{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3660714.svg)](http://dx.doi.org/10.5281/zenodo.3660714)  [![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 29 ioinzation (sigma bonding, A1), 1 - 60 eV\n",
    "\n",
    "- *electronic structure input*: CH3I_ref_opt_SPK-AQZP_C3v.molden\n",
    "- *ePS output file*: CH3I_1-60eV_orb29_A1.inp.out\n",
    "- *Web version*: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb29_A1.html\n",
    "- Dataset: https://zenodo.org/record/3660714\n",
    "- DOI (dataset): [10.5281/zenodo.3660714](http://dx.doi.org/10.5281/zenodo.3660714)\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 orb29_A1\n",
    "-  CH3I wavefn test run, orb 29 ioinzation (sigma bonding, A1), sph/ grid\n",
    "-  E=1:2.5:60 (24 points)\n",
    "-  Mon Mar  5 07:25:20 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 orb29_A1\n",
      " CH3I wavefn test run, orb 29 ioinzation (sigma bonding, A1), sph/ grid\n",
      " E=1:2.5:60 (24 points)\n",
      " Mon Mar  5 07:25:20 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_orb29_A1.inp.out']\n",
      "\n",
      "*** Reading ePS output file:  /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb29_A1.inp.out\n",
      "Expecting 24 energy points.\n",
      "Expecting 2 symmetries.\n",
      "Scanning CrossSection segments.\n",
      "Expecting 3 CrossSection segments.\n",
      "Found 3 CrossSection segments (sets of results).\n",
      "Processed 3 sets of CrossSection file segments, (0 blank)\n",
      "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n",
      "\n",
      "*** Scanning file(s)\n",
      "['/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb29_A1.inp.out']\n",
      "\n",
      "*** Reading ePS output file:  /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb29_A1.inp.out\n",
      "Expecting 24 energy points.\n",
      "Expecting 2 symmetries.\n",
      "Scanning CrossSection segments.\n",
      "Expecting 48 DumpIdy segments.\n",
      "Found 48 dumpIdy segments (sets of matrix elements).\n",
      "\n",
      "Processing segments to Xarrays...\n",
      "Processed 48 sets of DumpIdy file segments, (0 blank)\n"
     ]
    }
   ],
   "source": [
    "# Scan file(s) for various data types...\n",
    "\n",
    "# For dir scan\n",
    "# dataXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n",
    "# dataMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n",
    "\n",
    "# For single file\n",
    "dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n",
    "dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Job & molecule info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "*** Job summary data\n",
      " ePS CH3I, batch CH3I_1-60eV, orbital orb29_A1\n",
      " CH3I wavefn test run, orb 29 ioinzation (sigma bonding, A1), sph/ grid\n",
      " E=1:2.5:60 (24 points)\n",
      " Mon Mar  5 07:25:20 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 1 4]\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 1 0]\n",
      "Ionizing orb sym:\t\t ['A1']\n",
      "Orb energy (eV):\t\t [-12.62880425]\n",
      "Orb energy (H):\t\t\t [-0.4641]\n",
      "Orb energy (cm^-1):\t\t [-101858.17642151]\n",
      "Threshold wavelength (nm):\t 98.17572188430309\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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1UQQcFJGtIvJnt0foIemR6RgM2cXZ3g5FqXZLRGzpdnXNh1JulxCWwIGyAxjT7iYrKKXasBZluzLG5BhjnjHGDAbGAcfq9onIha4OzpPq0u3qug+l3EtrfSjlGfGh8RyrOUbhsUJvh6KUUvWcWfPhkDFmG/BYg01/BRacdkRekhqeir/4a8YrpdwsxZrCwr0Lqamtwc/i5+1wlGq3Gqbb7Rjc0cvRKOW71qxZE+fv7/8G0JdWlqFQDtUCm6qrq28dPHjwwbqNre58OCAuPJfHBVgC6BzeWUc+lHKzVGsqVbVV5Jfn1385Ukq5XsPOR6/oXl6ORinf5e/v/0ZCQkKv2NjYIxaLRecpukhtba3k5+f3zsvLewO4vG67K3t3bf4/VtfIrjryoZSb1dX60EXnSrlXfZXzMl10rlQz+sbGxhZrx8O1LBaLiY2NLcI2onR8u5fi8UldI7qyt2QvlTWV3g5FqXZLa30o5RnRIfZCg1rlXKnmWLTj4R72f9cT+huu7Hxku/BcXpEemU6tqdWMV0q5UWJYIn7ipyMfSrmZRSzEhcbpyIdSyqc41fkQkQ4icrWI3C8i94rIRSJywrHGmKvcE6LndI3oCsCuQp16pZS7+Fv8SQxL1JEPpTwgISxBRz6UaiMefPDBhG7duvXp0aNH77POOqv3t99+G+btmNyh2QXnIjIBeADYAIwBlgKZwN9E5DpjTJZ7Q/SctIg0LGJhZ5EuOlfKnbTWh1KeER8WT1Z+u/nftFLt1jfffBP29ddfR2ZlZW0JCQkx+/fv9z927FibTubUGGdGPh4BzjXG3AoMA+KMMdcB1wOvuTM4TwvyCyLVmqoZr5Rys1Rrqk67UsoDEkK10KBSbUFubm5AVFRUdUhIiAFITEys3rBhQ/CFF16YXtfm448/Dv/lL3+ZDhAaGjrwt7/9bXKfPn16jRgxosd3330XmpGR0TMlJeXs9957L8Jbn8MZznQ+BCi3/34UiAMwxmwEwt0Ul9d0ieii066UcrMUawqFxwopqSzxdihKtQs/FxzljcW7qKk9sZMRHxZPVW0VhysOeykypZQzxo0bV7xv377AtLS0vtdff32nL774osPYsWNLduzYEbxv3z5/gDfffDP65ptvLgAoLy+3jBkzpmTz5s1bw8LCah555JHkxYsXb//3v/+944knnkj27qdpmjOdjy+BeSLyMDAf+DeAiETh4toeIvKmiBwUkU0Ntv1RRHJFZL39dYkrr3my9Ih0dpfspqq2yp2XUeqMlmpNBSC3NNfLkSjVPqzfe4Qnv9jKTwdP7NAnhNpqfeiic6V8W0RERO2mTZu2vPTSS7tjY2Orb7rppvSXXnopesKECYdef/31qIKCAr+1a9d2uOaaa4oAAgICzNVXX10M0KdPn/JzzjmnJCgoyGRkZJTn5uYGevfTNK3ZNR/GmAftX/h7A48bY+qqmBcCg1wcz9vAS8DMk7Y/Z4x5xsXXcig9Mp3q2mr2luytX4CulHKthrU+zoo6y8vRKNX2DUi1VTDfsLeQsxKOT0poWGiwd3Rvr8SmlHKOv78/l112Wclll11W0q9fv/J33nkn+s0339x96aWXdgsODjZjx449EhAQUNfWWCy2MQSLxUJQUJAB8PPzo6amxqfXijiV7coY86Ux5pkGHQ+MMbXGmGOuDMYYswjw6thw10jNeKWUu2mtD6VcKy06lPBgf9bvLTphe3yYrdCgZrxSyrdt2LAhKCsrK6ju/bp160JSUlIq09LSquLj46v+/ve/J952220F3ozRVZrtfIhIqojMEpHFIvKwiAQ02PeJe8Ord4+IbLRPy+rYSJy3i8hqEVmdn5/f6gt1Ce8CoIvOlWqEK+41a6CVyKBI7Xwo1YSW3GsiQv/USNbvLTxhe1RwFP4Wf512pZSPKy4u9rvxxhu7pKen9+nRo0fvH3/8MeSvf/3rPoCJEyceSkxMrBw8eHCFt+N0hWanXQFvAnOA5cBvgO9FZKwx5hDQ2Z3B2b0CPAEY+8+/A7ec3MgYMwOYATBkyJBWp/UIDQgluUOypttVqhGuutdSOqRoxiulmtDSe21AaiQvL9xJWWU1oYG2/71bxEJ8aLyOfCjl40aNGlW2bt26Hx3tW7JkibVuoXmdsrKydXW/P/vss/sa2+eLnJl2FWuMedUYs94Ycy/wMrBIRNKxdQjcyhhzwBhTY4ypBV4HMtx9Tc14pZT7aa0PpVxrQGokNbWGzfuKT9geHxqvIx9KtVF9+vTptWXLlpA777zzkLdjcRVnRj4CRCTYGFMBYIx5V0TygK+BUyovikjxydtObgLsN8b0cCZAEUk0xuy3v70S2NRUe1dIj0hnVd4qampr8LP4uftySp2RUq2pfLP7G6prq/G3OPOnSCnVlH4pkYBt0fnQtKj67QlhCWzI3+CtsJRSp2Hz5s1bvR2Dqzkz8vEGtuKC9Ywx3wDX4LgjsNMYE97Ey4qtXsgpROQDYBnQU0RyROQ32CqpZ4nIRmwV1u9vwedrlfTIdI7VHGNf6b7mGyulWiXFmkK1qdbpIEq5SKw1iOTIENadtO4jIcxWaLDW1HopMqWUOs6ZVLvPNbJ9HXChg13jnbiuwzbGmEkONv/TifO5VF3Gqx2FO0gNT/X05ZU6I9TV+sgpzanPfqWUOj0DUiPZcFLnIz40nuraag5XHCYmJMZLkSmllI1TqXYBRKSriHwuIgX2QoCfikiXk9sZY3Y1OCZBRC4XkbEikuCojVcU74ePfwt7Vjjc3T2yO/7iz8aCjR4OTKkzR8NaH0op1xiQGknOkXIKSo9nwq+r9XHgqK77UEp5n9OdD+B9YDaQACRhq3Q+q7HGInIrsBK4CrgaWC4ip2Sp8orAMNg4C3Z843B3aEAofWP6sjJvpYcDU+rMERcah7/FX9PtKuVC/VOPr/uoU1/ro0ynOCqlvK8lnQ8xxrxjjKm2v96l6WxXDwADjTE3G2NuAgYDD55OsC4THA6JA2D3D402GZowlM0Fmzla5XB5ilLqNPlZ/EjpkKKdD6VcqG9yOH4WOaHzkRB6vMq5Uso3lZaWytChQ3tWV1ezbdu2wIyMjJ5z5861jh8/Pg1g+vTp0R07dux/1lln9a57rVmzJriuLUBd++nTp0dPmzYtqanrOWo7bdq0pLi4uH4Nr1FQUOB3chzTpk1LmjZtWtL06dOjAW6//faUzz77zOrsZ3WmyGCUiEQB34nIQyKSJiKdReR/gS+aODQHKGnwvgTwnfkVaSMhZxVUlTvcPSxxGDWmhjUH1ng4MKXOHMnWZJ12pZQLhQb60yPeyvqc45XOo4KjCLAE6LQrpXzYiy++GHP55Zcf8fdvfDn22LFjj/z4449b6l7uKDp45513Hmh4jZiYmJrmjvnd73538K9//WtCc+3qOJPfcg22EQ6xv7+jwb66wn/1RGSa/ddcYIWIfGpvdwW2aVi+IW0ULH0RclZDl1Gn7O4f258ASwAr969kdMpoLwSoVPuX0iGFjfm6tkopVxqQGsGXWXkYYxARRMRWaFCnXSnls2bPnh09a9asXQB+fn4mMjKyOigoqDY8PLzJL/91bQHq2oeEhNR26NChyeNa0xagYfuQkJBagB49elQWFhb679mzx79Tp07VzX1WZ7JddRERCzDcGNP4PKXj6oZddtpfdT514ljP6ZQJYoHsJQ47H8H+wfSP7a/rPpRyo1RrKiWVJRQdKyIiKMLb4SjVLvRPieSDlXvJPlRGlxhbOa6EsAQd+VDKCQ/8Z0Pq9rySUFees0eCtezpq/s3OsxfUVEhe/fuDerZs2clQLdu3armz5+/E+DCCy+sn///+eefdzzrrLM61L1fvXr11pPbNmzflMbavvrqq/GzZ8+OBoiIiKhesWLF9oZtb7vttiOOznf22WeXffvttx1uvvnmQkf7G3KqspcxplZEngGGO9H2MWfO6XXBEZBwdpPrPjISM3hl/Sv6xUgpN6lLsbuneA9nx57t5WiUah8aLjqv63zEh8Wz/uB6b4allGpEXl6ev9VqbXbEYOzYsUdmzpy5x52x3HnnnQcef/zxFj+piI2Nrc7NzQ10pm1LygrPF5HxwEfGmEYXmovIZ02dxBhzeQuu6V5po2DVG1BVAQHBp+zOSMjgZV5m9YHVnN/pfC8EqFT71ie6DwDr89dr50MpF+kRbyU00I/1ewsZNzAZsC06rys0aJGW5JpR6szS1AiFu4SFhdVWVla26RuzoqJC6qZhNaclH3QatvS6lSJSLCIlIlLsoN1wIAVYDDwD/P2kl+/oPBKqKyDX8aLyfjH9CPYLZuV+nXqlVGsYY9iUW0RVjeO/RwlhCaSFp7F8/3IPR6ZU++VnEfomR7C+QcarxLBEqmurOVh20IuRKaUciY2NrampqZGysjJpvnXLzJw5M/Luu+9OdvV5T7Zz587g/v37O87idBKnOx/GGKsxxmKMCTDGhNvfhztomgA8DPQFXsBWBb3AGPO9MeZ7Z6/nEZ2HA9Lo1KsAvwAGxg3UdR9KtdLCbflc9uISVuw63GibYYnDWJW3iqqaKg9GplT7NiA1ki37iqmstnX860YWVx9Y7c2wlFKNGD16dNH8+fM7NNXGvuajPg3uggULwpo7744dO4KaW7Te0Kuvvhrf8Brbtm1rdirVsWPHJDs7O2j06NFOrTdp0RCPvVr5M/bXZY7aGGNqjDHz7LU9MoEdwEIRubcl1/KIkI6Q0BeyFzfaJCMxgx2FOzhUfsiDgSnVPgwPL+DpwNdZvn5D420Sh1NeXc7GAs16pZSrDEiNpLKmlq37bRMUzoo6i8igSJbtW+blyJRSjkyZMuXg22+/HdPY/vvuu+/QkSNHNjRMg+vM4vINGzaE3nvvvQXOxPDss8/uO3jw4MaG16hbBN+UDz/8MGLs2LFHAgICnLmM850PEXkKmAJssb+m2Lc5ahskIlcB7wJ3A9OBj5y9lkd1Pgf2roJqx/+2GQkZAKw6sMqTUSnVLgRbarjG8h2l276nsaViQxOHYhGLTr1SyoXqF53n2KZeWcTCsMRhLN+/vNF7USnlPSNHjiw/77zziqurm1133iKffvrpz0lJSa496Umqq6vl0UcfdXqRektGPi4BLjTGvGmMeRO4yL7tBCLyL2ApMAh4zBgz1BjzhDEmtwXX8py0c6C6HPatdbi7d3RvwgLCWLVfOx9KtVhcb6r8O9C9YhObch0tEYPwwHD6Rvdl+T7tfCjlKkkRwcR0CDph3UdmYiYHyw7yc9HPXoxMKdWYqVOnHmqqyKCvuuWWW444U4ywTktX1kc2+L2x3LM3AD2wjZIstS9Ob2qBund1HmH72cjUK3+LP4PjB+u6D6Vaw+KHSc1giGUb87c0XuBsWOIwsgqyKK0s9WBwSrVfIsKA1BMXnQ9PsmXLX7Zfp14ppbynJZ2PvwDrRORt++jGGuDPJzeyL0q31i1Ib/BqbIG6d4VGQXxfyG6i3kdCBtnF2VqgSalWCOwykp6WHJZl/dRom+FJw6kxNboYVikXGpAaya78oxSV25I5JHdIJtWaqqOMSimvakm2qw+wLSD/yP4aboyZVbdfRPrYfzqev9SAM208qvNI2LsCGsm2U7fuQ0c/lGqFTranrRGH1rL7kOO1cf1j+xPsF6zrPpRyobp1H1k5RfXbhicOZ9WBVVTVanY5pZR3tGjalTFmvzHmM2PMp8aYk+dQvGP/2UtENjbxygIaXc3vFWkjoaoM9q1zuLtnVE/CA8NZlafrPpRqseRBGEsAQy3bWLDF8ehhoF8gg+MH6xNZpVyoX4qt87F+75H6bZlJmRytOsqmgk3eCkspdYZzZTXFusIoZwFjm3hdBoxweAKRN0XkoIhsarAtSkQWiMhP9p8dXRizTeeRtp/ZSxzutoiFoQlDdeRDqdYICEGSBzE6aAfzNzc+dTEzMZOdRTt1eqNSLhIREkDX2DDW7z0+8pGRkIEg2tFXyseUlpbK0KFDe1ZXV7Nt27bAjIyMng33T548OTUuLq5fTc3xdd3r1q0LHjBgwFmBgYGDfv/738c3bJ+cnHx2c9c8uc3MmTMjRWTwunXrghtuHzVqVHer1TpgzJgx3Rpuz8jI6FlXB2TEiBE98vPz/Zz5rPa47JUAACAASURBVK7sfBgAY8xuJ145jZzjbWxZtBp6CPivMaY78F/7e9cKi4HYXo12PgCGJgwltzSX3FLfTNqllE/rlEnP2h1k7c6joPSYwyaZSZkArMhb4cnIlGof9q2DLx84ZfrwgJRI1u8trE+vGxEUQZ/oPrroXCkf8+KLL8ZcfvnlRxxlu6qpqWHevHmRiYmJlV999ZW1bntcXFz1Cy+8sOeOO+5wyVO7WbNmRQ0aNKj0nXfeiWq4/Xe/+13ea6+91mSavEmTJh165plnYp25jis7H6fNGLMIOLkU8hXAv+y//wsY55aLp53T5LqPYQnDAFi5X0c/lGqxTiPwM9X0Yyffbj3osEmPjj3oGNRRn8gq1RpHdsPKGbD/xGKd/VMjKSg9xr6iivptw5OGszF/o2aXU8qHzJ49O3rChAmFAH5+fiYyMrK+NsfcuXOtPXr0KL/11lvz33///fqOQXJycvW5555bFhAQcErxno4dOzZb26Nhm6KiIsvq1as7vPXWW9kff/zxCbOMrrjiipLw8PDak4+PjIys9vPzMwATJ04s/Oijj6Kd+ayuTCbcbAXEVoo3xuwH25oTEYlzy1XSRsKq12H/BkgZcsru9Mh0ooKjWJm3kiu7X+mWEJRqt1JtSRt+EbaT+VsOMGFo6ilNTi6CJiKntFFKNcKe2IE9SyFlcP3m+mKDewtJjgwBbFMcX896ndUHVnNe6nmejlQp3/bJ3akc3BLq0nPG9S5j3D/2Nra7oqJC9u7dG1RXTbxbt25V8+fP31m3//3334+aMGHC4UmTJhU+8cQTyceOHZOgoKAmq4Vu2rRpa3NhNWzz3nvvRZ533nlF/fr1OxYZGVmzZMmS0HPOOaesqeMbxhgbG1tTWVkpeXl5fgkJCU3W/Gh25ENEtojI/xOR9KbaGWMymzuXO4nI7SKyWkRW5+fnt/wEzaz7EBEyEjJYmbdSq8OqM1qr7rXQKIjtxS9Cd7H4p3zKKh0/kBmeNJz88nx2Fe1yYcRKtU0tutes8RDVFfacOHLYK9FKoJ+FDQ3qfQyIG6DZ5ZTyIXl5ef5Wq9Xh/xgrKirku+++i7j22msLo6KiagcMGHD0448/dnnpitmzZ0dNmjTpCMD48eMPnzz1yhnR0dHVe/bsCWyunTMjH5OAicB8ESkAPgBmG2P2tTSoVjogIon2UY9EwOGcDWPMDGAGwJAhQ5rsHVTX1PJF1n5GdY8lKsz+b9QhDmJ6wu4f4JypDo8bmjCUednz2F28m7SItNZ/IqXasJbcayfoPJwuG2ZTVV3Nou0FXNQ34ZQmmYm2ZxjL9y8nPbLJ5x1KtXstvtc6DYft88AYsI8cBvn70SspnHUNOh912eWW7dN1H0qdookRCncJCwurraysdDggMGfOnPCSkhK/vn379gEoLy+3hISE1E6cOLHIUfvWyMvL81u+fHn49u3bQ+655x5qampERMwrr7ySY7E4v0Lj2LFjEhoaesr0rJM1e0ZjzAZjzP8ZY9KxVS3vDCwXkW9F5DanI2q9z4Cb7L/fBHx6uifMPlTG1A/X89YPJ62dSRsJu5dBjeOnslrvQ6nT0Gk4/lWlDAne12i186QOSXSydtJ1H0q1RqfhUHYICk4s6DkgJYKsnCKqa45/J8hMzGRX0S7NLqeUD4iNja2pqamRsrKyU+Ybz5o1K+r555/fnZubm5Wbm5uVnZ2dtXjx4vCSkhKnewVdunTp09T+d955p+NVV111aN++fVm5ublZeXl5G1NSUirnz5/fwdlr1NbWkp+fH9CzZ0/HWWUaaGmdj+XGmPuBG4GOwEstOb45IvIBsAzoKSI5IvIb4CngQhH5CbjQ/v60dIvrwK96J/D20myKKxosME87BypLIG+jw+M6h3cmLjROOx9KtYZ9TvrE+By+/fHgCV+EGspMzNQiaEq1Rv26jxNHNAZ0iqS8qoYd+ccXmA9PsrXVqVdK+YbRo0cXnfxlv6SkxLJo0aKIa665pn7oMjw8vHbIkCGls2bNitizZ49/fHx8vxkzZsQ/99xzifHx8f0OHz58wnf7/fv3+xtjmlxE+e9//zv6qquuOtJw2xVXXHGkburV4MGDe95www1dly1bFh4fH99vzpw5p0z7WrJkSejAgQOPBgQENPtZnV5wLiJDsU3BGg9kYxsK/rezxzvDGDOpkV3nu/I6APf8ohvzNufxzrLd3F2XtrjzObaf2UsgedApx9St+1i6b6kuiFWqpSJTITyF4QE/UViWyarsIwxPPzUxRmZSJrO3z2ZTwSYGxg30QqBKtVHR6RAWa+t8DL6pfnP/umKDewo5K8H2naF7x+5EBUexfP9yruh2hVfCVUodN2XKlINPP/10wrhx40rqtlmt1tqioqL1J7dtuND7wIEDjp+Y2y1cuDDs1ltvdZxm0m7lypXbTt72yCOP1B+zZs2aU/af7K233oq+6667mrxOHWcWnP9ZRHYCrwD7gJHGmHONMa8YYwqcuYgv6pscwXk9Y3lzyc+UV9oX5VvjIbqbbd1HIzISMjhccZgdhTs8FKlS7UinTOIL1xHkL41OvdIiaEq1kgh0yjxl5CMtOozwYH825Bxf93FydjmllHeNHDmy/Lzzziuurm42Q26LTJo0qahhR8Jd+vbtW37FFVeUNN/SuWlXx4CLjTFDjDHPNFEgsM25Z0w3Dh2t5IOVe45vTDvHtu6j1nGWsIxEXfehVKt1Ho6lNI8r06qYv/mAwy89EUER9I7urdNBlGqNTsPhSDYU76/fZLEI/VMjT6h0DjA8cTgF5QX6ME0pHzF16tRDjooMtgX/8z//4/SAhDMLzh8zxmwXkVAReVREXgcQke4ictnpBOptQ9KiGNYlitcW7eRYtb2z0fkcOFYEeVkOj0nukExyh2RW5a3yYKRKtRP2OelXRu8lt7CcrfsdPyTJTMxkY/5GjlYd9WR0SrV9ja37SI1kW14xJQ3WOdZll9OsV0opT2rJgvO3sI2C2P+ykQM86fKIPOyeX3TjQPEx5qzJtW1Is9f7aGbq1aq8VdSaZrOJKaUaiu0FwRH0r92KCI1OvRqeNJxqU82aA2s8HKBSbVxCPwgIO6XzcX6veGoNvLN8d/22xA6JpIWn6SijUsqjWtL5SDfG/A2oAjDGlANtfsX1Od1i6J8Swavf77Rl3wlPshVqaqTYINimXhVXFvPj4R89GKlS7YDFAqmZBO9fyZDOHZm/2XGazwFxAwjyC9Inskq1lJ8/pAxxOPLxi7PieO37XRSVHx/9GJY4jNUHVlNVo9nllFKe0ZLOR6WIhAAGwF7xvNlcvr5ORLh7TDf2HC7j8432uomdR8LupVDbeCpQf/Hno58+8mCkSrUTnTKhYDuXdwtky/5i9h4uO6VJkF8Qg+IG6RNZpVqj8wjI2wQVJ67xmHZhD4rKq/jn4l3124YnDae8upwN+Rs8HaVS6gzVks7HH4B5QKqIvAf8F/hft0TlYRf0iqdnvJWXv9tJba2BtFFQUQgHNztsHxMSw/ge45mzfQ57iz1eCFOptq3zCAB+FZ4NwIItjkc/MpMy2VG4g4LyNptUTynv6JQJGNh74trEvskRXHJ2Av9c8jOHSm3PDocmDMUiFpbt11FGpbyptLRUhg4d2rO6uppt27YFZmRk9Gy4f/LkyalxcXH9amqOJ0SaPn169I033tgJYNq0aUm///3v4wHGjx+fNnfuXGtT15s2bVrS9OnT6/PdV1VV0bFjx/533313csN2GRkZPRctWhQKkJycfPb+/fv9634H2Ldvn/+oUaO6t+SzOt35MMYsAK4CbgY+AIYYYxa25GK+ymIR7hqTzk8HS21z0NPs9T5+mt/oMXf0uwN/iz8vrXdpnUWl2r+kgeAXRNyRdfSI79B450MXwyrVOilDQfxOmXoFttGP8qoaXltkG/0IDwynb0xfHWVUystefPHFmMsvv/yIo2xXNTU1zJs3LzIxMbHyq6++arJT0VofffRRRJcuXY599tlnHWsbmfnjSFJSUnV8fHzV/Pnzw5w9xqnOh4hEiMivgZuAHkAY4NpExF52Wb8k0qJDeem7HZjwJNsf700fN9o+NjSW63pdx1c/f8W2w83WXlFK1fEPshXx3LOcX/ZOYGX2YQ4frTyl2VlRZxERFKFfipRqqcAwSOzvsPPRLc7KuIHJ/GtpNgeKKwBbR39TwSaKK4s9HalSym727NnREyZMKATw8/MzkZGR9d+z586da+3Ro0f5rbfemv/+++9HNXeu8PDwmqCgoCZ7EB06dKgJCQmpb/PBBx9E3XXXXQeSkpIqv/3222Y7Eh07dqyPb9y4cYUzZ848tWpwI5pNJiwiN2KbcjUfsKeEYgzwZxF5zBgz09mL+TI/i/Db89J5cE4W32/P57y+42HeQ5C/DWJ7Ojxmct/JzN4+mxfXvchL5+sIiFJO6zQclk5n7EUR/GOh4W/zfuSp8f1OaGIRC8MSjhdBE2nz+S2U8pzOI2DVG1B9zNbhb2Dq+T34bP0+Xvp2B0+M68vwxOHM2DiDVXmrOL/T+V4KWCnf8OgPj6buOLIj1JXn7NaxW9kTI59odJ5+RUWF7N27N6hnz56VAN26datqWMX8/fffj5owYcLhSZMmFT7xxBPJx44dk6CgoEarg7711lvNrgl4/PHH66cdlJaWytKlS63vvPPO7sLCQr9333036oILLmgy1/2mTZu21v0+cuTIo48//nhSc9es48zIx/8DBhtjfmuMedL+uhMYAjzi7IXagisHppAUEcw/vtsBfa4EsUDWfxptHxEUwS19b+H7nO9Zd3CdByNVqo3rNBxqq+lZvZ07z01n1qq9fL351LS7mUmZHCw7yLYjOrqoVIt0yoTqCti3/tRd0aFMGJrKrFV72Hu4jP6x/QnxD9Epjkp5SV5enr/VanU4o6iiokK+++67iGuvvbYwKiqqdsCAAUc//vjjcFdef/bs2ZGZmZklVqu19vrrrz8yb968ji2ptJ6UlFR98ODBQGfbO1NGUbBnuDpJLe0g1W5Dgf4W7jg3nT98tpkV+QEMSzsHNs2BMQ9DI09drz3rWt7b+h7Pr3mety96W5/OKuWM1AxAYPcy7r/gARZtz+f/PspiYKdI4qzB9c3O73Q+z615jqdXPc0bv3xD7y+lnJVqWzPFnmXQadgpu+/9RTf+syaH6f/9iaev6c+Q+CGs2L/Cw0Eq5XuaGqFwl7CwsNrKykqHAwJz5swJLykp8evbt28fgPLycktISEjtxIkTixy1b41Zs2ZFrVmzpkPdIvKioiK/uXPnWseNG+e4EvBJysrKpLlpXg05M/LxJ2CtiLwiIg/bX68Ca+372pVfD00lpkMQL323A/qOh8M7Yf+pT47qhAaEcke/O1h7cC1LchuvDaKUaiAkEuL7wJ5lBPpbeP7XAzh6rJoH/7MRY44/64gKjmLKwCmszFvJlz9/6cWAlWpjOsRCdHeH6z4AEiNCuCGzM3PW5rAzv5QRSSPILs5m/cHG/3+nlHKP2NjYmpqaGikrKzvlCdusWbOinn/++d25ublZubm5WdnZ2VmLFy8OLykpcWrd9t133508c+bMyMb2Hz582LJ69eoOOTk5G+uu8dRTT+1xZm1JnU2bNgX36NGj3Nn2zQZujPkXtilW32Or61EJLMSW7eptZy/UVgQH+HHrqC4s/qmAVSGjwBJgG/1owvju40nukMz0ddO16rlSzuqUCTmroKaa7vFWHrr4LL7bls97K/ac0OzqHlfTN7ovT696WhfEKtUSnTJhz/JGa1b99rx0ggP8eG7Bdq7sfiUJYQn8YekfqKw5NQGEUsq9Ro8eXTR//vwODbeVlJRYFi1aFHHNNdcU1m0LDw+vHTJkSOmsWbMinDnvli1bQpKSkhqtIvruu+92HDFiRElISEj9k7+JEycWLliwILK8vNyp6QYLFiywXnTRRU6PxDjVazLGHDHGzDLG/B2YAfzk7AXaouszO9M5OpRbZu+gOHk0bPqo0T/eAAF+Adwz8B5+PPwj87MbT8+rlGqg03CoLIUDWQDcNDyNUd1j+NMXW9mVX1rfzM/ixyPDH+HIsSO8tE4TOyjltM4jbDWrChyvmYrpEMTkkWnM3bifPQU1/D7z9+wq2sXrWa97OFCl1JQpUw6+/fbbMQ23Wa3W2qKiovVRUVEnfAmdP3/+zttuu+3Ifffdd2jmzJl7AJ599tl9DReR16mqqpKmFo/fd999h+bOnbur4bb4+PiaI0eObAgJCTErV67cNnr06DKA3NzcrMTExFMWg3z55ZeRt99++yFnP2uznQ8ReVdEYuy//wrYDPwVWC8i1zh7obakQ5A/79+WSURIAH/Z2weKc2Fv0+k+L+lyCd07dufFdS9SVdtoB1MpVafTcNvPPbZ7y2IRnrmmP0EBFu7/cD1VNcf/1vaJ7sOve/6aD7d9yOZDjot/KqVO0sm+7mP30kab3D4qHWuwP3+fv51RKaO4tOulvLHxDbYf2e6hIJVSACNHjiw/77zziluy0NsZS5YsceuAwb59+/ynTJlyIDY2tqb51jbOjHz0N8bUlRj+AzDKGHMBMJh2lu2qoeTIED64LZOVgcMoJ5AjK2c12d4iFu4beB97SvbwyY5PPBSlUm1YRDJEdjphTnp8eDB/vvJsNuQU8eK3O05ofu/Ae+kY1JEnlz1JTa3Tf+OUOnN17AId4us7+I5EhAZwx+iufLP1AOv2HOHBoQ9iDbTyx6V/1PtMKQ+bOnXqIUdFBn1ZUlJS9Q033FDYfMvjnOl8WESkLqVXLbAHwN4haVv/Qi2UGhXKP28fwxLLEMzmj9mRd6TJ9uemnMuA2AG8uv5VKqorPBSlUm1Yp+Gwexk0WGR+ydmJXDUomX98t4O1e47fc9ZAKw8MfYBNhzbxn+2Np8BWStmJ2O6xRhad17l5ZBeiwgL5+/ztRAZF8lDGQ2QVZPHe1vc8FKhSXldbW1ur6RTdwP7vesK0MWc6H48B34nILcAPwL9F5EYReRuY5/IoGyEi2SKSJSLrRWS1p66bFhPG2b+6hSiKeeH1N06Yi+4gRqYMmsLB8oPM+rHpkRKlFLZpIUcPwqGdJ2z+4+V9SAgP5v4P13P02PEh6Eu6XMKwhGG8sPYFCsoLTj6bUupknYZD0V4obDx7aIcgf+4e040lOwp45fudXNzlYkanjOal9S+RU5LjwWCV8ppN+fn5EdoBca3a2lrJz8+PADY13N7syIUxZraIrAVuA3rYjxkOfGCM+dodwTZhTIMpYB6TMGgsNf+1cmHVD1z7+iA+vCOTztGOK88PSRjCyOSRvLHpDa7qcRXhgS6tA6NU+9LtAkBgwwdw/qP1m8ODA3ju1wP49YxlPPnFFv5yla36uYjwcObDjP9sPM+ufpY/j/qzlwJXqo3o3GBtVWRqo80mj0hjY04hf5u3jciQQB7NfJRxn47jsWWPMePCGVpjR7Vr1dXVt+bl5b2Rl5fXFyeTMSmn1AKbqqurb2240alpU8aYHcCD7oiqTQgIxq/35Vy65TOerCrn2tdX8OEdmaR0DHXYfMrAKUz8YiL3fXsf/zj/H4QFOO6oKHXGi+wEPS+BNW/B6Acg4HiBwYwuUdwxOp1Xv99JcmQId4/phojQNaIrk/tM5vWs17my+5UMTRjqxQ+glI+L6wOBVtvUq36N54ipS/hQXF7F//skixdDBjJ10FT+tOJPfLrzU8Z1G+fBoJXyrMGDBx8ELvd2HGeKVvXu7CMhnmaA+SKyRkRudxDT7SKyWkRW5+fnu/7qfa/Cr7KEf59/lJKKKia9vrzRKVi9onvx1KinWH9wPXcsuIOSSqcKRCrVJrj8Xht2B5QdclhPZ9qFPbhyYDLPzN/OA//ZSGW1bdro7f1uJ7lDMk8uf5KqGs0up9onl9xrfv6QOrTZdR8AAX4WXr5uMEM6d+T+D9cTL2MYFDeIp1c9rdMclVIu09qhJW+Mv440xgwCLgbuFpHRDXcaY2YYY4YYY4bExsa6/updzoPQGDrv/4p3fjOM4vJqLn5hMW8s3kVNrTml+cVdLuaZc59h86HN3Db/NoqOOV17RSmf5vJ7rctoiO0FK149YeE5QKC/hWcn9GfK+d35z5ocbnpzJUVlVQT7B/PwsIfZVbSLf2351+nHoJQPctm91mkEHNwC5U0nTQEICfTjjZuG0i3Oyl3vruPqzvdTXl3On1foFEellGu0tvPxhUujcIIxZp/950HgYyDDowH4+UOfcbBtHv3j/Flw/2hGdY/hyS+2cs2rS9npYBTkgs4X8Px5z7P9yHZunX8rhysOezRkpdoEEdvoR95GhylBRYT7L+zBsxP6s3r3Ya565Qf2HCpjdMpozu90Pq9teI2s/CwvBK5UG1FX72PvSqeaR4QEMPOWDOLDg3jk3we5uutkFuxewH/3/NeNQSqlzhSt6nwYYzxa30NEwkTEWvc78EtOWjnvEX3HQ3U5bPuKuPBgXr9xCM//egA7849y8QuLmbFo5ymjIOemnstLv3iJn4t+5jdf/0aHrpVypN8ECI60jX404qpBKbzzm2EUlFZy5cs/sHbPER7KeIjokGgmfz2Zr37+yoMBK9WGJA8GS0CTxQZPFmsN4p3fDCM4wMLHC3vQxdqNJ5c/ya6iXc0frJRSTTitFf0i4qnHjfHAEhHZAKwEvjDGeCzNb73UTAhPhk22GgMiwriBySyYNppze8Ty5y9/5OpXl7Lj4IlrPEYkj+Dl818mtzSXyfMmc+DoAY+HrpRPCwyDQTfC1s+hqPHUnpldo/norhF0CPZn0ozlrNlpeP/S9+kT3Yf/XfS/vLz+ZYw5dRqkUme0wFBIGtBksUFHUqNCefc3w6iqEQqyx1NdU8N1X1zHopxFbgpUKXUmaLbzISJXNfIaDyR4IEaMMbuMMf3trz7GmD954rqnsFig71Ww479QdnwKVZw1mBk3DOaFiQP4ueAol0xfwisLd1Jdc7ymSkZiBq9e8Cr55fncPO9m9pXu88YnUMp3Db0VMLDqn002S4/twMd3jeTs5Ajufn8ts5YfZsaFM7g8/XJe2fAK/7vof7XIp1In65QJ+9ZCZVmLDuseb+XtyRkUFsYQeHAa8SHJ3PPfe3hz05va0VdKtYozIx8fYks/Nvak12VAcBPHtU99x0Ntle0JbQMiwhUDkllw/7mM6RnLX+f9yEUvLObbHw/U/4EeFD+IGRfOoOhYETfPu5nNBZu98QmU8k0dO9vT7r4NVeVNNo0KC+TdW4cxtn8Sf5u3jclvrePWnv/H/YPv5+vsr7nl61vIL3ND1jul2qqzLoOaSlj5WosPHZAayRs3DuHgkRB2bLiJPhGjeG7Nczy0+CHt6CulWsyZzsdG4BljzOSTX0Chm+PzPYkDICq9furVyWKtQbx6/WBm3DCYmlrDLW+v5oZ/rmTr/mIA+sX2441fvUFVbRWTvpjE48sep7DizPtnVMqhYXdC+WHIcnx/NRQc4McLvx7Ak+P6kpVTxEUvLKaiYDTPnPssOwp3MOmLSWw9tNUDQSvVBnTKhB4XweJn4WjL1x6O6BbDl/eN4qz4aJYtv5hu/tfw1c9fcfO8m8k7mueGgJVS7ZUznY+pQHEj+650YSxtgwicfTX8vBhKHP/BFRF+2SeBr6eO5veX9SYrt4hLpi/mwf9s5GBxBb2je/PZuM+4rtd1fPTTR1z2yWX8Z/t/qDW1Ds+n1Bkj7RxbUbQVr52SdtcRi0W4PrMz3/zPuYzpGcff5m3j2U8CeXjASwDcNO8mzdCjVJ0LH4fKo/D931p1eGpUKLNuz2TqBT3YsGkwoUduZWfhz0ycO5H1B9e7OFilVHvVbOfDGLPYGLOnkX2r634Xkf9zZWA+re/VgIEFv2/yC1Kgv4VbzunC9w+cxy0ju/DRuhzOe2Yh0//7E/6E8mDGg8weO5v0iHQeW/YY131xHZsKPJ/ESymfUZd290BWizLzxIcH8+oNg3nthsEUllVx/7v5DA74I13C05n63VQe+P4BdhfvdmPgSrUBsT1tiR1W/xMO7WzVKfz9LEy9oAez7xiOX0VfCnfcSVV1ALd8fQtzts/RdSBKqWadVrark1zjwnP5ttgeMOb/wcYPYdk/mm0eGRrIo5f1ZsH95zK6eyzPLtjOmGcW8vYPP5MS1pW3L3qbv4z6C3lleVz7xbU8tuwxnYqlzlxnXwMhHZtMu9uYX/VJYMG00dyY2ZnZK4rYvelGLki8loU5C7nikyt4bNljmm1OndnO+z/wC4Jv/nBapxmSFsWXU0bxqx79yd18O4HV3fjjsj9y7RfXsjR3qXZClFKNcmXnwxtVz71n9APQ+wpY8Cjs+MapQ9Jiwnj1hsHMvmM4yR1D+OPnWxjx1Lc8u2A7w2Iv5PNxn3N97+v5+KePueyTy3hx3Ys6l1adeQJDYdBN8ONcKNzb4sOtwQE8dkVf5vx2BBHBYXz8bT8Sih9jeOxlfLLjEy79+FKeXfMsRceK3BC8Uj7OGg/nTLUlTWlh6t2TRYQE8OKkgTx9VSbFP98E+RPILszjjm/uYPLXk1l7YK2LglZKtSfiqqcTIrLWGDPIJSc7TUOGDDGrV69uvuHpOlYKb/4KivbCbd9BdHqLDl+z+zCvfb+LBVsPEOBnYfygFG4d1YVa//28sPYFFuUsQkQYnTKaX/f8NSOSRmARV/YX1ZlORNYYY4a09ni33WuFe+GFfjDiPrjwsVafprK6lg9X7+W173eSc6ScrokVJKUtZmPht3QI6MDkvpO5rtd1hAaEujB4pU50uvcZuPheqzwK0wdBZCr8ZoFtuuNp+rngKH/+cisLtuZijVlNSNxCymsLGZk8knsH3kuf6D4uCFypprniXlPu58rOxzpjzECXnOw0eazzAXAkG2aMgbBYuPUbCA5v8Sl25pfyxuKfmbM2h6qaWi7oFc8do7uSEF3GnJ/m8NFPB//7bQAAGn9JREFUH3G44jCp1lSu6XEN47qNo2NwR9d/FnXG8dnOB8CHN0D2Yrh/i2005DRU19Qyd+N+Xlm4k20HSkiMPUJ85+/YeXQlUcFRXJF+BWPTx9K9Y3cXBa/UcT7X+QBYOxM+uxeueRv6uC53zKbcIqb/9yfmb92LNW4FQdHfc8yUckGnC7hrwF16jym30s5H2+DKzsfDxpg/u+Rkp8mjnQ+AnxfBzHHQ/Zcw8X1bMcJWyC85xsxl2byzfDeFZVWkx4ZxxYBkLu4bw09Hl/Hhtg9Ze3AtgZZAfpn2S37Z+ZcMSxymT21Vq/l05yN7Cbx9KYydDoNvcskpa2sN3/54kJcX7mDtnkKionJJTlvO3oq11JgaekX1Ymz6WC7ucjExITEuuaZSPtn5qK2BV8+BqjK4exX4B7ru3MDmfbZOyNdbd2ON+4GAqCVUmXL6xfTjkq6XcFHaRUSHRLv0mkpp56NtaLbzISIvAo02Msbc5+qgTpfHOx8AK1+HL38Ho34H5z96Wqcqq6zmk3X7+HR9LiuzD2MM9E+J4PIByfRNO8o3OZ8yd9dcSqtKCbAEMDRhKKNTRjM6eTSp4aku+kDqTODTnQ9jbF+OjIHf/uCSqSHHT21Y8fNhXl64k0Xb8xH/UtLTdiDWNeRV/ISf+DEyeSRj08cyJnUMQX5BLru2OvP4ZOcD4Kdv4L3x8Ku/wPC7XHtuu7pOyPwfdxEavZbwmCxKzR78xI/MpEwu7XIpv+j0C8ICwtxyfXVm0c5H2+BM56PJR47GmH+5NCIX8Ernwxj4/D7bUPbVb0Hfq1xy2v1F5czdsJ9PN+SyKbcYERjeNZpL+8USFZ3LpiMrWJSziOzibADSwtMYlTKKUcmj6B/bX0dFVJN8uvMBx6eGZN79/9u78yA57uuw49/XPefe2F0sdnEDgUQAIm2KtynFZVmxIymyJStS5ESqcmSWnUpsS4qTSskulyqxkypFdlGxEyW2LpulyFFc9EXFKsoOrVSoIyR0gIBIgBKIxbHALha7gz3n7O6XP349xx4Al+DOzB7vs9XV3b/u6f71zryZef37dY+79sNPrvsuzl9f4EvPjfPEc1d46foiicwkBw+cpZB6lrlgis5kJ/cP389DIw/x0MhDHO49jKxjImS2vg2bfKjC538Gxk/CB09Ctm99t9/ghatzfP7/XeDLpyeYD8foGjxFpu8UBb1Oxs/wpn1v4i2H3sL9w/fTnepuWj3M1mbJx+awbt2uNpK2JB8AQQke+ymYOA0//xUY+aF13fy5yQWeeO4qX3ruKqNTiwC8ZqiLNxwZ5OjeMouJ05y49g2enXiWSlTBE48jfUe4a/Au7hq8izsH7+RI3xF8z1/XepnNa8MnH2EAT34ETnwa9j8M7/lD6B5uyq5UlbMT87UYG7uxSLprlL37vk8p+SKzFXfnuZ3ZnTw48iAPjTzEgyMPMtzZnPqYrWPDJh/gPq9+/+/Cw78CP/lb67/9ZcpBxNfOXeeJk1f56xcmKPnn6R48jd99irLO44nHsf5jPDD8APcP3889u+6xVhGzZpZ8bA5rafkYBj6K63r1UeBXgHcBZ4EPqep4syv5SrUt+QBYmIRP/RiIB+/977D77nXfharywvgcXz83xdfOTfPs6DTFSoTvCXfv6+OBQ530D46Rl/OcyT3P6anTzJXdj9RnE1mODxznrsG7ONJ3hMO9hznUe4iuVNe619NsfBs++ag69SfwxAfdDR3e80dw4OGm7k5VOXl5hi89N85Xnp/gykwBSebo67/AjoGLLHpnyYfuVr0Heg5w5+CdHOs/xvGB4xzrP2bxZJbY0MkHwJ//c/je4/DL34IdB5qzj1UUyiFPnb3GEyev8n9eHCdMj5LpHqV7x0UKMkpEgC8+rxt4HfcN38e9u+7lWP8xBrOD1vpoVmXJx+awluTjSeCvgE7gnwBfAP4H8A7g76nqO5pdyVeqrckHwNXvwmM/DaU52HMv3PeI64aVzDZld6Ug5DsXZ+JkZIpTYzNECp7Aa3d187rdPezflSeRvcyN8CXO5J7nTO4MlahS28ZQdohDfYc43Hu4lpDs6drDrs5dJL317+piNoZNk3wAXHve3QHrxgX4id+EH/mldb0O5GZUlcu5At88P8U3X5rmm+enuTZXwEtP0Nt/kd4dlyh6l1gMp2uPOdBzgOP9xzk+cJyjA0c53HuYndmd9oVpm9rwycfsFfjP98DRt8M//ExL4mpFFQoVnv7BdZ45n+OZ0Wm+P5nDz14i3T1Kd99FCt4oSghAf6afO3bcwdH+o7y2/7XcseMODvYetM8qY8nHJrGW5KN2C10RuaSq+xuWnVTV9T+1/yq1PfkAKMzAc1+Eb30Opl6ETC/c/T647+dhsLm3GpwtVHh2NMfpsRlOXZnl9Ngs04tlABKexAlJF0P9C6SyU1T8CabLl7k4d4Hzs+dZrCzWtuWJx87sTkY6RxjpGmF35252d+1muHOYwewgA5kB+jP9JJvQF98036ZKPgCKs/AX/8L9AOHxd8I7/gukW9s/XFW5MJ2vJSInRnNMzBURfx4vc4W+vkk6e8Ype5dZjKZqj+tIdHCg5wAHew9ysCceeg9yoOeAdSvZ4jZ88gHw1G/B078D+x6EN/4qvPbvtyUJqcotlnl2dJpnRnM8cz7HmWtTeJkxvPQ4Xd2TpDomKMoVIgIAUl6Kw32H2d+9n33d+9jf48b7uvcx1DFkv5G1TVjysTmsJfl4TlV/OJ7+96r6Gw3LTqnq+l7YsA42RPJRpQoXvw4nPut+UTaqwKEfhXs/4N7ku0du+9a8a6+CMj5b5NTYLKevzHBqbJbnr86RixMSgFTC4/BgJ4cHOxkeKNHROY2XnKEsOeYqk0zkx7m6cJVri9cINFixj55UDwNZl4hUE5LedC89qR66U930pHvoSdWH7lQ3HckO+0Bos02XfICLqW/8HvzvfwsDR+AffR6Gjra2DstML5Q4Mz7P81dneWF8jheuzvHS9QXUW8BLj5PMTNHTM0MyM0XoT8ZJSf29tzfdy0jnCMOdwy7Rj4fhzmGGO4cZyAxYgr+JbYrkIwzcybJv/J774dyh4/DGfwmvexf4iebtd41m8xVOjs3w4sQcZ8fnOTMxz7nJGcLEpIux7DidXVNIapoSU7VWEoC0n2Zv1172du9lqGOIoY4hdnXsYlfHLjffOUR3sttaJrcASz42h7UkH78JfFxVF5aVHwE+pqrvbmL9bsuGSj4aLUy6u/d8+4/cmztAIgv9h6D/sBsG/k59Otvvumo16Q0xt1jm/PUFXrq+wEvXF3lp0k1fyuWJGl4WCU/Y1ZNhz44se3rT9PUUyXbMk0guot4cgcxRiuaYKeeYLkyTK+aYLk6zUF5Ab36XZsBdg1IdOpIddCTckE1kSSfSpH03pPwUGT9Dyk/V5pNekqSXJOElSPrJpfPx2Bcf3/NJyNJpz/PwxccTrzZU533xEZHa2MMt34ofTJsy+agafRoe/wCU5mHv/bD79bDnHjfuO9DWs7bg+rO/eG2es+NzXJjOc2FqkQvTi1yczlMIinipabzUdRLpaTo65kll5sC/QVlyVDS/YnvVBH8gM+BaHePpaqJfTfar42wiuyVfs5vRpkg+qsIKfO9P4WufgOtnoW8/PPxBeP37m9Z1+HZVwojz1xc5OzHH2Yl5fnBtnsu5Apdy8xTJ4SWn4zjLke24QSJ9g8ibpcL8im1l/AxDHUPsyOxwQ9qN+zP9tfm+dB896R66kl30pHrshMAGZMnH5rBp7nYlIm8Bfhfwgc+o6sdutu6GTT6qohAufdO9sedGYfolyJ2HG6MQlpeu6yXdRbaZXkjH40wPpHshkXaDn4rHSfAbyjzfXfgufsO0F0/78ZczWTGuRBGT82WmFitML5SYWiiTWyjF82Vy+TJRw+tG4gQjm/TpzSbpzSboSSfoyPgkkwGkAkhUUL9M5Fcoe2UqUiKQCmWtUNQyhbBMPirF4zL5sEQ5CihGFcoaUIoCylFAQNSyp2k5ATzEJSZ4CMTJieCJINSnWTJNnMBI7THVdWvTEpdIvA8EkXgfDduX2ri6h+p0fb/V9X77zZ+kt3PnrY9pMycfAHNX3ZeksRMw8T3Xsgguca8mI8M/BB0Dcdz0uG5a6Z62nc1VVSbnS4xOLXJhapFLuTwTs0XGZ4tMzBUZny1QDPN4yRkkMRuP50mmFkml8yQSC6i/QChzBBRuup+kl6Q71UNv/GWpI9lBV7KLzmTnkqGa7GcTWTKJjBv8TG2+muyn/TQpL0XCS1hS8wptquSjKorg+0/C1x518dU5BPf+U9fa2L0LuuIhu6Ptif5yqsrUQplLuTyXc3ku5fJcnM4zdiPP9fkSk/OLLEY5vMQskpxzcZaYw0/Nk0zm8RJ58BcIZWFJC8pyKS/tWvZTPXSnumot+tlE1p1Iq55Qi8fV2KqeWKtOZ/xMLdaSXpKUn6qd/DKvjCUfm8PLfvqKyK/earmqPrp+1blpHXzgk8BPAGPACRF5QlVfaPa+m8Lz4eAb3dAoCmHuSpyIXIDCDdfHvTgXj2fdRexT11xZWIKg7MbLk5ZXIQnsiYebrnAzxXhokgAoi1ASoSJCIFBh6XQguHmEUCCMxwEQSnVaiOJ5BUIgEiHEdYYJBbS2Tn06Etw4TrkicetrXFadj+IyFalNu7GgQu3jrFYe16P2uGWPrZe5/Sx5bFyPsKFeCmjhBrxM8rHp9eyGt/22mw5K7qL0q9+Fq9+Bqyfh6UdBb/LlIdnpEpJUl0vYvYRL2v1kPKRc8u8nGhL4OIn3lif1fkNiL6uUxYm/uKRyVzw8JD70etBXX67iUagos6WQmWKG2cJO5ssDLJQi5ksh8/mIuVLIfDFkulwhT4mKX6bsVwi8gMAvU/HLBF6FwC8z7ZeZ8nOoP0nkV4ikQuhVCCihcnsnn5JSb2lMekl8qbc2JrwECUmQ8qutkAl8L0FCfHzfJykJ1wLpJfDEc8kMHr7nIeLFibqPJxK3SsYtkHEXzWorpIfnzpmwPDF38SFxnNTKG5ZVl4sIqK54DA2PrS6vba+2zK2ZkATvumPDdQB49TwPjr4N7nir6zr89KPwfz++cj0/VU9EOgcbYii1Mqa8ZEMseEviYsU0ssq8LF13+TpxmYjHThF2inBvyoNhgZGl2y8GA8wUepkpBNwoBMzkA24UAxaKIfOlgLnFkNliwEy5wEyQpyRFQr9E6FcIvTKhXybyyhT9MnmvzLifg8Q11AtQz8VZJGUiuXnyciuCkJCGlnxJkmqMsYYW/qSXIOmnSDYsaxwa480X37Xye57rBSAevucvaflfrUfA8unlvQP8hjj1xItPiHn1MrwVyxt7FiDUp2HFNgQh5afY3bX7dl/RZgNZy6m/xqs5/xnwB02qy608AJxT1fMAIvJF3N22NmfycTOe75q4+/a//LrLqbrm8saEJApBI/flK4rHGsXloXsM2jBm6fzy7S8tAOof5PUzXyvLSkHEQilgoRQuGRcqEYVKSKEcUQhCCuWQQkXJV0KK5YhSGFEMIspBRDFQSvG4EkZow36q0/Xx0vLVlr0aHtRaMTwBEY2ndWk5Gr+hukHiL3oeGi93j5H4f+mJ4sX/Z0+U6tUw1e1XW5gS8bbr/3HFi7ct1UEgSGyz359IpF1Lx557gEdcWTnvbvhQmHGJe2neJe6lufq4NO9iJ6q4JD4M3OOi2TimKnEMVeOpMYaipeVLljfE3CsgQEc8jLzcytUXiQIrL8W6JQVKIiyKUPKEoggFEYriUWyc94RynOBXE/9ybXAnAwIRAuKkP54ORKgI5JedBFg5jpPmOLEPG6YbTxDA0qR+o0hHujWTjyqR+smy0jzMX4OFCZifcF2JFybqZXNXXPyE5TieGqfjAa3HSRtlgOF4WJNqjL3COKsABU/Ii0fec/FTEhdftbHnUVwWU5WGmCvHJ9TKDbFVja8gPuGWj9dfesKtHmOBCGF8gizAxVwoLr42iz1Biicf+Xa7q2HWwcsmH6r676rTIvLOxvkW2gNcbpgfAx5sXEFEfhH4RYD9+2/jy/tmJwKJlBvS7a7MUul4GFin7UWRUg4jNwQRlTCiEujS+TAiiJQgVIIoIoyUSqiEkZsPQiVUJYoaxpESKUS6dFq1Ph0p8byicb4WxRMa100hXqa1nK3avXHVZVRzu3idav4HtWtmGtddOq+1wvoyN5VMN6d/9qaKtVSH637VbtrwhWvVBEVXWachuWGV5bd8/LJEqfaFr76OaERGIzLLth+pEgQhlSBwcRRUCOMYisKQMAoJw4gwDImiiDAK0SiOiSiMx0qkEVEUoXEMaaTx697FG0RxPEW1Ex8aB4NSH6tGS859aLWcOB7jrpjV69SiWszUrziLlscbDbGFOzlRn1u6HZQlHW9qj62u6jWv+96Gi7V0txsGj6zP9lSXJe+NJ8UaXq/QsE7j8sZ14m1Vt1tLcBq3tdr2lz9eV66zfH2WPW7F/urrJFVJovQs25aLnYggDAnC+jiKlDAMCaP6Om5aCaPIxZGG7rNGoxVjF29uPRdTEUSKEqFR4//SxY5o5D4DCV3MqsaxFaESEcX1joiIRGvbj+pRGMeXEsUn06pxvvKv/qh6/NXnooayemSDxvv1U+v1LcK02yt911yPE8e3Y7XUfEldVPVTwKfA9Y1tRaVMe3iekPF8Mkn7pfZ2sFi7DSKuGxYb/zXrAal4MO215WNNZEPcSasdqi3idsm62Y42y31Ox4B9DfN7gattqosxxhhjjDHmNqzlgvPT1FsZjojIqcblLfqdjxPAa0TkEHAF+Fncr60bY4wxxhhjNom1tHe+C9jF0msuAA7QotYHVQ1E5JeBr+D6LXxOVZ9vxb6NMcYYY4wx62MtyccngF9X1YuNhSKyM172U82o2HKq+mXgy63YlzHGGGOMMWb9reWaj4Oqemp5oap+Czi47jUyxhhjjDHGbEkv+wvnInJOVVe9r96tlrWTiFwHLq6yaBCYanF1NhI7fjv+5cd/QFVv+5cILdZuyo7fjr/x+F9VnIHF2i3Y8dvxr2usmeZbS7erEyLyC6r66cZCEXkE2JC/9nKzF56IfEtV72t1fTYKO347/vU+fou11dnx2/FbrLWGHb8d/3Y+/s1qLcnHh4E/F5H3UU827sPdBv5nmlUxY4wxxhhjzNayll84vwY8LCJvAu6Mi/9KVf+2qTUzxhhjjDHGbClr/mlRVf0q8NUm1qUVPtXuCrSZHf/21srjt//19mbHvzX3tRHZ8W9v2/34N6WXveDcGGOMMcYYY9bDWm61a4wxxhhjjDGvmiUfxhhjjDHGmJbYNsmHiLxFRF4UkXMi8pF216fZRGSfiHxVRM6IyPMi8qG4vF9E/kZEfhCPd7S7rs0iIr6IfFdE/lc8f0hEnomP/X+KSKrddWwmEekTkcdF5Gz8OviRVjz/FmsWa9sp1toVZ/G+LdawWLNY2x7P/VayLZIPEfGBTwJvBY4D/1hEjre3Vk0XAP9KVY8BDwG/FB/zR4CnVPU1wFPx/Fb1IeBMw/x/BD4RH/sN4JG21Kp1fhd4UlWPAj+M+1809fm3WLNYi22nWGt5nIHFGhZrVRZr2+e53zK2RfIBPACcU9XzqloGvgi8o811aipVHVfV78TT87gg3YM77sfi1R4D3tmeGjaXiOwF/gHwmXhegB8HHo9X2bLHDiAiPcCPAp8FUNWyqs7Q/OffYs1ibdvEWhvjDCzWLNYs1loVa2adbZfkYw9wuWF+LC7bFkTkIPB64Blgl6qOg3sjB4baV7Om+k/AvwGieH4AmFHVIJ7f6q+Bw8B14A/jJvrPiEgnzX/+LdYs1rZTrLUrzsBi7SAWaxZr2+e531K2S/Ihq5Rti3sMi0gX8KfAh1V1rt31aQUReTswqarfbixeZdWt/BpIAPcA/01VXw8s0prm6O32f66xWKsXr7LqVn0NtCvOYHv9n5ewWKsXr7LqVn0NtDPWzDrbLsnHGLCvYX4vcLVNdWkZEUni3qC/oKp/FhdfE5GRePkIMNmu+jXRG4CfFpELuK4IP447Y9QnItUf1tzqr4ExYExVn4nnH8e9cTf7+bdYs1jbTrHWrjir7ttizbFYc7bya6CdsWbW2XZJPk4Ar4nvCpECfhZ4os11aqq4L+hngTOq+mjDoieAn4unfw74y1bXrdlU9ddUda+qHsQ913+rqu8Dvgq8O15tSx57lapOAJdF5I646M3ACzT/+bdYq7NYc7bksUNb4wws1izWLNZaFWtmnW2bXzgXkbfhzhL4wOdU9T+0uUpNJSJvBJ4GTlPvH/rruP6xfwLsBy4B71HVXFsq2QIi8mPAv1bVt4vIYdwZo37gu8D7VbXUzvo1k4jcjbswMQWcBz6AO+HQ1OffYg2wWNs2sdauOIv3bbFmsWaxto2e+61i2yQfxhhjjDHGmPbaLt2ujDHGGGOMMW1myYcxxhhjjDGmJSz5MMYYY4wxxrSEJR/GGGOMMcaYlrDkwxhjjDHGGNMSlnyYdSEioYicbBg+EpdfEJHBdtfPmK3CYs2Y1rBYM6Y5Ei+/ijFrUlDVu9tdCWO2AYs1Y1rDYs2YJrCWD9MSIpIVkSdF5Bfi+feLyLPx2aQ/EBG/3XU0ZiuwWDOmNSzWjLk9lnyY9ZJd1jz93oZlXcCXgD9W1U+LyDHgvcAb4rNKIfC+NtTZmM3IYs2Y1rBYM6YJrNuVWS+3ap7+S+DjqvqFeP7NwL3ACREByAKTza+iMVuCxZoxrWGxZkwTWPJhWuHrwFtF5I9VVQEBHlPVX2tzvYzZaizWjGkNizVjbpN1uzKt8FFgGviv8fxTwLtFZAhARPpF5EC7KmfMFmKxZkxrWKwZc5ss+TDrZXnf2I8tW/5hICMiH1fVF4DfAP5aRE4BfwOMtLrCxmxSFmvGtIbFmjFNIK610BhjjDHGGGOay1o+jDHGGGOMMS1hyYcxxhhjjDGmJSz5MMYYY4wxxrSEJR/GGGOMMcaYlrDkwxhjjDHGGNMSlnwYY4wxxhhjWsKSD2OMMcYYY0xL/H8tfuAd1Ld7VAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 808x216 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 808x216 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_orb29_A1.inp.out, pType=a, thres=2.4897058108044012, 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_orb29_A1.inp.out, pType=phaseUW, thres=2.4897058108044012, with Seaborn\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 5 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": [
    "# 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_orb29_A1.inp.out_BLM-L_2020-02-10_09-08-16.nc']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n",
      "  h5ds.dims.create_scale(h5ds, scale_name)\n"
     ]
    }
   ],
   "source": [
    "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n",
    "# TODO - testing for array/multiple file case\n",
    "for data in BLM:\n",
    "    fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n",
    "    ep.writeXarray(data, fileName = fileName)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "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_orb29_A1.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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yNgEBAUpKSso2vb127dpq0aKFDhw4oN9++y3PO3ry6pfU1FQZhlEktRQaGqoXXnhBK1eu1N1332073r17d/3rX//Sc889Z3c3mjMaNWqkzp07a/fu3Tp37pxDHyzysn79er355ptq06aN5s6dW+jL8xVlrTiSi6fUSl65eFqt5JWLp9RKYV+r5KYo6sWZXMxeL47k4in14kguZq+Xjz76SHv27NHatWuL5L3Wlf1SkFzq169vm/l+3333affu3Zo2bZr8/PwKvMxqUfZL1penkrLVS7t27RQYGKjDhw8rOTk5z/Xz8+qXK1eu2D3GWc70y9y5c7V27Vpt27ZNVqvVdvyuu+5S37599frrr9vNPHNGx44dFRISou+++06pqalO7SeYn6FDh2rRokW2ZYwLizuukfPKxaz1kpPr8/CEWslLTv3iqfXiamwADsBOgwYNFB4ertjYWG3evFlJSUl2U9ajo6NVoUIFN0aYsyeeeEIff/yxdu/e7e5QCqxcuXIqUaJErtNIL1y4oFtuucVt+4GULVtWnTt31tdff63z588XqI2svUBiY2MLM7RcZc0yqFy5crZzWccuX76c7+/n1SdFNZNh/fr1Sk1NVY8ePeyOWywWde/eXSkpKTp06FCB2i7qfnGlvPosLS1NsbGxbp190rRpU9WtWzffO4Lyk7UZX1H0WdbMvJwGyhypIynvKdlZx4qiX1atWmVbI/ZaFStWVOvWrXX8+HGnN9C9VlYtXbp06YbiXLt2rV555RW1b99eK1ascMkHpqKqlYLmYsZayS8XT6qV/HLxlFq5XmFcq+TEHe8tzuRixnq5Vk65eFK9XCunXMxcL6mpqZo9e7buvPNOBQUFKTIy0vZHujoLOTIyUhcvXixwfNdzVb8UVi7dunVTyZIlFRoa6nQM1yqqfilXrpxuueUWSbnXS2ZmZr4bNGctmZNTv+S11FFh5pKWlqZ169apbt26dl/MSv/3Jfr+/fudjuFaQUFBtr1uCpPFYlFgYGChvz6643XMmVzMUC+5uT4Ps9dKfq7Px5PrxdWYmQHAzrhx4zRp0iTbBk8hISG6/fbbbee//vrrQt/ctDDUr19fL7/8sqZMmaLKlSurZs2a2TYds1gsWr9+vZsizJ/FYlFISIgOHDigqKgou03AU1NTdfz4cYWEhBTZ5tk5yZqVk98FQG6yLmoLe+O03DRv3lyhoaH6448/sp3LOpbXprqVKlVSYGCgTp48qZSUFLu7Yi5cuKA//vij0Jd+yc2ff/4pScrMzMx2Lj09XdLV2VQFcfbsWUk5D/p4GqvVquLFi+c4sHP48GFlZGSoadOmbojs/6SkpOT7BU1+irLPmjVrpoiICP3xxx/ZLqSz6ii/mm7SpIkk6eeff8527qeffpKkIumXmJgY+fv7yzCMbK+lWXWU9d+CKIzXuJUrV2ru3Lm66667tHjxYru7zApTUdTKjeZiplpxJBdPqRVHcvGEWsnNjV6r5MRd7y3O5GKmesnJ9bl4Sr3k5PpczFwvKSkpio2N1TfffKNu3bplO//zzz+rW7du6tWrl+bOnVvgGK/lqn4prFwyMjKUlpZ2w/VSlP3SpEkT/fDDD7pw4UK22Up//PGH/Pz88t1TMevv/Oeff7Zbez/r2LWPcVUuTz31lNLS0nL9zJKenq60tDSnY7hWZGSk/P39VaZMmRtq53qZmZk6f/58ob9vueN1zJlczFAvubk+D4vFYupayc/1+Vy6dMlj68XVmJkBwM7dd9+t9evXa9SoUZoyZYrdtPbY2FgFBgaqb9++bowwZ//973/1yCOPKDMzU4mJiYqOjtb58+ft/pw7d87dYdokJycrIiLC9gV1lj59+ki6esfktbJmyfTu3dvlseV2N9P58+e1Z88elS5d2nZhkFseOd1xkZycbJsC2blz50KOOmddunRRmTJlFB4eroSEBNvxxMREbd++Xf7+/rrzzjslXd1cLyIiItsdKr1791ZycnK2u1Gy+iirz1wta7rv1q1b7Y6npaVpx44d8vHxsV0M55RLenp6jndcxMbGas2aNQoICLBbRsETxMbGKiIiwi6vEiVK6N5779X58+f16aef2j1+3bp18vX1Vc+ePV0e219//ZXj8T179ujcuXNq3ry53fGccklKSrJNZb7WmTNnFBYWpooVKxbJcm1ZA3ahoaEyDMN2/NixYzp06JDq1q2rWrVq2Y7/+eefioiIsFtLtmbNmmrZsqX279+vX375xXY8PT1dGzduVMmSJdWlSxeX59KgQQMlJSXpk08+sTt+7tw57d+/X7Vq1bJbKianXOLj43P8UHHw4EF99dVXCg4OVmBgYIHiW758uebOnatOnTppyZIlhTaQ4Y5acTQXT6gVR3PxhFpxNBez14oz1yrOKup6cSYXs9eLM7mYvV6cycXM9VKiRAm99dZbOf6Rrg7UvfXWW3YblzujKPvF2Vxyq5fQ0FClpqZmqxcz90tWvbz77rt27Xz22Wf6888/1b59e7vX8+joaEVERNh90dm6dWsFBQVp165ddjd6JSQkaMuWLQoKCsp3Y+QbzaVSpUoqX768zpw5k21w+NChQ4qIiMj2+pNTLrnt4bBz506dPHlSd999t/z9/Z3ORcp95sCKFSsUFxd3Q59ji/p1zJlczFwvzuRh5lpxNh9PqBd3YWYGgGxatWqV44tzhQoVCrwen6vNmzdPlStX1pIlSxQcHOyWGLZv367o6GhJUlRUlAzD0JIlS2znH374Ydv/HzlyRCNHjlS/fv3sNsnq37+/tm/fro0bNyo+Pt62F8imTZvUqlWrbGs/usLy5cv17bff6u6777YtN/Dbb79p+/btSkpK0muvvWa7AMgtj169eqlVq1Zq2LChKlWqpOjoaNvfz7hx43Tbbbe5PA9JKl26tJ555hnNmDFDAwcO1KBBgyRJH3zwgWJiYjR9+nTbMgefffaZnn76aU2ZMkVTp061tfHQQw9p9+7dmjNnjqKiotSwYUP9+OOP2rZtm+6//367ZdhcadSoUQoPD1doaKguXLigu+66S8nJydqxY4dOnTqlESNG2C4Oc8olKSlJXbp0UZcuXVS3bl2VK1dOkZGRCgsL0+XLl/Xcc8+pSpUqhR63M3Uhye5c1u9kHbt+MPXdd9/VokWL9Oqrr9rVxmOPPabvvvtOTz31lI4dO6YaNWpoz549+vLLL/Xvf/871z1SCjOXCRMmqEyZMmrRooUCAwOVlJSkw4cPa/fu3SpXrpxmzJhh13ZOuURGRuqhhx5S586dVbt2bd1yyy369ddf9cEHHyg1NVVz5swp8NqmzuTSpk0bDRw4UGFhYRo3bpy6dOmiixcvauPGjfLz89Pzzz9v1/b8+fO1bds2bdiwQW3btrUdf/bZZzV8+HCNGzdOo0ePVvny5bVz504dPXpUs2bNKvASes7kMnXqVE2ePFlPPfWU9u/fr0aNGunChQsKDQ1VcnKy3X40ueXyww8/6NVXX1WnTp1Us2ZN+fv769ixYwoPD1dAQIBeeumlAuXx7rvvav78+apUqZLuvffebF+KlSxZUl27drX9bOZacSYXs9eKM7mYvVacycXMtSI5d60imbtenMnF7PXiTC5mrxdncjFzvfj7+2dbovRaFStWtDsfHx+vjRs32v5fkk6cOGGrl+DgYLsvDouyX5zN5f7771eLFi0UEhKiqlWr6vLly9q/f7/27t2roKCgbBtVm7lf+vTpo507d+rdd99VbGys2rRpo3Pnzumdd95R6dKlNXPmTLvfnzFjhvbv3689e/bY/v36+vrq+eef16RJkzRs2DCNGDFC/v7+eu+99xQTE6OlS5fK19fX5blMnTpVs2bN0pgxYzRkyBDVrl1bZ8+e1ebNm+Xn56dHHnkk31y2b9+usLAw3XXXXapRo4YyMzP1008/6ZNPPlGlSpX09NNPO51HlqVLl+rQoUNq27atAgMDlZKSon379unrr79W3bp1NXnyZNtjzVwvzuZi5npxJg8z14qz+fj4+Ji+XtyFwQwAXuHMmTN67LHH3DaQIV39gvz6NQuz7kiRsn9pmxNfX1+tWLFCixcv1ieffKKPPvpIlStX1ujRozV58uQbetN0VKdOnRQTE6Pdu3crNjZW6enpqlKliu655x6NGjXKoSmV999/v/bv36/vvvtOCQkJKlmypBo3bqyZM2eqe/fuLs/hWn379lX58uW1cuVKLVq0SJmZmbJarZo/f75Dd1GWKlVKmzZt0oIFC7Rr1y5t3rxZQUFBeuyxxzR27NgiyOCqwMBAhYWFacmSJfr222/19ddfy9/fX/Xr19dLL71kG6jJTfHixdWtWzcdOXJEe/bsUVJSku0LkdGjR7tsE2ln6+Lac5L0+++/2461adPGoZlhgYGB2rx5s958803brKbatWvrxRdf1ODBgwuailO5DBo0SJ999pnCwsIUFxcnX19fBQUF2T6oOLLOaqVKldS+fXsdOHBAH330kVJSUlShQgV16tRJ48aNu6El/5ztl1mzZslqtSosLMz2Bc7tt9+uyZMnOzzNunHjxgoNDdWbb76p1atXKy0tzXa3Xl4fggszl86dO2vDhg1avXq1du3apffff1+lSpVS06ZNNX78eIfqoE6dOgoJCdHevXtt6z9XqVJFffr00YQJE3TrrbcWKI+jR49Kuno38H/+859s54OCguwGM8xcK87kYvZacbZfzFwrzuRi5lqRnL9WMXO9OJOL2evF2X4xc704k4vZ68UZly9fzlYvx44d07FjxyRdvevZkTvTXdUvzhg5cqS+/fZbhYaGKi4uTsWKFdOtt96qhx9+WKNHj3boC2Kz9IuPj4+WLl2qlStXaseOHfr8889tA9DTpk1TnTp1HGqnY8eOWrNmjRYvXqy3335b0tVlpdesWeOyzwLXGzZsmKpWraqNGzcqLCxMiYmJKlu2rO68805NmjTJoZvespYS2rVrl2JjY5WZmanAwECNGDFCEyZMuKGl8tq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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 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_orb29_A1.inp.out_BLM-V_2020-02-10_09-08-16.nc']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n",
      "  h5ds.dims.create_scale(h5ds, scale_name)\n"
     ]
    }
   ],
   "source": [
    "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n",
    "# TODO - testing for array/multiple file case\n",
    "for data in BLMv:\n",
    "    fileName = dataFile + '_BLM-V_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n",
    "    ep.writeXarray(data, fileName = fileName)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "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_orb29_A1.inp.out, pType=a, thres=0.0011130568753471954, 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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b+aWlpSkuLk5paWkO/VxmGjVqpDJlymRo79WrlyTpzJkz1jaj14ojuWTFKLXiSC5GrxVHcjFyrWQns3MVo9dLVhw57zJKvWQls1yMXi9ZySyXglQvr776qurVq6eRI0dmerxcuXKZvk44Ir/GJadcspJeL//9738d+jlXjsuqVauUmpqqGTNmyM3NTYmJiQ7Xy+HDhxUREaGePXvKy8vL2l6yZEkNHjxYEREROnz48D3lIeWcS1b1UrVqVUlyuF5SUlIUFxcni8WSi2izl5SUZI03MwWpXnLKJStGq5ec8ihItSLlnE9Bqpf8xDZTAGwsXrxYbm5u1g9uL168qBdffFElSpRQ+fLltXbtWtWtW1eDBg2yq7/169c7M1yrWbNmaevWreratatatmx5zycVrmCxWPTHH3+ocuXKGbZi8vT01EMPPWTdr9FkMjk9nuTkZMXGxio1NVWXLl3S6tWrFR8fr0cffdTuPp555hnrH+C6detqxIgReuqpp/Ilfun23p/S7Q87AwIC9OOPPyo5OVmVK1fW8OHD5e/vLze3rOf1r127poiICDVr1kzFihWzOVa1alVVq1ZNx48fd2oO6Zo3b67ixYtr+fLlqlKlipo2bapbt27pm2++0S+//KKpU6faPZnRt29fxcXFyc3NTQ0aNNCECRP0+OOPOzmD/PHvf/9bN2/eVNOmTTMca9Kkidzd3fNtzKTbH4AlJibq1q1b+vPPPzVv3jxJcqiOpNvLkOPi4lSkSBE1a9ZMkydPVtu2bZ0QcUZ79uxRiRIldPPmTQ0aNEgnTpyQJJnNZk2dOlWPPfZYjn2k/84z29c1ve348eMaMGBAHkaeUbt27fTJJ5/o9ddf10svvaRatWrp2rVrWrlypVJTU/XMM8/Y3VdUVJSaNWummzdvytPTU23atNGzzz6rhg0b5mnMUVFRknTPH8bezRW1kl0uBa1WMsuloNZKZrkUlFrJi3MVe+RHvTiSi9HrxZ5cCkq92JNLQamXzz//XIcPH9YXX3yR7fnvvcqPcXEkl/j4eN26dUsJCQk6deqU5s6dKw8PD7u3zZVcPy4//fST6tSpo2PHjmnOnDkKCwuTm5ubmjRpohdeeMGuPfyPHTsmSWrWrFmGY+ltx48fV+vWrZ2aS7t27fTjjz/qhRde0NSpU1W1alVFRkbqo48+UpkyZawXjNnj2LFjatq0qZKTk1WiRAl17NhR06ZN04MPPpjrHNLt2rVL27dvV2pqqsqWLatu3bpp2rRpqlix4j33faf8qBdHcjFyvdiTR0GpFXvzKSj1kt+YzABg48yZMxo+fLj1+y+//FImk0nbtm1TtWrVNH78eG3evNnuyYxWrVo5K1Qb33//vfr376933303X57PGWJiYpSQkJDlvQuqVq2qw4cP68aNGypbtqzT4zly5IjNapZSpUrp6aef1uTJk3P82WLFiqlXr15q27atKlasqMjISG3atElvvvmmQkNDNWvWLGeGbhUWFiZJeuWVV1SzZk3Nnj1b0u2rAT/88ENFRkZmG8vly5cl/f+VD3erWrWq/v3vf+dx1JmrVKmSAgMD9eabb2ratGnWdk9PT82ePduumixVqpQGDx6s5s2bq2zZsgoPD9eGDRs0bdo0Xbx4Uf7+/s5MIV9kN2YeHh4qX7689TH5YeXKlTY3Xff29tb7779v94dFFSpU0MiRI9WoUSOVKFFCZ8+e1bp16zR27FjNmTNHvXv3dlboVmFhYUpLS9O4cePUrVs3Pf3007p27ZqWLl2qKVOmaN68eXriiSey7SP9d373VUV3tuXHuHTp0kUvv/yyli1bZvP6VrVqVW3YsEFNmjSxqx9vb281a9ZMPj4+8vDw0B9//KENGzZo6NChWrVqVZ7+7VuwYIEkaeDAgXnWp+SaWskul4JWK5nlUlBrJbNcCkqt3Mu5iiPyo14cycXo9WJPLgWlXuzJpSDUS1RUlD744AONHTs20xux5yVnj4ujubz11ls2N7yvX7++Fi9ebHO/o+y4elxiY2N19epVJScnKyAgQEOHDtW0adMUHh6upUuXauzYsVq7dq1atGiR43NJmY9L+mtb+mOclYskDRs2TJcuXVJQUJDN/QLq16+vzz77TLVr17br+erVq6eBAweqbt26SktL05EjR7Rp0ybt3btXmzZtsnt8M9OoUSP16NFDtWvXVnx8vPbt26cvvvhC+/fv1+eff56nExrOrhdHczFqvdiTR0GpFXvzkQpGvbgCkxkAbFy/ft3mD9qhQ4fUokUL602BunTpoo8//thV4WXJYrFkOnNekNy8eVOSsry6Pr09/XHO5uvrqzVr1igpKUnnz59XSEiIdcuoIkWy//Px+OOPZ7jSf8iQIRoxYoQ+++wzDRw40O43dvcifUupEiVKaMOGDdbfYa9evdSrVy99/vnnGjNmTIablKezZ0zyazwkqUyZMqpbt67atGmjdu3a6ebNmwoJCdH//M//SFKOExpjxozJ0DZ48GD169dPH3/8sfr06ZPlxE1BkZiYKCnrMfP09MzXMevXr58efvhhxcXF6eTJk/rhhx8UExNj98+/9NJLNt9369ZNAwYMUO/evTV79mw99thjGVYN5bX4+Hilpqaqd+/eNje8b9eunXr16qU5c+aoV69e2a64ym5cihYtKpPJlG/jUrVqVdWvX19t27ZVgwYNFBUVpbVr18rf31+rVq2Sn59fjn289957Nt93795d//jHPzR48GC98cYb+vrrr/Mk1qVLl+rbb79Vt27d1L9//zzpM11+10pOuRSkWskql4JYK9mNS0GolXs5V3FEftSLI7kYvV7syaWg1Iu942L0ennzzTdVtmxZTZkyJdd92MvZ4+JoLhMmTFCfPn0UExOjI0eO6PDhww7Vi6vHJf39TExMjCZOnGhzUZOfn59Gjx6tuXPnatOmTdk+V3bjkn7D4fTH5Ia94+Lu7i5vb2/5+vqqW7duqlWrlv7++2+tWrVKEyZM0Nq1a1WjRo0cn2/58uU23z/++OPq0KGD/P399d5772nFihW5ziU4ONjm+759+6px48aaNWuWAgMD9cYbb+S677s5u14czcWo9WJPHgWlVuzNRyoY9eIKTGYAsFGyZEnrH6vU1FQdPXrU5v4NRYoUydcPAu3VokULu/bgNrL0N41Z7emY3u7sDy7TlSlTRo888oj1+/79+6tv3766cOGCVq5c6XB/RYoU0cSJE/XPf/5Te/bsyZfJjPTfVa9evWxORjw8PPTEE09o0aJFOnDgQJaTGfaMSX6NR2hoqIYNG6bRo0frxRdftLb37dtXw4cP11tvvaVHH33U4SuFSpYsqbFjx2rWrFnau3dvnl/9nd/S9w3Nasxu3bqlcuXK5Vs8NWrUsJ5gdu/eXV27dtXQoUOVlJSU65UwVapU0cCBA7V69WodPXpUbdq0ycuQM/D09FRCQkKG5e21atVSs2bNdOjQIf3111/ZXtGT3bgkJSXJYrHkSy0FBQXpjTfe0IoVK9SxY0dre48ePfSPf/xDr732ms3VaI5o0KCBunTpol27dunChQt2vbHIzrp16/Thhx+qVatWmjt3bp5vz5eftWJPLgWlVrLLpaDVSna5FJRayetzlazkR73Qif5KAAAX8klEQVQ4kovR68WeXApKvdiTi9Hr5auvvtLu3bu1Zs2afPlb68xxyU0u9erVs658f/zxx7Vr1y5NnTpVRYoUyfU2q/k5LukfnkrKUC9t2rSRl5eXjh07psTExGz3z89uXG7dumXzGEc5Mi5z587VmjVrtHXrVpnNZmt7hw4d1K9fP73//vs2K88c0alTJ/n5+Wn//v1KSkpy6H6CORk2bJgCAwOt2xjnFVecI2eXi1HrJTN351EQaiU7mY1LQa0XZ+MG4ABs1K9fXyEhIYqOjtamTZuUkJBgs2Q9MjJS5cuXd2GEmXvxxRf19ddfa9euXa4OJdfKli2r4sWLZ7mM9PLly3rggQdcdj+QMmXKqEuXLvr555918eLFXPWRfi+Q6OjovAwtS+mrDCpVqpThWHrbjRs3cvz57MYkv1YyrFu3TklJSerZs6dNu8lkUo8ePXTz5k0dPXo0V33n97g4U3ZjlpycrOjoaJeuPmncuLHq1KmT4xVBOUm/GV9+jFn6yrzMJsrsqSMp+yXZ6W35MS4rV6607hF7pwoVKqhly5Y6deqUwzfQvVN6LV2/fv2e4lyzZo3eeecdtW3bVsuXL3fKG6b8qpXc5mLEWskpl4JUKznlUlBq5W55ca6SGVf8bXEkFyPWy50yy6Ug1cudMsvFyPWSlJSk2bNnq3379vL29lZ4eLj1S7q9Cjk8PFzXrl3LdXx3c9a45FUu3bt3V4kSJRQUFORwDHfKr3EpW7asHnjgAUlZ10taWlqON2hO3zIns3HJbqujvMwlOTlZa9euVZ06dWw+mJX+/0P0gwcPOhzDnby9va33uslLJpNJXl5eef766IrXMUdyMUK9ZOXuPIxeKzm5O5+CXC/OxsoMADbGjx+vSZMmWW/w5Ofnp4cffth6/Oeff87zm5vmhXr16untt9/WlClTVKlSJdWoUSPDTcdMJpPWrVvnoghzZjKZ5Ofnp0OHDikiIsLmJuBJSUk6deqU/Pz88u3m2ZlJX5WT0wlAVtJPavP6xmlZadq0qYKCgnTp0qUMx9LbsrupbsWKFeXl5aXQ0FDdvHnT5qqYy5cv69KlS3m+9UtWrly5IklKS0vLcCwlJUXS7dVUuXH+/HlJmU/6FDRms1nFihXLdGLn2LFjSk1NVePGjV0Q2f+7efNmjh/Q5CQ/x6xJkyYKCwvTpUuXMpxIp9dRTjXdqFEjSdLvv/+e4diRI0ckKV/GJSoqSh4eHrJYLBleS9PrKP2/uZEXr3ErVqzQ3Llz1aFDBy1atMjmKrO8lB+1cq+5GKlW7MmloNSKPbkUhFrJyr2eq2TGVX9bHMnFSPWSmbtzKSj1kpm7czFyvdy8eVPR0dH65Zdf1L1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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 (0.8660140852265386+3.5986092466641496e-17j)\n",
      "Plotting data (No filename), pType=a, thres=0.0008660140852265385, 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"
     ]
    },
    {
     "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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2bt2KESNGYP369XBzc6vBnhARERERERERERH98zGYQVqjqWDGlStXXruMkpISAIChoaHCMiMjI7k8lXn69CmWLl2KCRMmwNbWttptLlq0SO7/3t7eGDBgAIYNG4YffvgBhw4dUrX6RERERERERERERG8VBjNIazQ1Z0ZVc2GoytjYGABQWlqqsOzFixdyeSozd+5cNG3aFJMnT65xPezt7eHp6YkjR47g8ePHaN26dY3LIiIiIiIiIiIiIvqn4uzDpDXicl2NfDTBysoKAJCenq6wTJomzaPM0aNHcebMGXzyySdIT0/Hw4cP8fDhQ2RlZQEAsrKy8PDhQzx//rzautjY2AAAcnJy1N4PIiIiIiIiIiIiorcBe2aQ1kiE+hM769atG8LCwnDlyhX06tVLbpl0GKuuXbtWuv6TJ08AvOydoczixYuxePFibNy4ET179qyyLg8fPgQANG3aVOX6ExEREREREREREb1NGMwgrZEIOnVdBRkvLy8sWLAA4eHhGDduHMzMzAC87JURHR0NZ2dn2ZBPJSUlePr0KczNzdG8eXMAgIeHh9LJw+Pi4rB9+3YEBQXBxcVFNpdGQUEBTExMoKenJ5c/Pj4eJ0+ehJ2dHVq2bFmbu0xERERERERERET0xmIwg7RGUo9GNbO0tERoaCjmzp2LwMBABAQEQCwWY+vWrRAEAbNnz5blTUpKwpgxY+Dn5yebxLtNmzZo06aNQrnFxcUAXvbq6N+/vyz94sWLWLhwITw8PNC6dWsYGBjg+vXr2Lt3L4yMjDB//vxa3mMiIiIiIiIiIiKiNxeDGaQ1YtSfnhkAEBAQAEtLS6xfvx5LliyBgYEBnJ2dMWXKFNjZ2Wl0W+3atUOXLl1w6tQp/P333xCLxWjevDkGDx6Mf//730oDI0RERERERERERET0ko4gCEJdV4LeDnutR2qknMHpOzRSDhERERERERERERG9Gdgzg7RGrFO/emYQERERERERERER0ZuBwQzSGjFjGURERERERERERERUAwxmkNbUx54ZMTExWLduHe7cuSObM+Prr79Wac6MU6dOISwsDLdv30ZOTg50dXXRsmVL9O/fH2PGjIG5ubnCOk+ePMGyZcvw559/ori4GG3btsXo0aMxfPjw2tg9IiIiIiIiIiIion8EBjNIa8rqugKvCA8Px+zZsyESiTB9+nSUlpZi27ZtCAwMxM6dO6sNaNy9excA4O/vj+bNm0MsFuPatWtYs2YNDh06hIiICBgbG8vyp6enIyAgAAUFBRg7dixatWqF48ePY86cOXj69Cm+/vrrWt1fIiIiIiIiIiIiojcVJwAnrfmt1WiNlDMxddtrl5GXlwdPT0+YmZnh4MGDMDMzA/Ay4ODj4wN7e3ts3769RmWvXbsWS5cuxeLFi/Hxxx/L0mfMmIG9e/di1apV8Pb2lqUHBwfj+PHjOHToENq2bfta+0VERERERERERET0T6Rb1xWgt4dYRzOf4uJilT5ViY2NRWFhIYYNGyYLZACAtbU1BgwYgPj4eKSmptZoP1u1agUAyM/Pl6WVlJTgyJEjaNWqlVwgAwDGjRuHsrIy7N+/v0bbIyIiIiIiIiIiIvqn4zBTpDVlGpoyw9HRUaV8t2/frnRZYmJipWU5OjoiIiICSUlJssBEVYqKivDixQsUFxfjxo0b+Pnnn2FgYIBevXrJ8ty5cwfPnz+Hg4ODwvrdu3eHnp4ekpKSVNktIiIiIiIiIiIiorcOgxmkNeK6rkAFGRkZAF72xHiVNE2apzrz589HVFSU7P/vvvsu1qxZgw4dOsjS0tPTK92egYEBGjduLMtDRERERERERERERPIYzCCtEWuoZ8aVK1deu4ySkhIAgKGhocIyIyMjuTzV+fTTT/HRRx8hNzcXly9fRnx8PHJzc1XennSbz58/V7n+RERERERERERERG8TBjNIayTQzFzzJiYmr12GsbExAKC0tFRh2YsXL+TyVKdjx47o2LEjAMDHxwdHjhzBl19+CX19ffj4+FS7Pek2GzVqpN5OEBEREREREREREb0lOAE4aY2mJgDXBCsrKwBQOrSTNE2aR13e3t4wNTXFzp07ZWnS4aWUbU8sFiM7O1vpEFRERERERERERERExGAGaZEYgkY+mtCtWzcAyoeskqZ17dq1RmWXlZVBLBYjLy9PliYSidCgQQNcvXpVIX9iYiLKyspkdSIiIiIiIiIiIiIieQxmkNbUp2CGl5cXTE1NER4ejsLCQll6eno6oqOj4ezsjNatWwN4Od9FcnIyMjMz5cp49uyZ0rJ37tyJ0tJSODg4yNKMjY3Rr18/pKamIiYmRi7/pk2boKenB19fX43sGxEREREREREREdE/DefMIK0p01AgQhMsLS0RGhqKuXPnIjAwEAEBARCLxdi6dSsEQcDs2bNleZOSkjBmzBj4+flh0aJFsvSBAwfC0dERXbp0gZWVFfLy8hAXF4dTp07BxsYGwcHBctucOnUqzp8/jxkzZuD69eto1aoVYmNjceLECUycOBHt27fX2v4TERERERERERERvUkYzCCt0VSvCk0JCAiApaUl1q9fjyVLlsDAwADOzs6YMmUK7Ozsql1/zJgxOHfuHHbu3Inc3FwYGhqiTZs2+OKLLzBu3DhYWlrK5W/ZsiXCwsKwfPlyhIWFobi4GG3btsV//vMfBAQE1NZuEhEREREREREREb3xdARBqF9vmOkfa2LbYRop57eUcI2UQ0RERERERERERERvBvbMIK2pT8NMEREREREREREREdGbg8EM0pr6NswUEREREREREREREb0ZGMwgrREL5XVdBQUxMTFYt24d7ty5I5sz4+uvv1Zpzoz79+8jPDwcN2/exM2bN5Gbm4uhQ4diwYIFSvPPnDkTUVFRSpfNmTMHo0ePfq19ISIiIiIiIiIiIvqn0q3rCtDbowyCRj6aEh4ejpCQEJSUlGD69On4/PPPcefOHQQGBuLWrVvVrn/16lVs2LABjx8/RpcuXVTe7k8//aTw6dWr1+vsChGRxs2YMQPu7u4oLi6u66oolZKSgsmTJ6NXr16wtbWFi4sLAGDVqlWwtbXFxYsX5fLb2toiKCioLqr6RsnIyEC3bt2wYsWKOq1HUFAQbG1t67QOVDvepGvx4sWLsLW1xapVq+q6KirZvXs3bG1tsXv37nq1jZkzZ8LW1hapqam1Vq9/Mk9PT3h6etZ1NegN9Lb9lkokEtja2mLcuHF1XZVKvQl1fFNNmTIFtra2ePbsWV1XhYhqGXtmkNaIUX96ZuTl5WHRokWwtrbGzp07YWZmBgDw8fGBj48P5s+fj+3bt1dZhoeHB+Li4mBpaYnU1FR88MEHKm178ODBr11/IqLadO3aNezbtw+hoaEwMTGRpVe813Xr1g1//PEHdHR0FNa3tbWFlZUVTp8+XSv1Kysrw+TJk/Hw4UMMHjwY1tbWMDIyqpVtvW2srKwwYsQIbNy4EQEBAWjRokVdV+m12Nraws3NDVu3blVrvaCgIMTFxeH27du1VDOqD6T3ND8/PyxatKiuq0NaFBUVhe3btyM5ORm6urro1KkTJkyYAA8PD7XLOnHiBDZs2IAbN26gvLwcHTt2xMiRI+Hn51cLNSf6P9Ke/7GxsWjVqlVdV0cl0t/XyvB+XHvy8vLkRpZ48OABysvLsWXLFrz33nuVrieRSLBlyxZERUXh4cOHMDY2hoODA7744gt0795d5e2Hh4dj9uzZlS7X09PDjRs31NonIno7MZhBWlOfhpmKjY1FYWEhxo8fLwtkAIC1tTUGDBiAiIgIpKamVvlQ2KhRoxptWxAEFBUVwdjYGHp6ejUqg4ioNi1fvhxmZmYIDAysNE9SUhIOHToEX19fLdbspdTUVNy7dw/Dhw/H/Pnz5ZaNGjUKPj4+aNmypdbr9U/xySefYNu2bVizZo3C90tE9KZbvHgxNmzYAGtrawwbNgxisRiHDh3CpEmT1B76ddu2bZg/fz4aNmyIjz76CAYGBjhy5AhmzpyJO3fuIDQ09LXru2nTptcug95OixcvRklJSV1XQyk/Pz/Y2NgopNvb29dBbd4Ojx49wpIlSwAALVq0QKNGjZCVlVXlOoIg4Ouvv8bRo0fRoUMHjB49Gjk5OYiOjsbZs2exevVqtYPAnTp1UtrbTFkDKSIiZRjMIK2RCGUaKUfVIU8qtiZ+VWJiIgDA0dFRYZmjoyMiIiKQlJRUKy1cXFxcUFhYCH19fTg6OmLy5Mlwd3fX+HaIiGriwYMHOHfuHIYNG4YGDRoozdOyZUs8e/YMy5YtQ79+/WBoaKjVOmZmZgIAmjdvrrCscePGaNy4sVbr809jZWWFnj17Yv/+/ZgxYwbMzc3rukpERBpx+fJlbNiwAe+88w4iIiJgaWkJ4GUQd8iQIVi8eDH69u2r0t8AqampWLx4MRo2bIjIyEjZOpMnT8bQoUOxYcMGeHt7K/17Qx3vvPPOa61Pb6/63LDDz8+vyt4ApHmtWrXCpk2bYG9vj4YNG2L69OnYv39/levs3bsXR48ehYuLCzZu3Ch75g8ICMDo0aMxe/ZsxMTEwNTUVOV6dOrUCSEhIa+1L0T0dmMwg7RGU/NdqPoHQVVDQ2RkZAB42RPjVdI0aR5NadKkCYKCgtC1a1eYmpri7t272Lx5M8aPH48lS5Zg0KBBGt0eEVFNREZGQhAE+Pj4VJrH2toaXl5e2LJlC7Zt24YJEyaoVHZ5eTl27dqFiIgI3L9/H4IgoEOHDhgyZAhGjBgBXd3qp/KqOPbz6tWrsXr1agBAcHAwQkJCsGrVKqxevbraLvNSEokEu3btwt69e3Hv3j2UlZWhXbt2GDp0KEaOHClXp4pD0gQHB2Pp0qU4d+4ciouL8e677yIkJEShdVpBQQF27dqF06dPIyUlBdnZ2TAzM4ODgwMmTZoEBwcHpfvo5uaG5cuXY+nSpTh16hSKi4thZ2eH6dOnw8XFBcXFxVi1ahUOHz6MZ8+eoU2bNggODsaAAQOU7ueBAwewa9cu3Lp1C8+fP0erVq0waNAgfPrpp0qDUb6+vjhz5gwOHjyIESNGVPs9VqXiMXn69Ck2b96M+/fvw9TUFH379sXUqVPRrFkzlcpS9RzavXs3Zs2aBQCIi4uTO2+k54oyrw4bWXE9Nzc3bNq0CZ6enigoKMCZM2eU/vE+b948bN++Hb/88gs+/PBDWTlubm74+eef8fPPP+Ps2bMoKipCx44dMX78+EqfAc6cOYMtW7YgKSkJRUVFsLa2Rr9+/fD555/DwsJCpe+sNtXk/JbKyMhQ6bsQBAF79uzBrl27kJKSgqKiIjRu3BgdO3bEkCFDqrxXVUV6XgIvhxyKioqSLVu4cCH8/f3l8t+8eRPLly/H5cuXIRaL0bVrV0ydOhVOTk5Ky92yZQsyMzOxZcsW3Lt3D40aNcLx48dl+RITE7F+/XokJCQgLy8PTZo0wb/+9S9MnjwZVlZWcmU+fvwYa9euxYULF5CRkYEGDRrAysoKjo6OmDJlitLewhcuXMD/+3//D3/99Rd0dHTg4uKC0NBQdOjQQSFvZmYmfv31V5w6dQqZmZkwMzODi4sLJk2apNa8cOfOncPq1atx48YNGBoawsXFBdOmTVN5fW0ICwsDAEyaNEkWyABevuQbOXIk1qxZg927d+PLL7+stqzIyEiUlpbis88+kwt+WFpaYuLEifjuu+8QFhb22sEMaQvmiueP9B63cOFCtGzZUuVjXVJSgq1bt+Lw4cN48OABgJe/6b169cKkSZPQtGnT16prcnIy1q1bh4sXLyIzMxPm5uZo164dBg4ciJEjR8rySe+Jy5Ytw4oVK3D69Gn8/fffWLBggezaU+e8LC0tRVhYGKKiopCamorS0lI0adJENkdPz549ZXnj4+Oxbt063LhxA9nZ2bC0tISNjQ369OmD4OBglfZTne1Jv5fff/8d58+fR1ZWFiwsLODu7o7Jkyejffv2CuWrcpwq/j5V/N2ysbGRnSuVDZmo7vOY9HitXLkSy5cvx4kTJ5Cbm4s2bdpgwoQJGDJkiErfm7ry8/PlfmNycnJgbm4OR0dHTJo0Cd26dVOpnMLCQmzatAmHDx/GkydPAABNm9RSIfYAACAASURBVDZF165d8emnn6JTp05y+a9cuYINGzbg8uXLcvfn4OBgpQ1pNCU/Px+//fYbjh07hqdPn8LY2FhWR2WNH1+8eIH//e9/2Lt3L549e4bmzZvjo48+wr///W84ODjA3d1drmdXo0aN1G5EKb1nTpkyRe550cHBAR9++CEOHDiAo0eP4uOPP67ZTlfh8OHDOHr0KK5du4bMzEzo6Oigffv28Pf3x8iRI1XuyRETE4OtW7fi/v37yM/PR8OGDdG2bVsMGjQIw4cPl8ubnZ2NdevWITY2Fk+fPoWRkRG6deuGzz77jA1QieoRBjNIa8Qa6pmhCdLutspe4EjHXdd0l9xvvvlG7v9eXl7w9/fHoEGD8OOPP6Jfv36VtoImItKWc+fOQU9Pr9oxcCdPnow9e/bgf//7H/z9/dGwYcNqy/7mm29w4MABtGjRAkOHDoWOjg6OHTuG//znP0hISMDSpUurLSM4OBhPnjxBVFQU3Nzc4ObmBgCyf9UhFosxadIknD17VvayxcjICBcvXsT8+fORmJgo645f0ZMnTzBs2DC0bt0agwcPRl5eHg4dOoQvvvgCGzduRI8ePWR5k5OTsWLFCri4uKBv376wsLBAWloajh8/jjNnzuDXX39Fnz59FLaRn5+PwMBAmJqawtfXV7aNTz75BLt27cLcuXORl5eHvn37QiKR4MCBA5gyZQpatGih8AL522+/RWRkpOxFuIWFBa5evYqVK1fi/Pnz2LhxI/T15R8JpS9oz50799rBDKlNmzbhzz//hI+PD3r37o2EhATs3r0bcXFxCA8PV6lHjarnkL29PYKDg7F69WrY2NjIjV1f1bliYWGB4OBgREVF4cmTJ3IvtmxsbKCnp4dhw4Zh1apVOHjwoMIfwc+fP8f+/fvRrFkzhSEU8vLyEBgYCHNzc/j7+6OgoADR0dGYPn06MjIy8Omnn8rlX716NVatWoWGDRuib9++aNy4Me7cuYMNGzbg9OnT2LVrl9xQmXWhpue3Ot/F8uXL8dtvv6FVq1YYMGAAzM3N8ezZM1y7dg2HDx+ucTDDzc0NY8aMwZYtW2BnZwcvLy/ZsleHOfnrr7+wbt06ODg4YNiwYXj69CliYmIwbtw47NmzR+nLyI0bN+LPP/+Eh4cH3nvvPRQUFMiWRUZGYs6cOTA0NISnpyesra3x8OFDhIeH4/jx4/jjjz9kLaozMzMxdOhQFBYWok+fPvD29saLFy+QmpqKffv2YfTo0QrBjJMnTyI2Nha9e/fGiBEjkJycjFOnTuHatWs4ePCg3LX2+PFjjBw5EpmZmejRowd8fX2RlpaGw4cP4+TJk1i1apVKQ4gcPnwYU6ZMgYGBAXx8fNCsWTMkJCRgxIgR9WoC4gsXLgAAevfurbCsT58+WLNmDS5cuKBSMKO6sirmqS3qHOu8vDyMGTMGt27dQrt27TBkyBAYGBjg8ePHiIyMRL9+/V4rmHHy5El89dVXKC0tRe/eveHr64v8/Hzcvn0b69atkwtmAEBubi4CAgJgYmICb29v6OjooEmTJgDUPy9nzZqFAwcOQCQSYfDgwWjQoAEyMzORkJCAM2fOyIILp0+fxsSJE2FmZgZPT09YWVkhNzcX9+/fx44dO1QOZqi6Pek2Q0JCIJFI4OHhgXfeeQcZGRmIiYnByZMnsWXLFnTu3Fnt4xQcHIxjx47h1q1bGDNmjCzArUpvypo8j0mfSwwNDfHhhx/ixYsXOHLkCL799lvo6urWyhwxd+7cwcqVK+Hq6goPDw9YWFjg6dOnOH78OE6fPo21a9cqBI5eJQgCJkyYgMTERDg6OmL48OHQ1dVFRkYGLl68CFdXV7lgxh9//IHvv/8eDRo0kJ0jKSkpCA8Px8mTJxEeHq4QcNaE3NxcBAYG4v79++jWrRv69euH7OxsREdHY/z48Zg/fz6GDRsmy19eXo7JkyfjzJkzaNu2LUaPHg2xWIyIiAjcuXNHI3UqKSlBYmIiTE1NFQL3wMt734EDB3Dx4sVaCWb89NNPMDU1hYODA5o3b478/HycP38e8+bNw82bN/Hjjz9WW8aWLVuwYMECNG/eHB988AEaNmyIv//+G7du3cKePXvknuMePXqEMWPGIC0tDW5ubujbty8KCwtx4sQJTJgwAQsXLqyV/SSiGhCItOT9lp4a+RQVFan0qcrEiRMFkUgk3Lt3T2HZmTNnBJFIJGzYsEHlfXv8+LEgEomEb7/9Vu3vZdGiRYJIJBLOnz+v9rpERJpUVFQk2NvbCwMHDlS6XHqvGzFihCAIgrBu3TpBJBIJ//3vf+XyiUQioXfv3nJp+/fvF0QikfDxxx8LhYWFctv08/MTRCKRsG/fPpXqeeHCBUEkEgm//PKLwrJffvlFEIlEwoULFxTqNHr0aKV5582bJ0gkElm6RCIRZs2aJYhEIuHo0aMK+y8SiYRVq1bJlXX69GlBJBIJn376qVx6fn6+kJWVpVDPtLQ0oVevXkL//v0Vlkm3MWfOHKGsrEyWHhUVJYhEIsHV1VWYOHGi8Pz5c9myS5cuCSKRSPjiiy/kyoqMjBREIpEwefJkoaSkROn+b9q0SaEOgiAILi4uQo8ePZQuU4d0O507dxauX78ut2zBggWCSCQSZs2aJZc+evRoQSQSyaXV5BxSdtxVoWz7UhkZGUKnTp0EPz8/hWXS73vZsmUK9RCJRMKXX34pd0wfPXokuLq6Cp07dxYePXokSz9//rwgEomEgIAAIS8vT+k2FixYoNK+PH78WPjll1/U+jx+/Filsl/n/Fb1u3BzcxN69+4tFBcXK5SlbNvqkF7ToaGhSpdL7zUikUiIjIyUW7Zz505BJBIJ33//vVy69Hzv3r27wvkuCIJw//59oXPnzoKXl5eQnp4ut+zcuXOCnZ2d3HW8ZcuWSq/ToqIiuetaem7Y29sL586dk8v7888/CyKRSFi7dq1c+oQJEwSRSCSsWbNGLj0hIUGwt7cX3Nzc5K436TYqfh+FhYWCm5ub0KlTJyEpKUmuHOk1LhKJVD6vLly4oPY5q4qioiJBJBIJDg4OSpdnZWUJIpFIcHd3V6m89957TxCJREJ2drbS5Q4ODoJIJFJ67qrDw8ND8PDwkEurybGeOnWqIBKJhLlz58pde4IgCAUFBUJ+fn6N65iVlSU4OTkJnTt3Fi5evKiwPC0tTe7/0nPim2++EcRisUJ+dc7L/Px8wdbWVvDz85P7LZeqeHyCg4MFkUgk3Lx5U+k+qEKd7eXm5gouLi6Cm5ubcPfuXbl8d+7cERwcHISPP/5YLl2d4xQaGlrltaXJ31Lp37oV9/nu3buCvb29MGDAAKXbr6pOoaGh1V7LeXl5Sq+v1NRUoWfPngrPq2KxWBCJRMLYsWNladevXxdEIpEQEhKiUI5EIhFyc3Nl/793757QuXNnwdvbW8jIyJDLe+bMGcHOzk5pOepQVkdBEGTPna/+pty7d09wcHAQunTpIjx9+lSWHhERIXvGefHihSw9NzdX6Nevn9JtvGratGlKn5mlbt68KYhEImHw4MFKl1+5ckX2rKKKP/74Q3buKTv2r16XDx8+VChDIpEIX3/9tdLrWJqemZkpS/Px8RG6d+8u5OTkKJT16jU/bNgwwc7OToiJiZFLz8nJEQYMGCA4ODhUer8nIu2qfjwHIg2RoFwjHxMTE5U+VZG2pkhPT1dYJk2rjRYXyki7pWdnZ2tle0RElcnIyEBZWZnKQ/4EBQXBxsYG27dvx+PHj6vMGxkZCQCYNm2a3NA8JiYmsp5r4eHhNay5+srLy7Ft2zY0a9YMs2bNgp6enmyZnp4eZs6cCR0dHaVjCdvY2ODzzz+XS+vduzdatmyJpKQkuXRzc3OlPQ6sra3Rv39/3L9/H0+fPlVYbmxsjBkzZsgN9TBo0CDo6+sjLy8P3333nawnIfByPiYbGxvcvHlTrpwtW7ZAX18f//3vfxV6/33xxRdo2LBhpeMlN23aFNnZ2Xjx4oXS5er66KOPFIZyCAkJgbm5OQ4cOIDS0tIq168v55C0dd/169fx119/yS3btWsXdHV15VpPSunp6WH69Olyx7R169YICgqCWCzG3r17Zelbt24FAMyfP19hOCl/f3/Y29tXO8611JMnT2RDsqn6kQ7DUZ2ant/qfBcAoK+vL3eNSmlrfhwnJyeFYaeGDBkCfX19hWteavjw4QrnOwDs3LkTYrEY3333ncKzpru7Ozw9PXHixAkUFhbKLVPWe9fExERpuo+Pj8JwGNLWp9euXZOlpaen4+zZs2jZsqVCzyAnJyf4+voiNzcXR48eVbqPUrGxscjNzcXAgQPRtWtXuWXSa1wdcXFxap+zqpD2jqmsPtL0/Px8lcqTHqPKypP2nKrYK0fTVD3WWVlZOHToEJo1a4bQ0FCFYYTMzMxea36kPXv2oLCwECNGjFDa+03Z0L4GBgYIDQ1V6Bmo7nmpo6MDQRBgaGiodLhKZcOwVfz9lFL1fqLO9vbs2YP8/Hx8+eWX6Nixo1y+d999F8OGDcONGzdw7949ALV/nICa/5YaGxsrPC917NgRTk5OSE5OVrhnVScqKqraa9nCwkLp8bOxsUG/fv1w584dlYeGVnav1NPTkxtubseOHRCLxZg9e7bCcFLvv/8+/vWvfyE2NlblOTxVVVpaigMHDsDMzAxTp06VWyaddLu0tFTut3HPnj0AFId/srS0VHhGrSlV75nq3uNu3Lih9Ni/OhyasvmC9PT0EBQUBODlUJyq0NfXV7jPAPLXfGJiIhITEzFw4ED069dPLl/Dhg0RHByM4uJixMbGqrRNIqpdHGaKtEZTE4BrQrdu3RAWFoYrV66gV69ecsuuXLkCAAp/jNWWlJQUAFD55SERUW3Jzc0FAJXH4jc0NMTUqVMxbdo0/Pzzz1i5cmWleW/cuAFdXV2lLzlcXV2hp6en8CK+Nj148AC5ublo27Ytfv31V6V5GjRogPv37yuk29nZKX2xam1tjatXryqkJyQkYMuWLbh69SqysrIgFovllmdkZChM0tm2bVuFIYT09PTQpEkTlJSUoHXr1grbsbKyknuxWlJSglu3bqFRo0bYvHmz0n00NDREcnKy0mXSP/BzcnKUvohSl7Jjb25uDnt7e8TFxSE5OVlheJ+K6tM5NHLkSBw5cgS7du2Sjd1++/ZtXL16FX369FE6eXCLFi2UHjfp/ty4cUOWdvXqVRgYGODw4cM4fPiwwjpisRjZ2dnIyclR+qKnovfee6/KecReV03Ob3W+i0GDBmHr1q3w9fVF//794erqCkdHR61OTK9s3ggDAwM0adKk0hfflY3lLr1HxMXFyb1slsrKykJZWRlSUlLQpUsXeHp6YtmyZZg3bx7Onj2L999/H05OTujYsWOl44Urq2+LFi0AvBzCRkr6PTs7O8PAwEBhnR49emDfvn24ceNGlUNrSMtxdXVVWFbxGldVSEhInU4Oq+o47NURBEGj5Smj6rG+du0aysvL4erqWm2jr5qQntfKhpWrjI2NjWxYqYrUPS/NzMzg4eGBEydOYPDgwfD29oaLiwu6d+8OY2NjuXUHDRqEmJgYDB8+HAMGDECPHj3g5OSk8Bt38eJFhXPWxsYG/v7+am1P+r3cunULq1atUtgX6d+BycnJ6NixY60fJ6Dmv6Vt2rRROrSh9LsrKChQa+hDVec2i4+Px5YtW5CYmFjpb0xVjRBFIhFEIhH27t2L1NRUeHp6wtnZGV26dFE4v6TvAS5evKj0eS4nJwcSiQSPHj2CnZ2dKrupknv37uHFixfo3r270mfwHj16YO3atXK/jTdu3IC+vr7SuamcnZ01Vreq1PQeN3ToUCxYsKDafFlZWVi3bh3OnDmDJ0+eKASRVAlkDRo0CMuXL4ePjw98fHzg6uoKJycnhWcn6bHPzc1Veq0+e/YMACp9ZiYi7WIwg7RGUl5/ghleXl5YsGABwsPDMW7cONmDV3p6OqKjo+Hs7Cz7I7ukpARPnz6Fubl5jSf8Ki4uhp6enkIroAcPHiAiIgJNmjSpdnx6IqLaJm21pk5LfF9fX9mkilevXq10wt+CggJYWloqnatIX18fjRo1QlZWVs0qXgPSwE1KSkqVrXqLiooU0ioL9ujr66O8vFwu7ejRo/jyyy9hZGSEnj174p133oGxsTF0dXURFxeHuLg4pT0SKntRq6+vX+UyiUQi+39+fj4EQUB2drbKLZcrkp4Hylqw1oSyl1YAZGO0V9eyrz6dQz169ECHDh1w4MABhIaGwszMDLt27QIABAQEKF2nsrHole1/bm4uJBJJtcetuLi42mBGbarp+a3OdzFr1iy0bt0akZGRWLt2LdauXQt9fX306dMHM2fORJs2bWpn5ypQ55qXqmwfpfee9evXV7lN6UsbGxsbREREYNWqVThz5gxiYmIAvHxhPWHCBIwZM0al+kpbpVasr/R7rqxBjTRdlWsTqP641rXqWhFX1wr5VWZmZsjJyUFBQYHS61D6+1Gbc9uoeqylQbfa6nku/e7UKb+y864m5+WKFSvw+++/48CBA7IXkUZGRvjwww8RGhoqOwe9vb3x22+/YcOGDdi9e7fsvt25c2dMmzZN1shN2juoIjc3N1kPLVW3J73e//jjjyq/C+n1XtvHCaj5b2lV90EAKCvT/N/60dHRmDp1Kho0aICePXuidevWst+YCxcuID4+vtpenfr6+ti6dStWr16NmJgY2VxoZmZm8PPzw9SpU2WBI+nx+v3336ssU9mz4euoyTlfVFSEpk2bKu0dVNnzlrqqu2dKe+PUxj0uOzsbQ4YMQVpaGhwcHPDxxx/DwsIC+vr6yMnJwfbt26s99gAwceJENG3aFGFhYdi0aRM2btwIXV1d9OjRAzNmzJA1opEe+9OnT+P06dOVlqfpXjlEVDMMZpDWlEH5H3t1wdLSEqGhoZg7dy4CAwMREBAAsViMrVu3QhAEzJ49W5Y3KSkJY8aMgZ+fHxYtWiRLLygokA0DIf2Bv3nzJtasWQPgZctd6eSfDx8+xGeffQZPT0+0bdsWJiYmuHfvHiIjI1FaWoolS5YofaAkItImaXdr6QO9KnR0dBAaGorRo0dj8eLF2Llzp9J85ubmyMvLg1gsVmgJJ5FIkJOTo9XJjKV/oPXr169GL/pVtXLlShgYGCAyMhIdOnSQWzZ37ly1WiurS/p9durUCVFRUWqvn5ubC319fZUmd1dFZYGGv//+G0D1LxDr2zk0YsQILFiwAPv374efnx/2798PKyurSidLlu5nZekV99/MzAyCIGjk/EhNTVX7+Pv5+SntXfKqmp7f6nwXenp6GDt2LMaOHYusrCwkJCTg4MGDOHz4MO7du4eDBw/Wy2eoylqqSs/RhIQElc/XDh06YMWKFZBIJLh16xbOnTuHbdu2YcGCBTA2NlY6rJkqpN9zZcdD2hK1unpWV05l6ZVR1iq+Oqr05DAxMYGVlRUyMjKQmZmp0Ejp4cOHAF72jFNFu3btkJOTg5SUFIVgRmZmJoqLi2Ftba3QWr8uSF9Eqzokj7qk50BGRobKE75Xdo3U5Lxs0KCBrEdPWloaLl26hKioKOzbtw9PnjzBjh07ZHn79u2Lvn37ori4GImJiTh58iR27tyJiRMnYs+ePejYsWO1vYNU3Z50X/bu3atSS/7aPk7SOtWn39KqrFy5EkZGRoiMjET79u3llqWlpSE+Pl6lcho2bIjZs2dj9uzZSElJQVxcHMLCwrB161YUFRVh4cKFAP7veF29elWr1610u9Jz+1XS9Iq/jSYmJsjJyUF5eblCQENTDTvatGkDXV1dPHr0SOl2pD2L2rVrp5HtVRQWFoa0tDRMmzYN//73v+WWXbhwAdu3b1epHB0dHQwdOhRDhw5FXl4eLl++jJiYGERFReGTTz5BdHQ0LC0tZd/tvHnzKm2UQkT1B4MZpDXietQzA3jZctLS0hLr16/HkiVLYGBgAGdnZ0yZMkWlh828vDyFIVWuX7+O69evA3j5IkAazGjatCnc3d1x6dIlHDx4EM+fP0fjxo3h4eGBTz75BJ07d9b8DhIRqal58+Zo3LgxHjx4oNZ6rq6u+OCDDxAbG4sjR44ozWNvb4/z588jPj5eYXzvS5cuoaysTOn48rWlffv2sLCwwNWrV5X+Qa8pDx8+xLvvvqvwore8vBwJCQm1sk0pU1NTvPvuu7h79y5yc3PVCkoUFxcjIyMDdnZ2GhsiJS4uTmGomoKCAty8eRNGRkYK39GranIO6erq1qi1qPQP9rKyMqVDigEvf+eXL1+OXbt2wcjICPn5+QgKCqo0f1paGlJTUxWCBNKXthXr7uDggJMnT+Lu3bt499131a5/RdI5M9Th5uamUjCjpue3Ot9FRU2aNIG3tze8vb0xduxYXLhwAXfu3FE61I4qpMeqNloUV8bBwQHXr19HfHw8+vbtq9a6+vr66NKlC7p06QInJyeMGjUKsbGxNQ5mSL/nhIQESCQShTHFL168CADVPqdKy7l06RKGDh0qt0x6jatDWav46qg6LFWPHj2wd+9enDlzBkOGDJFbJm2N26NHD5XLunz5Ms6cOQNHR8fXKqu2devWDbq6urh06RKKi4s1PoSRg4MDjhw5gtOnT6s11JQyr3tetmjRAh999BEGDhyIAQMGICEhQemQfCYmJnB3d4e7uzssLCzwyy+/4PTp0wpzW1Snqu11794dR44cQUJCgkp/X6p7nKS/VZX1EFOmvj2PVeXx48fo1KmTQiCjrKwMly9frlGZbdu2Rdu2bTFw4EC4u7vj2LFjsmBG9+7dcevWLcTHx6N3796vXX9VdezYEUZGRrh58yYKCwsVgknSc77icenUqRMuXbqEq1evwsnJSS6/pp4vjY2N0b17d1y5cgWXL1+Gi4uL3HLpnBWqDBemrkePHgF42ZvqVZcuXapRmZaWlvDw8ICHh4dsnpIrV66gb9++slEy4uPjGcwgegNwAnDSGolQppGPJvXv3x/h4eFITExEfHw8fvvtN4UHTelY0xV7ZQAvJ+6+fft2pZ+K+Zs1a4YlS5YgOjoaCQkJuH79Os6cOYNly5YxkEFE9YaOjg5cXV2Rk5Mja6Gqqm+++Qb6+vpYunSp0uXSl0ZLly5FSUmJLL2kpES2zqsvwWqTvr4+Ro8ejWfPnuHHH3/E8+fPFfJkZmbKJuWsKRsbG6SkpMi1shQEAatXr37tslUxbtw4iMVifPvtt0rH9s/Ly5MF4StKSkpCWVmZ0j9Qg4KCYGtrK/vjWlXSMc4rWrVqFQoKCuDr61tt6/qanEMNGzZEenq6WvWUrgdA6eTVUubm5vD19cXNmzexYsUK6OnpVflSuaysDD///LPcS6fHjx9j69at0NfXx0cffSRLHzduHABgzpw5SlvoFhcXKx3PWxnpc4w6H1VfTNT0/Fb1uygtLcX58+dl43JLicVi2XwAFVvP7t69G7a2tpg5c6ZK9bewsICOjg7S0tJUyq8Jo0aNgoGBARYuXKg0cFxaWirX2jgpKUlpC3VpmrJJbVVlbW2NXr164cmTJwrz6iQmJuLAgQOwtLSEl5dXleV88MEHsLS0xIEDBxTmAZFe4+oICQlR+5xV1YgRIwAA//vf/+TmlEhNTcWOHTtgaGioMNl7dnY2kpOTkZ2dLZfu7+8PQ0NDbN++HampqbL0vLw8/Pbbb3Lbq7gdW1tbWYMnbWncuDF8fHzw7NkzLF68WOHld1FRkdxxKigoQHJyMjIzM1UqXzp3RVhYmNIXjerch9U9L7Ozs5GYmKhQTnFxMYqKiqCvry9rsHD+/Hmlv/fSluyqXE/qbM/f3x8WFhZYvXq13JxWUuXl5XK/peoeJ1V+q15V357HqtKyZUs8ePBArseCIAj45ZdfVG548+jRI6XzHOTn50Mikcgd86CgIOjr62PBggVKn4NfvT8DwLlz52Brayv73a4JQ0ND+Pr6oqCgQKGxZEpKCrZt2wYDAwO554TBgwcDAJYvXy43j0heXl6lc8HVhPQetnz5crlhnRITE3HkyBE0bdpUYcJsTbCxsQEAhV56SUlJ2LBhg8rlnDp1SqHBgnQIVuD/rnkXFxd069YNBw8elJtovaKbN28iJydH5W0TUe1hzwzSGkm5pPpMRERUp7y9vXHkyBGcPXtWrbHo27Vrh+HDh8sN5VDRoEGDEBsbi+joaPj6+sLLyws6Ojo4duwYUlNTMWDAALk/0rThiy++wK1btxAWFoYTJ06gR48esLKyQlZWFh4+fIjLly9jypQparfSrGjcuHH4/vvv4efnB29vb+jr6+Py5ctITk6WTSBam4YOHYrr169jx44d6NevH95//320aNECeXl5SE1NxaVLl+Dv74958+bJrffnn38CUN4iTvpypbIeCJXp3bs3AgMDMWDAADRr1gwJCQlISEiAjY0Npk+fXu36NTmH3N3dcfDgQUyaNAmdO3eGnp4eXF1dlU5U/Op6hw8fRkhICP71r3/ByMgILVu2VOhZMnLkSISHhyMjIwMeHh6yiXeVsbW1RVJSEvz9/dGrVy8UFBQgOjoa+fn5+Oabb/DOO+/IbX/atGlYtmwZPvzwQ9mk4sXFxXj69CkuXboEJyenauddqG01Pb9V/S6eP3+OcePGwcbGBt27d0fLli3x4sULnDt3DsnJyfD09JTrFaLuuWlqaoru3bsjPj4e06ZNQ7t27aCrqwtPT0+NTu5aUYcOHbBgwQJ89913GDhwIHr37o22bdtCIpHg6dOnSEhIQKNGjWQTv+/fvx87duyAq6sr3nnnHVhaWuLRo0c4ceIEDA0NMXbs2Neqz3/+8x8EBgbip59+wp9//okuXbogLS0Nhw8fhq6uLv773/9WO+SMqakp5s2bhylTpmDUqFHw8fGRXeN3796Fq6trjVvSapqTkxPGjx+PjRs34qOPrM4mMQAAIABJREFUPsKHH34IsViMQ4cOITc3F3PmzFHoMbR9+3asXr0awcHBcj1AWrdujRkzZuDHH3/EkCFD4OPjAwMDAxw5cgTp6emYMGGCQo8NaWBO3funJsydOxd3795FWFgY4uLi8P7778PAwACpqak4e/Ysfv31V1kg8+jRo5g1a5bCMLuVady4MZYuXYovv/wSY8aMQZ8+fWBra4vCwkLcvn0baWlpOH78uMp1Vee8zMjIwPDhw9GhQwd06tQJLVq0QGFhIU6ePIlnz54hKChIlnfRokV48uQJ3NzcYGNjAwMDA1y/fh0XLlyAjY0NfH19q62bOttr1KgRfvnlF0yePBnDhw+Hu7s7OnbsCF1dXaSlpeHKlSvIzc2VCwKqc5zc3d2xfv16zJkzBx9++CFMTExgYWGB0aNHV1r/+vg8Vplx48Zh3rx5+Pjjj+Ht7Q09PT0kJCQgJSVF5WeoGzdu4KuvvkKXLl0gEonQrFkzZGVlITY2FhKJBJ999pks77vvvosff/wRc+bMga+vr+z+XFpaKrs/N2/eHAcOHJCtU9NnolfNmDEDly9fxpYtW3Dt2jW4uroiOzsb0dHRKC4uxg8//ICWLVvK8g8ZMgTR0dH4888/MWjQIHh4eEAsFuPIkSPo1q0bHj58qHQ+jYULF8oCudJGEWvXrpUNR+nt7S0XbB08eDCOHj2KY8eO4eOPP0bfvn2Rk5OD6OholJeX48cff4Spqelr7bsyQ4YMwebNm/HDDz/g7NmzaN26NVJSUnDy5El4e3vj0KFDKpUTHBwMS0tLODk5wcbGBuXl5bh06RKuX78OR0dHuefB5cuXY9y4cZgxYwY2b96MLl26wNzcHOnp6bh58yaSk5OxZ8+eOp2rjIheUjuYIQgCCgoKkJ+fD7FYrNBSiqgyZYJm5sy4f/++RsqpCR0dHRgYGMDCwgLm5uYaG3qDiKi+8Pb2RtOmTbFnzx6MGjVKrXVDQkKwb98+2YSAr1q2bBlcXV0RGRkpm3SzQ4cOmDBhAgIDA1+77uoyMDDAmjVrsHfvXkRFReHkyZOyCZVbtWqFr776CoMGDXqtbYwYMQKGhobYvHkz9uzZAyMjI7i4uGDhwoWIiYmp9WAGAHz//ffo06cPwsLCcO7cOdnkny1atMAnn3yi8NKivLwc+/btg52dndIXcffu3YONjU2lk71XZty4cejXrx82b96MQ4cOwcTEBP7+/pgyZYrKk1Wqew5999130NHRwfnz5/8/e3ceHlV5////NTPZE8IS9kUhiMoiAgryk4KCIiKoiBtVqbticdeqn7a2akGtVv0ULahUsGKtogKySN1QERfEDUQQF6ooS0ATkpB9lt8fFD7fkEASck7uyZvn47q8LmfO5J7XzZmzzNyb3n77bUWjUV199dU1NmacffbZ2rRpkxYtWqS///3vCofDGjBgQJXGjB49eqh79+5au3ZtlR7Ye2ratKmmT5+u+++/X3PmzNGOHTt0yCGH6JJLLqn2c3bFFVeoX79+mjVrlj7++GMtWbJEGRkZatOmjc455xyNHj26pn8u3+3v57u2/xapqam6+eabtXz5cn366ad6/fXXlZ6eroMOOkh33HFHlWmCvvrqK0mq1Q+Su9x333265557tGzZMi1atEixWExt27b1rTFD2vnj0OGHH66ZM2dq+fLlWrZsmdLS0tS6dWuNGDFCI0eO3P3a0aNHq7y8XJ9++qnWrFmj0tJStWnTRqNGjdLFF1+sQw89tF5Zdi2uPnXqVC1dulQffvih0tPTNXjwYE2YMEG9e/euVTknn3yymjRpokceeUSLFy9WUlKSjj76aD377LOaPn163DRmSNJtt92mww47TE8//bRmz56tQCCgnj176tJLL93rmjd7M378eHXo0EEzZszQvHnzFIvF1LVrV11//fU644wzqrx+1yiSU045xZO61EXTpk317LPP7j4Hz549W8FgUO3atdOZZ55Zr4Z7aedaFC+++KKmT5+u999/X++++64yMzOVnZ2tK6+8sk5l1eVz2aFDB11zzTX68MMPtXz5cuXl5alZs2bq0qWLbrrppkrngyuvvFKvv/66Vq9erffff1+BQEDt27fXhAkTdOGFF6pp06Y1ZqvL+0k7Gxzmz5+vGTNmaNmyZfroo4+UmJio1q1ba+DAgRoxYkSl19dlPw0ePFi33XabZs+erSeffFIVFRXq0KHDPhszpPi7H9ub888/X8nJyXrqqac0Z84cpaSkqH///rrvvvu0cOHCWt1DHXnkkbriiiu0YsUKLV26VPn5+crKylLv3r01fvz4KtNJnXHGGerevbtmzpypDz/8UO+8887u8/PIkSOrHLv7c92pTvPmzTV79mw9+uijev311zVz5kylpqaqb9++uvTSS3XsscdWen0wGNTUqVM1bdo0LViwQLNmzVLr1q111lln6eyzz9brr79ebUP04sWLq4z4XLZs2e7/P+iggyo1ZgQCAf31r3/dvQ9mzZqllJQUDRgwQL/+9a/rfC9YW+3bt9fTTz+tBx98cPd+yM7O1qRJk9S7d+9aN2bceuutevfdd7V69Wq99dZbSklJUceOHXXrrbdq3LhxlRqhOnbsqLlz5+of//iHXn/9dS1YsEDRaFQtW7ZUt27ddPHFF/uyPgiAugvE6tAaEQ6H9eOPP6qoqFixWEyhUEiBADNVoXaGDhxT84tq4c0P5nlSzv6IxaKKRCIKBAJKT09Tx44dq8zjCgCN3WOPPaYHH3xQc+fOjZt5k9FwlixZoquuukr33Xff7mkMdvnyyy91+umn6w9/+EOtG7sefvhhPfLII3rqqad8mVfZpR07dmjw4MFq1qyZ3njjjWp7QUo7RyIMGDBAs2bNauCEB5YzzjhDoVBIL7zwgusoQLXuuecePffcc1qyZIlatGjhOg6AepowYYLWrVu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PPvusVs85e/ZsYeTIkc2KV5OMjAyhuLhYpT0uLk6Qy+XCkiVLlG3GXitSctHEWGpFSi7GXitScjHmWmmMumsVY68XTaRcdxlLvWiiLhdjrxdN1OViSvXy559/Cv369VO+t7i7FoqKipSvEzk5OYJcLhdef/11yc+jj35pKhdNdu3aJcjlcq3fcxpDv/z+++9Cnz59hOXLlwv19fXNeo66ujph5MiRQv/+/YUbN24o20tLS4Unn3xSGDlypFBXV9eSNARBaDqXV155RZDL5UJmZqao/eLFi4JcLhfCwsK0ep6RI0cKs2fPbnG86sjlcmHFihVNPs4U6kXbXDQxlnrRNg9TqRVt8zGFejEE7plBRCLp6emIjY0VtSUmJmLs2LEYPHgw3nvvPUnnW7lyJV577TWsXLlS6y9NyxM1prKyEm+99Ra8vb0xYcIE+Pv7Y86cOcovxfe65Orq2uJzJCQkAADmzp0rap8xYwYeeOAB5XFDcHJygrW1NUpLSyX9XHl5OWpqanQUVeN+/vln/PTTTwgKCsJDDz2E+vp6lJeXSzpHQkICrK2t8fzzz4va582bpzyuD4rfe6dOnUTt5ubm6NChA8zNzdGmTRutz1dWVoba2tpWjVEdKXVhZ2eH9u3bt+j5KisrkZSUhIcfflhlWnZgYCDq6+vx+eefN+vcrVHjijuBpNaRIAgoKytDfX19i2MApOUSFxeHoqIirFy5ElZWVqiurpZc07m5uUhLS8OgQYPQp08fZbuFhQX8/f1RVlaGEydOSDqngpRcysrKAKjWUbt27dCmTRvJS/k1NDSgrKwMDQ0Nkn5OnT59+sDBwUGl3c/PDwBw5coVZZux14qUXDQxllqRkoux14qUXIy5Vhqj7lrF2OtFEynXXcZSL5qoy8XY60UTdbmYUr28+eab6NWrF/z9/dUeb9u2rdrXCSn01S9N5aKJol7+/fdfST9nyH6JjIxEfX09Vq5cCTMzM1RWVkqul7S0NNy4cQNPP/00nJ2dle12dnaYPn06bty4gbS0tBblATSdi6Z66dy5MwBIrpe6ujqUlZVBEIRmRNu4mpoaZbzqmFK9NJWLJsZWL03lYUq1AjSdjynViz5xmSkiEtm+fTvMzMyUH9zm5uZi2bJlsLW1Rbt27bB//3707NkT06ZN0+p80dHRugxXKTw8HEeOHIGvry8GDRrU4osKQxAEAb/88gs6duyoshSTlZUVHnnkEeV6jTKZTOfx1NbWorS0FPX19bh58yaioqJQXl6OJ598UutzLF68WPkHuGfPnpg9ezaef/55vcQP3F77E7j9YWdYWBi+++471NbWomPHjpg1axaCg4NhZqZ5XL+wsBA3btyAl5cXrK2tRcc6d+6Mhx56CBkZGTrNQWHAgAGwsbHB7t270alTJ/Tv3x/V1dX46quv8OOPP2LJkiVaD2ZMmjQJZWVlMDMzg4eHB4KCgjBu3DgdZ6Afv/32G6qqqtC/f3+VY/369YO5ubne+gy4/QFYZWUlqqurce3aNWzcuBEAJNURcHsacllZGSwsLODl5YWQkBD4+PjoIGJVJ0+ehK2tLaqqqjBt2jRcvHgRACCXy7FkyRI89dRTTZ5D8TtXt66roi0jIwPPPvtsK0auaujQofjoo4/w1ltvYfny5ejWrRsKCwuxd+9e1NfXY/HixVqfq6CgAF5eXqiqqoKVlRWGDBmCF198EY8++mirxlxQUAAALf4w9m6GqJXGcjG1WlGXi6nWirpcTKVWWuNaRRv6qBcpuRh7vWiTi6nUiza5mEq9fPbZZ0hLS8OhQ4cavf5tKX30i5RcysvLUV1djYqKCly+fBkbNmyApaWl1svmAobvl++//x49evTAhQsXsH79emRlZcHMzAz9+vXDK6+8otUa/hcuXAAAeHl5qRxTtGVkZGDw4ME6zWXo0KH47rvv8Morr2DJkiXo3Lkz8vLy8MEHH8DBwUF5w5g2Lly4gP79+6O2tha2trYYMWIEli5diq5duzY7B4WkpCQcO3YM9fX1cHR0xOjRo7F06VI4OTm1+Nx30ke9SMnFmOtFmzxMpVa0zcdU6kXfOJhBRCJXrlzBrFmzlN9/8cUXkMlkOHr0KB566CHMnz8fBw8e1Howw9vbW1ehipw4cQJTpkzBunXr9PJ8ulBcXIyKigqNexd07twZaWlpKCkpgaOjo87jOXfunGg2i729PRYsWICQkJAmf9ba2hp+fn7w8fGBk5MT8vLyEBcXh1WrViEzMxPh4eG6DF0pKysLAPDGG2/A1dUVa9asAXD7bsDNmzcjLy+v0Vjy8/MB/O/Oh7t17twZv/32WytHrV6HDh0QERGBVatWYenSpcp2KysrrFmzRquatLe3x/Tp0zFgwAA4OjoiOzsbMTExWLp0KXJzcxEcHKzLFPSisT6ztLREu3btlI/Rh71794o2XXdxccF7772n9YdF7du3h7+/P/r06QNbW1tcvXoVBw4cwNy5c7F+/XpMmDBBV6ErZWVloaGhAfPmzcPo0aOxYMECFBYWYufOnQgNDcXGjRsxfvz4Rs+h+J3ffVfRnW366JdRo0bh1Vdfxa5du0Svb507d0ZMTAz69eun1XlcXFzg5eUFNzc3WFpa4pdffkFMTAxmzJiByMjIVv3bt2XLFgDA1KlTW+2cgGFqpbFcTK1W1OViqrWiLhdTqZWWXKtIoY96kZKLsdeLNrmYSr1ok4sp1EtBQQHef/99zJ07V+1G7K1J1/0iNZfVq1eLNrzv3bs3tm/fLtrvqDGG7pfS0lL8/fffqK2tRVhYGGbMmIGlS5ciOzsbO3fuxNy5c7F//34MHDiwyecC1PeL4rVN8Rhd5QIAM2fOxM2bNxEbGyvaL6B379749NNP0b17d62er1evXpg6dSp69uyJhoYGnDt3DnFxcUhJSUFcXJzW/atOnz59MHbsWHTv3h3l5eU4deoUDh06hNOnT+Ozzz5r1QENXdeL1FyMtV60ycNUakXbfADTqBdD4GAGEYncunVL9Aft7NmzGDhwoHJToFGjRuHDDz80VHgaCYKgduTclFRVVQGAxrvrFe2Kx+mau7s79u3bh5qaGly/fh0JCQnKJaMsLBr/8zFu3DiVO/2fe+45zJ49G59++immTp2q9Ru7llAsKWVra4uYmBjl79DPzw9+fn747LPPEBgYqLJJuYI2faKv/gAABwcH9OzZE0OGDMHQoUNRVVWFhIQE/N///R8ANDmgERgYqNI2ffp0TJ48GR9++CEmTpyoceDGVFRWVgLQ3GdWVlZ67bPJkyfjscceQ1lZGS5duoRvv/0WxcXFWv/88uXLRd+PHj0azz77LCZMmIA1a9bgqaeeUpk11NrKy8tRX1+PCRMmiDa8Hzp0KPz8/LB+/Xr4+fk1OuOqsX5p06YNZDKZ3vqlc+fO6N27N3x8fODh4YGCggLs378fwcHBiIyMhKenZ5PnePfdd0XfjxkzBs888wymT5+Ot99+G19++WWrxLpz5058/fXXGD16NKZMmdIq51TQd600lYsp1YqmXEyxVhrrF1OolZZcq0ihj3qRkoux14s2uZhKvWjbL8ZeL6tWrYKjoyNCQ0ObfQ5t6bpfpOYSFBSEiRMnori4GOfOnUNaWpqkejF0vyjezxQXF2PhwoWim5o8PT0REBCADRs2IC4urtHnaqxfFBsOKx7THNr2i7m5OVxcXODu7o7Ro0ejW7du+PPPPxEZGYmgoCDs378fXbp0afL5du/eLfp+3LhxGD58OIKDg/Huu+9iz549zc4lPj5e9P2kSZPQt29fhIeHIyIiAm+//Xazz303XdeL1FyMtV60ycNUakXbfADTqBdD4GAGEYnY2dkp/1jV19cjPT1dtH+DhYWFXj8I1NbAgQO1WoPbmCneNGpa01HRrusPLhUcHBzw+OOPK7+fMmUKJk2ahJycHOzdu1fy+SwsLLBw4UK88MILOHnypF4GMxS/Kz8/P9HFiKWlJcaPH49t27bhzJkzGgcztOkTffVHZmYmZs6ciYCAACxbtkzZPmnSJMyaNQurV6/Gk08+KflOITs7O8ydOxfh4eFISUlp9bu/9U2xbqimPquurkbbtm31Fk+XLl2UF5hjxoyBr68vZsyYgZqammbPhOnUqROmTp2KqKgopKenY8iQIa0ZsgorKytUVFSoTG/v1q0bvLy8cPbsWfz++++N3tHTWL/U1NRAEAS91FJsbCzefvtt7NmzByNGjFC2jx07Fs888wz+85//iO5Gk8LDwwOjRo1CUlIScnJytHpj0ZgDBw5g8+bN8Pb2xoYNG1p9eT591oo2uZhKrTSWi6nVSmO5mEqttPa1iib6qBcpuRh7vWiTi6nUiza5GHu9HD9+HMnJydi3b59e/tbqsl+ak0uvXr2UM9/HjRuHpKQkLFmyBBYWFs1eZlWf/aL48BSASr0MGTIEzs7OuHDhAiorKxtdP7+xfqmurhY9Riop/bJhwwbs27cPR44cgVwuV7YPHz4ckydPxnvvvSeaeSbFE088AU9PT5w+fRo1NTWS9hNsysyZMxEREaFcxri1GOIaubFcjLVe1Lk7D1Oolcao6xdTrRdd4wbgRCTSu3dvJCQkoKioCHFxcaioqBBNWc/Ly0O7du0MGKF6y5Ytw5dffomkpCRDh9Jsjo6OsLGx0TiNND8/Hw888IDB9gNxcHDAqFGj8MMPPyA3N7dZ51DsBVJUVNSaoWmkmGXQoUMHlWOKtpKSkiZ/vrE+0ddMhgMHDqCmpgZPP/20qF0mk2Hs2LGoqqpCenp6s86t737Rpcb6rLa2FkVFRQadfdK3b1/06NGjyTuCmqLYjE8ffaaYmaduoEybOgIan5KtaNNHv+zdu1e5Ruyd2rdvj0GDBuHy5cuSN9C9k6KWbt261aI49+3bh7Vr18LHxwe7d+/WyRsmfdVKc3MxxlppKhdTqpWmcjGVWrlba1yrqGOIvy1ScjHGermTulxMqV7upC4XY66XmpoarFmzBsOGDYOLiwuys7OVX8DtWcjZ2dkoLCxsdnx301W/tFYuY8aMga2tLWJjYyXHcCd99YujoyMeeOABAJrrpaGhockNmhVL5qjrl8aWOmrNXGpra7F//3706NFD9MEs8L8P0VNTUyXHcCcXFxflXjetSSaTwdnZudVfHw3xOiYlF2OoF03uzsPYa6Upd+djyvWia5yZQUQi8+fPx6JFi5QbPHl6euKxxx5THv/hhx9afXPT1tCrVy+88847CA0NRYcOHdClSxeVTcdkMhkOHDhgoAibJpPJ4OnpibNnz+LGjRuiTcBrampw+fJleHp66m3zbHUUs3KaugDQRHFR29obp2nSv39/xMbG4ubNmyrHFG2Nbarr5OQEZ2dnZGZmoqqqSnRXTH5+Pm7evNnqS79o8tdffwEAGhoaVI7V1dUBuD2bqjmuX78OQP2gj6mRy+WwtrZWO7Bz4cIF1NfXo2/fvgaI7H+qqqqa/ICmKfrss379+iErKws3b95UuZBW1FFTNd2nTx8AwPnz51WOnTt3DgD00i8FBQWwtLSEIAgqr6WKOlL8tzla4zVuz5492LBhA4YPH45t27aJ7jJrTfqolZbmYky1ok0uplIr2uRiCrWiSUuvVdQx1N8WKbkYU72oc3cuplIv6tydizHXS1VVFYqKivDjjz9izJgxKsfPnz+PMWPGYMKECdiwYUOzY7yTrvqltXKpr69HbW1ti+tFn/3Sp08fnDlzBvn5+SqzlW7evAkLC4sm91RU/M7Pnz8vWntf0XbnY3SVy6uvvora2lqN71nq6upQW1srOYY7ZWdnw9LSEg8++GCLznO3hoYG5ObmtvrfLUO8jknJxRjqRZO785DJZEZdK025O59bt26ZbL3oGmdmEJHIiBEjcODAAQQEBCA0NFQ0rb2oqAjOzs6YPHmyASNU77///S9efPFFNDQ0oLy8HHl5ecjNzRV95eTkGDpMpcrKSmRlZSk/oFaYNGkSgNt3TN5JMUtm4sSJOo9N091Mubm5SE5Ohr29vfLCQFMe6u64qKysVE6BHDVqVCtHrZ6vry8efPBBJCQkoKysTNleXl6Oo0ePwtLSEsOGDQNwe3O9rKwslTtUJk6ciMrKSpW7URR9pOgzXVNM9z18+LCovba2FseOHYOZmZnyYlhdLnV1dWrvuCgqKkJUVBSsrKxEyyiYgqKiImRlZYnysrGxwVNPPYXc3Fx8/fXXosfv378f5ubm8PPz03lsf//9t9r25ORk5OTkoH///qJ2dblUVFQopzLf6Y8//kB8fDzat2+vl+XaFAN2sbGxEARB2X7p0iWkp6ejR48ecHV1Vbb/9ddfyMrKEq0l26VLFwwYMACpqan45ZdflO11dXWIiYmBra0tfH19dZ5L7969UVFRga+++krUnpOTg9TUVLi6uoqWilGXS2lpqdo3FWlpafj+++/h7u4OZ2fnZsW3a9cubNiwASNHjsT27dtbbSDDELWibS6mUCva5mIKtaJtLsZeK1KuVaTSd71IycXY60VKLsZeL1JyMeZ6sbGxwQcffKD2C7g9UPfBBx+INi6XQp/9IjUXTfUSGxuLmpoalXox5n5R1MvHH38sOs8333yDv/76Cz4+PqLX87y8PGRlZYk+6Bw0aBBcXFyQmJgoutGrrKwMBw8ehIuLS5MbI7c0FycnJ7Rt2xZ//PGHyuBweno6srKyVF5/1OWiaQ+Hzz//HJmZmRgxYgQsLS0l5wJonjmwe/duFBcXt+h9rL5fx6TkYsz1IiUPY64VqfmYQr0YCmdmEJGKgQMHqn1xbteuXbPX49O1jRs3okOHDti+fTvc3d0NEsPRo0eRl5cHALhx4wYEQcD27duVxxcvXqz8d0ZGBubMmYMpU6aINsl69tlncfToUcTExKC0tFS5F8gnn3yCgQMHqqz9qAu7du3CqVOnMGLECOVyA7///juOHj2KiooKvPvuu8oLAE15TJgwAQMHDoSbmxucnJyQl5en/P3Mnz8fjzzyiM7zAAB7e3u88cYbWLFiBaZNm4bp06cDAA4dOoSCggIsXbpUuczBN998g9deew2hoaEICwtTnmPBggVISkrC+vXrcePGDbi5ueHnn3/GkSNHMH78eNEybLoUEBCAhIQExMbGIj8/H8OHD0dlZSWOHTuGK1euwN/fX3lxqC6XiooK+Pr6wtfXFz169ICjoyOys7MRHx+PkpIS/Oc//0HHjh1bPW4pdQFAdEzxM4q2uwdTP/74Y0RERGDdunWi2nj55Zdx+vRpvPrqq7h06RIefvhhJCcn47vvvsMLL7ygcY+U1swlODgYDz74ILy8vODs7IyKigpcuHABSUlJcHR0xIoVK0TnVpdLdnY2FixYgFGjRqFbt2544IEHcO3aNRw6dAg1NTVYv359s9c2lZKLt7c3pk2bhvj4eMyfPx++vr4oLCxETEwMLCws8NZbb4nOvWnTJhw5cgTR0dEYPHiwsv3NN9/E7NmzMX/+fAQGBqJt27b4/PPPcfHiRYSHhzd7CT0puYSFhSEkJASvvvoqUlNT4eHhgfz8fMTGxqKyslK0H42mXM6cOYN169Zh5MiR6NKlCywtLXHp0iUkJCTAysoKq1evblYeH3/8MTZt2gQnJyc89dRTKh+K2draYvTo0crvjblWpORi7LUiJRdjrxUpuRhzrQDSrlUA464XKbkYe71IycXY60VKLsZcL5aWlipLlN6pffv2ouOlpaWIiYlR/hsAfv31V2W9uLu7iz441Ge/SM1l/Pjx8PLygqenJzp16oSSkhKkpqbi5MmTcHFxUdmo2pj7ZdKkSfj888/x8ccfo6ioCN7e3sjJycFHH30Ee3t7rFy5UvTzK1asQGpqKpKTk5X//5qbm+Ott97CokWLMGvWLPj7+8PS0hKffvopCgoKsGPHDpibm+s8l7CwMISHh2Pu3LmYMWMGunXrhuvXryMuLg4WFhZ48cUXm8zl6NGjiI+Px/Dhw/Hwww+joaEB586dw1dffQUnJye89tprkvNQ2LFjB9LT0zF48GA4OzujqqoKKSkp+OGHH9CjRw+EhIQoH2vM9SI1F2OuFyl5GHOtSM3HzMzM6OvFUDiYQUT3hD/++AMvv/yywQYygNsfkN+9ZqHijhRA9UNbdczNzbF7925s27YNX331FY4fP44OHTogMDAQISEhLfqjqa2RI0eioKAASUlJKCoqQl1dHTp27Ignn3wSAQEBWk2pHD9+PFJTU3H69GmUlZXB1tYWjz76KFauXImxY8fqPIc7TZ48GW3btsWePXsQERGBhoYGyOVybNq0Sau7KO3s7PDJJ59gy5YtSExMRFxcHFxcXPDyyy9j3rx5esjgNmdnZ8THx2P79u04deoUfvjhB1haWqJXr15YvXq1cqBGE2tra4wZMwYZGRlITk5GRUWF8gORwMBAnW0iLbUu7jwGAH/++aeyzdvbW6uZYc7OzoiLi8PmzZuVs5q6deuGVatW4bnnnmtuKpJymT59Or755hvEx8ejuLgY5ubmcHFxUb5R0WadVScnJ/j4+ODs2bM4fvw4qqqq0K5dO4wcORLz589v0ZJ/UvslPDwccrkc8fHxyg9wHnvsMYSEhGg9zfrRRx9FbGwsNm/ejMjISNTW1irv1mtYtnyIAAALhElEQVTsTXBr5jJq1ChER0cjMjISiYmJ+Oyzz2BnZ4e+ffsiKChIqzro3r07PD09cfLkSeX6zx07dsSkSZMQHByMrl27NiuPixcvArh9N/Drr7+uctzFxUU0mGHMtSIlF2OvFan9Ysy1IiUXY64VQPq1ijHXi5RcjL1epPaLMdeLlFyMvV6kKCkpUamXS5cu4dKlSwBu3/WszZ3puuoXKebMmYNTp04hNjYWxcXFaNOmDbp27YrFixcjMDBQqw+IjaVfzMzMsGPHDuzZswfHjh3DiRMnlAPQS5YsQffu3bU6zxNPPIGoqChs27YNH374IYDby0pHRUXp7L3A3WbNmoVOnTohJiYG8fHxKC8vh4ODA4YNG4ZFixZpddObYimhxMREFBUVoaGhAc7OzvD390dwcHCLlsobPHgwsrKykJCQgFu3bsHMzAyurq5YtGgRgoKCYGdnp3yssdeLlFyMuV6k5GEKtSIlH2OvF0ORCXfO6SSi+05zRmFlMhnWrl2rg2iab/To0Zg5c6ZeP1wmIiIiIiIiIiIi/eBgBtF9rjkzGWQyGX799VcdRNN8O3fuRGJiIuLj42FhwUlnRERERERERERE9xIOZhDRPeH06dPYtGkTamtrMXv2bDz88MNql2QaNGiQAaIjIiIiIiIiIiKiluBgBhHdE+6eYSKTyUTfC4JglDNKiIiIiIiIiIiIqGlci4WINMrOzkZhYSHkcjns7e0NHU6j1q1bZ+gQiIiIiIiIiIiISEc4M4OIVJw8eRJr1qxBbm4uACAqKgo+Pj74559/MGPGDCxbtgxjx441cJRERERERERERER0vzAzdABEZFzS0tKwePFi2NvbIyQkBHeOd7Zv3x4uLi44fvy4ASMkIiIiIiIiIiKi+w0HM4hIZNu2bZDL5Th48CBmzZqlcnzAgAG4fPmyASIjIiIiIiIiIiKi+xUHM4hIJCMjAxMnToS5ubna4w899BAKCwv1HBURERERERERERHdzziYQUQidXV1sLa21ni8uLhY40AHERERERERERERkS5wMIOIRLp27YoLFy5oPJ6SkoLevXvrMSIiIiIiIiIiIiK633Ewg4hEJkyYgC+++ALJycnKNplMhoaGBkRERODMmTOYPHmyASMkIiIionvN1q1b4ebmhjNnzhg6FCIiIiIyUhaGDoCIjEtgYCBSUlIQGhoKFxcXyGQyhIeH459//kFJSQlGjBiB5557ztBhEhEREZERc3Nza/Ix0dHRGDx4sB6iISIiIqJ7AQcziEjE0tISkZGR+Oijj3Ds2DH8888/uHHjBrp164aFCxdizpw5kMlkhg6TiIiIiExAaGioxmMuLi56jISIiIiITB0HM4hIhbm5OQICAhAQEGDoUIiIiIjIhIWFhRk6BCIiIiK6R3DPDCIiIiIiIjJKeXl58PPzg6enJxISEkTH8vPzER4eDl9fX3h6emLw4MFYuHAhMjIyDBQtEREREekSZ2YQkYrq6mrs27cPX3/9NbKzsyGTyeDq6ooxY8YgMDAQ1tbWhg6RiIiIiO5xmZmZWLBgAcrLy7F79248/vjjymOXLl3CvHnzUFJSgmHDhmHMmDG4desWTpw4gZkzZ2Lbtm144oknDBg9EREREbU2DmYQkUhRURECAgJw9epV2NraokuXLgCA7OxsbNmyBV988QWio6PRrl07A0dKRERERMZu69atatutrKwQHBys8edOnTqFsLAw2NjY4JNPPoG7u7vyWF1dHV566SVUVFQgOjoa3t7eymMFBQWYNm0a3njjDXz77bdo06ZN6yVDRERERAbFwQwiElm/fj2uXr2K5cuXw9/fX/kGsKamBtHR0di4cSM2bNiAtWvXGjhSIiIiIjJ2ERERatvt7e01DmYkJCTgjTfegKurK/bu3QtnZ2fR8e+//x5//vkn5s2bJxrIAIBOnTohKCgIa9euxenTpzk7g4iIiOgewsEMIhL57rvvMGXKFMyfP1/U3qZNGwQFBSErKwvffvutgaIjIiIiIlNy5coVSY+Pjo5GcnIyBgwYgB07dsDBwUHlMenp6QBu76ehbubH9evXAQBZWVkczCAiIiK6h3Awg4hEqqur0a9fP43H+/bti8TERD1GRERERET3i7S0NAiCAB8fH7UDGQBQXFwMAE1ek1ZUVLR6fERERERkOBzMICIRd3d3XLt2TePxrKws0ZrFRERERESt5Z133sHu3bsRERGB+vp6vPTSSyqPsbe3BwBs374dvr6++g6RiIiIiAzEzNABEJFxeemll3D48GF88803KseSkpJw+PBhLF261ACREREREdG9zt7eHlFRURg4cCB27NiB999/X+UxilnEaWlp+g6PiIiIiAyIMzOI7nOvvfaaSluXLl2wZMkSdOvWDb169QIAXLt2DdevX4dcLsfRo0dVNlskIiIiImoNdnZ22Lt3LxYtWoTIyEjU1NTgzTffVB739fWFq6srPvnkEwwZMkTtvhjnz5+Hu7s7bGxs9Bk6EREREemQTBAEwdBBEJHhNGfJKJlMhl9//VUH0RARERHRvcDNzQ0AEBoaqvExo0ePhoeHBwBg69atiIiIQHR0NAYPHgzg9l5uYWFhOHnyJJ577jmsWrUKMpkMAJCZmYmgoCD8/fff8PLygoeHB6ytrZGfn4+LFy8iJycHP/74Izp06KDjTImIiIhIXzgzg+g+l5mZaegQiIiIiOgeFRERofGYi4uLcjBDHSsrK0RERODll1/Gp59+ipqaGqxduxZmZmZwd3dHQkIC9u3bh++//x6HDx+GmZkZOnTogEceeQRhYWFo27atLlIiIiIiIgPhzAwiIiIiIiIiIiIiIjJq3ACciIiIiIiIiIiIiIiMGpeZIiIVpaWliI+PR3p6OkpKStDQ0CA6LpPJcODAAQNFR0RERERERERERPcbDmYQkUhBQQGef/555OXl4cEHH0RpaSkcHBzw77//oqGhAW3btoWNjY2hwyQiIiIiIiIiIqL7CJeZIiKRLVu2oKioCPv27UNiYiIEQcDmzZvx888/IygoCLa2toiNjTV0mERERERERERERHQf4WAGEYmkpKRg2rRp8PHxgUwmU7bb2Nhg2bJl6NmzJzZu3GjACImIiIiIiIiIiOh+w8EMIhIpKiqCm5sbAMDC4vZKdNXV1crjw4YNQ0pKikFiIyIiIiIiIiIiovsTBzOISMTR0RGlpaUAADs7O1haWiIvL095XCaToby83FDhERERERERERER0X2IgxlEJNK9e3dcu3YNwO2Bi0cffRRHjhxBTU0NKisrcfjwYbi6uho4SiIiIiIiIiIiIrqfcDCDiESGDh2Kr7/+Wrm0VFBQEC5evAhvb288/vjjuHz5MgIDAw0bJBEREREREREREd1XZIIgCIYOgoiMhyAIqK2tRZs2bZRtJ06cQEJCAszNzfH000/j6aefNmCEREREREREREREdL/hYAYRSbJjxw5s3boVly9fNnQoREREREREREREdJ/gMlNEJBnHQImIiIiIiIiIiEifOJhBRERERERERERERERGjYMZRERERERERERERERk1DiYQURERERERERERERERo2DGUREREREREREREREZNQsDB0AERnezp07tX7s2bNndRgJERERERERERERkSqZIAiCoYMgIsNyd3eX9HiZTIZff/1VR9EQERERERERERERiXFmBhEhOjra0CEQERERERERERERacSZGUREREREREREREREZNS4ATgRERERERERERERERk1DmYQEREREREREREREZFR42AGEREREREREREREREZNQ5mEBERERERERERERGRUeNgBhERERERERERERERGTUOZhARERERERERERERkVHjYAYRERERERERERERERk1DmYQEREREREREREREZFR42AGEREREREREREREREZtf8HP/LB7HFIkOMAAAAASUVORK5CYII=\n",
      "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 2.8110796252869424e-16\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"
     ]
    },
    {
     "data": {
      "image/png": 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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:  2018-03-20  18:38:43.786 (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'>Mon Feb 10 10:51:04 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|}{Mon Feb 10 10:51:04 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",
       "Mon Feb 10 10:51:04 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_09-08-16\n",
      "Host: jake\n"
     ]
    }
   ],
   "source": [
    "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n",
    "host = !hostname\n",
    "print('Host: {}'.format(host[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Cite this dataset\n",
    "\n",
    "Hockett, Paul (2018). *ePSproc: CH3I wavefn test run, orb 29 ioinzation (sigma bonding, A1), 1 - 60 eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3660714. URL: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb29_A1.html\n",
    "\n",
    "*Bibtex*:\n",
    "```bibtex\n",
    "@data{CH3I wavefn test run, orb 29 ioinzation (sigma bonding, A1), 1 - 60 eV,\n",
    "    title = {ePSproc: CH3I wavefn test run, orb 29 ioinzation (sigma bonding, A1), 1 - 60 eV}\n",
    "    author = {Hockett, Paul},\n",
    "    doi = {10.5281/zenodo.3660714},\n",
    "    publisher = {Zenodo},\n",
    "    year = {2018},\n",
    "    url = {https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb29_A1.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.3660714.svg)](http://dx.doi.org/10.5281/zenodo.3660714)  [![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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