{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3660716.svg)](http://dx.doi.org/10.5281/zenodo.3660716)  [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n",
    "\n",
    "# ePSproc: CH3I wavefn test run, orb 30 ioinzation (pi anti-bonding), 1 - 60 eV\n",
    "\n",
    "- *electronic structure input*: CH3I_ref_opt_SPK-AQZP_C3v.molden\n",
    "- *ePS output file*: CH3I_1-60eV_orb30_E.inp.out\n",
    "- *Web version*: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb30_E.html\n",
    "- Dataset: https://zenodo.org/record/3660716\n",
    "- DOI (dataset): [10.5281/zenodo.3660716](http://dx.doi.org/10.5281/zenodo.3660716)\n",
    "- Licensed under [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n",
    "- [Citation details](#Cite-this-dataset)\n",
    "\n",
    "## Job details\n",
    "\n",
    "-  ePS CH3I, batch CH3I_1-60eV, orbital orb30_E\n",
    "-  CH3I wavefn test run, orb 30 ioinzation (pi anti-bonding), sph/ grid\n",
    "-  E=1:2.5:60 (24 points)\n",
    "-  Mon Mar  5 07:27:04 EST 2018"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set-up"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* pyevtk not found, VTK export not available. \n",
      "* plotly not found, plotly plots not available. \n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "import os\n",
    "import numpy as np\n",
    "import epsproc as ep\n",
    "\n",
    "from datetime import datetime as dt\n",
    "timeString = dt.now()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# File path only, from env var DATAFILE\n",
    "# dataPath = os.getcwd()\n",
    "dataFile = os.environ.get('DATAFILE', '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*** Job info from file header.\n",
      "\n",
      " ePS CH3I, batch CH3I_1-60eV, orbital orb30_E\n",
      " CH3I wavefn test run, orb 30 ioinzation (pi anti-bonding), sph/ grid\n",
      " E=1:2.5:60 (24 points)\n",
      " Mon Mar  5 07:27:04 EST 2018\n",
      "\n",
      "*** Found orbitals\n",
      "1   1 Ene =   -1177.1254 Spin =Alpha Occup =   2.000000\n",
      "2   2 Ene =    -180.9096 Spin =Alpha Occup =   2.000000\n",
      "3   3 Ene =    -169.6288 Spin =Alpha Occup =   2.000000\n",
      "4   4 Ene =    -169.6280 Spin =Alpha Occup =   2.000000\n",
      "5   5 Ene =    -169.6280 Spin =Alpha Occup =   2.000000\n",
      "6   6 Ene =     -37.8993 Spin =Alpha Occup =   2.000000\n",
      "7   7 Ene =     -33.0914 Spin =Alpha Occup =   2.000000\n",
      "8   8 Ene =     -33.0881 Spin =Alpha Occup =   2.000000\n",
      "9   9 Ene =     -33.0881 Spin =Alpha Occup =   2.000000\n",
      "10  10 Ene =     -24.2551 Spin =Alpha Occup =   2.000000\n",
      "11  11 Ene =     -24.2539 Spin =Alpha Occup =   2.000000\n",
      "12  12 Ene =     -24.2539 Spin =Alpha Occup =   2.000000\n",
      "13  13 Ene =     -24.2506 Spin =Alpha Occup =   2.000000\n",
      "14  14 Ene =     -24.2506 Spin =Alpha Occup =   2.000000\n",
      "15  15 Ene =     -11.2780 Spin =Alpha Occup =   2.000000\n",
      "16  16 Ene =      -7.2111 Spin =Alpha Occup =   2.000000\n",
      "17  17 Ene =      -5.4461 Spin =Alpha Occup =   2.000000\n",
      "18  18 Ene =      -5.4388 Spin =Alpha Occup =   2.000000\n",
      "19  19 Ene =      -5.4388 Spin =Alpha Occup =   2.000000\n",
      "20  20 Ene =      -2.3765 Spin =Alpha Occup =   2.000000\n",
      "21  21 Ene =      -2.3724 Spin =Alpha Occup =   2.000000\n",
      "22  22 Ene =      -2.3724 Spin =Alpha Occup =   2.000000\n",
      "23  23 Ene =      -2.3631 Spin =Alpha Occup =   2.000000\n",
      "24  24 Ene =      -2.3631 Spin =Alpha Occup =   2.000000\n",
      "25  25 Ene =      -0.9966 Spin =Alpha Occup =   2.000000\n",
      "26  26 Ene =      -0.7971 Spin =Alpha Occup =   2.000000\n",
      "27  27 Ene =      -0.6101 Spin =Alpha Occup =   2.000000\n",
      "28  28 Ene =      -0.6101 Spin =Alpha Occup =   2.000000\n",
      "29  29 Ene =      -0.4641 Spin =Alpha Occup =   2.000000\n",
      "30  30 Ene =      -0.3629 Spin =Alpha Occup =   2.000000\n",
      "31  31 Ene =      -0.3629 Spin =Alpha Occup =   2.000000\n",
      "\n",
      "*** Found atoms\n",
      "Z = 53 ZS = 53 r =   0.0000000000   0.0000000000   1.9127440000\n",
      "Z =  6 ZS =  6 r =   0.0000000000   0.0000000000  -0.2324950000\n",
      "Z =  1 ZS =  1 r =  -0.5117920000   0.8864500000  -0.5600500000\n",
      "Z =  1 ZS =  1 r =  -0.5117920000  -0.8864500000  -0.5600500000\n",
      "Z =  1 ZS =  1 r =   1.0235850000   0.0000000000  -0.5600500000\n"
     ]
    }
   ],
   "source": [
    "jobInfo = ep.headerFileParse(dataFile)\n",
    "molInfo = ep.molInfoParse(dataFile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n",
      "\n",
      "*** Scanning file(s)\n",
      "['/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb30_E.inp.out']\n",
      "\n",
      "*** Reading ePS output file:  /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb30_E.inp.out\n",
      "Expecting 24 energy points.\n",
      "Expecting 4 symmetries.\n",
      "Scanning CrossSection segments.\n",
      "Expecting 5 CrossSection segments.\n",
      "Found 5 CrossSection segments (sets of results).\n",
      "Processed 5 sets of CrossSection file segments, (0 blank)\n",
      "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n",
      "\n",
      "*** Scanning file(s)\n",
      "['/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb30_E.inp.out']\n",
      "\n",
      "*** Reading ePS output file:  /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb30_E.inp.out\n",
      "Expecting 24 energy points.\n",
      "Expecting 4 symmetries.\n",
      "Scanning CrossSection segments.\n",
      "Expecting 96 DumpIdy segments.\n",
      "Found 96 dumpIdy segments (sets of matrix elements).\n",
      "\n",
      "Processing segments to Xarrays...\n",
      "Processed 96 sets of DumpIdy file segments, (0 blank)\n"
     ]
    }
   ],
   "source": [
    "# Scan file(s) for various data types...\n",
    "\n",
    "# For dir scan\n",
    "# dataXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n",
    "# dataMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n",
    "\n",
    "# For single file\n",
    "dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n",
    "dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Job & molecule info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "*** Job summary data\n",
      " ePS CH3I, batch CH3I_1-60eV, orbital orb30_E\n",
      " CH3I wavefn test run, orb 30 ioinzation (pi anti-bonding), sph/ grid\n",
      " E=1:2.5:60 (24 points)\n",
      " Mon Mar  5 07:27:04 EST 2018\n",
      "\n",
      "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/CH3I/electronic_structure/CH3I_ref_opt_SPK-AQZP_C3v.molden'\n",
      "Initial state occ:\t\t [2 2 2 4 2 2 4 2 4 4 2 2 2 4 2 4 4 2 2 4 2 4]\n",
      "Final state occ:\t\t [2 2 2 4 2 2 4 2 4 4 2 2 2 4 2 4 4 2 2 4 2 3]\n",
      "IPot (input vertical IP, eV):\t\t 9.54\n",
      "\n",
      "*** Additional orbital info (SymProd)\n",
      "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1]\n",
      "Ionizing orb sym:\t\t ['E']\n",
      "Orb energy (eV):\t\t [-9.87501199]\n",
      "Orb energy (H):\t\t\t [-0.3629]\n",
      "Orb energy (cm^-1):\t\t [-79647.34372628]\n",
      "Threshold wavelength (nm):\t 125.5534652149492\n",
      "\n",
      "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n",
      "[[1.0000000e+00 2.0136460e-02]\n",
      " [2.0000000e+00 5.8847706e-01]\n",
      " [3.0000000e+00 3.3933218e-01]\n",
      " [4.0000000e+00 9.3922660e-02]\n",
      " [5.0000000e+00 9.3922660e-02]\n",
      " [6.0000000e+00 7.6662327e-01]\n",
      " [7.0000000e+00 8.6152457e-01]\n",
      " [8.0000000e+00 7.6041242e-01]\n",
      " [9.0000000e+00 7.6041242e-01]\n",
      " [1.0000000e+01 6.8940314e-01]\n",
      " [1.1000000e+01 5.8978015e-01]\n",
      " [1.2000000e+01 5.8978015e-01]\n",
      " [1.3000000e+01 3.8623257e-01]\n",
      " [1.4000000e+01 3.8623257e-01]\n",
      " [1.6000000e+01 9.4364590e-01]\n",
      " [1.7000000e+01 9.6540337e-01]\n",
      " [1.8000000e+01 9.2145796e-01]\n",
      " [1.9000000e+01 9.2145796e-01]\n",
      " [2.0000000e+01 9.5859657e-01]\n",
      " [2.1000000e+01 9.3960899e-01]\n",
      " [2.2000000e+01 9.3960899e-01]\n",
      " [2.3000000e+01 9.1904483e-01]\n",
      " [2.4000000e+01 9.1904483e-01]]\n",
      "\n",
      "*** Molecular structure\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ep.jobSummary(jobInfo, molInfo);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1-photon ePS Cross-Sections\n",
    "Plot 1-photon cross-sections and $beta_2$ parameters (for an unaligned ensemble) from ePS calculations. These are taken directly from the ePS output file, `CrossSection` segments. See the [ePS manual, `GetCro` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/GetCro.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cross-sections by symmetry & type\n",
    "\n",
    "Types correspond to:\n",
    "\n",
    "- 'L': length gauge results.\n",
    "- 'V': velocity gauge results.\n",
    "- 'M': mixed gauge results.\n",
    "\n",
    "Symmetries correspond to allowed ionizing transitions for the molecular point group (IRs typically corresponding to (x,y,z) polarization geometries), see the [ePS manual for a list of symmetries](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/SymmetryLabels.html). Symmetry `All` corresponds to the sum over all allowed sets of symmetries.\n",
    "\n",
    "Cross-section units are MBarn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 807.625x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot cross sections using Xarray functionality\n",
    "# Set here to plot per file - should add some logic to combine files.\n",
    "for data in dataXS:\n",
    "    daPlot = data.sel(XC='SIGMA')\n",
    "    daPlot.plot.line(x='Eke', col='Type')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### $\\beta_{2}$ by symmetry & type\n",
    "\n",
    "Types & symmetries as per cross-sections.  Normalized $\\beta_{2}$ paramters, dimensionless."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 807.625x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Repeat for betas\n",
    "for data in dataXS:\n",
    "    daPlot = data.sel(XC='BETA')\n",
    "    daPlot.plot.line(x='Eke', col='Type')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dipole matrix elements\n",
    "For 1-photon ionization. These are taken directly from ePS `DumpIdy` segments. See the [ePS manual, `DumpIdy` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/DumpIdy.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n",
    "thres = 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n",
      "  result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting data CH3I_1-60eV_orb30_E.inp.out, pType=a, thres=1.419151168894083, with Seaborn\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n",
      "  result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n",
      "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1520: RuntimeWarning: invalid value encountered in greater\n",
      "  _nx.copyto(ddmod, pi, where=(ddmod == -pi) & (dd > 0))\n",
      "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1522: RuntimeWarning: invalid value encountered in less\n",
      "  _nx.copyto(ph_correct, 0, where=abs(dd) < discont)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting data CH3I_1-60eV_orb30_E.inp.out, pType=phaseUW, thres=1.419151168894083, with Seaborn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ltDfVnaCc/jW9dUcoZWN/ztybBvO+JdzSznmv3kDSewwHolF3hFKGGjlzW+/uynmF8ozBpGue8+oqop1zudPu8az7hO7JeVUFAAAAAACMWYobAAAAAABAKoobAAAAAABAKoobAAAAAABAKnm7xwEw4qps+j17+bzKxo7YvtHY5rtWVzpXVSa+7J66I5TS/tUjdUcopb1yXd0RShlavaXuCKUNrs7ZEnDL+lbdEUrZsHpi3RFKeXrNpLojlPLU0Li6I5SyoZlzf0dE9Pfk7Oq6OWfsGJC7qwbrDlBS1vUeSty2uJ00+1DdAUrK2lA86x7P2gid7vHJDQAAAAAAIBXFDQAAAAAAIBXFDQAAAAAAIBXFDQAAAAAAIBUNxQHoiiqblT9jwdafiqwdGAeTttUbzNnmrUibO2czwIiIIueSp809NJjzPqa1Q711Rygla2PuDc2knVFDY+5uG0qae6DuACUNJl3vrE2Lk16FR0TehsuDjZx7JWfqvPskq3banZJPznc8AAAAAADAmKW4AQAAAAAApKK4AQAAAAAApKK4AQAAAAAApKKhODCqTV/+w+oGP/C46sau0MUfuKSysb/yllmVjV21bdt1bV6bs6nr/7306bojlLKmObnuCKW0GzlztxL3phtX5AzfSpo7611MjaRNdHuT7pO9h3LmzkxTV4ajnfVgCMPUdPrpqqzXhVnl/ItETvY2AAAAAACQiuIGAAAAAACQiuIGAAAAAACQiuIGAAAAAACQiobiAHTF4hmLKp5hwdafGo2c3emyNtXL2kQ3a0PXrPskIkJrVIYj8RaHYcl6h2HW82ZWzaTXV3Rf1mNKVlmvZ5tJr7CyvvdpJV3vjBwDAQAAAACAVBQ3AAAAAACAVBQ3AAAAAACAVBQ3AAAAAACAVDQUB2CrKpt+z14+r7KxI7ZvQDvlkJynt996bF3dEUrZsGlc3RFKGSpytgNsNfI2pxvXM1R3hFJazZxtdBs5tzhdpmcxw9VOet4EIKKZ9D1E1uvZRtL1zsgnNwAAAAAAgFQUNwAAAAAAgFQUNwAAAAAAgFQUNwAAAAAAgFQUNwAAAAAAgFR66g4AwNiweMaiimdY8B8/NhsVz1WNVqtdd4RSWs2cuZtFzn3SaBR1Rxhz2kn3SjPsFWDkNJ1/AKKR87Iw7XuIrOeeZitn7ox8cgMAAAAAAEhFcQMAAAAAAEhFcQMAAAAAAEhFcQMAAAAAAEhFQ3Fgj83/1XmVjX3jUV+sbOyI+yscO6fZy+fVHaG0bdt1rfv5YG059sTydfvWHaGUNc1W3RFKaSdtBpi073xERIwbytlYr1XkzJ31LqakL03t2xm2xIdxuqidtWsxDFMz6fVVVlmvC7NqJb4ynFV3gA7Z2wAAAAAAQCqKGwAAAAAAQCqKGwAAAAAAQCqKGwAAAAAAQCoaigPQFYtnLKp4hgVbf2o0cjbvauaMHb1JmwFmbeiadZ9E5G0UTXcl3uIwLFnvMMx63sxKs2WGK+sxJaus17PNpFdYWd/7ZG4ono1jIAAAAAAAkIriBgAAAAAAkIriBgAAAAAAkIriBgAAAAAAkIqG4gBsVWXT79nL51U2dsT2DWhX/HLvSueqyl3jW3VHKGVt0i5vQ0mbvPUWWdsYRvTWHaCkVtL7gXKmhuHT4JrhyHm2B0arvFfiOWW9nk36FjkiIt5cd4AOZd0jAAAAAADAGKW4AQAAAAAApKK4AQAAAAAApKK4AQAAAAAApKKhOABdUZFBVQwAACAASURBVGWz8mcs2PpTo5Gze1fOduIRPTmXO5pJ2wFm3SeZJd3iaZstu/sKGEk5z/bw3Od8311ZG1xnfe+T9T1yRo4lAAAAAABAKoobAAAAAABAKoobAAAAAABAKoobAAAAAABAKhqKA6Paq/d7oLKxv9Zf2dCVuuTjF1c29m8vn1fZ2FXbtl/X5IlbasuxJ973ltV1RyhlywPr6o5QyqaVOdvTbVrXW3eE0vo35sy+YdO4uiOUsnYo53o/0cqZe2XSd1brG3k7XvYnzb4lcuYekLurBqJdd4RShpKud9bcERGDRc7sOVNHDCV9bbYbdScop510pxRJr1EiIi6sO0CHfHIDAAAAAABIRXEDAAAAAABIRXEDAAAAAABIRXEDAAAAAABIRXEDAAAAAABIpafuAACMDYtnLKp4hgVbfyrajYrnqki7XXeCUorBuhOUU+Rc7rS5IyKKIudrs6g7QEkDkXO917TqTlDO2kbOnbIpae6IiM1JX50DaXPnPAENJV1vubtrsMiZOyLvmhdJc+c8Eka0k6531n1C9/jkBgAAAAAAkIriBgAAAAAAkIriBgAAAAAAkIriBgAAAAAAkIqG4gBsVWXT79nL51U2dsT2DX/3n7W+0rmq0jrs5XVHKGXC8x6pO0Ip41auqztCKZNXb647QmmDqzfVHaGULetzdrjeZ/W4uiOUsu+aSXVHKOWpLTnXe0Mz5/6OiOhv5rxXb3Oj7gTlDMjdVYN1Bygp63pnbcodkbfB9VDdAUpq2+NdlXV/0z05rwYBAAAAAIAxS3EDAAAAAABIRXEDAAAAAABIRXEDAAAAAABIRUNxALqiymblz1iw9aciawfGwaRt9QZztnkr0ubO2QwwIqLIueRpcw8N5ryPae1Qb90RSsnamHtDM2ln1NCYu9uGkuYeqDtASYNJ1ztr0+KkV+ERkbfh8mAj517JmTrvPsmqnXan5JPzHQ8AAAAAADBmKW4AAAAAAACpKG4AAAAAAACpKG4AAAAAAACpaCgOY8SDqx6sbOyN511R2di3PvmSysa+5LJ3VTb2xR+4JOXYX3nLrMrGrtq27bqGttQWY4/cfMnKuiOU8mRzUt0RSlnbmlx3hFI2JW0wGhHRTpw9o/FJ+xj+7pSn645QykHNnAveSPy6bKRd85y5m0lzZ9VIeitq1v2d9XgCMNYlPV0CAAAAAABjleIGAAAAAACQiuIGAAAAAACQiuIGAAAAAACQiobiAGy1eMaiysaevXxeZWP/pklHPK9rc42k33pyTd0RSpm6emLdEUpZP9Bbd4RStkSr7gilDdYdYIwZHzmbo047dH3dEUppZH1n5Xa3rsvaKDrrXmk0G3VHKCfpemeVdp9E2CvAmOYQCAAAAAAApKK4AQAAAAAApKK4AQAAAAAApKK4AQAAAAAApJK17R0wRrxtzVWVjf1wZSPn1c2m31XaePu6uiOU8ssn9687QilPNnM25l7bm7Nx5KacsSMiop04e0bjc/YTjwOWT6k7QimNZs4FbyR+XeZd85y5m0lzZ5W18XzW/Z31eAIw0vauO0CHkp4uAQAAAACAsUpxAwAAAAAASEVxAwAAAAAASEVxAwAAAAAASEVxAwAAAAAASKWn7gAAjB6LZyyqbOzZy+dVNvZvevyBqV2bayTd1zuu7gilPN4q6o5QyvrGUN0RStkU7bojlDYYOfdKVuOT3sd04Iacx/BWkXN/59wluWVd80bSY7j17q5m0tyZNRt1JwCeS15Sd4AOZT3PAwAAAAAAY5TiBgAAAAAAkIriBgAAAAAAkIriBgAAAAAAkIqG4sAeu/XJCtsNzahu6Is/cFx1g1foko9fXNnYv93Fpt9VmvFHL6g7QinTv39/3RFK2by2VXeEUoYGcnZfbCZt4B4RMfEFOZu4t6bmvB+o0ZMzd/TkfG3Cc1477/knpXbdAcopsu6TrLkj7JUuK7bkzD2wtu4E5ax/ckLdEUrZuGFc3RHGjKTveAAAAAAAgLFKcQMAAAAAAEhFcQMAAAAAAEhFcQMAAAAAAEhFQ3EAumLxjEUVz7Cg4vG7IOktBz3jc3Yx7J2Usxlg7955my03xuXc5GkbcyeNnbapazPvaxOGxR7vspzHwkbafZI1d15pV3xKzuQTz3pj3RFKmdrMekFLt9ghAAAAAABAKoobAAAAAABAKoobAAAAAABAKoobAAAAAABAKhqKA7BVlU2/Zy+fV9nYEdu3XFz2qTWVzlWVn/QcXHeEUtY1cja83Jw0d2/e9ouxbztn9intuhOU08q5xaMnaW54rkt6CI+kh/C0sh7Cs+7viLx7fCjpmg/WHaCk9d+/u+4IpTzRyLnia9PulIi/P7XuBJ3xyQ0AAAAAACAVxQ0AAAAAACAVxQ0AAAAAACAVxQ0AAAAAACAVDcUB6Ioqm5U/Y0HF41cv6x0H45M2uJ5U5Mydtbl1RMT4pF1GszbmzipzU9eMmvY3w5R1r2S9vnIs7C7n+hokXfOsx8Lf3//RuiOMKQ3H8K7Jep4HAAAAAADGKMUNAAAAAAAgFcUNAAAAAAAgFcUNAAAAAAAgFQ3FgT32tjVXVTb2I/u9sbKx2dHs5fPqjlDatn3dXv7He9WWY0/M+P79dUcoZfPaVt0RShkayNnlrZm44+XEFwzVHaGU1tSc9wM1enLmjp6cr014zmvnPf+k1K47QDlF1n2SNXeEvdJlxZacuQfW1p2gnPVPTqg7QikbN4yrO0JpB9cdoENJ3/EAAAAAAABjleIGAAAAAACQiuIGAAAAAACQiuIGAAAAAACQiobiAGx134l3x2/fNKuy8RfPWFTZ2BELKhy7S5LectAzPmcXw57xEY2kzbl7987ZcLkxLucmT9uYO2ns1E1dmzlfmzAs9neX5TwWNtLuk6y580q74lNyJp941hvrjlDK1IiIZtaLWrrB7gBgq7yFDeicwgYwotL+QQ8AYJRS2GA37BAAAAAAACAVxQ0AAAAAACAVxQ0AAAAAACAVxQ0AAAAAACCVnroDADB6VNn0e/byeZWNHRGxbWvogbsfqnSuqjxx75S6I5Syrn983RFKGWznvMejp9muO0JpUydvqjtCKRMmDdQdoZRWb8690kjal7uR+LVJdxXtpJs8qaLY/e+MRvZJd2Ve76x7vD2U81p8cDBn7s0/+GndEUpZ2T+x7gilrG3k/ZP7yafWnaAzOV+RAAAAAADAmKW4AQAAAAAApKK4AQAAAAAApKK4AQAAAAA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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot for each fie\n",
    "for data in dataMatE:\n",
    "    # Plot with sensible defaults - all dims with lmPlot()\n",
    "    \n",
    "    # Plot only values > theshold\n",
    "    daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n",
    "\n",
    "    # Plot phases, with unwrap\n",
    "    daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MFPADs\n",
    "\n",
    "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n",
    "eAngs = ep.setPolGeoms()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop threshold for MF calcs\n",
    "thres = 1e-3\n",
    "# Calculate for each fie & pol geom\n",
    "# TODO - file logic, and parallelize\n",
    "BLM = []\n",
    "for data in dataMatE:\n",
    "    BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n",
    "                             SFflag = True, verbose = 0))  # Run for all Eke, selected gauge only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Written to h5netcdf format', '/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb30_E.inp.out_BLM-L_2020-02-10_09-08-11.nc']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n",
      "  h5ds.dims.create_scale(h5ds, scale_name)\n"
     ]
    }
   ],
   "source": [
    "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n",
    "# TODO - testing for array/multiple file case\n",
    "for data in BLM:\n",
    "    fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n",
    "    ep.writeXarray(data, fileName = fileName)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting data CH3I_1-60eV_orb30_E.inp.out, pType=a, thres=0.001017613059022104, with Seaborn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Normalize and plot results\n",
    "for BLMplot in BLM:\n",
    "    # Plot unnormalized B00 only, real part\n",
    "    # This is/should be in units of MBarn (TBC).\n",
    "#     BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n",
    "    BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n",
    "\n",
    "    # Plot values normalised by B00 - now set in calculation function\n",
    "    # Plot results with lmPlot(), ordering by Euler sets\n",
    "    # Version with (semi-manual) Euler grouping\n",
    "    daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n",
    "                                                   thresType = 'pc', thres = thres,\n",
    "                                                   plotDims = ('Labels','l','m'), \n",
    "                                                   figsize = (15,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Error & consistency checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check SF values\n",
    "for data in dataMatE:\n",
    "    # Plot values, single plot\n",
    "    data.SF.pipe(np.abs).plot.line(x='Eke')\n",
    "    data.SF.real.plot.line(x='Eke')\n",
    "    data.SF.imag.plot.line(x='Eke')\n",
    "    \n",
    "    # Plot values, facet plot\n",
    "#     data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compare calculated BLMs for L and V types (dafault above for L)\n",
    "\n",
    "# Calculate for each fie & pol geom, and compare.\n",
    "BLMv = []\n",
    "BLMdiff = []\n",
    "for n, data in enumerate(dataMatE):\n",
    "    BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n",
    "                             SFflag = True, verbose = 0))  # Run for all Eke, selected gauge only\n",
    "    \n",
    "    BLMdiff.append(BLM[n] - BLMv[n])\n",
    "    BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS  # Set XS too, dropped in calc above\n",
    "\n",
    "    BLMdiff[n].attrs['dataType'] = 'matE'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Written to h5netcdf format', '/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb30_E.inp.out_BLM-V_2020-02-10_09-08-11.nc']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n",
      "  h5ds.dims.create_scale(h5ds, scale_name)\n"
     ]
    }
   ],
   "source": [
    "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n",
    "# TODO - testing for array/multiple file case\n",
    "for data in BLMv:\n",
    "    fileName = dataFile + '_BLM-V_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n",
    "    ep.writeXarray(data, fileName = fileName)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting data CH3I_1-60eV_orb30_E.inp.out, pType=a, thres=0.001, with Seaborn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Normalize and plot results\n",
    "for BLMplot in BLMv:\n",
    "    # Plot unnormalized B00 only, real part\n",
    "    # This is/should be in units of MBarn (TBC).\n",
    "#     BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n",
    "    BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n",
    "\n",
    "    # Plot values normalised by B00 - now set in calculation function\n",
    "    # Plot results with lmPlot(), ordering by Euler sets\n",
    "    # Version with (semi-manual) Euler grouping\n",
    "    daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n",
    "                                                   thresType = 'pc', thres = thres,\n",
    "                                                   plotDims = ('Labels','l','m'), \n",
    "                                                   figsize = (15,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Differences, L vs. V gauge BLMs\n",
      "Max difference in BLMs (L-V): 0 (0.332299981441156+2.9950448929007464e-17j)\n",
      "Plotting data (No filename), pType=a, thres=0.00033229998144115603, with Seaborn\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Difference between 'L' and 'V' results\n",
    "# NOTE - this currently drops XS\n",
    "\n",
    "print('Differences, L vs. V gauge BLMs')\n",
    "\n",
    "for BLMplot in BLMdiff:\n",
    "    maxDiff = BLMplot.max()\n",
    "    print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n",
    "    \n",
    "    if np.abs(maxDiff) > thres:\n",
    "        # Plot B00 only, real part\n",
    "#         BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n",
    "        BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n",
    "\n",
    "        # Plot values normalised by B00 - now set in calculation function\n",
    "        # Plot results with lmPlot(), ordering by Euler sets\n",
    "        # Version with (semi-manual) Euler grouping\n",
    "        daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n",
    "                                                       thresType = 'pc', thres = thres,\n",
    "                                                       plotDims = ('Labels','l','m'), \n",
    "                                                       figsize = (15,10))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Machine tolerance:  2.220446049250313e-16\n",
      "Max imaginary value: 0 0.5111423032385483\n"
     ]
    },
    {
     "data": {
      "image/png": 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p2aJuSy3lEMdtTZeq4ciP4NmGLanYcAxt0eLJIbJglLXYlt0QRDaa6Qbd1iXVIS6blsymO2uokDSoTCIy8/3D0/k6BskkmSHCPB/nzDnmfT/zft/L/cvX+dw73d3d8vlCf6nH5XKpsLBwVLMuhVAEAAAAAIAYl52dLbvdrn379gVrCQkJ2rFjhxwOh3JyclRbW6uqqirV1NSEfNcwDNXX1w9r3pNPPqm+vj7dfvvtmjp1avDz/PPPB9ccPXpUfX19Wr58+aiu7VKMQCAQiFp3AAAAAABiRH9/vzo7O2WxWC760tLPu8bGRlVUVMjtdof9k7sej0dWq1Xt7e2yWq0RPZ+77rpLNptNGzZsGHGPoe4J7xQBAAAAAAAqLi5WR0eHvF6vMjMzw/pOU1OTnE5nxAORgYEB3XrrrXrwwQcj2vfT2CkCAAAAAEAEXOk7Ra5GQ90T3ikCAAAAAABiEqEIAAAAAACISYQiAAAAAAAgJhGKAAAAAACAmEQoAgAAAAAAYhKhCAAAAAAAiEmEIgAAAAAAICYRigAAAAAAAJ05c0YpKSnyeDxjfSqSpPnz52v//v1RnUEoAgAAAAAAVF1drdLSUmVlZQVrhmEM+jz11FOjntXS0qLS0lKlp6fLMAz94he/GLRm06ZNWrdunfx+/6jnfRZCEQAAAAAAYpzP51NdXZ3KysoGHdu1a5feeeed4GflypWjnvfBBx/o1ltv1U9+8pPPXFNSUqK+vj4dOnRo1PM+S3zUOgMAAAAAEOMCgYDORXGnw6UkxsXJMIyw1h48eFDx8fFyOByDjiUlJSktLS2i57Z06VItXbr0kmvGjRun4uJiNTQ0DLl2pAhFAAAAAACIknN+v25seWtMZv/hS9m6Zty4sNa2tLTIbrdf9Fh5ebnKyspksVi0evVqOZ1OxcVdngdPcnNztXXr1qj1JxQBAAAAACDGeTwepaenD6pv3rxZBQUFMpvNOnLkiB5++GGdPn1alZWVl+W8MjIy1NXVJb/fH5UghlAEAAAAAIAoSYyL0x++lD1ms8Pl8/lkMpkG1T8ZfsydO1eSVFVVFXYo4nK5Qh59+dnPfqYVK1aEfV5ms1l+v18DAwMym81hfy9chCIAAAAAAESJYRhhP8IylpKTk9Xb2zvkuvz8fJ09e1anTp1SamrqkOvtdrva2tqCf4fznU/q6elRYmJiVAIRiVAEAAAAAICYZ7PZtGfPniHXHTt2TCaTSUlJSWH1NZvNmjFjxojPy+12a968eSP+/lAIRQAAAAAAiHFFRUVav369ent7NXnyZEnSgQMH1N3dLYfDIbPZrObmZm3cuFFOp1MTJkwY1bz3339fv//974N/d3Z2qq2tTdddd51uuOGGYN3lcqmwsHBUsy7l8rwuFgAAAAAAfG5lZ2fLbrdr3759wVpCQoJ27Nghh8OhnJwc1dbWqqqqSjU1NSHfNQxD9fX1w5r329/+VjabTTabTZL00EMPyWaz6dFHHw2u8Xq9am1t1apVq0Z+YUMwAoFAIGrdAQAAAACIEf39/ers7JTFYrnoS0s/7xobG1VRUSG32x32L714PB5ZrVa1t7fLarVG9HzWrl2rvr4+7dy5c8Q9hronPD4DAAAAAABUXFysjo4Oeb1eZWZmhvWdpqYmOZ3OiAcikpSSkqKKioqI9/0kdooAAAAAABABV/pOkavRUPeEd4oAAAAAAICYRCgCAAAAAABiEqEIAAAAAACISYQiAAAAAAAgJhGKAAAAAACAmEQoAgAAAAAAYhKhCAAAAAAAiEmEIgAAAAAAQGfOnFFKSoo8Hs9lnz1//nzt37//ss8lFAEAAAAAAKqurlZpaamysrKCNcMwBn2eeuqpYff++c9/rjlz5mjChAmaM2eOXnzxxZDjmzZt0rp16+T3+0d7GcNCKAIAAAAAQIzz+Xyqq6tTWVnZoGO7du3SO++8E/ysXLlyWL2PHj2qe+65R/fee69+97vf6d5779Xdd9+t119/PbimpKREfX19OnTo0KivZTiMQCAQuKwTAQAAAAC4CvX396uzs1MWi0Umk0mSFAgE5Dt/YUzOx5wwToZhhLV2//79uv/++/Xuu++G1A3D0IsvvqivfOUrIz6Pe+65R2fPntXBgweDtTvvvFOTJ09WQ0NDsLZq1SpduHBBu3fvHvGsT7vYPfmk+IhNAgAAAAAAIXznL2jOo5d398NftFcVKXF8eP/b39LSIrvdftFj5eXlKisrk8Vi0erVq+V0OhUXF/6DJ0ePHtWDDz4YUisqKtITTzwRUsvNzdXWrVvD7hsJhCIAAAAAAMQ4j8ej9PT0QfXNmzeroKBAZrNZR44c0cMPP6zTp0+rsrIy7N7d3d1KTU0NqaWmpqq7uzuklpGRoa6uLvn9/mGFLqNBKAIAAAAAQJSYE8apvapozGaHy+fzXfTxkk+GH3PnzpUkVVVVDSsUkTToMZ5AIDCoZjab5ff7NTAwILPZPKz+I0UoAgAAAABAlBiGEfYjLGMpOTlZvb29Q67Lz8/X2bNnderUqUG7Pz5LWlraoF0hf/rTnwZ9v6enR4mJiZctEJH49RkAAAAAAGKezWZTe3v7kOuOHTsmk8mkpKSksHs7HA4dPnw4pPbSSy9pwYIFITW326158+aF3TcSPv9xFQAAAAAAiKqioiKtX79evb29mjx5siTpwIED6u7ulsPhkNlsVnNzszZu3Cin06kJEyaE3XvNmjX60pe+pMcee0zLli3TL3/5S7388sv69a9/HbLO5XKpsLAwotc1FHaKAAAAAAAQ47Kzs2W327Vv375gLSEhQTt27JDD4VBOTo5qa2tVVVWlmpqakO8ahqH6+vrP7L1gwQI999xz2rVrl3JyclRfX6/nn39eeXl5wTVer1etra1atWpVxK/tUoxAIBC4rBMBAAAAALgK9ff3q7OzUxaL5aIvLf28a2xsVEVFhdxud9i//uLxeGS1WtXe3i6r1Tri2WvXrlVfX5927tw54h4XM9Q94fEZAAAAAACg4uJidXR0yOv1KjMzM6zvNDU1yel0jioQkaSUlBRVVFSMqsdIsFMEAAAAAIAIuNJ3ilyNhronvFMEAAAAAADEJEIRAAAAAAAQkwhFAAAAAABATCIUAQAAAAAAMYlQBAAAAAAAxCRCEQAAAAAAEJMIRQAAAAAAQEwiFAEAAAAAADpz5oxSUlLk8Xgu++zly5dr27Ztl30uoQgAAAAAAFB1dbVKS0uVlZUVrBmGMejz1FNPDavv8ePH9dWvflVZWVkyDENPPPHEoDWPPvqofvCDH+js2bOjvYxhIRQBAAAAACDG+Xw+1dXVqaysbNCxXbt26Z133gl+Vq5cOaze586d0xe/+EX98Ic/VFpa2kXX5OTkKCsrS3v37h3R+Y9U/GWdBgAAAABALAkEpPPnxmZ2QqJkGGEtPXjwoOLj4+VwOAYdS0pK+swwIxzz58/X/PnzJUnr1q37zHVf/vKX1dDQoG9/+9sjnjVchCIAAAAAAETL+XPSlvSxmb3h/6Tx14S1tKWlRXa7/aLHysvLVVZWJovFotWrV8vpdCouLvIPnuTm5qq6uloDAwOaMGFCxPtfDKEIAAAAAAAxzuPxKD19cHizefNmFRQUyGw268iRI3r44Yd1+vRpVVZWRvwcMjIyNDAwoO7ubk2fPj3i/S+GUAQAAAAAgGhJSPx4x8ZYzQ6Tz+eTyWQaVP9k+DF37lxJUlVVVVRCEbPZLOnjd5BcLoQiAAAAAABEi2GE/QjLWEpOTlZvb++Q6/Lz83X27FmdOnVKqampET2Hnp4eSdKUKVMi2vdS+PUZAAAAAABinM1mU3t7+5Drjh07JpPJpKSkpIifg9vt1rRp05ScnBzx3p+FnSIAAAAAAMS4oqIirV+/Xr29vZo8ebIk6cCBA+ru7pbD4ZDZbFZzc7M2btwop9M5rI2LwnUAACAASURBVBehfvjhh8HA5cMPP5TX61VbW5smTpyoGTNmBNe5XC4VFhZG9sKGYAQCgcBlnQgAAAAAwFWov79fnZ2dslgsF30/x+edw+HQt771Ld1///2SpKamJq1fv16///3v5ff79cUvflFlZWV64IEHFB////dYGIahXbt26Vvf+tZF+3o8HlkslkH1RYsW6ZVXXpH08b9damqqDh06pPz8/Ihd01D3hFAEAAAAAIAIuNJDkcbGRlVUVMjtdof9k7sej0dWq1Xt7e2yWq0jnv3Tn/5Uv/zlL/XSSy+NuMfFDHVPeHwGAAAAAACouLhYHR0d8nq9yszMDOs7TU1NcjqdowpEJCkhIUE//vGPR9VjJNgpAgAAAABABFzpO0WuRkPdE359BgAAAAAAxCRCEQAAAAAAEJMIRQAAAAAAQEwiFAEAAAAAADGJUAQAAAAAAMQkQhEAAAAAABCTCEUAAAAAAEBMIhQBAAAAAAA6c+aMUlJS5PF4Lvvs+fPna//+/Zd9LqEIAAAAAABQdXW1SktLlZWVFawZhjHo89RTTw2r79NPP63bbrtNkydP1uTJk3XHHXfoP/7jP0LWbNq0SevWrZPf74/EpYSNUAQAAAAAgBjn8/lUV1ensrKyQcd27dqld955J/hZuXLlsHq/8sor+trXvqbm5mYdPXpUN9xwgwoLC+X1eoNrSkpK1NfXp0OHDo36WoYj/rJOAwAAAAAghgQCAfk+8o3JbHO8WYZhhLX24MGDio+Pl8PhGHQsKSlJaWlpIz6PvXv3hvz99NNP64UXXtCRI0f0zW9+U5I0btw4FRcXq6GhQUuXLh3xrOEiFAEAAAAAIEp8H/mU92zemMx+/euvKzEhMay1LS0tstvtFz1WXl6usrIyWSwWrV69Wk6nU3FxI3/w5Ny5czp//ryuu+66kHpubq62bt064r4jQSgCAAAAAECM83g8Sk9PH1TfvHmzCgoKZDabdeTIET388MM6ffq0KisrRzxr3bp1ysjI0B133BFSz8jIUFdXl/x+/6hCl+EgFAEAAAAAIErM8Wa9/vXXx2x2uHw+n0wm06D6J8OPuXPnSpKqqqpGHIps3bpVDQ0NeuWVVwbNM5vN8vv9GhgYkNkc/rmPBqEIAAAAAABRYhhG2I+wjKXk5GT19vYOuS4/P19nz57VqVOnlJqaOqwZP/rRj7Rlyxa9/PLLysnJGXS8p6dHiYmJly0Qkfj1GQAAAAAAYp7NZlN7e/uQ644dOyaTyaSkpKRh9X/88ce1efNmNTU1fea7S9xut+bNmzesvqPFThEAAAAAAGJcUVGR1q9fr97eXk2ePFmSdODAAXV3d8vhcMhsNqu5uVkbN26U0+nUhAkTwu69detWbdq0Sc8++6yysrLU3d0tSZo4caImTpwYXOdyuVRYWBjZCxsCO0UAAAAAAIhx2dnZstvt2rdvX7CWkJCgHTt2yOFwKCcnR7W1taqqqlJNTU3Idw3DUH19/Wf23rFjhz788EMtX75cU6dODX5+9KMfBdd4vV61trZq1apVEb+2SzECgUDgsk4EAAAAAOAq1N/fr87OTlkslou+tPTzrrGxURUVFXK73WH/+ovH45HValV7e7usVuuIZ69du1Z9fX3auXPniHtczFD3hMdnAAAAAACAiouL1dHRIa/Xq8zMzLC+09TUJKfTOapARJJSUlJUUVExqh4jwU4RAAAAAAAi4ErfKXI1Guqe8E4RAAAAAAAQkwhFAAAAAABATCIUAQAAAAAAMYlQBAAAAAAAxCRCEQAAAAAAEJMIRQAAAAAAQEwiFAEAAAAAADGJUAQAAAAAAOjMmTNKSUmRx+O57LPnz5+v/fv3X/a5hCIAAAAAAEDV1dUqLS1VVlZWsGYYxqDPU089Nay++/fvl91uV1JSkq655hrNnTtX//RP/xSyZtOmTVq3bp38fn8kLiVs8Zd1GgAAAAAA+Nzx+Xyqq6tTY2PjoGO7du3SnXfeGfx70qRJw+p93XXXaePGjZo1a5bGjx+vf/mXf9GqVauUkpKioqIiSVJJSYnuu+8+HTp0SEuXLh3dxQwDoQgAAAAAAFESCAQU8PnGZLZhNsswjLDWHjx4UPHx8XI4HIOOJSUlKS0tbcTncfvtt4f8vWbNGj3zzDP69a9/HQxFxo0bp+LiYjU0NBCKAAAAAABwNQj4fDox76/GZPZN//mGjMTEsNa2tLTIbrdf9Fh5ebnKyspksVi0evVqOZ1OxcWN7G0cgUBA//Zv/6YTJ07oscceCzmWm5urrVu3jqjvSBGKAAAAAAAQ4zwej9LT0wfVN2/erIKCApnNZh05ckQPP/ywTp8+rcrKymH17+vrU0ZGhgYGBjRu3Djt2LFDS5YsCVmTkZGhrq4u+f3+EYcuw0UoAgAAAABAlBhms276zzfGbHa4fD6fTCbToPonw4+5c+dKkqqqqoYdilx77bVqa2vT+++/ryNHjuihhx7SF7/4xZBHa8xms/x+vwYGBmQexrmPBqEIAAAAAABRYhhG2I+wjKXk5GT19vYOuS4/P19nz57VqVOnlJqaGnb/uLg4zZgxQ9LH4crbb7+t6urqkFCkp6dHiYmJly0QkfhJXgAAAAAAYp7NZlN7e/uQ644dOyaTyaSkpKRRzQsEAhoYGAipud1uzZs3b1R9h4udIgAAAAAAxLiioiKtX79evb29mjx5siTpwIED6u7ulsPhkNlsVnNzszZu3Cin06kJEyaE3bu6ulp2u1033nijPvzwQzU2Nmr37t168sknQ9a5XC4VFhZG9LqGwk4RAAAAAABiXHZ2tux2u/bt2xesJSQkaMeOHXI4HMrJyVFtba2qqqpUU1MT8l3DMFRfX/+ZvT/44AN95zvf0c0336wFCxbohRde0J49e1RWVhZc4/V61draqlWrVkX82i7FCAQCgcs6EQAAAACAq1B/f786OztlsVgu+tLSz7vGxkZVVFTI7XaH/esvHo9HVqtV7e3tslqtI569du1a9fX1aefOnSPucTFD3RMenwEAAAAAACouLlZHR4e8Xq8yMzPD+k5TU5OcTueoAhFJSklJUUVFxah6jAQ7RQAAAAAAiIArfafI1Wioe8I7RQAAAAAAQEwiFAEAAAAAADGJUAQAAAAAAMQkQhEAAAAAABCTCEUAAAAAAEBMIhQBAAAAAAAxiVAEAAAAAADEJEIRAAAAAACgM2fOKCUlRR6P57LPnj9/vvbv33/Z5xKKAAAAAAAAVVdXq7S0VFlZWcGaYRiDPk899dSIZzz33HMyDENf+cpXQuqbNm3SunXr5Pf7R9x7JAhFAAAAAACIcT6fT3V1dSorKxt0bNeuXXrnnXeCn5UrV45oxv/8z/+ooqJCt91226BjJSUl6uvr06FDh0bUe6TiL+s0AAAAAABiSCAQ0EcfXt7dD38RPz5OhmGEtfbgwYOKj4+Xw+EYdCwpKUlpaWmjOpcLFy5oxYoV+v73vy+Xy6U///nPIcfHjRun4uJiNTQ0aOnSpaOaNRyEIgAAAAAARMlHH/q1c82rYzLbWbtICRPGhbW2paVFdrv9osfKy8tVVlYmi8Wi1atXy+l0Ki5ueA+eVFVVacqUKVq9erVcLtdF1+Tm5mrr1q3D6jtahCIAAAAAAMQ4j8ej9PT0QfXNmzeroKBAZrNZR44c0cMPP6zTp0+rsrIy7N7//u//rrq6OrW1tV1yXUZGhrq6uuT3+4cduowUoQgAAAAAAFESPz5OztpFYzY7XD6fTyaTaVD9k+HH3LlzJX286yPcUOS9997TN77xDT399NNKTk6+5Fqz2Sy/36+BgQGZzeawz300CEUAAAAAAIgSwzDCfoRlLCUnJ6u3t3fIdfn5+Tp79qxOnTql1NTUIdf/4Q9/kMfjUWlpabD2l1+YiY+P14kTJ3TjjTdKknp6epSYmHjZAhGJUAQAAAAAgJhns9m0Z8+eIdcdO3ZMJpNJSUlJYfWdNWuW3nrrrZBaZWWl3nvvPdXW1iozMzNYd7vdmjdv3vBOfJQIRQAAAAAAiHFFRUVav369ent7NXnyZEnSgQMH1N3dLYfDIbPZrObmZm3cuFFOp1MTJkwIq6/JZNItt9wSUvtLoPLpusvlUmFhYQSuJnyX580lAAAAAADgcys7O1t2u1379u0L1hISErRjxw45HA7l5OSotrZWVVVVqqmpCfmuYRiqr68f1Xyv16vW1latWrVqVH2GywgEAoHLOhEAAAAAgKtQf3+/Ojs7ZbFYLvrS0s+7xsZGVVRUyO12h/3rLx6PR1arVe3t7bJarSOevXbtWvX19Wnnzp0j7nExQ90THp8BAAAAAAAqLi5WR0eHvF5vyLs+LqWpqUlOp3NUgYgkpaSkqKKiYlQ9RoKdIgAAAAAARMCVvlPkajTUPeGdIgAAAAAAICYRigAAAAAAgJhEKAIAAAAAAGISoQgAAAAAAIhJhCIAAAAAACAmEYoAAAAAAICYRCgCAAAAAABiEqEIAAAAAADQmTNnlJKSIo/Hc9lnL1++XNu2bbvscwlFAAAAAACAqqurVVpaqqysrGDNMIxBn6eeempYfevr6y/ap7+/P7jm0Ucf1Q9+8AOdPXs2UpcTlvjLOg0AAAAAAHzu+Hw+1dXVqbGxcdCxXbt26c477wz+PWnSpGH3/8IXvqATJ06E1EwmU/C/c3JylJWVpb179+rb3/72sPuPFKEIAAAAAABREggE9NHAwJjMjp8wQYZhhLX24MGDio+Pl8PhGHQsKSlJaWlpozoXwzCG7PHlL39ZDQ0NhCIAAAAAAFwNPhoY0PaVy8dk9t8/84ISPrEb41JaWlpkt9sveqy8vFxlZWWyWCxavXq1nE6n4uKG9zaO999/X9OnT9eFCxc0d+5cbd68WTabLWRNbm6uqqurNTAwoAkTJgyr/0gRigAAAAAAEOM8Ho/S09MH1Tdv3qyCggKZzWYdOXJEDz/8sE6fPq3Kysqwe8+aNUv19fXKzs7W2bNnVVtbq4ULF+p3v/udrFZrcF1GRoYGBgbU3d2t6dOnR+S6hkIoAgAAAABAlMRPmKC/f+aFMZsdLp/PF/KOj7/4ZPgxd+5cSVJVVdWwQpH8/Hzl5+cH/164cKHmzZunH//4x9q+fXuwbjabJUnnzp0Lu/doEYoAAAAAABAlhmGE/QjLWEpOTlZvb++Q6/Lz83X27FmdOnVKqampI5oVFxen+fPnq6OjI6Te09MjSZoyZcqI+o7oXC7bJAAAAAAA8Llks9nU3t4+5Lpjx47JZDIpKSlpxLMCgYDa2to0derUkLrb7da0adOUnJw84t7DxU4RAAAAAABiXFFRkdavX6/e3l5NnjxZknTgwAF1d3fL4XDIbDarublZGzdulNPpHNaLUL///e8rPz9fVqtVZ8+e1fbt29XW1qaf/vSnIetcLpcKCwsjel1DYacIAAAAAAAxLjs7W3a7Xfv27QvWEhIStGPHDjkcDuXk5Ki2tlZVVVWqqakJ+a5hGKqvr//M3n/+85/ldDo1e/ZsFRYWyuv1qqWlRbm5ucE1/f39evHFF3XfffdF/NouxQgEAoHLOhEAAAAAgKtQf3+/Ojs7ZbFYLvrS0s+7xsZGVVRUyO12h/2Tux6PR1arVe3t7SG/JDNcP/3pT/XLX/5SL7300oh7XMxQ94THZwAAAAAAgIqLi9XR0SGv16vMzMywvtPU1CSn0zmqQET6eFfKj3/841H1GAl2igAAAAAAEAFX+k6Rq9FQ94R3igAAAAAAgJhEKAIAAAAAAGISoQgAAAAAAIhJhCIAAAAAACAmEYoAAAAAAICYRCgCAAAAAABiEqEIAAAAAACISYQiAAAAAABAZ86cUUpKijwez1ifiiRp/vz52r9/f1RnEIoAAAAAAABVV1ertLRUWVlZIfX6+nrl5OTIZDIpLS1N5eXlEZnn9Xr1jW98Q9dff70SExM1d+5cvfHGG8HjmzZt0rp16+T3+yMy72Lio9YZAAAAAABcEXw+n+rq6tTY2BhS37Ztm2pqavT4448rLy9P/f39Onny5Kjn9fb2auHChVq8eLEOHjyolJQU/eEPf1BSUlJwTUlJie677z4dOnRIS5cuHfXMiyEUAQAAAAAgSgKBgALno7fT4VKMhDgZhhHW2oMHDyo+Pl4OhyNY6+3tVWVlpQ4cOKCCgoJg/eabbx71uT322GPKzMzUrl27grVP71AZN26ciouL1dDQQCgCAAAAAMCVJnDer/97tHVMZqdXLZAxflxYa1taWmS320Nqhw8flt/vl9fr1ezZs/Xee+9pwYIFqqmpUWZm5qjO7Ve/+pWKiop011136dVXX1VGRoa+853v6L777gtZl5ubq61bt45q1qXwThEAAAAAAGKcx+NRenp6SO3kyZPy+/3asmWLnnjiCb3wwgvq6enRkiVL9OGHH45q3smTJ/Xkk0/KarXq0KFD+ru/+zv9/d//vXbv3h2yLiMjQ11dXVF7rwg7RQAAAAAAiBIjIU7pVQvGbHa4fD6fTCZTSM3v9+v8+fPavn27CgsLJUkNDQ1KS0tTc3OzioqKhuzrcrlCHn352c9+phUrVsjv98tut2vLli2SJJvNpuPHj+vJJ5/UN7/5zeB6s9ksv9+vgYEBmc3msK8nXIQiAAAAAABEiWEYYT/CMpaSk5PV29sbUps6daokac6cOcHalClTlJycrK6urrD62u12tbW1Bf9OTU0N9v5kX0maPXu2fv7zn4fUenp6lJiYGJVARCIUAQAAAAAg5tlsNu3ZsyektnDhQknSiRMnNG3aNEkfhxSnT5/W9OnTw+prNps1Y8aMQfWFCxfqxIkTIbX//u//HtTX7XZr3rx5YV/HcPFOEQAAAAAAYlxRUZGOHz8esltk5syZWrZsmdasWaPW1la53W6tXLlSs2bN0uLFi0c178EHH9Rrr72mLVu26Pe//72effZZ7dy5Uw888EDIOpfLFXx0JxoIRQAAAAAAiHHZ2dmy2+3at29fSH337t3Ky8tTSUmJFi1apISEBDU1NSkhISG4xjAM1dfXD2ve/Pnz9eKLL6qhoUG33HKLNm/erCeeeEIrVqwIrvF6vWptbdWqVatGdW2XYgQCgUDUugMAAAAAECP6+/vV2dkpi8Uy6KWlV4LGxkZVVFTI7XYrLi68PRQej0dWq1Xt7e2yWq0RPZ+1a9eqr69PO3fuHHGPoe4J7xQBAAAAAAAqLi5WR0eHvF6vMjMzw/pOU1OTnE5nxAMRSUpJSVFFRUXE+34SO0UAAAAAAIiAK32nyNVoqHvCO0UAAAAAAEBMIhQBAAAAAAAxiVAEAAAAAADEJEIRAAAAAAAQkwhFAAAAAABATCIUAQAAAAAAMYlQBAAAAAAA6MyZM0pJSZHH4xnrU5EkzZ8/X/v374/qDEIRAAAAAACg6upqlZaWKisrK6ReX1+vnJwcmUwmpaWlqby8fNSz/uEf/kGGYYR80tLSQtZs2rRJ69atk9/vH/W8zxIftc4AAAAAAOCK4PP5VFdXp8bGxpD6tm3bVFNTo8cff1x5eXnq7+/XyZMnIzLz5ptv1ssvvxz8e9y4cSHHS0pKdN999+nQoUNaunRpRGZ+GqEIAAAAAAAx7uDBg4qPj5fD4QjWent7VVlZqQMHDqigoCBYv/nmmyMyMz4+ftDukE8aN26ciouL1dDQELVQhMdnAAAAAACIkkAgoA8//HBMPoFAIOzzbGlpkd1uD6kdPnxYfr9fXq9Xs2fP1rRp03T33Xfrj3/8Y0T+bTo6OpSeni6LxaK//du/vegOlNzcXLlcrojMuxh2igAAAAAAECXnz5/Xli1bxmT2hg0bNH78+LDWejwepaenh9ROnjwpv9+vLVu2qLa2VpMmTVJlZaWWLFmiN998M+zeF5OXl6fdu3dr5syZOnXqlP7xH/9RCxYs0PHjx3X99dcH12VkZKirq0t+v19xcZHf18FOEQAAAAAAYpzP55PJZAqp+f1+nT9/Xtu3b1dRUZHy8/PV0NCgjo4ONTc3h9XX5XJp4sSJwc/evXslSUuXLtVXv/pVZWdn64477tC//uu/SpKeeeaZkO+bzWb5/X4NDAxE4CoHY6cIAAAAAABRkpCQoA0bNozZ7HAlJyert7c3pDZ16lRJ0pw5c4K1KVOmKDk5WV1dXWH1tdvtamtrC/6dmpp60XXXXHONsrOz1dHREVLv6elRYmKizGZzWPOGi1AEAAAAAIAoMQxjVI+ZXC42m0179uwJqS1cuFCSdOLECU2bNk3SxyHF6dOnNX369LD6ms1mzZgxY8h1AwMDevvtt3XbbbeF1N1ut+bNmxfWrJHg8RkAAAAAAGJcUVGRjh8/HrJbZObMmVq2bJnWrFmj1tZWud1urVy5UrNmzdLixYtHNa+iokKvvvqqOjs79frrr2v58uU6e/asVq5cGbLO5XKpsLBwVLMuhVAEAAAAAIAYl52dLbvdrn379oXUd+/erby8PJWUlGjRokVKSEhQU1NTyKM5hmGovr5+WPP+93//V1/72td000036W/+5m80fvx4vfbaayE7ULxer1pbW7Vq1apRXdulGIHh/EYPAAAAAAC4qP7+fnV2dspisQx6aemVoLGxURUVFXK73WH/0ovH45HValV7e7usVmtEz2ft2rXq6+vTzp07R9xjqHvCO0UAAAAAAICKi4vV0dEhr9erzMzMsL7T1NQkp9MZ8UBEklJSUlRRURHxvp/EThEAAAAAACLgSt8pcjUa6p7wThEAAAAAABCTCEUAAAAAAEBMIhQBAAAAAAAxiVAEAAAAAADEJEIRAAAAAAAQkwhFAAAAAABATCIUAQAAAAAAMYlQBAAAAAAA6MyZM0pJSZHH4xnrU9HAwIBuuOEGvfHGG1GdQygCAAAAAABUXV2t0tJSZWVlhdTr6+uVk5Mjk8mktLQ0lZeXR3yuYRj63ve+F6xNmDBBFRUVeuSRRyI669Pio9odAAAAAAB87vl8PtXV1amxsTGkvm3bNtXU1Ojxxx9XXl6e+vv7dfLkyYjN/c1vfqOdO3cqJydn0LEVK1Zo7dq1evvttzV79uyIzfwkdooAAAAAABDjDh48qPj4eDkcjmCtt7dXlZWV2r17t77+9a/rxhtv1M0336zS0tKIzHz//fe1YsUKPf3005o8efKg49dff70WLFighoaGiMy7GEIRAAAAAACiJBAI6MKFc2PyCQQCYZ9nS0uL7HZ7SO3w4cPy+/3yer2aPXu2pk2bprvvvlt//OMfI/Jv88ADD6ikpER33HHHZ67Jzc2Vy+WKyLyL4fEZAAAAAACixO/36ZVXs8dk9u2L3tK4cYlhrfV4PEpPTw+pnTx5Un6/X1u2bFFtba0mTZqkyspKLVmyRG+++abGjx8/4nN77rnn9J//+Z/6zW9+c8l1GRkZUX3xKztFAAAAAACIcT6fTyaTKaTm9/t1/vx5bd++XUVFRcrPz1dDQ4M6OjrU3NwcVl+Xy6WJEycGP3v37tUf//hHrVmzRnv27Bk089PMZrPOnTs34usaCjtFAAAAAACIkrg4s25f9NaYzQ5XcnKyent7Q2pTp06VJM2ZMydYmzJlipKTk9XV1RVWX7vdrra2tuDfqampOnLkiP70pz/pr/7qr4L1CxcuqKWlRT/5yU80MDCgcePGSZJ6eno0ZcqUsK9juAhFAAAAAACIEsMwwn6EZSzZbDbt2bMnpLZw4UJJ0okTJzRt2jRJH4cUp0+f1vTp08PqazabNWPGjJBaQUGB3norNChatWqVZs2apUceeSQYiEiS2+2WzWYb9vWEi8dnAAAAAACIcUVFRTp+/HjIbpGZM2dq2bJlWrNmjVpbW+V2u7Vy5UrNmjVLixcvHvGsa6+9VrfcckvI55prrtH111+vW265JWSty+VSYWHhiGcNhVAEAAAAAIAYl52dLbvdrn379oXUd+/erby8PJWUlGjRokVKSEhQU1OTEhISgmsMw1B9fX3Ez+no0aPq6+vT8uXLI977L4zAcH6jBwAAAAAAXFR/f786OztlsViGfIHo51FjY6MqKirkdrsVFxfeHgqPxyOr1ar29nZZrdaIns9dd90lm82mDRs2jLjHUPeEd4oAAAAAAAAVFxero6NDXq9XmZmZYX2nqalJTqcz4oHIwMCAbr31Vj344IMR7ftp7BQBAAAAACACrvSdIlejoe4J7xQBAAAAAAAxiVAEAAAAAADEJEIRAAAAAAAQkwhFAAAAAABATCIUAQAAAAAAMYlQBAAAAAAAxCRCEQAAAAAAEJMIRQAAAAAAgM6cOaOUlBR5PJ6xPhUNDAzohhtu0BtvvBHVOYQiAAAAAABA1dXVKi0tVVZWVki9vr5eOTk5MplMSktLU3l5+ahnPfnkk8rJydEXvvAFfeELX5DD4dDBgweDxydMmKCKigo98sgjo551KfFR7Q4AAAAAAD73fD6f6urq1NjYGFLftm2bampq9PjjjysvL0/9/f06efLkqOdNmzZNP/zhDzVjxgxJ0jPPPKNly5bp2LFjuvnmmyVJK1as0Nq1a/X2229r9uzZo555MUYgEAhEpTMAAAAAADGkv79fnZ2dslgsMplMY306w7J//37df//9evfdd4O13t5eZWRk6MCBAyooKIj6OVx33XV6/PHHtXr16mBt8eLFuu2221RVVTWinkPdE3aKAAAAAAAQJYFAQOf8/jGZnRgXJ8Mwwlrb0tIiu90eUjt8+LD8fr+8Xq9mz56t9957TwsWLFBNTY0yMzMjdp4XLlzQP//zP+uDDz6Qw+EIOZabmyuXyxWxWZ9GKAIAAAAAQJSc8/t1Y8tbYzL7D1/K1jXjxoW11uPxKD09PaR28uRJ+f1+bdmyRbW1tZo0aZIqKyu1ZMkSvfnmmxo/fvyozu+tt96Sw+FQf3+/Jk6cqBdffFFz5swJWZORkRHVF7/yolUAAAAAAGKcz+cb9HiJ3+/XBJMXnwAAIABJREFU+fPntX37dhUVFSk/P18NDQ3q6OhQc3NzWH1dLpcmTpwY/Ozduzd47KabblJbW5tee+01ffvb39bKlSvV3t4e8n2z2axz586N/gI/AztFAAAAAACIksS4OP3hS9ljNjtcycnJ6u3tDalNnTpVkkJ2b0yZMkXJycnq6uoKq6/dbldbW1vw79TU1OB/jx8/PviiVbvdrt/85jeqra3Vz372s+Canp4eTZkyJezrGC5CEQAAAAAAosQwjLAfYRlLNptNe/bsCaktXLhQknTixAlNmzZN0schxenTpzV9+vSw+prN5mDwMZRAIKCBgYGQmtvtls1mC+v7I8HjMwAAAAAAxLiioiIdP348ZLfIzJkztWzZMq1Zs0atra1yu91auXKlZs2apcWLF49q3oYNG+RyueTxePTWW29p48aNeuWVV7RixYqQdS6XS4WFhaOadSmEIgAAAAAAxLjs7GzZ7Xbt27cvpL57927l5eWppKREixYtUkJCgpqampSQkBBcYxiG6uvrhzXv1KlTuvfee3XTTTepoKBAr7/+upqamrRkyZLgmqNHj6qvr0/Lly8f1bVdihEIBAJR6w4AAAAAQIzo7+9XZ2enLBbLoJeWXgkaGxtVUVEht9utuDDfR+LxeGS1WtXe3i6r1RrR87nrrrtks9m0YcOGEfcY6p7wThEAAAAAAKDi4mJ1dHTI6/UqMzMzrO80NTXJ6XRGPBAZGBjQrbfeqgcffDCifT+NnSIAAAAAAETAlb5T5Go01D3hnSIAAAAAACAmEYoAAAAAAICYRCgCAAAAAABiEqEIAAAAAACISYQiAAAAAAAgJhGKAAAAAACAmEQoAgAAAAAAYhKhCAAAAAAA0JkzZ5SSkiKPxzPWp6KBgQHdcMMNeuONN6I6h1AEAAAAAACourpapaWlysrKCqnX19crJydHJpNJaWlpKi8vj8is+fPn69prr1VKSoq+8pWv6MSJE8HjEyZMUEVFhR555JFRz7oUQhEAAAAAAGKcz+dTXV2dysrKQurbtm3Txo0btW7dOh0/flxHjhxRUVHRqOe9+uqreuCBB/Taa6/p8OHD+uijj1RYWKgPPvgguGbFihVyuVx6++23Rz3vsxiBQCAQte4AAAAAAMSI/v5+dXZ2ymKxyGQyjfXpDMv+/ft1//3369133w3Went7lZGRoQMHDqigoCCq8999912lpKTo1Vdf1Ze+9KVgffHixbrttttUVVU1or5D3ZP4EZ8xAAAAAAC4pEAgIN/5C2My25wwToZhhLW2paVFdrs9pHb48GH5/X55vV7Nnj1b7733nhYsWKCamhplZmZG9Fz7+vokSdddd11IPTc3Vy6XK6KzPolQBAAAAACAKPGdv6A5jx4ak9ntVUVKHB/e//Z7PB6lp6eH1E6ePCm/368tW7aotrZWkyZNUmVlpZYsWaI333xT48ePj8h5BgIBPfTQQ/rrv/5r3XLLLSHHMjIyovriV94pAgAAAABAjPP5fIMeL/H7/Tp//ry2b9+uoqIi5efnq6GhQR0dHWpubg6rr8vl0sSJE4OfvXv3DlpTXl6uN998Uw0NDYOOmc1mnTt3bmQXFQZ2igAAAAAAECXmhHFqrxr9i0lHOjtcycnJ6u3tDalNnTpVkjRnzpxgbcqUKUpOTlZXV1dYfe12u9ra2oJ/p6amhhz/7ne/q1/96ldqaWnRtGnTBn2/p6dHU6ZMCfs6hotQBAAAAACAKDEMI+xHWMaSzWbTnj17QmoLFy6UJJ04cSIYWPT09Oj06dOaPn16WH3NZrNmzJgxqB4IBPTd735XL774ol555RVZLJaLft/tdstmsw3nUoaFx2cAAAAAAIhxRUVFOn78eMhukZkzZ2rZsmVas2aNWltb5Xa7tXLlSs2aNUuLFy8e1bwHHnhAe/bs0bPPPqtrr71W3d3d6u7uls/nC1nncrlUWFg4qlmXQigCAAAAAECMy87Olt1u1759+0Lqu3fvVl5enkpKSrRo0SIlJCSoqalJCQkJwTWGYai+vn5Y85588kn19fXp9ttv19SpU4Of559/Prjm6NGj6uvr0/Lly0d1bZdiBAKBQNS6AwAAAAAQI/r7+9XZ2SmLxTLopaVXgsbGRlVUVMjtdisuLrw9FB6PR1arVe3t7bJarRE9n7vuuks2m00bNmwYcY+h7snn/8EmAAAAAAAQdcXFxero6JDX61VmZmZY32lqapLT6Yx4IDIwMKBbb71VDz74YET7fho7RQAAAAAAiIArfafI1Wioe8I7RQAAAAAAQEwiFAEAAAAAADGJUAQAAAAAAMQkQhEAAAAAABCTCEUAAAAAAEBMIhQBAAAAAAAxiVAEAAAAAADEJEIRAAAAAACgM2fOKCUlRR6PZ6xPRZI0f/587d+/P6ozCEUAAAAAAICqq6tVWlqqrKyskHp9fb1ycnJkMpmUlpam8vLyUc9qaWlRaWmp0tPTZRiGfvGLXwxas2nTJq1bt05+v3/U8z4LoQgAAAAAADHO5/Oprq5OZWVlIfVt27Zp48aNWrdunY4fP64jR46oqKho1PM++OAD3XrrrfrJT37ymWtKSkrU19enQ4cOjXreZ4mPWmcAAAAAAHBFOHjwoOLj4+VwOIK13t5eVVZW6sCBAyooKAjWb7755lHPW7p0qZYuXXrJNePGjVNxcbEaGhqGXDtShCIAAAAAAERLICCdPzc2sxMSJcMIa2lLS4vsdntI7fDhw/L7/fJ6vZo9e7bee+89LViwQDU1NcrMzIzGGQ+Sm5urrVu3Rq0/oQgAAAAAANFy/py0JX1sZm/4P2n8NWEt9Xg8Sk8PPc+TJ0/K7/dry5Ytqq2t1aRJk1RZWaklS5bozTff1Pjx46Nx1iEyMjLU1dUlv9+vuLjIvwGEd4oAAAAAABDjfD6fTCZTSM3v9+v8+fPavn27ioqKlJ+fr4aGBnV0dKi5uTmsvi6XSxMnTgx+9u7dO6zzMpvN8vv9GhgYGNb3wsVOEQAAAAAAoiUh8eMdG2M1O0zJycnq7e0NqU2dOlWSNGfOnGBtypQpSk5OVldXV1h97Xa72tragn+npqaGfU6S1NPTo8TERJnN5mF9L1yEIgAAAAAARIthhP0Iy1iy2Wzas2dPSG3hwoWSpBMnTmjatGmSPg4pTp8+renTp4fV12w2a8aMGSM+L7fbrXnz5o34+0Ph8RkAAAAAAGJcUVGRjh8/HrJbZObMmVq2bJnWrFmj1tZWud1urVy5UrNmzdLixYtHNe/9999XW1tbcBdJZ2en2traBu1AcblcKiwsHNWsSyEUAQAAAAAgxmVnZ8tut2vfvn0h9d27dysvL08lJSVatGiREhIS1NTUpISEhOAawzBUX18/rHm//e1vZbPZZLPZJEkPPfSQbDabHn300eAar9er1tZWrVq1auQXNgQjEAgEotYdAAAAAIAY0d/fr87OTlkslkEvLb0SNDY2qqKiQm63O+xfevF4PLJarWpvb5fVao3o+axdu1Z9fX3auXPniHsMdU94pwgAAAAAAFBxcbE6Ojrk9XqVmZkZ1neamprkdDojHohIUkpKiioqKiLe95PYKQIAAAAAQARc6TtFrkZD3RPeKQIAAAAAAGISoQgAAAAAAIhJhCIAAAAAACAmEYoAAAAAAICYRCgCAAAAAABiEqEIAAAAAACISYQiAAAAAAAgJhGKAAAAAAAAnTlzRikpKfJ4PJd99vz587V///7LPpdQBAAAAAAAqLq6WqWlpcrKygqp19fXKycnRyaTSWlpaSovLx9275///OeaM2eOJkyYoDlz5ujFF18MOb5p0yatW7dOfr9/NJcwbIQiAAAAAADEOJ/Pp7q6OpWVlYXUt23bpo0bN2rdunU6fvy4jhw5oqKiomH1Pnr0qO655x7de++9+t3vfqd7771Xd999t15//fXgmpKSEvX19enQoUMRuZ5wGYFAIHBZJwIAAAAAcBXq7+9XZ2enLBaLTCbTWJ/OsOzfv1/333+/3n333WCtt7dXGRkZOnDggAoKCkbc+5577tHZs2d18ODBYO3OO+/U5MmT1dDQEKytWrVKFy5c0O7du0c869OGuifxEZsEAAAAAABCBAIB+T7yjclsc7xZhmGEtbalpUV2uz2kdvjwYfn9fnm9Xs2ePVvvvfeeFixYoJqaGmVmZoZ9HkePHtWDDz4YUisqKtITTzwRUsvNzdXWrVvD7hsJhCIAAAAAAESJ7yOf8p7NG5PZr3/9dSUmJIa11uPxKD09PaR28uRJ+f1+bdmyRbW1tZo0aZIqKyu1ZMkSvfnmmxo/fnxYvbu7u5WamhpSS01NVXd3d0gtIyNDXV1d8vv9iou7PG/74J0iAAAAAADEOJ/PN+jxEr/fr/Pnz2v79u0qKipSfn6+Ghoa1NHRoebm5mH1//SOlUAgMKhmNpvl9/s1MDAwsosYAXaKAAAAAAAQJeZ4s17/+utDL4zS7HAlJyert7c3pDZ16lRJ0pw5c4K1KVOmKDk5WV1dXWH3TktLG7Qr5E9/+tOg3SM9PT1KTEyU2Rz+eY8WoQgAAAAAAFFiGEbYj7CMJZvNpj179oTUFi5cKEk6ceKEpk2bJunj4OL06dOaPn162L0dDocOHz4c8l6Rl156SQsWLAhZ53a7NW/evJFewojw+AwAAAAAADGuqKhIx48fD9ktMnPmTC1btkxr1qxRa2ur3G63Vq5cqVmzZmnx4sVh916zZo1eeuklPfbYY/qv//ovPfbYY3r55Zf1ve99L2Sdy+VSYWFhxK4pHIQiAAAAAADEuOzsbNntdu3bty+kvnv3buXl5amkpESLFi1SQkKCmpqalJCQEFxjGIbq6+s/s/eCBQv03HPPadeuXcrJyVF9fb2ef/555eX9/xfQer1etba2atWqVRG/tksxAoFA4LJOBAAAAADgKtTf36/Ozk5ZLJZBLy29EjQ2NqqiokJutzvsX3/xeDyyWq1qb2+X1Wod8ey1a9eqr69PO3fuHHGPixnqnvBOkf/H3v1HRXXf+R9/XQRlSKlSYYogCmm1/igqcYSo69e4Rmhx0caSptHaaPzVtJ666ZKNIWq2diOtVqOmzbaJuJTVpVJXa2wA40Yp7MJmW7ueBEgtKUxtx1oUKNEwg+jM94+cTjsBYQYYaLzPxzmc43zuez7vzz33L1/ncz8DAAAAAACUmZmp+vp6ORwOJSQk+PWdsrIyrV+/vl+BiCRZrVbl5OT0a46+YKcIAAAAAAAD4IO+U+RO1Nsz4UwRAAAAAABgSoQiAAAAAADAlAhFAAAAAACAKRGKAAAAAAAAUyIUAQAAAAAApkQoAgAAAAAATIlQBAAAAAAAmBKhCAAAAAAAUHNzs6xWq+x2+6D3zs7O1p49ewa9L6EIAAAAAABQXl6esrKylJiY6DNeUFCgadOmKTw8XLGxsdq4cWNA89bW1uqzn/2sEhMTZRiG9u7d26Vm27ZtevbZZ/XOO+/05xYCRigCAAAAAIDJOZ1O5efna+3atT7je/bs0dNPP63NmzertrZWr732mjIyMgKau729XXfffbe++c1vKjY2ttuaadOmKTExUYcPH+7zPfRF6KB2AwAAAAAAf3VKS0sVGhqq2bNne8daW1u1ZcsWnTx5UgsXLvSOT506NaC5Z82apVmzZkmSNm/efNu6JUuWqKioSI899liAq+87QhEAAAAAAILE4/HI43QOSW/DYpFhGH7VVlRUyGaz+YydPn1abrdbDodDkydP1rVr1zRnzhzt3r1bCQkJA77e1NRU5eXlqaOjQyNGjBjw+btDKAIAAAAAQJB4nE5duGfmkPT+xC/OyYiI8KvWbrcrLi7OZ6yhoUFut1s7duzQvn37NHLkSG3ZskWLFi3SG2+8oeHDhw/oeuPj49XR0aHLly9r/PjxAzr37XCmCAAAAAAAJud0OhUeHu4z5na71dnZqf379ysjI0P33nuvioqKVF9fr7Nnzw74GiwWi6T3ziAZLOwUAQAAAAAgSAyLRZ/4xbkh6+2v6Ohotba2+oyNGTNGkjRlyhTvWExMjKKjo3Xx4sWBWeRfaGlp8fYYLIQiAAAAAAAEiWEYfr/CMpRSUlJ06NAhn7G5c+dKki5cuKCxY8dKei+4uHr1alBeb6mpqdHYsWMVHR094HPfDq/PAAAAAABgchkZGaqtrfXZLTJx4kQtXbpUmzZtUlVVlWpqavTII49o0qRJWrBggd9z37hxQ+fPn9f58+d148YNORwOnT9/Xm+//bZPXWVlpdLT0wfsnvxBKAIAAAAAgMklJyfLZrOpuLjYZ7ywsFBpaWlavHix5s+fr7CwMJWVlSksLMxbYxiGCgoKbjv3pUuXlJKSopSUFP3+97/Xt7/9baWkpGjt2rXeGpfLpePHj2vdunUDfm89MTwej2dQOwIAAAAAcAdyuVxqbGxUUlJSl0NLPwhKSkqUk5OjmpoahYT4t4fCbrdrwoQJqqur04QJE/rc+7vf/a5OnDihV199tc9zdKe3Z8KZIgAAAAAAQJmZmaqvr5fD4VBCQoJf3ykrK9P69ev7FYhIUlhYmJ5//vl+zdEX7BQBAAAAAGAAfNB3ityJensmnCkCAAAAAABMiVAEAAAAAACYEqEIAAAAAAAwJUIRAAAAAABgSoQiAAAAAADAlAhFAAAAAACAKRGKAAAAAAAAUyIUAQAAAAAAam5ultVqld1uH/Tes2bN0rFjxwa9L6EIAAAAAABQXl6esrKylJiY6DNeUFCgadOmKTw8XLGxsdq4cWNA87700kuaN2+eoqKiFBUVpfvvv1//+7//61OzdetWbd68WW63u7+3ERBCEQAAAAAATM7pdCo/P19r1671Gd+zZ4+efvppbd68WbW1tXrttdeUkZER0Nzl5eV6+OGHdfbsWVVXV2vcuHFKT0+Xw+Hw1ixevFhtbW06derUgNyPvwyPx+MZ1I4AAAAAANyBXC6XGhsblZSUpPDw8KFeTkCOHTumDRs26MqVK96x1tZWxcfH6+TJk1q4cOGA9bp165aioqL0ne98R1/84he946tXr9atW7dUWFg4YL16eyahA9YJAAAAAAD48Hg8unljcF8J+ZPQ4SEyDMOv2oqKCtlsNp+x06dPy+12y+FwaPLkybp27ZrmzJmj3bt3KyEhoc/ram9vV2dnpz7ykY/4jKempmrnzp19nrcvCEUAAAAAAAiSmzfcenHTT4ek9/p98xU2YphftXa7XXFxcT5jDQ0Ncrvd2rFjh/bt26eRI0dqy5YtWrRokd544w0NHz68T+vavHmz4uPjdf/99/uMx8fH6+LFi3K73QoJGZzTPghFAAAAAAAwOafT2eX1Erfbrc7OTu3fv1/p6emSpKKiIsXGxurs2bMBny0iSTt37lRRUZHKy8u79LNYLHK73ero6JDFYun7zQSAUAQAAAAAgCAJHR6i9fvmD1lvf0VHR6u1tdVnbMyYMZKkKVOmeMdiYmIUHR2tixcvBryeb3/729qxY4f+8z//U9OmTetyvaWlRREREYMWiEiEIgAAAAAABI1hGH6/wjKUUlJSdOjQIZ+xuXPnSpIuXLigsWPHSnovuLh69arGjx8f0Py7du3SP//zP+vUqVNdzi75k5qaGt1zzz19WH3f8ZO8AAAAAACYXEZGhmpra312i0ycOFFLly7Vpk2bVFVVpZqaGj3yyCOaNGmSFixY4PfcO3fu1JYtW3Tw4EElJibq8uXLunz5sq5fv+5TV1lZ6X1NZ7AQigAAAAAAYHLJycmy2WwqLi72GS8sLFRaWpoWL16s+fPnKywsTGVlZQoLC/PWGIahgoKC2879wgsv6MaNG8rOztaYMWO8f9/+9re9NQ6HQ1VVVVq9evWA31tPDI/H4xnUjgAAAAAA3IFcLpcaGxuVlJTU5RDRD4KSkhLl5OSopqbG719/sdvtmjBhgurq6jRhwoQ+937iiSfU1tamF198sc9zdKe3Z8KZIgAAAAAAQJmZmaqvr5fD4VBCQoJf3ykrK9P69ev7FYhIktVqVU5OTr/m6At2igAAAAAAMAA+6DtF7kS9PRPOFAEAAAAAAKZEKAIAAAAAAEyJUAQAAAAAAJgSoQgAAAAAADAlQhEAAAAAAGBKhCIAAAAAAMCUCEUAAAAAAIApEYoAAAAAAAA1NzfLarXKbrcPeu9Zs2bp2LFjg96XUAQAAAAAACgvL09ZWVlKTEz0GS8oKNC0adMUHh6u2NhYbdy4MaB5jx07JpvNplGjRumuu+7SjBkz9G//9m8+NVu3btXmzZvldrv7exsBCR3UbgAAAAAA4K+O0+lUfn6+SkpKfMb37Nmj3bt3a9euXUpLS5PL5VJDQ0NAc3/kIx/R008/rUmTJmn48OH6yU9+otWrV8tqtSojI0OStHjxYq1bt06nTp3Spz/96QG7r94YHo/HM2jdAAAAAAC4Q7lcLjU2NiopKUnh4eFDvZyAHDt2TBs2bNCVK1e8Y62trYqPj9fJkye1cOHCAe13zz33aPHixfrGN77hHVu9erVu3bqlwsLCAevT2zNhpwgAAAAAAEHi8Xh0s6NjSHqHjhghwzD8qq2oqJDNZvMZO336tNxutxwOhyZPnqxr165pzpw52r17txISEvq0Jo/HozNnzujChQv61re+5XMtNTVVO3fu7NO8fUUoAgAAAABAkNzs6ND+R7KHpPdXf3BUYX7uWLHb7YqLi/MZa2hokNvt1o4dO7Rv3z6NHDlSW7Zs0aJFi/TGG29o+PDhfq+lra1N8fHx6ujo0LBhw/TCCy9o0aJFPjXx8fG6ePGi3G63QkIG5whUQhEAAAAAAEzO6XR2eb3E7Xars7NT+/fvV3p6uiSpqKhIsbGxOnv2rPc8EH9ERkbq/Pnzun79ul577TV97Wtf091336377rvPW2OxWOR2u9XR0SGLxTIg99UbQhEAAAAAAIIkdMQIffUHR4est7+io6PV2trqMzZmzBhJ0pQpU7xjMTExio6O1sWLFwNaS0hIiD7+8Y9LkmbMmKG33npLeXl5PqFIS0uLIiIiBi0QkQhFAAAAAAAIGsMw/H6FZSilpKTo0KFDPmNz586VJF24cEFjx46V9F5wcfXqVY0fP75f/Twejzred9ZKTU2N7rnnnn7NG6jBeUkHAAAAAAD81crIyFBtba3PbpGJEydq6dKl2rRpk6qqqlRTU6NHHnlEkyZN0oIFC/yeOy8vT6dPn1ZDQ4N++ctfas+ePSosLNQXvvAFn7rKykrvazqDhVAEAAAAAACTS05Ols1mU3Fxsc94YWGh0tLStHjxYs2fP19hYWEqKytTWFiYt8YwDBUUFNx27nfffVdf/vKXNXXqVM2ZM0dHjx7VoUOHtHbtWm+Nw+FQVVWVVq9ePeD31hPD4/F4BrUjAAAAAAB3IJfLpcbGRiUlJXU5tPSDoKSkRDk5OaqpqfH711/sdrsmTJiguro6TZgwoc+9n3jiCbW1tenFF1/s8xzd6e2ZcKYIAAAAAABQZmam6uvr5XA4lJCQ4Nd3ysrKtH79+n4FIpJktVqVk5PTrzn6gp0iAAAAAAAMgA/6TpE7UW/PhDNFAAAAAACAKRGKAAAAAAAAUyIUAQAAAAAApkQoAgAAAAAATIlQBAAAAAAAmBKhCAAAAAAAMCVCEQAAAAAAYEqEIgAAAAAAQM3NzbJarbLb7YPee9asWTp27Nig9yUUAQAAAAAAysvLU1ZWlhITE33GCwoKNG3aNIWHhys2NlYbN27sc48f/vCHMgxDn/nMZ3zGt27dqs2bN8vtdvd57r4gFAEAAAAAwOScTqfy8/O1du1an/E9e/bo6aef1ubNm1VbW6vXXntNGRkZferxm9/8Rjk5OZo3b16Xa4sXL1ZbW5tOnTrVp7n7KnRQuwEAAAAAYCIej0eezsHd/fAnRliIDMPwq7a0tFShoaGaPXu2d6y1tVVbtmzRyZMntXDhQu/41KlTA17LrVu3tGLFCn39619XZWWl/vjHP/pcHzZsmDIzM1VUVKRPf/rTAc/fV4QiAAAAAAAEiafTrUvbqoakd9z2OTKGD/OrtqKiQjabzWfs9OnTcrvdcjgcmjx5sq5du6Y5c+Zo9+7dSkhICGgt27dvV0xMjNasWaPKyspua1JTU7Vz586A5u0vXp8BAAAAAMDk7Ha74uLifMYaGhrkdru1Y8cO7d27V0ePHlVLS4sWLVqkGzdu+D33f//3fys/P18vvfRSj3Xx8fG6ePHioJ4rwk4RAAAAAACCxAgLUdz2OUPW219Op1Ph4eE+Y263W52dndq/f7/S09MlSUVFRYqNjdXZs2f9Olvk2rVr+sIXvqCXXnpJ0dHRPdZaLBa53W51dHTIYrH4vfb+IBQBAAAAACBIDMPw+xWWoRQdHa3W1lafsTFjxkiSpkyZ4h2LiYlRdHS0Ll686Ne8v/71r2W325WVleUd+9NOkNDQUF24cEEf+9jHJEktLS2KiIgYtEBEIhQBAAAAAMD0UlJSdOjQIZ+xuXPnSpIuXLigsWPHSnovuLh69arGjx/v17yTJk3Sm2++6TO2ZcsWXbt2Tfv27fM5m6Smpkb33HNPf24jYIQiAAAAAACYXEZGhp566im1trYqKipKkjRx4kQtXbpUmzZt0osvvqgPf/jDeuqppzRp0iQtWLDAr3nDw8P1yU9+0mds1KhRktRlvLKy0vuazmDhoFUAAAAAAEwuOTlZNptNxcXFPuOFhYVKS0vT4sWLNX/+fIWFhamsrExhYWHeGsMwVFBQ0K/+DodDVVVVWr16db/mCZTh8Xg8g9oRAAAAAIA7kMvlUmNjo5KSkrocWvpBUFJSopycHNXU1CgkxL89FHa7XRMmTFBdXZ0mTJjQ595PPPGE2tra9OKLL/Z5ju709kx4fQYAAAAAACgzM1P19fVyOBw+Z330pKysTOvXr+9XICJJVqtVOTk5/ZqjL9gpAgAh7ZkUAAAgAElEQVQAAADAAPig7xS5E/X2TDhTBAAAAAAAmBKhCAAAAAAAMCVCEQAAAAAAYEqEIgAAAAAAwJQIRQAAAAAAgCkRigAAAAAAAFMiFAEAAAAAAKZEKAIAAAAAANTc3Cyr1Sq73T7ovbOzs7Vnz55B70soAgAAAAAAlJeXp6ysLCUmJvqMFxQUaNq0aQoPD1dsbKw2btwY0LwFBQUyDKPLn8vl8tZs27ZNzz77rN55552BuBW/hQ5qNwAAAAAA8FfH6XQqPz9fJSUlPuN79uzR7t27tWvXLqWlpcnlcqmhoSHg+T/84Q/rwoULPmPh4eHef0+bNk2JiYk6fPiwHnvssb7dRB8QigAAAAAAECQej0ednZ1D0jssLEyGYfhVW1paqtDQUM2ePds71traqi1btujkyZNauHChd3zq1KkBr8UwDMXGxvZYs2TJEhUVFRGKAAAAAABwJ+js7NSOHTuGpHdubq6GDx/uV21FRYVsNpvP2OnTp+V2u+VwODR58mRdu3ZNc+bM0e7du5WQkBDQWq5fv67x48fr1q1bmjFjhr7xjW8oJSXFpyY1NVV5eXnq6OjQiBEjApq/rzhTBAAAAAAAk7Pb7YqLi/MZa2hokNvt1o4dO7R3714dPXpULS0tWrRokW7cuOH33JMmTVJBQYFefvllFRUVKTw8XHPnzlV9fb1PXXx8vDo6OnT58uUBuSd/sFMEAAAAAIAgCQsLU25u7pD19pfT6fQ540OS3G63Ojs7tX//fqWnp0uSioqKFBsbq7NnzyojI8Ovue+9917de++93s9z587VPffco+eff1779+/3jlssFklSe3u73+vuL0IRAAAAAACCxDAMv19hGUrR0dFqbW31GRszZowkacqUKd6xmJgYRUdH6+LFi33uFRISolmzZnXZKdLS0uLtMVh4fQYAAAAAAJNLSUlRXV2dz9jcuXMlyedXY1paWnT16lWNHz++z708Ho/Onz/vDV3+pKamRmPHjlV0dHSf5w4UoQgAAAAAACaXkZGh2tpan90iEydO1NKlS7Vp0yZVVVWppqZGjzzyiCZNmqQFCxb4PffXv/51nTp1Sg0NDTp//rzWrFmj8+fP60tf+pJPXWVlpfc1ncFCKAIAAAAAgMklJyfLZrOpuLjYZ7ywsFBpaWlavHix5s+fr7CwMJWVlfmcV2IYhgoKCm479x//+EetX79ekydPVnp6uhwOhyoqKpSamuqtcblcOn78uNatWzfg99YTw+PxeAa1IwAAAAAAdyCXy6XGxkYlJSV1ObT0g6CkpEQ5OTmqqalRSIh/eyjsdrsmTJiguro6TZgwoc+9v/vd7+rEiRN69dVX+zxHd3p7Jhy0CgAAAAAAlJmZqfr6ejkcDiUkJPj1nbKyMq1fv75fgYj03i/lPP/88/2aoy/YKQIAAAAAwAD4oO8UuRP19kw4UwQAAAAAAJgSoQgAAAAAADAlQhEAAAAAAGBKhCIAAAAAAMCUCEUAAAAAAIApEYoAAAAAAABTIhQBAAAAAACmRCgCAAAAAADU3Nwsq9Uqu90+6L2zs7O1Z8+eQe9LKAIAAAAAAJSXl6esrCwlJib6jBcUFGjatGkKDw9XbGysNm7cGPDcf/zjH/WVr3xFY8aMUXh4uCZPnqySkhLv9W3btunZZ5/VO++809/bCEjooHYDAAAAAAB/dZxOp/Lz832CCknas2ePdu/erV27diktLU0ul0sNDQ0BzX3jxg0tWrRIVqtVR48e1dixY/Xb3/5WkZGR3ppp06YpMTFRhw8f1mOPPTYg9+QPQhEAAAAAAILE4/HI7XYOSe+QEIsMw/CrtrS0VKGhoZo9e7Z3rLW1VVu2bNHJkye1cOFC7/jUqVMDWsfBgwfV0tKiqqoqhYWFSZLGjx/fpW7JkiUqKioiFAEAAAAA4E7gdjtV/tPkIel93/w3NWxYhF+1FRUVstlsPmOnT5+W2+2Ww+HQ5MmTde3aNc2ZM0e7d+9WQkKC3+t4+eWXNXv2bH3lK1/RiRMnFBMTo+XLl+vJJ5/UsGHDvHWpqanKy8tTR0eHRowY4ff8/cGZIgAAAAAAmJzdbldcXJzPWENDg9xut3bs2KG9e/fq6NGjamlp0aJFi3Tjxg2/525oaNDRo0d169YtlZSUaMuWLdq9e7eeffZZn7r4+Hh1dHTo8uXLA3JP/mCnCAAAAAAAQRISYtF9898cst7+cjqdCg8P9xlzu93q7OzU/v37lZ6eLkkqKipSbGyszp49q4yMDL/mdrvdslqtevHFFzVs2DDNnDlTly5d0q5du7Rt2zZvncXy3nrb29v9Xnd/EYoAAAAAABAkhmH4/QrLUIqOjlZra6vP2JgxYyRJU6ZM8Y7FxMQoOjpaFy9e9HvuMWPGKCwszOdVmcmTJ+vy5cu6ceOGhg8fLklqaWnx9hgsvD4DAAAAAIDJpaSkqK6uzmds7ty5kqQLFy54x1paWnT16tVuD0q9nblz5+rtt9+W2+32jv3qV7/SmDFjvIGIJNXU1Gjs2LGKjo7u620EjFAEAAAAAACTy8jIUG1trc9ukYkTJ2rp0qXatGmTqqqqVFNTo0ceeUSTJk3SggUL/J77scceU3NzszZt2qRf/epXeuWVV7Rjxw595Stf8amrrKz0vqYzWAhFAAAAAAAwueTkZNlsNhUXF/uMFxYWKi0tTYsXL9b8+fMVFhamsrIy70/rSu+9IlRQUHDbuRMSEvTqq6/qZz/7maZNm6avfvWr2rRpkzZv3uytcblcOn78uNatWzfg99YTw+PxeAa1IwAAAAAAdyCXy6XGxkYlJSV1ObT0g6CkpEQ5OTmqqalRSIh/eyjsdrsmTJiguro6TZgwoc+9v/vd7+rEiRN69dVX+zxHd3p7Jhy0CgAAAAAAlJmZqfr6ejkcDiUkJPj1nbKyMq1fv75fgYgkhYWF6fnnn+/XHH3BThEAAAAAAAbAB32nyJ2ot2fCmSIAAAAAAMCUCEUAAAAAAIApEYoAAAAAAABTIhQBAAAAAACmRCgCAAAAAABMiVAEAAAAAACYEqEIAAAAAAAwJUIRAAAAAACg5uZmWa1W2e32oV6KmpqaFBMTI4fDEdQ+hCIAAAAAAEB5eXnKyspSYmKiJKmgoECGYXT719TU1K9et5t3165dkiSr1aqVK1fqmWee6e9t9bwOj8fjCWoHAAAAAABMwOVyqbGxUUlJSQoPDx/q5QTE6XQqLi5OJSUlmj17tnesra3Np27VqlVyuVwqLy/vV7/Lly/7fC4tLdWaNWv09ttv6+6775Ykvfnmm0pNTdWlS5cUFRXVpz69PZPQPs0KAAAAAAB65fF41O52D0nviJAQGYbhV21paalCQ0O9gYgkWSwWWSwW7+crV67ozJkzys/P7/faYmNjfT6fOHFCCxYs8AYikpScnKzY2FgdP35cjz76aL97dodQBAAAAACAIGl3u/WxijeHpPev/1+y7ho2zK/aiooK2Wy2HmsKCwsVERGh7OzsgVie1x/+8Ae98sor+sEPftDlWmpqqiorK4MWinCmCAAAAAAAJme32xUXF9djzcGDB7V8+XKf3SMD4Qc/+IEiIyO1bNmyLtfi4+ODevArO0UAAAAAAAiSiJAQ/fr/JQ9Zb385nc4ez0Gprq5WXV2dCgsLA1rD4cOHtWHDBu/n0tJSzZs3z6fm4MGDWrFiRbf9LRaL2tvbA+oZCEIRAAAAAACCxDAMv19hGUrR0dFqbW297fUDBw5oxowZmjlzZkDzLlmyRGlpad7P8fHxPtcrKyt14cIFHTlypNvvt7S0KCYmJqCegSAUAQAAAADA5FJSUnTo0KFur12/fl3FxcXKy8sLeN7IyEhFRkbe9np+fr5mzpyp6dOnd3u9pqZG9913X8B9/cWZIgAAAAAAmFxGRoZqa2u73S1y5MgR3bx5UytWrBjQnu+8845+9KMfae3atd1eb29v17lz55Senj6gff8SoQgAAAAAACaXnJwsm82m4uLiLtfy8/O1bNkyRUVFdblmt9tlGIbKy8sD7vnDH/5QHo9HDz/8cLfXT5w4oXHjxnU5g2QgEYoAAAAAAABt3bpV+/btk9vt9hmvqqrS4cOHu/2O3W7XqFGjbvv6S0/Wr1+v9vZ2jRw5stvrzz33nLZt2xbwvIHgTBEAAAAAAKDMzEzV19fL4XAoISHBr++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\n",
      "text/plain": [
       "<Figure size 1101.12x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check imaginary components - should be around machine tolerance.\n",
    "print('Machine tolerance: ', np.finfo(float).eps)\n",
    "for BLMplot in BLM:\n",
    "    maxImag = BLMplot.imag.max()\n",
    "    print(f'Max imaginary value: {0}', maxImag.data)\n",
    "    \n",
    "#     BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n",
    "    \n",
    "    BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n",
    "    BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Version info"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Original job details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ePolyScat Version E3\n",
      "Run:  2018-03-13  03:21:35.541 (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": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "templateVersion = '0.0.6'\n",
    "templateDate = '12/01/20'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext version_information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "Software versions": [
        {
         "module": "Python",
         "version": "3.7.5 64bit [GCC 7.3.0]"
        },
        {
         "module": "IPython",
         "version": "7.9.0"
        },
        {
         "module": "OS",
         "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid"
        },
        {
         "module": "epsproc",
         "version": "1.2.4"
        },
        {
         "module": "xarray",
         "version": "0.14.0"
        }
       ]
      },
      "text/html": [
       "<table><tr><th>Software</th><th>Version</th></tr><tr><td>Python</td><td>3.7.5 64bit [GCC 7.3.0]</td></tr><tr><td>IPython</td><td>7.9.0</td></tr><tr><td>OS</td><td>Linux 5.0.0 36 generic x86_64 with debian buster sid</td></tr><tr><td>epsproc</td><td>1.2.4</td></tr><tr><td>xarray</td><td>0.14.0</td></tr><tr><td colspan='2'>Tue Feb 11 13:31:20 2020 EST</td></tr></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{|l|l|}\\hline\n",
       "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n",
       "Python & 3.7.5 64bit [GCC 7.3.0] \\\\ \\hline\n",
       "IPython & 7.9.0 \\\\ \\hline\n",
       "OS & Linux 5.0.0 36 generic x86\\_64 with debian buster sid \\\\ \\hline\n",
       "epsproc & 1.2.4 \\\\ \\hline\n",
       "xarray & 0.14.0 \\\\ \\hline\n",
       "\\hline \\multicolumn{2}{|l|}{Tue Feb 11 13:31:20 2020 EST} \\\\ \\hline\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "Software versions\n",
       "Python 3.7.5 64bit [GCC 7.3.0]\n",
       "IPython 7.9.0\n",
       "OS Linux 5.0.0 36 generic x86_64 with debian buster sid\n",
       "epsproc 1.2.4\n",
       "xarray 0.14.0\n",
       "Tue Feb 11 13:31:20 2020 EST"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%version_information epsproc, xarray"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Run: 2020-02-10_09-08-11\n",
      "Host: jake\n"
     ]
    }
   ],
   "source": [
    "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n",
    "host = !hostname\n",
    "print('Host: {}'.format(host[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Cite this dataset\n",
    "\n",
    "Hockett, Paul (2018). *ePSproc: CH3I wavefn test run, orb 30 ioinzation (pi anti-bonding), 1 - 60 eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3660716. URL: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb30_E.html\n",
    "\n",
    "*Bibtex*:\n",
    "```bibtex\n",
    "@data{CH3I wavefn test run, orb 30 ioinzation (pi anti-bonding), 1 - 60 eV,\n",
    "    title = {ePSproc: CH3I wavefn test run, orb 30 ioinzation (pi anti-bonding), 1 - 60 eV}\n",
    "    author = {Hockett, Paul},\n",
    "    doi = {10.5281/zenodo.3660716},\n",
    "    publisher = {Zenodo},\n",
    "    year = {2018},\n",
    "    url = {https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb30_E.html}\n",
    "  }\n",
    "```\n",
    "\n",
    "See [citation notes on ePSdata](https://phockett.github.io/ePSdata/cite.html) for further details.\n",
    "\n",
    "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3660716.svg)](http://dx.doi.org/10.5281/zenodo.3660716)  [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n",
    "\n"
   ]
  }
 ],
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