnd0qMgzM0EBmOJElwZ5nhzrqwTqaqCXRG9E54MKyhI6J3yhNyLqwiGNUQjC0LRlWEIlqPew3hqNoj5/Ssi0QFIqr+PNIj5yKavlycMo+6JqBnot6yftciTn3DAZLWne5wOIzt27fj0UcfTVi+cOFCbNmypdefCYVCCIW6h4H5fL3PD0pElKmYc0SZw6TIcCkyXIM8F68Qegc7EuuAR1UN0dhGalQViGr686iqv05/rC9TNQFVCKiqvlwTAoM9YJM5R5Q5FFnSRxEN8swQXTkX1bpyTs+xSCzPIl1Z1yPn1Ng6VcSeq7G8i61P1rRsad3pbmxshKqqKC5OnJ6ruLgYtbW1vf7M8uXL8fOf/3wwmkdElBLMOSI6F0nSh4ybFMCOzDtKzZwjonPpmXPpfn0dOdUN6ItTL/whhDjjxUAee+wxtLW1xW/V1dWD0UQiokHDnCMio2POEZGRpPWR7oKCAiiKctpR7fr6+tOOfnexWq2wWi/s/CsionTGnCMio2POEZGRpPWRbovFghkzZmDdunUJy9etW4c5c+akqFVEREREREREfZPWR7oB4JFHHsFdd92FmTNnYvbs2Xj55ZdRVVWFJUuWpLppRERERERERGeV9p3u2267DU1NTXjqqadQU1ODiRMn4oMPPsCIESNS3TQiIiIiIiKis0r7TjcA3H///bj//vtT3QwiIiIiIiKifsmITveF6JrgnPM7ElG66Mqjrny6UMw5Iko3zDkiMrr+5JzhO91+vx8AUFZWluKWEBEl8vv9cLvdA/I+AHOOiNIPc46IjK4vOSeJgdoFmaY0TcPJkyfhcrl6ndvb5/OhrKwM1dXVyM7OTkELk8OodQGsLRMZtS7g/GoTQsDv98Pr9UKWL3wSiaGac4BxazNqXYBxazNqXQBzLtWMWptR6wKMW5tR6wKSn3OGP9ItyzJKS0vP+brs7GzD/ecBjFsXwNoykVHrAvpf20Ac+eky1HMOMG5tRq0LMG5tRq0LYM6lmlFrM2pdgHFrM2pdQPJyLq3n6SYiIiIiIiLKZOx0ExERERERESWJ8uSTTz6Z6kakmqIomDdvHkwmY422N2pdAGvLREatC8iM2jKhjefLqLUZtS7AuLUZtS4gM2rLhDaeL6PWZtS6AOPWZtS6gOTWZvgLqRERERERERGlCoeXExERERERESUJO91EREREREREScJONxEREREREVGSDOlO94oVKzBy5EjYbDbMmDEDmzZtSnWT+u2zzz7DjTfeCK/XC0mS8O677yasF0LgySefhNfrhd1ux7x587B79+4Utbbvli9fjksvvRQulwtFRUX49re/jf379ye8JhQK4aGHHkJBQQEcDgcWL16M48ePp6jFfbdy5UpMnjw5Pg/g7Nmz8eGHH8bXZ2pdp1q+fDkkScLSpUvjyzK1tieffBKSJCXcPB5PfH06f8+Yc+mLOZd5dZ2KOZc+37NMzzqj5hxg3KxjzmVebanMuSHb6X7rrbewdOlSPP7449i5cyfmzp2LRYsWoaqqKtVN65dAIIApU6bghRde6HX9r371Kzz33HN44YUXsG3bNng8Hlx77bXw+/2D3NL+2bhxIx544AFs3boV69atQzQaxcKFCxEIBOKvWbp0KdasWYPVq1dj8+bNaG9vxw033ABVVVPY8nMrLS3FM888gy+//BJffvklFixYgJtuuin+pc7Uunratm0bXn75ZUyePDlheSbXNmHCBNTU1MRvlZWV8XXp+j1jzjHnUoU5l5m1ZWLOAcbIOqPmHGDcrGPOZWZtKcs5MUTNmjVLLFmyJGHZuHHjxKOPPpqiFl04AGLNmjXx55qmCY/HI5555pn4smAwKNxut3jppZdS0cTzVl9fLwCIjRs3CiGEaG1tFWazWaxevTr+mhMnTghZlsVHH32Uqmaet9zcXPHKK68Yoi6/3y/GjBkj1q1bJ6666irx8MMPCyEy+9/siSeeEFOmTOl1XTp/z5hzzLl0wpxL79oyNeeEMF7WGTnnhDB21jHn0ru2VObckDzSHQ6HsX37dixcuDBh+cKFC7Fly5YUtWrgHTlyBLW1tQl1Wq1WXHXVVRlXZ1tbGwAgLy8PALB9+3ZEIpGE2rxeLyZOnJhRtamqitWrVyMQCGD27NmGqOuBBx7At771LVxzzTUJyzO9tgMHDsDr9WLkyJG4/fbbcfjwYQDp+z1jzjHn0gVzLnNqy7ScA4ZG1qXz7/98GDHrmHOZU1uqcs54s5r3QWNjI1RVRXFxccLy4uJi1NbWpqhVA6+rlt7qPHbsWCqadF6EEHjkkUdwxRVXYOLEiQD02iwWC3LYLR5WAAAHkElEQVRzcxNemyn/hpWVlZg9ezaCwSCcTifWrFmD8ePHo6KiIqPrWr16NXbs2IFt27adti6T/80uu+wyvP766ygvL0ddXR2efvppzJkzB7t3707b7xlzjjmXasy5bplQWybmHDA0si6df//9ZbSsY851y4TaUplzQ7LT3UWSpITnQojTlhlBptf54IMP4quvvsLmzZvP+dpMqW3s2LGoqKhAa2sr/vKXv+Cee+7Bxo0bz/j6TKiruroaDz/8MD7++GPYbLY+/1wm1LZo0aL440mTJmH27NkYNWoUXnvtNXzjG98AkL7fs3Rt10DL9DqZc5lRF3Mufb9n6dy2gWKEGo2Wdcy5bplQWypzbkgOLy8oKICiKKftjamvrz9t70Ym67oaXybX+dBDD+G9997Dp59+itLS0vhyj8eDcDiMlpaWhNdnSm0WiwWjR4/GzJkzsXz5ckyZMgW/+c1vMrqu7du3o76+HjNmzIDJZILJZMLGjRvx29/+FiaTCcXFxRlb26kcDgcmTZqEAwcOpO33jDmXOXUy53SZUBdzLv2+Z0Mh69L5998fRsw65ly3TKjtVIOZc0Oy022xWDBjxgysW7cuYfm6deswZ86cFLVq4I0cORIejyehznA4jI0bN6Z9nUIIPPjgg3jnnXewfv16jBw5MmH9jBkzYDabE2qrqanBrl270r623gghEAqFMrquq6++GpWVlaioqIjfZs6ciTvvvDP+OFNrO1UoFMLevXtRUlKStt8z5hxzLt0w59K7tlNlQs4BQyPr0vn33xdDKeuYc+ld26kGNecu+FJsGWr16tXCbDaLP/7xj2LPnj1i6dKlwuFwiKNHj6a6af3i9/vFzp07xc6dOwUA8dxzz4mdO3eKY8eOCSGEeOaZZ4Tb7RbvvPOOqKysFHfccYcoKSkRPp8vxS0/ux/+8IfC7XaLDRs2iJqamvito6Mj/polS5aI0tJS8cknn4gdO3aIBQsWiClTpohoNJrClp/bY489Jj777DNx5MgR8dVXX4mf/exnQpZl8fHHHwshMreu3vS82qUQmVvbsmXLxIYNG8Thw4fF1q1bxQ033CBcLlc8L9L1e8acY86lCnMu82rL1JwTwhhZZ9ScE8K4Wcecy7zaUplzQ7bTLYQQL774ohgxYoSwWCxi+vTp8akLMsmnn34qAJx2u+eee4QQ+uXvn3jiCeHxeITVahVXXnmlqKysTG2j+6C3mgCIV199Nf6azs5O8eCDD4q8vDxht9vFDTfcIKqqqlLX6D763ve+F/9/V1hYKK6++up4QAuRuXX15tSQztTabrvtNlFSUiLMZrPwer3illtuEbt3746vT+fvGXMufTHnMq+u3jDn0kOmZ51Rc04I42Ydcy7zaktlzklCCHHhx8uJiIiIiIiI6FRD8pxuIiIiIiIiosHATjcRERERERFRkrDTTURERERERJQk7HQTERERERERJQk73URERERERERJwk43ERERERERUZKw001ERERERESUJOx0ExERERERESUJO91E5yBJEt59991UN4OIKGmYc0RkdMw5SiV2umnIu/feeyFJ0mm36667LtVNIyIaEMw5IjI65hylM1OqG0CUDq677jq8+uqrCcusVmuKWkNENPCYc0RkdMw5Slc80k0EPZA9Hk/CLTc3t9fXPvXUUyguLkZFRQUAIBwO46c//SmGDRsGh8OByy67DBs2bBjE1hMRnRtzjoiMjjlH6YpHuon6SAiBpUuX4t1338XmzZsxZswYAMB9992Ho0ePYvXq1fB6vVizZg2uu+46VFZWxl9DRJQJmHNEZHTMOUoFHukmAvD+++/D6XQm3H7xi1/E10ejUdx99934+OOP8fnnn8fD99ChQ1i1ahXefvttzJ07F6NGjcJPfvITXHHFFacNbyIiSiXmHBEZHXOO0hWPdBMBmD9/PlauXJmwLC8vL/74xz/+MaxWK7Zu3YqCgoL48h07dkAIgfLy8oSfDYVCyM/PT26jiYj6gTlHREbHnKN0xU43EQCHw4HRo0efcf21116LVatWYe3atbjzzjvjyzVNg6Io2L59OxRFSfgZp9OZtPYSEfUXc46IjI45R+mKnW6iPli8eDFuvPFGfPe734WiKLj99tsBANOmTYOqqqivr8fcuXNT3EoiovPHnCMio2POUaqw000EffhQbW1twjKTyZQw9Ojmm2/GG2+8gbvuugsmkwm33norysvLceedd+Luu+/Gs88+i2nTpqGxsRHr16/HpEmTcP311w92KUREvWLOEZHRMecoXbHTTQTgo48+QklJScKysWPHYt++fQnLbr31VmiahrvuuguyLOOWW27Bq6++iqeffhrLli3DiRMnkJ+fj9mzZzOgiSitMOeIyOiYc5SuJCGESHUjiIiIiIiIiIyIU4YRERERERERJQk73URERERERERJwk43ERERERERUZKw001ERERERESUJOx0ExERERERESUJO91EREREREREScJONxEREREREVGSsNNNRERERERElCTsdBMRERERERElCTvdREREREREREnCTjcRERERERFRkrDTTURERERERJQk/x8p8YjvsBQ1IgAAAABJRU5ErkJggg==\n", 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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/DABCO/DABCO_1-50.0eV/DABCO_1-50.0eV_orb31_A1P.inp.out_BLM-V_2020-01-22_16-43-16.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 DABCO_1-50.0eV_orb31_A1P.inp.out, pType=a, thres=0.1113926349627392, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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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 (0.279241159160888+2.3918208852247662e-17j)\n", "Plotting data (No filename), pType=a, thres=0.0279241159160888, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 2.454402772598661e-16\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2017-02-22 15:34:54.606 (GMT -0500)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Wed Jan 22 17:10:14 2020 EST
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.7.5 64bit [GCC 7.3.0] \\\\ \\hline\n", "IPython & 7.9.0 \\\\ \\hline\n", "OS & Linux 5.0.0 36 generic x86\\_64 with debian buster sid \\\\ \\hline\n", "epsproc & 1.2.4 \\\\ \\hline\n", "xarray & 0.14.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Wed Jan 22 17:10:14 2020 EST} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.5 64bit [GCC 7.3.0]\n", "IPython 7.9.0\n", "OS Linux 5.0.0 36 generic x86_64 with debian buster sid\n", "epsproc 1.2.4\n", "xarray 0.14.0\n", "Wed Jan 22 17:10:14 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: 2020-01-22_16-43-16\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 (2017). *ePSproc: DABCO 1st attempt*. Dataset on Zenodo. DOI: 10.5281/zenodo.3629721. URL: https://phockett.github.io/ePSdata/DABCO/DABCO_1-50.0eV_orb31_A1P.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{ DABCO 1st attempt,\n", " title = {ePSproc: DABCO 1st attempt}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3629721},\n", " publisher = {Zenodo},\n", " year = {2017},\n", " url = {https://phockett.github.io/ePSdata/DABCO/DABCO_1-50.0eV_orb31_A1P.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.3629721.svg)](http://dx.doi.org/10.5281/zenodo.3629721) [![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 }