{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# XeF2 (4d delta, orb24-25, E2G/DG), 1-350eV Preliminary\n", "06/04/20\n" ] }, { "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", "from pathlib import Path\n", "import numpy as np\n", "import epsproc as ep\n", "import xarray as xr\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', '')\n", "dataPath = Path(dataFile).parent.as_posix() # Use first file for job info, and set dir for scanning" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS XeF2_2020, batch XeF2_highRes_wf, orbital orb24_E2G\n", " XeF2 wavefn run, orb 24/25 ionization (Xe 4d, E2G/DG), sph grid. Inputs based on original 2019 calcs, now with chunking for higher E resolution.\n", " E=10.0:10.0:150.0 (15 points)\n", "\n", "\n", "*** Found orbitals\n", "1 1 Ene = -1276.2548 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -202.4761 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -181.5792 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -43.1198 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -36.1973 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -25.8711 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -8.5562 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -6.2727 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -2.8143 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -1.5681 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -1.5619 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -1.0877 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.7372 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "32 32 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "33 33 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "34 34 Ene = -0.5518 Spin =Alpha Occup = 2.000000\n", "35 35 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "36 36 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 54 ZS = 54 r = 0.0000000000 0.0000000000 0.0000000000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 -1.9373220000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 1.9373220000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning dir\n", "/home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G\n", "Found 20 .out file(s)\n", "\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E159.0_10.0_299.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E153.0_10.0_293.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E2.0_10.0_142.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E154.0_10.0_294.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E1.0_10.0_141.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E151.0_10.0_291.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E158.0_10.0_298.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E8.0_10.0_148.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E7.0_10.0_147.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E156.0_10.0_296.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E9.0_10.0_149.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E3.0_10.0_143.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E10.0_10.0_150.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E4.0_10.0_144.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E157.0_10.0_297.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E5.0_10.0_145.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E160.0_10.0_300.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E6.0_10.0_146.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E155.0_10.0_295.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E152.0_10.0_292.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning dir\n", "/home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G\n", "Found 20 .out file(s)\n", "\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E159.0_10.0_299.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E153.0_10.0_293.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E2.0_10.0_142.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E154.0_10.0_294.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E1.0_10.0_141.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E151.0_10.0_291.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E158.0_10.0_298.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E8.0_10.0_148.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E7.0_10.0_147.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E156.0_10.0_296.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E9.0_10.0_149.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E3.0_10.0_143.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E10.0_10.0_150.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E4.0_10.0_144.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E157.0_10.0_297.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E5.0_10.0_145.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E160.0_10.0_300.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E6.0_10.0_146.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E155.0_10.0_295.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E152.0_10.0_292.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 45 DumpIdy segments.\n", "Found 45 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 45 sets of DumpIdy file segments, (0 blank)\n" ] } ], "source": [ "# Scan file(s) for various data types...\n", "\n", "# For dir scan\n", "dataSetXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n", "dataSetMatE = 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": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Stack multi-E Xarrays into single array.\n", "# Keep results as list for compatibility with rest of code (otherwise will slice Xarray)\n", "dataXS = [xr.combine_nested(dataSetXS, concat_dim = ['Eke']).sortby('Eke')]\n", "dataMatE = [xr.combine_nested(dataSetMatE, concat_dim = ['Eke']).sortby('Eke')]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Job & molecule info" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*** Job summary data\n", " ePS XeF2_2020, batch XeF2_highRes_wf, orbital orb24_E2G\n", " XeF2 wavefn run, orb 24/25 ionization (Xe 4d, E2G/DG), sph grid. Inputs based on original 2019 calcs, now with chunking for higher E resolution.\n", " E=10.0:10.0:150.0 (15 points)\n", "\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/XeF2_2020/electronic_structure/xef2_SPKrATZP_rel_geom_v2.molden'\n", "Initial state occ:\t\t [2 2 2 4 2 2 4 2 2 2 4 4 2 2 4 2 4 4 2 2 2 2 4 4 2 4]\n", "Final state occ:\t\t [2 2 2 4 2 2 4 2 2 2 4 4 2 2 4 2 4 3 2 2 2 2 4 4 2 4]\n", "IPot (input vertical IP, eV):\t\t 12.35\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['DG']\n", "Orb energy (eV):\t\t [-75.67486515]\n", "Orb energy (H):\t\t\t [-2.781]\n", "Orb energy (cm^-1):\t\t [-610358.94982105]\n", "Threshold wavelength (nm):\t 16.383801700510663\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[10. 0.81998167]\n", " [11. 0.80599244]\n", " [26. 0.9860914 ]\n", " [27. 0.98404896]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ep.jobSummary(jobInfo, molInfo);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1-photon ePS Cross-Sections\n", "Plot 1-photon cross-sections and $beta_2$ parameters (for an unaligned ensemble) from ePS calculations. These are taken directly from the ePS output file, `CrossSection` segments. See the [ePS manual, `GetCro` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/GetCro.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-sections by symmetry & type\n", "\n", "Types correspond to:\n", "\n", "- 'L': length gauge results.\n", "- 'V': velocity gauge results.\n", "- 'M': mixed gauge results.\n", "\n", "Symmetries correspond to allowed ionizing transitions for the molecular point group (IRs typically corresponding to (x,y,z) polarization geometries), see the [ePS manual for a list of symmetries](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/SymmetryLabels.html). Symmetry `All` corresponds to the sum over all allowed sets of symmetries.\n", "\n", "Cross-section units are MBarn." ] }, { "cell_type": "code", "execution_count": 7, "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": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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aRR8jTbP1TLKNdIWiDzGiIyG97Y4Vqamh+I47sQ8fRuYvftHj+pJOORmEoPbDD2MgnUKhOJSIlRHS3CH0E2BGdC+By4UQDzduMbpfTDEyM3vdCDEbGthz628wsrPJuWdOzCKBeKZNQ/N6qf1IPcAViUtjL22kF3tppWlSfPsdCCHof999MdMx7ymnEikrp2HNmtYzmCowhCL+aMnJCJut192xSufNI1xezoAH5vXI1bERW3Y2zvHjqfv0sxhIp1AoDiXaNUKEEBcIIa5vdv6lEKIwujVFupJSNl/R6zrgMWAN1qKF61tsCYeRldXrRkjZHx8huG0bA+beh+71xqxeYbeTNGsWdR8vUlGyFAmLkRmde9WLLln7/vlPfF9+Sfats7ENGBCzepNOnAW6Tu2iRa1nMNWq6or4I4RAz8jo1ZEQ3/LlVL/2Ohk/vAbXuLExq9dz/Az8a9YQqa2NWZ0KhSLx6Wgk5Bag+axnBzANOAn4WWsFpJTPSinnt7XFROoYY2Rm9qofrW/ZMir/9jdSv/sdPDNmxLx+72mnEqmsxL9qVczrVihigZHZ6CrSO0ZIcNcu9v7hQTwzZ5J6aWwjgevJybjGjcO39IvWMygjRJEgGBkZhCt7510mQyFK5tyDMaA/mT9r9fXfbTzTp0MkoiI9KhRHGB0ZIXYp5a5m559LKSuklDsBT2sFhBB3dHTTzuTpS7RkL2ZNTa/UbdbXs+c3t2HLy6Pfr37VK/fwzJwJuk7dZ2o4W5GYaNHRP7OuLuZ1Sykpvu12hK7T/97f9sqiZ+7px+Fft45Ia/IrI0SRIGjJXsza2OsYQOWLLxHYsoWc22+3wgHHENfEiQiXS81tVCiOMDpaMT2t+YmU8ufNTrPaKPNTIUR7LXoBXAHc17F4fYOe5MWsr0eaJkKLbcCwvQ89RGj3bga/+Dc0T6t2W4/RvV5cRx9N/eeL4cYbe+UeCkVP0JOs4Hi9YYRUv/Emvq+/Jue392Dr3z/m9QN4jptOxVNP4/vqa7ynnHzgRTUxXZEg6ElJBCtiv1hhqKSEsscfJ+nkk/GeemrM69fsdtzTplK/VBkhCsWRREct7i+FENe2TBRC/ARoa9z0eSwDpa0tE3iuuwL3Bk29tPX1Ma23fulS9v39H6RfdRXuqVNjWndLkk6YScP69YT37evV+ygU3aFRxyIx7qUN79vH3j/8AdekSTF3w2qOa9JEhMNB/RetNJLUSIgiQdA8Sb1i6Jfe/wCYJv1uvy3mdTfiOeYYgoWFhPtwxXeFQhFfOhoJuQl4UwjxPayQuwBTsOaGXNhaASnlnbETr2/QkqwRCrO2NmaTxs2GBorvuhv74MFk3dT7oxOemTMpe/RP1C9eQsq55/T6/RSKriAcDjCMmDeQyh5+mEhNDTlz7o75KGZzNIcD95Qprc8LUUaIIkHQPB4iMe5Mq/vsM2rff5+sG2/EnpcX07qb45o8BQD/ihV4Tzut1+6jUCgSh3bf2lLKvVLKGcC9wPbo9lsp5XQpZWnvi9c36L3QS1v+1FOEdu0i55570JzOmNXbFs6jjkJPTaVezQtRJCBCCHSPJ6ZGiG/FSqpe/TfpV12Fc9SomNXbFu7pxxHYsuXgyfXKCFEkCFqSNRISq9XHzYYGSu69D/uQIaT/8JqY1NkWznFjEXY7vuUrOs6sUCgOCzrVdSilXCilfCy6LextodpDCPGcEGKvEGJdrOrUkhrdsWLTQAoUFFAx/zlSLjgfz3HHxqTOjhC6juf446lbsjhmLyCFIpZoSUkx0zErUs8cjJwcsn5+fccFYoDnuOkAB0fwUeuEKBIELckDkQiyoSEm9VU88yyhnTvJuetONLs9JnW2hWa345wwHt+K5b16H4VCkTh0tE7IBCHEF0KIXUKIvwgh0ppdazeWnhDiuM6kdYMXgLNiUE8Tujc6aTYGMcqllJTcPQfN7Sb7llt6XF9X8Bx/PJGycgJbtvTpfRWKzqB5vTEbbax88SUCmzfT7/bbei3gQ0ucY0YjXC58K1YeeEEZIYoEIZYBIILbt1PxzDMkn3OOFUK3D3BPnkLD+g2Yfn+f3E+hUMSXjkZCngDmAOOBzcDnQohh0Wu2TpRtyZ+7JF0rSCk/BWI6c02LPrhj0UCqfv0NfMuWkf2rX2JkZPS4vq7gnmZNfvcvVz1JisRDS4qNO1aouNiK1HPiiX3qOy4MA9eECfhXtHAXUe5YigSh8V3W0yArUkpK7puLsNvJnt13nWnuKZMhHMa/Zm2f3VOhUMSPjoyQJCnle1LKKinlg8DPgfeiIxqt+vwIIY4RQtwAZAkh/l+z7Q46NlxighDiOiHEMiHEsrJOrITe5I5V17ORkKZIPZMnk3rJJT2qqzvY8vIwsrOVT62iT+iqnukxitxT+rv7rUg9d97RK2uCtIdr8iQaNm06sJGnjBBFL9Hld1l0VDBS1zMjpPb9D6j//HOybrgBW3Z2j+rqCq6JE0EI/MolS6E4IujICBFCiJTGEynlx8AlwIvA4DbKeLDC8BocGJo3CFzWU4E7g5TyL1LKqVLKqVlZbS1nsp8md6weNpD2/v4PROrq6H/PnF6N1NMWQghcUybjUyMhij6gq3qmeb2tL/bXBWoXLaJ2wQIyf/azXo3U0xbuyZMhEsG/tllPrVTuWIreocs65un5uyxSV0/p/ffjOGoMad/9Trfr6Q56SgqOESNUR5pCcYTQUYjeecAYoCkupZRyjRDiVKDVULxRQ+VjIcTzUsrCmEnaiwiXCwDT5+t2HfVffUX1G2+Qce21OEaMiJVoXcY9ZSq1775HqKgIW25u3ORQKFqieTw9chMx/X5K770P+7BhZFxzdewE6wKNPbW+FStomomi5oQoEoSmcPM9GNUvf/xxwnv3kvenRxFGR02E2OOaNImad97plcWDFQpFYtHuE0ZK+fc20ncKIX7WQd1PCyEOctmSUp7RBfn6BCEE2GzIUPfcKsxgkJI592DLyyPz/zr6t/Qu7imTAfAtX06KMkKOGGQoRKioiODOnQR37LT2O3cQ3rOHjGuvJeX88+MtIsJmQ4ZC3S5f/tTThIqKGPTXvyJ6OVJPW+heL44RI/CvWAmNAzHKHeuIQIbDhEpKCe3eRXDXLkK7iwjt2kVw9240j5vBzz8fbxGbwsGbgUC3yjds2kTliy+SetlluI4+OpaidRrXxIlUvfIKwYKCuHboKfoeGQ4TKi629GrXbkK7dxEq2kOotJRwSQkDHvwD7kmT4i2mIoa0a4QIIT6XUs6MHr8opbyy2eWvgMntFL+j2bETy42re0/GA2X6B3ASkCmE2A3cLaWc3+N6bTZkuHuNicr58wkWFjLwL0+jRUdV4oVj5Ei0pCR8y5ZbDc9wAOr2QurAuMql6DlSSsJ7ywhs3kygYCuhZgZHaM8eiOzvkdfcbmyDB2MbNBg9JaWdWvuOnhghgYICKp57jpQLLsBz7DExlqxruCZPouZ/byMHgNBQRshhhDRNQnuKCWzdQrCggODOXU2GRmjPHmj+jjAMbAMGYM/LxTGy99ep6QxNIxfdeJdJ06Rkzj3oycl9ssBuW7gmWsaPb9UqZYQchshwmOCuXQQLCwlu22bp2O6o0dHiPYbNhq1/f2w5ObimTEZzu+MnuKJX6GistXnsy7EtrrU7I1RK+WWLpE+EEJ90VrB26v1uT+toDWEY3WogBXfsoPzJp/CedRZJs2b1gmRdQ+g6rsmT9s8LWfY8LLwXfl0Att5fNFERG8z6egJbttCweTOBTZstw2PzZiLV1U15NK8X++DBuMaPJ/ncc7APGox98CDsgwahZ2T0+aTtjhCG0S1DX0pJyT2/jYa9/nUvSNY13JMmUfXPVwjUGDhTwxCogzkpcM5DMO3H8RZP0QkajY1gwVYCW7cS2BLdFxYim7nl6qmp2AYOxDVuLMlnnYVtYB72gQOx5Q3EltMvLu5K7SFsVuyX7rzLqt94E//KlfSfOxcjLa3jAr2EPT8fPTUV/8pVpF3WJ9NIFb2A6fMR2LaNYGEhgcJCggWFBAoLCO7YCc1+n3pamqVjEyaQfM7ZTfplHzQQIzsboetx/BSK3qajJ2h7q961uyKeECK52akGTAH6d1KuPqc7vbSNjSNht9PvN7/pJcm6jnvKVMo+/SPhykqM+r0QrIPqXZCpepUSDRkOE9yxg8DmzZbBsXkLgU2bCO3e3ZRHuN04R4zAe8YZOEaOtLYRw9HT0hLO0GgPYbNBKISUskty17z1Fr6vviJnzpw+D3vdGq7J1gCwv8xuGSH+aMTwRQ8oIyTBsEYP9xL45hvLyNhaYO0LCg4wNoysLOzDh5F6ySU4hg/HMWI4jqFD0VNT4yh9N4gaRV019ptHdky56MLekKzTCCFwTZyIf9UqkBIWPwJHfxe8OXGVS9E6kbo6Aps2EdiyleC2QgJRYyO8p3h/Jl3HPnAg9mHD8J58Mvahw3AMHYJ96FB0rzd+wiviTkdGSKoQ4iIsIyJVCHFxNF0AHfl4rMcyVAQQBrYB1/ZA1l7F6qXtmhFS8/Y71C9ZQr877sDWr+/CGHaEe9o0AHxfLyO50QNu3w5lhMQZGYkQ2FpAw9o1+Nesxb9uLcGtBchg0MqgadiHDME5fhypl1zcZHDYcnMPiwmawtbMVcTWuWjdkaoqSuf9HtfRR5N6eWL0itry8tCzMvGV+0gb4aNxUFg21FLtC5Lqjs98lSMdKSXhPXvwr19Pw4YN0W0jkfLypjx6ViaO4cP3GxvDh+EYNuzQMzbaYP9ISNeMkLI/PkKktpacu+9OiGeNa9Ik6hYtIlKwDP3DObD5ffjhe/EW64hGmiahXbto2LSJwDebrH3LDjOXC8eQIbinTMVx2RDL2Bg2FNugQWhxmsenSGw6MkI+Ac5vdnxes2uftldQSnlITULo6khIpKaG0gcewDluXJ+HMewI17ixCKcT39dfkzwpaoRUbY+rTEciodJS/CtX4l+zloY1a/Bv2NDU+6olJ+MaNxbPFVfgGDkC58iR2IcNQ3M44ix179HcVUR00gjZ+8dHiFRVkTP/2YRoHIHVU+ueNBn/4hIrwbSeGyLSwEkPLmLVXQkXe+Owo8ngWLPGMjbWr6dh/Yb97oq6jmPYMJJOOAHnUUfhHDMax/Dhh42x0Rbdccfyr1pF1b/+Rfo11+AcNbK3ROsSrokTAfBvLCAJoLYkrvIcaTR1mK1bS8P6qEG/efP+0UNNw56fb3WYXXopjtGjcI4YgdG/f8I8pxWHBh1Fx7qmM5UIIX4gpfxrizQDuA5onCixCHhWSpmQsziFzdalyXx7H36YSGUlA59+KuF8FoXdjmvSRHxffw3joyF89m2Pq0yHO9I0CRYU4Fu+At+K5fiXryBUVARY34dzzBhSL7kE14TxOMeNwz548JH3sO6iq4h/9WqrcXTVlTjHjOlNybqMa/Ikaj/4gJBfwxbZ3+Cr8nU/+peibcxAgIb1G/CvWmVtK1cSbly8z2aLuiuebhkcY8daATqcR94cONFFHZPhMMX3/BajXz8yr7++N0XrEq7x40DX8a3baBkhoe6Hz1d0TKi0FP/q1VZn2Zq1NKxb17RkgeZ24xgzhtSLLrKMjdGWQR/vIDyKw4NYzaq7Afhri7Q/Y01sfy56fgVWNK3rYnTPmNKVien+VauoeuVfpF15Ba6xLefrJwbuadMof+xxIjWp6GC5YylihjRNAt98Q/3Spfi+XoZv5UrMaC+snpmJe8oU0n9wFa5Jk3GOGhm3kLKJRFMvbScaSDIcpnjOPRhZWWT+4v/1tmhdxj1lCmDNC2luhChigxkI4F++nPolS/B9vYyGDRuans+2vDzcxx6La+JEXBMn4hw5QulXlP1GSOd+k/v+/g8CGzeS+8gj6Emejgv0EZrbjXPUKPxrN8BIIOSPt0iHDTISIbB5M75ly/EtX45/xQrCe/daF202nKNGkXLhhbiOnoBz/ATs+Udgh5miz4iVEdLaLNPjpJTNA41/IIRYHaP7xRxhsyGDHT+4ZShE8d1zMLKzyfp/N/SBZN3DM20a5VLiK6zAC1CljJCeEty9m/olSyzDY+kXRKqqACuai/f003BPnoJ76hRsAwceUhPG+wphdN5VZN/LL/7freUAACAASURBVCdk46gR5+jRCN3EV24n2VRGSE+RUhLYvJn6xUuoX7wY37JlyEAAbDZc48eTdtWVuCdNwnX00RidWDn8iEXXQYhO6ViodC9ljz6KZ+ZMvGcmnguha+JEqt94HTkchBoJ6TZSSoJbt1K/dCn1S5biW74cs9ZazNLo3x/3tGm4jp6Aa8IEHGPGHNYuwYrEI1ZGSGuRskwhRL6UcjuAECIfMGN0v9hj61z40IrnniewaRO5j/0pIRtHjTgnTEDY7fgKq/AOQbljdQMZDuNfuZLajxZS+/FCQjt2AmBkZ5N04ol4ZkzHfdz0hApKkMh0dtJscHcRex/9E55ZJyRk4wisz+LKCOEvs4MaCekWob178S1dSt3ixdQvXUqkzJpAbh82jNRvX07S8cfjnjoVzZO4z9lEQwhhjYZ04l1Wet+9yHCYnDvvSMhOE9ekSez7+98JVBs40xLSizthCZWUUL/0C+qXLjlQtwYPJvlb38I9dQruKVOwqQWNFXGmN0dCbgE+FUJsjl4fDvwoRveLOcJmw/T5KPvzn0n73vdajZMeKNxG+Z//jPeMM0g+/fQ4SNl5NIcD19FH49uxBoYADdXgrwLX4T0xs6eYPh91ixdT99FCKzpLVRXCZsM9/TjSr7gSz4zp2IcOTciXdqLTGB0rsHkzMhjAMXToQXmklJTMmQNA/zlzEvr/7MoMUrExCdPnRzkrdIwMhfCvWkXdp59S9+lnBDZtAqx1AjwzZljb8TOw5ahQrD3CZkOGwoQrKtoMaV2zYAG1Cz4k6+absQ8e3McCdg7XpOjk9HK7MkI6wAwErFH6zy2DPlhYCICeno5n+nQ8M6bjOe44ZXQoEo5YGSGLWyZIKRcIIUYBY7CMkA1SyoR17BQ2G75lX1gTHktK6H/vvQdcl6ZJ8V13IpxOcu68o41aEgv3tGmUL/uaSFCg26U1GuKaGG+xEo5weTm1H39M3UcLqV+6FBkIoKWkkHTiLLynnIpn5syEHvU6VGj0V9/9f/8HwJhvNh6Up+Z//6P+88/pd/vt2AYM6FP5uoo7K0TFBoGvYI81eVZxEJG6Ouo++ojajxdRv3ix5QZiGLgnTybrlzfjmTED55gxyuc8hgibjeo33qDyhRfIf/VVa5J3MyK1tZT+9l4co0eTcc3V8RGyE9hyc9HTkvFXNIbCVjQnUldP/WefUvPBB9R/8immz4dwOnFPm0bqpZfimTEdx8iRSrc6wfLly7MNw3gWGAeqT6kXMIF14XD4x1OmTNnb/EKXjRAhxEIp5SnN06SUP28tb9ToWNGsbKaUsry1vPGm0V8dwL9u/UHX9730Mv5ly63VZBPYJzkcMan2h9heUU+hM49xErbvzWZYXinsWQEDlBECEK6spOa996h5+x38K1aAlNhyc0n99uV4TzkV95TJnQ4jq+gcLf+fgYICHMOGNZ2HSkspnfs7XEcfTdr3vtvX4nWJcMTEmREEJFu+3s6kaGeyQbjLizEebpiBAHWffELN/96mbtEiZDCIkZWF98wzSJo1C8+MGehJymzrLYRhEKmoAKD2/fcOMkJKH3iAcEUFeU/8OaGfcUIIbCMG49tgLQbaEIrgtCVWJMq+JlJdTe3Cj6ldsID6zz9HBoPoGRkkn3uuNS/x2GPVehzdwDCMZ3NycsZkZWXt0zSt3YW4FV3HNE1RVlZ2VElJybPsX/YD6MAIEUKsaZkEjGxMl1JO6KIsLwFndbFMr1JYVsdTnxRw0l4fQ6JpgY0buXrOvyhNsxZ4H7h3O794Yx7fDJ7Azbsy4dHPEICmgUAgRNQfTQgEIEUDEa2SsNgHIgRIhNDQcGDgQhcOdFzYSEEX1legif31iGg9je2YsCmJRLfmx43noYhJbUOI2oYwvmCk6bM5wvCmBtWVqVQMDJGxfTFM/eFB/wMpJYGwSU1DCF8gQihiEopIwmZ0HzGb7hMxJVJak4BMaR3D/jRrb52b1sUD0vbnkwemt8wXzXOwrAfLfsB5K99xYxYRCpK+cilZSz4idcMKhGniGzCYsvO/T+XE4/Dl5lv/9BDwxa7279viTq2IepAs3anj4M/S9fueMCKTSYMOdi/sSx75cDPm0p18q1nas3f+mf8dexEAmhnhZ289TF6dn7ljLmbv40uadMDSC4EWTbB0LUJIlBDW92IKP5IgCNCwoWGg40AXbmzSiyE8GCRhCEerOtZ43KhPLX/34aguhCOSkGniC0So9AXZapc4UsLsK9wLUSNkoCjDH4rgtlt6Xe0LUeUPUh+I4Ata+tlcj01pHZvm/n2kmW7A/u/4gO+1UbcOPG36fRyUzoHXW6mqzfu1dX1/eQlmhLRNa8n5+hOyVy3FaPAR8KZQOv0MSqbOonrIqP0PtC+LO/dbb1WbW5e97To6QSeE6ShHqtvOj2YO6SBX7/JlYQX/Xr6by4Nm08jc1lfe5Gp9GjLaGz5585dc8dHrfDjpW7yzsAoWfobWTMea6wNCEhH7COo7CIsqTOEDIRFoCISlY7jQcWEIFzpu7KRhFynoQm/2DhMH3AMgIvf/5pu/zyJRfahtCFFWG+B6n86JdQbhBo199Q1kJ7vZVl7P3toGavwhAmGTYNgkGDEJhU3MVt4vZtN7p/Ed1No7rHN0OmsXKu0op62+hpxVS8lZvZSMzWvRzAj+1AxKjjuDkqOnUzl0NGg6+ICPt0Xr7ML9e+Hzd63Ozmf+zrRBDMnsFa+EccoA6T00TZNZWVnVJSUl41pe62gkZDtQA9wH+LHe359x4KKFnUZKmVAGCEBdIMxnW8qZGLDmzBfmjWbwni2cs+FDPjj3OjLKdnPZu49R703j04t/Rp7LfUDD25SWCkVkkAqxmAqxGB/bQHTut6zJJAwzBUNmYAv3x2b2x4jkYIv0B2n1Uhm6QNcEhmbtbTYNXdMwNIEmBHZD4HXY8DoNvE4byS6DwRluRvbzEl5+B7I8xNLIaM4p/BgZCvBJYTUfbijlm5Jadlb6qPIFCUUOX93Lr97DWTu+4pRdy/GG/JS6UvnXsJNYlDeJ7SmWocnqBlj9TXwF7SWSHEbcjZDlO/bhLm9oMkKK+uVz7Defs/GkCwjaXZz136cYVryFd8/7CfahQ8k9yLi19KxObqdUvE+NWIUpgl2SQZNJ2MxsjEgWNjMbW2QgtvAgNJmMlLJJxwzd0i233cDQo2mahqELbLqG06aT5XWgLRa4soIkb/chTRAajBfbeG1FER+sL2H1ripqGg5jX3YpGV5dxKk7lzGraDXpgVrqDScLB4xjUd5kVmcOw9R0KAAKtsRb2nbpzMBVe1nyMz1xN0JKahpYvLWc89FIAiqTM0mvKeek0nVsOepYBm5fz0Wf/I2ivJGsPfPb5Gl607vMlPt1LCIDlPIRFdqnBEVZ1wWROoZMw4hkYkRysUXysIVz0SM5NHq6aEJE32uWrunCerc5dA1NCPJSXcwa4WB00ghYtwp/uZ35by/mjUJBRX3X9D5edGUwtGVWeyTEMcXrOXnXSqaUfoNNRijyZPLasFksyZ3AlrSB1g2KgKLtnaozdrJ2MnMPPn9bzBqR1VtGiKYMkN4l+v89yNWto8UKzxdCXAT8BXhQSvmWECIkpexUvFchxARgJlY7YrGUsuXIStyZkJfK0t+cSlH5u9RsX8mkY45CT5uBPv85jsuy4/vqKzSPk0F/+yvHDWn9JfNF8RfMWXIfRXVFjEobxYkDr2VE2ghy3Dk4DSea0IiYEXxhH76QD1/YR02whnJ/OWW+Msr8Zeyu3c326o8IR9dy1IXO0NShjEkfw5j0MYxOH83o9NEk2bvmxrA3R+Jf1cBb/mM5V1vCn596hAeLxpHkMBg7IJlTRmWT5rHjdRoku2x47Do2XcOmH9jwat44E8J6iUDLHrT9x1q0B6zVnufm+VtLb8wvWn84tXR1aZlHCDBra/G//y7+N98ktGG9Ff/85FPxXHQx/acdwyRd46YWZdqrs7P3PahMi1wdPey7U0dHsiaCY9CLPzqW+i8FO9+3zqfPu5udP/oxv/zwCYRh4F+/gqybb+bm665ttbw/7GfeV/N4bctrJNuTuTj/fCZnT2Z46nCSHcm4DGvhrGAkSDASpCHSQHWgmupANVWBKvY17KOoroidtTvZUbONvb4vm+ru5+7H2IyxHJVxFGMzxzI2Ywxpzk4YbUvAnRmkaqvZFMFnnLaNO99cx6B0NxdMzGVQupt0jx2PQ8dtN3BF9UsXAk0DQ9PQtWijTNPQNNCjnQvQ7LsTjbtm36s44FLTdy4Oun5gxpblOlO2+W8uUlVF/dv/o/b11wlu3oyw23GfeCLec87BM2sWEx0OrudgfWlJZ36XnTIOjmDXt+ZcMDGXCybmsnXR7wnVVjDie5dQt/BjLlz0EsnuCqpeex37kMGc9LcXOK2VwCsAK0pXMPuz2ympL2FazjROH3wt4zPHk5uUS7I9GU1oSCQRGcEX8lEfqqcuVEddsI6aYA2l9aXsqd9DcV0xO2p3sHXfZ9SZltFg02yMShsV1TFL34alDsPQ2m6GmMvGsOk5ib/Cxpb1yzhq2Kmcf/QActNcpLhsOAwdh6FhNzRsuhYdcdn/7tjvYdDaO+rA0dBEoGHTJqr+9SrVb72FWVuLkZ1N8jU/IOW8cxk9ejSnJYicit5l9uzZOa+99lqGpmlS0zSeeOKJHaecckp9vOXqDTqcEyKlfEMI8QFwrxDix0CnHA6FELcD3wPejCb9XQjxspTy/m5L24s0+sZqbjdZN9yAWV9P3UcLcU+bRr/f3Ip94MBWy/3zm39y/1f3Mzh5MM+e8SzH5BzT7QdayAyxq2YXW6q2sKlyExsrN7JkzxLeKnirKc9A70BGp4/mqIyjmgyTTFdmm3W6+4WokAaV5UnsScnjnLL5pJ39JpfOGIXDOPz8axs2bKDyxZeoefddZEMDjpEj6XfbbSSfd26rEc8UfUdz/3P3lCkMeOB+9v7+DwibjZx7f0vaZZe1Wq6qoYrrFlzHxsqNXDP2Gq6bcF2XjfGW1Ifq2VixkfUV69lQsYENFRtYuGth0/UBngGMzYwaJtEGU4ojpeUnwpVpNbB80Qg+p2nLmad9n4W/PBFDP7zmN/rXrmXfSy9R8867yFAI57hx5My5m+Szz0ZPTo63eIpGwpZLru71kvvIIxTddBP7XvkX3lNOIWfO3W0+B98ufJs7Pr+DXG8uL5z1AlP6TWk1n+UaqZHiSGlFJ1qIYobZUbODbyq/4ZvKb9hQsYG3C9/mlU2vAODUnYxOH91kmIzNGEt+Sj6aiI6YGBJnagh/uZ3hYjdXXzSegenu7v5nEhLT56PmnXfY9+qrNKxeg7DZ8J55JqkXX4T72GMR+uH3nla0zYcffuh5//33U9euXbvB5XLJ4uJiIxAIHLbWZ6cmpksp64GbhRBHA9M7WfcVwBQppQ9ACDEXWA4knBESNsNEonquuVxodjv958yBaKjQtnh186vM/XIuJ+WdxLxZ83DbevZwtGk2hqYOZWjqUM7MP7MpvcxXxsbKjU0P8o0VG1mwY0HT9SxXFmMyxjAqbRTZ7mym5Uyjv6c/bpsbd3oDaF7GlW/jl/1/wMv23zFkxx1wzPNgtP8COVSQ4TC1H35I5Ysv4V++HOF2k3L++aRedinOceMSppfrSCcg9rsmCZuNlPPOI+W89j07fSEf1y24joKqAh475TFOGnhSTGTx2DxMzZnK1JypTWm1wVq+qfyG9eXrWV9hbc31LMeTw7CUYeR4chiXOY6RdhsDvEEMrx1/mZ29J0xjaMkn/DxnI4Z+TkzkjDcyGKTm/fepfOklGlavQXO7Sb3sMlK/fTnOUaPiLZ6iBaFIqGm9K+F04hg6hKH/eRNpmu1GSVq4cyG3f347k/tN5pGTHyHZHhuj0tAMhqUOY1jqMM4ZaumEKU121uxkXcU61pdbnQCvb3mdlze+DIDbcDMibQT5yfnk11VwdH+TpG8cjKGAAamumMiVCIT37WPfiy9R+fLLmNXV2IcPo99vbiX5/PNVh9kRTFFRkS09PT3scrkkQP/+/cP/+c9/vNdee+2gBQsWFAC88cYbyU8++WTWBx98UOB2uyf94Ac/2Pvpp58mp6SkRObOnbt79uzZA/fs2WOfN2/ezu9///vV8f1E7dMpI0QIYZNShqSUq4HV0bSOIl3taFG/ARR2W9JeImyGueDNC7h0ZxnHAZq7cw+5L4q/4L4v7mNm7kwePvlhbFrvRRnJcmeR5c5iVt6sprSaYI01WlJhGScbKzeyuGgxEbl/YnqKI4Wc/h5+lmtjyr6v+Huamz8NvIKZO16j/19mkn3CbGxjLwb7odmzZPr97PvHP6l88UXCxcXY8vLIvnU2qRdfrHpmE4z/bP0Pzyy4nT90sdzcL+fyTeU3PH7q4wf8/nsDr93LtJxpTMuZ1pRWHahmQ8UG1lesp6CqgIKqAtaWr+W1La/BAGuRypvzwozZ5eLZdEgNDmIsT/HRMie5Q09jQNKAmDXo+hLT72ffP1+h4rn5RMrKsefn0+/220m56EIV2SpBqQ/Vc8q/TuFJXwAXoDn3v8vaM0B21+7mts9vY0z6GB4/5fEed6Z1hCY08lPyyU/J59yh5wIQMSNsq97G+or1rCtfR0F1AYv3LOY//nKmj3Bz03qTl5N289zrZ5GfOswqn5zPkJQhDE4eTJYr65DpbAoVF1Px/PNUvfpvpN9P0mmnknHNNbgmTz5kPoOi97jwwgtr7r///gH5+fnjZs6cWfPd73638rzzzqu98cYbB+3Zs8cYMGBA+Lnnnsu4+uqrywH8fr928skn1z755JNFp59++rA77rgj97PPPtu8YsUK5zXXXDPkkDZChBAnAy8CDiHESuC6xhXQgQ+Aye0U9wHrhRDvY80JOQP4XAjxMICU8ubuCi2EOAt4FNCBZ6WUD3S3ri+Lv2Rn7U78DVbjXbg6NkLKfGXM/nQ2+cn5PHTiQ71qgLRFsj35oAZTKBJiV+0uNlRuoKS+xNpWvsCG4R5O+7iObM+7zA8I5udY7lti9QNkrvwd/Y0khnhysXuyyUwZTGbqELI8OWS5s8h0ZZLhyojLZ2wLs6GBqldeofyZZ4mUl+M+9lhy7ryDpBNPjOvQddgM4w/7KakvwWPzYGgGpjSRUmJiYkqTiBlhX2Afa8rWoAkNm2az/KylpPEPaDpvXvfu2t1sr9nOvoZ9hExrle4kexLVgWpCkRAhM0TYDB+wdxtubp56M5eOvDQu/5NG2ed+OZf0Ln41/y34L28VvMVPj/5prxsgbZHiSGH6gOlMH7B/AFhKSWF1Ibv/MpPdhoY+JI+UjTUYZTUsznDzfhhY/7S1AV5bEnnegeSn5JPlyiLNmUY/dz9yPDn0c/ejn6cfDt0Rl8/XEtPns4yP+fOJVFTgnn4cGb+7H8/xMw659QYKqwupCdRg1+3YNTtCiAP0bH8kMdmUXu4vp7CqkF21u2iINBAyQyTbk/GH/fjDfkKREEHTmncUNIPWyAOSkWkjmTtzblw/7783/xtf2EckZI2EaC5nh2XCZphbP7sVgeDBkx7sdQOkLXRNZ3jacIanDeeC4Rc0pdd9/gjbN98PpHPl1gaWDKhmu7GHr0u+piHS0JTPqTvJTcplUPIgRqSNIMmWxICkAeQm5dLf0590Z3rcG/iBwkIqnp1P9X//C1KScs45ZFz7YxzDh8dVrp5iSjM6z6Zz/9+IGYnOF9pKVaCKkBnCEAZ23U5NsIZgJEggEmjaNx577V4uH3U5w1KHdXyTQ5iUlBRz3bp1G9577z3vRx995P3BD34w7K677tp9+eWXVzzzzDPp119/fcWKFSuSXn/99W0ANptNXnrppTUAY8eO9TscDtPhcMhjjjnGX1RUlPDxmjsaCfk9cKaUcr0Q4lJggRDiSinlF3Q8r/Dt6NbIFz2QswkhhA78GTgd2A18LYR4S0q5oTv1HZ97PFcedSXGWy8AoLnafwhHzAizP5uNP+xn/hnz4/bQbg2bvt+dC4BQA7z3B/zHX8b2j99k1OKLuOZ330Ezqimp20Pxni8pKVnNTl8x/63dgrd6E9WlSw6qVwBJwiBZs5OsO0nWndTKEMWhOjJsSeQ40ujnTCfNnoLDcOGye3DqLhw2F07DhdBtCGEgdB0hbAjdIIIgKEPoQic/OR9TmoTM/Q3ppk2G0YWO1+7FY9qQ//0Q8bfXERX7CE8+Ct+dP6Zs7BAKzDDhXR81lWks37w+r91LlisLU5oHBAk44DjkQyLJdmXjMBzUBeuoDdZaW6i2adJz0wMyvP8h2RhUoLdIsiWRn5xP/6T+2DU7YTNMfbieAZ4B2HU7Ns2GoRnYNFvTcU2whkHeQb0qV0cYmsFbF77FFX85rdNltldv594v7mVy9mR+MuEnvShd1xFCMCxlKMN81gJqwWEDKKCG3/mOIe3/5lFTV8zuz+ZRtPl/7DED7LbVUuSr55PKTQSQRFoJSZlm89LPlUm6M51UZxqpznQchpttNdtwGW7yvHnkJuWS7kzHY/PgsXtIsiXhsXmavmtDM9CFboVHjTa4G/XBqTtbbSQ05hENAapfebXJ+PDMmE7m9dfjntL6vAAprcnJLXXVEAYpjpSm+zdOXK4J1lAbrG2awAyQ6kgl1ZGKrulUBaqoCdRQHaimJlhDXaiO+lB9u5vTcJLhysA0TUwsA7+x0dIQbjigkdpVUh2puA03hmZQ2VBJkj0Jj+Fp0jObbrPOHXYkkmAk/hGbrjrqKt7Y8ga63AxIhLPjDrVn1jzD6rLVzDthHrlJibeadpIQjLM1sCo1g1H1GVy843PQtmOOPIvS3Alsc3nZSYhd4Vp21RWxqXITH+/6+KB6nLqTAUkD6J/Un1xPLjnRTrZURypFdUXUBGsY6B3IYO9ga/TSkRyzjreGjRspf+JJaj/8EOFwkPbtb5NxzdW9tnp52AwTiASwa3Zs+sGfQUqJL+xr0sfakPV+84V8TcZ2Q6QBf9jPtupt9HP3Qxe61YkmIwfo/eZ9m1lfceC6ao1zhgRWdIDm50KIpndyRzh1J3bdjkN3YNftVAWqDnBTP5wxDINzzz239txzz62dMGGC/8UXX8x47rnndpxzzjnDnU6nPO+88/bZonMsDcOQWrSDSNM0HA6HBNB1nUgkkvBDax0ZIXYp5XoAKeW/hRAbgdeFELfSQchoKeX8GMnYkmOArVLKQgAhxD+BC4BuGSEAJ+eeyNrIC0DH7lhPr3mar0u+5t5j72R48Xr46nkoXg3Vu8FXAWYYpAk2NzhTwJUKzlRwpYE7HVzpzY7TDjx3pljxvmNF2HoJO4fkUunwMrVkK8fkjsFuRHs0R+3vHY/Ul6Pv3UCospCKyq2UV++grKGCsmAN5eF6qswANWYtNQJqNA2vlBwVClGhV1Bq7GaDYVCjaYR7obfJCEtOXiO5aIlJZi1sGAivnKWzcdBmKHkQSnp+DxcCDxpuNCRQRpgAEi8aXnS8aHjQSBYaWQgcaNgROIWGHRcO4cahabjQSMOgAROEQAM0mu2FwI3GWM2NE41Qi/BHTTH6o3GJrAe5Vd6LgfCbUF0KWaMACWE7hAGC1tZagPZ+3W+MxYocVxapnnSg45CfwUiQWz69BbtmZ97I72MsfhSKVkDlNqgthnDA0jHNaKZfjVv6gbrWfO9MAYfX0s2e/k7N/W6P9mSBzROmfm0B6UKQ4h1AytmPMvaM38POL6xt73qCFQWIfTsIherYq+uUGDqlhkGprlNi1FJq7KVS19ipaVRrOn5NMDgUJqDpfKALIl2QWZNgNsuegY4LjSCSEJJgdBMhkzNWSM7/wiTVB5uHaCw820XhwLWE1/+E8HpJmOgmmx238/i3o+EUOnUyhNmtfy4YCJKEDY9m4BEGScIgTRgM1Aw8woXb7qXaDFHvq43ql6VbDuw4NCdORzoDdBeDdA9BGSEo90siWtksTZOkanaG6R5SNDskD4CkfhCsb6ZXzT53c11zxn9+nQBm5Z2AHtkEdPwuW7V3FU+teYrzBp3O2fvK4K1fQOkGqC2BhmpLxwAcSc10LG3/e8udduA7zJVm6Zbh2L/p0X1332tR4y7z2Ck0rF0Hjy2FpY+jbVlA/w1v0B+Y0ZjX5ibiSKba5cVmT2KPrrNHhz1CskeaFNdWUFRbwnr5JVWd6DByCZ1kzY5X2LALHbvQsQkdm9Cie50wkhAmfjNMluFhkD2VIBEaZARXUR1jPyxh8PpaAg6N9SelUzCzH/aUTXhWz8G91kZESgIyQlCG9+/NCAEZJmBaaRFpEsG01lZBYhc6yYaLFN1ljd6F6igL1VEeqqPODBBq5pLt1Rzk2JPR0ag1A9RGGqiPBFrtCGmNVN1NvRlo0i8NgSF0dKFhCI1+Ni8/yp6OXej7Rxlb7lukGUIwxJ7OCEc6WY5UbNljaQjUEAo3kGrz4NQMDKE3iwTYzDvA03qAoMOJ1atXOzRNY/z48QGAlStXuvLy8oL5+fmhfv36hR566KH+77777uZ4yxkrOjJCQkKIHCllCUB0RORU4H9Au2NiQojjgLuxlvFquo+UcmTPRCYXaL6S3G7g2G7Xtm87ua/+mI1RvRWOtt0ivt7zBU+vforzbFlc+PpNEKyzHrI54yF3MniyrIaR0CDkA3+V9TD374OqneCvtNLaewA4kq0X2gFbqrV3Z0BKHqQOhPSh4O3ffmMq+gAXNgfLs0dxbMkGbG2sX6J7MmHILGxDZpED5LRVpxmxjJtQA4T9B+1DgXoCoVoawn4aQn4CkQbMSAhphpFmGMwQRMIIGcFuSuojfopDdRjSxJAmNtPaG6aJEQ6jr6jE/KwcURMhONBF5SU5ZA9J4kYBugQbYEiJgfUjM6Tcnyaj51KiS0k1EcpkEAOJRwrchht3JIgz1ICGOKCh0fjA1KzlJ6PJbTVEIs3ycGCeA4yCNupp87yV8CPgvAAAIABJREFUNBFtNm1533rh6/ZWfgMtzvsdBUPi487UxP9v777DoyrTxo9/70x6D0noVUqoigJRQbEsdkQQC75iQRd3f6sCi/taVkHFsvrqui7Yy2JBRFZ0QVY0rCiIZRVRFMGgoFJDTUIgdWbu3x9nAiFMMpMySQj357rONTPnPOec50zmycx9njb3alLcwQVDf/3kbtbuWcv0wnBav+obMatFVyfw6niiL4gIA0+ZU76K85wytutH57Fwj/M5q4q4nGAkOhGikio8T3DK34HXidCiC6T3hMR2h77PFb7o8bqJa1XC3tUbULcbCff9uwuPgmNOcxYODisY4S6hc1EunQt3O3kt3e+UKXcxlBUdeFRPGeIuguJ83J5ScjxF5HtL2e8pZb+Wsc9bRqG6KVMPbvX6Fue5FyXCq7gUBGW9uEGVSCBSIdKjdF3lpuvnXqL2K7s7hfHR4HDWtxPC8NCz1HOgDLlwHg+WKyUcp0w55Qtf+VXKgO0uoQRI8HpJVKcWNaFkHwleJUG9JHgVRcgLCyM/THCLkOxVkrxekrxKolc55L/wIZ9vqWJ9TbYd9oE4fD/1Op+tYLXoCv2vCD59KKz/gNSvZuHyfTTDoqtujlWwbzu3f3AzbdXFnz9+2bl5FpPifJd1GeoEHL4RqijZ6/suy4O9W2D7987ntqwGI4aGRRwMTCLjDpazqATf91oHSOkE7TMhrfvBv4PHKcexx59AwftZlHmTiRgx3fl/mL8Jdq93Hn2Bk6tkLy2K90JJARmeUjLcZQe+c5ylDLxuij1l7MRDnkBLj4dkj4fNLmGjS9gWJhSE4bvhJuwToVSgVKAM53WZCGWCUy5UiVJlZUQ4i10uuuz0ctky5fgfoShK+eBkZcXxHvJjdrK/eDf7SsLYFyZo+bDYvv0jVYn2PTqvIdL3/RUJhKGEKZSJsC0sjB9czg2zdI+H9m4P/T0eErxeYlSJ9irFYcJul4scVy4A3VSJ93pJ8C3Ocz3wOtarxKiXGK+Tj2jVwyd18KteGrkEJIBc9TbEn9kg52sse/fudU2YMKHj3r17XS6XSzt37lzy8ssv/wowZsyY3U8++WT4gAEDGv/OYj0JFITcDrSiwr1mVd0sIqcDNwbYdyZwK86IWJ4AaWvC36/uQ35Zi8gNwA0AHTsGaIpSWkirpI6Ee5w+87L2LRjQ1fmRL+L809r0XzZ8P5c/7VhCR7ebu7b9CH1GwrGXQ4eTILwGze683oM/msqXwj2+53ugeK/vh5VvydsExaud5yWVvhTjWjrBT7dh0GsEJLSqdG37nMfIeIaPH03J1BUUffstsccfH3x+KwtzOV8ikf4nDIrwLTXputqn0mv1eMifv4Bdzz9F2eYcYo47lvSbJzjt0utwBzuGaoKrSg7eIW2iVOt+N7+Ogi5nXi+0OIYW21ZwYK6idVnOj52IaOda9myAH7N4Z81rzHblMzZ/L2ck9oMRk6HnBU5NRrBUnc9+4R5f4O8rY8X5UFLg/Kjy/VChxPe4d+uh2yoHMbFp0P0sOPYyOOaMQ2pC8LqJa11C3oZiir//npjjjqs+f+FRkNDaWapR8a8bDrT3LXWhHg/5C95h1xNPULZlC7EDB5L+x0n0GjCAU+p47GYnf4vzOYiIdQLXcn4n8wlNf5kafZeFRdBCwnGV369YOxe6pDk3rsD5/K//EF27kCm7lpETHclLBRA/ZCL0vQRa9qrZ/xR3yeHfYe5iZ335o6ekwutS54ZVaeHBsrZ/pxPUFGw7WPOS2A5O+gNk3uB8/4ZFEONrFlj4xRckXTjcyWdyR2ephWigg28p15UAd1a1fOp176ELzrqyXTvZ9cwL5L21gLDoaFrccBktxlzMCfGxB9NKGM5tAShyFxMRFka4hPvKuu/4h9x40kNvSh3YXk3A7S9orxhce9wV8l1+Dm+F7xQJ8rHi+YLdp9Lj/l2Q+7Pze6Jiv7gDx6+U/7Tu1f2FmoVTTz218Ouvv/Y7c/Ly5csTyjuklyssLPy6/Pljjz22taptTVWgyQr/U/5cRCKBnjglIFtVA/XC26uq79Q9i4fZzKH/O9oDh7zxqvoczgSLDBw4sPp6x1a9cV37byLf6At4kDVvwYzXnbtCkfFQkMOnkS7uSk9FwqN44oRJxB57JUTUcqjAsDDnB1VNflSVKyt2mn3lb4Sd62DbN7DpC1j3Hiy6FY67As68y2lGAM4/eoCoBDqdfQrr7nWx76OldQtCQqzwyy/JefAvlKxd68xDMOUu4oYObfROhU1OE3g/gi5nYWFw9n2kUAbMd9bNvtS5OxqX5tQElOwlKzaGu1umMyi6NZMvXODUQtSGyMG7rCmdar6/6sEfWHs2wM61TpOqde/Bqteh86kw/PGD6T2lxLZ0ah33f/ZZ4CCkkez//HO2P/AgJT/+SHSfPrS+9946B/bNWlLj95Go0XfZMaeResHj8NhvAQhb8QxkP+nUpIeFQ+EuFJiR1ooPEqL4366X0n/wXU75rI0gg+mgeMqc5pYbP4PVb0LWnbD+A6cW0hVBdO9euJKS2P/pp04Q0hjKZzusVD+gHg+5b7zBzr89jrewkJQrriDtxj9UO8yuAE2nN2kjikuDlj0bOxdHhD59+vSKiYnxPvvss5sCpz5yBDtE7wXAM8B6nPLTRUR+p6qLqtltiYj8BXgLKClfWQ+zpn8JdBeRLsAWYAzOpIh1EkU44GHniEd4wrOYrfu2UOQtY2t6PBs9++mS0Im/nvE3OqU0YiQeEQ1p3Zyla4UqyR1r4auXYcU/IPtduPJNaD/wkCDElZxMbOYgCt5/n/RJE5vcD4+yLVvY/uijFCx6j/C2bWj32F9JOO+8JpdPU3tJyW0OPN886mlW/7qE/cW57A8LY61L+ffedRyXfhx/+80TRASYBC2kRJyyFtEGEttA5yEw6LfOndyVL8PiqfDqqIPp3cWER3uJ7tqefcs+Ju33v2+8vPtRtm0b2//yEAVZWUS0b0+7xx8n4ZyzrWw1Q6kxaQf64cj4dyHvG8p2ZVPqLSU/Lp3nPNuZt205o7qN4qrBU5rEzQwAXBGQ3sNZBlzjfJct/COsXwLRSYjLRezgk9n/ySeoapP57BZ9t5qce++lePVqYk8+idZ33UVU1+Y9epNpHN9///3axs5DKAQVhAB/Bc5Q1Z8ARKQrzshX1QUhp1R6BKcWpU6N01XVLSI3Ae/jDNH7j/LO83UR6XWq2+9b8wyrWpfSKakTseGxHBOdwti2gxnVbRTR4YGHPGwULXvBeQ85P5ReuwReuxR+t/SQIAQg8ZxzyLnnXkrW/Uh0Rl275tQPb2Ehu194kd0vvggipN18E6nXXUdYEEMlmyNLQszBO4MXrHoYb4XOwrHhsYztPZYJx09ouuUsPBIyxzvNW14fc3B94R4A4gf1YdcbWbh37yY8NbWRMnmQut3seXUWO2fMAK+X9EkTaTFuHGHV9HszR7YW0S0ob6vxyJaF/CsniyJ3kbMi1+l+f33f65lwwoQm80Per4HXwbdznZoR3yhV8UOGULDoPUp/+omo7o3bLMezdy87H3+c3Nfn4EpLpe2jj5J4wflN+z01pgkKNgjZUR6A+GwAdlS3g6qeWutcBaCq7wLv1ucxl43uykmvf8eqlAJmXzCPjBZH4GzAad1g7Dx45lRYdLvTbwWcToBAwrBh5Ey7j4L332v0IERV2fvvd9nx6KO4c3JIvOACWv7pFiLatAm8szkiJcUkH3h+fMvjuT3zdmco1IhY4sLjcNXnyHCh1ONcSOroNIsEp10zkHDiseya8z77PvqI5NGjGzGDzh3abXdPpWTNWuJPO41WU6YQ2b7xmxeZ0EqJTjkQhMz99V8M7zGSDgkdiHJFER0eTWabTI5JOqZR8xi0fpc6QUihc0Vxg51xsPZ9vLxRg5B9S5ey7a4puHfvJmXsWNIn3IwrIaHR8mPMkSzQZIUX+55+LyLvAnNxajMuxWkW5W+fK1T1dRGZ4G+7qk6vQ35DprB7O/587VoGthp4ZAYg5VK7wil/hA/vP9gh0VcTEp6WRmxmJvnvLCTtppsabfKxkh9/ZNvd91C0ciXRvXvT7q+PVjkfgWk+kqKdIOStwcLEEybSs8UR2hZYBDqdDN/6ghCP09o0qmt7wtu2oeCDJY0WhHj372fn9OnseXUW4amp1vTqKBMedvAr/cQOQ7j/lPsbMTd11Lb/IS8j2rYlKiODgg8+IPW6cQ2eHc++fWx/6CHy35xHVPdutH/6aWL6Vh5WxRhTE4F+hV7oW6KB7cBpwOk4g/1X1euqfH16FUuTlBDp/FDvkdI0minVycBxztCtXzgzNpcHIQDJo0ZStmkThStWNHi2vKWl7Jw+gw0Xj6Z0wwba3H8fnf851wKQo0RyVDKX3RHOnNNc9E3r29jZqZtWh//4kLAwEn4zjP3Ll+PZu7fBs1T45ZdsGHERe15+heTLL+OYd/9N4rnnWABylFnZ22lud0q7I3y8s5TDB6ZIGDaMopUrce/a5WeH0Nn/2WdsGDGC/LfeJnX8eDrPm2cBiDH1INDoWON8M5RPUNW/BXNAVX3K9zilHvLXYDy+cf/bJ9R1EMwmIC4NOg2BDR86Q0tWGMkr4eyzCZt2H/lvvU1cZmaDZalw5ddsmzKF0vXrSbzwQlrdcTvhLWoxQpg5YiVV6GxeX7MRN5quv3E6qEcnVZhPQki6cDi5r75KQVYWyZdcUu0h6ou3tJSdj/+dPTNnEtG+PZ1em2WB/VHs0RFK2Pku/p5Uy9HlmoqYw+9zJpw1jF1PPknBkiWkXHZZyLPgLS1lxyOPkvvqq0R27kzn2a8R079/4B2NMUEJ2B5HVT3AiPo4mYicWx/HCYV83xwcbeKaSZ+E8tGz1HPICChhMTEkXnABexctwp2bG/JsePbtJ2faffx65ZV4iwrp8NyztHvk/ywAOQolRyUHTnSkaN0X/vg9nHbbwXUSRnS/fkR26kT+glCMTn644uxsfrnkUvb84x8kX3opx/zrbQtAjnJu8VIaIXQ50oMQPzV4URkZRHToQMF774f89KW//MKvY64g99VXSRk7li5vv2UBiAmZffv2yaBBgzLcbjfZ2dmRmZmZGQALFy5MSEhI6N+rV6/exxxzTJ9bbrmlDcD06dNTr7766kMmysnMzMxYtmxZLEC7du36BTpnZmZmRnZ2dmR5+h49evTu2bNn7549e/ZevHhx3MKFCxPOOOOMbhX3GT16dOeZM2emVN5/8ODBPXbu3Fnjjp3Bdgr4VESeEJFTReSE8qWmJ4OmOx+WyzcZVYvoZvLjuNtvqtzU4uqr0JIScl+bHdIsFHz0ERuGDyf39ddJGTuWru+8Q/zQRp652zSa8iaPqdGNP3JUvUhqD3EVWpiKICIkXjSCwi++oHRT6IZzV4+HXc8/z8+XXIp7zx7aP/M0babdS1ic/0lEzdGjd2pvoJncUDvx/8GAg/0/RISkCy9k/2efUbZtW8hOm//OQn6+eDSlW7bQ/qknaX3XnTZiowmpGTNmpI0YMSI3PPzwBkoDBw7ct3bt2jXffPPN2jfffDP1448/Dsk0M0uXLl33ww8/rPnhhx/WnHXWWftrsu8VV1yx+9FHH61xl4tgR8ca7HucVmGdAmdWTigiEapaVnk9gKreVbPsNZw7T7qT3qm96d+ymdzpaNm7yk1R3boRf9pp5L72GqnX1/9wuO7du9n+wIPsffddpwPf43+zO0iGMAljxpkzjtwO6f5EV5jPxDdrdvLo0ex66mlyZ71Gqztur/dTlm7ezNbbbqfoq69IOOssWk+7t9qJ0czR5bmzniNnfw5hIZrFvUGd99Bhq5IuHsWup54if/78ep+Tx1tURM4DD5D/5jxiTjiBdn991EZsPMr875urOqzLKajXH/k9WicUPnLJcdXelZo7d27qnDlzNgC4XC5NTk52V06TmJjo7devX2F2dnbAcdZTUlIO27+y5ORkt8vlqn4S1CD3HzNmTN7gwYN7Pvzwwzk1OUZQ/6VU9Qw/y2EBiM8WEXleRM6UI6hHZMvYlvzuuN81j3/c4FRln/0AnOm/a07q727Ak5vLnpdeqrdTqir58+ez4fwLKFi8mLSbb6LLvHkWgJgDTu9wOq3j6mGG5aZCKtY+O//uIlq1IvGcc8ibNw/PvhrdTKqWqpI3bx4/j7iIkuxs2jz0F9pN/7sFIOYQSVFJR/YIjwFEtm9PbGYmefPeQj2eejtuyY8/8vOll5I/7y1Sf/87Or3ysgUgpkEUFxfLpk2bojIyMkoBunXrVpaVlbW+crqcnBzX119/Hde/f/+iQMdcvXp1wMkNs7Ky1nfr1u1ApcFpp53Wo2fPnr2PPfbYoO4UVtw/PT3dU1paKjk5OTVqkhXsjOlJwN0cnGhwKTBNVfP9JO8FXAJMAV4RkTeB11X1vzXJmKkHg2+qclPsCSc4nfyef4Gk0aOJaNmyTqcq3byFnHvuYf/y5cQcfzxt7ptGVLdugXc05khW8T5LhRsYLa65mr3//je5r88mbfz4Op/GvXs326bezb4PPiA2M5O2f3mQiHY274c5OqVceSVbJk6kYPFiEs+tW1dTVSVv7j/Z/uCDhCUk0PHFFw7MSWKOPoFqLEIhJycnPCEhocqaixUrVsT36tWrd1hYmE6cODFn4MCBxZ999pnftrd1ufe/dOnSdW3atDmQDxHxW0tS1frU1FT3xo0bI1u3bh0wSCoX7G3/fwAFwGW+ZS8w019CVd2tqs+q6hlAJvAz8LiIrBeRB4LNmAm9lrfcAm43OXffg2rtauS0rIw9L7/MhhEjKFq5klZT7qLTa7MsADFHh4o1pxX++ccceyzxp5/O7ueer/MAEAVLPmTDiIvYv2wZLW+9lY4vzbQAxBzVEob9hsjOndn13HO1/u4CZ+bzLX+cTM7ddxM7YADHvP2WBSCmwcXFxXlLS0ur/D1e3ifk+++/X3vrrbfuBEhLS3Pn5eUdUuuQl5fnatWqVcBmWMFq2bKlOz8//5DKitzc3PD09HS/5ygpKZHY2FhvTc4RbBDSVVXvVtUNvuVeIOC0q6q6FXgReBoniPltTTJnQiuyc2da/ukW9n34Ya06qe//9FM2jBrF9r88ROyggRyz8B1aXHllo02CaEyDOyQIOfRz3/KWyc7kgX97vFaH9uzdy7YpU9j8hz8Qnp5O53lvknrdOCtf5qgnLhep48dTsmYte999t1bHKPrmG34edTEF//kPLf90Cx1eeJ7w9CY7lZlpxtLT0z0ej0cKCwuDrsY45ZRT9n/11VfxGzduDAdYtmxZbGlpaVjXrl1LK6c9+eSTe/z88881Hhe/b9++Jdu3b49YuXJlNMC6desif/jhh5iTTjrpsJoOr9fLzp07IzIyMkpqco5gO6YXicgpqrocQESGAFVWt4hINM4kh1cAQ4D3gDuArJpkzoReytix7P/kU7Y/9BBhsbEkXzwq4D5Fq1axc8YT7F++nIgOHWj/5BPEn3mmTYpmjj6HBB6Hfv6junenxbXXsucf/yD+9NNJOPOMoA6pqhQsWkTOg3/Bs2cPqeN/S9rNNxMWGVmPGTfmyJY08iJyX3+d7Q89RPzQobgSEgLvhFN7v/vFF9k54wkiWrem86xXrd+iaXRDhw7Nz8rKih85cmRBMOk7dOjgfvjhhzede+653b1er8TFxXlmzZq1weU6tEuGx+Ph119/jaqq9qI6MTExOnPmzA3jxo3rXFJSEhYeHq5PPvnkr6mpqYd1xlq+fHns8ccfvz8iomaxTrBByO9x+neUDwWTC1zrL6GIzAaGAcuA2cD/qGpxjXJlGoyEhdH20UfYfPMEtv35zxStWkX6pImHdXbV0lIKPvyIvDfeYP+nn+JKSaHl//4vKVeNtR9H5uhVTU0IQPqkiez/7DO23norHWf+g5h+1Q/dXpy9jh2PPML+5cuJ7tOHDs8+Q0wfm5nZmMrE5aL13Xfzy+WXs/X2O2g/Y3rAWsLiH35g65//TMmatSSefx6t77kHV2JiA+XYmKpNnDhxxyOPPNK6chAyfPjwguHDh/sNTMaOHZs3duzYvOqOu3Llyujzzz8/Nz4+vtp2i1u2bPnO3/qzzz57/9lnn/1DoPzPnDkz9Q9/+MOOQOkqCyoIUdVVwHEikuh7vbea5O8Dv1PVoKI50/hcCQl0fOF5dvz1Mfa89BL5CxYQl5lJZOdOqNtD6c8bKPz6G7SoiPDWrUmfPJkWV/6PzUlgTBV9QsqFRUbS4emn+HXsVWy87nraTLuXhHPOOeTHkqpS9M035L42m73//jdh8fG0+vMdpFx5JeKq8dxPxhw1Yvr1pdUdd7D9gQfYNnUqbaZORfzcFHPv2sXOJ58kb+4/cSUn0+7vfyfxnLMbIcfG+DdkyJCiL7/8cq/b7cbfXCG1NWjQoOJBgwZtrrcDVqFv375FF110UY1/99foSisGHyJygqqu9JPmZd/2VsCDQDtVPVdEegMnq+qLNc2kCT0JD6fVbbeSPPpicmfPZv/n/6Xwyy8hPJyItm1JHj2a+KGnEjdkiP0wMqZcgCAEIKJ1azq98jKbbryJLX+cTGTnzsQNPpmwpCTc23dQuGIFZRs3EhYXR4vrxpE2fjyu5GY0u7wxIZQy9krcu3ex+5lnKV6zhrTx44nudyyglGRns/fdRRQsXox6vaRcfhlpN99sw1qbJmnSpEm7GzsPtXXLLbfsqs1+dQm3/h9Q3diTL+GMoHWn7/U64A2cjuqmiYrq1o3WU6c2djaMOTJU0yekooi2beny5j/Zu3Ah+fMXkD9/Ad7CQlypqcT07Uvqb68n6YILrHbRmBoSEVpOmkR0z17sePRRtvxx8iHbwxITSb70UlpcNZbIzp0bJ5PGGL+qDUJEZIiqfiIiUap6SI93VQ00+H2aqs4VkTt86d0iUn8zCxljTGMLoibkwGaXi6SLLiLpoosApxmWDeZgTP1IPPccEob9hqJVqyhZvx4JCyOySxei+/YlLCrgBNPGmEYQqCZkOjAA+Aw4oYbH3i8iqYACiMhJgL/JDY0x5sgUVn3H9OpYAGJM/ZLwcGIHDCB2wIDGzooxJgiBgpAyEZkJtBOR6ZU3quqEavadDCwAuorIJ0A6zkzqtSYilwL34MzKnqmqK+pyPGOMqZMgm2MZY4wx5lCBbt0Nxxntqhj4ys9SJV+n9dOAwcDvgD6q+m0d87sauBhn+F9jjGlcAYboNcYYYwLZt2+fDBo0KMPtdpOdnR2ZmZmZAVBQUBA2YsSILj169OjdvXv3PgMGDMjIz88Py87Ojuzevfsh47dPnjy57dSpU1sBjB49uvPChQurnTxn8uTJbadPn55anr5du3b9MjIyenfu3LnvqFGjOlec4DA2Nvb4ivtOnz499eqrr+5Y+Tg33HBD+wULFgQ3aQ8BakJUdRcwR0R+UdXPgz2oiPQELgLa4TTH2gq4gYBjDQfIz1rf8etyGGOMqR816BNijDHG+DNjxoy0ESNG5FYenvfBBx9s2bJly7IFCxb8DLBq1aqoyMjIauf8qK37779/87hx43K9Xi/33XdfyzPOOCPjhx9++D46Ojro8/3pT3/aMW7cuE4jRowIarjeYEfHmiUi24GPcWohPlFVv/07ROQ2nJnS5wBf+Fa3xwlm5qjqQ0Ges9ZE5AbgBoCOHTuG+nTGHJWsnGE1ISakrIwZ08D+dWMHdqyJrddjtuxdyMgnN1WXZO7cualz5szZAOByuTQ5OdkNsG3btohOnTqVlqc77rjjSqo6RkWJiYmeqKgob3Vp4uPjPTExMYelCQsL4+67797xzjvvpLz55ptJgSZErHicHj16lObl5YVv3LgxvGPHjgFnaQ92ssJuItIROBWnidZTIpKnqv39JL8ep+lVWcWVIvIY8D1QbRAiIv8BWvvZdKeqzg8yv88BzwEMHDgwJBGjMUc7K2dYnxATUlbGjGn+iouLZdOmTVEZGRmlAN26dSvLyspaD3DDDTfsGj58eI/58+enDB06dO/48eN39+vXL2AgMnPmzGqDHoBp06Ztr277scceW7h27dromh6nX79+hUuWLIm/9tprqw1eIMggRETaA0NwgpDjcIKJ5VUk9wJtgV8rrW/j21YtVR0WTJ6MMabRWU2IMcY0HwFqLEIhJycnPCEhwW+tweDBg4t+/vnn7/71r38lLl68OHHw4MG9li5d+kN8fLzf39P12V1Btfr7HiLiN0F6erp7y5YtkcGcI9hvzY3AJGCRqp6sqheo6l+qSDsJ+EBEFonIc77lPeADYGKQ5zPGmKbP+oQYY4ypg7i4OG9paWmVv8eTkpK811xzTd6sWbM2jho1as/8+fOTWrVq5c7Pz3dVTLdnzx5XWlpawCZQwfruu+9ie/fuXQQQFRXlLS4uPvAlt2fPnvCqzlVcXCz+mnn5E2wQcjzwCvA/IvKZiLwiItf7S6iq7wE9gHtxRtbKwhlWN8O3rdZEZJSIbAZOBv4tIu/X5XjGGFMnFQMPqwkxxhhTQ+np6R6PxyOFhYWH3cnKysqK27lzpwucH/fr1q2L7ty5c2lSUpK3ZcuWZfPnz08A2L59u+ujjz5KOvPMM/dVPsaNN97Y7pVXXkkONj9er5f777+/5c6dOyNGjx69F+DEE08seOaZZ1qAM5LX22+/nTJs2DC/nc/Xr18ffdxxxxUFc66gvjVVdRXwMjATWIIz9O6UatJ7VfVzVZ2nqm/6ntd5tnRVfVtV26tqlKq2UtVz6npMY4ypNQs8jDHG1NHQoUPzs7Ky4iuvX7duXfSQIUMyevTo0btv3769+/fvX3jNNdfkArz88ss/P/jgg2169uzZ+7TTTsu47bbbtvbp0+ew/iJr1qyJadu2bVnl9ZXddddd7TMyMnp36dKl74oVK+KWLFmSXT4y1tNPP71p/vz5KT179uw9YMCAXiNHjsw977wvBqgTAAAZkklEQVTzDgt4SkpK5JdffokaOnTo/mCuO9g+ISuAKOBTnL4gQ1W1cp+PYI6zUFWH13Q/Y4xpkqxPiDHGmDqaOHHijkceeaT1yJEjD6lduOmmm3bfdNNNu/3tM2DAgOL//ve/6wIdu6ysTIYNG1ZtUDBv3rxfqtvepUuXsg8//PCnQOd64403ki688MLciIiIQEmB4IfoPU9Vd1a1UUSuUdWXgzjO+CDPZ4wxTZ/1CTHGGFNHQ4YMKfryyy/3ut1uKs8VUlfLly//sV4PWA232y1TpkypdtStioJtjlVlAOITVIdzVd0WTDpjjDkiWE2IMcaYejBp0qTd9R2ANLTrrrsuNy0tLejuF/X1rXngFqCIxIvINBH5XkTyRWSniHwuItfW07mMMaZpsHlCjDHGmFqpryCk4ljBrwEbgHNwRsiaDlwFnCEiD9bT+YwxpvFZTYgxxhhTK/VeEwJ0VtWXVHWzqj4GjFDVH4FxwMX1dD5jjGl81ifEGGOMqZX6CkI+qfB8v4icAiAiFwJ7wBm2F2uvYIxpTqwmxBhjjKmVoL41RWSiiCSK40URWSkiZ5dvV9WbKiT/PfCYiOQDtwETfMdIB56sx7wbY0zjsj4hxhhj6mjfvn0yaNCgDLfbTXZ2dmRmZmYGwMKFCxMSEhL69+rVq/cxxxzT55ZbbmkDMH369NSrr766Y8VjZGZmZixbtiwWoF27dv0CnTMzMzMjOzs7sjx9jx49emdkZPQeMmRI940bN4YDxMbGHl9xn4rnnTx5ctvp06enAtxwww3tFyxYkFDT6w721t11qroXOBtIx2la9ZC/hKr6rapmqmqSqp6iqtm+9TtVdXpNM2iMMU2W1YQYY4ypoxkzZqSNGDEi19/oWAMHDty3du3aNd98883aN998M/Xjjz+ODUUeli5dui47O3vN8ccfXzh16tQ2Ndn3T3/6046HH364dU3PGexYYOW3+M4HZqrqKpGqG0CLSFdgFNABcAM/Aq+ran5NM2iMMU2W9QkxxphmY8onUzr8lPtTvf7I75bSrfC+Ifdtqi7N3LlzU+fMmbMBwOVyaXJysrtymsTERG+/fv0Ks7OzowKdMyUl5bD9K0tOTna7XC6tvP70008vmDFjRstA+8fHx3tiYmK8AD169CjNy8sL37hxY3jHjh0DnrtcsLfuvhKRLJwg5H0RSQC8/hKKyATgGSAaGATE4AQjn4nI6cFmzBhjmjxrjmWMMaYOiouLZdOmTVEZGRmlAN26dSvLyspaXzldTk6O6+uvv47r379/UaBjrl69em2gNFlZWeu7detWVnn9ggULknv37h3wHNOmTds+fvz43PLX/fr1K1yyZEl8oP0qCrYm5HqgP7BBVQtFJBWnSZY/44H+quoRkceAd1X1dBF5FpgPHF/FfsYYc2SxmhBjjGk2AtVYhEJOTk54QkJClbUHK1asiO/Vq1fvsLAwnThxYs7AgQOLP/vsszh/aatppBTQaaed1iMsLIxevXoVPvbYY1uqSicih9WeAKSnp7u3bNkSWZNzBhuEKNAbGA5MA+JwajqqO64HiAISAFR1o4hE1CRzxhjTpFkQYowxpg7i4uK8paWlVbZMGjhw4L4PP/zwp4rr0tLS3Hl5ea6K6/Ly8lytWrUKuilUZUuXLl3Xpk2bQ/aPioryFhcXS3R0tALs2bMnPC0tze85iouLpbx5VrCCbY71FHAycIXvdQFVj3T1AvCliDwHfAY8AQdGx9pTk8wZY0yTZh3TjTHG1EF6errH4/FIYWFh0HeyTjnllP1fffVVfPkoVsuWLYstLS0N69q1a2nltCeffHKPn3/+uVaVACeeeGLBM8880wKcEbzefvvtlGHDhhX4S7t+/fro4447LmAzroqCrQk5UVVPEJGvAVQ1V0T8Vrmo6t9F5D9AL+AxVf3Bt34nMLQmmTPGmCbN+oQYY4ypo6FDh+ZnZWXFjxw50u8P/Mo6dOjgfvjhhzede+653b1er8TFxXlmzZq1weU6pHIEj8fDr7/+GpWenl6rGpKnn35603XXXdfpmWeeaaWqjBkzZvd55523r3K6kpIS+eWXX6KGDh26vybHDzYIKRMRF06zrPJajSqrXFT1e+D7mmTEGGOOOBWbYFlNiDHGmFqYOHHijkceeaR15SBk+PDhBcOHD/cbmIwdOzZv7NixedUdd+XKldHnn39+bnx8vN9+HOW2bNnynb/1Xbp0KavcFMyfN954I+nCCy/MjYioWYVLsN+a04G3gZYi8gCwHHjQX0IROVZEPheRTSLynIikVNj2RY1yd/ixHxGRH0TkWxF5W0SS63I8Y4ypk0OCEKsJMcYYU3NDhgwpOv300/e63bXu0uHXoEGDil944YXN9XpQP9xut0yZMmV7TfcLKghR1deAW4G/ANuAkar6zyqSPwXcA/QD1gHLffOGANS1Y/pioK+qHus79h11PJ4xxtQPqwkxxhhTS5MmTdrtb7LCI8F1112Xm5aW5qnpfkFfra9vxw8AIpIsIneq6gN+ksar6nu+54+KyFfAeyJyFb7mXLWlqlkVXn4OXFKX4xljTP2xmhBjjDEmWNXeuhORDr4mVQtF5LciEisif8WphahqNkURkaTyF6r6ITAaeBXoVF8ZB64DFtXj8YwxpvasJsQYY4wJWqBvzVeArcAMoA9O7UNb4FhVnVjFPg/jjIx1gKp+C/wGeCtQhkTkPyKy2s9yUYU0dwJu4LUqjnGDiKwQkRU7d+4MdEpjTC1YOavE+oSYemZlzBjTnAVqjtVCVe/xPX9fRLYDg1S1pKodVHV2Fes34symDoCIzFDVm/2kG1ZdhkTkGpxJE3+jqn6bd6nqc8BzAAMHDqxTEzBjjH9WziqxmhBTz6yMGWOas4DfmiKSIiItRKQFkAPEVnhdF0NquoOInAvcBoxQ1cI6nt8YY+qR1YQYY4ypuX379smgQYMy3G432dnZkZmZmRkVt48bN65Dy5Ytj/V4Dvb9nj59eurVV1/dEWDy5Mltp06d2gpg9OjRnRcuXJhQ3fkmT57cdvr06anlr8vKykhJSTnuxhtvbFcxXWZmZsayZctiAdq1a9dv27Zt4eXPAbZu3Rp+6qmndq/tdQcKQpKAryosicBK3/MVtT1pHTwBJACLReQbEXmmEfJgjDGHs+ZYxhhjamHGjBlpI0aMyPU3OpbH4+G9995LbtOmTemiRYuqDS5q66233krq0qVLyYIFC1K83iqnATxM27Zt3a1atSrLysqKq815q22Opaqda3PQUFHVbo2dB2OM8cuCEGOMOaJt/fOdHUp+/DG2Po8Z1b17YdsHH9hUXZq5c+emzpkzZwOAy+XS5OTkAxOGLFy4MKFHjx5Fl1xySe7s2bNbVDV5YbnExERPVFRUtZFEfHy8JyYm5kCa119/vcUf/vCH7c8//3z6kiVL4oYNG1btzOcpKSkH8jdy5Mi8V155JfXss8+u0WzpUIMhekWkHc7oVgf2UdVlNT1hxUPWYV9jjDHGGGOOaMXFxbJp06aojIyMUoBu3bqVZWVlrS/fPnv27BaXXXbZniuuuCLvvvvua1dSUiJRUVFV9hGbOXNmtQEPwLRp0w5MLLhv3z759NNPE1599dVf8/LyXLNmzWoRKAhZvXr12vLnQ4YM2T9t2rS2gc7pT1BBiIg8DFwOrAHKG6QpUJcg5O912NcYY4wxxph6E6jGIhRycnLCExIS/E6VXlxcLB9++GHSM888syklJcXbv3///W+//XbimDFj8uvr/HPnzk0+6aSTChISErxjx47N7d+/f1u3270p2IkT27Zt696xY0dkbc4dbE3ISCCjulGxyvnmCLnDt0+6b/UOYD7wkKrmAajqSzXOrTHGGGOMMc1EXFyct7S01G8f7Xnz5iUWFBS4+vbt2wegqKgoLCYmxlufQcicOXNafPXVV/Hlnc3z8/NdCxcuTBg5cmS1zb7KFRYWSqDmX1UJdkzJDUBEkGnnArnA6aqaqqqpwBm+df+seRaNMcYYY4xpftLT0z0ej0cKCwsP66YwZ86cFo8//vivW7Zs+W7Lli3f/fLLL999/PHHiQUFBUH9fr/xxhvbvfLKK8lVbd+zZ0/YihUr4jdv3vxt+TkeeuihjbNnzw56BNzVq1dH9+jRoyjY9BUFmjF9hohMBwqBb0TkWRGZXr5UsVtnVX1YVXPKV6hqjqo+DHSsTSaNMcYYY4xpjoYOHZqflZUVX3FdQUFB2LJly5IuvfTSvPJ1iYmJ3oEDB+6bM2dOUjDHXbNmTUzbtm3Lqto+a9aslMGDBxfExMQc6GMyZsyYvMWLFycXFRUF1Xd78eLFCeeee26tamYCNccqH4b3K2BBkMf8VURuBV5W1e0AItIKuBZo8LZ2xhhjjDHGNFUTJ07c8cgjj7Su2AQqISHBm5+f/03ltBU7rQO7AR577LGt/o5bVlYm1XUynzBhwu4JEybsrriuVatWntzc3FUAX3zxRXb5+i1btnzn7xjvvvtu8qJFi36q6hzVCTRE78u1OOblwO3AUhFp6Vu3HSeIuawWxzPGGGOMMaZZGjJkSNGXX3651+12E2yH8GAsX778x3o7mB9bt24Nnzhx4vb09HRP4NSHC3Z0rO9wRsOqKB+npuR+VT0QRalqLs6s5rfVJkPGGGOMMcYcTSZNmrQ7cKqmpW3btu6rrroqL3BK/4INtxbhDM072/d6DM48H/nAS8CFwRxERE5Q1ZU1zKMxxhhjjDGh4PV6vRIWFlbl3BumbrxerwCHjaAVbBAyRFWHVHj9nYh8oqpDRGRsDfLx/4DxNUhvjDHGGGNMqKzeuXNn7/T09HwLROqf1+uVnTt3JgGrK28LNgiJF5ETVfW/ACKSCZT34vc7wYo/qmoBiDHGGGOMaRLcbvdvc3JyXsjJyelL8FNXmOB5gdVut/u3lTcEG4T8FviHiMTjNMPaC/xWROKAv1RO7Juw8FygHU5fkq3A++UTFRpjjDHGGNPYBgwYsAMY0dj5OBoFFfGp6peq2g/oD/RX1WNV9QtV3a+qcyumFZGrgZXA6UAsEIczWeFXvm3GGGOMMcaYo1i1NSEiMlZVZ4nI5ErrAVDVx/zsdicwoHKth4ikAP8FXqlTjo0xxhhjjDFHtEDNseJ8jwk1OKZw+HC+4LQJC2r2RWOMMcYYY0zzFWiywmd9j/fW4JgPACtFJIuDM6R3BM4C7qtNJo0xxhhjjDHNR7CTFabjDK3bueI+qnpd5bSq+rKILADOwemYLsBHwB2+iQyNMcYYY4wxR7FgR8eaD3wM/Adn0sJq+YKNOXXIl18ich9wEU7Trh3Ataq6tb7PY4wxxhhjjAmdYIOQWFW9ra4nE5HvfKNs1dYjqjrFd6wJwFTg93XNlzHGGGOMMabhBBuELBSR81X13UAJReTiqjYBrYPOmR+qurfCyzj8d4A3xhhjjDHGNGGBhugtwPmhL8CfRaQEKPO9VlVN9LPbG8Br+A8QouuWXRCRB4CrgXyc+Uf8pbkBuAGgY8eOdT2lMcYPK2fGhJaVMWNMcxZodKyghuYVkT6q+r3v5bfAo6q62k+6YUEc6z/4rzG5U1Xnq+qdwJ0icgdwE3C3n3w/BzwHMHDgQKstMSYErJwZE1pWxowxzVmwzbECeRU4wfd8ErC3inSjAh1IVQMGKj6zgX/jJwgxxhhjjDHGNF1h9XScA5MQqurHqrrRXyJVXXFgB6cmo2YnEele4eUI4IeaHsMYY4wxxhjTuOorCKlNNfGltdjnIRFZLSLfAmcDE2txDGOMMcYYY0wjqq/mWLUhgZMcSlVHhyIjxhhjjDHGmIZTXzUhpbXYxzrZGWOMMcYYcxQKKggRkQg/69LKn6vqSbU4d41rQowxxhhjjDFHvmqDEBE5Q0Q2A1tFJEtEOlfYnFXHc/+zjvsbY4wxxhhjjkCBakL+DzhHVdNxxipfLCLltR5+azJEJFxEfici74nItyKySkQWicjvK9aoqOqD9XIFxhhjjDHGmCNKoI7pkeWTEKrqmyKyFnhLRG6n6j4drwJ5wD3AZt+69sA1wCzg8rpm2hhjmoxLX4J9Oxo7F8YYY8wRJVAQUiYirVU1B0BVvxeR3wALga5V7HOCqmZUWrcZ+FxE1tUtu8YY08T0CTgHqzHGGGMqCdQc63agVcUVqroZOA14qIp9ckXkUhE5cGwRCRORy4HcumTWGGOMMcYYc+QLFISsU9VVlVeqar6qPlDFPmOAS4DtIrLOV/uRA1zs22aMMcYYY4w5igVqjvUv4AQAEZkXzGSBqvoLvn4fIpIKiKruqmM+jTHGGGOMMc1EoJqQiiNgHVPTg6vq7ooBiIi0rukxjDHGGGOMMc1LoCBEq3heWy/WwzGMMcYYY4wxRzBRrTq2EBEPsB+nRiQGKCzfBKiqJoY8h3UkIjuBXwMkSwOOtiZjds1Hj2Cuu5NvPqBaCaKc2Xt/9LBr9i/UZSzYfDQ3ds1Hj5CXM9Owqg1CjhYiskJVBzZ2PhqSXfPRoylcd1PIQ2M4Gq/brtny0ZDsmo8eR+t1N2eBmmMdICKniMg43/M0EekSumwZY4wxxhhjmqugghARuRu4DbjDtyoSZ/ZzY4wxxhhjjKmRYGtCRgEjcPqHoKpbgYRQZaoRPNfYGWgEds1Hj6Zw3U0hD43haLxuu+bG01Ty0ZDsmo8eR+t1N1tB9QkRkS9UNVNEVqrqCSISB3ymqseGPovGGGOMMcaY5iTYmpC5IvIskCwi44EPgOdDly1jjDHGGGNMcxVoiN4OqrrJ9/ws4Gyc4XnfB4pV9eMGyaUxxhhjjDGm2QhUE7JURG4VkXBVXayq/ws8ClwDPBb67IWWiJwrItki8pOI3N7Y+alPIvIPEdkhIqsrrGshIotF5EffY4pvvYjIdN/78K2InNB4Oa89EekgIh+KyFoR+V5EJvrWN9vrFpFoEflCRFb5rvle3/ouIvJf3zW/ISKRvvVRvtc/+bZ3boA8NstyZmXMypiVsdCzcmblrKmUM1P/AgUhA4CuwNcicqavIHwOfAacGOrMhZKIuIAngfOA3sAVItK7cXNVr14Czq207nbgA1XtjtOkrvzL6jygu2+5AXi6gfJY39zALaraCzgJuNH3N23O110CnKmqxwH9gXNF5CTgYeBvvmvOBa73pb8eyFXVbsDffOlCppmXs5ewMmZlzMpYqL2ElTMrZ41czkyIqGrABZgIeIHNQPtg9mnqC3Ay8H6F13cAdzR2vur5GjsDqyu8zgba+J63AbJ9z58FrvCX7khegPnAWUfLdQOxwEqcGwS7gHDf+gOfdZymlCf7nof70kkI89Ssy5mVMStjvvVWxkL7vls5s3LWqOXMltAs1daEiEiyOB3Sx+HciXgTWCQiZ1a33xGiHbCpwuvNvnXNWStV3Qbge2zpW9/s3gtf1ezxwH9p5tctIi4R+QbYASwG1gN5qur2Jal4XQeu2bc9H0gNYfaaxXtcA836s1aRlTErY42oWX/eKrJy1mTKmQmBQM2xVgI/AgNVNUtVJwFXAfeLyOshz11oiZ91gccrbp6a1XshIvHAPGCSqu6tLqmfdUfcdauqR1X7A+2BTKCXv2S+x4a+5mbxHteDZvU+WBmzMtZENav3wspZkypnJgQCBSFDVfXRClEoqvqNqg4GloQ2ayG3GehQ4XV7YGsj5aWhbBeRNgC+xx2+9c3mvRCRCJx/2q+p6lu+1c3+ugFUNQ/4CKcNcbKIhPs2VbyuA9fs254E7AlhtprVexyEZv9ZszJmZawJaPafNytnTa6cmRCoNghR1c3VbDvS5wn5EujuG3khEhgDLGjkPIXaApyRzfA9zq+w/mrfCBsnAfnlVb5HEhER4EVgrapWHL2t2V63iKSLSLLveQwwDFgLfAhc4ktW+ZrL34tLgCWqGsq7R0dbOWu2nzWwMmZlrMlotp83sHLWRMuZCYXG7pTSmAtwPrAOp93hnY2dn3q+tteBbUAZzh2D63HaS36A08TuA6CFL63gjK6yHvgOp/ldo19DLa75FJzq2G+Bb3zL+c35uoFjga9917wamOpbfwzwBfAT8E8gyrc+2vf6J9/2Yxogj82ynFkZszJmZaxB3n8rZ1bOmkQ5s6X+l2onKzTGGGOMMcaY+haoT4gxxhhjjDHG1CsLQowxxhhjjDENyoIQY4wxxhhjTIOyIMQYY4wxxhjToCwIMcYYY4wxxjQoC0JMvRMRj4h8U2G53bf+FxFJa+z8GXOkszJmTOhZOTMmtMIDJzGmxopUtX9jZ8KYZszKmDGhZ+XMmBCymhDT4EQkRkTeE5HxvtdjReQL352mZ0XE1dh5NOZIZmXMmNCzcmZM3VgQYkIhplIV9uUVtsUD7wCzVfV5EekFXA4M8d1x8gBXNkKejTmSWBkzJvSsnBkTQtYcy4RCdVXY84H/U9XXfK9/AwwAvhQRgBhgR+izaMwRzcqYMaFn5cyYELIgxDS0T4DzRGS2qiogwMuqekcj58uY5sLKmDGhZ+XMmDqy5limoU0FdgNP+V5/AFwiIi0BRKSFiHRqrMwZ0wxYGTMm9KycGVNHFoSYUKjcjvahStsnAdEi8n+quga4C8gSkW+BxUCbhs6wMUcYK2PGhJ6VM2NCSJxaRGOMMcYYY4xpGFYTYowxxhhjjGlQFoQYY4wxxhhjGpQFIcYYY4wxxpgGZUGIMcYYY4wxpkFZEGKMMcYYY4xpUBaEGGOMMcYYYxqUBSHGGGOMMcaYBvX/AYdrtVYThuCQAAAAAElFTkSuQmCC\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": 9, "metadata": {}, "outputs": [], "source": [ "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n", "thresPlot = 0.1" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:215: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data XeF2_highRes_wf.orb24_E2G_E159.0_10.0_299.0eV.inp.out, pType=a, thres=2.4653963431578423, 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:215: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1520: RuntimeWarning: invalid value encountered in greater\n", " _nx.copyto(ddmod, pi, where=(ddmod == -pi) & (dd > 0))\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1522: RuntimeWarning: invalid value encountered in less\n", " _nx.copyto(ph_correct, 0, where=abs(dd) < discont)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data XeF2_highRes_wf.orb24_E2G_E159.0_10.0_299.0eV.inp.out, pType=phaseUW, thres=2.4653963431578423, with Seaborn\n" ] }, { "data": { "image/png": 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np6NKlSpy5wnBok+fPn3JIhERERERERERERERycXAEKkFVfUYKmzsoNKgq6uLzMxMufOE6RUqVPiSRSIiIiIiIiIiIiIikouBIVIL/8up5GrVqoWYmBhkZmbKpJN79eqVuAwRERERERERERERUVnTLOsCEAFAlor+yoK5uTlyc3Nx9+5dmXnh4eEwNjbm+EJEREREREREREREpBYYGCK1kK2hmr+y0LdvXwCAp6en1PSAgADExsaiT58+ZVEsIiIiIiIiIiIiIiIZTCVHaiELkrIughQ/Pz+8fPkSABAfHw+JRIKtW7eK8ydOnCj+u0OHDujduzdOnTqF8ePHw97eHi9evMC+ffvQqFEjuLq6fvHyExERERERERERERHJoyGRSNSrRp7+lRY2GK6S7SyO8VLJdlxcXHDz5k2F8x89eiT1/1lZWfD09ISvry/i4+NhYGAAOzs7TJ8+HVWrVlVJmYiIiIiIiIiIiIiISoqBIVIL7g2+V8l2VsQcVMl2iIiIiIiIiIiIiIi+RkwlR2ohR81SyRERERERERERERERfY0YGCK1oG5jDBERERERERERERERfY0YGCK1wMAQEREREREREREREVHpY2CI1EIWcsu6CEREREREREREREREXz0GhkgtqOMYQyYmJgrn3blzBxUrVvyCpSEiIiIiIiIiIiIiKjkGhkgtqGsquXbt2mHw4MEy08uXL18GpSEiIiIiIiIiIiIiKhnNsi4AEQBkSXJV8qdqdevWRd++fWX+tLQYUyVS1rx582BiYoIXL14ovY6dnR3s7OzKZN//dvfv38fo0aNhaWkJExMT9O3b94uXYdiwYWjRosUX3y8RkbqxtLRE7969y7oY/0oXL16EiYkJdu/eXdZFIRVbtWoVTExMcP/+/bIuilIGDBiA1q1bl3UxlPYlrltF3cfjx49hYmKCxYsXl2KpSJCamgoTExOMGzeurItC/4P47FN2duzYARMTE1y+fLmsi/JVefXqFUxMTDBr1qyyLooM1m6TWlDVGENpaWlKLaenp6f0NjMzM5GZmQl9ff3iFotIdPToUcyfPx+dO3fGrl275C4zduxYBAUFYeHChRg+fHix92VnZ4f4+HiF8ydPnowpU6YAAB48eIALFy4gODgYL168QHJyMgwNDfHtt99izJgxaNmyZbHL8b/GxcUFN2/elJqmp6eHevXqoVu3bhg9evRXm0oyJSUF48aNQ0ZGBvr27QtDQ0NUr169rItVqNTUVFy4cAFBQUGIiIjAq1evoKmpiUaNGsHJyQnDhw+HtrZ2odvZuHEjtmzZAgDYv38/LC0ti1Ue4XdekHr16uGvv/4CkHefuXTpEi5evIh79+7h5cuXkEgkqFu3Lrp3747//ve/BX7nnj59ikOHDuHWrVuIj49HWloaKlasiPr166Ndu3ZwcnIqdqCtqJ8FAMLDw3HhwgU8ePAADx48wNu3b2FsbIzAwECF27C2tsbr16/lzjMyMpL7cpKSkoKdO3fi/PnzePHiBXR1ddGyZUuMGTMGnTt3VvIT/r/Q0FB4eHjg3r17yMjIQP369eHs7Izhw4ejXLlyRd4ekHduDx06JB6L6OhoZGVlYcWKFRgwYECB6/r4+ODgwYOIjo5GuXLl0KJFC7i6usLGxqbI5bhw4QL27t2LBw8eIDc3F02aNMHw4cNLFPiNjIzEX3/9hZCQEMTFxeH9+/eoWrUqvv32W7i6uqJ58+YK1/Pw8EBoaCg+fPiAatWqwcbGBpMmTYKRkZHcdc6fP48DBw4gMjISWVlZ+M9//oPevXtjzJgxRe7F/e7dO2zZsgUBAQFISEiAoaEhrK2tMXXqVIX7V0ZQUBDGjh2L1q1b4/DhwwUu++eff2LevHlwcHDAxo0bi73Pr9nUqVNx7tw5hISEoGrVqmVdnBJZtWoVPD09cezYMZiZmSm93sWLFzF+/HjMmTMHY8aMKcUSUln7mr7vVLi3b9/i/PnzCAoKwpMnT/D69Wvo6urCxMQEzs7O6Nu3LzQ0NIq9/YMHD+LXX38FAKxbtw69evWSmj9gwABEREQUuA0XF5dCn/+IimvAgAF49uwZwsLCyroohbK0tERycrLSy/OeXXzXr19HUFCQ+N6UnJyMli1bwtfXt8D1nj17hk2bNuH69ev4+PEjateuDUdHR4wbN65Idb89evTAs2fPFM53c3NTy8BOSTEwRGpBVWMMKduS6tGjR0otd+7cOZw4cQI5OTkwMDBA165dMWPGjP+JilJST4MGDUJgYCACAwPh5eUlE/g5ePAggoKCYG1tXaKgUH4jR45E5cqVZaa3b99e/Pcvv/yCu3fvomXLlujWrRv09PTw8OFDnD59GufOncPvv/+Obt26qaQ8yti7d+8X25ci/fv3h7GxMSQSCd68eYMLFy5g06ZNCAwMxOHDh6Gjo1PWRVS5e/fu4e3bt5gxYwbGjx9f1sVR2s2bNzFnzhwYGBjA0tIS3bp1w/v37xEYGIgVK1bg/Pnz2Lt3b4Hn7N69e9i+fTv09PSUbmRQmBYtWijs+ValShXx3zExMZgyZQr09PRgaWmJLl26IC0tDVeuXMHmzZvh7++PgwcPwsDAQGobEokEGzduhIeHB3Jzc9GyZUv06tULVapUQUpKCh49eoQDBw7A09MTv/76K4YOHVrqnwUATpw4AS8vL2hra6Nx48Z4+/atUvuoUqUKXFxcZKbLa5iRnJyM4cOH48mTJ2jatCmGDh2KtLQ0BAQEwNXVtciB9XPnzmH69OnQ1dVFz549UblyZQQGBmLZsmUIDw/HunXrlN5WfikpKVi+fDkAoHr16qhevTr++eefQtdbtmwZ9u/fj9q1a2PIkCFIT0+Hv78/xo4di0WLFmHYsGFKl2Hv3r1YsWIFDA0N0adPH2hpaeHs2bOYM2cOoqKiiv2CM3/+fERERMDU1BQODg6oUKECHjx4gFOnTuHs2bPYuHEj7O3tpdYJDAzE1KlTkZOTA1tbW9SvXx/Pnj3DkSNHEBgYiEOHDqFu3bpS6/z222/YsWMHKlasiO7du6NKlSoIDQ3Fhg0bEBwcjD179ih9PU5KSsLQoUMRGxsLKysr9O7dG1FRUTh27BiCgoJw+PBh/Oc//ynW8ejcuTPq1KmDsLAwPHnyBN98843CZY8ePQog75mgMEeOHIGmJpM8EBF9Lfz8/LB69WrUqlUL7du3R61atfDmzRucP38et27dQkhICFatWlWsbcfGxmLNmjUFPs8OGTIEb968kTvP09MTaWlpsLa2Ltb+BXp6ejhz5sxX25iOSpc6Pfu4uroiPT1dapq3tzcSEhIwePBg1KxZU2re/1LvTnXj7e2NM2fOoHz58qhfv75SAbnIyEiMGDEC6enpcHBwgLGxMW7evAkPDw9cu3YN+/fvR4UKFYpUjuHDh8PQ0FBmetu2bYu0nf8VDAyRWiiNNHAlZWZmBgcHBzRs2BCpqam4du0afHx8EBISgiNHjjA4RMW2dOlS9O7dG2vWrIGVlRUaNWoEIK+lw+rVq2FgYCBWJKrCDz/8UGhFl5OTE9asWYP69etLTT9x4gRmz56N+fPnw8bG5osFQ+rVq/dF9lOQ/v37S/UYmTlzJvr06YOIiAicPn0a/fv3L8PSlQ7hJfHzB1x1V7NmTaxduxY9evSQ6hk0d+5cDB8+HLdv38ahQ4fwww8/yF0/PT0dc+bMgYWFBWrVqoVTp06ppFwtWrQQe+UVRF9fH4sWLUK/fv2kHlwzMzMxceJEXLlyBVu3bsVPP/0ktd6GDRuwbds2GBsb47fffpP7IpKYmIi9e/fiw4cPX+SzAMDAgQMxaNAgfPPNN9DQ0FC6x2GVKlWU3sfGjRvx5MkTODo6Yu3atWKK1x9//BEDBw7EypUr0blzZ6WuJR8+fMDChQuhpaUFLy8vsXfVtGnT4OLigtOnT6N79+7o0aOHUmXLT19fHzt37kSLFi1QvXp1rF+/Hh4eHgWuExoaiv3796NBgwY4duwYKlWqBAAYM2YMBg4ciBUrVqBLly6oXbt2oft//vw51q5dCwMDA/j6+qJOnToAgIkTJ2LgwIHYtWsXunfvDnNz8yJ/tn79+uH333+XOcZCb5gFCxbA2tpa/E2mp6fj559/RlZWFrZu3SoVNDp16hRmzpyJBQsWSDUMuH//Pnbs2AEDAwP4+PiI9zKJRIJFixbh8OHD2LVrFyZOnKhUmdeuXYvY2FiMGTMGc+bMEafv2bMHK1euxJIlS7B9+/YiHwsA0NTUxMCBA7Fp0yYcPXoU7u7ucpd7+vQpbt++DWNjY3Ts2LHQ7X5+XyYiov9tTZo0wa5du9CpUyepnkHTpk3DoEGD4Ofnh969exe593NOTg7mzp2LOnXq4LvvvsMff/whd7khQ4bInR4REYHNmzfD2NgYnTp1KtK+P6ehoYHGjRuXaBv076VOzz5ubm4y0y5evCgGhorSE5gKNmrUKIwfPx6NGzfGu3fvCr0OSSQSuLu7IzU1Fb///jscHR3F6bNnz8bJkyexa9cupd8vBcOHD/9XXb/UIwRL/3rZkhyV/IWFhSn1p4xjx47Bzc0NXbt2Rd++fbFq1SosWLAA8fHx2Lx5cykfEfqaVatWDUuWLMGnT58we/ZsZGdnIzs7G7Nnz8anT5+wZMkS1KhRQ+66p06dgouLC7799luYmZnB0dERW7duRWZmZonK5OLiIvcBrE+fPmjQoAGSk5Px+PHjEu0DAA4fPgwnJyeYmZmhQ4cOWLBgAT5+/CiznKIxhj5+/Ihly5bB2toaZmZm6NGjB/bs2YO4uDiYmJhg3rx5Jd63IoaGhujatSsAKMxJHx0djXnz5sHGxgampqbo0KEDZs6ciadPn8osm5iYiFWrVsHBwQEWFhZo164dHBwcMG/ePMTFxSldLiAvlZqpqalMj5D09HSYmZnBxMQEfn5+UvO8vLxgYmKCY8eO4cWLFzAxMcHcuXMBAO7u7jAxMYGJiUmhXbcBICMjAx4eHujduzfMzc3Rpk0bDB8+HGfPnpVZNjY2FiYmJvj555/x9OlTTJ06Fd999x2aNWuG0NBQme2uW7cOdnZ2MDU1Rbdu3bBlyxaZ73vLli3h5OQkky5OX18fo0ePBgCZ9ID5rVmzBq9fv8aKFStKlLqjuOrUqYNhw4bJtGbS0dERc7N/Xv6YmBjs2LEDOjo62Llzp8LWadWrV8esWbPw3//+t3QKL0fLli3RvHlzpdL3Fdf58+cB5KXfyT/uX7Vq1TBq1ChkZmbC29tbqW35+/sjOTlZJuWerq4upk2bBgA4dOhQscqpo6MDa2vrIjUmEfY1YcIEMSgE5AXMhw0bhoyMDKV+l0Des0xWVhZGjhwpBoWAvOvZuHHjIJFICk17psjIkSPlBt769++P//znP3j79i2io6PF6aGhoUhKSoKFhYVMT6LevXujWbNmCAkJkVpHSFE4ePBgqQYOGhoamDlzJoC8nra5uYU3MEpJScHJkydRsWJFTJ48Weaz1K5dG0FBQXj58qXMumFhYZgyZQo6duwIU1NT2NjYYOHChTItrgcNGoRy5crBz89P4X05f28hZVrDysuz/8cff8DExARnz57F5cuXMWzYMLRu3Rpt27bFxIkTERsbK7OdqVOnwsTEBImJidi+fTu6d+8OU1NTdOnSBWvWrClyT8l//vkHCxYsQJcuXcT73bRp0/Dw4UOZZQsaz+XzcT+EcSnOnTsHALCyshLvRyUZbyD/eBfx8fGYMWMGLC0tYW5uDmdnZ/GaoqwnT55g5syZ6NSpE0xNTWFtbQ13d3eZMQ0tLS3h6ekJAHB2dhY/S2EtiqdOnSr23F29erW4nnAcd+/eDRMTE+zZs0fu+nFxcWjWrJlUBXD+8+Dt7Q0nJyeYm5ujY8eOWLhwIZKSkuRuKykpSXxeMTMzE9MM37hxQ+njVdquXr0Kd3d39OjRA61bt0arVq3g5OSE7du3Iysrq8B1lT0Wz549g7u7O+zt7WFmZgZLS0s4OTnh119/RUpKSrHKXdTve2ZmJjZt2gR7e3uYmprC1tYWv//+O7Kzs+Vud9y4cfjnn38wd+5cdOrUCc2bN5d6NktNTcXmzZvh5OSEVq1aoXXr1vj+++/l/iDdwYYAACAASURBVB5yc3Nx5MgRDBo0SPztdOnSBW5ubrhw4YLcz5eSkoKlS5fC2tpa7F26b98+hcfDz88PQ4cORZs2bdCqVSv06dMHnp6ehZ7D/N6/f4/FixejU6dOMDMzQ69eveDl5QWJRDUZSlTB2toanTt3lnnmrFOnDgYOHAig4OdWRXbs2IH79+9j5cqVxWrMJzw3KXt/KoiiMYbyX4dOnDiBAQMGwNzcHJaWlpg9e7bCXuZJSUlYvXo1HB0dYW5ujnbt2qFfv35Yv359id+DgbxnlClTpojX9E6dOsHV1VXqu53/fhUVFYXJkyeL7zD572/K3h+AvO/rhg0b0LNnT7Ru3Rpt2rRB9+7dMXPmTJksN2fPnsWIESPQoUMHmJqaonPnzhg5cqT4XKGMouxPOC4TJ04U92lra4vFixcX+zwJxzAiIgJpaWlS97b83xVFYwx9+vQJmzdvRq9evWBubo62bdvCxcVF7jUo//l69uwZpkyZgvbt28Pc3ByDBw9GcHCw0setOMaMGQMTExOkpKTAw8MDjo6OMDU1xYwZMwAUPJZPQkICTExMxGXzy8jIwK5du9C/f3+0bt0aFhYWYkC5tN28eRNubm6wtLQU381XrVqF9+/fy10+MjISbm5uaNOmDdq0aQMXFxeEhoYq/OytWrWCiYmJ0mO6h4WF4eHDhzA3NxeDQkDee8KsWbOgoaEBb29vpd4TiiohIQFbtmzBsGHDpK4bM2bMQFRUlNLbEX4zPXr0gIWFBdq2bQsHBwfMnTtX7vN8cHAwxo4di++++w6mpqawt7fHypUrFZ4DZbDHEKkFVY0xVJT8kcXx/fffY/PmzQgKCirV/dDXr2vXrhg4cCB8fHzEMU3u37+PAQMGoHv37nLX+emnn+Dj44NatWqhW7duqFy5MsLDw7FhwwaEhIRgz549St9Ei0LYZkm3vWbNGly9ehW2trbo2LEjbty4gSNHjiA2Nhb79+8vdP2MjAz88MMPiIiIQIsWLeDk5ISPHz+KY1WU5r4FwkulvGNx+fJlTJkyBdnZ2bC1tUW9evXw+vVrnD9/HpcuXcL+/fvFnhOfPn3CsGHD8Pz5c3Ts2BF2dnaQSCR4+fIlAgIC4ODgIJNOqSAVK1aEmZkZ7t27h5SUFDH11p07d8SXpevXr6Nfv37iOkKFjpWVFSpVqoTJkyfjwYMHCAgIgL29vTg+iKJxQgSZmZkYPXo0bt++jW+++QbDhw/Hp0+fcPbsWUybNg0TJ04UK9fzi4mJEXuV9OnTB+np6TIpw6ZMmYIHDx7AwcEB5cqVw4ULF7Bx40ZERERg69atSh0b4VwpGiMmODgYXl5eWLBggVr0VPucovL7+PggJycHTk5OSrVoKo1rg6plZGTAz88Pr169QoUKFdCsWTO0a9dO7rlLTEwEALm/E2FaSEiIUvu9fv06AMhtmdu+fXuUL18et2/fRlZWVqkGuz4vj7w0LtbW1ti+fTuuX7+OSZMmKb0teZ9N2L6wjCrJ+94K50xRD9a6devi4cOHCAkJEb/TCQkJ4rzPVa5cGVWqVEFCQoKYUrAgwvXQyspK5nmxXLly6NChA3x8fHDjxg2pHqFHjhzBL7/8Al1dXdjZ2cHIyAgxMTE4evQoLl26hKNHj4pjExkZGcHa2hoXL17EhQsX0LNnT6n9ZGVlwc/PD1paWoWOMaWMM2fOICAgAF26dMHQoUPx6NEjBAQE4O+//8aZM2fkpmFcsGAB7ty5A0dHR+jp6SEoKAi7du1CWFgY9u3bp9R3PDo6GiNGjEBSUhI6deqEPn364MWLFzh37hwuXboEDw8PWFlZFeszaWtrY/LkyfD390d0dDTGjBkjBs1VMfbK27dvMWTIEBgZGWHQoEF49+4d/P39MWXKFPzyyy/4/vvvC91GaGgo3NzckJ6ejm7duqF+/fqIioqCr68vAgMDsX//fpiYmADIS0ETEBCAsLAwqZQzhR1noQfsqVOn0LFjR6lAUs2aNTFw4EBs2LAB3t7eYgOI/I4ePQqJRCK3Z8DWrVtx/fp1ODo6okuXLrhx4wa8vb1x8+ZNHDlyRCr98LNnz/DDDz/g9evXYqrTlJQUBAYGYtSoUVi9ejWcnJwKPWalbcuWLUhMTIS5uTns7e2RlpaG0NBQrFu3Drdv38b27dvlNvxQ9li8ePECzs7OyMjIgK2tLRwdHfHp0yfExcXBx8cHY8aMKdZ4tEX5vkskEvG5qHPnzqhQoQIuXryIbdu24ePHj1iwYIHM9hMSEjBo0CBUq1YNPXr0QG5urpiWNikpCS4uLnjy5AnMzc0xaNAgZGVl4cqVK5gyZQpmzpyJsWPHittavnw5Dhw4gAYNGqB3797Q09PDmzdvcPfuXVy4cEFsPCVIT0/HyJEjkZqaCltbWwB5wf7ly5cjJydHpsHK0qVLceDAAVSvXh39+vVD+fLlERgYiFWrViEkJAQeHh6FjveXlpaGESNG4PHjxzA1NUW/fv3w7t07/Pbbb8UeN/JLK+y5VZHIyEhs2bIFbm5uMDMzw5kzZ4q0fmpqKk6dOgUtLS0xOFWadu3ahUuXLsHe3h6Wlpa4c+cOTpw4gaioKPj4+Eh9/ujoaIwaNQpv3rxBq1atMHz4cGRnZ+Pp06fYvXs3fvjhhxLdH/bt24cVK1ZAR0cH9vb2qFu3LhITE3Hv3j0cPXpU5rsdFRWFwYMHo1mzZujbty9SU1PF54qi3B9ycnIwatQoREZGol27drC2toaGhgb++ecfXLt2DR07dhSXFXo2GxkZoWvXrjAwMEBiYiIePHiAEydOKJWatij7A/IaoSxduhR6enqws7NDzZo18fTpUxw8eBCXLl2SyaKjzHmqVq0aJk+eDG9vbyQnJ0sFgxo0aFBg+YVryr1799C0aVOMGDECKSkpOHfuHCZNmqQwFXpMTAwGDx6Mb775Bv3798fbt29x9uxZjB07FgcPHkSrVq0KPXYlMWvWLNy9exfW1taws7OTScFdFKmpqRg1ahTu3buHZs2aoV+/ftDU1MTVq1cxd+5cPHr0SGzoqWq+vr74+eefUb58eTg6OqJ69eoIDQ2Fp6enmA46/+8wPDwco0aNQkZGBrp164YGDRrgyZMnGDVqlFI95pVR0HtOrVq10LRpUzx69AjR0dFo0qSJSvYpEJ4tvvvuO3EohufPn+Ovv/7CxYsX4eXlVWjWjIyMDAwbNgwxMTGwsrKCra2tWCd08eJF8Roi2LZtG37//XdUqVIFXbp0QfXq1fHo0SPs2bMHQUFB8Pb2ljuERGHUv5aA/hVy1DCVnDwaGhqoU6cOnjx5UtZFoa/ATz/9hBs3bohpa4yNjfHzzz/LXdbX1xc+Pj7o1q0b1q5dC11dXXHepk2bsHnzZnh5eclNlbVv3z6ZG0SlSpUwatSoQst49+5dPHnyBEZGRiW+md69excnT54UW61nZ2fjhx9+wI0bN3Dv3r1CUxnt2rULERER6NWrF3777TfxBX/ChAmFpnUr6b6BvBdooTXS5/ll379/j5kzZ0JXVxdeXl5SY0sILw/z58/Hn3/+CSCvwvr58+f44YcfZNKDZWZmFqvl23fffYc7d+4gNDQUXbp0EfdTrlw5tGvXTqqSPDc3Fzdu3EDdunVhbGwMIC8I4+vri4CAAHTt2lXpSsudO3fi9u3bsLW1xebNm8UX2kmTJsHZ2Rnbtm1Dly5dZB66hRZo8oJGQN7Ly/Pnz3H69Gnx+ztjxgyMGDECAQEBOHXqlFKtx318fADIf2B8//493N3d0b59e6UqA4sqMjISmzZtkjuvdevWSqXpUFT+O3fuAMg771+CKj5LYV6/fi3zMlO3bl2sXLkS7dq1k5puaGiIpKQkvHjxAg0bNpSaJ/S4K2jw0PyE5T7fDpDX46dOnTp49uwZ4uPjC31pLamUlBQkJiaicuXKcis5hJeDmJgYpbZX0GerXbs2ypcvj5cvXyIzM1NlqUJv376NmJgY1KlTRypoKeTqjo+Pl7uecN7y97AU1pHXyvbDhw9i67inT58WGhgSjoWicyhMz39so6OjsXjxYtSrVw8HDhyQSrN59epVuLm5YdmyZdi4caM4ffDgwbh48SKOHDkiExi6cOECkpKSYG9vLwaTSiIwMBAHDhxAmzZtxGlLlizBH3/8gePHj8sdZ+v+/fs4efKk+Fl+/PFHjB8/HleuXIGXl5dSzwbz589HUlISfvrpJ6nnjmvXruG///0vZs+ejcDAwGJ9p3R0dDBlyhRERUUhOjoarq6uKgkICYRGOMuXLxefI4Q0jStXriz03GRnZ2POnDlIS0vDli1bpCoMjx49ivnz58Pd3V3s1efm5oakpCQxMKRsypmePXuiQoUKYmBI3kDWPXv2xJ9//okbN25IVXpnZ2fD19cXlStXlvkOAnnPBseOHZN6VlmwYAGOHDmCjRs3Sg04P2vWLCQmJsqkf3z37h2GDRuGX375BTY2NkpVRHh7eysc10SeBg0aKB10Wr16tdwA8vLly7Fv3z4EBQWJz0b5KXssTp8+LfZ++bwCNiUlpdjXz6J83z99+oT379/j9OnTYm/S6dOno2fPnvD29sa0adNkzkNERASGDBmCRYsWyfQAWbRoEZ48eSIzJt+nT5/g5uYmji/asGFDsbdQvXr1cPLkSZnPK6+HVVxcHBwcHLB27Vpx+fHjx8PR0RG7d+/G6NGjxd9gcHAwDhw4gPr168Pb21u89s+YMQNjx47F5cuX4eXlhZEjRxZ4PD08PPD48WMx28fnv/GiyMzMLHJq0Y4dO0pdj4sqMzMTJ0+eBCD/uVWRjIwMzJkzB40aNVI6ternTp8+jdTUVHTr1u2LpJS+fv06/Pz8xOcTiUSCiRMnIjAwEFevXoWNjY04/ccff8SbN2/w888/y3wHEhMTpXpXF5XQw6pq1ao4ePCgzDPCq1evZNa5efMmpk+fjgkTJkhNL+r94d69e4iMjESfPn2wZs0amW3l78l7+PBhVKxYESdPnpQJLCjq7fm5ouzvwYMHWL58Ob755hvs27cP1apVE+cFBgZiwoQJWLVqlbgdZc+TtrY2pkyZgosXLyI1NbVIKb62bduGe/fuwcHBAevXrxeDh5MmTRIbS9jY2Mg0agwODsacOXOk7qPdunXD1KlT4enpiQ0bNihdhuKIjY3FyZMnVTIUxapVq3Dv3j1MmTIFkyZNEq9xmZmZmDZtGjw9PdGjRw+VB7vevHmDRYsWQUdHB97e3lIBxBUrVmDv3r1YuXIlVq9eLU6fP3++2MMr/1jVvr6+CtMtF5Uyz/aPHj1CTExMkeqyvLy8ZMYY0tPTk/oOtW/fHteuXZNpFPL48WMMGTIEa9euVdirW3D9+nXExMRgxIgRMo07Pq8TEsZXNTc3x86dO6XGHj5+/DjmzJmDDRs2yG0kUhimkiO1kC3JVclfacvNzcWLFy84vhCphL6+PiZNmoScnBzk5ORg0aJFClsb7t+/H1paWli+fLlUUAjIGyvCwMBAfJGQt+7mzZul/pTpJfP+/XtxDIZ58+YVueXa5yZNmiSVyih/i+l79+4Vur6fnx80NTXx448/SrX6rF27tsKxY0qy7z///BObNm0SKwYcHR2RkJAAR0dHqYcboWwfPnzA1KlTZQYcb9KkCQYNGoTIyEiZoPLn5xLIqyQoTqtToXV2/gBQSEgIWrZsCQcHB7x69Up8eHrw4AGSk5OL3aI7Px8fH2hqamLevHlSvVJq1KiBCRMmQCKR4NixYzLr1axZU+aF6nOTJ0+WquTQ1dXFjz/+KO63MHv37sW1a9fQsmVLucHDxYsXIyUlRaqCUJUiIyNlfnvCnzLpC/766y8cO3YMderUkakUFHpfyKvAjIuLw6ZNm6T+itIzrjQ+S2GcnZ2xb98+BAcHIzw8HCdOnMDgwYMRFxcHV1dXmfQWQgXfpk2bkJOTI05PSkoS09SkpaUplX5GSCmp6HcnVDiUdJwmZQj7UFTJIUxXNg2mkN5I0WfT19eHRCIpdhqkz717905M6enu7i5VEdm2bVtUqlQJYWFhuHTpktR6Z86cEVOQ5U+FILQy9/b2lkrxJpFIsH79evH/lTk3wjFTdGyFY5R/WwcPHkRWVhbmz58vU1HWqVMn2NjYICAgQKoyxcbGBkZGRrh+/bpMWlDhWqhofIeiGjBggEwl5ODBgwEoTnnq6uoq9Vm0tLTEe70y19WnT5/izp07aNiwIVxcXKTmdejQAfb29khISJA5x+pCW1tb5jmiUaNGGDp0KDIyMnD69OkC1w8JCUF8fDw6duwo04p80KBBaNGiBSIiIhAREVEq5c9v2LBhACCTNjMgIAAJCQno27ev3OcMZ2dnmWeVGTNmQFdXF35+fmLKldu3b+Pvv/9G3759ZdI/GhoaYuLEiUhNTUVgYKBS5fX29lZ4H5H3V5Tx/hT1shYCnVevXpU7X9ljIZB3PPX19b/YGJzz5s2Tuobp6+ujZ8+eyMrKwoMHD2SW19PTw+zZs2WCQq9evcL58+fRvn17mQByhQoVMGPGDOTk5Ej9HjQ0NKCtrS03xZi8YJaGhgbmz58vdWxq166Nzp07IzExUaqRgHDtmTJlilRlnI6OjnhPUSZdlq+vL7S1tTFz5ky5v/GiyMrKKtL3dfPmzUqnrFdk2bJleP78ORwdHYs0yPm6desQExODVatWFfu7KFxHhHtIaRszZoxUoxUNDQ0x6Jr/3ezWrVt4+PAh2rRpIzcwWL169RL15hbS0U6fPl1u5XKtWrVkphkbG0v1phMU9/4g77qipaUlE+jV1taWmwGgqI0nlNmfl5cXcnJysHDhQqmgEJCX8r1Dhw44d+6cWHFd2ucJyLtOaGlpYe7cuVL1EkZGRnBzc0Nubq7c55jGjRvL9FB0cHCAgYGBwmclVZoyZYpK6g9TUlLg6+uLpk2bYvLkyVLXOB0dHcyePRsAFNYJlcSpU6eQkZGBoUOHSgWFgLzPV6VKFZw5c0Z8Hr5//z6ioqLQunVrmXqT/v37F9qYS1nFebZXhpeXl8z1XUgLLKhatarc96umTZuiY8eOuHXrltKNfcuXLy8z7fM6of3790MikWDJkiVSQSEA6Nu3L0xNTXHq1KlipU1ljyFSC1mSnMIX+oLevXsnEyEG8vKAJicno0+fPmVQKvrapKenY+fOneL/nz17Vm7qoE+fPuHhw4cwNDRUmJdbR0dHalyG/AICAhSm7lEkLS0NEyZMQExMDFxdXeW2OC0qU1NTmWnC4OmF5URNSUnB8+fPUbt2bbmfpbCXp+LsW+jdk9+AAQOwYsUKmenh4eEAgIcPH8rtVSG0QI+OjsY333yD9u3bw8jICDt27EBERARsbGzQpk0bNG/evNgBOAsLC+jq6oqBoY8fPyIyMhKurq5ir5KQkBA0bNhQ7HZd0t4m79+/R3x8PIyNjeW+TAnbj4yMlJnXvHnzQl9ev/32W5lp7dq1g6amptxt5ufv749Vq1ahZs2a2Lhxo8yL1JkzZ3Dq1CksXry4yL8PZTk7O2PZsmXFWjc0NBSzZ8+Gnp4eNm3aJPPAKzz0yQtoxcXFyYyFV69evUJb2hakJJ9FGVOnTpX6fxMTEyxZsgS6urrYv38/tmzZItUrY/r06QgJCcHp06cRFRUFKysrpKWlISAgAJUrV0b58uWRkZFR4hz5QMHH+ksrTlkKWlaVYy6kpqZiwoQJeP78OcaPHy+TFlVfXx/z58/HvHnzMGHCBNjZ2aF+/fp4+vQpLl26BBMTEzx69EjqGvjtt9/C2dkZx44dg5OTE7p3744qVaogNDQUERERaNKkCaKiokrtPAuVfDdu3BCv8/m9e/cO2dnZeP78OZo1awYgL/3PwIEDsXXrVhw7dkzMDx8fH49r166JFaOqIK/3SWH3NnnX1aZNm8LAwABRUVGF9h4Trr3t27eXe9y/++47XLhwAZGRkQpT45alhg0byh3HsX379vD09Cz03iLMV3T/tLS0RGRkJCIjIwtNIVJSrVq1QsuWLXH+/HkkJSWJlYNHjhwBoDgA2b59e5lpVatWRePGjREREYG4uDjUr19f/M4nJSXJfbZ5/fo1ACh8/vycsmOjFUdKSgr27t2LgIAAxMbGIi0tTer6JpT1c8oeC2GMQ3d3dwQEBIg9Q77k4NSamppS4+AJhIpreRVfDRs2lFthFh4eDolEguzsbLnnVqjcE3pwampqomfPnvD19UXv3r3Ro0cPtGvXDhYWFgobHtSsWVNuzxN55RUqyuX9rpo1ayZenwpK6frmzRskJCSgcePGchvNCL9xZVWsWFHumCulxcPDA4cPH0bz5s2xdOlSpde7ceMG9u3bh8mTJxea/lmRBw8e4O+//4axsbFKeoArQ9l3M+E6pKr75ueE7ct7B1ekZcuWct/Xinp/aNmyJRo1aoQjR44gJiYGdnZ2aNOmDVq0aCHzPXdycsKmTZvQs2dP9OzZE99++y1at24tU2d15swZmWuyubk5bGxsirQ/4bgEBwfLHU/uw4cPyMjIwIsXL9CoUaNSP0/C77thw4Zitov8CnrnbNGihdxn4Vq1asntka5qyvYULkxERASysrKgpaUl97otNGRQ9p5c1H0D8r/b+vr6MDMzw9WrVxEVFYVWrVqJDRXk9aDU0NBAmzZtVDJ+dWGK+w535swZpe7vQUFBOHToEP7++28kJyfLNEh8+/ateF2Tp127dqhduzY8PT3x8OFDsU6oRYsWMteY8PBwaGlp4a+//hLHYM0vMzMTycnJePv2bZEDkQwMkVrIVrPA0LZt2xAeHg5LS0vUqVMH6enpCA4OxpUrV9CoUSOl8voTFWbNmjV4+vQpRo4ciVu3bsHHxwddu3aFnZ2d1HIfPnyARCJBUlKSTGVvaUhLS8O4ceNw+/ZtjB49Wmx9UlLyXkyFG15hAwIKrdk/b7EkUDS9JPvev38/LC0tkZWVhejoaKxYsQK+vr6oW7euTJqG5ORkAP9fGaOI8KKtr68vpikRUiYAeS1wv//+e0yYMKHIrap0dHTQtm1bXLt2DW/fvkVYWBhycnJgZWWFxo0bo2bNmrh+/Tq+//57hISEQENDo8SBIaGVjrxKtvzT5fVuUOaBRd551dHRQeXKlQvs4XDu3DnMmjULNWrUwP79+2UCP0lJSfj111/RqVMnlbXcV6Xbt2/Dzc0N5cqVw+7du+W+PNeoUQOxsbFyK7s6dOggVmZkZGQolSpRXQ0dOhT79++XGUfMyMgIPj4+2Lp1Ky5evIiDBw+icuXKsLe3x7hx48T868oEWoXrg6LvlDC9JKlKlCW01lTUI6iwHkCf09fXx4cPH5CSkiK3/KmpqdDQ0ChWL8XPt+Pm5oawsDC4urrKHSwXAPr164fatWtj165duHXrFoKCgtCgQQMsXLgQOTk5WLp0qczvfunSpbCwsMCRI0fg7+8PIK9CydPTE4cOHUJUVFSh9wCg8N5WqampUssB/39tz9+Io6B1BYMGDYKHhwd8fX0xdepUlCtXDseOHUNubi6cnZ1VEsj6vKyCwu5tiq69NWrUQHJyMlJTUwsMDAnHT1GqoYKu++pA0ecXphfWe64k973SMGzYMMyfPx++vr5wdXVFXFwcgoOD0bZtW4VpUxT9Xj4vu/D9v3TpUoE9wPL3mCsLQo7+x48fo1mzZujduzcMDQ2hpaWFrKwsbN++XWGrXWWPhVCZumXLFgQFBYnXImNjY4wbN+6LPEvo6urK/W0KDV/y954VKPq+C+f2zp07YmpaefKf28WLF6NRo0bw8/PDtm3bAOT1YLCzs8PcuXNlKmsVpReUV96UlBRoaGgUen1KSUmR23gT+P9zpeicqnPGjx07dmD9+vVo0aIFPD09lb4np6enY968eWjRooXcsVWUdfjwYQB59y5V3Z8Ko+z9Szivqki/Ks/Hjx+hoaFRpPR5ir5LRb0/6OjoiD0Tzp8/j5UrVwLI++04Oztj2rRpYu+eSZMmoWbNmvD29saePXvg6ekJTU1NWFlZYc6cOWLjlLNnz+LcuXNS+x0+fDhsbGyKtD/hGuHh4VHgsRCuEV/iPAHFu/cquhaVK1eu0DoIVVBU5qISzokQXFSkNO7JwrNRYcdfCPgL56GwZ66SKs6zvap4eXlh8eLFqFy5Mjp06IA6deqgQoUK0NDQQGBgICIjIwvtMVSxYkV4e3tj06ZNCAgIELNwGBgYYOjQoZg8ebJYJ5ScnIzs7OxC6wOLc/4ZGCK1oG49hiwtLREdHY3jx4/j3bt30NTURL169TBhwgS4urqWuAKF6OrVq/Dy8kLTpk0xe/ZsxMTEYODAgViwYAEsLCykuoQL37cWLVrI7cWiSikpKRg3bhxCQ0Ph6uqqsqBQSQnH4O3bt3LnK5quCtra2mjWrBk8PDzQq1cvbNq0CV26dJFqtSk8bBw/flx8MC9MrVq1sHz5ckgkEjx58gTXr1+Hl5cXtmzZIqY0KKrvvvsOwcHBuH79OsLCwqCjoyO21LG0tMSVK1eQmZmJ27dvo0mTJkpVphZE+NzCAPGfE6bLu2Yq03Ln7du3Mi8YmZmZ+PDhg8KH/NOnT2POnDliUKhevXoyy8THxyM5ORlXr16V6Q4vEHrXLFiwACNGjCi0rKpy8+ZNjBs3DlpaWti9e7fCoE6bNm0QGhqKkJAQ9OvX74uV70sTroWfPn2SmVetWjUsWLBAJpey8FCtbAu9hg0b4sGDB3j27JnM7zcrKwsvX76Etra23BaKqqavr4/q1asjMTFRqgeAIDY2FkDhA/QKGjZsiLt37+LZs2cy36V//vkHGRkZMDY2LlEapJSUFLi6uiIsLAzjx49XGBQSWFpayh0EfObMmQBkz5uQXubzcT0kEok4JpW84OnnhJQ1isZnEqbnP7bCNS48PFwcEF4ZderUQadOnXD58mVcunQJXbp0ga+vL8qVKwdnZ2elZk/+OwAAIABJREFUt1MaEhMT5VbcJCQkQENDAxUrVixw/eJc94XrvbyK6y+RojE/IQ2noumFPeMr+/m/RCAZAHr37o3Vq1fjyJEjGDNmDI4ePQqJRFJgoELRM9PnZRf+u2zZMpV8b0trjKHTp0/j8ePHGD58OBYuXCg1LyYmpsBxYpQ9FkBez5VNmzaJaduEZ/mFCxeiUqVKKuldr2qKnrWEz1XQWI+f09bWhpubG9zc3JCQkIDQ0FCcOHEC586dw9OnT3H8+PFi93rX19dHYmKiwpbOylyfhM+k6Jwq+u0r8qXGGNq6dSs2bNggNngoysD0ycnJePnyJV6+fKmwh+KPP/4ojiUn7/6clpaGU6dOQUtLq8jjMH0JwnlV1OtPFdtPSEjAmzdv5KaNk6ew31VR7g9Vq1bFwoULsXDhQjx9+hQ3b97EoUOH4OnpibS0NPz666/iPgcPHozBgwcjOTkZd+7cwfnz5+Hn5wdXV1f4+/ujUqVKUr3r5VF2f8Jv8u+//5abvk7RZy/N8wQo/h0X9M5Z1hR9X4r6bCQcg2HDhmHRokWqK6AShONa2PEXyljY8kW9HitSnGd7VcjNzcXGjRtRrVo1/PnnnzLP1UVJUWhkZISlS5diyZIliI6OFuuEPDw8kJubK74fVapUCVpaWgU25igujjFEaiFHkquSP1Wxt7fH7t27cfnyZdy/f18cuH769OlqebOh/y3Jyclwd3eHlpYW1qxZAx0dHTRt2hTTpk1DYmKizI2+YsWKYrocoaVIafj48SPGjBmD0NBQjB8/Xm2CQkDew0XdunXx+vVruV2+b9++XeplqFChAmbNmoXc3FyZATuFAR6LUw4NDQ00adIELi4u4gCFAQEBxSpj/pRx169fR5s2bcSctVZWVkhOTsbBgweRlpZW4t5CAFClShUYGxvjn3/+kRlLA4CYeqC46XRu3bolMy00NBS5ubly06n4+flh9uzZMDIywh9//CE3KATkvRQ5OzvL/RPWsbGxkTv2QGkKDg6Gm5sbdHR0sHfv3gJ7+gwYMADlypWDv7+/mOrla3T37l0AKFK6P6HnnrKDlgu/hStXrsjMu3HjBjIyMtC2bdsS50ZXllCey5cvy8wTpin7+y3osxV1W/J8+PABo0ePRlhYGCZPnlxoUEiRpKQkBAYGolKlSuKA04W5fPkyXr9+DSsrK6VaY7Zp0wY6OjoIDQ2VaU2Xk5ODa9euQUNDQyq1lHBt/7zHmjKEivmjR4/iypUrePXqFaytrZWueCot8q6rjx8/RnJyMpo0aVJokFBIVXTr1i25qQjlXfeFis5//vlHZvm///5b7n6EVuuqbs377NkzuZV2N2/eBAC595b8hM8vLK/Mdor7WYT15FUaCSpUqIB+/fohNjYWV69eha+vLwwMDNCjRw+F68gre1JSEqKjo1GpUiVxvJ6SPNvIU1pjDAkBc3mpC+V93/NT9ljkp62tDXNzc0ycOBHLly8HAFy4cEGpsipSWt93RUpybQPyWoc7Ojpi27ZtMDc3R1RUlHgeikP4vcg7Hw8fPlTq+lSzZk3UqFEDz58/l1s5reg3q8iXGGNow4YN2LBhA1q1aoW9e/cWKSgE5P3+FT3PCmN4WFpawtnZWWFjmdOnTyMlJQW2trZF6jXzpVhYWACQ/xyjyu3Le+YqquLcH/ITxsLy8vKCtra2wvdBAwMD2NnZYeXKlejRowcSEhLkprstTEH7s7CwgEQiUboSuqjnqVy5cgXe2z4n/L7j4uLkPkuU9J2zLPwfe3ceJkV1Lg746wFcWAaQxY1NBaMIGjEIiogaiOKKS0x+iUbc9RqXqNdEE6PGJSYxGo0KRkXFuHNNVFRQARU1LOJC1IgrKqDgZd+ZpX9/eKednhlmGOiZHqj3fZ55nqo+p875urq6uqe+rnNq+92oR48e0bhx43q57lFR2TFb1bCCy5cvj3feeSeaNGmSOe+UvReqOn5qc1zVpLr/c7766qv44IMPol27djkf9nXRokWxaNGi2GOPPSolhVauXLnW77bVSaVS0bVr1zjhhBMy00eU/26xxx57xPLlyzNzsuaSxBANQnG6JCd/sDG48sorY968eXHBBRdk/Tr9lFNOie9973sxduzYeOKJJ7K2GTp0aBQVFcVll11W5S9IFi9evEETHS9evDiGDh0ab731Vpx77rnrfXGvLg0ZMiRKS0vjxhtvzLoY9eWXX6517qVcGzx4cHznO9+J1157LTNPT8Q3F+kLCwvj1ltvzZowtUxpaWnWF6kPPvigygRX2a9nqpoUdF306NEjCgsLY9y4cZl5V8qULf/tb3+LiNpfDF66dGl8/PHHlS6oHXPMMVFaWhp//OMfsy5ozJ8/PzP8wPr+AvG2227LOt5XrVoVN954Y6bf8h577LG49NJLY/vtt48HHnig2kTC9ttvH9dee22Vf2UXS0499dS49tprc5JAWxcvvfRSnH322bHlllvGfffdV+M/NjvssEOcccYZsXr16jj99NMzCZSK6vvX+Ovjgw8+qHI+lC+++CKuvvrqiIhKc/uVlJRUeav8Qw89FGPGjInddtstDjvssKyytR3DgwcPjlatWsVTTz2VNTTDqlWr4uabb46Ibyd5rw9lE2QPGzYsa2iEL774Ih566KHYfPPNKx3/ZRcyFy5cmPX4cccdF02aNIn7778/6x/PhQsXxh133BGpVKrWE3KXWbRoUZx00kkxffr0+MUvfhHnnntujdtUNUzXsmXL4uKLL44VK1bEz3/+80q/CK9qm5kzZ8YVV1wRjRs3jgsvvLBS+ccff1wpYdq8efM44ogjYvny5XHbbbdllY0cOTK+/PLLGDBgQNadYSeeeGI0btw4rr322ioveq5Zs2atF1YPOOCAaNeuXbz88suZc2HFu57K++yzz+Ljjz+u1YWS9XHXXXdl3bVRXFwcf/zjHyOi8nl17ty58fHHH2e9BjvttFPsueee8fHHH2eGHyozadKkeOGFF6Jdu3ZZCb6yJHfZcHplvvjii8xnUkVlE+vOmTOnyvIJEybEd77znTjzzDNrfM7lFRUVVfoe8cknn8TDDz8cm2++eaXzRkVlw4VMnDgxXnrppayyxx9/PN59993Ydddds87hNT2XtSkbMquqi0bllZ2ffv3rX8fXX38dRx99dJUTGZcZNWpUfPTRR1mP3XTTTbFq1aoYMmRIJkmx9957x2677RZPPvnkWpM07733Xo3zRJZ5/PHHY8aMGev8t653a5R93le8GPvJJ59kzuFrs6774q233ooFCxZU2r7s7pSK39v69OkT3/nOd6rcpirre4ysrw4dOsSgQYNiypQpcc8991SZkPr0008zx97y5curvNi9Zs2azOfU+n53jfj2e+Jf//rXrO8tRUVFmfPTuty1dswxx0RRUVH8+c9/rvI9XhtlcwzV5u/UU09d5/ZvuOGGuP3226NXr14xYsSIGu8yXLNmTXz88cdZP8Rq2bLlWr/Pls0V9KMf/SiuvfbaGDhwYJXt1jQnWZn1PeduqN69e8cuu+wSb7zxRtx///2VyufPn581r0fZ96F1/THlT37ykygoKIi//OUvVX7O1+YOmNp+Pnz66adV/rirbP7C8u+pl156qdL3g7Kh5iNine5qrk1/P/vZz6JRo0Zx9dVXV/njv9WrV2clKGr7OrVq1SpWr169zufIiG/f3zfccEPWOWvu3Lnxt7/9LVKpVKXvMQ1Z2Xejf/zjH1n7Zu7cuVXOIVRYWBjHHHNMfPDBB3HTTTdVms8mImLWrFnx+eefZz126qmnxne+850NSn4efvjhsdlmm8XDDz9caQ6jW2+9NRYtWhSDBw+Opk2bRsQ3d/937do13nzzzUrz4fzjH//I2fxCe+65Z+yyyy4xffr0zBCvEd+8N2644YbMHdS5HiKzdevW0axZs3jvvfeyviMXFxfHddddt86j2Xz44YdVvr/Kti//vh46dGikUqm4/PLLqzwvrVy5stY/TihjKDkahKJSSR2S4Z///Gc8++yz0bt37zjllFOyygoKCuL666+PI488Mq655pro06dP5pfFxx13XLz77rvx4IMPxqBBg2K//faLbbfdNhYvXhyzZs2KqVOnxjHHHBO/+93v1iuun//85/HOO+9Ep06dIp1OV/llZODAges9qWkunHbaafHCCy/E008/HZ9++mn069cvli5dGmPGjInvfe978cILL9T55PCpVCrOO++8OOecc+Ivf/lL5p/M1q1bxy233BLnnHNOHH/88bHPPvtE165do6CgIL788st48803Y9GiRZnbil977bW4/vrrY88994wdd9wx2rRpE1999VWMGzcuCgoKavWPZXkFBQXRu3fvzC++yieGtttuu+jUqVN8/vnn0ahRoyonXK7OmDFj4je/+U0cd9xxce2112YeP+OMM+KVV16J5557Lo466qjo379/rFy5MsaMGRMLFiyIs846K/Mrstpo1KhRdOzYMQ4//PD4wQ9+EI0bN44XXnghvvjii/j+978fhx9+eKbuq6++Gpdffnmk0+no06dPjBo1qlJ7LVu2zAwPV1/ee++9Kt9LEd8cSz//+c8jIuKjjz6Kn//857FmzZo48MADq5xUsnz9MmXDvwwfPjyOP/746NGjR+y+++5RWFgYS5cujVmzZsVrr70WEd9Mblkfz6Xs+dx1110R8e2knwsXLoxf/epXmTqXXnpp5pdyTz/9dNxzzz3Rt2/f2G677aJZs2bx+eefx4svvpjZJ0OHDs3qc/ny5TFgwIDYd999M3d5TZkyJd55553o0qVL3HrrrZWGvljbMVxYWBi/+93v4oILLoif/vSnceihh0ZhYWGMHz8+Zs6cGYcddli1v76vyfDhwzNDGZQlnh577LHMRbbevXtnJU979+4dJ554Ytx///1x5JFHxg9+8INYvXp1PPPMM7FkyZK44oorKk1ket9998Xw4cPj/PPPz5oDrVOnTnHxxRfH73//+zj66KPj0EMPjUaNGsXYsWNj7ty5cfrpp6/3HFT/9V//Fe+991506dIlioqKqjw+Bg0alPUDiFGjRsXf//736N27d7Rr1y7mz58fEyZMiPnz58ePf/zjOOmkkyq18ctf/jLmzZsX3bt3j5YtW8bMmTPjxRdfjJKSkrj22msrxV9cXJx5nhXHYL/44ovj9ddfj7vuuivefffd6NmzZ3z44YcxYcKEaNeuXaVhCbt16xbXXHNNXH755XHYYYdF//79o0uXLrFmzZqYM2dOTJs2Ldq3b1/lRfOyYXmGDx8eb775Zmy99dZxwAEHrHV/lg0P869//avSEIK51LNnzzjyyCPjkEMOiaZNm8ZLL70UH330UfTq1avSsJnXXnttjB07Nm6++eas98A111wTP/3pT+PKK6+M8ePHx6677hqzZ8+OsWPHRpMmTeL666/PSkz06dMnevToEa+88kocf/zx0bt375g3b16MHz8+BgwYkPXPfJl99tknHnroofjlL38ZAwcOjC233DLatGmTuXhZdlGotkNX9ejRIyZOnBjHHXdc5k7aZ555JlasWBG//e1va5wfoXHjxvGHP/whTj/99Dj77LNj0KBB0blz58xx1LJly8y8DWXKfmDw+9//PqZPnx4tWrTIDMtVnV122SVatWoVjz/+eJSUlMTWW28dqVQqjjvuuKxf9u+4447Rt2/fzA9Wjj/++Grb3WeffeKHP/xhDB48ONq0aROTJ0+Ot99+O7p06RLnnXdepl4qlYqbb745TjrppLjoootixIgR0bNnz2jevHl89dVX8d5778Unn3wSTz31VK3vdMilgw8+OG677ba4/fbb45133olu3brF7NmzY8KECXHQQQfFM888s9Zt13VfPPbYY/HEE09Enz59omPHjtGiRYuYOXNmTJgwIbbccss48cQTs9ot++xblyGYyuKo7nivC1dffXXMmjUrrr/++njssccyE9nPmzcvPvroo3j33Xdj+PDhse2228bSpUvjxBNPjE6dOsXuu+8e2267baxatSomTpwYM2fOjMMPPzy222679Y5lv/32i5/85Cfx4IMPxqGHHhoHH3xwbLbZZjFhwoT49NNPY7/99lunYX3POuusmDBhQjzxxBPx8ccfZ73H+/btG+PHj1/vGHPpgQceiDvvvDOaNGkS3/3udzMjBpRXcSjFmTNnxhFHHBHdunVb57vpavL+++/H9OnTY/vtt49+/fpVW3d9z7kbKpVKxY033hgnnXRSXHPNNTF69OjYa6+9oqSkJGbOnBmvvvpqvPzyy5nPzTvvvDNGjBgRl1xyyTr9P9WzZ8/45S9/Gddff30cccQRMXDgwOjYsWMsWLAg3n777dh2223XOUld28+H6dOnxyWXXBK77757dO3aNdq1axf/+7//G+PGjYt0Op31GXH22WdHmzZtolevXrHddttFSUlJTJ06Nd57773Ya6+91mkIw9r0171797jiiiviqquuisGDB8f+++8fnTt3jtWrV8ecOXPi9ddfj06dOsXjjz++Xq/TPvvsEy+//HKcccYZ0a9fv9h8882jS5cu1Q7JefbZZ8err74ao0ePjo8++ij222+/WL58eTz77LOxaNGiOPfcc2u867ch2WWXXaJfv37x6quvxrHHHhv77rtvLFy4MCZMmBD77rtvlQmDSy+9ND755JMYPnx4PP3009G7d+9o27ZtfP311/HJJ5/E9OnT47rrrssaNaO2n0dV2XrrreO3v/1tXH755XHcccfFIYccEm3bto1p06bFtGnTolOnTnHppZdm6qdSqbj66qvj5JNPjvPPPz8GDhwYO+ywQ3z44Yfx8ssvxwEHHBAvvvhipYTN22+/HQ899FBEfPMDvYhvhoAv/z/k1VdfnRnFIZVKxXXXXRcnnHBCXHTRRfHcc8/F9ttvH1OmTIm33347evbsGaeddtp6P++1SaVS8bOf/SyGDRsWRx55ZBx00EFRUlISkydPjgULFmR9J6vO5MmTM3Op7rTTTtGmTZuYO3dujBs3LlKpVFbse++9d/z3f/93/OlPf4of/OAHMWDAgOjQoUOsXLky5syZE1OmTMncfVpbEkM0CMXp4nyHAHVuzpw5cc0110Tz5s3jD3/4Q5W/XOjYsWNcdtll8Zvf/CYuu+yyuPvuuzPJjiuuuCL233//ePjhh+O1116LpUuXRsuWLWPbbbeNU089tdIv6mtj9uzZERHx+eefr3VCu+233z6viaEtttgiRo4cGbfcckuMGTMm7r333ujQoUOceeaZmcRQfQz1OHDgwNhtt93izTffjPHjx8dBBx0UEd98wX3yySdjxIgR8corr8Trr78eTZo0ifbt20ffvn3j4IMPzrTRv3//+PLLL2Pq1Kkxbty4WLZsWbRv3z769esXQ4cOrfX45OXts88+MW7cuGjevHmleTf22Wef+Pzzz2O33XbL2fwHZcOejRgxIp5++um4//77o3HjxrHrrrvG5ZdfvkFj7v/1r3+NW2+9NZ5++umYN29ebL311nHuuefGGWeckZUEnDNnTuZL72OPPVZlW506dcpLYmhtk4M2atQok0yZN29eZnLKMWPG1Fi/TCqVigsuuCCOOOKIeOihh2LKlCnx5JNPxsqVK6N58+bRqVOnOOGEE+LII4/c4H+U1vW5lD2fivOhrVixIuuxCy64IHMhsey4fO+99+KNN96IlStXRosWLaJ3795x1FFHxZFHHlkp6bvFFlvEIYccEm+88UZmTqFOnTrFeeedFyeffHLmF2vr6uCDD477778/hg0bFs8991ysXr06OnfuHJdddtkGzzH10ksvVRoyofyE340aNap0V92vf/3r2GWXXeLBBx+MRx55JAoKCmK33XaL0047bZ2HWiszdOjQ6NChQ4wYMSL+8Y9/RDqdjm7dusWFF164QfNTld31OHPmzLV+bnT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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thresPlot, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thresPlot, 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": 11, "metadata": {}, "outputs": [], "source": [ "# Set threshold\n", "thresCalc = 1e-3\n", "\n", "# 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": 12, "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 = thresCalc, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E10.0_10.0_150.0eV.inp.out_BLM-L_2020-04-02_08-50-03.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/backends/h5netcdf_.py:211: FutureWarning: complex dtypes are supported by h5py, but not part of the NetCDF API. You are writing an HDF5 file that is not a valid NetCDF file! In the future, this will be an error, unless you set invalid_netcdf=True.\n", " self.ds.attrs[key] = value\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/backends/h5netcdf_.py:285: FutureWarning: complex dtypes are supported by h5py, but not part of the NetCDF API. You are writing an HDF5 file that is not a valid NetCDF file! In the future, this will be an error, unless you set invalid_netcdf=True.\n", " nc4_var.attrs[k] = v\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": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:215: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data XeF2_highRes_wf.orb24_E2G_E159.0_10.0_299.0eV.inp.out, pType=a, thres=0.1, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thresPlot,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 15, "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": 16, "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 = thresCalc, \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": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb24_E2G/XeF2_highRes_wf.orb24_E2G_E10.0_10.0_150.0eV.inp.out_BLM-V_2020-04-02_08-50-03.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/backends/h5netcdf_.py:211: FutureWarning: complex dtypes are supported by h5py, but not part of the NetCDF API. You are writing an HDF5 file that is not a valid NetCDF file! In the future, this will be an error, unless you set invalid_netcdf=True.\n", " self.ds.attrs[key] = value\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/backends/h5netcdf_.py:285: FutureWarning: complex dtypes are supported by h5py, but not part of the NetCDF API. You are writing an HDF5 file that is not a valid NetCDF file! In the future, this will be an error, unless you set invalid_netcdf=True.\n", " nc4_var.attrs[k] = v\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": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:215: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data XeF2_highRes_wf.orb24_E2G_E159.0_10.0_299.0eV.inp.out, pType=a, thres=0.1, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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alfORLT+IiIiIiIiIiIiI6Mti8IM0SsLgBxERERERERERERF9YQx+kEblStntFRERERERERERERF9WayWTxolgbbaPup08uRJDBkyBM2aNUPLli0xfvx43Llzp1hpxcfHo3HjxhCJRPjzzz/Vmk8iIiIiIiIiIiIiKjoGP0ijJNBS20ddgoOD4eXlhczMTMyYMQMTJkzA3bt3MXTo0CIHQHJycvDzzz9DT09PbfkjIiIiIiIiIiIiopJh8IM0SqKlrbaPOqSlpWHFihWwtLREQEAAvv/+e4wePRp79+6FlpYWFi9eXKT0duzYgUePHmHs2LFqyR8RERERERERERERlRyDH6RRuWr8qENERATEYjFcXFxgbGwsTLe0tISjoyOio6Px7NkzldJ6+PAh1q9fD29vb1haWqoph0RERERERERERERUUgx+kEZJtLTU9snIyFDpU5AbN24AAGxtbRXmyabFxsYWul9SqRQ+Pj6wsrKCu7t7Mb4ZIiIiIiIiIiIiItKUMqWdAfq2SbTUN1aHsoCFMgkJCfnOe/HiBQAobakhmyZbpiB79+7FjRs3EBoaCm1txhCJiIiIiIiIiIiIviYMfpBG5agv9qEWmZmZAKB0gPKyZcvKLZOf58+f47fffsPo0aMhEonUn0kiIiIiIiIiIiIiKhEGP0ijJGoMfsTExJQ4DQMDAwBAdna2wrysrCy5ZfIzf/58VKxYEZMmTSpxfoiIiIiIiIiIiIhI/Rj8II1SZ/DD0NCwxGlYWFgAAJKTk1G3bl25ecnJyXLLKHPq1Cn8/fffWLRokbA8ALx+/Vr49/Hjx7CwsIC+vn6J80tERERERERERERERcfgB2lUbmln4DNNmjTBvn37EBMTg3bt2snNk7UssbGxyXf9pKQkAJ9afyizcuVKrFy5Ejt37kTbtm3VlGsiIiIiIiIiIiIiKgoGP0ijsr+yMT+6deuGpUuXIjg4GCNHjoSxsTGAT60+jh07Bjs7O1SvXh3Ap7E/nj9/DhMTE1SqVAkA0LlzZ6WDpV++fBn+/v7w8PBAixYtOBYIERERERERERERUSli8IM0Sp3dXqmDqakpZs+ejfnz52Po0KFwdXWFRCKBn58fpFIpfHx8hGVjY2MxfPhwDBgwACtWrAAA1KxZEzVr1lRINyMjA8CnViO9evX6MjtDREREREREREREREox+EEaJYG0tLOgwNXVFaampti+fTtWrVoFXV1d2NnZwdvbG1ZWVqWdPSIiIiIiIiIiIiIqIS2pVPr1lU7TN2NhTXf1pfXYX21pEREREREREREREdG3iy0/SKMkWoytEREREREREREREdGXxeAHadTX2O0VEREREREREREREX3bGPwgjcph8IOIiIiIiIiIiIiIvjAGP0ijGPwgIiIiIiIiIiIioi+NwQ/SKHZ7RURERERERERERERfGoMfpFFfa8uPkydPYtu2bbh79y50dXVhZ2eHadOmwcrKqtB1IyMjERERgevXr+P58+coW7YsatasCRcXF/Tv3x9lyvC0IiIiIiIiIiIiIipNWlKp9OssnaZvwqhag9SW1s5HoWpJJzg4GD4+PmjQoAFcXV2RnZ2NPXv24M2bNwgICCg0ANKuXTuULVsWXbt2Rf369SEWixEWFoZbt26hU6dO2LRpE7S0tNSSVyIiIiIiIiIiIiIqOgY/SKO+rzlQbWnteby/xGmkpaWhS5cuMDY2RlhYGIyNjQEAycnJcHJyQsOGDeHv719gGhcuXECbNm3kAhy5ubnw8PDA1atXsWXLFnTs2LHEeSUiIiIiIiIiIiKi4tEu7QzQt02Cj2r7qENERATEYjFcXFyEwAcAWFpawtHREdHR0Xj27FmBabRt21ahZYeOjg569eoFAEhISFBLXunbMWfOHIhEokJ/W3l16dIFXbp0KZVt/6+7efMmRo0aBXt7e4hEIvTr1++L52Ho0KFo1KjRF98uEdHXxt7eHn369CntbPxPOn36NEQiEbZv317aWSE1W7lyJUQiEW7evFnaWVHJwIEDYWtrW9rZUNmXuG4VdRt3796FSCTCokWLNJirb9e/7Zyhr8eePXsgEolw/Pjx0s7KFzNx4kSIRCK8e/eutLOSr39DHv+Njh8/DpFIhD179pR2VuRwcALSqFw1BS0AICMjQ6XlDA0N851348YNAFD68Gxra4uQkBDExsaiWrVqRc7fixcvAAAVKlQo8rr/S2TdjnXo0AHbtm1TuswPP/yAs2fPYv78+XB3dy/2trp06YKkpKR850+ePBleXl4AgPj4eISHh+P8+fN49uwZ3r59CzMzM7Rs2RJjxoxB48aNi52PfxsPDw9cvnxZbpqhoSFq1KiB7t27Y9SoUTAyMiql3GmWWCzGuHHjkJWVhX79+sHMzAwVK1Ys7WwVKj09HeHh4Th79ixu376N5ORkaGtro06dOnB2doa7uzt0dXULTWft2rXYsGEDAMDX1xf29vbFyo/sPC9IjRo1cOrUKQBAdnY2zpw5g9OnTyM2NhbPnz+HVCpF9erV0aNHD4wePbrA39yDBw8QEBCAK1euICkpCRkZGTAyMkLNmjXRokULODs7FzuYVNR9AYDr168jPDwc8fHxiI+Px+vXr1G1alVERkbmm4aDg4NwH/mchYUF/vrrL4XpYrEYW7duxcmTJ/Hs2TPo6+ujcePGGDNmDDp06KDiHv6f6OhobNq0CbGxscjKykLNmjUxePBguLu7Q0dHp8jpAZ+ObUBAgPBdJCYmQiKRYPny5Rg4sODWoaGhodi7dy8SExOho6ODRo0awdPTs1itK8PDw7Fr1y7Ex8fj48ePqF+/Ptzd3UsU3IyLi8OpU6cQFRWFp0+fIi0tDRUqVEDLli3h6emJhg0b5rvepk2bEB0djXfv3uG7775Dx44dMWnSJFhYWChd5+TJk/Dz80NcXBwkEgmqVauGPn36YMyYMShbtmyR8v3mzRts2LABERERSElJgZmZGRwcHDBlypR8t6+Ks2fP4ocffoCtrS327dtX4LIHDhzAnDlz0LNnT6xdu7bY2/yWTZkyBSdOnEBUVNS//tly5cqV2LFjB0JCQmBjY6PyeqdPn8b48eMxa9YsjBkzRoM5pNL2Lf3eSXVPnz7F2rVrceHCBaSlpcHS0hI9evTAxIkT5SoqFubs2bM4f/484uPjcefOHbx79w7t27dn4Ja+iH/jvWrPnj1YvHhxvvMNDQ0RExPzBXP0v+XQoUO4du0a7ty5g4SEBGRkZMDd3R3z588vcL2oqChs2bIFt27dQnZ2NurUqQNXV1e4urqq3PX+u3fv0LJlywKX2bBhA7p166by/vwbMPhBGiWRqi/4oWptn4JaXsgKliwtLRXmyablV/hUkOTkZAQGBsLU1PSbu0iom4uLCyIjIxEZGQl/f3+F4MbevXtx9uxZODg4lCjwkdfw4cNRrlw5hemtWrUS/l6wYAFu3LiBxo0bo3v37jA0NMSdO3cQFhaGEydO4Pfff0f37t3Vkh9V7Nq164ttKz8DBgxA1apVIZVK8fLlS4SHh2PdunWIjIzEvn37oKenV9pZVLvY2Fi8fv0a3t7eGD9+fGlnR2WXL1/GrFmzUL58edjb26N79+5IS0tDZGQkli9fjpMnT2LXrl0FHrPY2Fhs3rwZhoaGKgebC9OoUaN8WzCZmpoKfz969AheXl4wNDSEvb09OnXqhIyMDPz9999Yv349jh07hr1796J8+fJyaUilUqxduxabNm3Cx48f0bhxY/Tu3RumpqYQi8VISEiAn58fduzYgV9++QVubm4a3xfg0wOtv78/dHV1UbduXbx+/VqlbZiamsLDw0NhurICgLdv38Ld3R33799HgwYN4ObmhoyMDERERMDT07PIweMTJ05g2rRp0NfXh5OTE8qVK4fIyEgsXboU169fx3/+8x+V08pLLBZj2bJlAICKFSuiYsWK+Oeffwpdb+nSpfD19UXlypXh6uqKDx8+4NixY/jhhx+wcOFCDB06VOU87Nq1C8uXL4eZmRn69u2LMmXK4Pjx45g1axbu3buHGTNmFGvffHx8cPv2bVhbW6Nnz54wMDBAfHw8jhw5guPHj2Pt2rXo2rWr3DqRkZGYMmUKcnNz0blzZ9SsWRMPHz5EUFAQIiMjERAQgOrVq8ut89tvv2HLli0wMjJCjx49YGpqiujoaKxZswbnz5/Hzp07Vb4ep6amws3NDY8fP0abNm3Qp08f3Lt3DyEhITh79iz27dtXrAogANChQwdUqVIFMTExuH//PurVq5fvssHBwQA+PRMUJigoCNrabKxORPQtuX//PoYNG4b379+je/fuqFGjBq5du4bt27fj3Llz2Lt3r8oBkJ07dyIqKgoGBgaoVq2aRmpyjx07FoMHDy72PZL+d/Xt2xdt2rQpUQUTTbGxsVFaqUiVSnNUfL///juSkpJgYmKCSpUq4dGjR4Wuc/DgQcyZMwdGRkbo3bs3jIyMcPLkSSxYsAA3b97E0qVLi5QHPT09/PDDD0rn1a5du0hp/Rsw+EEapa7uqtQlMzMTAJQWEshqTsqWUVV6ejomTpwIsViMdevWKRTOkaIlS5agT58+WLVqFdq0aYM6deoAAB4+fIhff/0V5cuXFwrL1GHEiBGFPqg6Oztj1apVqFmzptz0Q4cOYebMmfDx8UHHjh2/WIF/jRo1vsh2CjJgwAC5mv/Tp09H3759cfv2bYSFhWHAgAGlmDvNePnyJQCgUqVKpZyToqlUqRJWr16NXr16yT2szp49G+7u7rh69SoCAgIwYsQIpet/+PABs2bNQrNmzWBpaYkjR46oJV+NGjUSWlcVxNjYGAsXLkT//v1hYGAgTM/OzsbEiRPx999/Y+PGjfjpp5/k1luzZg3++OMPVK1aFb/99pvSIPmrV6+wa9euEr8Iq7ovADBo0CC4uLigXr160NLSUrnlmKmpqcrbWLt2Le7fvw9HR0esXr0aZcp8eqT78ccfMWjQIKxYsQIdOnRQ6Vry7t07zJ8/H2XKlIG/v7/QSmbq1Knw8PBAWFgYevToIXTvWBTGxsbYunUrGjVqhIoVK+K///0vNm3aVOA60dHR8PX1Ra1atRASEgITExMAwJgxYzBo0CAsX74cnTp1QuXKlQvd/pMnT7B69WqUL18e+/fvR5UqVQB8auo+aNAgbNu2DT169ECTJk2KvG/9+/fH77//rvAdy1o1zJs3Dw4ODsI5+eHDB/z888+QSCTYuHGjXGDkyJEjmD59OubNmycX/L558ya2bNmC8uXLIzQ0VLiXSaVSLFy4EPv27cO2bdswceJElfK8evVqPH78GGPGjMGsWbOE6Tt37sSKFSuwePFibN68ucjfBQBoa2tj0KBBWLduHYKDgzF37lylyz148ABXr15F1apV0a5du0LT/fy+TERE/34+Pj5IS0vDsmXLMGjQIGH6/PnzERgYiA0bNmD27NkqpTV58mTMmzcPtWvXxv379+Hs7Kz2/FaoUIGtkqhYypUrp7Qi5tegSZMmKr97kPosXrwYNWrUQPXq1REeHo5JkyYVuPzr16+xaNEiGBgYICgoCHXr1gXw6drn5uaGkJAQ9OzZEw4ODirnoWzZsv9Tx57VqEijcqVStX1iYmJU+hREVqiWnZ2tMC8rK0tuGVWkp6fjhx9+QFxcHObNm/dFWwb8m3333XdYvHgxMjMzMXPmTOTk5CAnJwczZ85EZmYmFi9eDHNzc6XrHjlyBB4eHmjZsiVsbGzg6OiIjRs3Kj2mReHh4aG0gKVv376oVasW3r59i7t375ZoGwCwb98+ODs7w8bGBm3btsW8efPw/v17heXyG/Pj/fv3WLp0KRwcHGBjY4NevXph586dePr0KUQiEebMmVPibefHzMxMaNmUX3+3iYmJmDNnDjp27Ahra2u0bdsW06dPx4MHDxSWffXqFVauXImePXuiWbNmaNGiBXr27Ik5c+bg6dOnKucL+HQuWltbK9Ts//DhA2xsbCASiXDw4EG5ef7+/hCJRAgJCcGzZ88gEomEl6y5c+dCJBJBJBJh//79hW4/KysLmzZtQp8+fdCkSRM0b94c7u7uSvt2ffz4MUQiEX7++Wc8ePAAU6ZMQevWrWFlZRVcWQsAACAASURBVIXo6GiFdP/zn/+gS5cusLa2Rvfu3bFhwwaF33vjxo3h7OysUEvH2NgYo0aNAgCFrszyWrVqFV68eIHly5er3GRWnapUqYKhQ4cqXH/19PQwbtw4AIr5f/ToEbZs2QI9PT1s3bo139aBFStWxIwZMzB69GjNZF6Jxo0bo2HDhhqtNXXy5EkAn7oKkQU+gE/X15EjRyI7OxuBgYEqpXXs2DG8fftWoXswfX19TJ06FQAQEBBQrHzq6enBwcGhSN3HybY1YcIEIfABfAoKDx06FFlZWSqdlwAQEhICiUSC4cOHC4EP4NP1bNy4cZBKpYV20ZSf4cOHKw0uDRgwANWqVcPr16+RmJgoTI+OjkZqaiqaNWum0CKkT58+sLKyQlRUlNw6su7UhgwZIhfE19LSwvTp0wF8ajH58WPhlU3EYjEOHz4MIyMjTJ48WWFfKleujLNnz+L58+cK68bExMDLywvt2rWDtbU1OnbsiPnz5wsBYxkXFxfo6Ojg4MGD+d6X87b6UKVFh7J+7fP2n/3XX39h6NChsLW1hZ2dHSZOnIjHjx8rpDNlyhSIRCK8evUKmzdvRo8ePWBtbY1OnTph1apVRW7x9s8//2DevHno1KmTcL+bOnUq7ty5o7BsQX3Ff94Pf3p6OkQiEU6cOAEAaNOmjXA/KskYArJ0x40bh6SkJHh7e8Pe3h5NmjTB4MGDhWuKqu7fv4/p06ejffv2sLa2hoODA+bOnaswxpi9vT127NgBABg8eLCwL4W16J4yZYrQAvPXX38V1pN9j9u3b4dIJMLOnTuVrv/06VNYWVnB1dVVmJb3OAQGBsLZ2RlNmjRBu3btMH/+fKSmpipNKzU1VXhesbGxEbpEvXTpksrfl6adO3cOc+fORa9evWBra4umTZvC2dkZmzdvhkQiKXBdVb+Lhw8fYu7cuejatStsbGxgb28PZ2dn/PLLLxCLxcXKd1F/79nZ2Vi3bh26du0Ka2trdO7cGb///jtycnKUpjtu3Dj8888/mD17Ntq3b4+GDRvKPZulp6dj/fr1cHZ2RtOmTWFra4thw4YpPR8+fvyIoKAguLi4COdOp06dMHbsWISHhyvdP7FYjCVLlsDBwUFoJbh79+58v4+DBw/Czc0NzZs3R9OmTdG3b1/s2LGj0GOYV1paGhYtWoT27dvDxsYGvXv3hr+/P6RSqcppaNqdO3cQExOD+vXrywU+AGDatGnQ1dVFSEiIyu93LVq0QN26dTXaSlDZdTzv7ywlJQVz5sxBmzZtYGNjA2dn5wIrE50+fRpjx45F69athXuRl5cXrly5UuK8pqenY+PGjejXrx9sbW1ha2uL3r17Y/ny5Xj79q2wXN774o4dO9C7d2/Y2NgIz94AkJubC19fXwwYMADNmjWDra0thgwZgpCQEKXbjoqKgqenJzp06ABra2u0b98ebm5u2LJli9xyL168wJIlS9CzZ080bdoULVu2hKOjI3766SeVWggXdXuy70XV812msONU2L0KKHjMj5iYGEyYMAH29vawtrZG165dsXTpUqXXYNnxSk1Nxe7du+Hk5AQbGxu0b98eixYtUlvLfWXCwsLg7e2N7t27C9+di4sLgoKCipTO0aNH4e7ujrZt28LGxgYODg4YMWKE0uf6V69eYfny5Qr3XnWcI4U5cOAA3NzchPtpv379sGvXLoV7jcypU6fg4uKCJk2awN7eHlOnTsWzZ8/yHVekXbt2Ci29C3Lo0CGkp6dj0KBBQuADAIyMjIQARnHf1QqTkJCAFStWoH///sLvtFu3bliyZEm+z03K3L9/H7NmzUKXLl2EZ4h+/foJ5YJ5ffz4EcHBwXBzc4OdnR2aNGkCZ2dn7NixA7m5ucXaD7b8II3KkRbvh6lMQWN5qErW1DA5OVnuoiGblneZwojFYowdOxYxMTFYsGBBkbrgIKBbt24YNGgQQkNDhTEGbt68iYEDB6JHjx5K1/npp58QGhoKS0tLdO/eHeXKlcP169exZs0aREVFYefOnXKFgOoiS7Okaa9atQrnzp1D586d0a5dO1y6dAlBQUF4/PgxfH19C10/KysLI0aMwO3bt9GoUSM4Ozvj/fv3Qt/xmty2jOzFSdl38ddff8HLyws5OTno3LkzatSogRcvXuDkyZM4c+YMfH19hRrwmZmZGDp0KJ48eYJ27dqhS5cukEqleP78OSIiItCzZ88iPRAYGRnBxsYGsbGxEIvFQjP5a9euCS9OFy9eRP/+/YV1ZIUWbdq0gYmJCSZPnoz4+HhERESga9euQn/9+fXbL5OdnY1Ro0bh6tWrqFevHtzd3ZGZmYnjx49j6tSpmDhxolCAnNejR4+E1gF9+/bFhw8fFJr3e3l5IT4+Hj179oSOjg7Cw8Oxdu1a3L59Gxs3blTpu5Edq/zGbDh//jz8/f0xb968r6LF0efyy39oaChyc3Ph7OyscD0vKJ2vWVZWFg4ePIjk5GQYGBjAysoKLVq0UHrsXr16BQBKzxPZtKioKJW2e/HiRQBQOk5Iq1atULZsWVy9ehUSieSLNIOX5UdZ7SUHBwds3rwZFy9eLLSWVN60lO2bLH3ZMuqk7HcrO2b5tUSsXr067ty5g6ioKOE3nZKSIsz7XLly5WBqaoqUlBSh+7OCyK6Hbdq0UXim0tHRQdu2bREaGopLly7JtewLCgrCggULoK+vjy5dusDCwgKPHj1CcHAwzpw5g+DgYOHZycLCAg4ODjh9+jTCw8Ph5OQktx2JRIKDBw+iTJkyhY75ooqjR48iIiICnTp1gpubGxISEhAREYFbt27h6NGjSrtMmTdvHq5duwZHR0cYGhri7Nmz2LZtG2JiYrB7926VfuOJiYn4/vvvkZqaivbt26Nv37549uwZTpw4gTNnzmDTpk1o06ZNsfZJV1cXkydPxrFjx5CYmIgxY8YIgWF11Dp+/fo1XF1dYWFhARcXF7x58wbHjh2Dl5cXFixYgGHDhhWaRnR0NMaOHYsPHz6ge/fuqFmzJu7du4f9+/cjMjISvr6+EIlEAABPT09EREQgJiYGQ4YMEVpWFvY9y1oyHjlyBO3atZMLllSqVAmDBg3CmjVrEBgYKAT58woODoZUKpULfshs3LgRFy9ehKOjIzp16oRLly4hMDAQly9fRlBQkFwN3YcPH2LEiBF48eKF0C2jWCxGZGQkRo4ciV9//VUjtcyLasOGDXj16hWaNGmCrl27IiMjA9HR0fjPf/6Dq1evYvPmzUorN6j6XTx79gyDBw9GVlYWOnfuDEdHR2RmZuLp06cIDQ3FmDFjijRGg0xRfu9SqVR4LurQoQMMDAxw+vRp/PHHH3j//j3mzZunkH5KSgpcXFzw3XffoVevXvj48aPQSj81NRUeHh64f/8+mjRpAhcXF0gkEvz999/w8vLC9OnT5boEWbZsGfz8/FCrVi306dMHhoaGePnyJW7cuIHw8HCFro8/fPiA4cOHIz09HZ07dwbwqYBs2bJlyM3NVaiUsWTJEvj5+aFixYro378/ypYti8jISKxcuRJRUVHYtGlToeNvZWRk4Pvvv8fdu3dhbW2N/v37482bN/jtt9+KPY6bJsjuu+3bt1eYV6FCBVhbWyMmJgbx8fFo2rTpl85ekaWmpsLV1RXlypVD7969kZmZiaNHj2L69OnQ1dVFz5495ZZfsWIFdu7cCRMTE3Tt2hUWFhZ48eIFoqOjcezYsUL74y/I69ev8f333+PBgweoX7++UCnh0aNH2LdvH/r06aPQU4WPjw9iYmLg4OCAzp07Q19fH8CnAkgvLy9ERESgWrVqcHV1RW5uLk6dOoWff/4ZN27ckBs34sSJE5gyZQrKly+PLl26wNzcHG/evMH9+/cRGBgonE9isRhDhgzBy5cv0a5dO3Tt2hU5OTl4/vw5Tpw4gX79+qnUulfV7cmOUVHOd1WPU2H3qoIcPXoUM2fOhLa2Nnr16gVLS0tcv34dvr6+iIiIQEBAgNKyqV9++QUXL15Ex44d0aFDB1y4cAH+/v54/vx5oa2ri2v58uWoUKECmjdvDnNzc7x79w7nzp3DvHnzkJCQoPT6+7mtW7di9erVsLS0RLdu3VC+fHmkpKQgPj4ehw8flnsuTExMxIgRI5CSkoI2bdqgc+fOePfuHSIjIzFixAisXr1a4RlTXRYuXIiAgACYm5tjwIAB0NPTw+nTp7F8+XJcvHgRGzdulAu0BgYGYv78+TAyMoKzszPMzMxw5coVuLm5oWrVqmrJU0HvM+3atYO2trbGKmQcPHgQBw8eRKtWrdCqVStoaWkhPj4efn5+OHPmDEJDQxW6gP6crNxDVk5Us2ZNZGRk4MmTJwgKCsL48eOFe39ubi6mTJmC8PBw1KhRA05OTjA0NMSVK1ewcuVKXLt2DevWrStyhc2vvySA/tUkagx+qEOTJk2wb98+xMTEKHS1IGs1ospAjO/fv4enpydiY2OxZMkSDB48WCP5/db99NNPuHTpktDFRtWqVfHzzz8rXXb//v0IDQ1F9+7dsXr1auGhDADWrVuH9evXw9/fX2m3Prt371ZoampiYoKRI0cWmscbN27g/v37sLCwQP369Yuwd8rTOnz4sFD7OCcnByNGjMClS5cQGxtbaLcr27Ztw+3bt9G7d2/89ttvwgV/woQJhXZBVdJtA58eGmU12+zs7OTmpaWlYfr06dDX14e/v79cX+/37t3DkCFD4OPjgwMHDgD4VCj75MkTjBgxQqEro+zs7GK15GndujWuXbuG6OhodOrUSdiOjo4OWrRoIVcQ/PHjR1y6dAnVq1cXHkq8vLywf/9+REREoFu3bioXzG3duhVXr15F586dsX79eqHQc9KkSRg8eDD++OMPdOrUSeHlLTo6Ot/ACPDpxv/kyROEhYUJv19vb298//33iIiIwJEjR1SqBRwaGgpA+cNSWloa5s6di1atWqlU4FVUcXFxWLdundJ5tra2Sl96P5df/q9duwbg03H/EtSxL4V58eKFQhcP1atXx4oVK9CiRQu56WZmZkhNTcWzZ88U+mWVtZx6+PChStuVLaesf1c9PT1UqVIFDx8+RFJSEmrVqqXq7hSLWCzGq1evUK5cOaUFvbIWeqr0jQsUvG+VK1dG2bJl8fz5c2RnZ6utW8OrV6/i0aNHqFKlilxgzszMDACQlJSkdD3ZccvbUk62zue16YFP3ZWlpaUJ6xQW/JB9F/kdQ9n0vN9tYmIiFi1ahBo1asDPz0/uRf7cuXMYO3Ysli5dKjdo+ZAhQ3D69GkEBQUpvJiGh4cjNTVVKEQoqcjISPj5+aF58+bCtMWLF2PPnj34888/lY57c/PmTRw+fFjYlx9//BHjx4/H33//DX9/f5WeDXx8fJCamoqffvpJ7rnjwoULGD16NGbOnInIyMhi/ab09PTg5eWFe/fuITExEZ6enmrtakVW0WTZsmXCc4SsS7kVK1YUemxycnIwa9YsZGRkKAyIGRwcDB8fH8ydO1eoxTl27FikpqYKwQ9VBzx3cnKCgYGBUKCkbBBZJycnHDhwAJcuXZIr2M3JycH+/ftRrlw5pYUjUVFRCAkJkXtWmTdvHoKCgrB27Vr4+PgI02fMmIFXr14pdFX35s0bDB06FAsWLEDHjh1V6tIkMDBQobVUQWrVqqVyYOXXX39VGiRdtmwZdu/ejbNnzwrPRnmp+l2EhYUJrRg+H6tHLBYX+/pZlN97ZmYm0tLSEBYWJrQKnDZtGpycnBAYGIipU6cqHIfbt2/D1dUVCxcuVGgVsHDhQty/f19hjKzMzEyMHTtWGO+vdu3aQquPGjVq4PDhwwr7q6z269OnT9GzZ0+sXr1aWH78+PFwdHTE9u3bMWrUKOEcPH/+PPz8/FCzZk0EBgYK135vb2/88MMP+Ouvv+Dv74/hw4cX+H1u2rQJd+/eRb9+/bBy5UqFc7wosrOzi9wNYrt27eSux/lR5X4UExODhw8f/iuCH7GxsfDw8MBPP/0k/M7c3Nzg4uKCrVu3ygU/Tp48iZ07d6JOnTrYs2cPvvvuO2GebJzFkpC1LB89ejRmzZolV0D4/v17pQWG9+7dw59//qkwLmpISAgiIiJga2uLXbt2Ce/f06ZNg5ubG4KCgtCpUyfh2ihrBRAUFKTQo0Lec+TMmTNITk7GhAkTMG3aNLnlsrKy8q1d/zlVtwcU7XwHVD9OqtyrlHn79i18fHygpaWFvXv3yt0bf//9d/zxxx9YvHgx1q9fr7DunTt35J5jsrOz4ebmhtOnTxc65trnYmNjlb7fODo6yqWzd+9ehUpyubm58PLygr+/P4YNG1ZoZbTAwECUK1cOR44ckWvZDcgfL6lUiunTpyM1NRWbN2+Wu3fJxq6bP38+HBwcihV0L8jZs2cREBCAWrVqITAwUAgU/vjjjxgzZgxOnz6NgIAA4Tf06tUrLFu2DIaGhti/f7/cNU3WhZ86FPQ+Y2RkBHNzc7x48QIvX75UufvurKwspce+Tp066N27t/B/Dw8P/PjjjwqVVo4ePQpvb2/s3LlT4Tz+3KFDh5CRkYFVq1ahb9++cvPev38vV7a3a9cuhIeHY9CgQfjll1+E7UqlUixduhR+fn44fPiwQjqFYbdXpFG5kKrtow7dunWDkZERgoOD5ZpnJycn49ixY7CzsxNeHDIzM5GYmKjwAPL+/XuMHj0aN2/exPLlyxn4KAFjY2NMmjQJubm5yM3NxcKFC/O9gfn6+qJMmTJYtmyZ3MUR+NR3e/ny5XH48OF8112/fr3cR5XWDmlpaUKf6HPmzCm0tlVhJk2aJNftSt6ar7GxsYWuf/DgQWhra+PHH3+Ue3CtXLlyvmM5lGTbBw4cwLp164SXX0dHR6SkpMDR0VGhi7eDBw/i3bt3mDJlisIDl6zWUVxcHO7fvy837/NjCXx6ES7Og4yslm3eIEdUVBQaN26Mnj17Ijk5WXhwiI+Px9u3b4tdMzev0NBQaGtrY86cOXKtC8zNzTFhwgRIpVKlTcMrVaqECRMmFJj25MmT5V7k9fX18eOPPwrbLcyuXbtw4cIFNG7cWGmAbNGiRcKA1Jro7iouLk7h3JN9zp8/X+j6p06dQkhICKpUqaLwMiGrRa+skO7p06dYt26d3KcoLZw0sS+FGTx4MHbv3o3z58/j+vXrOHToEIYMGYKnT5/C09MTCQkJcsvLXgTWrVsn1/xX1hQe+FQDVJWuMmTd3+V33sleUDQxgOjnZNv4/KXo87yo2mWf7F6f374ZGxtDKpUWu8uWz71580bofnDu3LlyhW12dnYwMTFBTEwMzpw5I7fe0aNHhe6SZAENAEJt4cDAQLnuqKRSKf773/8K/1fl2Mi+s/y+W9l3lDetvXv3QiKRwMfHR+Flqn379ujYsSMiIiLkulro2LEjLCwscPHiRYUuDGXXQmW18Ytj4MCBCgVtQ4YMAZB/94yenp5y+1KmTBnhXq/KdfXBgwe4du0aateuDQ8PD7l5bdu2RdeuXZGSkqJwjL8Wurq6Cs8RderUgZubG7KyshAWFlbg+lFRUUhKSkK7du0Uarq7uLigUaNGuH37Nm7fvq2R/Ocla3X9eeFCREQEUlJS0K9fP6XPGYMHD1Z4VvH29oa+vj4OHjwodCN39epV3Lp1C/369VPoqs7MzAwTJ05Eeno6IiMjVcpvYGBgvvcRZZ+ijL+VX2tZWTDv3LlzSuer+l3IKPs+jY2Nv9iYeHPmzJG7hhkbG8PJyQkSiQTx8fEKyxsaGgo1q/NKTk7GyZMn0apVK4UgqYGBAby9vZGbmyt3PmhpaUFXV1dp10rKAjZaWlrw8fGR+24qV66MDh064NWrV3KBcNm1x8vLSwh8AJ+eiWX3FFmXgQXZv38/dHV1MX36dKXneFFIJJIi/V7Xr19faBfUMrJ7bmH3o6J0z1uaTE1NMWPGDLnfho2NDRo1aoT4+Hi5wnw/Pz8An4LoeQvUgU+/mZJUDHj27BlOnz6NatWqwdvbW+HZ3sTEROnz0Pjx4xUCH8D//S5nzZold+4bGxsLhZ2f/y61tLSEsVTzUnaOKLuelC1bFkZGRsp2TylVtlec812TxwkAjh8/jvT0dAwYMEChUsCECRNgbm6OiIiIfLu/yvsco6enJ7znqVKmkNfNmzeVnsufv7Mr6x1AR0cHHh4ekEqlKr8LlSlTRmmZSt7jdeXKFcTHx2PgwIEKQfsKFSpgwoQJeP/+PU6fPq3SNotC9pufOnWqXAspPT09oYJa3vf648eP48OHDxgyZIhCMHfatGlKf5vFoeq7WlGumdnZ2UqP/efPgVWqVFHaWtfJyQnm5ub5Pl8oo+ycNzExkUvf19cXJiYmWLhwodx0LS0tzJgxA7q6uvmW+xWELT9Io762lh+mpqaYPXs25s+fj6FDh8LV1RUSiQR+fn6QSqVyNb1iY2MxfPhwDBgwACtWrBCmjxw5Erdu3ULXrl2hpaWFP//8U24bIpEIVlZWX2yf/s0+fPiArVu3Cv8/fvy40m5OMjMzcefOHZiZmeXbT66enp5cP+l5yZrqFkVGRgYmTJiAR48ewdPTUy3NKq2trRWmyZr05i3sUkYsFuPJkyeoXLmy0n35vCWGOrYta6WR18CBA7F8+XKF6devXwfwqSaKshoEsprEiYmJqFevHlq1agULCwts2bIFt2/fRseOHdG8eXM0bNiw2EGmZs2aQV9fXwh+vH//HnFxcfD09BRaB0RFRaF27dpC09GSthpIS0tDUlISqlatqrT2miz9uLg4hXkNGzYstLBAWbP3Fi1aQFtbW2maeR07dgwrV65EpUqVsHbtWoVun44ePYojR45g0aJFRT4/VDV48GAsXbq0WOtGR0dj5syZMDQ0xLp16xRekGVdsCkL2jx9+lShplSNGjUKrTFZkJLsiyqmTJki93+RSITFixdDX18fvr6+2LBhg1zt+mnTpiEqKgphYWG4d+8e2rRpg4yMDERERKBcuXIoW7YssrKy1NL/dUHf9ZdWnLwUtKw6+0BPT0/HhAkT8OTJE4wfP16hC0djY2P4+Phgzpw5mDBhArp06YKaNWviwYMHOHPmDEQiERISEuSugS1btsTgwYMREhICZ2dn9OjRA6ampoiOjsbt27dRv3593Lt3T2PHWVaQdenSJeE6n9ebN2+Qk5ODJ0+eCM8+Ojo6GDRoEDZu3IiQkBB4e3sD+NTi5cKFC0Lhnzooa0VQ2L1N2XW1QYMGKF++PO7du1doKyDZtbdVq1ZKv/fWrVsjPDwccXFx+XbjWZpq166tdFy1Vq1aYceOHYXeW2Tz87t/2tvbIy4uDnFxcUJXl5rStGlTNG7cGCdPnkRqaqpQeCKrDZxfkK1Vq1YK0ypUqIC6devi9u3bePr0KWrWrCn85lNTU5U+27x48QIA8n3+/JyqYxUVh1gsxq5duxAREYHHjx8jIyND7vomy+vnVP0uZGOOzZ07FxEREUINf1W6nVQXbW1tuXGpZGSFtsqCwLVr11ZawH79+nVIpVLk5OQoPbaygK6sJZ62tjacnJywf/9+9OnTB7169UKLFi3QrFmzfAujKlWqpLQGrrL8yoKFys4rKysr4fpUUPeTL1++REpKCurWrau0YFZ2jqvKyMhIoeLFl/Y1PHeoom7dukoL9SwtLXH79m2kp6cL3cLExsZCV1dXLRWwPicr+G7dunWRApL59QAQFxeHsmXLKh2jSfZbzRt0dHZ2xrlz59CvXz84OTnB3t4ezZs3VzgP2rZtiwoVKmDNmjVCd1vNmzeHSCSSu6++fv0ae/fuVdi2p6cnDAwMVN5eUc93QLPHCSj4Xir7zk+ePImEhASFPBT0Xl/Uikru7u6YP39+oculpKRg27ZtOHfuHJKSkhTGaMjvHpOXs7MzNm7cCCcnJzg6OqJVq1awtbVV6IZNdu999eqV0uMlGxNG1XtvURR0XKytrWFsbIyEhATk5uZCR0dHWF5ZWUyFChVQp04dpYF5dSvO+4yJiUmhXacDn1r4hISE4PDhw7h37x7evXsnVzFClet0z549sWXLFkyfPh09evRA27Zt0bx5c4WWLMnJyUhOTkbVqlXzbXloYGBQrGPP4AdplDrH/FAXV1dXmJqaYvv27Vi1ahV0dXVhZ2cHb29vlYIWt27dAvCpQD0iIkJh/uTJkxn8UNGqVavw4MEDDB8+HFeuXEFoaCi6deumMND3u3fvIJVKkZqaqrTpp7plZGRg3LhxuHr1KkaNGoWZM2eqJV1lL1+yQq7CBquV1ZD6vOaJTH7TS7JtX19f2NvbQyKRIDExEcuXL8f+/ftRvXp1TJw4UW5Z2eB5hQ16Jnu4NDY2FrpUiIyMFGoMmJmZYdiwYZgwYUKRxxbQ09ODnZ0dLly4gNevXyMmJga5ublo06YN6tati0qVKuHixYsYNmwYoqKioKWlVeLgh6x2hbKCpLzTldXCUGUAaGXHVU9PD+XKlSuwpvqJEycwY8YMmJubw9fXVyG4kZqail9++QXt27dXWw1sdbp69SrGjh0LHR0dbN++XelDvrm5OR4/fqz0Ybtt27bCC3tWVpZK3bp9rdzc3ODr66vwcGphYYHQ0FBs3LgRp0+fxt69e1GuXDl07doV48aNE/rSVSWYKLs+5PebKqyGpjrJWjrlV3OpsJYcnzM2Nsa7d+8gFouV5j89PR1aWlolbjafnp4ujAPm6ekpFPh/rn///qhcuTK2bduGK1eu4OzZs6hVqxbmz5+P3NxcLFmyROG8X7JkCZo1a4agoCAcO3YMwKcXsB07diAgIAD37t0r9B4AFF4rLD09XW454P+u7XkrKhS0royLiws2bdqE/fv3Y8qUKdDR0UFISAg+fvyIwYMHq21Q2uLc2/K79pqbm+Pt27dIT08vsNBI9v3l161AQdf9r0F++y+bXlgrqJLc9zRh6NCh8PHxwf79++HpW3099QAAIABJREFU6YmnT5/i/PnzsLOzy7e70vzOl8/zLvv9nzlzpsCWPJocZFYVWVlZGDp0KO7evQsrKyv06dMHZmZmKFOmDCQSCTZv3pxvd6Kqfhd16tRBUFAQNmzYgLNnzwrXoqpVq2LcuHFf5FlCX19f6bkpq9yhbBDU/H7vsmN77do1oRtNZfIe20WLFqFOnTo4ePAg/vjjDwCfWlJ16dIFs2fPVujbPb+u0JTlVywWQ0tLq9Drk1gslmsZkpfsWOV3TFV57vxSCmvZUdR7fWlT9VhnZ2fjw4cPqFKlikYGZ5cVfBe1VYKy63lWVhays7NRtWpVpYWbxsbGMDQ0lCts79+/PwwNDbF7924EBgYKgYtmzZph+vTpQrC1QoUKCAoKwvr16+WurxUrVoSHh4fwDvD69Wul7/7u7u4wMDBQeXtFPd81fZwA1e+lyoIZBT37FHcw6IKkpKRgwIABePXqFWxtbWFvbw8TExOUKVMGKSkpCAwMVKnL6ilTpsDCwgJBQUHYuXMnduzYAW1tbbRt2xazZ88Wum998+YNgE+DzRfUukMT997379+jTJky+Xa/aG5ujocPHyIjIwMmJiYlLqNRlYmJCVJTUyEWi5XmTZPvanPmzMGhQ4dQtWpVdOrUCZUqVRLuxXv37lXp2ItEIuzbtw8bN25EZGSk0LK1Ro0aGD9+vNAto+xcTUpKKrDcrziVZRn8II36GoMfwKdBFHv16lXgMvb29kpru5R2DZhvxblz5+Dv748GDRpg5syZePToEQYNGoR58+ahWbNmchd12YNvo0aNlLZGUCexWIxx48YhOjoanp6eagt8lJTsO3j9+rXS+flNVwddXV1YWVlh06ZN6N27N9atW4dOnTrJ1b6T3Wj//PNPlYN/lpaWWLZsGaRSKe7fv4+LFy/C398fGzZswMePHwvtO1KZ1q1b4/z587h48SJiYmKgp6cndIlib2+Pv//+G9nZ2bh69Srq169f4gcS2X7LBiX+nGy6spc3VWpJvH79WuEFJjs7G+/evcv3RSssLAyzZs0SAh/KmiknJSXh7du3OHfunDAo7edkrSTmzZuH77//vtC8qsvly5cxbtw4lClTBtu3b883cNG8eXNER0cjKipKbiD7b43sWvh5DSvg0wP1vHnzFAYZlDU9V7Vv/dq1ayM+Ph4PHz5UOH8lEgmeP38OXV1dtQ3aVxBjY2NUrFgRr169kqvJLfP48WMA+fcT/rnatWvjxo0bePjwocJv6Z9//kFWVhaqVq1aoi5bxGIxPD09ERMTg/Hjx+cb+JCxt7dXOvDs9OnTASgeNy0tLbi4uCj0sy+VSoUm+MoChJ+T1a7Kb7wU2fS83+3/Y+/O42ys+z+Ov885s2DGDDEjZCw3RaHQiJQtEkm2tLoTIZFKuru1qRul5U7RorqTIvwiiYSyD9nXWyplSdYRxjLDbOf8/nCfc891nTNnmTlnjs79ej4eHuZ7fb/X9/pe67nO9TnX9+u8xm3dutU1EKE/qlSpohtuuEErV67U8uXL1bp1a82ePVs2my3s3YX+8ccfHh8MHTt2TBaLxWd3G0W57juv954eSpREd3IFObsMLGy6r4eN/q5/SQRLJalz58569dVX9fnnn6tfv35eBzp3Kuyeydx25/9jxowJynEbqjE/5s+fr127dnn8Be++ffu8jtvg77aQLryBMGHCBFcXU857+eeff15ly5YN2eCzxVHYvZZzvbyNvWYWHR2t/v37q3///jp27Jg2btyouXPnatGiRdqzZ4+++uqrIr+9HB8frz/++EPHjx/3GKTw5/rkXKfC9mlh535hQjnmh7+fR576t/8zi4mJUalSpXTs2DHZ7fagP1h3fjfw51f4vsTGxiomJqbQ4ykzM1NZWVlun6c333yzbr75Zp09e1bbtm3T0qVLXYOPz5s3z9VFX7Vq1fTKK6/Ibrdr165dWrt2raZOnapx48bJarVqwIABuvzyy30+e/FneYGe76HeT9J/z9fCzsuS/iz1ZurUqTp27JhGjBjhNi7aihUr/B7XwmKx6K677tJdd92lkydPavPmzVq0aJG++uor7dq1SwsWLFB8fLxrnV955ZUS/45XtmxZZWRk6OTJkx4DzX/88YdsNpvKlCkjSa5rcqif0dSsWVO//fab9u7d6/bdPjMzU8eOHVNcXJzf4334a/fu3Zo7d64aN26sTz75xO370tSpU/2uq379+nr33XeVk5OjH3/8UWlpaZo6daqefvppJSYmql27dq570BYtWgT0pqI/GPMDIZXvsAftHyJHRkaGRowYoaioKL322muKiYnR5ZdfrkcffVR//PGHXnjhBUP5uLg4V9cezmhwKJw5c0b9+vXTxo0b9dBDD100gQ/pwpeiatWq6ejRox4Hvt20aVPI21C6dGkNHz5cdrtdr732miHPORhhUdphsVhUp04d9e7dWx9//LEkeXyryh8Fu7dau3atGjdu7Oprs3nz5srIyNC0adOUlZUVlIGyExMTVbVqVR0+fNitb3vpQlcxkorc9ceGDRvcpm3cuFF2u91j1w9z5szRk08+qUqVKmnq1KkeAx/ShQfqPXv29PjPOU+rVq089gUeSqtXr1b//v0VExOjyZMne31jo3v37rLZbFqwYIHhNfVIs23bNkkKqGsy5xtY/g6U6zwX0tLS3PLWrVun7OxsNWnSJOC3sYrK2Z6VK1e65Tmn+Xv+elu3QOvy5PTp03rggQe0ZcsWDRkyxGfgozAnTpzQ0qVLVbZsWbVq1cqveVauXKmjR4+qefPmhf5ysKDGjRsrJiZGGzdudPu1XH5+vr7//ntZLBZDNzjOa7s/r8WbOR8+z5w5U2lpaTpy5IhatmzpsV/xkuTpurpr1y5lZGSoTp06PgNh9erVc9XjqZsBT9d9Z3cnzq4aCnK+UWzmfNji683QQO3du9dj4GL9+vWS5PGzpSDn+jvL+1NPUdfFOZ+3X7I6f/3722+/adWqVZo9e7bKlSvn9UdOntp+4sQJ7d69W2XLlnU9nCvOvY0noRrzwxkU9tTNmqfjvSB/t0VB0dHRatiwoR5++GG99NJLkqTFixf71dbChOp4L0xxrm3ShV//duzYUe+9954aNmyoX375xbUfisJ5vnjaHz/99JNf16fk5GQlJSVp//79Hh9+F3bOFiaUY344P3c99RV/4sQJ7dixQwkJCa7rTSRp2LChcnNzDWMUBrNuSVq7dq1fv8b2pV69ejp//rzrXrQgZxfChX1mxMfHq0WLFnruued0//3369y5cx7HhbBarapbt6769OnjCrYV5Xugt+UV5XwPZD/581ll5jy2nfcMBeXk5GjLli2yWCwXRY8i+/fvl3Sh6yIzX58xhSlfvrxuuukmvfrqq7r55puVnp7uGqvtmmuukVT063NxeLsW//DDDzpz5oyuuOIKV6DbWd7TfcKJEydc440Wl7fvM6tXr5bdbvf4w6ricu771q1bu33+OO+dAxUTE6Orr75aQ4YM0ahRoyT995yvWrWqkpKStGPHDp0/f76YrTci+IGQyrXnB+0fIscLL7yg9PR0PfbYY4YP9L59++raa691/QKgoD59+ig3N1dPP/20x19Jnjp1qliDa546dUp9+vTR1q1b9cgjjxT5AVYode3aVXa7XW+88Ybhgcvhw4cLHQsl2Dp27KgrrrhC33//veumV7rwIDohIUFvv/22x4HW7Ha74eZu165dHoM4zl+/eOo31x/169dXQkKClixZ4hoHwcn59wcffCAp8AeeZ86c0e7du90eGnXv3l12u12vvvqq4Uv78ePHNXHiRElyvcoZqHfeecdwvJ8/f15vvPGGa7kFzZw5UyNGjFDVqlX12WefeX1YXrVqVY0ZM8bjP+cXhH79+mnMmDFBCRL5Y8WKFRo0aJBKly6tTz75xGfAqGbNmhowYICys7PVv39/j1/MpJL/VXVR7Nq1y+P4BL///rvrprBLly6GvPz8fI+ve0+fPl0LFy7UVVddpVtvvdWQV9gx3LFjR5UrV07z5s0z9Pd//vx5vfXWW5L+O7BwSXAOyvree+8ZusT4/fffNX36dMXGxrod/86Hdc5X5Z169uyp6OhoTZkyxfDg+eTJk3r//fddv0IrioyMDN1///3avn27Hn/8cT3yyCM+5/HUpdDZs2c1fPhwZWVlaciQIW6/7PU0z759+zRy5EhFRUVp2LBhbvm7d+92CwrGx8frtttuU2Zmpt555x1D3qeffqrDhw+rVatWhjd8evfuraioKI0ZM8bjg72cnJxCv5y2bt1aSUlJWrlypetaaH57paDffvtNu3fvDkmXDQX961//Mvz6Pi8vT6+++qok9+vq0aNHtXv3bsM++Mtf/qJGjRpp9+7dmjFjhqH82rVrtXjxYiUlJRmCWM4HUs6uv5x+//1312eSmbMP7IID3Re0bNkyXXHFFRo4cKDPdS4oNzfX7T5iz549mjFjhmJjY92uG2bXX3+9qlSporS0NK1YscKQN3v2bP3www+qV6+e4Rrua10K4/zVpaegUUHO69Mzzzzj6p7D2yCjs2bNchvMddy4cTp//ry6du3qepDVtGlTXXXVVZo7d26hgYidO3f6HLfNafbs2fr555/9/ufvr+6dn/fmhzV79uxxXcML4++22Lp1q8eBd52/ajXft1133XW64oorPM7jSVGPkaK67LLL1L59e61fv14ff/yxx6DL3r17XcdeZmamx4dhOTk5rs+pot67Sv+9T5wwYYLhviU3N9d1ffLn7aPu3bsrNzdX//znPz2e44FwjvkRyL9+/fr5VXfdunXVqFEj/fLLL64Bhp3efPNN5ebmqmfPnoaHbQ6HQ7t37w7aw8Tu3bvriiuucD1wLSnON6tHjx7t9qtwh8NhCFwFus6XXXaZ2rZtqwMHDmjcuHFuAfqzZ8/67NqwIOdx+dprrxmCKWfPntWbb74pyXhcrl692mPQxXyd+PHHH3XkyBG3coF+D/R3eYGe71Jg+8nfz6qCOnbsqDJlymj27Nn66aefDHnvv/++jh07pptuuqnQ7pdKkvO+0Byo2bRpkz799FO/61mxYoXbPZ7dbnd9Tjj3V7NmzVS3bl3NmTNH33zzjce6duzY4fYd79prr9UVV1xRrO9+zmN+/Pjxhu8gOTk5Hq/FHTt2VGxsrD7//HO3N9nefPPNoD3Av+222xQXF6cvvvjCMN5FZmama1yUUHxXc+578+ffqVOn/Borxmnz5s0eAyXmc95isej+++/XqVOnNHLkSI/fdY8fP16k3njo9gohdbF2e4XwmTNnjhYsWKDU1FT17dvXkGe1WjV27Fh16dJFo0eP1nXXXef6hWjPnj31ww8/aNq0aWrfvr1uuOEGVa5cWadOndKBAwe0YcMGde/eXf/4xz+K1K4hQ4Zox44dSklJkcPh8Di4Vrt27cL6C6QHH3xQixcv1vz587V37161aNFCZ86c0cKFC3Xttddq8eLFIR8Y0GKxaOjQoRo8eLDefPNN1xep8uXLa/z48Ro8eLB69eql5s2bq3bt2rJarTp8+LC2bNmijIwM1xeM77//XmPHjlWjRo1Uq1YtVahQQUeOHNGSJUtktVr9/vJkZrValZqa6vr1QMHgR5UqVZSSkqL9+/fLZrN5HOTTm4ULF+rZZ591G/h6wIABWrVqlb799lvdfvvtuvHGG3Xu3DktXLhQJ06c0EMPPeT6BUsgbDabqlWrps6dO+vmm29WVFSUFi9erN9//1033XSTOnfu7Cq7evVqPffcc3I4HLruuus0a9Yst/oSExOLNeB3UezcudPjuSRdOJaGDBkiSfr11181ZMgQ5eTkqE2bNvruu+/03XffFVreyfnq+sSJE9WrVy/Vr19fDRs2VEJCgs6cOaMDBw7o+++/l3Thhrgk1sW5Pv/6178k/XcAupMnT+rvf/+7q8yIESNcvwafP3++Pv74YzVr1kxVqlRRXFyc9u/fr+XLl7u2ifk188zMTLVq1UrXX3+9622d9evXa8eOHapRo4befvttt0HuCzuGExIS9I9//EOPPfaY7r33XnXq1EkJCQlaunSp9u3bp1tvvdVnV5HeTJw40fWFwBlcmTlzputGOjU11RAgTE1NVe/evTVlyhR16dJFN998s7Kzs/XNN9/o9OnTGjlypGtgR6dPPvlEEydO1KOPPmoYkyglJUXDhw/Xyy+/rG7duqlTp06y2WxatGiRjh49qv79+xd5TJiHH35YO3fuVI0aNZSbm+vx+Gjfvr0hyD9r1ixNnTpVqampSkpK0vHjx7Vs2TIdP35cd911l+6//363Op566imlp6fryiuvVGJiovbt26fly5crPz9fY8aMcWt/Xl6eaz3Ng1cPHz5cGzdu1L/+9S/98MMPatCggX755RctW7ZMSUlJbl2o1alTR6NHj9Zzzz2nW2+9VTfeeKNq1KihnJwcHTp0SJs2bVJycrLHB8NRUVHq0aOHJk6cqC1btqhSpUpq3bp1oduzV69eysjI0Jo1a0L6Zb9Bgwbq0qWLbrnlFpUpU0YrVqzQr7/+qsaNG7t18TdmzBgtWrRIb731luEcGD16tO6991698MILWrp0qerVq6eDBw9q0aJFio6O1tixYw0P36+77jrVr19fq1atUq9evZSamqr09HQtXbpUrVq1co2fUFDz5s01ffp0PfXUU2rXrp1Kly6tChUquN6ocT68CbSbnfr16ystLU09e/Z0vRH5zTffKCsrS88//7zPvuKjoqL0yiuvqH///ho0aJDat2+v6tWru46jxMREjR071jCPM4j+8ssva/v27SpbtqyrCyFvnAM9z549W/n5+apUqZIsFot69uxp6NqhVq1aatasmetHGb169fJab/PmzXXHHXeoY8eOqlChgtatW6dt27apRo0aGjp0qKucxWLRW2+9pfvvv19PPPGEJk2apAYNGig+Pl5HjhzRzp07tWfPHs2bN891PQ+HDh066J133tG7776rHTt2qE6dOjp48KCWLVumtm3bFvrwSPJ/W8ycOVNfffWVrrvuOlc3Mvv27dOyZctUunRp9e7d21Cv87PP/DnkrR3ejvdQGDVqlA4cOKCxY8dq5syZatSokcqXL6/09HT9+uuv+uGHHzRx4kRVrlxZZ86cUe/evZWSkqKGDRuqcuXKOn/+vNLS0rRv3z517txZVapUKXJbbrjhBt1zzz2aNm2aOnXqpA4dOigmJkbLli3T3r17dcMNN/jVBelDDz2kZcuW6auvvtLu3bsN53izZs20dOnSIrcx2EaPHq177rlHzz77rFasWKHq1atr06ZN2rRpky6//HINHjzYUD4rK0udOnVSmTJl3N4wWbNmjeuHc84Hn7t27XLdd8XExLh9Rwz0GA2W9u3bq0+fPpo8ebI6dOigdu3aKTk52dWV2o033uh6qOhtnQszatQo7du3T5MmTdKqVat0/fXXy2q16sCBA1q1apU+/fRTv7tFveOOO1zjLnTu3Flt27ZVfn6+vvvuOx0+fFg9evRQu3btXOVfeOEFnT59WqmpqapataqsVqu2b9+ujRs3qkaNGmrfvr2kC8H7CRMmqEmTJqpZs6bKly+vgwcPaunSpbLZbG7PCArj7/Kc28Xf8z3Q/eTvZ1VB5cqV06hRo/S3v/1Nd955p2655RZVqlRJW7du1bp161S5cuWAHi6HUq9evfTZZ5/pmWee0fLly1WlShXt2bNHK1euVIcOHbx+xhQ0YMAAVapUSY0aNVKVKlWUn5+vdevW6aefflLTpk1dP8CzWq1666239MADD+jxxx93jf8YFxeno0eP6ocfftDevXv1zTffGLqBdt4XFaebslatWqlXr176/PPPXdfi6Oho13eili1bGn40VbFiRf3973/Xiy++qO7du6tTp04qX7681q9frwMHDujqq6/Wtm3b3No0b94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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 = thresPlot,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Differences, L vs. V gauge BLMs\n", "Max difference in BLMs (L-V): 0 (0.6363636363636364+2.0479004992567478e-17j)\n", "Plotting data (No filename), pType=a, thres=0.06363636363636364, 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:215: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "data": { "image/png": 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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) > thresCalc:\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 = thresPlot,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 0.6254069590536038\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:215: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\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=thresCalc, 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": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2020-03-25 14:12:33.293 (GMT -0400)\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": 22, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.7'\n", "templateDate = '30/03/20'" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.6 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.12.0" }, { "module": "OS", "version": "Linux 4.15.0 66 generic x86_64 with debian stretch sid" }, { "module": "epsproc", "version": "1.2.5" }, { "module": "xarray", "version": "0.15.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.6 64bit [GCC 7.3.0]
IPython7.12.0
OSLinux 4.15.0 66 generic x86_64 with debian stretch sid
epsproc1.2.5
xarray0.15.0
Thu Apr 02 12:22:44 2020 EDT
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.7.6 64bit [GCC 7.3.0] \\\\ \\hline\n", "IPython & 7.12.0 \\\\ \\hline\n", "OS & Linux 4.15.0 66 generic x86\\_64 with debian stretch sid \\\\ \\hline\n", "epsproc & 1.2.5 \\\\ \\hline\n", "xarray & 0.15.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Thu Apr 02 12:22:44 2020 EDT} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.6 64bit [GCC 7.3.0]\n", "IPython 7.12.0\n", "OS Linux 4.15.0 66 generic x86_64 with debian stretch sid\n", "epsproc 1.2.5\n", "xarray 0.15.0\n", "Thu Apr 02 12:22:44 2020 EDT" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-04-02_08-50-03\n", "Host: AntonJr\n" ] } ], "source": [ "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n", "host = !hostname\n", "print('Host: {}'.format(host[0]))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }