{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# XeF2 (4d sigma, orb21 A1G/SG), 1-350eV Preliminary\n", "06/04/20\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "from pathlib import Path\n", "import numpy as np\n", "import epsproc as ep\n", "import xarray as xr\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')\n", "dataPath = Path(dataFile).parent.as_posix() # Use first file for job info, and set dir for scanning" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS XeF2_2020, batch XeF2_highRes_wf, orbital orb21_A1G\n", " XeF2 wavefn run, orb 21 ionization (Xe 4d, A1G/SG), sph grid. Inputs based on original 2019 calcs, now with chunking for higher E resolution.\n", " E=10.0:10.0:150.0 (15 points)\n", "\n", "\n", "*** Found orbitals\n", "1 1 Ene = -1276.2548 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -202.4761 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -181.5792 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -43.1198 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -36.1973 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -25.8711 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -8.5562 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -6.2727 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -2.8143 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -1.5681 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -1.5619 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -1.0877 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.7372 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "32 32 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "33 33 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "34 34 Ene = -0.5518 Spin =Alpha Occup = 2.000000\n", "35 35 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "36 36 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 54 ZS = 54 r = 0.0000000000 0.0000000000 0.0000000000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 -1.9373220000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 1.9373220000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning dir\n", "/home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G\n", "Found 20 .out file(s)\n", "\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E3.0_10.0_143.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E2.0_10.0_142.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E10.0_10.0_150.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E4.0_10.0_144.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E156.0_10.0_296.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E8.0_10.0_148.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E157.0_10.0_297.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E159.0_10.0_299.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E155.0_10.0_295.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E151.0_10.0_291.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E7.0_10.0_147.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E160.0_10.0_300.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E1.0_10.0_141.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E9.0_10.0_149.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E6.0_10.0_146.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E5.0_10.0_145.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E158.0_10.0_298.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E153.0_10.0_293.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E154.0_10.0_294.0eV.inp.out\n", "Expecting 15 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", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E152.0_10.0_292.0eV.inp.out\n", "Expecting 15 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 dir\n", "/home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G\n", "Found 20 .out file(s)\n", "\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E3.0_10.0_143.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E2.0_10.0_142.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E10.0_10.0_150.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E4.0_10.0_144.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E156.0_10.0_296.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E8.0_10.0_148.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E157.0_10.0_297.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E159.0_10.0_299.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E155.0_10.0_295.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E151.0_10.0_291.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E7.0_10.0_147.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E160.0_10.0_300.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E1.0_10.0_141.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E9.0_10.0_149.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E6.0_10.0_146.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E5.0_10.0_145.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E158.0_10.0_298.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E153.0_10.0_293.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E154.0_10.0_294.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n", "\n", "*** Reading ePS output file: /home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E152.0_10.0_292.0eV.inp.out\n", "Expecting 15 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 30 DumpIdy segments.\n", "Found 30 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 30 sets of DumpIdy file segments, (0 blank)\n" ] } ], "source": [ "# Scan file(s) for various data types...\n", "\n", "# For dir scan\n", "dataSetXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n", "dataSetMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n", "\n", "# For single file\n", "# dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n", "# dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Stack multi-E Xarrays into single array.\n", "# Keep results as list for compatibility with rest of code (otherwise will slice Xarray)\n", "dataXS = [xr.combine_nested(dataSetXS, concat_dim = ['Eke']).sortby('Eke')]\n", "dataMatE = [xr.combine_nested(dataSetMatE, concat_dim = ['Eke']).sortby('Eke')]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Job & molecule info" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*** Job summary data\n", " ePS XeF2_2020, batch XeF2_highRes_wf, orbital orb21_A1G\n", " XeF2 wavefn run, orb 21 ionization (Xe 4d, A1G/SG), sph grid. Inputs based on original 2019 calcs, now with chunking for higher E resolution.\n", " E=10.0:10.0:150.0 (15 points)\n", "\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/XeF2_2020/electronic_structure/xef2_SPKrATZP_rel_geom_v2.molden'\n", "Initial state occ:\t\t [2 2 2 4 2 2 4 2 2 2 4 4 2 2 4 2 4 4 2 2 2 2 4 4 2 4]\n", "Final state occ:\t\t [2 2 2 4 2 2 4 2 2 2 4 4 2 2 4 1 4 4 2 2 2 2 4 4 2 4]\n", "IPot (input vertical IP, eV):\t\t 12.35\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['SG']\n", "Orb energy (eV):\t\t [-76.58100431]\n", "Orb energy (H):\t\t\t [-2.8143]\n", "Orb energy (cm^-1):\t\t [-617667.45504544]\n", "Threshold wavelength (nm):\t 16.189941558867268\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[10. 0.81998167]\n", " [11. 0.80599244]\n", " [26. 0.9860914 ]\n", " [27. 0.98404896]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ep.jobSummary(jobInfo, molInfo);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1-photon ePS Cross-Sections\n", "Plot 1-photon cross-sections and $beta_2$ parameters (for an unaligned ensemble) from ePS calculations. These are taken directly from the ePS output file, `CrossSection` segments. See the [ePS manual, `GetCro` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/GetCro.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-sections by symmetry & type\n", "\n", "Types correspond to:\n", "\n", "- 'L': length gauge results.\n", "- 'V': velocity gauge results.\n", "- 'M': mixed gauge results.\n", "\n", "Symmetries correspond to allowed ionizing transitions for the molecular point group (IRs typically corresponding to (x,y,z) polarization geometries), see the [ePS manual for a list of symmetries](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/SymmetryLabels.html). Symmetry `All` corresponds to the sum over all allowed sets of symmetries.\n", "\n", "Cross-section units are MBarn." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot cross sections using Xarray functionality\n", "# Set here to plot per file - should add some logic to combine files.\n", "for data in dataXS:\n", " daPlot = data.sel(XC='SIGMA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $\\beta_{2}$ by symmetry & type\n", "\n", "Types & symmetries as per cross-sections. Normalized $\\beta_{2}$ paramters, dimensionless." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Repeat for betas\n", "for data in dataXS:\n", " daPlot = data.sel(XC='BETA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dipole matrix elements\n", "For 1-photon ionization. These are taken directly from ePS `DumpIdy` segments. See the [ePS manual, `DumpIdy` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/DumpIdy.html)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n", "thresPlot = 0.1" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:215: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data XeF2_highRes_wf.orb21_A1G_E3.0_10.0_143.0eV.inp.out, pType=a, thres=4.249411791226519, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:215: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1520: RuntimeWarning: invalid value encountered in greater\n", " _nx.copyto(ddmod, pi, where=(ddmod == -pi) & (dd > 0))\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1522: RuntimeWarning: invalid value encountered in less\n", " _nx.copyto(ph_correct, 0, where=abs(dd) < discont)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data XeF2_highRes_wf.orb21_A1G_E3.0_10.0_143.0eV.inp.out, pType=phaseUW, thres=4.249411791226519, with Seaborn\n" ] }, { "data": { "image/png": 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ECRM22z5hwoTsoYceWu1+jx49ctrH6tWrs3PmzMk++eST2SeeeKLWT65+97vfZQ844IDsAQcckO3evXvl7bp+jj322OxLL72UU/3+/ftnb7jhhmw2m80uX748e8ABB2T/+te/VrZffvnl2W9961v1bn/ttdc2al+//OUvs/3792/0uJKom81ms4MGDcp+//vfb1TfCy+8MDto0KBG9R06dGj2zDPPzJaXl9fbb8OGDdlvf/vb2aFDh+alZjab3BwkVbtnz56Nvo5NnDgx27Nnz0b17dWrV/a+++5rVN/x48dne/Xq1ai+2Ww2O2LEiOygQYOya9asqbff6tWrsyeeeGL27LPPblTdpI6JpOpms4V1zmWz1q6qpObiwgsvzJaUlGSXLFlSb7+PPvooe/TRR2e/973v5bVuUvOQZO1CW7t+/fplb7/99kb1ve2227L9+vVrVN9CO9aSqpvNmuNCrVto61Zo17RCu1YmWVvdjZI655Kqm806PzYpxLWjMOT+ZQ4AW6B3797xxhtv5GXfRx11VDzxxBON6jt48OAYP358jB8/PrLZbHz/+9+vvL/pZ9y4cfGHP/whvve97+X00Vmb7LDDDvV+1Njf/va32GGHHSrvr127tt6/zq/pxhtvjMMPPzxGjBgRF198cfy///f/av3k6uyzz47Zs2fHrFmzIpvNxk9/+tOYPXt2tZ+nnnoqnnvuuXjiiSfi4IMPzqn+N77xjXjooYdi6dKltdpefPHFmDFjRpSUlGx2+48//rjOdwbVpXv37vHxxx83qm9SdSMi3n333ejfv3+j+paUlMS7777bqL5vvvlmDBo0qMHva2rRokUMGjQo3nzzzbzUjEhuDpKq3apVq/jkk08aVfOTTz6JVq1aNapvJpOJ9evXN6pvXd8pVp+XX345hg4d2uA1pLi4OIYNGxYvvfRSo+omdUwkVTeisM65CGtXVVJz8be//S2GDx/e4GeGd+7cOYYPHx4vvPBCXusmNQ9J1i60tVu7dm106NChUX07dOhQ73cEVlVox1pSdSPMcaHWLbR1K7RrWqFdK5Osre5GSZ1zSdWNcH5sUohrR2EQ4gDN4tJLL43HHnus0WFKUyotLY3Vq1fnvN3rr7++2e992RolJSUxY8aMuP3226O0tLTy30tLS+O2226L//zP/4wBAwZU/vv8+fMb/SXb999/f9xxxx1xxBFHxFVXXRXZbDZGjhwZo0ePrvxivttuuy3nMe+0007RtWvX2GuvveK6666Lo48+Orp27Vrtp0uXLrHLLrvkXDsi4qKLLoqWLVvG4MGD48Ybb4xMJhNTp06NUaNGxVlnnRV77LFHnH/++Zvdfo899mj0k6p58+bFHnvs0ai+SdWN2BjmLVq0qFF9P/zww2rBXn2SCBqSCi+SmoOkah922GFxzz33xKuvvlpvv1dffTXuueeeOOywwxq1/x49esT48ePrDDGrWrp0aYwbNy6nkDSpgCipYyKpuhGFdc5FWLuqkpqL9evXN3ocrVu3bvQYkqqbZOCbVO1CW7svfvGLMX369KioqKi3X0VFRUybNq3Rz88K7VhLqm6EOS7UuoW2boV2TSu0a2WStdXdKKlzLqm6Ec6PTQpx7SgMQhygWey3335x7bXXxqhRo+Kb3/xmDB8+PEaMGFHt5+yzz27y/b788ssxbty4Rr+bojlceumlccABB8TNN98cffv2jQEDBsQxxxwTffv2jVtuuSX233//yu9VKSsriz4gL1UAACAASURBVEwmE0OHDm1U7cmTJ0efPn3i97//fRx33HEREfGVr3wlzj///Jg6dWosWbIkFi9enNN4p06dGlOnTq32JdXz5s2r/PfN/eSiY8eOMXHixDjwwAPjoYceimw2G9OmTYs//elP0bdv37jvvvvqDYhOOOGEmDp1aowZMyY++uijOvt89NFHce2118a0adPihBNOaNS4kqobEfH1r3897r333pg1a1a9/WbNmhXjxo2Lr3/9642qm0TQkFR4kdQcJFV71KhRUVZWFqeddlqcc845cdNNN8XEiRPjkUceiYkTJ8ZNN90U55xzTpx22mmxbt26GDVqVKPGevHFF8fSpUvj+OOPj5/97GcxefLkeOaZZ+L555+PZ555JiZPnhw/+9nP4vjjj49ly5bFyJEjG1U3IrmAKKljIqm6EYV1zkVYu6qSmov9998/Jk2a1OBfKn766acxceLERj+XSKpukoFvUrULbe3OPPPMmDdvXgwdOjSmTZsW77//fqxbty4iNn4H3vvvvx/Tpk2LIUOGxIsvvhhnnnlmXsdbaHUjzHGh1i20dSu0a1qhXSuTrK3uRkmdc0nVjXB+bFKIa0dhyGQ3vSoHkKCnn346Ro4cGevXr4/i4uJo3759nf2eeuqpnGtv7mO2Vq5cGZ9++mm0bNky/v3f/z2nF4A3eeyxx2L8+PHx7rvvxooVK2q1ZzKZBl+wqsu6detiwoQJMWvWrPjggw8iIqJbt24xYMCA+Pa3vx2tW7fOuWZERM+ePeNHP/pRnHPOObFixYro169f3HnnnXHEEUdERMQtt9wSTz75ZMyYMaPRNbt37x6ZTCYWLFgQrVu3rrxf38NHJpOJ1157bYt+h+XLl8c777wT2Ww29t577+jYsWOD25SVlcV3v/vdmDt3bmQymejYsWN07tw5WrduHevWrYslS5bEsmXLIpvNRu/eveOPf/xjoz4KL6m6ERGLFy+OoUOHxj//+c/Ya6+9omfPnrVqz58/Pz788MPYbbfdYtKkSdG1a9cG677xxhtx+umnx2effRZ9+/bdbN05c+ZE27ZtG/UFjUnUTHIOkqz9+uuvxy9/+cvKd2hlMpnKtk3nxGGHHRZXXnllHHjggY0aa0TEM888E1dddVUsXry4Ws2qtbt06RJXXXVVfPOb32x03blz58a5554brVu3juOPP36z8/CnP/0p1q1bF3fddVf07du3wbpJHRNJ1Y0orHMuwto1x1zMnDkzfvjDH0aXLl3itNNOi169ekWnTp0q6y5dujRefPHFmDx5cixZsiRuvvnmOPbYY/NWN6l5SLJ2oa1dRMRNN90Uf/zjH+v9S9eioqI4//zzGx3WF9qxluT8RpjjQqwbUVjrVmjXtEK8VhbaMVxodSOSOeeSrOv8+FyhrR2FQYgDNIuTTz45Vq9eHbfddlt07969SWufddZZtf4tk8nELrvsEvvss08MGzYsunTpknPde+65J66//vrYeeedo2fPnrHrrrvW2e+6667LuXZSDjvssLjsssti2LBhsW7dujjkkEPiN7/5TQwcODAiNr5T55prrokFCxY0uuacOXMiIiqfCG2635DGvnDUVCoqKuKRRx6JadOmxSuvvFLto+ratWsXBx10UAwaNChOPfXUBr+zoTnqRmz8a6Hf/OY3MXPmzCgrK6vV3rZt2zjmmGPikksuiT333LPRdZMIGpIKL5Kag6RrL1q0KBYsWBBLly6N0tLSaNeuXXTq1CkOOeSQ2GuvvXKqtUlFRUXMmzdvs3X79OmT8zEWkVxAlNQxkVTdiMI65yKsXVVJzcXkyZPj+uuvjzVr1my27o477hiXXXZZo98Vm2TdpOYhydqFtnYRG79Da8aMGfHSSy/FkiVLoqysLNq2bRudO3eOQw45JE488cTYZ599cqpZaMdakvMbYY4LsW5EYa1boV3TCvFaWWjHcKHVjUjmnEuyrvPjc4W2dqSfEAdoFoccckhccsklcc455+R7KI02YMCA2HXXXWPcuHGNfndFQ0pLS+OII46ICy64IC688MImqVnVwIEDo6SkJC655JKIiOjfv3+UlJTElVdeGRERV199dcyePTuefvrpJt93U1i4cGHMnDkz3nvvvchkMvGFL3whjjnmmDjooINyrrVixYrKJzRb+l09zVW3rKws3nzzzViyZEnlC/edO3eO/fffP9q2bbvFdZMIGpKoGZHcHCRdu1AkFRBFJHdMJFU3orDOOWv3uaTmYtWqVTF79uxYsGBBnf8ZHjBgwGbfQZyPukkeE0nVLrS1S0qhHWuFNr8RhTcXhVY3KYV2vSy0ukkeD4V2DBda3ULk/IBkCHGAZrHpY8LOO++8xPZRWloaixYtihUrVtT5UV99+vTJqd7BBx8cl19+eZN/lmjv3r3jJz/5yRb91WJD/vVf/zVeeumlyu+kGTt2bIwfPz5OP/30qKioiAcffDBOOeWUuPbaa5t831sjm83G1VdfHZMmTaq1dplMJoYMGRJXX311nX8dAwAAAADbqpb5HgCwfTjttNNi+vTpMWLEiGjZsmkvPaWlpTF27Nh45JFHYsOGDbXas9nsFn1HS5cuXeLTTz9tqmFWOvTQQ2PhwoVNXjciYvjw4fHss89W/vXIxRdfHG+88Ubcf//9EbExQBo9enQi+94ad9xxR0ycODEOP/zw+O53vxv77bdfRES89dZbceedd8bkyZOja9euibx7CZpaWVlZvPzyyxGRe3hcn/Ly8sov9NySj4gEAAAACo934gDN4n/+53/ixhtvjPXr18fw4cNjr732ihYtWtTqtyUveF5xxRUxZcqUKCkpiT59+sTOO+9cZ7/BgwfnVPeee+6Jhx9+OKZMmdKkwdMrr7wS5557blx99dVxwgknNFnd+ixbtixatmwZHTp0aJb95WrAgAGx5557xrhx42q926aioiLOOuusWLJkScyePXur9vPxxx/HjTfeGJlMJsaMGbNVtZqjbkTEmjVrYtasWRERccoppzRZ3SSChqTCi6TmIKna77zzTpxwwglRVFQUr776apPUTLJuRHIBUVLHRFJ1IwrrnIuwdlUJOjdKch6Sql1oa/fBBx/EOeecE5lMpvJ6QdMyx4Wp0Nat0K5phXatJHlJnXNJnsvOj40Kce3IL+/EAZrFueeeW3n7yiuvrPVC/Za+WyYiYtasWTF48OC47rrrtnqcVR144IHx+OOPx2mnndakwdOtt94au+22W4wePTpuuOGG2HvvvWt9B0Mmk4nbb7895zEvXLgwunXrVuszWzt27BgREatXr473338/evTokXPtJC1btizOPvvsOj8uraioKI477rj49a9/vdX7Wb16dUyZMqXJw5ak6kZsnJvLL788MplMk76gvHjx4jjrrLOaNBBIomZEcnOQVO2ddtopTjnllCb/+L927do1+Yvem7z33nuJBERJHRNJ1Y0orHMuwtpVldRcvPPOOzFw4MDIZDIFUTepeUiydqGt3fr162PRokVNfp0vtGMtqboR5rhQ6xbauhXaNa3QrpVJ1lZ3o6TOuaTqRjg/NinEtSO/hDhAs2jqgKWqbDYbvXr1avK6I0aMqLzdlMHTiy++GJlMJnbeeecoLS2N119/vVafLX3APe200+JXv/pVnHTSSXW2P/PMMzF69OgtCsuS1KVLl1i1atVm21evXt0kf03TpUuXGDdu3FbXaa66ERG77rprjBw5ssmfhCURNCQVXiQ1B0nV3mOPPWLs2LFNVm+TPffcM8aPH9/kdSOSC4iSOiaSqhtRWOdchLWrKqm5aNWqVey5554FUzfJwDep2oW2dl/60pfqfP62tQrtWEuqboQ5LtS6hbZuhXZNK7RrZZK11d0oqXMuqboRzo9NCnHtyC8fpwYUvO9973vRtWvX+PnPf96kdadMmdKofrl+TFuSunfvHjfccMNmQ5wZM2bEZZdd1uR/YbW1xo0bF//xH/8RDz/8cOy+++7V2pYtWxannXZaXHDBBTF8+PA8jRAAAAAAmp934gAF79JLL42zzjor+vbtG8cdd1yT1U1TOJOL+v66eeHChZv9zqB82n333WP33XeP448/Pv7lX/4l9t1334iIePvtt2PKlCmx9957R4cOHeKxxx6rtl3S3ym0bNmyyo+iAwAAAIDm5p04wDbhqaeeih/84Aexxx57RLdu3aKoqKhaeyaTiXvvvTdPo0vWhAkT4oEHHoiIiLfeeiv23HPPKC4urtVv5cqV8fHHH8egQYPi+uuvb+5h1qt79+4N9slkMlH1IWtLv0MpF1/+8pejR48eMWzYsDjhhBNixx13THR/SVm1alWUlpZGcXFxwf4OafHZZ5/F448/HqtXr47DDz889tlnn4iI+NOf/hQPPPBArFq1Knr16hUjR46s9a6yhsyfPz8efvjhmD9/fnz00UdRVlYWO+64Y+y7775x1FFHxbBhw1IZwlKbcw62LevWrYv58+fH8uXLY/fdd49DDz00WrVqle9hFbS1a9fG7NmzY8GCBbF48eIoKyuL4uLi+NKXvhRHHXVU9OzZM99DpA7WDZpXc51zHueanrWjqQlxgIL39NNPx8iRI2P9+vVRXFwc7du3r7PfU089lXPtzz77LO6+++6YOXNmvP/++xER0a1btzjuuOPi3HPPjTZt2mzRmJctWxb33XdfzJ8/P1auXBkVFRXV2jOZTEyfPr1RtR588MGYNGlSRES8+uqr0bVr11ov9GYymdhhhx2iZ8+eccEFF9QZ8uTTM888s0XbHXnkkTlvc/vtt8fvfve7Rn2k3KZwKZPJRLt27WLgwIExZMiQOOSQQ3Leb13+8Y9/xIMPPhirV6+Ob37zm9GvX7+IiLjzzjurBQI/+clPYr/99sup9qOPPhoPP/xwLFiwINauXVv57x07doyjjjoqzjvvvNh77723avyPP/54/OUvf6l8wlhSUhJHH330VtXcnGnTpsXDDz/c6O8eOu6446KkpCSGDBlSGbRsrTVr1sQZZ5wRb7/9dmSz2WjVqlXcfvvt8cknn8SPf/zj2HHHHWP9+vWxbt266NatWzzyyCPx/9u787CoqsYP4N9BZUnUEFETtXJ5Z0BFUkQD0xdRUUxABCLDXZTXINfc0tQ0910DTXMhRVlc0NwCTbRc0lxzLzeCVFxQBGUEzu8PHubnyCh3kCvc+n6ep+dpZg5fjvdwz8ycc+85lSpVKjJXCIGpU6ciKipKb6KyfPnyqFy5Mu7fvw8hBKpVq4b58+eXyFrPp0+fxv79+3Vt165dO0mTqcXx008/4ccff5S0N1r//v3Rrl07eHt7y9JPKf2cA/69bQcAx44dQ0ZGBpo1a6Z7nzt58iSio6N1bRcUFARzc3OjclNTU7F161aDE6hubm7o2LEjypd/9QUMbt26hYMHD+raztXV1ejJXqmOHTuGw4cPIzQ0VFL5L7/8Eu7u7mjTpo0s+xUppe3WrVuH1q1b652r27dvx5QpU/DgwQPdc9bW1pgyZQrc3NyMqq8Uly5dwrlz5+Dj41Nk2WXLlqFdu3Zo2LBhidcDAG7evImHDx+ifv36KFeuHAAgJSUFmzdv1rVb586djc7duXMnvvrqK6Snp+ve9569WEelUqFVq1aYOXPmK98R/TrPu3962/1T282Y/pJ9ZdF4zpXtc64svM8BZeu8Y9uRUnASh4gUz9vbGxkZGQgPDy/RgaxHjx6hZ8+eOH/+PCwsLFC3bl0AQHJyMrKysmBvb4/IyEijB6uuX7+OwMBAPHjwALa2tkhOTkadOnVw7949ZGZmolatWrCyssLGjRuNrnNRe+JQ/iTOokWLJN3Fo9FoMGzYMDx+/BibNm3C7du3oVKpoFar4e/v/0qDlXfu3IGvry9u374NIP+D3MyZM5Geno6ZM2eiXr16ePLkCZKTk2FlZYX4+HhJH/C0Wi0+++wz7Nu3T+95U1NTqNVqpKSk4N69ezA3N8e0adMkLUnn5+eHIUOG6CbNcnJyEBoaiqSkpEJ3R3l6emLu3LlGHAlpjGk3IL/tCj7kOzk5ISAgAB4eHjA1NS12HcLDwxEeHo4hQ4bA1tYWc+fOxRtvvIEKFSogJCQEHTt2RG5uLqKiovD1118jNDRU0heTdevWYcqUKQgICICvry/Mzc1x+PBhLFmyBOPGjUPnzp2RlJSE+fPnIy0tDfHx8ahTp46kOg8ZMgS9evVC8+bNdc9NmjQJ0dHRhdpuwIABGDFihPEHpgjGnnMqlQpmZmbo3Lkz/P390axZsxKph5LOOYBt9yytVotBgwbh8OHDAIDKlStj5cqVSE9PR3BwsO5CCJVKBXt7e6xfv17yub5y5UosWLAAWq3W4OsqlQr169fHwoULdUt9FmXWrFno2rUr7OzsdM8tX74cixYtQk5Ojq79zM3NMXr0aHz88ceSco1R3D6zRo0a8PPzQ/fu3UtkE1+ltZ2dnZ2u/QDg0KFD6NevHypXrozu3bvD1tYW165dw8aNG6HVahEbG6vXziWhOOedo6MjAgIC0LlzZ6MHdw3Jy8vDF198gS1btgAA6tatixUrVuDhw4cICgrC48ePAeQf4zZt2mDp0qWSB9Z++eUXDBgwAA0aNEDXrl1173kHDhzA5MmTYW1tjaSkJMTFxcHW1hZxcXGS7mhU2nmntLZju+VjX/n/lNp2//Zzriy8zwFl47xj25HiCCIihWvSpIlYtWpViefOmDFDqNVqsWTJEvH48WPd80+ePBHffPONUKvVYubMmUbnDh8+XDRv3lycPXtW3L17V6jVanHw4EGRl5cnVqxYIVxdXcWNGzeKVefMzEyRk5NTrJ8tTZs3bxZPnjx5Lb8rPDxcaDQaSWXVarXYunWrEEKI3NxcsXfvXhESEiIaNWokNBqNaNq0qRgzZoz47bffjK7HjBkzhKOjo9i+fbs4deqU8PHxEe7u7sLLy0ucOnVKVy4xMVHY29uLGTNmSMr95ptvhEajEcuWLRO3b98WGRkZIiEhQbi6uoqIiAghhBCnT58WgYGBolGjRuL8+fNGHQch8o+hWq0WQ4cOFZcvXxZZWVni3LlzIjg4WGg0GhEXF2fk0SiaMe1WUOeRI0eKjz/+WKjVaqHRaISzs7P4+uuvxaVLl4pVh65du4oxY8boHu/evVuo1WoxderUQmUHDhwounXrJjk3NDS00PPR0dHCyclJZGdnCyGEuHfvnmjdurUYN26c5Do/33ZRUVFCrVaLwMBAsW/fPnH58mWRkJAgvL29hUajEQkJCZKzpTL2nOvfv79wc3PTtVuXLl3E6tWrxf3791+pHko654Rg2z3r+++/F2q1WkycOFF8++23wtnZWXz00Ufio48+EitXrhT37t0Tf//9t5g+fbpQq9WSPxP88MMPunr/8MMPIjExUUydOlU4OjqKnTt3ij/++EOsWLFCtGrVSri6uoo7d+5Iyn2+7Xbs2CHUarVo3769WLt2rdi3b59YtWqV+OCDD4SdnZ349ddfi3NYXqo4fWa3bt2Eo6OjUKvVwt7eXgwcOFAkJCS80ucKpbddUFCQeP/998WtW7f0yl25ckU4OjqKESNGSD4WUhl73rm5uQmNRiM0Go1wcnISkydPFufOnXulOmzevFmo1WoRHBwsJk6cKJo0aSL69esnevbsKaZMmSLOnDkjjh49KsLCwoRGoxExMTGSs4OCgkS3bt0K/V3NmjVLdOzYUff41KlTwsHBQSxYsEBSrtLOO6W1Hdvt/+vLvjKfEtuO51zZeJ8Tomycd2w7UpqSuV+SiKgUVa9evdByZCUhISEBH374IT799FO9583MzDB48GD8+eef2L17N0aNGmVU7pEjR+Dv7w97e3vcv39f97xKpUL//v1x6tQpzJkzBwsXLjS6zm+88QYA4OnTp/jtt9+QnJwMAKhduzacnJzK7NqoY8aMwbRp0+Dl5QV/f3+o1Wqjfr5x48aSy4pi3oBqYmICNzc3uLm5IS0tDRs3bkRcXBw2b96MLVu2oH79+vD390fv3r0l5e3fvx++vr66q/KHDx+O4OBghISE6C3X5u7uDg8PDxw4cACjR48uMnfr1q3w8fHBwIEDdc+1b98eWq0WY8eORVBQEJo0aYLVq1fDy8sLy5Ytw/z58406FnFxcWjRooXez9nZ2SEiIgI+Pj7YtGkTunfvXmROv379JP/OlJQUo+oIAG3atEHXrl1x5coVxMbGIj4+HpGRkfj++++LdRVeamqq3lWEjRo1AgCDdxs4Ozvjm2++kZR7/fp1g1cnuri4ICMjAxcuXICDgwOsrKzQvXt3bN68WVKuIWvXroVarca6det0e4c1aNAArq6u6NKlC9avX4/27dsXmTNhwgTJv1PK0oXP8vb2xocffogDBw4gLi4Oe/fuxYwZMzB37lx07NgRAQEBcHZ2NioTUPY5B/y7227z5s3w8PDApEmTAAA2NjYYM2YMunXrhr59++rKjRkzBqdPn8auXbvQp0+fInPXrFmDli1bYsWKFbrn3N3dUb16dUydOhVJSUno378/OnbsCF9fXyxduhRffPGF0fVfsWIFbG1tER8fr3ufbtu2Lby8vODp6YnVq1dLWiZx6dKlkn/n0aNHja5n37594ebmhm3btiE2NhZJSUnYv38/rK2t0b17d/j5+Um+C7CAktsuLy8PJ06cQFhYWKG78t599110794dCQkJkrK2bdsm+fdeuHDBqHoOGzYMTZs2RUxMDLZs2aLbK7FgT78uXbro/u6kio6OhouLC7799lsAQP369TFt2jR06NAB48eP15VzcnKCl5cXtm3bBn9/f0nZ586dQ1hYmG7JmgK+vr747rvvcPHiRajVajg4OMDHxwe7d+/GkCFDjKo/UHLnHdsun9LaTc7+kn2lYTznlHfOleT7HKC8845tR0rDSRwiUjw/Pz9s3boVvXr1KrG1fIH89XyfXcbmeU5OTvjxxx+Nzk1PT0e9evUAQDepUnCrLgC0bNkSixcvNjq3QGJiIiZNmoS7d+/qrblqbW2NSZMmSRrke92mT5+O2NhYrF27FuvWrUPTpk0REBAAT09PSQPsubm5sLa2lrT3SWpqKlJTU1+pvjY2NggJCUFISAgOHjyI2NhYJCYmYsaMGZIncVJTU/UmqwrWZzY0IeXg4ICffvpJUm5KSorByRFHR0dkZ2fjjz/+gKOjI8zMzNCtWzesXbtWUm4BrVaLlJQUhISEFHqtXLly6Ny5M1atWiUp6+DBg0b97uKugVyvXj2MHj0aw4cPR0JCAuLi4nDo0CGcPHkS06ZNQ9euXeHv71/k7ea5ubl6fUzBl7w333yzUNkqVaq8cNmK55mamupN6Ba4f/++3trJAHRLLxbH06dP8eeff+LLL7/UTQIUsLCwgLe3N6KioiRlxcbGFqrbyxjbdgXLFrRp0wb37t3TTZr+8MMP2L59O+rWrYuAgAB069YNVatWlZSp1HMOYNv99ddf8PX11T0ueG92dXUtVPa///0vli9fLin38uXLGDlyZKHnPTw8MHfuXFy4cAGNGjVCnTp14Ofnh4SEBKMHt3JycnD+/HmMGjWq0MBQ1apV0b17d90yHkVZsGCBrG0HAJaWlvj444/x8ccf4/z584iOjsb27duxbNkyLF++HK1atUJAQADat28v6TOXktsuKysLOTk5L9w/oWHDhtiwYYOkrM8//1xyewghjG67unXrYuTIkRg2bBj27t2LmJgY/PLLL/jyyy8xffp0o/f0u379ut77/AcffAAhhMF97zp16iR5vzog/730ZR49eqT7/yZNmkg+P55Vkucd2y6f0tpN7v6SfaU+nnPKPOdK8n0OUN55x7YjpeEkDhEpXtOmTbFnzx74+fkhKCgItWvXLnTVAwCjNwOvXLky/vrrrxe+npycLGnT8udVrVpVt/FcxYoVYWZmpjep8PTpU2RnZxudC+RvEDhkyBBUrFgR/fr1w3/+8x8A+Zs+xsbGYujQoVi9ejWcnJyKlS+Xbt26oVu3brhy5QpiYmIQHx+PcePG6QbYAwICXjrAXrduXbz11ltYvXp1kb+rYP3dkuLi4gIXFxfcv38f8fHxkn/OxMRE7w4yMzMzADC4Hm7FihWL/DD4bFlDd62kpKRApVLpnRs2NjZ6myBKUVBnGxsbg6/b2NjoTUq+TLVq1eDg4IDw8PAiy4aHh7/S5CaQP2nq6ekJT09PpKSk6F2Ft2HDhiLvOqhatSrS0tJ0jwsG5Q3tm3Lz5k2DkzuGODg4ICoqCt7e3rC1tQWQP1m2aNEilC9fHg0aNNCVvXv3rm6jW2M9ffoUAHS/43m1atVCZmampKwqVarAwcFBd8Xoy6xdu1bSufkiVatWRXBwMIKDg/Hrr78iJiYGCQkJmD17NhYsWIAzZ85IylHqOQew7Z48eaJrLwC6vcisra0N/k6pfZBKpTJYNisrCyqVSu+9uEGDBli3bp2k3GdlZ2cjLy8P77zzjsHX33nnHcl/ExUrVkSjRo0k7bUVHx+PTZs2GVPVQuzs7DBp0iSMHTsWO3bsQExMDA4ePIhDhw6hatWq+OWXX4rMUGLbFQwqWVpawtLS8oXnVlZWFiwsLCRlmpubQ61WIzAwsMiyP/30U7Gvni1Xrhw6dOiADh064ObNm4iLi8OmTZsQGxuLuLg4qNVqSYNFjx490tvzr+B9p0aNGoXKVq9eXW9Aqij169fH1q1b0bNnT73+cdOmTVCpVHpXUmdmZhZrz4qSPO/YdvmU1m6vs7/8t/aVz+I5p6xzTo73OUB55x3bjpSGkzhEpHjP3mI+fvz4Qld0FFyhI3Vz3wLOzs6IioqCh4dHoStxzpw5g/Xr18PNzc3o+tavXx8XL14EkP8m7ODggOjoaHh6ekIIgbi4OEl3lBgSEREBa2trxMXFFRpY7t27N/z8/BAREYHvvvuuWPlyq1evHsaMGYMRI0YgISEBTwvd0gAAIABJREFUMTEx2LBhAzZs2IDGjRsjICAAH374YaEPJPb29kbf1VHSrKysJC1rUKBatWp6EwIWFhYIDQ01eBt4amqq5AkBJycnrF27Fm5ubnB0dASQP/A/e/ZsWFhY6N2JcOvWLVhZWUnKPXbsmG5Qu1KlSrh586bBcrdu3ZI8yWBvby95uabi3oXzIra2thg2bBiGDBmCffv2ITY2tsifUavVOHv2rO7xG2+8genTpxsse/bsWcnn8aBBg9CnTx906dIFLVq0gIWFBU6ePIm0tDR88sknepMMR44c0U3OSnXlyhXdkgWWlpZ6f3fPunv3ruSJaXt7e1y7du2FkwrPqly5svTKFsHZ2RnOzs54+PAh4uPjERcXJ/lnlXbOAWy7AlZWVnp3oFWoUAEtWrQw2NfcuXNHcr01Gg1iYmIQGBio9yV+9erVUKlUurtmAeDBgwdGLbGSnp6O1NRUCCFgaWmJ9PT0F5aTspktkD9gcffuXUlL0v3222+S61qUggnr5y+2kEKJbff555/j888/1z0+c+aMbhPhZ127ds3gJL4harUa2dnZ6NatW5Flb968WSJLoNSsWROhoaH49NNPceDAAcTGxkq+w7BKlSp6d4iWK1cOtWrVMjjQdP/+fcl/wwAQGBiICRMmwNfXV/eZ7vDhw9izZw9cXFz0junvv/+Ot99+W3K2HOcd2y6f0tqtNPrLf1tfCfCcA5R5zsnxPgco77xj25HScBKHiBTvRYOoryosLAxJSUkIDAzEBx98gPr160OlUuHy5cv4+eef8cYbb0i6yuR5bdu2xfLly/HkyROYm5sjJCQEwcHBaN26NYD8SacFCxYUq86nT59G7969Db5hV69eHQEBAVizZk2xsl+ngjsm3nvvPSxYsADx8fE4c+YMzpw5g1mzZqFPnz4YNGiQ7jZpOzs77Ny5E8nJyUWuhVurVi3JdyKFhoYavT+PVBqNBqdPn9Y9Njc3f+Hf04kTJ154q/TzQkNDsX//fvTo0QPvvPMOzM3NceXKFWRnZyM0NBSmpqa6sgcOHIC9vb2k3OjoaERHR+seF5wbzzt79qzkD6J2dnbYv38/7t27V+SySkKIYu9n9DImJiZo166dwdvmnxcYGIjLly8XWe7OnTs4ceKE5KX1nJ2dMWfOHEyZMgUHDhwAkP8lIiAgoNCeLL6+vi+8yvFFli5dqlujWgiBQ4cOwc/Pr1C5ixcvShrYB/L/fg8fPoyMjIwiJw/kaLvKlSujZ8+e6Nmzp+SfUdo5B7DtCjRo0EBv3XtLS0t8//33BsteunRJ8proffv2RVhYGDp37gx3d3dYWFjgyJEjOH/+PDw9PfUm8k6cOKF3V1xRpk2bhmnTpgHIP47Hjx+Hj49PoXJXrlxBzZo1JWVqNBqsX78ejx8/lnR1pRx95rMXW0ihtLYzNGj47NXxBbRaLfbs2WNwqSNDNBoNNm7cCK1Wq9cnvA7PL3EoRb169fTe7ypXroy9e/caLHv16lXJ/Q8A+Pv749y5c1i/fj0uXboEIP9vtWHDhrpzpoCVlRU++OADydlynXdsO2W2W2n2l//0vrIAzznlnXNyvc8Byjvv2HakNJzEISLFk3KVTnHUq1cP69at0236mJSUpHutefPmmDBhgt7VS1L16dNH744NV1dXrFmzBtu2bUO5cuXQsWNHvP/++8Wqc3Z29kvvgqhSpUqxl2p7XXJzc7F3717Exsbil19+QW5uLlq2bInAwEBUqFABkZGRWLJkCdLS0nTLAQ0cOFBvU/GX8fb2hre3t6SyxZmkk6p///64fv16keXu3LmDhw8fIiAgQFKuRqPBypUrMXXqVN2XQSsrKwwePLjQMfr8888N3i7+PEPr/xpaZzg9PR1paWno1KmTpLoGBQXB1dVV0i3kgwcPxuDBgyXlAvnLJ1arVk1yeSkKvtQVpVq1ajh8+LBR2Z6envDw8MClS5eg1WpRr149gwPsXbp0MSrX0CS3oeOdnp6OY8eO4cMPP5SUGxAQgP/85z96y5O9SK9evSSfc7Vq1TL6KlCplHTOAWy7Z3l5eUm6ay89PR2JiYmSJ4g6dOiAkSNHYtGiRXrrhrdu3RqTJ0/WK+vo6Ch5Ut/Qe4eh8/nRo0fYs2cPPDw8JOV6eXnhzTfflDQ44u3t/dJ9/V5VwZ5+RVFa20m9MCg3NxcrVqyQ/D7j4eEBrVaL9PT0Iq+MbdeuneTBTmNJ3YeqXbt2epPeL5KVlYUff/zR4KDty0ycOBEfffQRDh8+DK1Wi4YNG6JNmzaFlkMeN26c5Ey5zju23f9TUruVlf7yn9pXAjznnq2Dks45ud7nAOWdd2w7UhqVkOMSLSKif5h79+7hr7/+ghACderUkfyhrsDRo0dRv359o3/OWF27doWNjQ1Wrlxp8PW+ffvizp072LZtm6z1KI7r168jNjYWW7Zs0e370a1bN3z00UeF7jyYNGkSdu7ciSNHjpROZRXi4cOH0Gq1/AD3mty9exczZ85Er1690Lhx4zKfSyWP51zpys3NRVZWFszNzSV/gQfy3+OPHz8OrVaLBg0aGL1kYXEV1NfMzOy1X21c1iit7cqKlJQUVK1atdTWvX/8+DGuX7+OGjVqGLVUZGkqK+cd2844ZaXdSpsS+8qy0nY856i42HZUVnASh4joNbCzs8OsWbMMrldaklasWIE5c+agS5cuGDx4sG5PjqtXryI8PBw7duzAyJEj0b9/f1nrYayePXvi2LFjEELgvffeQ2BgIDp37vzCD/o//PADRo4cqbfsAP3zpKam4uHDh6hXr16Jf+mTI/vGjRvo2LEjFi9ejA4dOpRIppy5crh27RqOHDmCBw8ewNraGq1bt5Z854ncubdv35ZlbWi5cgtkZmbC1NRUb7Dm3r17OHnyJHJzc9GkSZNiX4Wq1Wpx+fJl/P3333j8+DEsLS1Rv3591K1b95XqLFcuUWl79OgRdu3aBRcXF9SqVau0q/OPc/XqVV0/L3W5KCo9Dx8+1PXxxuyLRERlE/vg1+PRo0fIzc2VvI/sy7Af/nfhJA4R0TMyMzPx2WefwdHREWFhYS8st3jxYpw5cwaLFi2StBSURqPB7NmzZZ/Eyc3NxdChQ5GQkACVSqW7XTc3NxdCCHTs2BELFiyAiYmJrPUwlpOTE7y8vBAYGCjpyrA7d+7g/PnzRq23Ta/m6tWrWLRoES5evAhra2t0797d4C3liYmJmD59Ovbs2SMp99ChQ1i2bBkePnyIdu3aYfDgwcjOzsaQIUN0+8NUrlwZEyZMkLxclFzZ/fr1e+nrT548wfHjx6FWq2FtbQ2VSoXvvvuu1HKB/CvHzMzM9M75e/fuYcmSJdi3bx/u37+PatWqwd3dHYMHD5a8Ue62bduQmpqKQYMGAchf53ny5MmIiYnR7aOiUqlQvnx5hIWFSV7uUK5cIH8yvVGjRvjoo4/g6elZYl905MrNycnBuHHjsH37dpiYmCA0NBSDBg3Cxo0bMXXqVDx58gRA/r5OQUFBGDt2rOTse/fuYcGCBdi+fTuysrIKvf7OO+/gf//7H7y8vIyqs1y5hn7PrVu3dMt11KhRo0TudJUrl/45bty4AQ8PDyxcuBAdO3Ys7eqUilcd5Dt37hzS0tLQtm1b3XM7duzA7NmzcfPmTd1z9evXx8SJE9GiRYsSqbdcSnIwTq7ckhzk2759OzZu3IhTp07p9fPVq1fHf//7X/Tr18+oTbqfx36YiiLXZLpSJul37dqFpKQk3Lt3T/cZXsrengX+aX2wnF6lH46Li0N0dDQsLCwwePBgtGrVCufOncP48eNx/vx5AEDdunXx+eefo3379kZly90PU9nFSRwiomesXr0ac+bMwe7du1+6cd1ff/2FTp06YezYsfjkk0+KzH1dkzgF9uzZg4SEBCQnJ0MIgbp166JDhw5wd3d/Lb9fimeXmJO6+eG/VUREBBYvXixprWw5ctPS0tC1a1ekp6frnlOpVOjQoQNmz56tt6Hi1q1bMXr0aN2H05e5cOEC/Pz8IISAubk5srKyEBwcjMzMTOzduxft2rXDkydPkJiYiEePHmHDhg1o0qSJpH+bHNkajQYqleqlm3A++7pKpZJ0HOTKBQrfBXj37l0EBATolpSoVasWkpOT8eDBAzRo0AAxMTGS9jUJCAiAg4MDxo8fDwBYtmwZ5s+fj7fffhsffvghbGxs8Pfff2Pz5s1IS0vDvHnz0Llz51LLBfKPM5B//CwsLNClSxf4+/vDwcFB0s+/7tx169ZhypQp0Gg0qFatGg4ePIipU6diwoQJcHR0hIeHB3JychAfH49Lly5hypQp8PPzKzL3zp07CAwMREpKCt5++21YWFjgypUrEELAz88Pd+/e1d319Mknn+jaorRyC2RlZeG7777Dli1bkJqaWuj1WrVqwcfHB/369TNqkFKuXKni4+OxceNGg3uPGaLVarFx40bdhLqXl5fBL+onT55EdHS05PXT5cy+c+cOYmJikJGRgbZt26JVq1YA8u8eXr9+PR4+fIj33nsPo0aNMmpTbTlyly5d+tLXHzx4gFWrVqFLly5o2LAhVCqVbtK5OF51ME6uXDkH+fr374+qVati9uzZAPIv/ggNDUX58uXx3nvvwcbGBqmpqTh16hQqVKiA9evXo1GjRkXmenh4wN3dHf7+/ro70UuKXINxShrk02q1+Oyzz7Bv3z69501NTaFWq5GSkoJ79+7B3Nwc06ZNg6enp+RspfXDcuXK1QfL+b4hV//+MnJNppd07qv2w35+fhgyZIjuosWcnByEhoYiKSlJ7zuDSqWCp6cn5s6dKylXrj4YkK8fVlr/npSUhEGDBqF8+fIwNTVFXl4eIiMjMXDgQAgh0KJFC+Tk5ODIkSPIzs7GmjVrJL2PytkPkzJwEoeI6Bk9e/bEm2++icWLFxdZdsiQIUhPT8eaNWuKLCvnJM7r2m+npL2uJeb+CSIiIrBo0SLJA/clnTt16lSsX78eEydOhKenJ27duoUFCxYgISEBrVq1wrJly3QTOcZM4owYMQLHjx9HTEwMqlatihEjRuDgwYOoXbs2Vq9erbsr5K+//oKPjw/atWuHWbNmSfq3yZEdEBCAP/74A8OGDTO4oez169fh4eGBRYsWGfXlT65coHDfM378eGzcuBETJkxAjx49AOTf7bJs2TIsWLAAn3766UvvQizQsmVLhIWFISgoCADQpk0b1K5dG5GRkShfvryuXGZmJgICAmBpaYno6OhSyy04FsOGDcPjx4+xadMm3L59GyqVCmq1Gv7+/vD29oalpaWkrNeR6+fnBzMzM6xduxYqlQrh4eH49ttv0bx5c707sXJyctC9e3eYmZkhJiamyNwJEyZg+/btWLFiBZo1awYgf0m40NBQ2NraYv78+dBqtZg3bx7WrFkjeTBDrlwgfyPnnj174vLly3j77bfh6OiImjVrwtTUFFqtFjdv3sTJkydx/fp1NGjQAN9//72kNcvlyjWGMf17dnY2evTogXPnzukGcCpUqIBRo0YV6juM6YvlzL5z5w58fX1x+/ZtAPmDTTNnzkR6ejpmzpyJevXq4cmTJ0hOToaVlRXi4+MlLU8oV65ck+pyDcYpcZDP1dUVwcHB6NOnD4D8jbAfPHiAyMhIvYHls2fPok+fPnByckJERESRuQVtB+Tf4R0QEAAPD49XXjJVrsE4pQ3yhYeHY/HixRg2bBi6desGCwsLHD58GJMmTUJQUBBCQkJw5swZTJs2DWfOnEFcXJzuIoeXUVo/LFeuXH2wnO8bcvXDck2my5UrVz/8/Gf4iIgILFy4EJ07d8ann34KW1tbXLt2DfPnz8eBAwcwdepUdO/evchcufrggjrL0Q8rrX/v378/rl+/jujoaLz55psYOXIkTp48CVNTU6xfv143bpOcnKy7gG3ZsmVF5srVD5OCCCIi0nF2dharVq2SVHbVqlWiZcuWksqq1WoRFBQkxowZI+m/sWPHSq6zRqMRW7dulVy+rFCr1Yqsd2kIDw8XGo2m1HI9PT3FuHHjCj0fEREh1Gq16Nevn8jOzhZCCBEfHy+5ru7u7mLhwoW6x6dOnRJqtVqsXr26UNkpU6aIdu3aScqVKzsvL0+sXLlSODo6ioCAAHHx4kW9169fvy7UarXYvXu35HrKmStE4fPM2dlZjBkzxmDZAQMGiK5du0rKdXBwEHFxcUIIITIzM4VarRbx8fEGy65YsUI4OjqWaq4Q+sciNzdX7N27V4SEhIhGjRoJjUYjmjZtKsaMGSN+++03yZly5jo7O4vIyEjd46tXr77weCxfvlzysWjdurWYO3duoed//fVXYWdnJ27duqV7LigoSPTs2bNUc4UQYuLEicLR0VEkJia+tFxiYqJwdHQUEydOLNVcYxjTv69atUqo1WoxfPhwsWfPHrFu3Trh5uYmNBpNoWNvTF8sZ/aMGTOEo6Oj2L59uzh16pTw8fER7u7uwsvLS5w6dUpXLjExUdjb24sZM2aUam7z5s1Fs2bNxKpVq8SRI0cK/RcfHy/UarVYsmSJ7jkpnu+Lw8PDhVqtFkOHDhWXL18WWVlZ4ty5cyI4OFhoNBpdP1hauS4uLnqfh7t27SratGkjrl27plfu999/F05OTiIkJERSrhBCNG7cWGzatEkIIUR2drZQq9Vi3bp1BssuWLBAtGjRQlKuWq0WI0eOFB9//LFQq9VCo9EIZ2dn8fXXX4tLly5Jrt/z+vXrJ9zd3cWdO3dETk6OGDp0qPjvf/8rOnbsKO7evasrd+PGDdGqVSsxcODAUs395ptvhEajEcuWLRO3b98WGRkZIiEhQbi6uoqIiAghhBCnT58WgYGBolGjRuL8+fOScj08PAx+fti+fbtwcHAQGRkZQgghnjx5Ijp27CiGDh0qKVdp/bBcuXL1wXK+b8jVDxecv2q1+oX/Pfu61DrLmfs6+vd27dqJoKCgQuVycnLEhx9+KHr06CEpV64+uKDOcvTDSuvfW7duLZYuXap7/Pvvvwu1Wi3Wr19fqOyCBQuEs7OzpFy5+mFSjvJFT/MQEf17ZGZmSl7ztEqVKnj06JHk7KNHj+Lo0aOSyqpUKkybNk1SWcEbKhWpcePGkssa08Zy5Kampuqu1npWSEgILCwsMH36dISFhWHJkiWSfzeQf5X+s8sWFqw//c477xQqW69ePUl3GciZrVKp0LdvX7Rv3x7jx4+Hr68v+vfvj08//fSVrgSTK/d5mZmZePDgAVxcXAy+7urqioULF0rKsrW1xR9//AEAMDc317tL5nkqlUp39Vxp5T7PxMQEbm5ucHNzQ1paGjZu3Ii4uDhs3rwZW7ZsQf369eHv74/evXuXWu7Tp0/1lios+H9D+7BZWFjg6dOnkup4//591K5du9Dztra2yMvLw40bN3RXynbo0EHSnaly5gL5S4T27t27yCVB3d3d0atXL2zatAmTJk0qtdyi9rl6VkpKiuSyW7duhYuLi95VvN7e3hg6dCiWL18OExMTDB06VHLe68jev38/fH19dVf7Dx8+HMHBwQgJCdFbctDd3R0eHh44cOAARo8eXWq5O3bswMSJEzFnzhz06tULn332md45d+PGDQBAw4YN4ezsLO0gGBAXF4cWLVpg/vz5uufs7OwQEREBHx8fbNq0SdIV1XLlPnz4UPd5WKvV4tKlS/jyyy8LLcHUqFEjBAUFYd26dZLrWLVqVb0l2QDAxsbGYNlq1aohOztbcnabNm3QtWtXXLlyBbGxsYiPj0dkZCS+//57ODo6IiAgAJ07d5a0n2WBS5cuISgoCNbW1gCAAQMGoHv37pg0aZLeXfB16tRBYGAgoqKiSjV369at8PHx0dszrn379tBqtRg7diyCgoLQpEkTrF69Gl5eXrplS4uSkpJisG9zdHREdnY2/vjjDzg6OsLMzAzdunXD2rVrJdVXaf2w0vp3Od835OqHLS0tIYRAWFgY7O3tC71+8+ZNjBo1CmFhYUYt5ShX7vPk6N+1Wi1SUlIQEhJS6LVy5cqhc+fOWLVqlaQsOftgQJ5+WK5cufrhhw8folq1arrHBf9fo0aNQmXfeustZGZmSsqVqx8m5eAkDhHRMypVqoS0tDRJZe/cuWPUEjkhISEvHDylf5/c3FxYW1tLWtc3NTXV4Brhryu3YsWKePz4scHXevfujby8PMycORNDhgwxas12CwsLvdxy5coBgMGJCyGE7vXSzq5Tpw7WrFmDmJgYzJ49Gzt37sRXX331ypugypVbwNTUFOXKlXvhnjfm5ubIy8uTlNWhQwds2LABffr0QY0aNeDm5oaoqCh4enrqTbxkZWUhNjZW8jI7cuW+jI2NDUJCQhASEoKDBw8iNjYWiYmJmDFjhtGTOCWZa2trixMnTiAgIABA/lr1APDzzz8XWobs559/lrRECZC/H8LJkyd1uQVOnjwJlUqldyGDMZNDcuUC+cvtvGyfumfVrl0bDx48KNXcgwcPSipXQOpk5F9//VVo4KdixYpYunQphg8fjmXLlqFChQr49NNPjfr9cmanpqZCrVbrHjds2BCA4QsOHBwc8NNPP5VqbvXq1REREYHt27fj66+/xu7duzF58mS0bt1a0s9LUZKDcXLlyjnI5+Ligq1bt2LAgAEwNTVF48aNkZiYiA4dOhQqu3fv3mJtzlyvXj2MHj0aw4cPR0JCAuLi4nDo0CGcPHkS06ZNQ9euXeHv7w87O7sis+QajFPaIF/FihUNTkqkpKRApVLpfY6ysbH5x/bDSuvf5XzfkKsflmsy/XVM0svVvxd8Pn9RP2xjY/PC72rPex19MFCy/bBcuXL1wzVq1MDVq1d1j69fvw4AOH/+PNzc3PTKnj9/XrfMd1Hk6odJOTiJQ0T0DLVajQMHDuhdvfYi+/fv1/vgWpT69eu/0lWb/0QxMTGSvwwZc3eSEtStWxdvvfUWVq9eXWTZgjW1Syu3Tp06OH78OHr16mXw9b59+yInJwdz587F6dOnJdUTAGrWrKn3QbRSpUqIjIw0+KE7JSVFd5VUaWcXCAgIQNu2bTF58mT07dsXrq6uxb4zRM7cZ88zMzMz3ReJ56WmpkpeZz44OBi7du2Cn58fBg4cCF9fX3zxxRfw9PREly5dUK1aNdy8eRPx8fFIS0vDuHHjSjVXKhcXF7i4uOD+/fuIj48v1dxOnTohPDwcVlZWqF69OpYvX466devi9u3bmDdvHjp16oTc3Fxs3rwZ+/btk3xVZ9u2bREdHY13330Xvr6+MDc3x+HDhzFt2jTUqFFDb+Ph69evS54ckisXyJ/Q+umnn+Dv719k2T179kie+JQrt1q1anBwcEB4eHiRZQvWN5dCCGHw7rRy5cph3rx5GDZsGJYsWYIKFSqgZs2akjLlzjYxMdGbHC64o8zQ5uQVK1ZEbm5uqeYW6NKlC1xcXDB16lQMGDAAXbt2LbH+piQH4+TKlXOQ73//+x+8vb0xaNAgjB49GuPHj0ffvn0BAD4+PrCxscHff/+NqKgoHDx48JWOe4UKFeDp6QlPT0+kpKQgJiYGW7ZsQVRUFDZs2IBz584VmSHXYJzSBvmcnJywdu1auLm5wdHREQBw9+5dzJ49GxYWFnrfiW7duiX584TS+mGl9e9yvm/I1Q/LNZn+OibpS7p/P3bsmO64VapUqdDkeoFbt25JXk3kdfbBQMn0w3LlytUPOzs7IyYmBi1atED16tUxZ84cVKlSBYcOHULTpk3h6uoKANi1axfi4uIk/w3K1Q+TcnASh4joGR07dsSUKVOwY8eOl270uX37dhw7dgxffvnla6zdiyl1MkSuJeaUwN7e3uir+Uor18XFBStXrkRGRgYqVapksExwcDDy8vIwf/58yRMO9vb2ursLAKB8+fIvnOjcv3+/UUvFyZn9rBo1aiA8PFz3hbCkljcsydznz7Ndu3YZvEr3yJEjuqsoi2JpaYnIyEiMGjUKX3/9tW6j73v37uk2jhVCoHLlypg+fbpus9fSyjWWlZWVwSUEX2du7969sXfvXqxcuRJA/t0rs2fPRuXKldGjRw8sX74cQP7xsLKywuDBgyXlhoWFYf/+/Zg3bx7mzZune97ExAQLFy7UO3/37NmD5s2bl2ouAPj6+mLevHkIDQ1Fnz590LRpU1SoUEH3+tOnT3Hq1CmsWrUKSUlJGDZsWKnm2tvbSx6UMGaCtlatWi/ccLpgQO6zzz7D/Pnz0axZM8m5cmZXq1ZN7w5nCwsLhIaGok6dOoXKpqam4s033yzV3GdZWVlh7ty58PLywsSJE9G5c2d88sknxZ5Ul2MwTq5cOQf56tati4iICAwfPhw+Pj66Ad+tW7di69atunJCCPj5+SEoKEhy9svY2tpi2LBhGDJkCPbt24fY2FhJPyfXYJzSBvlCQ0Oxf/9+9OjRA++88w7Mzc1x5coVZGdnIzQ0VO9O5wMHDhhcrsoQpfXDSuvf5XzfkLsflmsyXY5cufr36OhoREdH6x4nJSUhMDCwULmzZ89KnkwvrT4YKH4/LFeuXP1wSEgIdu/erbsjSwiBUaNGoWbNmujfvz8sLS2Rl5eHx48fw8TEBP3795eUK1c/TMrBSRwiomf4+fkhKioKo0aNwtmzZxEYGKj3QTQ5ORnr169HZGQkGjRoUKz1yuWg1MmQf/MSc3Z2dti5cyeSk5MNftl5Vq1ateDk5FRquV5eXtBqtbhx48ZLl68aNGgQLC0t8fvvv0uq66hRo5CRkVFkubt378LFxaXQFVGllW1Ily5d0KFDB2RnZ8PCwuKVskoy98KFC5LKpaenw9HRES1btpScXaNGDaxZswa//fYb9u/fjz///BOZmZkwMzPDW2+9haZNm6J9+/ZGLTspZ25oaKhRd0+Wdq6lpSViYmLw66+/IiMjA82aNdMt8xATE4M1a9bg9u3baNiwIXr37o1+spkDAAAMQElEQVS33npLUm7VqlURGxuLpUuX4siRI9BqtWjYsCH69OlTaABn586dkusrVy4A9O/fH5cvX8a2bduwZ88emJiYwMrKCqamptBqtbh//z7y8vIghECXLl0kfxmWK9fOzg779+/HvXv39NZUN0QIIXmS1snJCbt378aECRMMLgFZvnx5LFy4EGFhYdi3b59RA4hyZWs0Gr07NM3NzREaGmqw7IkTJyRPJMuVa0jbtm3xww8/YNasWZKuvn8ROQbj5MqVe5CvVatW2LFjB9avX4+kpCRcuXIFWq1Wr5/v1q3bK+1L8SImJiZo164d2rVrJ6m8XINxShvk02g0WLlyJaZOnar7bFFwAcHzKxh8/vnnBpcjMkRp/bDS+nc53zdeRz9c0pPpcuXK0Q9HRkYWes7QXVXp6elIS0tDp06dJNe3NPtgwPh+WK5cufrh2rVrY8uWLYiJiUFmZiZcXV113zUfPHiAFStW4Pbt27Czs0NYWJjk7/ly9cOkHCrBHbGJiPSkpKRg0KBB+OOPP6BSqVCxYkVYWlri0aNHyMzMhBACDRo0wLfffiv5ln6NRoPZs2eja9euJV5fjUZj9GRIWVjWTc5jQkRE/zyHDh1CfHw8Tp8+jZs3b+LJkycwNzdHzZo14eDgAG9vb7z//vulnpuWloarV6+icePGL9yDqjiOHj2KOXPmYMSIES99H3/69ClGjBiB33//HXv37i3V7NOnT+P69etFvtffuXMHAwcOREBAgMGBr9eVW5Rz584hNTUVTZs2feFyOYb8+uuvhZ4rX758oQnO9PR0DBgwAJ06dcKAAQNKLffZn3t2kO/5CXU5B/mM1bNnTwwePLhYfUBRCpbqeX4wbv369brBuIYNGyIsLMyoi0Lkyj127FihQb6+ffsWGuQ7fvw4atSoIXlPmgIPHz6EVqvV20viVSmlH1Za/y7n+8br7ocfPXqEWbNm6e6yWLhwYaE9AksjV+5+WEnk6oeV2L/LTY5+mMo+TuIQERmg1WoRGxuLXbt24dKlS8jMzETFihXxn//8B506dYK/v7/BDdJLg1InQ5RabyIiIiKiso6DfPRPVNzJ9NLKJSIqKVxOjYjIAFNTU3zyySf45JNPSrsqRERERERERpG6CTeRktjb28uy14dcua/i6tWrWLRoES5evAhra2t0794dPj4+hcolJiZi+vTp2LNnT6nm0v9j25EcTEq7AkRERERERERKEhERUeYG/P5peIyVydh2u3r1KoYNGwZPT0/07NkTW7ZsMVguMTER7u7uzC0juUqss5Jy09LS8PHHH2Pnzp24cuUKjh49irFjx+Kzzz5Ddna2XtmsrCykpqaWam4BJR1juXKV2nZU9nESh4iISsWFCxe4lBoREZUouQZ9mSt/ttJyAUjetNwYSjsOck+08BgrLxeQ3m5KG+xkrnLrrLTcZcuWISMjA1999RWOHTuG7du3o3379vjxxx8xaNCgQtlSyZULKO8Ys+1IaTiJQ0SkcJwMISIi+n9ybfnJXPmzlZYrF6UdB6UdX0B5x0JpuVIpbbCTucqts9JyDx06BB8fHwQEBMDS0hL169fH4sWLMXToUBw+fBiDBw+GVqstM7mA8o4x246UhpM4RERERERE9K/XuHFjyf8tWbKktKurSDzGyiRXuyltsJO5yq2z0nJTU1Ph6OhY6PmQkBCMHTsWv/zyC8LCwvD06dMykQso7xiz7Uhpypd2BYiIiIiIiF6kcePGkssac1U5c+XPVlpubm4urK2t8e677xZZNjU1VfLSKko7DnL+rfEYKzNXrnZLTU1Fnz59Cj0fEhICCwsLTJ8+HWFhYUZP6DFX3lwl1llpuRUrVsTjx48Nvta7d2/k5eVh5syZGDJkCNq3b1/quYDyjjHbjpSGkzhERERERFRmyTV4yFz5s5WWW7duXbz11ltYvXp1kWUjIiKwaNEiSblKOw5y/q3xGCszV652U9pgJ3OVW2el5dapUwfHjx9Hr169DL7et29f5OTkYO7cuTh9+nSp5wLKO8ZsO1IaTuIQEREREVGZJdfgIXPlz1Zarr29PQ4ePCiprDGUdhzk/FvjMVZmrlztprTBTuYqt85Ky3VxccHKlSuRkZGBSpUqGSwTHByMvLw8zJ8/HyqVqlRzAeUdY7YdKQ33xCEiIiIiojLL3t4e58+fZ65MuXJmKy3Xzs4ODx48QHJycpFla9WqBScnJ0m5SjsOcv6t8RgrM1eudnNxcUFSUhIyMjJeWCY4OBjDhg3DnTt3JNeXufLmKrHOSsv18vJCUFAQbty48dJygwYNwoQJE+Dj41OquYDyjjHbjpSm3KRJkyaVdiWIiIiIiIgMuXHjBvbt2wdvb29UqVLlpWVTU1ORnp4OX19f5krMVWKd5cpt3rw5QkNDi8wEAI1Gw+NrZC7AY6zUXLnarWbNmihfvjxsbGxQvXr1F5ZzcnKClZUVqlatKmlZI+bKm6vEOist980334SLi8tLMws4ODhIbje5cgHlHWO2HSmNShi7EyERERERERERERERERHJjsupERERERERERERERERlUGcxCEiIiIiIiIiIiIiIiqDOIlDRERERERERERERERUBnESh4iIiIiIiIiIiIiIqAziJA4RERERERGRjBYvXgy1Wo0jR46UdlWIiIiISGHKl3YFiIiIiIiIiJRErVYXWSYyMhItW7Z8DbUhIiIion8yTuIQERERERERFUNoaOgLX7O1tX2NNSEiIiKifypO4hAREREREREVQ1hYWGlXgYiIiIj+4bgnDhEREREREVEpSE1NRZcuXdC4cWPEx8frvXbz5k189dVXcHd3R+PGjdGyZUuEhITg9OnTpVRbIiIiIioNnMQhIiIiIiIies0uXLiAjz76CH///Te+/fZbeHt76147e/YsvL29ERUVhXfffRc9e/aEm5sbjh07hh49eiApKakUa05ERERErxOXUyMiIiIiIiIqhsWLFxt83szMDAMHDnzhzx08eBBhYWGwsLBAVFQUNBqN7rWcnBwMHToUWVlZiIyMhLOzs+61W7duwc/PD1988QX27t0LU1PTkvvHEBEREVGZxEkcIiIiIiIiomJYsmSJwecrVar0wkmc+Ph4fPHFF6hbty5WrFiBWrVq6b2+b98+3LhxA/369dObwAGAGjVqYMCAAZg2bRoOHTqEtm3blsw/hIiIiIjKLE7iEBERERERERXDxYsXjSofGRmJPXv2oFmzZoiIiECVKlUKlTl58iSA/P1yDN3pc+3aNQDAn3/+yUkcIiIion8BTuIQERERERERvQbHjh2DEALvv/++wQkcAEhPTwcA7Nq166VZWVlZJV4/IiIiIip7OIlDRERERERE9Bp8/fXX+Pbbb7FkyRLk5uZi6NChhcpUqlQJABAeHg53d/fXXUUiIiIiKmNMSrsCRERERERERP8GlSpVwsqVK+Hk5ISIiAjMmjWrUJmmTZsCyL9rh4iIiIiIkzhEREREREREr4mlpSVWrFiB999/H9999x2mTp2q97q7uzvq1q2LqKgoJCUlGcw4ceIEHj9+/DqqS0RERESljMupERERERERERXD4sWLX/ha+/btYWdnZ/A1CwsLLFu2DGFhYfj++++h1WoxefJkqFQqVKhQAYsXL8aAAQMwcOBAvPfee7Czs4O5uTlu3ryJM2fOIDk5GT///DMsLCzk+qcRERERURnBSRwiIiIiIiKiYliyZMkLX7O1tX3hJA4AmJmZYcmSJRg+fDiio6Oh1Woxbdo0mJiYQKPRID4+HqtWrcK+ffuwadMmmJiYwMbGBvb29ggLC4OVlZUc/yQiIiIiKmNUQghR2pUgIiIiIiIiIiIiIiIifdwTh4iIiIiIiIiIiIiIqAziJA4REREREREREREREVEZxEkcIiIiIiIiIiIiIiKiMoiTOERERERERERERERERGUQJ3GIiIiIiIiIiIiIiIjKIE7iEBERERERERERERERlUGcxCEiIiIiIiIiIiIiIiqDOIlDRERERERERERERERUBnESh4iIiIiIiIiIiIiIqAziJA4REREREREREREREVEZxEkcIiIiIiIiIiIiIiKiMoiTOERERERERERERERERGUQJ3GIiIiIiIiIiIiIiIjKIE7iEBERERERERERERERlUGcxCEiIiIiIiIiIiIiIiqD/g8pS32piVOWoAAAAABJRU5ErkJggg==\n", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thresPlot, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thresPlot, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Set threshold\n", "thresCalc = 1e-3\n", "\n", "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thresCalc, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E10.0_10.0_150.0eV.inp.out_BLM-L_2020-04-01_13-50-25.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/backends/h5netcdf_.py:211: FutureWarning: complex dtypes are supported by h5py, but not part of the NetCDF API. You are writing an HDF5 file that is not a valid NetCDF file! In the future, this will be an error, unless you set invalid_netcdf=True.\n", " self.ds.attrs[key] = value\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/backends/h5netcdf_.py:285: FutureWarning: complex dtypes are supported by h5py, but not part of the NetCDF API. You are writing an HDF5 file that is not a valid NetCDF file! In the future, this will be an error, unless you set invalid_netcdf=True.\n", " nc4_var.attrs[k] = v\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLM:\n", " fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data XeF2_highRes_wf.orb21_A1G_E3.0_10.0_143.0eV.inp.out, pType=a, thres=0.17383707232179313, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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3urY+77777njkkUdi+fLlcdNNN8WBBx7Ytc8HHngg3vOe98TWrVvj6KOP3mGfd955Z4yOjpb+4at+x7jQ4xtEjBEvfLvn8ssvn/lmUaVSman71SP6yCOPjMsuuyxe9apXde0r4oWk5Jo1a+Kxxx4r9LV9nwcccECsWbMmjj322NL++n3N3/ve9+K3f/u3Y3h4OE499dQd9veNb3wjJicn47rrroujjz56l8U3iBhzWIsLfZ5ziXEQfX7rW9+K3/u934sDDjggzjzzzDjiiCNixYoVM31u2LAhfvCDH8TNN98c69evj7/+67+O3/iN39hlMfY7PjH2J8ZBXHNExLXXXhuf/exnu/4GYbVajfe///2lifk9NcZ+xhdhLS7Uee5njJ4te8a+nUOMC/1e2ZNj3NOeLYPqc6HPc79j3N1IcgDZOv300+P555+PT33qU3HYYYf1fHyz2Yxbbrkl1q1bFz/60Y9ifHx8pm5sbCxe85rXxGmnnRbvfOc7S/8N+M2bN8ff/d3fxbp16zr+zY0DDjggTjvttHj/+98fS5YsmVV8GzZsiGuuuSa+9a1vdfybKKOjo3HSSSfFxRdfHPvvv/+s+uz3B+r9jnGhxzeIGH/l0UcfjR/+8IexYcOGGB8fj7GxsVixYkUcfvjhcdBBB826n4gX1vZdd921w/6OOuqo0jW9vYWeiBnEnPQ7xhzW4kKf51xiHESfN998c1x99dWxadOmHfa5ePHiuOSSS+Kss87a5TH2Oz4x9ifGQVxzxAt/Z+hrX/ta3HPPPbF+/fqYmJiI0dHRWLlyZRx++OHxtre9LV7ykpfMqq89NcZ+xhdhLS7Uee5njJ4te8a+nUOMC/1e2ZNj3NOeLYPqc6HPc79j3J1IcgDZOvzww+Piiy+O888/vy/9bdy4cebhsM8+++x0P0899VSsX79+5oPllStXxvLly3e6v4mJiXjwwQfb+jz00ENjdHR0p/rs5wfqg4hxocc3iBhzsJATMf2Ob1Ax5rAWF/o85xDjIPp87rn/v727j6v5/v8H/jjpchVDiSJXsy6XmLnIPvOhDBliaWahiBplmDHDsJFhclFz2MxFqEku4mPaFpNtLuZiaRMzQ6ykSEko1fv7R7/OT6vOOXifc96n87jfbrvd1nm/PHuc836f8zq9Xu/3630XBw8exNmzZ2v9Y8bHx6fOKxq1kVHsfMwoTkZNPGexMaM4eCw+O6lnZN9iGJ/b+pBR6u8VZhSP1I9FTdUUk9Tz1Sec5CAyQLNmzXrifyOTyRAZGamBNE/Px8cHI0eOxNixY3UdhYiIiIiIiIiIiHSAkxxEBuhplnaSyWQ4f/68BtI8vbVr1yI5ORmJiYkwNjbWdRwijXn48CF+//13AMArr7zyzPXKy8sVN5Gzt7d/5npERERERERERLrCSQ4i0lvHjh1DVFQUHj16hMDAQLRs2RINGjSo0e5ZBoXz8vIQFRUlypUsd+7cwbZt2yCTyTBp0qRnqlXl3r17SElJAQD4+fmJUlPsAXWxM0o9HyB+xsuXL8PX1xdGRkbIyMiQXD1A+hMxYucDxM+oD8ei1PczoB8Z9WGikRnFoQ8ZxXb9+nUEBQVBJpMpPtOkRuoZNZGPx6L09jMgbkZ92MfMKA59yCg2Q3s/awL7FnFIfT8D+pFRE3jqMxHpreDgYMX/z5kzp8aNnARBeOYrUIqKirB7927RJjliYmJEneTIzc3Fhx9+CJlMJtqgaHZ2NkaNGiXaALjYGaWeDxA/o7W1Nfz8/Gq9WdnTsLCwEG2gv4rYzzkzM1PUiRix8wHiZ9SHY1Hq+xnQj4yaqHn58mUMHDgQMplMks9b7HwAM0qxHgA8evQIWVlZovVZhphR7HwAj0UxSD0j+xbD+NwGpJ9R6u8VwDAzGmLfoomaUt/PgGb2tT7gJAcRVZOZmYlbt27hxRdfhLW1ta7jKLV48WKN/w57e3vExsaKUqtZs2aiZ27cuDEmTZokaucl9oC62Bmlng8QP6OtrS0+++wzUWoBQIsWLbBlyxbR6gHSn4gROx8gfkZ9OBalvp8B/cioiZomJiZo0aKFaPXEzih2PoAZpVgPANq1a4cLFy6IVs8QM4qdD+CxKAapZ2TfIg5mlF49wPDezwD7FqnWlPp+BjSzr/UBl6siIgBAamoqFi5ciH/++QcAsGHDBvTo0QO3b9/GiBEjMH36dPTr10/HKYmIiIiIiIiIiIj+PyNdByAi3Tt16hQmTpwIa2trTJo0CY/PfTZt2hQODg7Yv3+/DhPqp6tXr2L79u348ssvsXPnTsValUS6UFJSgry8PJSWluo6ChERERERERGRaLhcFRHhiy++wIsvvogdO3bg7t27iImJqba9c+fO2Lt3r47SSd++ffuQnZ2N0NBQAJX3AlmwYAESEhIgCILi3iDGxsaIiIjAhAkTdJy4pitXrqCwsBBNmzZFq1atdB2nBqnnAzSf8ccff8T333+vdMmz7OxsFBYWwsXFRfHY6dOnsXz5cpw9exYVFRVo0KABevbsiRkzZqB9+/ai53wWJSUluHv3Lho1agRTU1Ndx6mVPmSU+vtFH15DfchIJAUFBQXYtGkTjh8/joKCAtjY2KB3794IDAyEmZmZruMBkH5GqefTF/rwOupDRiIp0If3itQzSj2fvtCH11EfMmoLl6siIrz88ssIDw9HcN7B7QAAIABJREFUcHAw7ty5gx49emDjxo3o0aMHAGDHjh1YtGgR0tLSdJxUN+RyOaKjo+u8CVRAQAA8PDwwZ84cAMC6deuwYsUKtG7dGm+88QZsbW1x48YN7N69G3l5eYiKisKAAQNEy5eUlISdO3eqvHdIRkYG8vLy0KtXL8Vj3377LZYtW4acnBzFY+3bt8e8efNEXVtTnYxSz6frjHK5HKtXr8b58+frbPPuu+/CxMQEq1evBlB5lVZwcDAePXoEe3t7xbGYm5uLRo0aISEhAa1btxYto9QnYtTJp+uM+nAsSn0/60vGU6dO4fjx4wgPD1farri4GA8fPkTTpk0Vj2VmZiImJgbHjh1DYWGh4o+Z8PBwNGnSRKsZdZmPGcVx8eJFZGRkwM/PT2m7WbNmITc3F19//TUA4MaNGxg5ciRycnKqXQUsk8ng4uKCLVu2wNLSkhklkg/gsWgIGdm3MKNUMkr9vVKfMrJvUU3qr6M+HIv6gMtVERHKyspgbm5e5/aCggI0aNBAi4mkR9l8cGZmJtq0aaP4edu2bejcuTP279+PiIgIjBgxAlOnTsWBAwfQrl07bNq0SdRs2dnZOHnypMp2y5cvx//+9z/FzykpKZg2bRry8vLQpUsXDBgwAB07dsTff/+NcePG4dy5c1rNKPV8us6ojnPnzuGll15S/Pz555/D3NwcmzdvxqFDh7B9+3YcOXIE0dHRePDggWIyRCwXLlzAnj17lLb59NNPIZfLFT+fOnUKQUFBOHPmDOzs7ODh4YEmTZogNTUVI0eORGZmplbz6TqjPhyLUt/P+pLx5MmT+OKLL1S2mz17Nj766CPFzxcvXoS/vz/27duHO3fuoFGjRrh58ybi4uLg7++PW7duaTWjLvMxozgOHjyIWbNmqWx3+vRpdOrUSfHz4sWLcfPmTUycOBEpKSlIT09HcnIy3nnnHWRkZKh1fBtaRl3mA3gsGkJG9i3MKJWMUn+v1KeM7FtUk/rrqA/Hoj7gJAcRoXXr1jh79myd23/55Rd06NBBi4n0y8OHD2FhYQEAuH//PnJzczFixAgYG1dfEdDS0hLDhg3DxYsXdRETFy5cgJubm+Ln1atXw87ODvv378eWLVsQFRWFb775BomJiTAzM6uxbJmh59NExrlz56r9X0pKisp8d+7cUZwd8+jRI6Snp+Pdd99Ft27dqrXr27cv3nnnHRw9evQpXoVno+uJmPqSUervF314DfUhIwCkp6dX+2NmyZIlKCkpQWRkJNLT0/Hzzz8jLS0NH374IXJycrSeU+r5mFE8N2/eRPPmzQFUnvyRmpqKUaNGISIiAi1btoSpqSnatGmDOXPmYMCAAfjuu++YUc/yATwWDSWj1Pez1PMxo3ik/l7Rh4xSzwfwWDSkjLrEe3IQEQYNGoRVq1ahb9++6Ny5M4DKy9sqKiqwZs0anDhxAvPmzdNxSnG5u7ur3VbVqn4ODg64dOkSAMDc3LzG5MbjZDIZZDKZyt85duxYtfNlZWWp1a5qfXkAKC0txcWLF/Hxxx/XWK7Izc0NgYGB2LZtm1YzSj2fJjLu2LEDMplM5TFWRdWx06hRI+Tn5wMAysvLUVFRAUdHx1rbOjo64t69eyp/59y5c9XKBqDOJd0eV9tEzPTp0+uciFF1Nr7Y+TSRUR+ORanvZ33JuHbtWrUzqnPFDgDcunULtra2ACrf1ydOnEBYWBiGDRumaGNqaoqgoCBcvnwZhw8f1mpGsfMxozgZ9+3bp3a+CxcuqNXO1NQUJSUlACpP6igpKalzKbxu3bqpnJw3xIxi5wN4LEpxP4udkX2LYXxu60NGqb9XDDWjIfYtgPRfR304FusbTnIQEYKCgvDLL78gPDwcDg4OkMlk+OSTT3D79m0UFhbitddew1tvvaXrmKIqLy9H06ZN0bZtW5Vts7OzkZ2dXef2vn374ptvvkFQUBDs7OzQu3dvxMXFwdfXt9qEx/3797Fjx45qZ1/X5UnPsFdn4qRJkybV1uoHoPii8W82NjaKzrMuYmeUej5A/IyNGjWCh4cH5s+fr/J3b926VeVSZ507d0ZycjJCQkJgbm6O9u3b49dff4WPj0+Ntr/++ivs7e1V/l6pT8SInU8TGfXhWJT6ftaXjCtXrhT9eHzuuedQVFQEoPKG6GVlZdXuI/I4V1dX7N69W6sZxc7HjOJk/OCDD9Q6voDKkznUaevi4oKjR4/inXfegaWlJZo2bYpr167V2jYzM1MxEcuMmssH8FiU4n4WOyP7FsP43NaHjFJ/rxhqRkPsWwDpv476cCzWN5zkICKYmJjg66+/xtatW7F3717cvn0bWVlZaNOmDcLCwjB69Gi1P5z1haOjI1q0aKHW/TGqbvhcl/HjxyM5ORn+/v6YMGEChg0bhtmzZ8PX1xcDBw6EjY0NcnJykJSUhLy8vGprUdbFxsYGHh4eWLNmjcq2a9asQXR0tMp2Xl5e2Lt3L0JCQmBqagp3d3ekpKSgb9++NdoeOnRI5Q2pxc4o9XyayOjq6oqrV6/CwcFB5e9u2LChyjahoaF46623MGvWLMycORMffPABIiIiYGVlhaFDh8LGxgY3btxAXFwckpOTVd6UEpD+RIzY+TSRUR+ORanvZ33JaGlpCTc3N7XeW0lJSdi1a5fKdh07dsThw4cRFBSE5557Dvb29sjIyIC3t3eNthkZGXVOdmkqo9j5mFGcjObm5nBycsKIESNU5vvxxx/xww8/qGw3cuRITJ06FYmJifD398eYMWMgl8vh6uqK7t27K9p9//332LZtGwYPHsyMGs4H8FiU4n4WOyP7FsP43NaHjFJ/rxhqRkPsWwDpv476cCzWN5zkICIAQIMGDTBmzBiMGTNG11G0wtXVVbT7EVhZWSE2NhYzZszAokWLFGc85OfnKy7zFAQBDRs2xOLFi/Gf//xHrXzqLq2j7gTUu+++iyFDhiA0NBQzZ87EnDlzEBwcDADw8/ODra2tYgD86NGjKidjxM4o9XyayOjs7Izjx4+jqKgI1tbWStsKgqDyTBo3Nzd89tlnmD17Nvbt24d27drhueeeg1wur3aDZUEQ0LNnT4wfP17lc5b6RIzY+TSVUerHotT3s75kdHFxwe3bt9G1a1eVbU+fPq2yDVB5tWVwcDBWrVqF8PBwTJo0CQsWLIC9vT0GDx4MExMTPHz4EPHx8UhMTMTo0aO1mlHsfMwoTkYnJyeUlJRg6NChKn93Tk6OWn9Y9+/fHydOnMCcOXMQFxeHzp07w8TEBMHBwbCzs1Oc1HH79m3Y2dlh8uTJzKjhfACPRSnuZ7Ezsm8xjM9tfcgo9feKoWY0xL4FkP7rqA/HYn3DSQ4iMkguLi44cOAArl+/jlatWilta29vjy5duihtY2dnh82bN+P06dM4cuQI/v77bxQXF8PMzAwtWrRAx44d4ePjAysrK7XzHTlyBPn5+WjSpInStuoMfgOVV6/I5XJMmzYNfn5+sLS0BADs3bsXe/furVbP398fgYGBWs0o9XyayBgQEIAXX3wRFRUVKn/36NGjMWTIEJXt3njjDbi7u2P9+vVITU1FYWGhYpuFhQU8PDwwdOhQDBkyRK0BdalPxIidTxMZ9eFYlPp+1qeM8fHxePDgASwsLFS2V2df9+jRA9OnT8fy5cuRkJAADw8PWFtbY86cOfj444/RsGFDFBYWQhAEvPjiiyonY8TOKHY+ZhRvP+/cuROlpaUwNTVVmU9d8+bNQ8eOHSGXy7F161bF4zk5OcjJyYGFhQX8/Pwwbdo0lWdhGmpGMfNVZeSxKL39LGZG9i2G8bmtDxml/l4x5IyG1rdUZZTy66gPx2J9IxPUXWCNiOq1kpISbNy4Ed9//z0yMzMhk8ng6OiI119/HUFBQTA3N9d1RIOSl5eHK1euwN3dHc8995yotQsKChAfH4/U1FRcvny5xmTM0KFD67x5lTYySj2fmBm14d69e4p8zz///BP/+ytXriAtLQ19+vRRuabnvXv3UFhYqNaZ9levXlVMxOTl5Skef9KJGE3lEzOjPhyLUt/P+pIxPT0dR44cwciRI1VOaGVnZ+Off/5R6ww5oHLJLLlcjpMnT6KsrKzatpYtW8LPzw/jxo1T+YeopjKKlY8Zxcl49OhR7Nu3D1OnTkWzZs2Utv3zzz+RkZGh1pmGj7t69aripA5zc3M0b94cTk5OMDMzU+vfM+Oz5wN4LALS38/PmpF9i2F8butDRqm/V5hRnHyA9I9FQPqvoz4ci/UNJzmICPn5+RgzZgz++usvWFpaKq5suH79OoqLi/HCCy8gNjZWZedGROK6ffs2lixZgtGjR8Pd3V1y9cTyrBMx2qAPGaVOH15Dfcj48OFDXL16VfHHTIsWLSTVP0s9H8CMRE+Cx6JhkPp+lno+gBmJngSPRdIETnIQEWbNmoXdu3fjgw8+wKhRoxSX0pWWliI2NhbLly/H0KFDERkZqeOkROLJzs7G3bt30a5dO9EuHxW75rVr1/D6668jOjq61htK67qelF29ehUnTpxAYWEhmjZtildffRV2dnai1bSxsUHPnj3Vqpmbm6vy7J0npYmaAFBcXAxTU1OYmJgoHsvPz0daWhrKy8vx0ksvoXnz5jqrV6W0tBR//fUXbty4gQcPHsDKygrt27eHo6PjE9fSRD0iQ3Tv3j0kJyfDy8sL9vb2uo6jd65cuaLos1QtpUrK3bt3D+Xl5Sqv+tO2u3fvKvqYqmUmiUg59i3Phn2LeNi3SB8nOYgI3bt3R+/evbF48eJat8+aNQs//vgjjh8/ruVkJHVXrlzB6tWr8eeff6Jp06Z488034efnV6NdSkoKFi9ejIMHD2q13rFjx7Bu3TrcvXsXffr0wcSJE1FSUoL33nsPP/30E4DKGxTPnTsXb7zxhlrPWcyaY8eOVbr94cOHOHPmDJycnNC0aVPIZDJ8/fXXWqsHAA8ePICZmRmMjIwUj+Xn5yMmJgaHDx/GnTt3YGNjA29vb0ycOFHlDZ/Frrdv3z5kZ2cjNDQUQOV6sAsWLEBCQoLivgwymQzGxsaIiIjAhAkTlNbTRE0XFxe4ubnhrbfegq+vryhfPsWuWVZWho8++gj79++HkZERwsPDERoaip07d2LhwoV4+PAhAMDIyAiBgYGYNWuWVutVyc/Px8qVK7F//37cv3+/xvY2bdrg3XffxeDBg3VSr7b6N2/eVKxnbGdn98xnqWmiJhkeTQwaXbt2Df369cOqVavw+uuvi1JTLMnJyUhNTUV+fr6ij+nTp88z1XyagaOMjAzk5eWhV69eise+/fZbLFu2DDk5OYrH2rdvj3nz5klm6UtNetpBo8TERGzfvh0WFhaYOHEiunfvjoyMDMyZMwfnz58HUHn/qg8++AA+Pj5PnEusQaP9+/dj586dOHv2bLV+plmzZvjvf/+LsWPHonXr1k9Uk30LSRX7FvYtUvI0/Ysh9y31ASc5iAidOnXCzJkzMWLEiFq3x8fHY+nSpfjtt9+0nIzUIZfLER0djYyMDK3WzMvLw6BBg1BQUKB4TCaToW/fvli2bFm1dSD37t2LmTNnKr4YaKPehQsX4O/vD0EQYG5ujvv372P8+PEoLi7GoUOH0KdPHzx8+BApKSm4d+8evvnmG7z00ktKXxexazo7O0Mmkym9Udvj22UymdLnLHY9oHIwfenSpRg0aBCAyiWvAgICkJWVhSZNmsDe3h7Xr19HYWEhXnjhBSQkJCi974TY9QICAuDh4YE5c+YAANatW4cVK1agdevWeOONN2Bra4sbN25g9+7dyMvLQ1RUFAYMGKD0OYtd09nZGUDl621hYYGBAwdi+PDh8PDwUJpDGbFrbtu2DZ9++imcnZ1hY2ODo0ePYuHChZg7dy48PT3Rr18/lJWVISkpCRcvXsSnn34Kf39/rdUDgFu3bmHEiBHIyspC69atYWFhgcuXLyturn779m3FlTbvvPOOYv9pq16V+/fv4+uvv8aePXuQnZ1dY7u9vT38/PwwduxYtf+40URNdSQlJWHnzp2IjY3Ver3S0lLs3LlTMek9ePDgWv9YS0tLw/bt2+s8UUNT9YDKYyghIQFFRUXo1asXunfvDgBYv3494uPjcffuXXTq1AkzZszACy+8oPV6yjzNoNHatWuVbi8sLMTGjRsxcOBAdOjQATKZTDFZ/CSeZdDI398f7733Hv7zn/8AqJxwDQ8PR2pqarW+USaTwdfXF8uXL1daT+yBo3HjxqFJkyZYtmwZgMqTNsLDw2FsbIxOnTrB1tYW2dnZOHv2LExMTBAfHw83NzelNfv16wdvb28MHz4cbdu2VdpWHWLXA8QfNEpNTUVoaCiMjY1hamqKiooKxMbGYsKECRAEAa+88grKyspw4sQJlJSUYPPmzWoN6ok5aFRaWorJkyfj8OHD1R43NTWFk5MTsrKykJ+fD3Nzc0RGRsLX11dpPfYt4tRj38K+hX1L/elbAHH7F0PsW+obTnIQEd5++224ubnVOYCzcOFCnDt3DvHx8VpORuqQy+VYvXq1ysFqsWsuXLgQ8fHxmDdvHnx9fXHz5k2sXLkSP/zwA7p3745169YpJibUmZQQu97777+PM2fOICEhAU2aNMH777+Po0ePomXLlti0aZPiCoF//vkHfn5+6NOnD5YuXar0dRG7ZkBAAC5duoSpU6di1KhRNbZnZmaiX79+WL16tVp/KIhdD6gcTF+2bJliUmLOnDnYuXMn5s6di5EjRwKovNJh3bp1WLlyJSZNmoSIiAit1evWrRsiIiIQGBgIAHjttdfQsmVLxMbGwtjYWNGuuLgYAQEBsLKywvbt25U+Z7FrOjs7Y+rUqXjw4AF27dqF3NxcyGQyODk5Yfjw4RgyZAisrKyUZtJ0TX9/f5iZmWHr1q2QyWRYs2YNvvzyS7z88svVrvYpKyvDm2++CTMzMyQkJGitHgDMnTsX+/fvx/r169G5c2cAlct2hYeHw8HBAStWrEBpaSmioqKwefNmlX9gi10PqLwR/KhRo/DXX3+hdevW8PT0RPPmzWFqaorS0lLk5OQgLS0NmZmZeOGFF7BlyxY0btxY6zXVJXb/om69kpISjBw5EhkZGYrBAxMTE8yYMaPGZ5s6/YHY9YDKQaNhw4YhNzcXQOXAxpIlS1BQUIAlS5agXbt2ePjwIa5fv47GjRsjKSlJ6RJzYtfTxKCR2BPpYg8aVWV8vI+Ry+VYtWoVBgwYgEmTJsHBwQFXr17FihUr8NNPP2HhwoV4880366wn9sBRz549MX78eAQFBQEABg8ejMLCQsTGxlYb4Dh37hyCgoLQpUsXyOVylc9ZJpMBALp06YKAgAD069fvqZfNFLueJgaNxo0bh8zMTGzfvh3PP/88pk+fjrS0NJiamiI+Pl5xBcL169cVJy6sW7euznqaGDRas2YNoqOjMXXqVAwdOhQWFhY4fvw45s+fj8DAQISFheH3339HZGQkfv/9dyQmJipOYPg39i3i1GPfwr6FfUv96VsA8fsXQ+tb6iWBiAze8ePHhU6dOgnff/99jW3JyclCp06dhBMnTuggGaljzZo1grOzs9Zr+vr6Ch999FGNx+VyueDk5CSMHTtWKCkpEQRBEJKSkrRez9vbW1i1apXi57NnzwpOTk7Cpk2barT99NNPhT59+iitp4maFRUVwoYNGwRPT08hICBA+PPPP6ttz8zMFJycnITvvvtOZTZN1BMEQXBychL27t2r+Llr167Chx9+WGvbkJAQYdCgQVqt5+HhISQmJgqCIAjFxcWCk5OTkJSUVGvb9evXC56enkrraaLm48+5vLxcOHTokBAWFia4ubkJzs7OQseOHYUPP/xQOH36tMpsmqrZtWtXITY2VvHzlStX6nzeX331lcrnLHY9QRCEV199VVi+fHmNx3/99VfBxcVFuHnzpuKxwMBAYdSoUVqtJwiCMG/ePMHT01NISUlR2i4lJUXw9PQU5s2bp5Oa6hK7f1G33saNGwUnJydh2rRpwsGDB4Vt27YJvXv3FpydnWvsM3X6A7HrCYIgfPbZZ4Knp6ewf/9+4ezZs4Kfn5/g7e0tDB48WDh79qyiXUpKiuDq6ip89tlnWq3n5OQkODs7C05OTnX+9/h2dZ7zyy+/LHTu3FnYuHGjcOLEiRr/JSUlCU5OTkJMTIziMVUZH+8P1qxZIzg5OQlTpkwR/vrrL+H+/ftCRkaGMH78eMHZ2VnxufwkNfv06SMEBgbWaFdWVia88cYbwsiRI5XW8/LyEjZu3Kj4edCgQcJrr70mXL16tVq7P/74Q+jSpYsQFhamtJ67u7uwa9cuQRAEoaSkRHBychK2bdtWa9uVK1cKr7zyitJ6glD5nKdPny68/fbbin3ZtWtXYdGiRcLFixdV/ntN1xs7dqzg7e0t3Lp1SygrKxOmTJki/Pe//xVef/114fbt24p2165dE7p37y5MmDBBZc1XX31VWLt2reLnP/74Q3BychLi4+NrtF25cqXQtWtXpfW++OILwdnZWVi3bp2Qm5srFBUVCT/88IPQs2dPQS6XC4IgCOnp6cKIESMENzc34fz58yoz9uvXr9bvN/v37xc8PDyEoqIiQRAE4eHDh8Lrr78uTJkypc5a7FvEqce+hX0L+5b607cIgvj9i6H1LfWRseppECKqb2pb+7xVq1aYPHky2rRpo7hM9dKlS7h69SpefPFF7NmzB127dtV2VIPl7u6udltBzQvyxK6ZnZ2tOFvkcWFhYbCwsMDixYsRERGBmJgYtX6n2PVyc3Ph4OCg+LlqXdg2bdrUaNuuXTuVZ5FroqZMJkNwcDB8fHwwZ84cDBs2DOPGjcOkSZOe6qwWsev9W3FxMQoLC+Hl5VXr9p49e2LVqlVarefg4IBLly4BAMzNzatdafFvMplMcQaRtmtWMTIyQu/evdG7d2/k5eVh586dSExMxO7du7Fnzx60b98ew4cPx5gxY7Ra89GjR9WWhKv6f3Nz8xptLSws8OjRI6WZxK4HAHfu3EHLli1rPO7g4ICKigpcu3ZNcfZh3759ER0drdV6AHDw4EGMGTMG3t7eStt5e3tj9OjR2LVrF+bPn6/Vmqru3fO4rKwslW3ErgdUnvHq5eVV7ezKIUOGYMqUKfjqq69gZGSEKVOmqP17xa4HAEeOHMGwYcMUZ91NmzYN48ePR1hYWLVl47y9vdGvXz/89NNPmDlzptbqWVlZQRAEREREwNXVtcb2nJwczJgxAxEREWqvzf3tt99i3rx5+PzzzzF69GhMnjy52nv62rVrAIAOHTo81XfGxMREvPLKK1ixYoXiMRcXF8jlcvj5+WHXrl1Kz4z9t9LSUmRlZSEsLKzGtgYNGmDAgAHYuHGj0hp3795VrOVdWlqKixcv4uOPP66xrISbmxsCAwOxbds2pfWaNGlSbSkSALC1ta21rY2NDUpKSpTWq/Laa69h0KBBuHz5Mnbs2IGkpCTExsZiy5Yt8PT0REBAAAYMGFDrZ7Cm6128eBGBgYFo2rQpACAkJARvvvkm5s+fX+2eD61atcKIESMQFxensubdu3dhY2Oj+Lnq/+3s7Gq0bdGiBYqLi5XW27t3L/z8/KrdY8vHxwelpaWYNWsWAgMD8dJLL2HTpk0YPHiwYhlLZbKysmr9fPT09ERJSQkuXboET09PmJmZYejQodi6dWudtdi3PHs9gH2LGPXYt7BvkUrfAojfvxha31IfcZKDyADt3r27zm1XrlzBlStXqj32559/4uLFi4iMjNR0NPp/ysvL0bRpU7XWq8zOzq51HV1N17S0tMSDBw9q3TZmzBhUVFRgyZIleO+999RaX1nsehYWFtXqNWjQAABqHewXBEGxXds1gcovXps3b0ZCQgKWLVuGAwcO4JNPPnnqG/aJXa+KqakpGjRoUOc9MszNzVFRUaHVen379sU333yDoKAg2NnZoXfv3oiLi4Ovr2+1yYn79+9jx44dKtef1VTN2tja2iIsLAxhYWE4evQoduzYgZSUFHz22WdPNMkhRk0HBwf89ttvCAgIAFC5djQA/PzzzzWWaPr555+VLmWgiXpA5bq1aWlpippV0tLSIJPJqt1UUJ2JE7HrAZXLfzw+EapMy5YtUVhYqPWaR48eVatWFVWTeGLXAyqX/Pv3gIOlpSXWrl2LadOmYd26dTAxMcGkSZPU+p1i1wMq+0knJyfFzx06dABQ+wkFHh4e+PHHH7VaTxODRs2aNYNcLsf+/fuxaNEifPfdd1iwYAFeffVVtf69MmIMGv1bVf9R10CPra1tnd87qog9cOTl5YW9e/ciJCQEpqamcHd3R0pKCvr27Vuj7aFDh574pqHt2rXDzJkzMW3aNPzwww9ITEzEsWPHkJaWhsjISAwaNAjDhw+Hi4uL1uqJPWhU9W8f/3slMzMTAHD+/Hn07t27Wtvz588rlhOtiyYGjSwtLWsdfM/KyoJMJqv2HdHW1lbpZzf7lmevB7BvEaMe+xb2LVLpWwDx+xdD61vqI05yEBmgCxcu6DoCqeDo6IgWLVpg06ZNKttWrUOr7ZqtWrXCmTNnMHr06Fq3BwcHo6ysDMuXL0d6errK3yl2vebNm1f7AmBtbY3Y2NhavyxlZWUpzgDRds3HBQQEoFevXliwYAGCg4PRs2fPJ7pKQFP1EhISFH9smpmZKb7w/Vt2drZa6zWLWW/8+PFITk6Gv78/JkyYgGHDhmH27Nnw9fXFwIEDYWNjg5ycHCQlJSEvLw8fffSRynyaqKmKl5cXvLy8cOfOHSQlJT1zvSet2b9/f6xZswaNGzdGs2bN8NVXX8HR0RG5ubmIiopC//79UV5ejt27d+Pw4cMqz3gTux4A9OrVC9u3b0fbtm0xbNgwmJub4/jx44iMjISdnV21m2VmZmaqnDgRux5QObnz448/Yvjw4SrbHjx4UK2JR7Fr2tjYwMM90xjNAAAR0UlEQVTDA2vWrFFZr2rdX23WAyoniWu7gqpBgwaIiorC1KlTERMTAxMTEzRv3lzr9YDKK6gen4StulqptpvzWlpaory8XKv1NDloNHDgQHh5eWHhwoUICQnBoEGDnvlzUIxBoyqnTp1SvD7W1tY1BpKq3Lx5s9pkZm3EHjh69913MWTIEISGhmLmzJmYM2cOgoODAQB+fn6wtbXFjRs3EBcXh6NHjz7162piYgJfX1/4+voiKysLCQkJ2LNnD+Li4vDNN98gIyNDa/XEHjQCgK5duyIhIQGvvPIKmjVrhs8//xyNGjXCsWPH0LFjR/Ts2RNA5Y2GExMTVR73mhg06tKlC7Zu3YrevXvD09MTAHD79m0sW7YMFhYW1Qaeb968qfT7DvuWZ68HsG8Rox77FvYtUulbAPH7F0PrW+ojTnIQEUmQq6vrE5/BpO2aXl5e2LBhA4qKimBtbV1rm/Hjx6OiogIrVqxQObgudj1XV1fF2eMAYGxsXOcZRUeOHFFrOS9N1Pw3Ozs7rFmzRvHHg7rLkWmy3smTJ3Hy5EnFz8nJybWelXLixAnFGWLaqmdlZYXY2FjMmDEDixYtUtyYMD8/X3FzREEQ0LBhQyxevFhxE0Jt11RX48aNa122TdM1x4wZg0OHDmHDhg0AKq9cWLZsGRo2bIiRI0fiq6++AlD5vBs3boyJEydqtR4ARERE4MiRI4iKikJUVJTicSMjI6xataraZ8LBgwfx8ssva7UeAAwbNgxRUVEIDw9HUFAQOnbsCBMTE8X2R48e4ezZs9i4cSNSU1MxdepUrdd0dXVV+49QdSZFxa4HVC4FWNdNRasGjyZPnowVK1YobhqvzXpA5QBcXl6e4mcLCwuEh4ejVatWNdpmZ2fj+eef12q9KpoYNAIqP1eWL1+OwYMHY968eRgwYADeeeedJ55IF3PQqMr27duxfft2xc+pqakYMWJEjXbnzp3T+sCRo6Mj5HI5pk2bBj8/P8VA4969e7F3715FO0EQ4O/vj8DAQLWeszIODg6YOnUq3nvvPRw+fBg7duzQaj2xB42AyqVMv/vuO8XZ2YIgYMaMGWjevDnGjRsHKysrVFRU4MGDBzAyMsK4ceOU1tPEoFF4eDiOHDmCkSNHok2bNjA3N8fly5dRUlKC8PDwalcB//TTT7Uu/VOFfcuz1wPYt4hRrwr7FvYtuu5bAPH7F0PrW+ojTnIQEUmQi4sLDhw4gOvXr9f6JfRx9vb26NKli9ZrDh48GKWlpbh27ZrS5XpCQ0NhZWWFP/74Q6v1ZsyYgaKiIqVtgMovGl5eXjXO9tBWzboMHDgQffv2RUlJCSwsLJ66zrPWU/fKr4KCAnh6eqJbt25arQdUTuRs3rwZp0+fxpEjR/D333+juLgYZmZmaNGiBTp27AgfHx9YWVmp9bvFrhkeHl7tS6wYxK5pZWWFhIQE/PrrrygqKkLnzp0Vl3wnJCRg8+bNyM3NRYcOHTBmzBi0aNFCq/WAykv7d+zYgbVr1+LEiRMoLS1Fhw4dEBQUVGPw4MCBA1qvBwDjxo3DX3/9hX379uHgwYMwMjJC48aNYWpqitLSUty5cwcVFRUQBAEDBw5U+ceRJmq6uLjgyJEjyM/Pr7ZecW0EQVA5MSp2PaDyj8LvvvsOc+fOrXXZP2NjY6xatQoRERE4fPiwysEPsesBgLOzc7WrCs3NzREeHl5r299++03lhK3Y9R4n1qBRbXr16oX//e9/WLp0qVpnXP+bmINGABAbG1vjsdrOtC4oKEBeXh769++vtJ4mBo66d++Ob7/9FvHx8UhNTcXly5dRWlparX8ZOnSo2uvZq8vIyAh9+vRBnz59tFpP7EEjoHL5pD179iAhIQHFxcXo2bOn4jtXYWEh1q9fj9zcXLi4uCAiIkLld1pNDBo5Oztjw4YNWLhwoeK7T9Wk/uPrswPABx98UOvyKlXYt7BvqQ37lrqxb6n/fQsgfv9iaH1LfSQTnvUUUSKqF4qKipCYmIi0tDQUFhbWWAdfJpNh8+bNOkpHRESkP44dO4akpCSkp6cjJycHDx8+hLm5OZo3bw4PDw8MGTIEPXr00EnNvLw8XLlyBe7u7nXeD+dJiF0PqLza6/PPP8f777+vdE3vR48e4f3338cff/yBQ4cOaa0eAKSnpyMzMxODBg1S2u7WrVuYMGECAgICah1g0VS9uty7dw9Lly5VnCG5atWqGvfJeVoZGRnIzs5Gx44d61wa5HG//vprjceMjY1rTDIWFBQgJCQE/fv3R0hIiChZn1RBQUG1gaN/T3prYuBIXaNGjcLEiROf+DNFW/UAKJYh+fegUXx8vGLQqEOHDoiIiHimE0SexalTp2oMGgUHB9cYNDpz5gzs7OzUvp8FULlufGlpabW1458G+5Znw77l2evVhX3L02Hf8uyk3r/oQ99Sn3CSg4hw8+ZNvP3228jOzkbDhg1RVFSERo0a4e7du6ioqEDjxo1hYWGh8ksZEREREUnfkw4aERkKDhoRPT32LUS1Y9+iHUa6DkBEurdy5Urk5+dj48aNSE5OhiAIWLFiBU6fPo2QkBBYWloiPj5e1zGJiIiISASurq7w8fHhIBTRvzRs2JCDUERP6Wn7litXrmDq1Knw9fXFqFGjsGfPnlrbpaSkwNvbW4yoT0zqGaWeT19o6nUUs2/hvq4bJzmICL/88gv8/f3Ro0ePamtoWlhYYPr06Wjfvj2WL1+uw4REREREpC/kcrnkb3Yp9YxSz6cv9OF1VCejJga1xK4p9XrMKM16eXl5ePvtt3HgwAFcvnwZJ0+exKxZszB58mSUlJRUa3v//n1kZ2czoxbyiZ1RE/XErin1/aypjPUJJzmICPn5+Yob2FbdQOvxD8hXX30Vv/zyi06yERER1UeaGHgTu6bU62mipiFm1NQgsJirIhtqRrFXlpb6sWOo+xlQnlETg1pi15R6PWaUZj0AWLduHYqKivDJJ5/g1KlT2L9/P3x8fPD9998jNDS0Rl1VDDGj2Pk0kVEf3i9S38+ayFjfcJKDiPD888+jqKgIAGBlZQUTE5NqH7AymQzFxcW6ikdERFQvaeLWeGLXlHo9TdQ0xIz6cJtGZhSH1I8dQ3wNVdHEoJbYNaVejxmlWQ8Ajh07Bj8/PwQEBMDKygrt27dHdHQ0pkyZguPHj2PixIkoLS1lRi3m00RGfXi/SH0/ayJjfWOs6wBEpHtt27bFpUuXAFROaLi5uWH37t3w9/dHeXk5du3aBUdHRx2nJCIiIiJdcXd3V7utrgaqpZ5R6vn0hT68jmJmfHxQC6g8KS06Ohpr167FypUrMXHiRMjlcpiamqr9O8WuKfV6zCjNegCQnZ2NoKCgGo+HhYXBwsICixcvRkREBGJiYphRS/k0kVEf3i9S38+ayFjfcJKDiNCzZ0+sX78e8+bNg5mZGUJCQhAeHo6uXbtCJpPhwYMHiIyM1HVMIiIiSdPEwJvYNaVeTxM1DTGjJp5zeXk5mjZtirZt26psm52drXLZBUPMKHY+QPrHjiHuZ0DcjJoY1BK7ptTrMaM06wGApaUlHjx4UOu2MWPGoKKiAkuWLMF7770HHx8fZtRCPk1k1If3i9T3syYy1jec5CAihIaGYuzYsYoZZB8fH8TExCApKQkNGjRA//790b9/fx2nJCIikjZNDGCKXVPq9ZhRmvUAwNHRES1atMCmTZtUtpXL5Vi9ejUzajifJjJKvR4g/f0sdkZNDGqJXVPq9ZhRmvUAoFWrVjhz5gxGjx5d6/bg4GCUlZVh+fLlSE9PZ0Yt5NNERn14v0h9P2siY33DSQ4igkwmq3GJnI+Pj+KDtuoGexkZGbqIR0REpBc0MYApdk2p12NGadYDAFdXVxw9elRlO3UZYkax8wHSP3YMcT8D4mbUxKCW2DWlXo8ZpVkPALy8vLBhwwYUFRXB2tq61jbjx49HRUUFVqxYAZlMxowazqeJjPrwfpH6ftZExvqGNx4nIrVwXWAiIiLlXF1dcf78eUnXlHo9TdQ0xIyaeM4uLi4oLCzE9evXVba1t7dHly5dlLYxxIxi5wOkf+wY4n4GxM3o5eWF1NRUFBUV1dlm/PjxmDp1Km7duqVWPrFrSr0eM0qzHgAMHjwYgYGBuHbtmtJ2oaGhmDt3Lvz8/JhRw/k0kVEf3i9S38+ayFjfNJg/f/58XYcgImk7deoUTpw4gfDwcF1HISIikqxr167h8OHDGDJkCBo1aqS0bXZ2NgoKCjBs2DCt1pR6PWaUZj0AePnllxEeHq6yHgA4Oztr/TXUh4xi59NERqnXA6S/n8XO2Lx5cxgbG8PW1hbNmjWrs12XLl3QuHFjNGnSROXSJ2LXlHo9ZpRmPQB4/vnn4eXlpbReFQ8PD62/hvqQUex8msioD+8Xqe9nTWSsb2QCT88mIhWqLssW+wwnIiIiIiIiIiIiomfB5aqIiIiIiIiIiIiIiEgvcZKDiIiIiIiIiIiIiIj0krGuAxCRbqxdu1bttidPntRgEiIiIiIiIiIiIqKnw3tyEBkoZ2fnJ2ovk8l4Tw4iIiIiIiIiIiKSFF7JQWSgYmNjdR2BiIiIiAxYdHQ0YmJiEBsbi27duuk6DhERERHpKU5yEBmorl276joCEREREdUjTk5OKttwQoOIiIiIxMZJDiIiIiIiIhJNeHh4ndscHBy0mISIiIiIDAEnOYiIiIiIiEg0ERERuo5ARERERAbESNcBiIiIiIiIiKpkZ2dj4MCBcHd3R1JSUrVtOTk5+OSTT+Dt7Q13d3d069YNYWFhSE9P11FaIiIiItI1TnIQERERERGRJFy4cAFvvfUWbty4gS+//BJDhgxRbDt37hyGDBmCuLg4tG3bFqNGjULv3r1x6tQpjBw5EqmpqTpMTkRERES6wuWqiIiIiIiISDTR0dG1Pm5mZoYJEybU+e+OHj2KiIgIWFhYIC4uDs7OzoptZWVlmDJlCu7fv4/Y2Fh07dpVse3mzZvw9/fH7NmzcejQIZiamor3ZIiIiIhI8jjJQURERERERKKJiYmp9XFra+s6JzmSkpIwe/ZsODo6Yv369bC3t6+2/fDhw7h27RrGjh1bbYIDAOzs7BASEoLIyEgcO3YMvXr1EueJEBEREZFe4CQHERERERERiebPP/98ovaxsbE4ePAgOnfuDLlcjkaNGtVok5aWBqDyfh21XSly9epVAMDff//NSQ4iIiIiA8NJDiIiIiIiItKZU6dOQRAE9OjRo9YJDgAoKCgAACQnJyutdf/+fdHzEREREZG0cZKDiIiIiIiIdGbRokX48ssvERMTg/LyckyZMqVGG2trawDAmjVr4O3tre2IRERERCRhRroOQERERERERIbL2toaGzZsQJcuXSCXy7F06dIabTp27Aig8qoPIiIiIqLHcZKDiIiIiIiIdMrKygrr169Hjx498PXXX2PhwoXVtnt7e8PR0RFxcXFITU2ttcZvv/2GBw8eaCMuEREREUkIl6siIiIiIiIi0dR2Y/AqPj4+cHFxqXWbhYUF1q1bh4iICGzZsgWlpaVYsGABZDIZTExMEB0djZCQEEyYMAGdOnWCi4sLzM3NkZOTg99//x3Xr1/Hzz//DAsLC009NSIiIiKSIE5yEBERERERkWhiYmLq3Obg4FDnJAcAmJmZISYmBtOmTcP27dtRWlqKyMhIGBkZwdnZGUlJSdi4cSMOHz6MXbt2wcjICLa2tnB1dUVERAQaN26siadERERERBImEwRB0HUIIiIiIiIiIiIiIiKiJ8V7chARERERERERERERkV7iJAcREREREREREREREeklTnIQEREREREREREREZFe4iQHERERERERERERERHpJU5yEBERERERERERERGRXuIkBxERERERERERERER6SVOchARERERERERERERkV7iJAcREREREREREREREeklTnIQEREREREREREREZFe4iQHERERERERERERERHpJU5yEBERERERERERERGRXuIkBxERERERERERERER6SVOchARERERERERERERkV7iJAcREREREREREREREeklTnIQEREREREREREREZFe+j9sSJI5ZaanuAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thresPlot,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thresCalc, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_stuff/XeF2_2020/XeF2_highRes_wf/orb21_A1G/XeF2_highRes_wf.orb21_A1G_E10.0_10.0_150.0eV.inp.out_BLM-V_2020-04-01_13-50-25.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/backends/h5netcdf_.py:211: FutureWarning: complex dtypes are supported by h5py, but not part of the NetCDF API. You are writing an HDF5 file that is not a valid NetCDF file! In the future, this will be an error, unless you set invalid_netcdf=True.\n", " self.ds.attrs[key] = value\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/backends/h5netcdf_.py:285: FutureWarning: complex dtypes are supported by h5py, but not part of the NetCDF API. You are writing an HDF5 file that is not a valid NetCDF file! In the future, this will be an error, unless you set invalid_netcdf=True.\n", " nc4_var.attrs[k] = v\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLMv:\n", " fileName = dataFile + '_BLM-V_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data XeF2_highRes_wf.orb21_A1G_E3.0_10.0_143.0eV.inp.out, pType=a, thres=0.1706216819520293, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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I8eUvf/mk5/All1xSvPzlL2/ZZo899iguvvjiSfV30UUXFXvssUdlu04f83vf+97i4IMPLtasWdOy3ZNPPlm8+c1vLo488sgZja8bMeYwF2f7ec4lxm70edxxxxXLli0rVqxY0bLdww8/XLzhDW8oPvjBD85ojJ2OT4ydibEbx7z33nsX55xzTmW7oiiKf/zHfyz23ntvMXY5vqIwF6tsDHPRvWX68YnR9bwxx7gp3lu60edsP8/diHFj8+z/NgpsMhYsWBCrVq2KiKf/Y/zmm2+OPffcc0P9wMBA08/667WlS5fGnXfeOaVtH3nkkdh5550n1XaXXXaJRx555FnrH3zwwdJ4tbJ06dJ46KGHKtvdc889se+++06qz2XLlsU999xT2e43v/lNHHzwwS3fMRAR0d/fHwcffHD85je/mdEYZ3t83YhxcHAwHn/88UnF+Pjjj8fg4GDLNrVaLcbGxibVX7PvsWmm08d86623xtvf/vaW7zSJeHpdesc73hG33HLLjMbXjRhzmIuz/TznEmM3+rzpppviiCOOqPxM3W222SaOOOKI+MUvfjGjMXY6PjF2JsZuHPPatWtj8eLFle0iIhYvXhxr164VY5fjizAXq2wMc9G9ZfrxidH1vDHHuCneW7rR52w/z92IcWMjyQHETjvtFFdccUU89thjcckll8TatWvj1a9+9Yb6hx56aNIL6Uz65Cc/Gd/+9rfjmmuuaXvbLbfcclI3kYin36q55ZZbPmv95ptvPqk/nEZE/PrXv37W7w55pnnz5sWDDz44qT4feOCBmDdvXmW7Tv9BvdMxzvb4uhHjK17xirjwwgvj9ttvb9nu9ttvjwsvvDBe8YpXtGz30pe+NC666KJYuXJly3YrV66Mr/x/7d19XM33/z/wx4muVrlKolwbXWiJucw+86FchcTSjFDkYpTJjBlmNjLMdRNjLkJRruJjzGJic30Rm1zMECtdkJJUB72/f/Tr/LTqnIP3Oed9Oo/77bbbbZ33y7PHOe/3Oa/T6/V+v96RkXjnnXeUtgOkPxEjdj5A/Iz6cCxKfT8D+pFREzWfPXum1nELACYmJip/v9gZxc4HMKMq6mTUxHNu3Lgx9u7di6KiIqXtioqKEBcXh8aNGzOjhvMBPBaVqSzHIvuWN88HMKMqfD/rb0ZD7Fs0UVPq+1kTGSsbTnIQEUaNGoWbN2+ic+fOmDt3LlxcXEpdmXD8+HG0bNlShwnL9/bbb2PevHkIDQ1Fly5d4O/vj+HDh5f6b8SIEeX+Wy8vL+zZswdhYWG4f/9+uW3u37+PefPmIS4uDl5eXhXm6NatG6KiorBp0ybI5fJy28jlcmzcuBHbtm1Dt27dVD43d3d3bNq0CfHx8UrbxcfHIzIyEu7u7iprij2gLnZGqefTRMbQ0FAUFBTA19cXAQEBWLZsGbZt24Zdu3Zh27ZtWLZsGQICAuDr6wu5XI7Q0FCl9UJCQpCeno7evXtjxowZiI2NxfHjx3H69GkcP34csbGxmDFjBnr37o2MjAxMmDBB689Z7IkYsfNpIqM+HItS38/6klETNVu0aIHt27erPBMrLy8P27ZtU3mVotgZxc7HjOJk1MRzHjp0KM6dOwc/Pz/ExcXh7t27iu89crkcd+/eRVxcHAYNGoSLFy9i6NChzKjhfACPRSnuZ7Ezsm9583zMyPdzZc5oiH2LJmpKfT9rImNlwxuPExGA4qsV4uPjYWVlBX9/f8XVBllZWfjyyy/h4+MDT09PHacs7dixY5gwYQKePXsGS0tLVKtWrdx2R44cKfNYQUEBRo8ejbNnz0Imk6FOnTqoW7cuTExMIJfLkZaWhoyMDAiCgLZt22Lt2rUwNzcvt352djaGDh2KW7duwczMDE5OTmVqXb16FQUFBWjcuDGioqJQs2ZNpc8tNTUVfn5+ePjwIerXrw83N7cyNRMTE/HPP//A2toa27dvh729vdKa169fx+DBg1FYWIj27dtXWPPMmTMwMzNTeeMrsTNKPZ8mMgLFV/d88803iiuLZDKZYltJF92mTRvMnDkTzs7OSmsBxZOSs2fPRmpqaqlaL9e0s7PD7Nmz0aVLF5X1xH7OZ8+eRWBgIExMTNC7d+8K6x04cAByuRzr169H+/bttZZPExn14ViU+n7Wl4yaqHno0CFMnDgRdnZ28PX1RevWrWFra6uomZ6ejosXLyI2NhZpaWlYvnw5evToobWMYudjRnEyauI5A8CyZcuwdu1apWcQGhkZISgoSOXEvKFmFDMfwGNRqvtZzIzsWwzjc1sfMkr9vWLIGQ2tb9FUTanvZ7EzVjac5CAivdW/f3/k5uZi1apVcHR0fOV/X1RUhF27diEuLg5//vkn8vPzFdvMzc3h4uICb29vfPDBByrXgM/Ly8O6desQFxdX7j037Ozs4O3tjaCgIFhaWqqVLz09HYsXL8ahQ4fKvSeKmZkZunfvjsmTJ6NevXpq1RR7QF3sjFLPp4mMJVJSUnDp0iWkp6cjPz8f5ubmsLW1haurK+rXr692HaD42D537lyF9dq1a6fymH6Z1CdiNLFPxM6oD8ei1PezvmTURM3Y2FgsWLAAT548qbCmhYUFpk2bBj8/P61nFDsfM4qTURPPGSi+z9C+fftw+fJlpKWloaCgAGZmZqhbty5cXV3Rt29fNGnSRK1ahppRzHwAih2vnQAAIABJREFUj0Wp7mcxM7JvMYzPbX3IKPX3iiFnNLS+RVM1pb6fxc5YmXCSg4j0lqurKyZPnoyAgABR6mVnZys6hxo1arx2nYcPHyItLU0xsFy3bl1YW1u/dr2CggLcuHGjTM0WLVrAzMzstWqKOaCuiYxSz6eJjPpAyhMxYufTVEZ9OBalvp/1IaMmaj5+/BiHDx/GpUuXyv1jxtPTs8IrGrWRUex8zChORk08Z7Exozh4LL45qWdk32IYn9v6kFHq7xVmFI/Uj0VN1RST1PNVJpzkIDJA06dPf+V/I5PJEBYWpoE0r8/T0xNDhgzByJEjdR2FiIiIiIiIiIiIdICTHEQG6HWWdpLJZLh69aoG0ry+1atX4+DBg9ixYweqVq2q6zhEGlNQUIA//vgDANCuXbs3rvfixQvFTeTs7OzeuB4RERERERERka5wkoOI9NbJkyexZMkSPHv2DP7+/qhfvz6qVKlSpt2bDApnZmZiyZIlolzJ8ujRI2zduhUymQwTJkx4o1olnjx5gvj4eACAj4+PKDXFHlAXO6PU8wHiZ7x16xa8vLxgZGSEpKQkydUDpD8RI3Y+QPyM+nAsSn0/A/qRUR8mGplRHPqQUWz37t1DQEAAZDKZ4jNNaqSeURP5eCxKbz8D4mbUh33MjOLQh4xiM7T3syawbxGH1PczoB8ZNYGnPhOR3goMDFT8/8yZM8vcyEkQhDe+AiU3Nxe7d+8WbZIjPDxc1EmOjIwMfP7555DJZKINiqampmLYsGGiDYCLnVHq+QDxM1pZWcHHx6fcm5W9DnNzc9EG+kuI/ZyTk5NFnYgROx8gfkZ9OBalvp8B/cioiZq3bt1Cnz59IJPJJPm8xc4HMKMU6wHAs2fPkJKSIlqfZYgZxc4H8FgUg9Qzsm8xjM9tQPoZpf5eAQwzoyH2LZqoKfX9DGhmX+sDTnIQUSnJycl48OABWrRoASsrK13HUWr+/Pka/x12dnaIjIwUpVadOnVEz1yzZk1MmDBB1M5L7AF1sTNKPR8gfkYbGxt8++23otQCgHr16mHz5s2i1QOkPxEjdj5A/Iz6cCxKfT8D+pFREzWNjY1Rr1490eqJnVHsfAAzSrEeADRt2hTXrl0TrZ4hZhQ7H8BjUQxSz8i+RRzMKL16gOG9nwH2LVKtKfX9DGhmX+sDLldFRACAhIQEzJ07F//88w8AYP369ejUqRMePnyIwYMHY8qUKejZs6eOUxIRERERERERERH9f0a6DkBEunfu3DmMHz8eVlZWmDBhAl6e+7S2toa9vT3279+vw4T66c6dO9i+fTt++OEH7Ny5U7FWJZEuFBYWIjMzE3K5XNdRiIiIiIiIiIhEw+WqiAjff/89WrRogdjYWDx+/Bjh4eGltrdp0wZ79+7VUTrp27dvH1JTUzF27FgAxfcCmTNnDmJiYiAIguLeIFWrVkVISAjGjBmj48Rl3b59Gzk5ObC2tkaDBg10HacMqecDNJ/x119/xaFDh5QueZaamoqcnBw4OTkpHjt//jwWL16MS5cuoaioCFWqVEHnzp0xdepUNGvWTPScb6KwsBCPHz9G9erVYWJious45dKHjFJ/v+jDa6gPGYmkIDs7Gxs3bsSpU6eQnZ2N2rVro2vXrvD394epqamu4wGQfkap59MX+vA66kNGIinQh/eK1DNKPZ++0IfXUR8yaguXqyIivPvuuwgODkZgYCAePXqETp06YcOGDejUqRMAIDY2FvPmzUNiYqKOk+pGREQEVq5cWeFNoPz8/ODq6oqZM2cCANasWYOlS5eiUaNG6Nu3L2xsbHD//n3s3r0bmZmZWLJkCXr37i1avri4OOzcuVPlvUOSkpKQmZmJLl26KB776aefsGjRIqSlpSkea9asGWbPni3q2prqZJR6Pl1njIiIwIoVK3D16tUK23z88ccwNjbGihUrABRfpRUYGIhnz57Bzs5OcSxmZGSgevXqiImJQaNGjUTLKPWJGHXy6TqjPhyLUt/P+pLx3LlzOHXqFIKDg5W2y8vLQ0FBAaytrRWPJScnIzw8HCdPnkROTo7ij5ng4GDUqlVLqxl1mY8ZxXHjxg0kJSXBx8dHabvp06cjIyMDP/74IwDg/v37GDJkCNLS0kpdBSyTyeDk5ITNmzfDwsKCGSWSD+CxaAgZ2bcwo1QySv29Upkysm9RTeqvoz4ci/qAy1UREZ4/fw4zM7MKt2dnZ6NKlSpaTCQ9yuaDk5OT0bhxY8XPW7duRZs2bbB//36EhIRg8ODBCA0NxYEDB9C0aVNs3LhR1Gypqak4e/asynaLFy/G//73P8XP8fHxmDx5MjIzM9G2bVv07t0brVq1wt9//41Ro0bhypUrWs0o9Xy6zqiOK1eu4J133lH8/N1338HMzAybNm3CkSNHsH37dhw7dgwrV65Efn6+YjJELNeuXcOePXuUtvnmm28QERGh+PncuXMICAjAhQsXYGtrC1dXV9SqVQsJCQkYMmQIkpOTtZpP1xn14ViU+n7Wl4xnz57F999/r7LdjBkz8MUXXyh+vnHjBnx9fbFv3z48evQI1atXR3p6OqKiouDr64sHDx5oNaMu8zGjOA4fPozp06erbHf+/Hm0bt1a8fP8+fORnp6O8ePHIz4+HpcvX8bBgwcxdOhQJCUlqXV8G1pGXeYDeCwaQkb2LcwolYxSf69UpozsW1ST+uuoD8eiPuAkBxGhUaNGuHTpUoXbf//9dzRv3lyLifRLQUEBzM3NAQBPnz5FRkYGBg8ejKpVS68IaGFhgYEDB+LGjRu6iIlr166hZcuWip9XrFgBW1tb7N+/H5s3b8aSJUuwbds27NixA6ampmWWLTP0fJrIOGvWLLX/i4+PV5nv0aNHirNjnj17hsuXL+Pjjz9Ghw4dSrXr3r07hg4dihMnTrzGq/BmdD0RU1kySv39og+voT5kBIDLly+X+mNmwYIFKCwsRFhYGC5fvozffvsNiYmJ+Pzzz5GWlqb1nFLPx4ziSU9PR926dQEUn/yRkJCAYcOGISQkBPXr14eJiQkaN26MmTNnonfv3vj555+ZUc/yATwWDSWj1Pez1PMxo3ik/l7Rh4xSzwfwWDSkjLrEe3IQEfr164fly5eje/fuaNOmDYDiy9uKioqwatUqnD59GrNnz9ZxSnG5uLio3VbVqn729va4efMmAMDMzKzM5MbLZDIZZDKZyt85cuRItfOlpKSo1a5kfXkAkMvluHHjBr788ssyyxW1bNkS/v7+2Lp1q1YzSj2fJjLGxsZCJpOpPMZKqDp2qlevjqysLADAixcvUFRUhIYNG5bbtmHDhnjy5InK3zlr1iy1sgGocEm3l5U3ETNlypQKJ2JUnY0vdj5NZNSHY1Hq+1lfMq5evVrtjOpcsQMADx48gI2NDYDi9/Xp06cxbtw4DBw4UNHGxMQEAQEBuHXrFo4eParVjGLnY0ZxMu7bt0/tfNeuXVOrnYmJCQoLCwEUn9RRWFhY4VJ4HTp0UDk5b4gZxc4H8FiU4n4WOyP7FsP43NaHjFJ/rxhqRkPsWwDpv476cCxWNpzkICIEBATg999/R3BwMOzt7SGTyfD111/j4cOHyMnJwfvvv48PP/xQ1zFF9eLFC1hbW6NJkyYq26ampiI1NbXC7d27d8e2bdsQEBAAW1tbdO3aFVFRUfDy8io14fH06VPExsaWOvu6Iq96hr06Eye1atUqtVY/AMUXjX+rXbu2ovOsiNgZpZ4PED9j9erV4erqiq+++krl796yZYvKpc7atGmDgwcPIigoCGZmZmjWrBnOnDkDT0/PMm3PnDkDOzs7lb9X6hMxYufTREZ9OBalvp/1JeOyZctEPx7feust5ObmAii+Ifrz589L3UfkZc7Ozti9e7dWM4qdjxnFyfjZZ5+pdXwBxSdzqNPWyckJJ06cwNChQ2FhYQFra2vcvXu33LbJycmKiVhm1Fw+gMeiFPez2BnZtxjG57Y+ZJT6e8VQMxpi3wJI/3XUh2OxsuEkBxHB2NgYP/74I7Zs2YK9e/fi4cOHSElJQePGjTFu3DgMHz5c7Q9nfdGwYUPUq1dPrftjlNzwuSKjR4/GwYMH4evrizFjxmDgwIGYMWMGvLy80KdPH9SuXRtpaWmIi4tDZmZmqbUoK1K7dm24urpi1apVKtuuWrUKK1euVNnO3d0de/fuRVBQEExMTODi4oL4+Hh07969TNsjR46ovCG12Bmlnk8TGZ2dnXHnzh3Y29ur/N3VqlVT2Wbs2LH48MMPMX36dEybNg2fffYZQkJCYGlpiQEDBqB27dq4f/8+oqKicPDgQZU3pQSkPxEjdj5NZNSHY1Hq+1lfMlpYWKBly5Zqvbfi4uKwa9cule1atWqFo0ePIiAgAG+99Rbs7OyQlJQEDw+PMm2TkpIqnOzSVEax8zGjOBnNzMzg4OCAwYMHq8z366+/4pdfflHZbsiQIQgNDcWOHTvg6+uLESNGICIiAs7OzujYsaOi3aFDh7B161Z4e3szo4bzATwWpbifxc7IvsUwPrf1IaPU3yuGmtEQ+xZA+q+jPhyLlQ0nOYgIAFClShWMGDECI0aM0HUUrXB2dhbtfgSWlpaIjIzE1KlTMW/ePMUZD1lZWYrLPAVBQLVq1TB//nz85z//USufukvrqDsB9fHHH6N///4YO3Yspk2bhpkzZyIwMBAA4OPjAxsbG8UA+IkTJ1ROxoidUer5NJHR0dERp06dQm5uLqysrJS2FQRB5Zk0LVu2xLfffosZM2Zg3759aNq0Kd566y1ERESUusGyIAjo3LkzRo8erfI5S30iRux8msoo9WNR6vtZXzI6OTnh4cOHaN++vcq258+fV9kGKL7aMjAwEMuXL0dwcDAmTJiAOXPmwM7ODt7e3jA2NkZBQQGio6OxY8cODB8+XKsZxc7HjOJkdHBwQGFhIQYMGKDyd6elpan1h3WvXr1w+vRpzJw5E1FRUWjTpg2MjY0RGBgIW1tbxUkdDx8+hK2tLSZOnMiMGs4H8FiU4n4WOyP7FsP43NaHjFJ/rxhqRkPsWwDpv476cCxWNpzkICKD5OTkhAMHDuDevXto0KCB0rZ2dnZo27at0ja2trbYtGkTzp8/j2PHjuHvv/9GXl4eTE1NUa9ePbRq1Qqenp6wtLRUO9+xY8eQlZWFWrVqKW2rzuA3UHz1SkREBCZPngwfHx9YWFgAAPbu3Yu9e/eWqufr6wt/f3+tZpR6Pk1k9PPzQ4sWLVBUVKTydw8fPhz9+/dX2a5v375wcXHBunXrkJCQgJycHMU2c3NzuLq6YsCAAejfv79aA+pSn4gRO58mMurDsSj1/axPGaOjo5Gfnw9zc3OV7dXZ1506dcKUKVOwePFixMTEwNXVFVZWVpg5cya+/PJLVKtWDTk5ORAEAS1atFA5GSN2RrHzMaN4+3nnzp2Qy+UwMTFRmU9ds2fPRqtWrRAREYEtW7YoHk9LS0NaWhrMzc3h4+ODyZMnqzwL01AzipmvJCOPRentZzEzsm8xjM9tfcgo9feKIWc0tL6lJKOUX0d9OBYrG5mg7gJrRFSpFRYWYsOGDTh06BCSk5Mhk8nQsGFD9OjRAwEBATAzM9N1RIOSmZmJ27dvw8XFBW+99ZaotbOzsxEdHY2EhATcunWrzGTMgAEDKrx5lTYySj2fmBm14cmTJ4p8NWrUeOV/f/v2bSQmJqJbt24q1/R88uQJcnJy1DrT/s6dO4qJmMzMTMXjrzoRo6l8YmbUh2NR6vtZXzJevnwZx44dw5AhQ1ROaKWmpuKff/5R6ww5oHjJrIiICJw9exbPnz8vta1+/frw8fHBqFGjVP4hqqmMYuVjRnEynjhxAvv27UNoaCjq1KmjtO3169eRlJSk1pmGL7tz547ipA4zMzPUrVsXDg4OMDU1VevfM+Ob5wN4LALS389vmpF9i2F8butDRqm/V5hRnHyA9I9FQPqvoz4ci5UNJzmICFlZWRgxYgT++usvWFhYKK5suHfvHvLy8vD2228jMjJSZedGROJ6+PAhFixYgOHDh8PFxUVy9cTyphMx2qAPGaVOH15DfchYUFCAO3fuKP6YqVevnqT6Z6nnA5iR6FXwWDQMUt/PUs8HMCPRq+CxSJrASQ4iwvTp07F792589tlnGDZsmOJSOrlcjsjISCxevBgDBgxAWFiYjpMSiSc1NRWPHz9G06ZNRbt8VOyad+/eRY8ePbBy5cpybyit63pSdufOHZw+fRo5OTmwtrbGe++9B1tbW9Fq1q5dG507d1arZkZGhsqzd16VJmoCQF5eHkxMTGBsbKx4LCsrC4mJiXjx4gXeeecd1K1bV2f1Ssjlcvz111+4f/8+8vPzYWlpiWbNmqFhw4avXEsT9YgM0ZMnT3Dw4EG4u7vDzs5O13H0zu3btxV9lqqlVEm5J0+e4MWLFyqv+tO2x48fK/qYkmUmiUg59i1vhn2LeNi3SB8nOYgIHTt2RNeuXTF//vxyt0+fPh2//vorTp06peVkJHW3b9/GihUrcP36dVhbW+ODDz6Aj49PmXbx8fGYP38+Dh8+rNV6J0+exJo1a/D48WN069YN48ePR2FhIT755BMcP34cQPENimfNmoW+ffuq9ZzFrDly5Eil2wsKCnDhwgU4ODjA2toaMpkMP/74o9bqAUB+fj5MTU1hZGSkeCwrKwvh4eE4evQoHj16hNq1a8PDwwPjx49XecNnsevt27cPqampGDt2LIDi9WDnzJmDmJgYxX0ZZDIZqlatipCQEIwZM0ZpPU3UdHJyQsuWLfHhhx/Cy8tLlC+fYtd8/vw5vvjiC+zfvx9GRkYIDg7G2LFjsXPnTsydOxcFBQUAACMjI/j7+2P69OlarVciKysLy5Ytw/79+/H06dMy2xs3boyPP/4Y3t7eOqlXXv309HTFesa2trZvfJaaJmqS4dHEoNHdu3fRs2dPLF++HD169BClplgOHjyIhIQEZGVlKfqYbt26vVHN1xk4SkpKQmZmJrp06aJ47KeffsKiRYuQlpameKxZs2aYPXu2ZJa+1KTXHTTasWMHtm/fDnNzc4wfPx4dO3ZEUlISZs6ciatXrwIovn/VZ599Bk9Pz1fOJdag0f79+7Fz505cunSpVD9Tp04d/Pe//8XIkSPRqFGjV6rJvoWkin0L+xYpeZ3+xZD7lsqAkxxEhNatW2PatGkYPHhwudujo6OxcOFCXLx4UcvJSB0RERFYuXIlkpKStFozMzMT/fr1Q3Z2tuIxmUyG7t27Y9GiRaXWgdy7dy+mTZum+GKgjXrXrl2Dr68vBEGAmZkZnj59itGjRyMvLw9HjhxBt27dUFBQgPj4eDx58gTbtm3DO++8o/R1Ebumo6MjZDKZ0hu1vbxdJpMpfc5i1wOKB9MXLlyIfv36AShe8srPzw8pKSmoVasW7OzscO/ePeTk5ODtt99GTEyM0vtOiF3Pz88Prq6umDlzJgBgzZo1WLp0KRo1aoS+ffvCxsYG9+/fx+7du5GZmYklS5agd+/eSp+z2DUdHR0BFL/e5ubm6NOnDwYNGgRXV1elOZQRu+bWrVvxzTffwNHREbVr18aJEycwd+5czJo1C25ubujZsyeeP3+OuLg43LhxA9988w18fX21Vg8AHjx4gMGDByMlJQWNGjWCubk5bt26pbi5+sOHDxVX2gwdOlSx/7RVr8TTp0/x448/Ys+ePUhNTS2z3c7ODj4+Phg5cqTaf9xooqY64uLisHPnTkRGRmq9nlwux86dOxWT3t7e3uX+sZaYmIjt27dXeKKGpuoBxcdQTEwMcnNz0aVLF3Ts2BEAsG7dOkRHR+Px48do3bo1pk6dirffflvr9ZR5nUGj1atXK92ek5ODDRs2oE+fPmjevDlkMplisvhVvMmgka+vLz755BP85z//AVA84RocHIyEhIRSfaNMJoOXlxcWL16stJ7YA0ejRo1CrVq1sGjRIgDFJ20EBwejatWqaN26NWxsbJCamopLly7B2NgY0dHRaNmypdKaPXv2hIeHBwYNGoQmTZoobasOsesB4g8aJSQkYOzYsahatSpMTExQVFSEyMhIjBkzBoIgoF27dnj+/DlOnz6NwsJCbNq0Sa1BPTEHjeRyOSZOnIijR4+WetzExAQODg5ISUlBVlYWzMzMEBYWBi8vL6X12LeIU499C/sW9i2Vp28BxO1fDLFvqWw4yUFE+Oijj9CyZcsKB3Dmzp2LK1euIDo6WsvJSB0RERFYsWKFysFqsWvOnTsX0dHRmD17Nry8vJCeno5ly5bhl19+QceOHbFmzRrFxIQ6kxJi1/v0009x4cIFxMTEoFatWvj0009x4sQJ1K9fHxs3blRcIfDPP//Ax8cH3bp1w8KFC5W+LmLX9PPzw82bNxEaGophw4aV2Z6cnIyePXtixYoVav2hIHY9oHgwfdGiRYpJiZkzZ2Lnzp2YNWsWhgwZAqD4Soc1a9Zg2bJlmDBhAkJCQrRWr0OHDggJCYG/vz8A4P3330f9+vURGRmJqlWrKtrl5eXBz88PlpaW2L59u9LnLHZNR0dHhIaGIj8/H7t27UJGRgZkMhkcHBwwaNAg9O/fH5aWlkozabqmr68vTE1NsWXLFshkMqxatQo//PAD3n333VJX+zx//hwffPABTE1NERMTo7V6ADBr1izs378f69atQ5s2bQAUL9sVHBwMe3t7LF26FHK5HEuWLMGmTZtU/oEtdj2g+Ebww4YNw19//YVGjRrBzc0NdevWhYmJCeRyOdLS0pCYmIjk5GS8/fbb2Lx5M2rWrKn1muoSu39Rt15hYSGGDBmCpKQkxeCBsbExpk6dWuazTZ3+QOx6QPGg0cCBA5GRkQGgeGBjwYIFyM7OxoIFC9C0aVMUFBTg3r17qFmzJuLi4pQuMSd2PU0MGok9kS72oFFJxpf7mIiICCxfvhy9e/fGhAkTYG9vjzt37mDp0qU4fvw45s6diw8++KDCemIPHHXu3BmjR49GQEAAAMDb2xs5OTmIjIwsNcBx5coVBAQEoG3btoiIiFD5nGUyGQCgbdu28PPzQ8+ePV972Uyx62li0GjUqFFITk7G9u3bUaNGDUyZMgWJiYkwMTFBdHS04gqEe/fuKU5cWLNmTYX1NDFotGrVKqxcuRKhoaEYMGAAzM3NcerUKXz11Vfw9/fHuHHj8McffyAsLAx//PEHduzYoTiB4d/Yt4hTj30L+xb2LZWnbwHE718MrW+plAQiMninTp0SWrduLRw6dKjMtoMHDwqtW7cWTp8+rYNkpI5Vq1YJjo6OWq/p5eUlfPHFF2Uej4iIEBwcHISRI0cKhYWFgiAIQlxcnNbreXh4CMuXL1f8fOnSJcHBwUHYuHFjmbbffPON0K1bN6X1NFGzqKhIWL9+veDm5ib4+fkJ169fL7U9OTlZcHBwEH7++WeV2TRRTxAEwcHBQdi7d6/i5/bt2wuff/55uW2DgoKEfv36abWeq6ursGPHDkEQBCEvL09wcHAQ4uLiym27bt06wc3NTWk9TdR8+Tm/ePFCOHLkiDBu3DihZcuWgqOjo9CqVSvh888/F86fP68ym6Zqtm/fXoiMjFT8fPv27Qqf99q1a1U+Z7HrCYIgvPfee8LixYvLPH7mzBnByclJSE9PVzzm7+8vDBs2TKv1BEEQZs+eLbi5uQnx8fFK28XHxwtubm7C7NmzdVJTXWL3L+rW27Bhg+Dg4CBMnjxZOHz4sLB161aha9eugqOjY5l9pk5/IHY9QRCEb7/9VnBzcxP2798vXLp0SfDx8RE8PDwEb29v4dKlS4p28fHxgrOzs/Dtt99qtZ6Dg4Pg6OgoODg4VPjfy9vVec7vvvuu0KZNG2HDhg3C6dOny/wXFxcnODg4COHh4YrHVGV8uT9YtWqV4ODgIEyaNEn466+/hKdPnwpJSUnC6NGjBUdHR8Xn8qvU7Natm+Dv71+m3fPnz4W+ffsKQ4YMUVrP3d1d2LBhg+Lnfv36Ce+//75w586dUu3+/PNPoW3btsK4ceOU1nNxcRF27dolCIIgFBYWCg4ODsLWrVvLbbts2TKhXbt2SusJQvFznjJlivDRRx8p9mX79u2FefPmCTdu3FD57zVdb+TIkYKHh4fw4MED4fnz58KkSZOE//73v0KPHj2Ehw8fKtrdvXtX6NixozBmzBiVNd977z1h9erVip///PNPwcHBQYiOji7TdtmyZUL79u2V1vv+++8FR0dHYc2aNUJGRoaQm5sr/PLLL0Lnzp2FiIgIQRAE4fLly8LgwYOFli1bClevXlWZsWfPnuV+v9m/f7/g6uoq5ObmCoIgCAUFBUKPHj2ESZMmVViLfYs49di3sG9h31J5+hZBEL9/MbS+pTKqqnoahIgqm/LWPm/QoAEmTpyIxo0bKy5TvXnzJu7cuYMWLVpgz549aN++vbajGiwXFxe12wpqXpAnds3U1FTF2SIvGzduHMzNzTF//nyEhIQgPDxcrd8pdr2MjAzY29srfi5ZF7Zx48Zl2jZt2lTlWeSaqCmTyRAYGAhPT0/MnDkTAwcOxKhRozBhwoTXOqtF7Hr/lpeXh5ycHLi7u5e7vXPnzli+fLlW69nb2+PmzZsAADMzs1JXWvybTCZTnEGk7ZoljIyM0LVrV3Tt2hWZmZnYuXMnduzYgd27d2PPnj1o1qwZBg0ahBEjRmi15rNnz0otCVfy/2ZmZmXampub49mzZ0oziV0PAB49eoT69euXedze3h5FRUW4e/eu4uzD7t27Y+XKlVqtBwCHDx/GiBEj4OHhobSdh4cHhg8fjl27duGrr77Sak1V9+55WUpKiso2YtcDis94dXd3L3V2Zf/+/TFp0iSsXbsWRkZGmDRpktq/V+x6AHDs2DEMHDhQcdbd5MmTMXr0aIwbN67UsnEeHh7o2bMnjh8/jmnTpmmtnqWlJQRBQEhICJydnctsT0tJYAmkAAAW1UlEQVRLw9SpUxESEqL22tw//fQTZs+eje+++w7Dhw/HxIkTS72n7969CwBo3rz5a31n3LFjB9q1a4elS5cqHnNyckJERAR8fHywa9cupWfG/ptcLkdKSgrGjRtXZluVKlXQu3dvbNiwQWmNx48fK9bylsvluHHjBr788ssyy0q0bNkS/v7+2Lp1q9J6tWrVKrUUCQDY2NiU27Z27dooLCxUWq/E+++/j379+uHWrVuIjY1FXFwcIiMjsXnzZri5ucHPzw+9e/cu9zNY0/Vu3LgBf39/WFtbAwCCgoLwwQcf4Kuvvip1z4cGDRpg8ODBiIqKUlnz8ePHqF27tuLnkv+3tbUt07ZevXrIy8tTWm/v3r3w8fEpdY8tT09PyOVyTJ8+Hf7+/njnnXewceNGeHt7K5axVCYlJaXcz0c3NzcUFhbi5s2bcHNzg6mpKQYMGIAtW7ZUWIt9y5vXA9i3iFGPfQv7Fqn0LYD4/Yuh9S2VESc5iAzQ7t27K9x2+/Zt3L59u9Rj169fx40bNxAWFqbpaPT/vHjxAtbW1mqtV5mamlruOrqarmlhYYH8/Pxyt40YMQJFRUVYsGABPvnkE7XWVxa7nrm5eal6VapUAYByB/sFQVBs13ZNoPiL16ZNmxATE4NFixbhwIED+Prrr1/7hn1i1ythYmKCKlWqVHiPDDMzMxQVFWm1Xvfu3bFt2zYEBATA1tYWXbt2RVRUFLy8vEpNTjx9+hSxsbEq15/VVM3y2NjYYNy4cRg3bhxOnDiB2NhYxMfH49tvv32lSQ4xatrb2+PixYvw8/MDULx2NAD89ttvZZZo+u2335QuZaCJekDxurWJiYmKmiUSExMhk8lK3VRQnYkTsesBxct/vDwRqkz9+vWRk5Oj9ZonTpxQq1YJVZN4YtcDipf8+/eAg4WFBVavXo3JkydjzZo1MDY2xoQJE9T6nWLXA4r7SQcHB8XPzZs3B1D+CQWurq749ddftVpPE4NGderUQUREBPbv34958+bh559/xpw5c/Dee++p9e+VEWPQ6N9K+o+KBnpsbGwq/N5RQuyBI3d3d+zduxdBQUEwMTGBi4sL4uPj0b179zJtjxw58so3DW3atCmmTZuGyZMn45dffsGOHTtw8uRJJCYmIiwsDP369cOgQYPg5OSktXpiDxqV/NuX/15JTk4GAFy9ehVdu3Yt1fbq1auK5UQroolBIwsLi3IH31NSUiCTyUp9R7SxsVH62c2+5c3rAexbxKjHvoV9i1T6FkD8/sXQ+pbKiJMcRAbo2rVruo5AKjRs2BD16tXDxo0bVbYtWYdW2zUbNGiACxcuYPjw4eVuDwwMxPPnz7F48WJcvnxZ5e8Uu17dunVLfQGwsrJCZGRkuV+WUlJSFGeAaLvmy/z8/NClSxfMmTMHgYGB6Ny58ytdJaCpejExMYo/Nk1NTRVf+P4tNTVVrfWaxaw3evRoHDx4EL6+vhgzZgwGDhyIGTNmwMvLC3369EHt2rWRlpaGuLg4ZGZm4osvvlCZTxM1VXF3d4e7uzsePXqEuLi4N673qjV79eqFVatWoWbNmqhTpw7Wrl2Lhg0bIiMjA0uWLEGvXr3w4sUL7N69G0ePHlV5xpvY9QCgS5cu2L59O5o0aYKBAwfCzMwMp06dQlhYGGxtbUvdLDM5OVnlxInY9YDiyZ1ff/0VgwYNUtn28OHDak08il2zdu3acHV1xapVq1TWK1n3V5v1gOJJ4vKuoKpSpQqWLFmC0NBQhIeHw9jYGHXr1tV6PaD4CqqXJ2FLrlYq7+a8FhYWePHihVbraXLQqE+fPnB3d8fcuXMRFBSEfv36vfHnoBiDRiXOnTuneH2srKzKDCSVSE9PLzWZWR6xB44+/vhj9O/fH2PHjsW0adMwc+ZMBAYGAgB8fHxgY2OD+/fvIyoqCidOnHjt19XY2BheXl7w8vJCSkoKYmJisGfPHkRFRWHbtm1ISkrSWj2xB40AoH379oiJiUG7du1Qp04dfPfdd6hevTpOnjyJVq1aoXPnzgCKbzS8Y8cOlce9JgaN2rZtiy1btqBr165wc3MDADx8+BCLFi2Cubl5qYHn9PR0pd932Le8eT2AfYsY9di3sG+RSt8CiN+/GFrfUhlxkoOISIKcnZ1f+Qwmbdd0d3fH+vXrkZubCysrq3LbjB49GkVFRVi6dKnKwXWx6zk7OyvOHgeAqlWrVnhG0bFjx9RazksTNf/N1tYWq1atUvzxoO5yZJqsd/bsWZw9e1bx88GDB8s9K+X06dOKM8S0Vc/S0hKRkZGYOnUq5s2bp7gxYVZWluLmiIIgoFq1apg/f77iJoTarqmumjVrlrtsm6ZrjhgxAkeOHMH69esBFF+5sGjRIlSrVg1DhgzB2rVrARQ/75o1a2L8+PFarQcAISEhOHbsGJYsWYIlS5YoHjcyMsLy5ctLfSYcPnwY7777rlbrAcDAgQOxZMkSBAcHIyAgAK1atYKxsbFi+7Nnz3Dp0iVs2LABCQkJCA0N1XpNZ2dntf8IVWdSVOx6QPFSgBXdVLRk8GjixIlYunSp4qbx2qwHFA/AZWZmKn42NzdHcHAwGjRoUKZtamoqatSoodV6JTQxaAQUf64sXrwY3t7emD17Nnr37o2hQ4e+8kS6mINGJbZv347t27crfk5ISMDgwYPLtLty5YrWB44aNmyIiIgITJ48GT4+PoqBxr1792Lv3r2KdoIgwNfXF/7+/mo9Z2Xs7e0RGhqKTz75BEePHkVsbKxW64k9aAQUL2X6888/K87OFgQBU6dORd26dTFq1ChYWlqiqKgI+fn5MDIywqhRo5TW08SgUXBwMI4dO4YhQ4agcePGMDMzw61bt1BYWIjg4OBSVwEfP3683KV/SrBvefN6APsWMeqVYN/CvkXXfQsgfv9iaH1LZcRJDiIiCXJycsKBAwdw7969cr+EvszOzg5t27bVek1vb2/I5XLcvXtX6XI9Y8eOhaWlJf7880+t1ps6dSpyc3OVtgGKv2i4u7uXOdtDWzUr0qdPH3Tv3h2FhYUwNzd/7TpvWk/dK7+ys7Ph5uaGDh06aLUeUDyRs2nTJpw/fx7Hjh3D33//jby8PJiamqJevXpo1aoVPD09YWlpqdbvFrtmcHBwqS+xYhC7pqWlJWJiYnDmzBnk5uaiTZs2iku+Y2JisGnTJmRkZKB58+YYMWIE6tWrp9V6QPGl/bGxsVi9ejVOnz4NuVyO5s2bIyAgoMzgwYEDB7ReDwBGjRqFv/76C/v27cPhw4dhZGSEmjVrwsTEBHK5HI8ePUJRUREEQUCfPn1U/nGkiZpOTk44duwYsrKySq1XXB5BEFROjIpdDyj+o/Dnn3/GrFmzyl32r2rVqli+fDlCQkJw9OhRlYMfYtcDAEdHx1JXFZqZmSE4OLjcthcvXlQ5YSt2vZeJNWhUni5duuB///sfFi5cqNYZ1/8m5qARAERGRpZ5rLwzrbOzs5GZmYlevXopraeJgaOOHTvip59+QnR0NBISEnDr1i3I5fJS/cuAAQPUXs9eXUZGRujWrRu6deum1XpiDxoBxcsn7dmzBzExMcjLy0Pnzp0V37lycnKwbt06ZGRkwMnJCSEhISq/02pi0MjR0RHr16/H3LlzFd99Sib1X16fHQA+++yzcpdXKcG+hX1Ledi3VIx9S+XvWwDx+xdD61sqI5nwpqeIElGlkJubix07diAxMRE5OTll1sGXyWTYtGmTjtIRERHpj5MnTyIuLg6XL19GWloaCgoKYGZmhrp168LV1RX9+/dHp06ddFIzMzMTt2/fhouLS4X3w3kVYtcDiq/2+u677/Dpp58qXdP72bNn+PTTT/Hnn3/iyJEjWqsHAJcvX0ZycjL69euntN2DBw8wZswY+Pn5lTvAoql6FXny5AkWLlyoOENy+fLlZe6T87qSkpKQmpqKVq1aVbg0yMvOnDlT5rGqVauWmWTMzs5GUFAQevXqhaCgIFGyvqrs7OxSA0f/nvTWxMCRuoYNG4bx48e/8meKtuoBUCxD8u9Bo+joaMWgUfPmzRESEvJGJ4i8iXPnzpUZNAoMDCwzaHThwgXY2tqqfT8LoHjdeLlcXmrt+NfBvuXNsG9583oVYd/yeti3vDmp9y/60LdUJpzkICKkp6fjo48+QmpqKqpVq4bc3FxUr14djx8/RlFREWrWrAlzc3OVX8qIiIiISPpeddCIyFBw0Ijo9bFvISof+xbtMNJ1ACLSvWXLliErKwsbNmzAwYMHIQgCli5divPnzyMoKAgWFhaIjo7WdUwiIiIiEoGzszM8PT05CEX0L9WqVeMgFNFret2+5fbt2wgNDYWXlxeGDRuGPXv2lNsuPj4eHh4eYkR9ZVLPKPV8+kJTr6OYfQv3dcU4yUFE+P333+Hr64tOnTqVWkPT3NwcU6ZMQbNmzbB48WIdJiQiIiIifRERESH5m11KPaPU8+kLfXgd1cmoiUEtsWtKvR4zSrNeZmYmPvroIxw4cAC3bt3C2bNnMX36dEycOBGFhYWl2j59+hSpqanMqIV8YmfURD2xa0p9P2sqY2XCSQ4iQlZWluIGtiU30Hr5A/K9997D77//rpNsRERElZEmBt7Erin1epqoaYgZNTUILOaqyIaaUeyVpaV+7BjqfgaUZ9TEoJbYNaVejxmlWQ8A1qxZg9zcXHz99dc4d+4c9u/fD09PTxw6dAhjx44tU1cVQ8wodj5NZNSH94vU97MmMlY2nOQgItSoUQO5ubkAAEtLSxgbG5f6gJXJZMjLy9NVPCIiokpJE7fGE7um1OtpoqYhZtSH2zQyozikfuwY4muoiiYGtcSuKfV6zCjNegBw8uRJ+Pj4wM/PD5aWlmjWrBlWrlyJSZMm4dSpUxg/fjzkcjkzajGfJjLqw/tF6vtZExkrm6q6DkBEutekSRPcvHkTQPGERsuWLbF79274+vrixYsX2LVrFxo2bKjjlERERESkKy4uLmq31dVAtdQzSj2fvtCH11HMjC8PagHFJ6WtXLkSq1evxrJlyzB+/HhERETAxMRE7d8pdk2p12NGadYDgNTUVAQEBJR5fNy4cTA3N8f8+fMREhKC8PBwZtRSPk1k1If3i9T3syYyVjac5CAidO7cGevWrcPs2bNhamqKoKAgBAcHo3379pDJZMjPz0dYWJiuYxIREUmaJgbexK4p9XqaqGmIGTXxnF+8eAFra2s0adJEZdvU1FSVyy4YYkax8wHSP3YMcT8D4mbUxKCW2DWlXo8ZpVkPACwsLJCfn1/uthEjRqCoqAgLFizAJ598Ak9PT2bUQj5NZNSH94vU97MmMlY2nOQgIowdOxYjR45UzCB7enoiPDwccXFxqFKlCnr16oVevXrpOCUREZG0aWIAU+yaUq/HjNKsBwANGzZEvXr1sHHjRpVtIyIisGLFCmbUcD5NZJR6PUD6+1nsjJoY1BK7ptTrMaM06wFAgwYNcOHCBQwfPrzc7YGBgXj+/DkWL16My5cvM6MW8mkioz68X6S+nzWRsbLhJAcRQSaTlblEztPTU/FBW3KDvaSkJF3EIyIi0guaGMAUu6bU6zGjNOsBgLOzM06cOKGynboMMaPY+QDpHzuGuJ8BcTNqYlBL7JpSr8eM0qwHAO7u7li/fj1yc3NhZWVVbpvRo0ejqKgIS5cuhUwmY0YN59NERn14v0h9P2siY2XDG48TkVq4LjAREZFyzs7OuHr1qqRrSr2eJmoaYkZNPGcnJyfk5OTg3r17Ktva2dmhbdu2StsYYkax8wHSP3YMcT8D4mZ0d3dHQkICcnNzK2wzevRohIaG4sGDB2rlE7um1OsxozTrAYC3tzf8/f1x9+5dpe3Gjh2LWbNmwcfHhxk1nE8TGfXh/SL1/ayJjJVNla+++uorXYcgImk7d+4cTp8+jeDgYF1HISIikqy7d+/i6NGj6N+/P6pXr660bWpqKrKzszFw4ECt1pR6PWaUZj0AePfddxEcHKyyHgA4Ojpq/TXUh4xi59NERqnXA6S/n8XOWLduXVStWhU2NjaoU6dOhe3atm2LmjVrolatWiqXPhG7ptTrMaM06wFAjRo14O7urrReCVdXV62/hvqQUex8msioD+8Xqe9nTWSsbGQCT88mIhVKLssW+wwnIiIiIiIiIiIiojfB5aqIiIiIiIiIiIiIiEgvcZKDiIiIiIiIiIiIiIj0UlVdByAi3Vi9erXabc+ePavBJERERERERERERESvh/fkIDJQjo6Or9ReJpPxnhxEREREREREREQkKbySg8hARUZG6joCERERERmwlStXIjw8HJGRkejQoYOu4xARERGRnuIkB5GBat++va4jEBEREVEl4uDgoLINJzSIiIiISGyc5CAiIiIiIiLRBAcHV7jN3t5ei0mIiIiIyBBwkoOIiIiIiIhEExISousIRERERGRAjHQdgIiIiIiIiKhEamoq+vTpAxcXF8TFxZXalpaWhq+//hoeHh5wcXFBhw4dMG7cOFy+fFlHaYmIiIhI1zjJQURERERERJJw7do1fPjhh7h//z5++OEH9O/fX7HtypUr6N+/P6KiotCkSRMMGzYMXbt2xblz5zBkyBAkJCToMDkRERER6QqXqyIiIiIiIiLRrFy5stzHTU1NMWbMmAr/3YkTJxASEgJzc3NERUXB0dFRse358+eYNGkSnj59isjISLRv316xLT09Hb6+vpgxYwaOHDkCExMT8Z4MEREREUkeJzmIiIiIiIhINOHh4eU+bmVlVeEkR1xcHGbMmIGGDRti3bp1sLOzK7X96NGjuHv3LkaOHFlqggMAbG1tERQUhLCwMJw8eRJdunQR54kQERERkV7gJAcRERERERGJ5vr166/UPjIyEocPH0abNm0QERGB6tWrl2mTmJgIoPh+HeVdKXLnzh0AwN9//81JDiIiIiIDw0kOIiIiIiIi0plz585BEAR06tSp3AkOAMjOzgYAHDx4UGmtp0+fip6PiIiIiKSNkxxERERERESkM/PmzcMPP/yA8PBwvHjxApMmTSrTxsrKCgCwatUqeHh4aDsiEREREUmYka4DEBERERERkeGysrLC+vXr0bZtW0RERGDhwoVl2rRq1QpA8VUfREREREQv4yQHERERERER6ZSlpSXWrVuHTp064ccff8TcuXNLbffw8EDDhg0RFRWFhISEcmtcvHgR+fn52ohLRERERBLC5aqIiIiIiIhINOXdGLyEp6cnnJycyt1mbm6ONWvWICQkBJs3b4ZcLsecOXMgk8lgbGyMlStXIigoCGPGjEHr1q3h5OQEMzMzpKWl4Y8//sC9e/fw22+/wdzcXFNPjYiIiIgkiJMcREREREREJJrw8PAKt9nb21c4yQEApqamCA8Px+TJk7F9+3bI5XKEhYXByMgIjo6OiIuLw4YNG3D06FHs2rULRkZGsLGxgbOzM0JCQlCzZk1NPCUiIiIikjCZIAiCrkMQERERERERERERERG9Kt6Tg4iIiIiIiIiIiIiI9BInOYiIiIiIiIiIiIiISC9xkoOIiIiIiIiIiIiIiPQSJzmIiIiIiIiIiIiIiEgvcZKDiIiIiIiIiIiIiIj0Eic5iIiIiIiIiIiIiIhIL3GSg4iIiIiIiIiIiIiI9BInOYiIiIiIiIiIiIiISC9xkoOIiIiIiIiIiIiIiPQSJzmIiIiIiIiIiIiIiEgvcZKDiIiIiIiIiIiIiIj0Eic5iIiIiIiIiIiIiIhIL3GSg4iIiIiIiIiIiIiI9BInOYiIiIiIiIiIiIiISC9xkoOIiIiIiIiIiIiIiPTS/wHSJwh8PM4i9wAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLMv:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thresPlot,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Differences, L vs. V gauge BLMs\n", "Max difference in BLMs (L-V): 0 (0.270945489675725-5.305859415759765e-18j)\n", "Plotting data (No filename), pType=a, thres=0.027094548967572504, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thresCalc:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thresPlot,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 4.0357162386037453e-16\n" ] }, { "data": { "image/png": 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VGR3xoNi4cSNGjx6Ny5cvl5tv7NixSElJwa5du0wuu3379mjTpg2WLl2qpAUEBGDAgAFYsGCBkhYWFoYuXbogMjKy8hdQhoruh1W11UREREREREREBkQEOQU5dVK31koLjUZjUt69e/ciNDS0wnxZWVlwcXExuQ15eXmIj4/H1KlTVenh4eGIjY1VpbVr1041xaY2MDBCREREREREVINyCnLQ/rv2dVL3gSEHYG9tb1JenU4HLy+vcvPExcVh3bp12LJli8ltuHLlCgoLC9GoUSNVeqNGjZCenq5K8/b2rvWFX7nGCBEREREREREhJyen3Kk/SUlJ6N+/P2bPno0ePXpUuvy7R66IiEGaVqtFdnZ2pcu+FxwxQkRERERERFSDtFZaHBhyoM7qNpWrqysyMzONHktOTkb37t0xatQozJw5s1JtcHV1haWlpcHokIyMDINRJNeuXYObm1ulyr9XDIwQERERERER1SCNRmPydJa6FBwcjJUrVxqkJyUloXv37oiIiMC8efMqXa6NjQ1CQkKwc+dOPPfcc0r6zp070b9/f1XexMREBAcHV77x94BTaYiIiIiIiIgIPXv2RFJSkmrUSFJSEsLCwtCjRw9MmjQJ6enpSE9Pr3DnmrtNmjQJX3/9NZYvX46UlBRMnDgRZ8+exZgxY1T5YmJiEB4eXi3XYyoGRoiIiIiIiIgILVu2RGhoKNatW6ekrV+/HpcvX8aqVavg6empPNq2bavk0el00Gg0iI6OLrPsQYMG4ZNPPkFkZCRat26NvXv3YuvWrfDz81PyxMXFISsrCwMHDqyR6yuLRkSkVmskIiIiIiIieojl5uYiNTUV/v7+5S5mej/aunUrJk+ejMTERFhYmDaWIjo6Gs899xxOnz4NZ2fnKtf94osvIjg4GNOnT69yGcZUdD+4xggRERERERERAQD69OmDEydOIC0tDY0bNzbpnO3bt2P69On3FBTR6/UICgrCxIkTq1xGVXHECBEREREREVE1epBHjDyMKrofXGOEiIiIiIiIiMwWAyNEREREREREZLYYGCEiIiIiIiIis8XACBERERERERGZLQZGiIiIiIiIiMhsMTBCRERERERERGaLgREiIiIiIiIiMlsMjBARERERERERAODq1atwd3eHTqer1Xr1ej18fX0RHx9fq/UCDIwQERERERER0V8WLFiAfv36oUmTJgCAI0eOYPDgwWjcuDG0Wi0CAgKwePHiKpXbtm1bODo6wt3dHQMGDMDx48eV47a2tpg8eTKmTJlSXZdiMgZGiIiIiIiIiAg5OTmIiorCyJEjlbT4+Hi4ublh5cqVSEpKwowZMzBt2jR89tlnlSp7z549GDt2LP73v/9h586dKCgoQHh4OG7fvq3kGTp0KGJiYpCSklJt12QKjYhIrdZIRERERERE9BDLzc1Famoq/P39YWdnV9fNMdnGjRsxevRoXL58udx8Y8eORUpKCnbt2lXlui5fvgx3d3fs2bMHf/vb35T0sLAwdOnSBZGRkVUu+24V3Q+raquJiIiIiIiIiAyICCQnp07q1mi10Gg0JuXdu3cvQkNDK8yXlZUFFxeXe2pXVlYWABiU065dO8TExNxT2ZXFwAgRERERERFRDZKcHBxvE1IndTc7FA+Nvb1JeXU6Hby8vMrNExcXh3Xr1mHLli1VbpOIYNKkSejcuTMCAwNVx7y9vWt94VcGRoiIiIiIiIgIOTk55U79SUpKQv/+/TF79mz06NGjyvWMGzcOR48exb59+wyOabVaZGdnV7nsqmBghIiIiIiIiKgGabRaNDtU+9vQltRtKldXV2RmZho9lpycjO7du2PUqFGYOXNmldvz5ptvYvPmzdi7dy98fHwMjl+7dg1ubm5VLr8qGBghIiIiIiIiqkEajcbk6Sx1KTg4GCtXrjRIT0pKQvfu3REREYF58+ZVqWwRwZtvvolNmzYhOjoa/v7+RvMlJiYiODi4SnVUFbfrJSIiIiIiIiL07NkTSUlJqlEjSUlJCAsLQ48ePTBp0iSkp6cjPT29wp1r7jZ27FisXLkS3333HRwdHZVycu5alDYmJgbh4eHVcj2mYmCEiIiIiIiIiNCyZUuEhoZi3bp1Str69etx+fJlrFq1Cp6ensqjbdu2Sh6dTgeNRoPo6Ogyy166dCmysrLQrVs3VTlr165V8sTFxSErKwsDBw6skesrCwMjRERERERERAQAmDVrFhYvXoyioiIAwLvvvlu83fBdj9I7x+h0OjRo0ABBQUFllmusDBHBq6++quRZtGgR3nnnHWgrsS5KdeAaI0REREREREQEAOjTpw9OnDiBtLQ0NG7c2KRztm/fjunTp8PZ2bnK9er1egQFBWHixIlVLqOqNCIitV4rERERERER0UMqNzcXqamp8Pf3L3f7W6odFd0PTqUhIiIiIiIiIrPFwAgRERERERERmS0GRoiIiIiIiIjIbDEwQkRERERERERmi4ERIiIiIiIiIjJbDIwQACA6OhoajQbXr1+v66YYlZeXh6ZNm2L//v113ZSHjl6vh6+vL+Lj4+u6KWRG2OcQ0cOG/RoR0YOLgZGHwKuvvgqNRmPw6NWrV103rdp89dVX8PPzw5NPPqmkZWZmYtiwYXBycoKTkxOGDRtW4YcRvV6PN998E66urnBwcMCzzz6L8+fPV7o9e/bsQUhICOzs7PDII4/giy++qPCcY8eOoWvXrtBqtfD29kZkZCQqu1u2iODdd9+Fl5cXtFotunXrhqSkpArPW7JkibI1VUhICGJiYpRjtra2mDx5MqZMmVKptpD5Yp9Tu33OxYsXMWTIEDRr1gwWFhaYMGGCSecZu0el+6p3333XaB4HBwdVORs2bECLFi1ga2uLFi1aYNOmTRXWo9FosHDhQiXPoUOH0KNHDzRo0AANGzbE66+/jlu3bhm0+ZtvvkGrVq1gZ2cHDw8PjBs3Tjl2/PhxhIWFoVGjRkrfO3PmTOTn5yt5li1bhi5dusDZ2RnOzs54+umn8dtvvxnUk5KSgmeffRZOTk5wdHREhw4dcPbsWQCATqcr85rWr1+vlPHrr7+iU6dOcHR0hKenJ6ZMmYKCggKT7g3df8y1X5s3bx46deoEe3t7NGjQwKRyjL1WHTp0UI6b+h46e/Ys+vXrBwcHB7i6umL8+PHIy8srtx6NRoMnnnhCyXPz5k1MmDABfn5+0Gq16NSpEw4ePGjQ5vLe8wAwevRoPProo9BqtXBzc0P//v3xxx9/KMePHDmCwYMHo3HjxtBqtQgICMDixYsN6tHr9ZgxYwb8/Pxga2uLRx99FMuXL1eOd+vWzeg1PfPMM0qeS5cu4dVXX4WXlxfs7e3Rq1cvnDhxwui9EBH07t0bGo0GP/zwg+rYwYMH8dRTT6FBgwZwdnZGeHg4Dh8+rMqzbt06tG7dGvb29vDz81P126ZeEwBcv34dY8eOhaenJ+zs7BAQEICtW7cabTPRfUvogRcRESG9evWSixcvqh7Xrl0zuYzdu3cLAMnMzKxyO/R6fZXPrcjjjz8u3333nSqtV69eEhgYKLGxsRIbGyuBgYHSt2/fcssZM2aMeHt7y86dO+XQoUMSFhYmQUFBUlBQYHJbTp8+Lfb29vLWW29JcnKyLFu2TKytreX7778v85ysrCxp1KiRvPzyy3Ls2DHZsGGDODo6ykcffWRyvSIi77//vjg6OsqGDRvk2LFjMmjQIPH09JQbN26Uec6aNWvE2tpali1bJsnJyfLWW2+Jg4ODnDlzRslz5coVsbGxkeTk5Eq1h8wT+5za7XNSU1Nl/Pjx8u2330rr1q3lrbfeMuk8ALJixQrVPcrOzlaO37x50+AetmjRQiIiIpQ8sbGxYmlpKfPnz5eUlBSZP3++WFlZyf/+9z8lz91lLF++XDQajZw6dUpERNLS0sTZ2VnGjBkjf/zxh/z222/SqVMneeGFF1Tt/fe//y1eXl6yatUqOXnypCQmJsrmzZuV46dOnZLly5fL4cOHRafTyY8//iju7u4ybdo0Jc+QIUPk888/l4SEBElJSZHXXntNnJyc5Pz580qekydPiouLi7zzzjty6NAhOXXqlPz0009y6dIlEREpKCgwuKa5c+eKg4OD3Lx5U0REjhw5IjY2NjJ37lw5ceKEREdHS/PmzeXtt9826d7Q/cdc+7XZs2fLokWLZNKkSeLk5GRSOcZeq6tXryrHTXkPFRQUSGBgoISFhcmhQ4dk586d4uXlJePGjVPKuX79uqqMc+fOiYuLi8yZM0fJ89JLL0mLFi1kz549cuLECZkzZ47Ur1+/Uu95EZEvv/xS9uzZI6mpqRIfHy/9+vWTxo0bK311VFSUvPnmmxIdHS2nTp2S//73v6LVauXTTz9VvTbPPvustG/fXnbu3Cmpqaly4MAB2b9/v3L86tWrqmtKTEwUS0tLWbFihYiIFBUVSYcOHaRLly7y22+/yR9//CGvv/66+Pr6yq1btwzuxaJFi6R3794CQDZt2qSk37hxQ5ydneXVV1+VP/74QxITE+WFF14Qd3d3ycvLExGRrVu3ipWVlSxdulR5TTw8PCp9TXq9XkJDQ6VPnz6yb98+0el0EhMTI4cPHy7jN8h85OTkSHJysuTk5NR1UyrtypUr4ubmJqmpqXXdFLl06ZK4urqq3tdVUdH9YGDkIRARESH9+/cv83hqaqoAkISEBCUtMzNTAMju3btFxPh/5vv375cuXbqInZ2d+Pj4yJtvvqnqlP38/OS9996TiIgIqV+/vvz973+v/osTkfj4eLGwsJCsrCwlLTk5WQCoPpzHxcUJAPnjjz+MlnP9+nWxtraWNWvWKGlpaWliYWEh27dvN7k9//znP6V58+aqtNGjR0uHDh3KPGfJkiXi5OQkubm5StqCBQvEy8tLioqKTKq3qKhIPDw85P3331fScnNzxcnJSb744osyz2vXrp2MGTNGlda8eXOZOnWqKq1bt24ya9Ysk9pC5o19TrHa6nNK69q1a6UCI6U/KFfk8OHDAkD27t2rpL300kvSq1cvVb6ePXvKyy+/XGY5/fv3l+7duyvPv/zyS3F3d5fCwkIlLSEhQQDIiRMnRETk2rVrotVq5ZdffjG5vSIiEydOlM6dO5d5vKCgQBwdHeXbb79V0gYNGiSvvPJKpepp3bq1DB8+XHk+bdo0CQ0NVeXZtGmT2NnZlRuopvuXOfZrpa1YsaJSgZHyXitj7n4Pbd26VSwsLCQtLU1JW716tdja2pbZxk2bNolGoxGdTiciItnZ2WJpaSk//fSTKl9QUJDMmDFDeV6V9/yRI0cEgJw8ebLMPG+88YaEhYUpz7dt2yZOTk6qIFFFPv74Y3F0dFR+J44fPy4AJDExUclTUFAgLi4usmzZMtW5hw8fFh8fH7l48aJBf3/w4EEBIGfPnlXSjh49qrqmwYMHy8CBAw3a4+Pjo3w2NeWali5dKo888ogScKE7HuTAyNtvv616z5Z25coV8fb2vudAsIhIXl6e/POf/5TAwECxt7cXT09PGTZsmKpvECn+/37EiBH3VFdF94NTacioY8eOoWfPnnj++edx9OhRrF27Fvv27VMNawaAhQsXIjAwEPHx8Zg1a5bRsubPn4969eqV+yg9teNue/fuxeOPP4769esraXFxcXByckL79u2VtA4dOsDJyQmxsbFGy4mPj0d+fj7Cw8OVNC8vLwQGBpZ5jjFxcXGqMgCgZ8+e+P3331VDuu8+p2vXrrC1tVWdc+HCBeh0OpPqTU1NRXp6uqpuW1tbdO3atcz25+XlIT4+3qC94eHhBue0a9eu3PtAVJPY59SMcePGwdXVFW3btsUXX3yBoqKiMvN+/fXXePzxx9GlSxclraz+rqz2X7p0CVu2bMGIESOUNL1eDxsbG1hY3PnIodVqAQD79u0DAOzcuRNFRUVIS0tDQEAAfHx88NJLL+HcuXNltvfkyZPYvn07unbtWmae7Oxs5Ofnw8XFBQBQVFSELVu24PHHH0fPnj3h7u6O9u3bGwxBLy0+Ph6HDx82uCY7OztVPq1Wi9zcXK7XRIr7vV+7F9HR0XB3d8fjjz+OUaNGISMjo8y8xt5DcXFxCAwMhJeXl5LWs2dP6PX6MvC6BZQAACAASURBVN9DUVFRePrpp+Hn5wcAKCgoQGFhodH3YknfUpX3/O3bt7FixQr4+/ujcePGZebLyspS+hYA2Lx5M0JDQ/Hhhx/C29sbjz/+OCZPnoycnJwyy4iKisLLL7+sTGHU6/UAoLomS0tL2NjYKNcEFPdtgwcPxmeffQYPDw+Dcps1awZXV1dERUUhLy8POTk5iIqKwhNPPKG8fmX1Y+fPn8eZM2dMvqbNmzejY8eOGDt2LBo1aoTAwEDMnz8fhYWFZV433d9Kfl9Gjhxp9PiIESPQqlWraqkrOzsbhw4dwqxZs3Do0CFs3LgRf/75J5599llVvtdeew2rVq1CZmZmtdRr1D2FXWrRnj17pG/fvuLp6Vnpv4LVZH3JycnSr18/qV+/vtSrV0/at2+vmqJQGyIiIsTS0lIcHBxUj8jISBGp2l85hg0bJq+//rqqnpiYGLGwsFCibH5+fjJgwIAK23f16lU5ceJEuY/Sw7vv9tZbb6n++igiMm/ePHnssccM8j722GMyf/58o+WsWrVKbGxsDNJ79OhhcK3leeyxx2TevHmqtP379wsAuXDhgtFzevToIaNGjVKlpaWlCQCJjY01qd6SOu6OoI4aNUrCw8ONnlNSR+khjyLFr9/jjz+uSlu8eLE0adLEpLaQeWOfc0dt9DmlVWbEyHvvvSexsbGSkJAgH330kdjb28t7771nNG9ubq44OzvLBx98oEq3traWVatWqdLKui4RkQ8++ECcnZ1Vf41JTEwUKysr+fDDD0Wv18u1a9fk+eefFwDKa7dgwQKxtraWZs2ayfbt2yUuLk6eeuopadasmcHUgo4dO4qtra0AkNdff101EuVub7zxhjz66KNKe0r+smpvby+LFi2ShIQEWbBggWg0GomOjjZaxj/+8Q8JCAhQpf38889iYWEh3333nRQUFMj58+elc+fOAsBgqgI9GMyxXyutMiNG1qxZIz/99JMcO3ZMNm/eLEFBQfLEE0+oRsWWZuw9NGrUKOnRo4dBXhsbG6PvoQsXLoilpaWsXbtWld6xY0fp2rWrpKWlSUFBgfz3v/8VjUajfMapzHv+888/FwcHBwEgzZs3L3e0SGxsrFhbW8uOHTuUtJ49e4qtra0888wzcuDAAdmyZYv4+fnJa6+9ZrSMAwcOCAA5cOCAkpaXlyd+fn7y4osvyrVr10Sv18uCBQsEgOqz3uuvv67667mx7yqJiYny6KOPioWFhVhYWEjz5s1V31G+/PJLsbe3l19++UUKCwvl+PHj0rx5c9VnU1OuqVmzZmJrayvDhw+X33//XVavXi0uLi4yd+7cMl8/c/GgjhjZsGGDuLq6Gj22ZMkS6dq1q/z666/VMmLEmN9++00AGHynbtKkiURFRVW53Iruh1XNhVyq1+3btxEUFITXXnsNL7zwwn1R36lTp9C5c2eMGDECc+fOhZOTE1JSUgyir7UhLCwMS5cuVaWVjmJXVnx8PE6ePIlVq1YpaSKCoqIipKamIiAgAAAQGhpaYVkuLi731JacnByjr6lGozFIExGj6eWpyjl355e/FlEtr5yqnGNqORWVYco5Wq0W2dnZlWoLmS/2OXfaWBt9TlXMnDlT+bl169YAgMjISFV6iY0bN+LmzZv4+9//bnCsMn3O8uXLMXToUNXr98QTT+Dbb7/FpEmTMG3aNFhaWmL8+PFo1KgRLC0tART/VTc/Px//93//p4xQWb16NTw8PLB792707NlTKW/t2rW4efMmjhw5gnfeeQcfffQR/vnPfxq05cMPP8Tq1asRHR2ttKdkxEz//v0xceJE5bWJjY3FF198YTD6JCcnB999953BX/HDw8OxcOFCjBkzBsOGDYOtrS1mzZqFffv2KddEDx5z7NeqYtCgQcrPgYGBCA0NhZ+fH7Zs2YLnn3/eoF5j7yGgcn3qN998gwYNGmDAgAGq9P/+978YPnw4vL29YWlpiTZt2mDIkCE4dOgQgMq954cOHYoePXrg4sWL+Oijj/DSSy9h//79Bq9bUlIS+vfvj9mzZ6NHjx5KelFRETQaDVatWgUnJycAwKJFizBw4EB8/vnnyki5ElFRUQgMDES7du2UNGtra2zYsAEjRoyAi4sLLC0t8fTTT6N3795Kns2bN2PXrl1ISEgweJ1K5OTkYPjw4XjyySexevVqFBYW4qOPPkKfPn1w8OBBaLVajBo1CqdOnULfvn2Rn5+P+vXr46233sK7776r6psruqaioiK4u7vjq6++gqWlJUJCQnDhwgUsXLgQs2fPLrON5khEUJBX9sjNmmRlY2HyZ4+9e/ca7ZeSk5MRGRmJAwcO4PTp09XdREVWVhY0Go3BgtAlo9uHDx9eI/U+MIGR3r17qzqFu+Xl5WHmzJlYtWoVrl+/jsDAQHzwwQfo1q1bjdQHADNmzECfPn3w4YcfKmmPPPJIleq7Vw4ODmjatKnRYyXDl0u+iAMoc8pHiaKiIowePRrjx483OObr66uqtyLz58/H/Pnzy82zbds21fDt0lxdXXHs2DFVmoeHBy5dumSQ9/Lly2jUqJHRcjw8PJCXl4fMzEw4Ozsr6RkZGejUqVNFl6EqJz09XZWWkZEBKysrNGzYsFLnACizvcbKAID09HR4enqqyimrDFdXV1haWhqt++5zrl27Bjc3N5PaQsQ+p1ht9DnVpUOHDrhx4wYuXbpk0Oavv/4affv2NRiSXVbfZeyaY2JicPz4caxdu9bg2JAhQzBkyBBcunQJDg4O0Gg0WLRoEfz9/QFA6dNatGihnOPm5gZXV1fVzhEAlKHtLVq0QGFhIV5//XW8/fbbqoDERx99hPnz5+OXX35RDfd1dXWFlZWVqh4ACAgIUA1TL/H9998jOzvbaMBo0qRJmDhxIi5evAhnZ2fodDpMmzZNuSZ68Jhbv1ZdPD094efnZ3TnlLLeQx4eHjhw4IAqLTMzE/n5+Qb9i4hg+fLlGDZsGGxsbFTHHn30UezZswe3b9/GjRs34OnpiUGDBinvw8q850t2HHvsscfQoUMHODs7Y9OmTRg8eLCSJzk5Gd27d8eoUaMMgsyenp7w9vZWAggl9YgIzp8/j8cee0xJz87Oxpo1axAZGWnwmoWEhODw4cPIyspCXl4e3Nzc0L59e+WL6q5du3Dq1CmDL40vvPACunTpgujoaHz33XfQ6XSIi4tTfne/++47ODs748cff8TLL78MjUaDDz74APPnz0d6ejrc3Nzw66+/AgCaNGli8jV5enrC2tpa1QcHBAQgPT0deXl5BvfMnBXkFeGrt/bUSd2vL+4Ka1vTAvc6nU41zQ0onno1ePBgLFy4EL6+vjUWGMnNzcXUqVMxZMgQg6l/3t7e5QYE79VDs8bIa6+9hv3792PNmjU4evQoXnzxxXK3t7pXVZmzWFdKvuxevHhRSbt7u667tWnTBklJSWjatKnBo7Id3JgxY3D48OFyH+X9tSQ4OBh//PGH6sNIx44dkZWVpdqG8cCBA8jKyirzC0dISAisra2xc+dOJe3ixYtITEys1JeUjh07qsoAgB07diA0NBTW1tZlnrN3717VNnQ7duyAl5eX8p9PRfz9/eHh4aGqOy8vD3v27Cmz/TY2NggJCTFo786dOw3OSUxMRHBwsEltISoP+5xi1dXnVJeEhATY2dkZfJhOTU3F7t27VfP/S5TV3xlrf1RUFEJCQhAUFFRmGxo1aoR69eph7dq1sLOzU/7aWrJ96PHjx5W8165dw5UrV5T58MaICPLz81X3auHChXjvvfewfft2g/tsY2ODtm3bquoBgD///NNoPVFRUXj22WfLDBprNBpl+/TVq1ejcePGaNOmTZntpQfXw9ivVZerV6/i3Llzqj/alCjrPdSxY0ckJiaqXs8dO3bA1tYWISEhqrx79uzByZMnjfZRJRwcHODp6YnMzEz8/PPP6N+/P4DKv+dLExFlzQ+geKRIWFgYIiIiMG/ePIP8Tz75JC5cuKDaivzPP/+EhYUFfHx8VHnXrVsHvV6PV155pcz6nZyc4ObmhhMnTuD3339Xrmnq1Kk4evSo6t4DwMcff4wVK1YAKA68WFioRwiUPL97rSlLS0t4e3vDxsYGq1evRseOHeHu7m7yNT355JM4efKkqtw///wTnp6eDIo8oIyNMJs2bRoCAgLK/Z2tyKpVq8pdFyk/Px8vv/wyioqKsGTJEoPza3x0e5Un6dQh3DWP7uTJk6LRaAzWXnjqqadU2/hVV30iVZunXFPK2mLu8uXLSp6Srb+SkpJkz5490q5du3LnxR45ckS0Wq288cYbkpCQIH/++af8+OOPqm3U/Pz85OOPP67x6yvZSvbYsWOq9F69ekmrVq0kLi5O4uLipGXLlqqtM8+fPy/NmjVTzd0cM2aM+Pj4yC+//CKHDh2S7t27V3m73okTJ0pycrJERUUZbNf76aefqubyXr9+XRo1aiSDBw+WY8eOycaNG6V+/fpV2q7XyclJNm7cKMeOHZPBgwcbbNfbvXt31VZrJdv1RkVFSXJyskyYMEEcHByUVd1L+Pn5yX/+859KtYfME/uc2u1zRIp3cUlISJCQkBAZMmSIJCQkSFJSknJ848aN0qxZM+X55s2b5auvvpJjx47JyZMnZdmyZVK/fn0ZP368QdkzZ84ULy8vo23av3+/WFpayvvvvy8pKSny/vvvG2zXK1K8Jbm9vb0sXbrUaPs//fRTiY+Pl+PHj8tnn30mWq1WFi9erMrTv39/eeKJJ2T//v1y7Ngx6du3r7Ro0ULZ6WDlypWydu1aSU5OllOnTsm6devE29tbhg4dqpTxwQcfiI2NjXz//feq382SLUJLXitra2v56quv5MSJE/Lpp5+KpaWlxMTEqNpz4sQJ0Wg0sm3bNqPX9OGHH8rRo0clMTFRIiMjxdraWvVZwdjvw7Bhw1Q7gt1936jumGu/dubMGUlISJC5c+dKvXr1lL6m9HumWbNmsnHjRhEp3ub77bffltjYWElNTZXdu3dLx44dxdvb22BHpvLeQyXb9T711FNy6NAh+eWXX8THx0f12pR45ZVXpH379kava/v27bJt2zY5ffq07NixQ4KCgqRdu3aqHVIqes+fOnVK5s+fL7///rucOXNGYmNjpX///uLi4qJs6ZuYmChubm4ydOhQ1e9HRkaGUs/NmzfFx8dHBg4cqPyOPPbYYzJy5EiDdnfu3FkGDRpk9JrWrVsnu3fvllOnTskPP/wgfn5+8vzzzxvNW+Lu7yopKSlia2sr//jHPyQ5OVkSExPllVdeEScnJ2U9vMuXL8vSpUslJSVFEhISZPz48WJnZ6fqs0y5prNnz0q9evVk3Lhxcvz4cfnpp5/E3d1d/vWvfyl57v5cbEr/+DC4e02LoqIiycstqJOHqbtgiogMGTJEBg8erEoLCgoSCwsLsbS0FEtLS7GwsBAAYmlpKbNnzzap3Bs3bpS5LlJeXp4MGDBAWrVqJVeuXDF6/pgxY+SZZ54x+Tru9lBu13v3m3/dunUCwGDBLCsrK3nppZdE5M6iWeU9xo4da1J9IncWtbz7l6Zfv37lbmNYEyIiIoxeT+kPW8nJydKhQwfRarXSunVr2bFjR4VbzP3222/So0cPqVevnjg4OEirVq1Ui47W1n/mIiIvv/yyQWd59epVGTp0qDg6Ooqjo6MMHTpU1f6Se15yjSLFb4hx48aJi4uLaLVa6du3r2orM5Hi65ozZ0657YmOjpbg4GCxsbGRJk2aGHwZmDNnjvj5+anSjh49Kl26dBFbW1vx8PCQd999V9VJldyD8vYLLyoqkjlz5oiHh4fY2trK3/72N4MPOcba//nnn4ufn5/Y2NhImzZtZM+eParjsbGx0qBBg3IXbiMqwT6n9vscY6936T5mxYoVUvpvHdu2bZPWrVtLvXr1xN7eXgIDA+WTTz6R/Px8VbmFhYXi4+Mj06dPL7Pu9evXS7NmzcTa2lqaN28uGzZsMMjz5ZdfilarlevXrxstY9iwYeLi4iI2NjbSqlUro0HYrKwsGT58uDRo0EBcXFzkueeeU71Wa9askTZt2ii/Hy1atJD58+erPuD4+fkZfa3ufn2joqKkadOmYmdnJ0FBQfLDDz8YtGfatGni4+NT5uKuYWFh4uTkJHZ2dtK+fXvZunWr6rix34euXbtKRESE8vzu+0Z1x1z7tbKuu/TvLQBZsWKFiBRvkRseHi5ubm5ibW0tvr6+EhERYdCviVT8Hjpz5ow888wzotVqxcXFRcaNG2ewgOv169dFq9XKV199ZbSMtWvXyiOPPCI2Njbi4eEhY8eONdoPlfeeT0tLk969e4u7u7tYW1uLj4+PDBkyRLUV+5w5cyrsh0WKAxJPP/20aLVa8fHxkUmTJhl8tirZkrf0wq2lLV68WHx8fJTXd+bMmQaLUN/N2HeVHTt2yJNPPilOTk7i7Ows3bt3l7i4OOX45cuXpUOHDuLg4CD29vby1FNPGQS9Tb2m2NhYad++vdja2sojjzwi8+bNUwXb7/5cbEr/+DB4UBdfXbhwoQQFBanSTp48KceOHVMey5cvVxbqLQkgVlVJUOSJJ55QBRvv1rlzZ5k5c2aV66nofmhEamBMXQ3TaDTYtGmTsgDT2rVrMXToUCQlJRkselavXj14eHggPz8fp06dKrdcZ2dno/Om764PKJ7C4ODggDlz5qjmGE6ZMgX79u3D/v377+US6S7Hjh3D008/jZMnT8LR0bHG6snJyYGLiwu2bt2KsLCwGqvHmG+++Qbz5s1DcnJymVNyasqLL76I4OBgTJ8+vVbrJbpfmUOfQ0Tmpbb6NSIqlpubi9TUVPj7+9fJ5hxVdezYMbRp0wYZGRmqNdJKi46ORlhYGDIzMw2m6FZGQUEBXnjhBRw6dAg//fST6ru4i4uLMh0rOzsbrq6u+Pnnn8tcS6kiFd2PB2bx1fIEBwejsLAQGRkZZb5Q1tbWaN68ebXVeS9zFqnyWrZsiQ8//BA6nQ4tW7assXr27NmD7t2718kXlO3bt2P+/Pm1HhTR6/UICgpSVmsnIvPoc4jIvNRWv0ZED7aWLVsiNDQU69atw+jRo00+T6fTwd/fH7t37zZ5A5Tz589j8+bNAO7soFeidDk//vgjfH19qxwUMcUDM2Lk1q1bOHnyJIDiQMiiRYsQFhYGFxcX+Pr64pVXXsH+/fvx73//G8HBwbhy5Qp27dqFli1bok+fPtVeHwBs2rQJgwYNwueff46wsDBs374dEyZMQHR0NDp37lx9F09EREREREQPjAd1xAgAbN26FZMnT0ZiYqKys1FFoqOj8dxzz+H06dNljjSpqnbt2mHChAkYMmRIlcuo6H48MIGRkuE6d4uIiMA333yD/Px8/Otf/8J//vMfpKWloWHDhujYsSPmzp1bpah4RfWVWL58ORYsWIDz58+jWbNmmDt3rrJqNBEREREREZmfBzkwAgCLFy/G888/j8aNG5uUf+rUqWjYsCHeeeedam1HRkYGvvnmG7zzzjuqnZYq66EJjBARERERERE9CB70wMjDpqL7Ydq4GCIiIiIiIiKih9B9vfhqUVERLly4AEdHx3saNkNEVJ1EBDdv3oSXl5fJ8y5NwT6PiO5H7POIyFzUVH9H97/7OjBy4cIFk+c0ERHVtnPnzsHHx6faymOfR0T3M/Z5RGQuqru/o/vffR0YKdlj/dy5c6hfv34dt4aIqNiNGzfQuHFjpY+qLuzziOh+xD6PiMxFTfV3dP+7rwMjJcMq69evz/8wiei+U91Dv9nnEdH9jH0eEZkLTu8zP5w4RURERERERERmi4ERIiIiIiIiIjJbDIwQEREREREREQDg6tWrcHd3h06nq9V69Xo9fH19ER8fX6v1AgyMEBEREREREdFfFixYgH79+qFJkyYGx65evQofHx9oNBpcv3690mUvWbIE/v7+sLOzQ0hICGJiYpRjtra2mDx5MqZMmXIvza+SWguMLFiwABqNBhMmTKitKomIiIiIiIjIRDk5OYiKisLIkSONHh8xYgRatWpVpbLXrl2LCRMmYMaMGUhISECXLl3Qu3dvnD17VskzdOhQxMTEICUlpUp1VFWtBEYOHjyIr776qsovIBERERHRQ+9mOpCfU9etIKIaICLIz82tk4eImNzObdu2wcrKCh07djQ4tnTpUly/fh2TJ0+u0muwaNEijBgxAiNHjkRAQAA++eQTNG7cGEuXLlXyNGzYEJ06dcLq1aurVEdV1fh2vbdu3cLQoUOxbNky/Otf/6rp6oiIiIiIHjyZOmBxENCwKfBmqfn1hQWAZY1/ZCeiGlag1+P/IgbWSd3jv/0e1nZ2JuXdu3cvQkNDDdKTk5MRGRmJAwcO4PTp05VuQ15eHuLj4zF16lRVenh4OGJjY1Vp7dq1U02xqQ01PmJk7NixeOaZZ/D0009XmFev1+PGjRuqBxHRw4p9HhGZk7rq84oKi3Do5zO4pLvP+9jj24v/vXryTtru+cD7vkBG7Q4pJyLzpdPp4OXlpUrT6/UYPHgwFi5cCF9f3yqVe+XKFRQWFqJRo0aq9EaNGiE9PV2V5u3tXesLv9Zo+HnNmjU4dOgQDh48aFL+BQsWYO7cuTXZJCKi+wb7PCIyJ3XV5yXvv4i4TacAAGO/6F7r9ZvOyFD3PR8U/7vrX8DLq2q3OURUraxsbTH+2+/rrG5T5eTkwO6u0SXTpk1DQEAAXnnllXtui0ajUT0XEYM0rVaL7Ozse66rMmpsxMi5c+fw1ltvYeXKlQYvbFmmTZuGrKws5XHu3Lmaah4RUZ1jn0dE5qSu+rwr527WSj33rPQaAIX56mMabiRJ9KDTaDSwtrOrk8fdgYfyuLq6IjMzU5W2a9curF+/HlZWVrCyssJTTz2l5J0zZ47J5VpaWhqMDsnIyDAYRXLt2jW4ubmZ3ObqUGMjRuLj45GRkYGQkBAlrbCwEHv37sVnn30GvV4PS0tL1Tm2trawrUQ0i4joQcY+j4jMSV31eaYvOVjHpOjOz/qbgL3LneeWNrXfHiIyS8HBwVi5cqUqbcOGDcjJubMw9MGDBzF8+HDExMTg0UcfNalcGxsbhISEYOfOnXjuueeU9J07d6J///6qvImJiQgODr6Hq6i8GguMPPXUUzh27Jgq7bXXXkPz5s0xZcoUg6AIEREREZHZyi81bPxWBqArtfCgpTVQVAhY8PMzEdWsnj17Ytq0acjMzISzszMAGAQ/rly5AgAICAhAgwYNTC570qRJGDZsGEJDQ9GxY0d89dVXOHv2LMaMGaPKFxMTg/fee+8er6Ryaiww4ujoiMDAQFWag4MDGjZsaJBORERERFSdiooEP316GOdSMivOfD/Izbrz808TgLNxd54fWQ2ciQXGHgCstbXfNiIyGy1btkRoaCjWrVuH0aNHm3yeTqeDv78/du/ejW7duhnNM2jQIFy9ehWRkZG4ePEiAgMDsXXrVvj5+Sl54uLikJWVhYEDa3cHH05YJCIiIqKHQm5uLk6fPo2ioiJk6G48OEERANCX2jWndFCkxPUzgG7/nee3LgPR7wO3r9Z824jIrMyaNQuLFy9GUVGR0ePdunWDiKhGi+h0OjRo0ABBQUHllv3GG29Ap9NBr9cjPj4ef/vb31THFy1ahHfeeQdabe0GgWt1U/To6OjarI6IiIiIzMjq1atx5swZ9OrVC67WjxgcN7b7wX0j15TthKV4ms0P/wBO/lKcdDMd6PdJjTaNiMxLnz59cOLECaSlpaFx48YmnbN9+3ZMnz5dmX5TFXq9HkFBQZg4cWKVy6iqWg2MEBERERHVlDNnzgAo3gSg0+NeBseLCgSW1vdpYERvQmAkPwfYv/hOUAQALiXWXJuIyGy99dZblcr//vvv33Odtra2mDlz5j2XUxUMjBARERHRQyU7Oxvnz6UBAIo0+chyOQbbHHcU5BfC0vo+nUluyoiRnEwg7ZA6za1ZzbSHiMiM3Kf/MxARERERVc3t27cRf/ZnFFhmI8fhPAqsb+F2/dMoyDc+X77W6G8BUsYGwvqbFZ9/4wKQ9rs6LS/beF4iIjIZAyNERERE9EDT6/UQIwGHfJsbENxJL6zLwMi108ACb2B9hPHjpkylOb0bKMwDHL2A7n8NN8+7XX1tJCIyU5xKQ0REREQPrLS0NCxbtgxt27Y1OKYRC2jEUnmem52H+qij7W4PRhX/m/yj8eOmTKW5fLz43wa+gMujxT8zMEJEdM84YoSIiIiIHli//FK8EOnBgwcNjmlEA+DOYqs3bpiy80sNkXJGqxQWAPkmBDhyrxf/q3UGbOoV/5x3697bRkRk5hgYISIiIqIHVn5+fpnHxKIQoilUnt+8acI6HjWlqLDsY2VNo+kRaTzd3gWwcSj+mSNGiIjuGafSEBEREdGD4eal4kVK67kBdk4AgIKCgjKzi6YIYnHn+M2bdTi6QsoJjORmGU9/pJvxdK0zAyNERNWII0aIiIiI6MGwYQTwWQhwYqeSVO6IEY16xMit23UYGCk9YqSwVDBn42jg/1obP8fa3ni6tkGpqTQMjBBR9bp69Src3d2h0+lqtV69Xg9fX1/Ex8fXar0AAyNERERE9KCwsiv+t0CvJFUmMJJdl4GR0iNGStYTKcgDjq4p+xzrMhaKVY0YKWcLYCKiKliwYAH69euHJk2aGBy7evUqfHx8oNFocP369UqX27ZtWzg6OsLd3R0DBgzA8ePHleO2traYPHkypkyZcq+XUGkMjBARERHRg8HKtvjfwjuBkfKn0hRCNHeO386pw9EVpYI5yiiPK3+q89w9QqTMESOl1hiRQmDfx0BRHW5FTEQPjZycHERFRWHkyJFGj48YMQKtWrWqUtl79uzB2LFj8b///Q87d+5EQUEBwsPDcfv2nb556NChiImJQUpKSpXqqCoGRoiIiIjowVASGPkryFBUVITc3NwyZeLyNAAAIABJREFUs2usBGJxZ6RGTm52jTZP8dsyINIVOBN3J01farRK3l/tuJSkPq+Br/q5lR3w1lFg6PeArdOd9NIjRgDg17lAyubqaTsR1QgRQVFeYZ08pBKjyrZt2wYrKyt07NjR4NjSpUtx/fp1TJ48uUqvwfbt2/Hqq6/iiSeeQFBQEFasWIGzZ8+qps40bNgQnTp1wurVq6tUR1Vx8VUiIiIiejAoU2mKgyE5OTkoKmekhIOLFfRZdwIj5U27qZSTvwDx3wLP/BtwcAO2TwOcfIBO44qPb/3rS8OPY4Hxh4p/Lr3zzIYRwIAlwKVEdbkNfIHLf9x5bmUHOPsVP9yaAed/K07XOgMWloCVFijIKU47dwB4YkD1XB8RVTvJL8KF2bF1UrdXZCdobCxNyrt3716EhoYapCcnJyMyMhIHDhzA6dOnq6VdWVnFC0+7uLio0tu1a4eYmJhqqcNUHDFCRERERA+Gu0aM3LpluGaIpsj6TnY7DYpKTaXJL8irWr2F+cAv7wKpe4ufx3xcPELj+Fbg4mHgwFJgx4zitT5K11E6GKIvtVXwxcNAVE8gI1ldTz139XOLUh/V3Zrd+Vnr/NcPpf4KfP6g8baf/AVY/xqQfa28KyQiAgDodDp4eXmp0vR6PQYPHoyFCxfC19e3jDMrR0QwadIkdO7cGYGBgapj3t7etb7wK0eMEBEREdGD4a7FV7OzDafGuOa0RLuXPLFlyxYUFhWoptIUFFZxxEj8N8XreOz7GHg3686ojpzr6oBDfo56xIf+VvEONJZW6sAIAOTdBC4eUaeVni5zN2e/Oz+XBEYKSk0juni0+HUpCR6VWPnCX+c0APp+XHb5RFSjNNYW8IrsVGd1myonJwd2dnaqtGnTpiEgIACvvPJKtbVp3LhxOHr0KPbt22dwTKvVGu3faxJHjBARERHRg8HSpvjfvwIjeXmGI0Ac7OuhXr3irWwzMtMAzZ2pNpUOjKQdAk7tAi4k3EnLvgZkXyn+OTerOBhSIjcLSCu1zWRBzp0FVu8OjADA7cvq53b1y25LvUZ3frZ1NDxeqAfSEw3TS2SeKfsYEdU4jUbz/+ydd3hUZd7+P9Myk2TSOwkQSiihQwAJXQQEVHRFXVdU1LXsim0XV7Hs++76vtZXfui6667Kig0UBUQBEZDeewkd0kjvkzZ9zu+PM5mSmUmhLvp8rouLmec85zlnJkOYc5/7e39RBqmuyh+FQtHm84yNjaW6utprbMOGDXz99deo1WrUajUTJkxwzf2v//qvdr8XTzzxBN999x0bN24kJSXFZ3tVVRVxcXHtXvdiEI4RgUAgEAgEAsG1QbOMEX/CiF6vR6PR+IxDO4URhwM+/xWYaiF1pHu86ID78cmVkL3J/fy72VB51nudU6tAofAvjDRH24Iw0uNG+e/4PvJ6/ijYCylD/G9TiPuhAoGgdQYNGsTnn3/uNbZ06VKMRrcIvHfvXh588EG2bt1Kt27d2ry2JEk88cQTLF++nE2bNtGlSxe/87Kyshg0aNCFvYALRAgjAoFAIBAIBIJrg2YZI34dI2HBBAUF+d3dIdmx2+2oVG0IIawtBKPzrmnRIff4uY3ux83b7Z5d734c0QkM+bDhf+Q/gdCEgNVpGdeFg0rr1Y7YhT4e5pyFoAAtfAEK98mOlsOL4eRqGHCXe5uybcGLbcXcaGXz4tOkDU2gS//YS7q2QCC4ekyePJm5c+dSXV1NVJRcttdc/KiokF1zvXv3JjIyss1rP/744yxatIgVK1YQFhZGSUkJABEREQQHB7vmbd26lVdeeeViX0q7ENKxQCAQCAQCgeDaoA2OEV2YJqAwEmgfv3g6PzxDVD0dIi0x6J62zes6zv1YG+5+jf7Qx3m36Q2SS4YIT5b/PrkK3u4FP74Aedvguyc8dm67lb4tHNlYwJm9paz+x5FLuq5AILi69OvXj4yMDJYsWdKu/XJzc1EoFGzatCngnPfffx+DwcC4ceNISkpy/fnqq69cc3bu3InBYGDGjBkX+hIuCCGMCAQCgUAgEAiuDZocI05Hhb/2u8F6jU8pTbi5C0iyMHBkcxuzNpqXxDTRvMVuIFJHt21e13Hux7pw3/DUlnhoHYz6Azy0Vi6VsTbK701ifwhL8p7bllKedmA1u0Nt7fbALZMFAsG1x8svv8w777wTsB36uHHjkCTJyy2Sm5tLZGQkAwYMCLiuJEl+/8yaNcs1Z968eTz77LNeDpIrgSilEQgEAoFAIBBcG7RSSqM1xqEL9XaMTJo0iT5pA5n/t3lIChtFOZX+167OlZ0XKqeoUnnuws8zdTTE9259nkIJqaM8XkA7hZGEdEhwBh/e/A6UHof+d0KHQXIr4S9/455rvLTtenWhbvGpprSRmA76S7q+QCC4ekydOpUzZ85QWFhIx44d27TPmjVreOGFF1zlNxeC2WxmwIABPPPMMxe8xoUihBGBQCAQCAQCwbWBRynN4cOH2bdvHwCjRo2i/IiKyhI7umaOkbCwMCLiQggJDabBWEd9jdF33XMb4bNbof+v4Vf/kscCOUZaI7E/3L4AQqJbnxvXy9vZoQmBPrfCjr9BlP9QwoAMvs/7eXSzQMTGixNGNi86Re7RCmY8n0FohNbLMVJZUH/BwojZaOPAmlx6Dk8iukNo6zsIBIIrwlNPPdWu+a+//vpFH1Or1fLSSy9d9DoXgiilEQgEAoFAIBBcGzjdFBaLleXLl2MyyVkjCkmFyqRHgRJdiLdjJDRUvtjW6eR9G+oafdfd4Az5O/Kle6y5MKJs4/3EUU9DmLO17h0LW56bNBB0Ee7nuggY/xLc8jd4YHXbjheIqFTv58YqkKQLWiovq5KsLYXUV5vJOyo7biwmm2t7RUG967HNavfa1hprPzrGgR/zWfvvY17jJdkGSnIMADQYzDic5TpWi91nDYFAILhYhDAiEAgEAoFAILg2cDpGbDbvbJEj64swN8pjOr0GpVJJ586diY6OplOnTvK4Tt630WjC4WgmENTkez+3WXzHRsxu8dTsKNnBYErNHuGpfW6TM0ACvZb0W+RuMXd9Drf9C8KTQKOT3R/hHVo8XqtomoW42i1gaYA9H8Kxb9u1VNbmAtfjyiJZBLGa3ALFmb2l2K2ycLH0zf189tJOLMbWxRGbxU7+MVloqfQQV8yNVpa+uZ+lb+wn+2A5nzy/nR1Lz7F3VQ4fPb2F4nOGdp2/QCAQtIYQRgQCgUAgEAgE1wYq2Qlit3pfdNstChpr5bwRbYjs7Lj//vuZPXs2arX8XBciCwUSNhoNzdrhNpR7P6/JA6mZM6HDQOgyVn6cPt3n1PYwgLWM5f3v93pv8Cypaeoek9AP5hZCzyny8943w4Bf+33Jl5TcrbB6Dnx9f9u76wB1Ve73q+K8LGB4ukLqq80c316EzWKn4nw9pnorJdmtixfnT3iX9+xbnYvNYqe61O3q+eFfR5EkOLzhPHu+z8HhkNi25HTzpQQCgeCiEMKIQCAQCAQCgeDaIIBjRCGpsFlkx4JOL+eLKJVKlEr3V92mUhpJYaemvMG9s8mjFS/A/k/gvQzn8Ty6IsR0h19/ARNfgSlvuscH3A1T3iSfZP/nHBLjfjzyKbh/JcxaCaorEPXX3OVy/Dv343V/bvMyjbUewkhBPZIkuRwj8anhAOxfk0dthck1rySn2fvqgeSQsFntVJd4lzXt/i6b/T/mYSj1LXdSKj3aDSsubethgUAgEMKIQCAQCAQCgeDawJkxYrd7O0YUkvsrrTbEu1VvE025I/Xh5/j34r9TXFwsbyg/5T3x+yfdjzsOcx5ACdFdQRsGI5+EsET3HE2wvD0QwR6OkbBE6DIagiMDz7+UTHwFnjwEKc7X4ZmhUn4KArTi9MRhd2CsdwtRFqONquIGl2Nk4A0d0Udpaagxc/gnd/lRaQBhpDy/jk9f2sGXf91DWZ5vC+H8Y1U+ggmAKsj9HqtUQhj5OdHQ0MCGDRuorq6+2qci+AUjhBGBQCAQCAQCwbWB0zFi8TaMoHCoALmMxstZ4IFW626D65AcnD9/Xn5SVxT4eIn94MY34OZ3IShAx5TYnuCw4ZlasnLlSqqqnGUinqU0+kSuKEolRHeBya/KrYAlDyHEZoKFU6HwQItLNNZaQQKFUkFqP9n9cuDHPCxOx4hOr6HHMPl1nT3gLkkqy63FarH75Ln89Mlx6qvMGMqNnDtY5nO85qU0TXhmmigC/IxBDn+t8bP/L5HS0lK+/PJL92fxP5QVK1awZcsWvvrqq6t9KoJfMEIYEQgEAoFAIBBcG6hl10ejVes1rJCcwkiof7cIuLvTNGGxWFi74BhrV7bQrCWiI1z3GAy+13fbzKVw3e8h40HoPBKHx9fqffv28fXXX8tPPB0j+viA53dZ6TgU7vsWgqPk9sBNWSf5O+GTm1vctamMJiRMw7CbuwJwZk8pVUVyOVKQTk18ahiAV+CqqcHKB09uZuNnJ7zWM5R5tEt2vu/j7ulJWIwsetWUNHp1ufFHS11vNnxygi/+axdFZ4T74JNPPuHkyZMXLThYrVZycnKQ2tnVqKKiAqPRiMViaXHf06flzJiSkpILPsfa2loaGhrYs2cPZrO59R0EgmZcgeJGgUAgEAgEAoHgEuB0jBhtGlC5h5uEEU1Q4Ht+GRkZlObUcerEKaxaA9VldeTvtQBhjIqLIETVLCx0+GOQ8UDgc+l+g/wHIKk/poShUOq+M+8q1fFyjCS0+hIvG8lD4KnD8uOvH4DaQvmxpWURosEgh9qGRGiJ6xRGlwGx5ByucG0P0qmI7xwecP+TO0sYN7MXKpUSu9WBzdm9RqlW4LDJF8vdBseTPqoDC/64FXOjjdpyY8D1AFfQbkm2AXWQElCw9qMs+oxJ5sw+2YVyfHsxHdKiWlznamKz2aipqSE2NhYASZJQtCE7xWAwsGjRIvr370+/fv3Izc2lZ8+eaLVazpw5A0BaWhoAjY2yc6a0tPSCz9PhcPDFF1+Qm5vL9OnTGTRoUMC5VquVxsZGwsLCKC0t5cMPP8ThLNcaPXo0EyZMYPfu3RQUFJCSkoJer6dPnz5tOo/CwkJWrVrFlClT6Nixo9e248ePs2TJEtfz6upqjEYjhYWF3H333URHRzdfTtAKlZWV9O7dmz179pCamnpVz8VsNpOWlsby5csZMmTIZTuOEEYEAoFAIBAIBNcGTmHE5NA1E0ZkQaSysMHfXgAEBwczuN9Qso8UY9UaqCg2ALKDwyzpCcFDGOl1E0x5o12n1mDzvqhtyjQhJBqm/13uqBMU0q41Lzm6CPnv8CTvcUnyG2haeLqa1f84AkBohPx6hk7r0kwYURMSEYROr8HkzCJRqZXYbe6ynRPbiyk4UcWACe4L2owpqez5PgdtqBqd0+kT21FP4amaVl+Gsc5KY62F5fMOIDnkMFeAbUvOuOa0pV2wJElsWXwajVZF5u3dW51/Kdm4cSPbt29n1KhRdO7cmXXr1iFJEp07dyYtLY2ePXsCsiCQl5fHkCFD+OSTTygqkku/1q1bx8aNG7HZbERGRjJjxgwWLVqEJEk8+uijREREeB1v27Zt9O3bF0mSiIryLxhJksSmTZtobGxk9OjRhIeHs2/fPnJzcwE4dOgQgwYNwmAwoFQqCQsLc+1rt9v55JNPKCgo8Lv21q1bqa2t5fBhWZw7evQoAPHx3i4qh8PhFZrcxKefforZbGbBggXcd999KJVKsrKyaGxs5OzZs15zd+7c6Xr8+eef89BDD/k4xgQt89prr3HzzTf7iCILFy5k3rx5nD592vW5e++99y76WMuWLePkyZMEBweTmZnJG2+84fo3oNVqmTNnDs899xzr16+/qGO1hBBGBAKBQCAQCATXBs7wVZPkLTA0OUaiElsWHvTRWhSS/PW3pqKOIKcwYnLovSfG9WrzKTkcDpYuXUplZaXXeHCwR0ebQTPbvN4VoVl4LXUlvmIJsOkLdzCtWiu/x7Ed9V7Ch0anQqFQ0CEtkuyDcsZIUvcICk66S1k2L5LXOe8cC9Kp6H99R0pza+mQ5g6iHTq1C4WnDgIQk6ynstC/m0VySBSeqnY5TvzRfN/aCiMbPjtBbMcwhk7rgjZYTW2FkawtsnOm98gkohLdF89Wq5W6urrL5jbYvn07IAsW27Ztc42Xl5dz4MAB/vxnuWvQhx9+CMDBgwcpL/duK22zyT/HmpoaPvroI9f4ypUrsVq9g3jWr1/P+vXr0Wg0/O53vyM6Opra2lp27txJSEgIKSkpmM1mNm/eDMjlLY8//jgHDx50rVFQUMDx48dZvnw5QUFBzJ49m+DgYPLz81m2bBk1NS2LWk2iiCd///vfvZ7X19cTEhLiarNtNBopLi72Ko/59NNPWzyOJyaTidraWiGMtAOj0ciCBQtYvXq11/i8efN4++23eeuttxg+fDgmk4ns7OyLPt7mzZt5/PHHGTp0KDabjRdffJFJkyZx/Phx18/tnnvu4dlnn+XEiRP07t37oo/pDyGMCAQCgUAgEAiuDVSyMGKRgr2G73huOCe2l9B/XEqLu+ujdK6gVqPRjNPTgdmhl1vz2pwlHEn923xKFRUVHDt2zGc8JOQqu0NaYtQzcGwZ2OWSFKqyfYSRuiqTV4hpsNPVoVAoCI8LprpYdudonILJ0GldXMJIrxFJlOXWugJam2hycQSFqNEGq7np8QFe25N7RnHDrN6U5NQS3zmMDZ+eBCAmOdTHDXT+pFy2FBymwVjXLI0XqK0wYayzsOHTE6giLISGhFJ4qobCUzUEaVXEJOs58GOea/65g+VkTJEvwiwWCx999BFlZWWMHz+eMWPG+JS5SJLkys1YuXIlQUFB3HjjjV5zzp07R3Z2Ntdffz0qlYrS0lJCQ0NRqVS0hMPhwOFwUFvr7uzTXBRp4u6772bx4sVeY4WFhQHXtlqtfPPNN/Tu3ZuTJ08GnGswGFi5ciXFxcUoFAo0Gg0Wi8VVsmK1WtmxYwfjx49n5cqVfkURrVbLrFmziIqK4sSJE1RXV7vcIJs2bfJ73A8++ACLxcL06dM5cuQIp06d8jsPoFOnTqSnpxMSEkLXrl0JCgpi3759bNy4kR49epCZmYlWq3WVK11tJEnyEayuFBqNpk2lWgA//PADarWaESNGuMaqq6t56aWX+P7775kwYYJrvK2lUC2xZs0ar+cff/wx8fHx7N+/nzFjxgAQExNDZmYmixcv5q9//etFH9MfQhgRCAQCgUAgEFwbqNSgUGFqJozEpYSTeE/rLXCD9RqUSvnrr6SwYYjMQlJIsmMkuiuUOQWOxLYLIw0N/st3ysvL2bt3L4MHD0alUmEymVixYgU9evRoMafhihDfC14sgc9vh+yNsjBSXwpFB5Cu/wt7VudxzilyaHQqUvvGMHBSJ9fu4bE6lzDSdLEVm6Jn7G96UpJtoHtGPJ3Soyk4Vc3aj3xFI21w4JDcntcl0fO6JHKOuMt1FCqJxpBCdKY4tJpgrGY7+VmyQ6ffuBQ6943h69f2+ay14vP15OTnYNaVE6aNQYd8EVd+vp69q3K95mYfLCe6p4Nly5ZRX+92m2zcuJH6+nqGDh3KkiVLGDx4MJmZmaxcuZIjR44wbdo0DhyQO/tkZmai0+k4cuQIsbGxfPbZZwBERETQuXNn3n//feLi4pg0aRIgBwLfcccdhIWFsX/dWc6WHKWsRi5FOXr0qE82iEqlIj09HY1Gw5kzZxgzZgw9e/akT58+HDt2DLVaTc+ePV1CXa9evejSpQsnTpygvLzc9VktKipyleQEBQXRqVMnVzlKaGgoN9xwAytWrODIEbmMKjU1lczMTLZv305paSlGoywg7tq1i9DQUMrK5FyXhx56iMjISJdLIzg4mKQkWXBr/pnv37+/qwTjplH92bF9GxV2veu9d4UXByApKYkZM2YQHu6db5OZmUlmZqb8pLHKO+PnKmO1Wnn11VevyrFfeOEFd3lfK2zZsoWMjAyvsXXr1uFwOCgsLKR3797U1dWRmZnJ22+/7ZP5crEYDHJZY3O31rBhw9i6deslPZYnQhgRCAQCgUAgEFw7qHVY0HkNqdRta7SoUCrAJt+td6jM2NXyBV5lYzTgcUc+KrXNp+N5Ee2JzWZj1apVFBYWcuutt5KVleW6QL3qwgiAUgWxPWRh5OgSyNkCQL40in2r3RdQY+7qQa8R3m6S8FhvYaqJvmOS6TtG7ngTHBZEXKcwv/O0Ia1fgjS1XXYorNSEnqTBkosjxEC/3jdwbGuRKxQ2poNePo4CV5ebTn1iOHcql5OlB8F5qnWWSjRKEyqHjrK8Wp/jlefX8d2S/dSb3D/PYcOGsXfvXvbu3Ut2djaVlZVs2bKFhIQE9u/fD8C3337rml9QUEBOTg579+71Wnv9+vWu0qry8nJOnpSdMN27dyc1NZUGg5kzmxqArkT3bqSquorly5f7nGNaWhq33367z/jtt9/OqFGj0Gq1BAcHI0kSqampDBvYF85tYPi992BHicPhoKKigtOnT1NZWYnBYGDEiBGkpaXxwQcfUFpayi3jh9Nj4ED279/vygsZNWoU3bp1c4W6SpLERx99RGFhoetu/5gxY1wXyGFhYcTFxQX4ycpE67X87rcPEBwehf6fQ8izD6CCdJ95t9xyC127dmXHjh0cPnwYs9nMkCFDuPnmlrspIUnwwVhQqODuxRB/ecovfo7k5ubSoUMHr7Hs7GwcDgevvvoq77zzDhEREbz00ktMnDiRI0eOtFl0aQ1JkvjDH/7AqFGj6Nu3r9e25ORkV97N5UAIIwKBQCAQCASCawqLJAsjCpTc9Ss/rXRbICRERy3gUFlcYwbCIMgjZ6SNlnMILIw0cejQIa6//npXS9Kmu+3/EWQ8CPsXQs4Wqm3J1NljyTlhBNwXOV0H+V7g9h+XwtGNBXTuG9Pi8uExOr/jbRFGUnpGEZWq5rRpCzjjSozqCkbdmYax3uoq24lJCUWhUGBTNtAQlkOQOZr+4/tztND3zrJFV0lwYzKNTlFFwk51zEEcSiv6uq40NFS5Qn07BPdh7MgJVFdXc+bMGVeGjMlkcjlBmpOVleUSPbyOa7Fgsbg/b02iSnKyLCJ5lgKF6SOoqpbLhKKioggODna5O5rcF81RKpUk5a2A6hyY/Cp33nmnvGH1n2DPv2D471BNeR0VEkmH5pMUGge/miOLB6XHAIn777+f+g9uIn71exC/kptvvpnFixczcOBAunXr5nU8hULBxIkT+eSTT5AkibSunRk7dqx7wqkfwG6F9Fv8ni/mevjHdcSptfD7XVBfQgYK6glhKIfpTi4bgqZgHzSTgT06oSw7xNTRgxmVZOV4YzRDhl0nr1NzHhRKiEiG+nLY+TcYdC/EpkHFGajJl0OPIzv5P48rjEaj4YUXXrhqx24rRqMRnc77367D4cBqtfLuu++6HE+LFy8mMTGRjRs3Mnny5FbX3bp1K1OmTHE9/9e//sU999zjNWf27NkcOXLEK3enieDgYFenpcuBEEYEAoFAIBAIBNcO1gYsyFkjiaFR9OrfpV27D5uWxnfr9yMp3PkXdfpUmHwfLL4Lbvjvdq3XJIwMHz6cMWPGsGLFCpcI0sS2bdvIyckB5IuOtrZmvezE94Jxz8NPf+HLiv+HA41LhAAYdUcaQTrfy4XIhBAefGsUQcEtX0ooVf6dPNpW9pMkiZ27d1Cq3Q8m721mi4kbHuzNvh+CcNhh1bpvSUlJoSEsB4uuCouuivyqE1i0spARZIrFrmrErmmkPuwc1iADWmM8QZYozNoK7Br5Qqsu0pllISmILh+K1aFj4+cnSc9Md7XBDQ8Pd+V+aLVa9Hq9V+ju8ePHATn7Ij8/v8XXCJCYmAiAsdYtmgSp3Bekv/nNb4iLi+ODDz6gqKiIfv36+S5ybgMc/AKyvpGfdx0PPZ1ZJ3v+Jf+9+31oKAerEU6tksf6zYC9C2DHuxAURoilDlcqztezSHjqCE8//bT/E5ckUo1ZPPHrSVhKz5KwYTaKRd9D5mzoMBgW/1qe9+QhiPbz7/P0GjCclx//cxQAHSnmXtwumUmWVXDyCOwuoMkKFA5cN/qPoBkN1bnw/ihZxHxgNfz0Cpz5Eba/A4Pvg1CnoNc5E4L+M4JXFQrFJXNWXE5iY2Oprq72GmsS5dLT3a6euLg4YmNj2/RZB7ll+qFDh1zPExK825c/8cQTfPfdd2zZsoWUFN+8qKqqqladSBfDZRVGWmu9IxAIBAKBQCAQtBerFATYUSvaH2SYmh4PzTo+1od1go5D4dlzft0i9fX1fPTRR/Tv35/rr7/eZxuAXq8nNDSU6dOn89Zbb3nN2bNnj+uxw+HAYrGg1Wrbfe6Xhet+h7T+r7Io4kSjMPLQzAJUI68PuFtw2IVf4AW14BixWq3k5OQEbMt5/vx5tm/fTnFxMcnJyeTl5clClMfb+dOGn0ABQeiJqEnHobBRG3kCq7Yas64Cs65CDuGVfIUbjSUclUMWJ86fqGLCg9exYcMGwsPDufvuu/n22285d+4ckydPpnv37uzevRuj0ejKGdFqtdx6662cP3+e3bt3YzAYAubQNF0YNta6O67YrO42x02hoTNnzsRsNvtvs/vZbd7PF98FA34Dt7zrPd4knDTxjkfwraXOe1tdMRz5CgYHcGPt/DusfZHoiI7uEpVzP8l/engE0J5cJYslTZzbAAc+hZIs91i5r8OGCX+GDf/jFk882fo25O2AyrPu83aKKy4OeHSt6T7R/2sQBGTQoEF8/vnnXmMjR44E4NSpUy7RoqqqioqKCjp37tymdYODg+ne3bcttiRJPPHEEyxfvpxNmzbRpYt/sTsrK+uyliFeVmGkLa13BAKBQCAQCASCNqNUY5G0QCMaydLq9OZoVb7CR6PJeYEVwMWxa9cuampq2LJlS4vCCOBzRzgyMtKnY4fRaPwUjDYzAAAgAElEQVTPEUY0wTTesxHmue8Qd9IeQLXrCxj56EUvH5oA9aUOFLhFiOaOEbvdjkqloqysjEWLFvm8X/feey/Hjh3jwIEDrFy50vWe5+W5u8qgAKVNh0PttpgMHz2IrnH9Wf2PI0RW9yMk0Y4yoZq8orPOUio7SBAd0oEqo1yuojO6y1UcNglHnZFnnnkGSZJQqVTMnDkTu90ODgWmRisTJ8oX3gMHDiQnJ4du3boRHR1NdHQ0AwYMwGw2Y7Vaqa2tRalU8s9//tP9Pjg/Aw0ejpHU2D5UN5QyYsQIl6soJCSEEJ0W1r4MYUkw4vfyZClAu+LDi3xDR/UJkH6rLHiYWm6rC8jOi86ZsO7PcplZ0gDofydU58HaF+U5hvO+4sVpjw4jJ76X3Ru7/wXqINg6z/+xY7rLQgeAPhFG/xE6ZUJtIaSOApsJfvorZC2V5+Tv9F0jOAoG3iM7SU6ulMcUSug5xXeuoEUmT57M3Llzqa6udolxPXr0YPr06Tz11FN88MEHhIeHM3fuXHr16sX48eMv6niPP/44ixYtYsWKFYSFhVFSUgLIocWebc+3bt3KK6+8clHHaonLKoy0pfWOQCAQCAQCgUDQZn67Hts7W4FGgqT215trD3/sM2ay+r+j34TD4Qi4rbkwolZ7f70eOnQo69at8xozGo1ERrbeRedKUa/pBri7uqRq98mugcYqKD4Mm16HG1+D5MHtWjc3N5dcxRaiUzqhKkh1jWtxOxTy8vL45JNPSExMpLKyErPZ7LNOcnIy0dHRZGdnu0QTf4JTuKkbUlIxhjo5o6Nv375ER0bRsXcU509Uk9othUE94d8nu1MbJZe9pMaFM3xQP75aW4TWHoXW5G3Vz1q+ia5TJxLX0R0kq1Kp+Omz45zeU8qtfxhEUvdIOnXqRKdOvlkWWq3WVXYD8t34gwcPejnoGz2EEUxa/yUsx5bLZS8oYMj9cnlIbZHvvCZ2yh1fUOugz21w/ctyFkfGg/B+JoTEwKxV8mOHh/NqzJ9kUaTyjOxGqXGKT0e+hB/n+j+WSgvP58vz83e4x8/vgtebdSzRhMDIp+UuUCWHIaoLDH0ISo7CtvlwvVN06TzCe78Z/4b83VBbAJpQuOdrSEiXRRvJAWoPobEkC3I2y6JKjHc+iqB1+vXrR0ZGBkuWLOHRR93i6KeffsozzzzDtGnTUCqVjB07ljVr1njllygUCj7++GNmzZrV5uO9//77AIwbN85r3HOdnTt3YjAYmDFjxgW/rta4ohkjgVrvNGE2m71+GXr27hYIBIKfG+J3nkAg+CVxyX7ndRiEVbUfqEJjr2t1enPU535CxSDsHl+DzfaWBRaVSuV6bLPZvMSP5sJI8+yQAQMGsGHDBjQaDVqtFoPB8J8VwArU17hdFiGqGrqEnwIrUH5KLmko3AfLH4XHtst3/ttIU2vNKls+qZ2TKDKcJaQhhaDtf4ex70F4EkePHsXhcLgCRlNSUoiMjMRsNlNXV0dSUhI6nQ6dTsdDDz3EokWLKC0t5c4778Rut3Ps2DF27dqFXq9n9ou3UVhUyJEjRxg4cKCrVOWWpwZhKDcSFq1F+cp1BJsX0/Tpy6hYTO91f+GxhCmEXv8Mn/+tEYfd7cTYdzCSfQf38tvb9qKd/BwA9uLjnNwl39XevPgUv57TE5bcCx0Gwdjn5cBPlcdlltUI/54MofFMu2sxycnJ9OjRAwCz0UbpObfAU398D0g9ZPdS7nY4+DlMeFkWpwCQYNUfYeRTsnjlSXIGjHwSzv4EedvBWA1T3pTzRJqI7wWPbJQdJGGJMGslbHkLlGooOwHDHoaig3B2nSyKBEfB4Pth+/zAP+iUDNDo4OZ34J8jwW6B1NGQ66e1asfhME5+H+l/h3s8sR/MWBD4GADT35NFmxtfa7nLTGJf+Y/ggnn55ZeZM2cODz/8MEql7PYKDw9nwYIFLFjg/+eUm5uLWq12ld20FSmQ88mDefPm8eyzz3o5SC41V0wYaan1ThOvvfYaf/nLX67UKQkEAsFVRfzOEwgEvyQu5e88u9PAEWQztH/n+lK0WGj0+BpsUxgpKyujsLCQtLQ0l8jhj4aGBiIiIgA5D6OpS0KgffR6PY899hgKhYLvvvvuP1MYqZIFq859oph032CCvu8LZ4vh1GpZFAGoOC07FsbMaXGtb775BkN1FffZvkBjyqQp/CPfsg+Hzo5FV4nFbJGdBX1vp6KiwrVvnz59uPXWWwN20AgLC+Phhx/GaDS6yvITExNxOBz06NEDtUZN586d/WYeRMQFg9P5MzNuNoctQ1Dq6khPDINiFYllP8DXP5Gk+SuF9p4osXrlrlRu/paEwTPI3noMx54FwFMAVBc3YPrpXXQ5W+SWx9vfkYWR+HQY9YwcemqskZ03gHrfh2Rc9ztZ+CjJYs2H5ykpdLsdGqqNsrDReQQsfUgWPw4v8n4xhxfLf5rTcwqkT5f/tESSR75Ip+tg5tJm69woCyMA0+ZB319Bfan7mCqtLKA0uVKGPiT/HddDdnIYCuWONN89IZfIZDwI5jrY9AaMfa7lc2uJbuPlP4LLztSpUzlz5gyFhYWuNsytsWbNGh555BFXW+dLhdlsZsCAATzzzDOXdN3mXDFhpKXWO03MnTuXP/zhD67ntbW1bf5BCAQCwbWG+J0nEAh+SVyq33mSJGF3XuAGWavBZmmXi4H6MqcwEuI1/I9//AOQuy942sdBbtHahKcwkpubiyRJhIeH+xVGmtwjTZ0Umu52/scJI9Xy64tM1BMUEQlxPeUL4x3OAM+QWGiskJ0FaZMgqb//derrycqSgzVzqaEGAxAPgENydwGyawwYys6jqq935Qnce++9Pm1h/aFUKr2yCjUaDVOnTm3bC62WOwOFqSoZpVoLA++DW/4ml6SsfhZOrmRI8CKs9pn0Ct7Allr35+CsaSQn3v6GkzVDaRJFQNZaCnfsppvHR9Buc6AqPgRf3+9zCjWr/saapQlEhlsoK4U6u3dnjgZHNHxxu//zD44GY5X/bZoQGPDrtr0PrdHnV3Knm86ZsigCMP0fcNN8OffDagStXg457TlFnt9E13Hux3cs9F4388l2tcIWXF2eeuqp1id58Nhjj12W89Bqtbz00kuXZW1Progw0lrrnSaaavAEAoHgl4D4nScQCH5JXKrfeXarAwlZGNFgku9Eq2PatrPVCGYDOtwlPUp7kDOIU6a4uNhnN09hZNeuXUydOhWdTsfZs3JgZPfu3f22322eN+IpjFit1oDOiCtNfbX8fuijnD+fuF7eEyb9DxxdIncV+ew2eHSLnFfhiSRRkJfjelpAEpX46aIC7FOm8/2WaqQt/wfIYoeXy0Nyloso1TDlDf8X07nbwFQr51ioguDwV3I5xpg5cqtWc52cQeGJ07UBQJexcu4GQHgHuPMzWD2HjvsW0FH7J0yOMC9h5GjjVAhQcVVq7kK3IPnmb44pg9U1LzI+/D3SQ37ymbur/jdUmqKorPe/ltnhp0GFPgES+sqiw7qXvbdFpcJdX8h/awM7ndpFSLRcbuOJUglKnXdmx59yQKlqu9ghRBHBfzD+m4tfIiRJYvbs2SxbtowNGzYEbL0jEAgEAoFAIBC0BavZjqRwOkYUFrAEuML0R30ZABG4w1aDbL4hqDabzZUdAt4OjyNHjrBypdz14syZMwABreOe2SQgdxcB2LZtG6+++ionTpxo9ZRtVSZMp6tbnXchWEw2yvJqyTtWCTjLTQC6jPae2Psm+e5/Yj/ZOfLt72SrRH0ZlB6Hpb+Fxb+m8Gt3OOdRemJ1lqJo8G6rXEQiEu6L5AR1rSwi2ZyCVeU52LcA9vwLavLdO1bnyR1OGqtg4TT48m65dGXLW2DIh1Or4MPxML+v3MK1rNn7e97ZNnnILLj/O9DHu7cplXDTPPjjaQB0yjriQ3zDTVO1e7nn8XCmPNaP8T1lMaTU0gM6yy1jV9fI4aEba51taod5uI+ePIQlqIPPmgDxQdkA2NFilzwEtSEPwJzTcO8y+eegaPpMKeTuLU8dlvM0LpUo0h5UaiF2CH42XFbHSFtb7wgEAoFAIBAIBG3BarYDclifWmEHS8sdZbxoEkaCHOA0ieiUekyUeU1btWoVhw4d4pFHHiEpKcnLMQKQlZVFdXU1VVVVKJXKgDf/AjlGmkJoly1bxosvvtjiKZf+v/1IVgdxj/RH2zWiba+zDeQdq2Tl39wOiuQekXTq43TeRKXCjW/Amudg0EzQOjuyzPgY/jla7vix/FHZReJBAe4SkCqnWySWSmaynMPhEzHXlrODDK99NFiYYPkRvrfJpRn3LJEzOZoo3AdRTjfJZ7dCVTZkLfP/ojoMkjuSOKwg2SF/F4Qny1kX2jA4uUqelzYp8BsTlgBT/w92vc8tD19H7ZavWLp1GJKk4LaoucTpK1D1mUOkUkVlzFPwv/spoy+Om6ai+Je3oPS14jsmDhlKZHxvsFshugu16q40fX6b6KrdxY0jTvCPzV1BAvOYVwjp3FPOLMl80j0xuiv8fpfs6FBpQBse+HUIBIJ2cVkdI++//z4Gg4Fx48aRlJTk+vPVV19dzsMKBAKBQCAQCH6meDpGVLQsjDgczbod1JcCEKFzfwXWBoWgcHg7O44dO4YkSWzYsIHjx4/7zQQpLCwEoFOnTuh0Oq9tkydPRqFQcNttt3mNN78xaLVaWbJkCQ0N/l+D5JCQrPJrNZ25tK6RfKdLBEAbombKY/1QqT0uDa57DB7fA1Pfdo/FpsHk/5UfNxNFHEARcl6GBndpUgZHiaSOsbXLiMWdjxFLJY/yOU+wkO7kw/6PZTFjz0dQeMC9sOfjKtlVwfld/l/UrxfB3PPQ/y75+cqnYV5vOP4tHPxMzucIT4G0yS2/OcMehicPoE3uTtzdL3L73Ov4zW+VJAadQdVrklw+AkQlh6PWqrBZwWBPonqWt0OlrNjO9+8dhowHYPgj2Cx2aqvlz2T6yCTXPJXCgqLXVIK08rqWvrOg+wSY+BcIbVYmFtcDQmNBFyHcGgLBJeSyOkba0nrnl0idoZAzi6ajHfgAfUY8frVPRyAQCAQCgeCawcsxgg0s7pa9dSYre3OrGNcjHovdwbR3txIRrGHp7zLlDJAmYUSvo6lfq1arRVmvxa50B0hYLPKF/ZkzZ1zlMoFITU31GRsxYgQZGRk+GSLR0dE+c48fP47JZOK+++7z2WavdWehNAkkl4qGavfaNz7SF22In7yTuJ6+Y0Nmwbo/+5QwVRCNGS0arDw+RM2S00ri644yjIOuOXqPEqZIakmi3Hf97I1ywGcTeTvkzBF/IkBMGtjN7nKbcGeZSupoOOK8Edt0np0y5fDVCX/2bqXbBuI6hkHH6yF1P4S5BQ2lUkFkfDAV5+upKTNirLX47FtbbmTH0rPo9BoKT9cgSaANVTNuZi+Ob5fzbCISIyB9OkEhB7GY7JiNtnadn0AguHiuWFcagZvcTycxuLIAfnwBhDAiEAgEAoFA0GYCOUYkSeLRz/az41wlf53ehw4RwZwrl7eV52QRHxkKRfJFekR4GDjjI3Q6LcpaDXbfQ7WKXq9n4MCBfrf5C1bt0MF/vkR2dja1tbWEh8ulEZLNgTnHgGRziyHmHAO2SiPqmEtTjm6okF0w0x7vT0ovX8EmIEoVJA2EPGenyUn/S97af/AxdwKQRCmRKeN5ZOx4Oeej7yNwdj1UZaP3SC+N1EoQ3gsMBW7xIkgvPy454j5e0QFYMxfGPe97LncslMt+Vj8r52800Tw8NjwZ7vsW1BcZ/hvj2zUnMiFEFkZKG6mrMvnZCQ6uy/d6Ht85HIVCwfSnB3JmfxlD7hgLQSq0wWrqMWNp9BVG9q3OwWy0M/L27hf3Gi4DdVUm9JFaFErhYBFcu1zWUhqBNxZLFVZrNfGmitYnCwQCgUAgEAh88BRG1B7CyI/HStlxTi4P+fOKYzz2+X7XPuc+fhjeHSSXUwARUbGubbrgIJDadkH3+9//3uUQ6dOnD3PmzCEy0je8NRDNS248yc93XzzXby+iYkEWlZ8cd41ZC+speWsfNd+fa/PxAiFJErXlsjASfiFCS2Jf10N72mSWcqPreXJ8DPS/U3Zv/Ckbpr4ld3/RJ6K/+Q3XvMhRv4XHd7vbwQLc+g93uOjAmXDzO/Lj3e/Doju9z0EXAQl95NDR296HXtPc2zydLoNmwkPrLl4UCUBkvByoW1PWSFVh24KAx90jn19Kr2jG39MLdZD8moOC5XvWzR0jNqud3d/lcGhdPqW5tdjtbXcPGcqNHFybj70Vx5HkkFj7URbfvLEPm6XtMuHu77L59IUdXuKP5JDYsewsRzYWtGkNSZIoP1+H3XZpXVECQXsQwsgloDT7LKd3b29xjsNhZuu2oWzZmoEk6gEFAoFAIBAILgjPUhoVDpfbYNVR7za7No98kWzJXf5ApxGEZtzleqrWKoG2fTeLi4tjxowZTJo0ienTp1/Q+TfvVNNEUVERkkOi9qd86rYX+p0DUL+zGKkdF8b+aDRYsJjki9+w2MBiTUAiUgCwoyCrsIFa3CGgXW54SA4G9aTvr2DOKUIHut8zrc4pyEz4bzkT5Lc/Qfp0eGA1THtbFkWGzIKkAfK887u91+xzW+CMDV04dBkjO0UmvuLbWvgSEpngFEZKGqksbD0IOH1kUkAxSusURiwmtzCy74dcFvxhq+v5N6/v8wrNbY3t35xhx7KzHN543mu8uqSBL/5rF4v+spvzJ6rI2lLImX1llObUcnx7sauFc0sUnalh3+pcAA6tdwsjhaerObg2n61fnW5VZJEkiY2fnWTJ/+5l/5q8Nr8uweWlsrKS+Ph4cnNzr/ixhw4dyrJlAQKWLyNCGLkEfD73ab6f9xol5wLXoFos7oCrNt6UEAgEgnazMX8jWwu2tj5RIBAIrlE8HSMHtGr2Gc6SX9nI/lw52HNU91hiQoO89smWOsBN/w9eKoMH16CM6crQoUNJTk4mMS4ZRbMvZ6GhofTq1QudTse4ceNc4wqFAr1eT2ZmJkFB3sdoKzNnzvRbZlNUVETD3hJq1+Xh8JNV4cIhYav0X7LRFhpqzCx8Xr6hp1Qq0AT5F2paQhp0Hz+F38GriqdZ/u23AAzmKL8O2RGwdTF4i0Iup01oDPzqA0hxdqvpdB0M/a07B2TIA74L9bsDJv615ZO87zt48pDcweUy0uQYKTpbg6nBikIB0R1CAejYO8pnflhMYCEqKMTpGPEopdm9IhtbM7dHwclqFj63jT0rc1rMdJQkiZJsAwC5RypcYwfW5rHpi1PUlDZSXdzAd+8cYsuXp137bf3qNEvf3Ifd6pDFugqj3+PkH3df3xjrrNRXy5/L4nMG13hVsVss2vXtOT58ZgvVJe6x3KOVnNhR7HWOgqvPa6+9xs033+yTobRw4UL69++PTqcjMTGR2bNnt3vtpUuXkp6ejlarJT09neXLl3ttf/nll3n++edxOK6sg0hkjFxCKgvySewW+D+DJoQwIhAILgcGs4EnN8pt/fbP3E+Q6sK+tAsEAsF/MlazHZzCyAdRekpOH8e4fqNr+99/M5iIEA2GRisfbz3N/I25smOk6zivcopp0+TSiyMbCwhuTMaic3dMiQpJ4I477sBut6NWq1GpVMTFxV2S8+/SpQsvvvgi//3f/+01XnS+EGucd/cb/ZgUTKeq0A9PQnJINB4qw1pQj7W0AY3zgry9NF0oAyR0vbB2rydyCtlam+I11pNz9Lzt/1rtlHL77bdTWlpK9+5tzMoYfD8EhcKyh+Xn/e+ShZTWUChAffn/H4xMDEGhVCA5HUoR8SHcNHsAp3aV0HdMMvtW53J4g9utERYdWBjR6pyOEWcpjaMFZ1CDwcLelTmERWtJy0hwleN4Ul9txlhnBaDknAFTg5WiMzXsXOa/HEupVuCwSa59sw+XY26wsnnxacb+pid9x3g7byoLvEuH9nyfQ5cBsRScdHdQqiioJ75zOJIkuRwhu77NZspj/QDIPuhule3plBFcPYxGIwsWLGD16tVe4/PmzePtt9/mrbfeYvjw4ZhMJrKzs9u19s6dO7nrrrt45ZVXuO2221i+fDl33nkn27ZtY/jw4YD8u/nhhx/mxx9/ZMqUKZfsdbWGEEYuIS0rtu5fbEIYEQgEl4N6q/sLis1hE8KIQCD4WWI125GcpTQOhQOrYajX9ghnd5WIEA3DQksAyKYjeY545n15kMfGdqN3klsQcNgdBFmiiCrPwKEy06DPpf5kGCqVyuVwGD169GV7PWnRqZyrzMNit1JTVIGnlyRiSiqRU7u4nluLG7AW1FP1xUmUD6nRpfk6ElrDMyB06E1dWpgZmH379vmMJTy2AhI7t7pvv3796NevX9sPplTKmSXJQ2DnezDm2fac6mVHG6ymy4BYsg/KHXa6D4knLFpHxtRUAEbdmUZUUgibvjgFtNEx4hRG6qpaL2fZ8OlJtiw+TVJaJOExOhK7RRAaqaVjr2jKcmtd8yRJbtFcXdrotX+P4QnUlhuRJOg3Npn1C90th09sL+L8CVnk2LzoFHVVJobd3AWVSomx3kKpc/0ewxI4vaeUEzuKXe6PJkqyDVjNduo8XE5Nn0FJkjh/3C1I1lWYcNgdKFU/z6IGSZJwOHxbf18JlMpguTNXG/jhhx9Qq9WMGDHCNVZdXc1LL73E999/z4QJE1zjffr0add5zJ8/n4kTJzJ37lwA5s6dy+bNm5k/fz6LFy8GZGfZ1KlTWbx4sRBGrlU8xQ/fbVb3Y49/63aHDZVS/BgEAsHFo/CokXe08PtIIBAIrmU8HSMOhQOH0e1cuHmAd9eXjjUHgHSKpShmLz7E0UIDW89UcODlia45KrX8xUxtDwF7CEFV7RcbLoSplkGcVBUxrKgjJUEl1ClMVOaUkog7zLX5hYwm3p1NUb30DEnPD2v3cZsuUAdP7kTH9nSjAex2O+vWrfN7lzgioVO7z6VdxHSTy6H+AxlwfQrZB8tRaZQMmNDRZ7vewyUS1kLYbVP4apNjpCkgtzVsVodLYDi2VW63NPOVEeQdk0tdmhwtuUcrfVwovUckuboS2ax2ti8752o7XHzW4DX3wJo89JFaug6KY+Fz7nzFMb/uQYPBTOGpGp9zO7G92GessqCeM3tLaay10GCwoNIosVsdOBwSdVVmIuJ836PaCiP6aB3Ka7jzjcNhZNPmdoiCl5BxY4+iUrXNZbZlyxYyMjK8xtatW4fD4aCwsJDevXtTV1dHZmYmb7/9Nh07+n7mA7Fz506eeeYZr7HJkyczf/58r7Fhw4bx5ptvtnndS8HPU467SkiOwI4Rh8MtjHjmezWYq3wnCwQCwUVily6k8aRAIBD85yNnjMjfuSz2EByWeACeviGNF6f29pobV7pFniepOFooX+RVNXjnd/S8LpGk7hGX+7R9SNEncr21L8EEEYp84dyA+656xJRUn300iaGux/YaMw5z+3/XN92tb6mkIxDLli1j165dAIwfP56YmBjXtrbejf450iEtiimP9eNXcwajC/XNjwkJdzs4QyMCuzmbwlebMkaaWipfCN+/e8jl3hjmdAblZVVS1Ezs8BRq1BoVd87N4L5XMwnSqXyyTQCqixu8SmV0oRq0IRpunj2QaY/3d40PnhxYKHM4JNYuOMa2r+V8xvjOYUQlyZ9tQ3kjjbUWrxySvGOVfPbSTrZ+ddprndoKY8AWySB3zDm84TymemvAOQJfcnNzfVqLZ2dn43A4ePXVV5k/fz7ffPMNVVVVTJw4EYulhUykZpSUlJCQkOA1lpCQQElJiddYcnIy+fn5VzRnRFgVLiUtltJ4/IP0kKPqzZWEB8dfxpMSCAS/FDxdIjaH04ZrqSMsKOxqnZJAIBBccmxmOxKyIGA2JwKQnhTO0zf0oM5SB06RAasRXdEuIpiJAX3A9YJ0an41ZwhL39zvlb9xOZEkCcmjJateks+5XiFf5MXPHogm2fectWlRhF3fkTpnZoXlfB267m1vFwxQ63SM6NspjFgsFo4fl9sH33nnnaSnp5OWlsbixYu9rPW/VLoODJxBE5uiZ9DETuijtS2WiTQ5RqqLGzj803mvcNPmdEiLpOiMr0OjCYPTbdJtcByDb+zMkY3n5byRZlqLPkrb7Ln8uYjrHObXAWKoMOF5xTPyDjkrRqVRktovluvv601NWSNDp6ZyaP15HHZ5dnznMKpLG+k5PJGszd5dlyLiQ9DWW6kubsBQZmT9x8cx1lm5939GEB4bzLEt8vyszYWMuK0bQTo1J3cWs+Gzk2hD1Mx6faTL+dWE3ergwJo8HA6JrgPj0OErWF1plMpgxo09etWO3VaMRqNPa3GHw4HVauXdd99l0qRJACxevJjExEQ2btzI5MmT27x+cxFVkiSfseDgYBwOB2azmeDgC2gpfgEIYeQi8cwVaamUxssxonTv02AO/AtPIBAI2kNzYWR19mqe2/oczw97nnt633MVz0wgEAguHRaTzVVKY7HKjoUeUfBF1kJe3/82b455kyldpkDBPrBbSFDVYbAHFkaa0Gi9L6xsFrvfQMtLgWS2I3ncjQ9tJoyoo3V+HRgKpYKISanYKk0YD5djyTW0Wxipb3KMtJB14XWukkR9fT01NTVIkoReryc9PR2ADh06cPv9j/HexrNEd2ykU8yFBcL+3FEoFGTe3nrYbJOzxFBudLkp/PHQ26NRKBV89IzsiFKqFNzwQDprPzrmMzepWyRKpYLJD/fl7L4yjPUWzh0od21vLig0Ed853K8wUllYT2OtnH0y+eG+dB/ifYO3d6a7NXZUYiiVhXL+2fX39yba6QpRAEc9xJGI2GCC9Rpyj0D+8SpXYGzx2RrCY4NdThqAhc9tJ65TmEsUMtVbqSltJMYpJJblye2G0zLicTgktCFqH/HnaqFQKNpcznI1iY2Npbq62qloKkAAACAASURBVGssKUn+uTb92we5fXlsbCz5+fm0lcTERB93SFlZmY+LpKqqipCQkCsmioAQRi4aycPe05LVx+HpGPH4P7bRVOY7WSAQCC4Am+S++2iX7Dy39TkAXt/zuhBGBALBzwaL2eIqS7ZaYgHodvoDXpcOAfD81udlYSR3GwAJoUpO13qvYbLa0Wm8RQ+7zdv5W19jdrVivaTnX1gPzpwEhVZFxNQuRO+rgfJcTqgL0aJhevCoFtcIStZjPFyOtayxxXnNMRttrjKNtpbSbN++nfXr17u68iQlJbH5dDnhOjXldWYe+Ww/ACUGE588OAzVNZwBcbVJ6h7JsJu7UFtuxG5zYLdLBGlVnNwlX0j2HJ5I/+tTfMp1lEoFcR39u0OjEuXPcHKPKJJ7yPk5BSerWDH/EAldAnclSu4ZxcG18gVvv7HJDJmaysLnttNQY6ahRhZGElvpahQc5j7PyPgQl9g35u6emBptnNlbCkB4nA6lUhZoPFv21juP0/Q3yKV0zZ0yVcUNLmHk69fkYOCz++S1Y1P0v+gyrwth0KBBfP75515jI0eOBODUqVOkpMi5TlVVVVRUVNC5c+uhy02MGDGCdevWeeWMrF27lszMTK95WVlZDB48+EJfwgUhhJGLxGF313ZKLQgjksNde+XZlcZsrOTfn/6Vgn0HePTP75EQm+Jnb2/OHz9KSHgEMSmXOeRKIBBcU9gddr+PBQKB4OeE2ez+TmV35ot0VRa4xmJ0ztyLPDkcMi4qHJoJIyUGE6mxoV5jNov3782GyyCMmE5XU/HvLFDLXwZVYUHohyfRIboXfCELDIfUudzkbBMcCJXTWeBoZ3ZCjbMjSXCYhiBd2y4Dzp49C0B5uewyUIYncP+/9/jM23a2goF/XcvLN6VzZ0bbwxgFbpRKBUOn+XYKKjhdTX2VmeHTu/oVtBQqBRHxwfS6LhGUCmpKGl1lYZEJvp/hlF7R3DE3g4gWPt+d0qOZ/vRAGgwWUvvFoA3REN0hlKoiOfuj2+B4V9lNIILD3HkqzZ0pkR5BwhGxIQSH+5a6VJc00mAwu8qCRs7ozpm9pZTl1XnNazonz7yRJgEwxk9JmqBlJk+ezNy5c6muriYqShbTevTowfTp03nqqaf44IMPCA8PZ+7cufTq1Yvx48e3ee2nnnqKMWPG8MYbbzB9+nRWrFjB+vXr2bZtm9e8rVu3ukp2rhQifPUi8RRDWgxf9exK4yGMWIzlVK/aQ2ipjS++m+9nT29qSopZ8pe5LPzj7y/shAUCwc8Wz8BVT/dIkFK07RUIBD8fLE5hREKBwyK7GFI9hJFYbSTYLHBevnhPSOjgs8aaYyV8uCUbh8d3t+ZBkw01rbdKbSsOkw2H2YbxmPNuuNOdotQ7WwtHeIe/FhUVtbie0nnBaa9re+ghQMV5+YIyNqVtF4uSJFFaWuo1VqkI7BKoM9n40zdHmLf2VLvOS9Ayd/95OPe9mhnQ5aNUKlAoFEyYlc6E+3qj0rgvNgLtE9853KtEpTkKhYKUXtH0HJ6I1tkCe8pj/Rg5ozuTH+7L5N+23qb1ulu7Eh4XTOavfMuIPDNuwuN0hEXrCNJ5u7hyj1bwydwdrk5KnfvG+C1JKsk2sOHTE2z/xrf8KKaNn3WBm379+pGRkcGSJUu8xj/99FOGDx/OtGnTGDt2LBqNhjVr1qDRuEUthULBwoULA66dmZnJl19+yccff0z//v1ZuHAhX331FcOHD3fNKSwsZMeOHTzwwAOX/LW1hHCMXCQOj7uyLbbr9cgYUXjoJw2Fua7HZnXrqbtVRe7/+CWHA4VSaFsCgUAmkGMkNjj2apyOQCAQXBbMJgsEQRkRIKlBYSZOUQkkAxBbnAX7/g12M+giSUhIArzr5V//4SQACRE6bnG2+G3uGKkuaV+ZSiAkm4Pi/90NKgVBze5eq5wCR0xMDB07duT8eTlUNS8vj06dAjuDVS5hpH2OkYrzct5DbICyi+bU1tZiNBpRKBTcdtttFBQWsqXRO68hs1sMO855Z+a9u+EstwzsQPd4Ef59KQjSqf06fAZM6Mjhn84z6o40r3G1R5mY4hKWNkXGhzDwhrY71sNjgrn3lRF+t4V5uE10oRqXEJN9yJ1/Ym6wee0TGqn1ElSSe0RSeLrGq0tOc+I6ic/ghfDyyy8zZ84cHn74YVeZU3h4OAsWLGDBggV+98nNzUWtVrvKbgIxY8YMZsyYEXD7/PnzmTVrlqtk50ohrqrbwKGyQ2wp2OJ3m1cpTQtdaTwdI57CiKXQLXQoaf0Xl6cQYm68NP9hCwSCnweeLhGzw32nMyY4xt90gUAguCZpag25zyoLGprI/VT1usG1PcpmhTVyxhLJQ0gID2z3P17krrHpnentLCk+d+EdaownKil97yC2CiO2ahOS1YFksmNutqajQf5+qFKpeOihh1ydHU6fPt3i98omYUQy2bxCXFuj3OkYCZRH0Zwmt0hsbCz9+/dnSUkMX+4t8Jrz1h0DeOP2fsTqtXzz2AhGp8li/E8nyliTVUJBtfi+ernIvL079/zlOnpel+g1Pnx6V1QaJUOmtD374UqT0juKATd0ZML9vV0ZIKPvSmP8vb146O3RaLS+wcdBOjWaIBVdB8ah0apaDbQNj9W12R0l8Gbq1Kk8+uijFBYWtj7ZyZo1a3jkkUdIS0trfXILxMfH88orr1zUGheCcIy0gXt/uBeA1betpmO4d82kpzDi+bg5gRwjmGoBOU1c2Yb/12xm98WOqb4OnV78YxcIBDKeLpGSenfid7i25XA0gUAguFaQJAmLxYJZ+v/snXd8FGX+x9+zLZveE0IILXTpVVFBbKiIvXsqdxY8znpnPfHUs6PYf+ipiA2xIIqNXqRDCJAAKZDe+262787OzO+PSbaQAnhWbj+vFy82M888z+zu7FM+z+f7+WpplFSPEEPSeqr7Xg0F+QDB20zp4zhtYBJnDUmhoM5KtFFHQZ3fn8Du9hPKY6b3JikjCmOkni/nZVNf2ookyWi7Sa/aFZo/UNPamr4uJGLMEXM1AaJOS8e2uZrIicEL2iFDhrB27VoqKyvJzc1l1KhRndYvGLWqT4lXwfxtMXEzMxH03d+n3eymuapdMXJs88eCwkNYZQO1UjrVZicbCxs7lEmPC+fqCb25eoKqJJgyMJnNh5t4bmUBigJ9EiP4es6pxEd2DOtUFIWdpS0MTImixuwiv9bCJWPSMXSRKSWEYGg0QqceIskZ0dz68pQuM878HiAIAqddEbyAjoo3MuxUlaC86J7ReN0Su74t7UBSnnvLSUheGYNRR0xyOJbG4BzEE2b0pWRfE+fNHh4yXv0vcPfddx9X+dtvv/1naff+++//Weo5XoSIkaMgkK0vtZR2JEYCFiKy18vWrIX07DGKfhnjjygXSIz469QF7OpqlKP/cN0Ou++1y2YF0rouHEIIIfxPIdBjpMrm39HrLmNWCCGEEMIfCaJbQkbGqbTFtGucaHQ2qqLifWW8moDpbfo4oo16Fs6aAMDushaueGu773Rpk39epdVq6DsiCaUtxafb4aWp0kZq3+Mjl+U2skWRPJjef5Cml6sJHz8bbepwQECfGkXsBf2IOjUdbWwwWRAfH8+UKVPYsGEDu3fv7poYEQS0UQYksxv7rjo00QZiz+laHaAoCivfPoBXlEnoGXlMprIrd+Vx11aAUVADO17d7Dt30yl9GJ4ey+AeHZUnUwYl8/QP+bRPd8ubHYx5cg3/unAYfzkt2Fj0w+3lPPZNcIpZpyhx0+S+R72/ELrH75kUORb06Kf67kTEhrH0+d2MmJruO6fVaXzvL6VPdAdiZOLM/kyc2f/Xu9kQTgiEiJGjwC35iQuHt6MUUJH8C46a+m3EJfxAcSv0yygOKicrnZtjaQmIDZW6lkz67icgfEYlRrqG1+Mhb9N6+o4eR0xS8lHrDiGEEP7Y8Mr+nc8am9+4LzDE5he/B48Hp81CdELI1ySEEEL4+eFxSiBIuNqmsIJOVUAE9XlxvaGhATImQb/Tg64fnh5schpIjLRD0Aik9oul4mAzjeWWbokRj9OB6HYTGecnZpwFDYhVWXjrDyA1qelOnTsXgEaPNjGT8FueQhAEdHFhndY5cuRINmzYQFVVFS6XC6OxC8NNo5Z2OtxTYem0TDuaq+3UlbSi0QnMmDOyS98JWZZZunQpVquVr8q0gH/+2Or0z1n/OWMoYbqOoQ4Ag1Kj+Mup/fBIEtFGPW9uVOfEGwobgoiRkkYbz67I73B9TqW5w7EQ/neRkBbJrS9N6fKZjTridzT2vN9v+FAIv2+EiJGjIIgYETsSIxsWLSQt6WJaTN/jFg8AIGigqPwAA/oMB8BiqcRau993TWAojT6AGNF0w4tsq9nG7rrdjLP7vQKcdlu397596SfsWr6UiNg4/vr2x92WDeF/D4qi/CR54fKi5WTXZ/OvU/6FThPqQn5PCFSMmNx+I7JfK3WvLEt8/PA9tNRUcfOrbxOb0uPoF4UQQgghHAc8Ti+KIOFqU4xotCqxEdjnedNGwOXLIaxjuIhRH7yYrzY7cYlSh+NJGVEqMVLV9VzL6/Gw6O9/xWW3cdv/LcIgaKh78iksy5d3foEsIjUWgNz9wj8+Pp6EhARaWlrYtWsXp59+eqfjtdjkT016NIPNw1mqV0ifkxKJSQrvspzJZCIvLw+bYqBEHApAtFFHRnwEebUq+WLQarokRUBVs/xr5jAAZFnBJUos2lpGYUAIk6Io3L80F1cn/iiBoU4hhADdP9+jz+5NUXYD/cckM+TkNBJ6RnZZNoQQusMfW2N1FBzO2s7mT94PSql7vHB5/YOOxd2Rja8qmYRJyiQx9lSEAGZj2/bvfa+F18Yx9LsFRNnUXVtNYCiN4N/JFWQ164ylqaFDO7PXzOad/e9QUHfAf29HUYwUZ6tp6hytIeY9hGA4RAcXfX0RT24/fmOjuVvn8lXRV6wqW/UL3FkI/w0CCRC76N8FDVSS/JI4+OM6mqsqUGSZ5qrKX6XNEEII4X8LuRY7JSkRtGrVxX27YsTm8RMYkix1Soq04+u/ncpfTu1HeBsZcqi+43yq3bCxPYtLZ8j+YTm2lmYktwfT8iIaX/u0Aymi7z8V4+hpQcfEyn3dvUUAMjMzAVi/fj1Lly7F6+3Yj+tT/ASHt9nV4Xw7FEXh8G6VGBk4IbXbdpuamtgh9mapexQO1DCfTfdPY1L/BF+Z6E6yo3QFjUbgH+cOBqDB6qbFriqoS5rsZJebMOg03D9dPT85U938K2qwIUo/TwhoSaOtU1VQCCcOIuPCuOnZUzn9qkEk947+w4cQhfDb4YR+cr558Wl2LV9KUfbOn1xHoGKkxd3SZTmzMgJF8qs/Kg/k+l5He92sNd9F0cZH0DuFIMWIFv8fgkNk0b23887f/tJlO1arf0fkaMTIf0MIhXBiY3X5asosZXx+6POjF+4CZneIcPu9IZAACVwkiPLxpXP8qSjY6s/eFfI1CSGEEH4JvNjUzJen9KXJoIa3CFq1rwskg0Wl+z5vdEYc/5o5zLfYzy7vmOqzPWtLS7UNWe5c0lu4Te3zhsROQj5gx7Y523cueuYtGCfOJmz41Whign013HlZ3d4fwGmnncZJJ50EwMGDB3n66adZsmQJUoDRf8I1QzD0Uz8Hb4sLpYuQ7PpSC9ZmF/owLX1Hdh/muOJAHQWSnzwZnRFHfKSB2HC971jUcRAjAFFhOjISVBKnoE7dZCxpVL+vgSlRzDkjk2/uOJX3Zk3AoNXgkWRGPL6KL3b/dwS7ze3lzPk/Mu3FjTg8v15IaQghhPDHxAlNjLTDYe46t/XR4PT6zXxMrq7rkTGgSP6PUzL5FyWyoqHQNQ2zYwADtyaiCRhgA4kRpTlgt6OTnQEAJcA93WWz4ZE69y6B7rPkhPC/jV8rtCKEXxeBXiI20dbp8V8SgX2t7P11yBjHt4twrlryq7QVQggh/PbQtXGubllVe/gUI4F93jGq5Mb3UX1BdndCjMQkh6ML0+IVZVobOk83azeb0KBlWNxkAKRW1U/EOO5mUu66jbAhpyBodKBND7rOmbMLT0VFt/cWGxvLlVdeyZlnngmoqo/CwkJf+lwAfUoEybeOBK0AskLr6rJO62oPo+k3Kgm9ofMQmHc2lTDp6TW8kqV+juf11fJ/143l9WvHqJ+HMYAYCTv+MNohPVQCZ1+bf0hJo9pO/+QoBEFgZK84jHotI3qpHjAuUeb+pbk+IuWnIKvMv6F5oPrY61EUhWabu9t0ySGEEMKJhxOWGAnMFqPR/nQfhCDFiKujYkQv+AfLiCS/+Y8ghvk6VKfsN/rSIKHzBhAjgn9XNdDIVXR3IYl0+xcbFQ3FjPt4HIvzFwPqAN1QVuI7L/9Ki1+v1xYaPP7AkJVj39nv7nsubS3l+V3P0+DoGAoWwq8Dm9tPlFqPlJUHQFEUSkvfoLn5x5+1fYfFn05PEn95YkRqqKT8/nmU3f1vlK76zBBCCOGEgr5tc0lsJ0Y6UYwc2efJskhx8XxM5mClxrg+bYqRMlOH8U2jEYhvS4Pa2hCc8QJUVa7TaiFaH49Oo0dRZORWNRuYNrUf+vQodPGqaaomJh1dz7Hoek1UM9MoCjUPPYzXdPSNuyOz0lgswQt8QSOgS1TVGLYfq/BUdlQTVxWq7WSOSem0jRqzk3mrCqi3qmNIjODipnEpzBiZRkaC+hkEKUaOQozITieSLTh8Zeog1cT1nU0lmB0eX3hLv6RgP4iHpg/ihpP7EN3WxpqD9SiKwraiJiyu4xtXthc3+14fj6Hru5tLGffUWqa9uJF3NpWw6mAdKw/UHVfbIYQQwh8PJxwx8nnh59y2+jaWHfjCd0yj7dog6mgIJEasthaUFf+EorWAurjwKn4yRGn7OK1VY0jQ3M6WLw4jeT045IAUchiCiBEd/kWpHCDzCyRGJFkiQqOQrpdRXP4y+yv3APDcrucAeGv2DXz04F00VZar9f0KUnarrYAfN42m8NDjv3hbIfwyCPTRORoCd+EEgo2wblhxAx/nf8zcLXN/tnsL4fhgdfn7q8BQmiN3T5ua1lFS+jL7croO2zteKIqC0+qfsHt/YcXI54Wf8+SaR3x/y62Nv2h7IYQQwu8D2jbOwyOrc67OPEaO7POqqxdTVr6APXuuCTo+OiOOMJ2GOouLNXn1HInoBJXYsHTi3+F2OFBkmRiDGpoiaetA8oAujLhLJiBoBCLHqyEpgqAhfOLthI+/hbDBFyLo9Tj37KHh+XlHfb+xsbEMHTrU97fZ3HGBH3NWhu+1pzbYE8Xj9NJSq5IQPTKDM/I0Wt08sDSHc1/ehNgWhjNSW8OFhjx69QjOZhgTQIxEB6hHjoTi9VJ29TUUT58eRPxcPSGDQalRmBwiX+yu8oXS9G8jRiSzmao77yLmiuk8EFXHIzPU9/zO5hLe3lTCde/u5Mo3t1PUYOPTXRU4PUff/NtW3OR7va/q2ImRb3LUDEdlzQ6e/iGf2R9lc/vH2TRYQwR8CP87aG5uJiUlhbKysl+97QkTJrBs2bJfvd0Tjhgps5SxvXY7FU1+5UR+zU/3QmhfNOq9YUxacxUrVkbj+nAWr722m8LDLSj4SZf2UJqGnCsAyF1fhdPZgl3yEyOiEhZEjGgCQ2kCmHDR5aLiQA5vz/kzhdnbeSDVxf09XISH+3dkDWLnX191gZoPXu4iHOfnRGnpa4BCdXUo680fCXIAIRcYLnY0OKWuy7a61WczpzHnp9/Yz4S8Tet5797b/+cMQN2S/zdv99pJ0qTRM+UOIuVgsz2Xq+rnb9tuD/I1kkT1XmRJ4uCP62ht6Ljo+G/w5I4n2Vm7x/e3bA4RIyGE8L8AbdscSpTaiRF1gW0TbfTQyVyf4CZCCSYH7PaiTusKN2i5uS197AurCgGwBszFohNVYsTa3HHsa1fIxepVYkSsVQ1VjePHsLAij7LKOiLGpxIxPhVdUjgpd48lZnofUu6aQforLwNgWb0a2Xn0MfjKK6+kJFqd1x6qPdThfMSoFKKmqOE63rrgsJ+GcgsoKskTEWMIOvfSmkN8vrsKm9uLFpkZhjzG6quJiwwjJSVYXRIbRIwEK0a8JhOmTz/DXVJC3RNP4D50CKm5GfPSpTj37cP02edIhQVcP0lNo7omr56SNsVI/+RIHHv2UjF7NtY1a5AdDqrvf4DJ+Zu5KX8lF+SsZMHXuwnzuimst3L2Sz/y0LL93PTerm7DbBRF4VCd/zk4VsWIxSVysEb9bq8a3yvoXHbZTw/NDyGEPxqeffZZZs6cSd++fYOOv//++4wcORKj0UiPHj244447jqved955h9NPP534+Hji4+M5++yz2bVrV1CZRx99lIceeuhX96s74XJttqcPlVxuH+tjtvx0N+p2xUhf03DwxlLqnUSeowBtnoV1eUcsAOWOyhSXsyVIMSLKRnRSoMdIwBd+BDHyxZPqbuiKF59l9Gz1mqhkE45StT69p6vUVerxwIdpcf5iLs68mChD1y7tIZz4eG7Xc+ys3ckF/S7wHTseYsTt9SsSugrB0Wp+ukLreLGmfA119jpuGHZD0PEV//cSAKv+8yrXPfnir3Y/vzWcHn8ojaxINPe8lwZtGqlhvYPKKYGE7E9M23wkAsNowB9Ks3flt2z88F10hjDu/ujL/7qdQBgDLJbk1q7NsUMIIYQTB1qvAgbwthMjbaE0kiLxlyQ3KXqFIXJB0DWBfd6RuG1KfxZsLOZwg43//FjM8ysLeOC8Idw+NTOAGOmoFHC2EyNCJPZNzyG3qMTFl0IqbxyQWJ+znG9fmE3CFYN8/ey3NSZ6hgucfOaZ6Hv1QqyqovSSS9Gnp9Nz/ovo4uM7tAMgIWHVqyEyNmvnWXL0qaryQqwLnvPWl6nkQWqbSWs7bG4v3+yrBsAgyJylL2T6+MGce+65AISFhQWVjwn3LxkCQ2nE6moq/3YH7oLgzxygcf5LBFLWp4wZR1zqhewq8x9L2bmB8kf+GXSd4nRif/Yp2vU9N+WvxKPR8dHQ6SwdqGb42VXWwozXtrD63ilkJnec25odIh5JZkJdPgIKuxiGxSUGeaV0hve2lCIraojPYzNPYl1+A81tmXSyykycPyKt2+tDCOFEgNPpZOHChfzwww9Bx1966SXmz5/PCy+8wKRJk3C5XJSUlHRRS+fYuHEj1157LZMnT8ZoNDJv3jzOPfdcDh48SHq6SvDOmDGDW2+9lVWrVnH++ef/bO/raDjhFCM6oY0YcfoXcIJ0/JJuUWylsXEtLm9HUqVV6rxTbMq7kcYDFwUd85rLsQcSI0r4EcRIwGAdYKwquvyDsC7Cf1x2+cvrvd0vZpSAGNvndj3HUzuf6rZ8CCc+FucvpshcxFdFX/mOHQ8x4pJcnb4OhF7T/aTj58TfN/6deVnzONh8sNPz1uYmqm3VlLQeX6f9R4XzCF+PBq3aV9ULXU/kZNnd5bnjavtIYqQtlKZk724AvJ6fpx3we92Ee/z9YYgYCSGE/w1ovTLICrKszoE0Oj9RkKJX+4RoTdfG9EciLsJAUpRKAjy7ogBZgaXZqqoupp0Yaek43jnMZqL1icQcXOsjRdDp+CB+LAD7tb14Ze0hLnpjC5/sqmBbcRP/+CKHa9/ZgSQrxF2hqos95eXYt23D/FnXWeIcogOHTlWCuGxdjL1tfihivT3IL6WpSv18kvtE++vzeHl42X7sHol+ieFca8gmVWPjzDPPxGg0YjQaO9TfrhgJ83pI8NpxFR6i+r77KTp3ekdSRONfXmjj44mYMAF0OqS92dxR5fe2Gq+3Y3n5Jd/fCTf/hUG7d5Nw000d2jfIXm4++D0v7V/MY5NTiDBokWTF910diXqriyiPg3/vWMgTO95jkKmCw52kZQ7Euvx6Xll7GICT+ycSGabji9tPYdbkvgDsLG3my+wqKlscFDd2na0ohBC6gqIo2CXpN/l3PH6QK1asQKfTccopp/iOmUwm5s6dy4cffsh1111HZmYmJ510EjNnzjyuz2Dx4sXMmTOH0aNHM2TIEN555x1kWWbdunW+MlqtlgsuuIAlS35dc/0TTjGi16odt8fpon15JniPfYBsR07urbS2ZkPMOe21HPUarzOZ5ryZ6CP9MY09PrmGQuk2fxklmIEPStcr+nfgP3viId/rsBj/Yken95MderHze2pfsMpH5IBfX7H+qO/hv4EkOdFqw3/RNkL4eRBoUtdOjFRVLaa05C3CnX9h3LmzOlURBCpGAv13AtFOTv6SUBQFj+wBBc7KTmZb2X8Y9q9XO9yz6HTypx/+hF20s/GqjUToI37xe/st4Qzw9RAUv2S6l1IOjO70GkmyodV2nAQfLxzWzokRSTz+/vdoaO/jjAE8kGwJSZxDCOF/ARqPDB51fiOggMZP7lsliD6KaFFRZARBXbjLkoSiyPRPjqTJ1qYQdpRx6sG9VBckE52oend05jEiZLs4P+UabLv/rtY1fgKVp1+ItdRvJtq+yM6tCu4f82otjLjlZlwFBVhXrgTAvGwZibNv63TstYk2nDr1fXZLjAgg273INhFttDoGWBrV6+JSInCJErWtLm5YuJMqkxOtRmBGmhNbEaSmphIV1bWqOMaoRy95+ff2dxn5XQmlAeciJkwg5qKZuAsPkTBrFvrUFKTWViSrFUPfvgiCgGXNGqrvvIvRNXmQOYNwr5uH17yEZG9F36sXfT/7FG1CAoIgkPLQg2giI7Fv345z7150yclEnXkm5s8+Y2jxXvSvP8KA86/k0cPw5kZIjQ5jQr8EHvpyPzef1o9LxqTTYHGT2Vrtu8dbDnxHYd0Mn+FuZ/g0Sw2/HZQaxd1nDcCyejXGdeu4qWcGB+ucHBT78Y8af/jO8PQYosJ0uESZd28a7yPYjgdr8+pZk1fP3AuHduvdEsKJAYcsk7lp/2/SdvGUK62W4wAAIABJREFUEUQeo+/mpk2bGD9+fNCxNWvWIMsy1dXVDB06FKvVyuTJk5k/fz4ZGRld1HR0OBwORFEkISH4tzlx4kTmzTu6D9PPiROPGGnbrRYdAZPxI0wAnV4n+xv3MyZ1TJe7262tai56g20nABrF/yA55ZhOr1GQscQVECYbMeLPEx+sGPEvQGRFE6wY6QJhsf73ogv3q0d0koAgg6IJzkAzL2seH551LsoR6XoVUcLS1EhMUrCh1n+DwN1mUTSFiJHfMQLN6AJVIq2mRpQkhcJD/wKgvuw10gonkT5kWIc6AlUigSRJINrD2Y4XiqJQbC6mb2zfbuv4tvhb5u+ez9yT5xLh1pLREIGloQRTbQ2bFr/HiDOn++/R6aDJqRKVDdYyWsqfpUePi+mZdsVPusffO1wBipEk7yTa8wPFYcLrtaLTqTuGkuSPQfd67RgMSXQHr8eLztD999pBMdLmMeL1dK7YU2QZJC+C3tDp+e7QTuwZAx5B2frTvaRCCCGEPw40HhnBLaFRZG4/+DVyrcTiaRoQBFolgWitOq8KJEACzcIlyY5OF42iKCx9ai4tNVUMOGMOu4AkdxMz61cAsOXzj7nkvicAcNlEPC4vhgBvDWOlHrFJXeBIkYl4rrucLHkglAZSBjAwJYpmu4cWu38ut7OkhZG94uj1ysuIDQ9Tct75iBUVlF5+OQnXXedTk7TD5rH5FCMehweHw0FERDDRL+i16BLD8TY5EevsPmKktY0YiUk2cvmb2zjYtrCPMeq4pr8XW5GaqWfAgAFdfuZiTQ1NDz3Msqzd6ALCaKPPP4+kW2/FOKzjfEGXlIQuyT+2RJ16KoLBQGRLA72t9cS7rUTYW0Gvp/f7i9AlJvrfiyCQfNedJN91J+6SEjRRUehTUog85RSq77kHsbKSpLdf4v8EgYcmz2beMicOvTr/vOezfZySmUi9xcUAs58YGdFcwoq9+2FScGip7zN2e/nxkBr482psJaZJtxNIt/8baDVE8F2/U9mUPgqNonBAUaCNyJq3soB5V4zqWHE32FjYwC0fqqrK3okR/G1a19/BkfB4Zb7aW8UZg1NIjfnvNzdCCCEQZWVl9OzZM+hYSUkJsizzzDPP8OqrrxIbG8vcuXM555xzyM3NxWA4/vkcwEMPPUR6ejpnn3120PH09HQqKiqQZRmN5tcJcjlhiRFvQCiN94g0jv/a+i9Wlq3kr6P+ypzRc3zHJa9I9vfL6Td6nO+YVrYwK1HL3lp/pxOYfjcQ7vAGPMYmPIDR0t933CHHoyCDoCAq4UiKjizb1eyzz+QkzQdA5/Gi7TAEESMSemM4oksd6AxeDW6DzMs75wddc9h0uEO63nO3JvLOij9z4wtvkNy7b7dtHitEj1++7vE0YzT27Kb07w+tlhzs9sO/yUK5rvgwmz9ZxKBzonFptjBq1EKMYT26LN/UkIfNVEzfwV1L1hRFodZWgyBoSIsKDp8IVIm0mwqnNRnZ9ejLuM8pQGh/ZAWwtjTRGQIz2ASSJIF+Iz+VGPm88HOe2vkUfxr6Jx6c+GCX5f65RY1FvnfjvcR6/W2te+9NKvbvo3j3Tn/hANlgS8smTKZtSF6b+n0HTGhOFAQqRgZ7ziKv7bWIAaezgujokwCQAkIEJSk4XFAULUiSHaNRfX4q1pSjrC3HPSKZQX8aSldwWiyY4lMo7TeUkfu2UG9qi/vvIjtNxfnj8ba66L8hCyE8stMyXaE9+0R4AP8ttpp5ffMWdlvf557xf2NMypjjqvN/DcXmYmLDYkkK754UCyGE3xsGDE9CKKzhhvxVzCzaBkVwcqGEORLc52hgojr3cXsafGOqrPg3BrxtxEhzZTmVeSqxkfj100yLHoYxwGC84uB+ssrqiYg14Gj1UF9mIWOIf0dT1HuQGlXD1sLYBL7Pl1nfGEyKAHx752l8vbeah5b5d4m3lzRz6xR10NWnpJAw6yaaFryJOy+f2rmPoo2PJ/qss3zl7aIdt8aN2WAmzhPH1q1bmTxlGgu2ryfP+QUPn3w/g+IHoU+NUImRegfGgfG47CJuh/rezRrFR4oAPDAllaJNXwNw8sknc/rpp3f6ebvy86m+51485eVBi4YBP25En5ra6TWdQRMRQcTEidi3bGFCfT7tSuzoadMw9OrV5XVh/f3z6ZjzpuO47lpMn6jyeo2iMG/rWzi1Bt4dfiE2fQQ5yQN45od8BqVGBylGANzffE3uhacysldch3ZW7K/F45U5KVpAePVF37al8aSTMPTrR8uu3cQ21HF94RquL1wDQO1p0/lq7Ey+L3fw+e4qDjfYGJMRz1/PyCQ5unv1SHmznbs/yWZ27nIm1OfzHrcx54zMY/b8endLCfNWFtI7IYL5V43iYHUr103qg0H3x3RJEOvraXn/A+KvuRpDnz6/9e38YojQaCieMuI3a/tY4XQ6O4TUybKMKIq89tprPi+iJUuW0KNHDzZs2MD06dM7q6pbzJs3jyVLlrBx48YO7YWHhyPLMm63m/DwX2fj/Y/56+kG7YsyOcDI1OsJlnKvLFNli+8deC/oeMmeLDZ/8j6bFi8KOj46QqKvxs+CHUmMeAwtOCKqkAV/m+1GX7KiwSHHYU7IoTl5F7ucFzJPfIjNyiQkwmi2He3HoRCZ4id5dOFeImPj0BnUDlfvVb/CTw4uDrhCVQTE9DFhiPa/9wSL+h4Obd98lDaPHR7Rz6c77XWU5+5DlrpOodbcvImc3Nm43f4MFQ5HOV5v93GfvxR2776M/PwHaWracFzXbavexvSl09lWs+0ntWsX7ez8+nMqDuTS5HgXm62A4uIX/AVaSuGNCZD9ge9Qw7tT6LXkT9RW+Rf+LruNfat/8KVJzdn/VzZtm8qMZed0CHUJJEban88xh9RnOWed31xJ8mhwWTv/PgLrDEpl7fGXP1bz1axvl7Huvbd8MY/zs1Vy7+N8f4ajVW+9yvIXn0ZRFCSvl8O7thHm8XdbBtHfVnNVRaftCG2zG7tLTb/nlRywbwk83xfKth7Tvf5R4PaKDLFNZ4D9LNx6/wDjwcCurItwuxugsRBtg99zxdtGjLg9TTQ1bWDb9ils3XYaHk8zAJp1FWgFgYgDnZNl7XBYWvnwsttZN/Ecdk88m9IGVUHSmbeI7LDiKHfiMSu4s9Z0Wt++Vd+z5u03gjLdtMPeRuwYRbAYDVjD9PxQksOb+f9iT+NOblxxY7f3ejyQZAmH6Dh6wd8I1morBW/vx1pppaXg2HxWamw1XLL8Es7+4uyjFw4hhN8ZEhPDCbM7uKzI71WRaobB1ZC5wj8+ZGVdqs4tanPQmfwLZMlrx+N0sGdVsBn0cGseAxx+YkODwpIXnqPEuR5ZkSk/0EyrU8TjbeuT7A681epu/7L0k1nf6J8nhrWNjz1jjRj1Wi4dm86EvvGkxqhzt42FDRQ3+jfFEm+5BSnVnwWm/plng/wA7KIdBMiLV+nurVu38sDCl/mg7D52N+zgng33AKDrEWzA2tqgEj3mOC2Xv73DV9+9Zw8i2qqOmePGjeO8887zLUpEScThslL31NOUXHQxpZdehqe8POizcsQlHRcp0o6oqVMBuNxTzhRBHWM6U5t0h9S5cxm4eRN9lnziOxYuebgzZxkP7/6Yv+/5jOX7avg+t5aBZtV/xHaxat54VmU217zxIyv213ao96Md6nucY81BcavfX9QZZ9DrtVdJf/EFhq1ZSd0Nc1BG+MNS07asYs5rd/DF6ie5IW8lltyDvLe1lMnPrWP5vuoObYDq7/LQl7lMnbeBa7KWcUnJZtLtTdz1w6ssfv2zTq9psLjIayO1JFnh3c0qKRLjthN5OI/Hn/6E799ZyhvrD6Mo6vnvcmuO63PtDnWtLqpMDkwBqqe1efVsLep+XtAZPF6Zj7aX8dLqQmwlpRT+ZxGfX3AdRVPPoGXRIhpenH/UOo4Hi3eWs/lwI9LvxA9GEAQitdrf5N/xGO0nJSVhMgWHKKelqRtmwwJ+s8nJySQlJVFR0fkcvDu8+OKLPPPMM6xevZqRI0d2ON/S0kJERMSvRorACagYafc3UIKIkSPiMRVAUBd2j297nH+M/wfRhmgsjaqEzm5q4UguOUzqWjHSmnAAAIMrYOdNkEHRIipGHHI0XoO6cLTEH8Srt+M2lBLu6IWiqIO4USNi1Hoxi8FffuIwM9Hp/sFTFy5hjIpCdLvwetwY2nxGtAFrB40CTvMW+p5TjewVyF04hMCIHY325/vaRdE/Ed/17UfUb6pm1FVzmHDR5Z2W35fzZwAOacIYMfw1nM4Kduw8l9iYMYwb9+nPdl/Hi6bmjSQlTTvm8rPXzlb/XzOb/TcdX6xgQUsBVy2/khv39gtyrglU37B6LjQdgm/vgnE34RAdZIhedEBjyTrSek0CYOWCVyjevYOynD1ccv9cmpvWkKyHwWES1bZq+sf6d1oCiZF2uAzqg6MPMPhVJAGnLTgFnqm2mt3ffoU43q9CCVSPtBMjGfXhjNolscnxPuMvvJSImM7VVYqisOljlZgcNmUaaQMGE6YNCwrx8bicHNigLpotjfUUbNvMliUfcE5sCt+dWgcQRJJ4ukh5aHRrcRolVhZ9xpkx4HG3wsrb1ZOfXA3//PlT1/5W8No0bB72JwAmV/onfh7UyXhTwxrSF86hH1AxOQGDRybi/WsoyDBSHR/cT1osucf0mzCXmKl5Pw+vIOLprS4MStMzmWRSU+l6A8J7XF4XRp0RqarYX4G+cwnwuvfeBGDgpMn0HTU26Jzdoz7L4S7YMliNa212laIN+/m5/jvW38G+hn38cNkP5DTmkBGdQWZc5s/eTjuWHlpKSkQKU3pNOabylf/ZT4xHovX/9qneO1cMoseErpVnALmNuYCaxUNWZDTCCbdHEsIJjDCNwPDSwxgCwkPbEVkvYDWDHAceTwOm2lUkL7yZQUDl6YnEWL0UP3MFa4t7oijBiwRZo0UjS1gMcRREZDLRnE1/Rxk4yiiNTaN1PczKPsz0ET144+rRSPkrUDxWGiJi2dXjpKC6rqhdxt7YUSy4Xx1rwnRavrh9MgC3fJDF2vwGrnhzGxeN6snfzxmMThFYnRKFJjmS6YdrEKurcRcUYByqqvTax2+r0oC+uQ4xsQeJDVai0yOxGWxUWdVxTN+j3YBVJXNbG9X/V+hctDrVz+vv5wzizjMHMH/+cgCGDg1WAv5pxZ9Iz6rg1s/84YnGESMIHzkS02J1Ey4646epg6POmEr9008TX5JPUnw8ErA1uo6edVlM6DHhmOoQNBp0ycnokpNJ+POf8TY3IVZW4dy7F4CJ9fmk2xopqhLpaVMX7nvOTWHoeg3JVie37VnGw3o9I3rF0ite/bxyKs3kVrVi0AgM3P0jEpD29NPEXX6Zr11tWBjTHrkTRbkD9+HDOLKyaHrrLaTGJiKcVq47tJbrDq1lV+oQVvWZxMsrDcwcmdYhBOCzrEo+zapkZulWLinZ4jse67EzbsETfFN2iJ53/o2+yVHEhev5JqeGB7/MRZQUnrxkOFsON7JpXzkP7lvKlOocNAET/AWOFs5bOwKz00t9ZCKRBh3ThgSnXa4xO3GJEv07yeTTDo9X5t7P9uEUJRqsLgormon2OBjbcIgUjQenVyHCZcccEUvmW4/QI7bjOF5vcfFtTg1eWeGiUT1JizViKq9m7gdbOH3Nx5zfVExlW9nALWLrmjUokoRwjF4Y3cHm9vLUd/k4RYllcyYztnfnWZ9C6IgxY8bw8ccfBx079dRTASgsLKRXm8qrpaWFpqYm+hynyueFF17gqaeeYtWqVR28TNpx4MABxo4d2+m5XwonHDHSbr6KJyCTS4BipCx3L9etyWDb8GbKejpYV/IFdlsBL5z7KVbHAQwxHoQeHRe6Wm/A7qvil30rAel2ZU1A+I7OhjusmSq5Nx7B/+P26u0B5T3IsrqQuCkzmyidyDtFE7CI/raie6nlTcXRxGda0Yd7MUZF43Y6sZtNGNoUIxrZP8BrFAG3dQ8GQKNTO8x+Nf5YVI1Oy7M7nyUjOoOrB85Ep4sJYhEVRUGWvWi13ZtASZI7SIY/oHYzMwe0sH7j/0EXxEg7nE6VmTeZdqEoXuyOoqDzJnMWFksOvTNu/llSiR4N7ffTjob6Ssp27GTkWedh7MaMLN6iJ+ubL3GnhWOxmbhg2vVHbeutnLdIMYUFme1CsNTXY2kkMFKvpOUww9p2j6Ksdb7jxbt3+P5v93sZWGxjtl1DTV0O9bsW0G/wlfToPalbYsQQ5V+8anQy2z5fjFanZ+LFaojRV88/gam2hrC8RBgDF9rsTCrLhra1m6v+AC/XN3Kgsh9Sk0DW8qUUbP2RWfMXYDB2ZHrbVQQ6QcLdqu4ahWn9slNJlrCbTegjRASNqhbJ36yqepJa/eXCRP+Eoz28TH0/HmL62mjOjyPSpRIjsW1x5y5HAAHl+W2USr8UNA7/Z91s9D9BnranSbb7nx29qDC4yE6YWWSIGaqnBIdUKIoXV6u/T/PIMq0LHiV2zpMA2BvslL++jxhRJgaI4Qj1W9uiJTylDtEr4W4N4+HND/PytJfx1vh3ZRWHSsLZzSb2rvyWEWdODyLUXLbg7yi/OZ+HNz8MgNHj71sj3L/M4j6nIQebaGPZ4WW8sucVgCAy1CN5cEtuog3RXVVxzCgyFfHEdtXTIPfGXARBoKy1jBWlK7g85QqEJkgaoX5P7f1ijMev0BMEgea1FUclRiRRZn7BE5QZajG7zSQYuzYj/G9h89h4ZMsjnNfvPM7v98un3Cv9rgTvlmrCp/eh17TOvQRC+GMjTKNhXLGqnNiSOYT61EJaogWm5coMqIWwAg3Ok9vMWZv96jiNDCPyrXxXm4GiCOgjRaJ72XE0qnOui+/7J0XbSnn2oI4a0cBEc7bvWrfSQpG+N15F4fvcWh46PROpVd0hfW/YhYhaHX30DsrFCHpSQ2pYI2c1/cjiwx4eSXwk6P4fvmAo+bVWqs1OPthezgfbyzHqNFxiTCLZ04x+zGjEHTuxrl+PcehQsuuzfSGksXY9xoYq5DAjRMUxqmUU2UnZKGHq+NaestdbZ0eWZPYUN9Ookany+ucXZw5O4quvvsJms6HX64MWNKIkktecx4w9/n5l1yCBGz/7FPu27T5ixNDjp3nVGTIyMPTvj6ekBKlJJS3mtX6BZdVSX7+a35zPpqpNzBo+izBtGLIiIyB0OhdMffABADyVlVTdcSfuQjW06fXNb/DukOloUJCiY/DER7BxlMKVW2B6xS7S7E28PSKVf1+lhs63q0VuiTEjVZQjhIcT3UVYgCAIGAcNwjhoEAnXX4/s8WBe+iWl735ARE05E+sLmFhfALs+IPdDHVV9hzHkyUcZMG44AOvyGxhgrmJWnuplk/LAA0SecjJZj88jKWcHA39YgmP1Mj5MH827w2fiCNg8ePRrdSP2rgPfckb1PvW9xyViMKvzqDm5X0Pu13g0Ol4ffTkfvpBHwcTB7KlxcH1YA+biMvY1uLEao7jsLzPxpqQxJFoguVcPrOjJq7UwpEc0O0qaMa9cxfWFq4kSnSQ7gz3EAtF86teEPfJP4q+9FgCXKPH57kqeX1GA3SOR6Gxl08IKLqzdy5jKXO484vri2J7kJmUS67ZzZpW6oeI6cIDwUR39WvJrLTy/soC7zxrImN7xVJudOD0SA1LUeXqzzU18hAGNRn1WVuyvxSlK9EuKZExGx/CpELrG9OnTefjhhzGZTMS3pREfNGgQF198MXfffTdvv/02MTExPPzwwwwZMoRp0459c3nevHk8+uijfPLJJ/Tt25e6OnVuGhUVFWQAvXnzZl/Izq+FE44YaQ+lEdz+Tl0S/ZP7Zc88hkHRcMa+ZN7vWc7jPV1AFoUVS5AS32PYtR3rtFaNIbb6tE7bkzUB4TOCf6FrjypHDDPzEecTo+988eXV25BkAwIKUTq1nj6RZvab/ZNafYR63FoRRXymFW2YTFTmQVx2dSBrD6XRSmonEK4VGRFtR3AFEA2CwtQc/yBW72rkk4JPyNBLpNU9RlqPyxk2zO/6u3jdJNI0zVQ5x3LtOW9TXPIiiYlTcLvrSetxqc/AMVAtAjBUUf8+JepYFBTq/Vqsalmv14KiKL6Bb88eNXt9uLEP+77KJz4tvUsVyk+FovifkXZixCuKbKrZzI+PP0+MQ09rfR3nXH8NuFohseMu8cVb0ti8YyFK2/cwqP8oBvQZHlxo93uQ/x1c8R6Ex+Hyukhr7siuK7L/WWquqiItYJ2Xtegd2mvVVBVgqq0mPi0drUEibkArrpYoysrexuCW6V3tojfQ9M3fyRmnYdvaNVx8YzY2sTMvm7bJVCAx0kaWbP7kfUaefR7GyChMtaok013bTMQomWcbm6GxGcwVENebHqseZYDDydT4fF5rOA1QcDbXUV98mIyTOsrj3HY7cX1auTY8D926v8CYvKBd6zpHHYrJxEk3qM9xZc0CItLMNB8h7ggkRgIx8NIy9BEShiiRCJe6eG4nRjTajqEZJwp0AaFFRud+YswZWOIycbcpRgRro++8RlbQSl1LSz3uZta8/S5zJ4/kokobs8ojcOzaQewckLwyhz5eRGRUGJiGACAF7FpJOi12rUhLy1bSpxwmHdj3n6GsrVirnq9Xv0hFo1DRksXfP/EyqLqSXrs3U7D1R66Y+7SvLtHtxmxv4cC7/2TAmVdz3b6/+4yEDV4N7U9umEcLdB3G57u3evW3rk09+u6GJEtYRbX/3l673Xc8UGXxwKYH2Fq9leWXLKdnlLqLWmQqIiMmI4jsOxbU2v0qH4vHQmxYLAv2LWBF2QrOyjuJCEHggUHLaerZzKtnvsrL2S/zF2Va0IJBZ3EjSqJ/k6ATyFlehinJDHMn02Rv/EWJkfcPvs/6yvWsr1z/ixMj9gY7+i3V6IHWjRVo0u2kDRyCrcqGoNMQlRbsZSN5ZdxmNxFJweSt1+VF12ay+WuavoVwbAjTCIwvU1O0H+iVxvrJ6jgx0CwxoFYgcrOGxnEKUXoFxeWXguskBa2oUO9SJ979plcRkawq5RQFdJF2+l50FoUHD4BeoDiiH5ltoTUx0Q6skbUgqnOpz9cWMc1lJhyoj4hHJ4ucHVbMKZcNxFT7FrHaVva/N4RPCz/lkZP9xIgkuYnV7GbVXUN5+vF3WaJRd0NdXpmtCadwSd13yCOHw46d1H+wCGH6GczaOqvDZ2Csr8QaFUMPZw9mVM7gQKq6YNYlhoNOgyLKvPJ9Aa/llEFbvoDh6TG8ctVoSnN3kJurqsZOP/109Hp/X9HqaaVfncKYYrU/f/DPWkpT4SaNBn26XyXyjWULN7rMxBnjUBSFw+bD9Ivt12VCg0BETZ1KS4lKWNn7pmCJVOeO7f3q/Oz57KzdSWZcJpN7TuaKb69gaMJQHpz4IG/sfYMIfQS3jLjF54/kkTxo0tPov/xrXPn5VN42m/DGRu7MWQaAvn8mMgo/jNfQs1nm1HyFkc0lVH38Du7LRrO3wsw3OTXEuO3M+FZVKsbMuABt1LF5X2kMBhKuu5b4Ky6n8fXX2bf9G1LymwmTJMJkL5klubTe9CdeTh/FYFMFdzlbiRbVjZzwUaNImHUTgkbD6Z8tYtVzC0j98E0ivG7OL9/J0JYy3h92AamOFtKcJgriMjijuZCTy3eDIJDx1ptETZ2KIkkUX34FYlvaZIPs5R972sJytsIZbfeaCgxuv/F7vwGgpe2fU2vAGRZFllbPf0ZczFO7P0arBM+XdP0zcSSk4Dp4kBinuqmh8XqpfvElYi69DE2Ygb+8n8Wuw/XcvfcLRlirSW6tR3NkmtgJJ1Mc14tGIYyhd95GbJWFF1YVYpBFTqvZj3n5N50SI+8u/IHpKxfz2JazSZ16KhsKGvDKCif3TyDCbmFHlZWzx/bj1evU39XnuyuZVHuQS1PSfpVN1hMJI0aMYPz48Xz++efMnj3bd/zDDz/k3nvvZcaMGWg0GqZOncrKlSuD+hFBEFi0aBGzZs3qtO4FCxbg8Xi44giT6ccee4zHH38cgOrqarZt29ZBtfJL44QjRto7ZY3H/2NWAtJFKgE/cr3g/6FWV7zVaX2KAtXb5nR6DlTVh++1NiBDi8EvQXREdi7Vt8QfxGFJJkIXkGLziCw1+kh1ARDZmoG4eSy6U79Hl7wPY0ybaVeQYkTh9oE70FhgozsBqc2ASR/uRXToietvIbqXDYdH7czOilHrrq370keMuDxm0jQq89wrfA/78+ZibllJTY0a5mKzFTB0yDPqexQ7T4+p14hIkhvtEYsCUeyYNcJqVQdzRZGQJBs6XTQul39xUF+ezf71qtRw1LkXYKqpJrlPPzRdSOyqCg6ycsHLTLvpVjLHTepYoKUE79e3UpIRjZ1p9KpzUtXTiNNZgam2io8euhez1k6MQ32OKg7kwEtPgOSBfxTSKnsoXnQhZ+idbIwKp+cpDSQNM3FoWT9cpjBKSw50JEa+u1f9f9vrcNajuCQXqSaVGOk/fhyQDwQrRtxuFwTM1cX9hTCw7fMtzue9e2Zzz+Kv6XVaHfEDLUA9pWWvEO/015Fkb0EnJmCIEln25f8RM2lIh48jSfJyecZ+EvV2ilrCaUkwoDX4fyOiy4UxMlgxM8YV4BnhNEFcbyLaduX0GvX5vTLzMEmaZl5YP48Ixyjun3B/UB0OawPDplQQsdsLjlqUpkM8UHqApVERbI0IZ++mVZR8sYyTblDLN1k+I3EsVGYFS34NPmKkLT6uDfoIdYEc09tGWJ66SxDTTozoFFySFqO2bRHtagVj5yE/fzRkOpo5r6QAQbuPbL4jzCIQaboYT98ZAAh2PzGi8yp4tR0nCnpRZo80ns1r89jWexL10dG8Myya2yosiM0qSXDwxVW0THyZFmDQmoUIipamgFTitfGpLJo6g+m1G4MrV6DJ2YS+sZYoG5DEAAAgAElEQVT3Lr0K++kiBqOLbGEY2WnDuH/3Zlob6rGbWnwXHCh7ilUHGpnxJtQs+hHvvf5hyyBqEdvGYoNXB0gMrtBx2v5oitefi1BUQ+8ly9D1HgSAfdl/qHjkZQB63n0VYnkp5rW7Ce+XRM/F6zpkyAkkEwN9dFpcLSSFJ2H1WFlXsQ6ADZUbuH7o9Wys3Mid6+8kXBdOcngyj09+3CcRb3W3ohE0napLdnz5KXn52xDS1Uxj9Y56YsNiqbBWIMgaItomdQMq+rJSu4pvir5h9f7V3CycGVRPpAK3fHgbTQ2XcWHFJk42nowwPJ7Rf/aX81r9Y05VZSOxrVo2L/2Ys268jdikHiiA9mcy8Aske7qCo8FB6Zs5RIxLpd+F/YPOOa0WEATcdjt2Uwutio0hg8d3SlZUfVdK+1LGba1hyaPPcd6NDxK5ScErCPT792S0Bv/YUfB8FjEWN44bh5F0krrIqt5Uhff7EpyDElA8EmFlFsIvHUDSiESKn96FFGNg6APjMRWYiB8Uj6btc/LYPMhtRGPx63uJGJlMv4uCyXSvxwsyPtKlYV8jjd8Wk3JRJsmjfr5scSc6oqoq6dlcjVfQENEjnAtaU0niMLekWCnSp2Ao1dD3cQHTXSIk+z0QNJLC/v4xREg24iNFwpNUUkSQFdAI7Dn4d16uM5AZ+1cA1ipn0GxOYKI5G9lUQxI1DPIM41DUILYVNHCOS53TaAU3j417jogYmWTtOARj8FynPYRQ9NjYvvMMRNFEXNwkksotnBFtZUvCZLwaPZXhGWxMPI3EHivp3RPSauzkPHwnXOivy6cS9ripDishw61mMRlck4HLZlNDrZONPFbbxKZtwSGx10/qQ86W1ezfr25IXXrppYwKWHxKViumDat48AsJnQy5Q8Mp7aH2FaIsog/IUGHTeMhpzGFqxlS+PPwlT2x/ghhDDPHGeOZPnc/gBHX53eJqIUwbRqTeTzJETZ1KyyLVy68xyugbvtv71UqLGmDR7GxmQ+UGKq2VVForGZo4lK+KvlLr0Edxx5g78EgeZnw1gxh9PK7cazirbjX9zz2doVuzkctUEjxm6CDMbjP2cIFXL9EycdaD6B98mnMPb+b2f37IZl0qXlnh7648NM1NGPr2JfXBrg3gu4JgMJDyj3/w3ndZHCyNg4pLuC4jkdHLF9K3+hDnle/ylZUFgbgLLyTl/vsQAvqy6Q/Nofry8+HAfpqfe46+rfU8vnNRZ82RdMfffJ4tglbLptRo4lsTyBx7KsaWFqSiw1RJeiLsFnSyRGV0ChZDJOkaN/HmRiIdlqAwnHDJQ3ibovbZbW8DIEXHkvLUk8QNHgg6Pfr0ngiCgOz14naLvDb3TS5a8Q5au41FC76k3/lnseNwA/ft+YxpVXt9dTf16IOzzwA4/0LGDEwjaexIhgYQFWP7qf3v942TVWLks89I+NP1Qca7To/E8LVfMLqpiNFNRRQe/J4LUdAqMoa1Ihm2tvnN97Dj1URa0/owVoxgRtl29FkK9smDiDy5k3VBCF3i0Ucf5b777uPWW2/1jbkxMTEsXLiQhQsXdnpNWVkZOp3OF3bTVZmj4ZVXXmHWrFm+kJ1fCyccMdKuGNF1QYwEIkEbsMPptXTqRCt7u9/xk7Uedoi9aZSjON+Q7/9AA9YbXoOls0sBaDE4SdX5F5pRusB7VXzeD42eW2mshcEH62BENsZYL4YoD3ck1zO1rIWnonsQm2yjTT1GhFPCGt1GjER5ER06+p6jGkE11O0DEcRONoubrYeC/ja3rAz6u7FxjY8Ycbk6J3x0KJRVvU/fPn6GsbFpHbm5t/nfmeLFK7poNe+nXSggihZ0umhaLft85ZwOv0nrj58+y4G1WQyaNIWpf76MyMhBHRjgrZ9+RGt9HV/Pe5J7P1nekUD55Bp0TYUMqAANfsPVqvRwqot3ILqcRAY8CbEJ0SopAmR/9yXu0jVM9pQzFhgR1ZuUkeog0mN8I2VremE2qR1z+f7lGNbcjX3UbHzJ15rUz9ZQafcpRgZMGotSu5DkZg/VoxxIXpEvn32c8ZKMS44mTLCC6MSg8RMe8WEOBswsZ/m7F5CY2YqsqBJhWSsQ4QjeMY+2eXGES2St/popA0dzfoyHVRY9ctsDOllnom+UOolLrDdSTV8EwT+p68y3Y/yRxAggafVo2nbxU0c30rvNXDe5Loc383K4b/x9eL0WGhp+ICXlAppNWzB4/A+gd+WDnG23c7bdzoh+vSn8YBlhcZ2nAwbQeQW8OgWjKHBtn31oBIVPy0cR0ctByqhmXzlBq2D0aADFpxjxuqLZZZtBtM7E8PBV6F8fB7O+h+TBXbT2x4AkikQcnswE4NtRG1Ei1O/YIGXjqTBwj5TEXE8hVwPvxMZwqCmD+3WHqNVqeSM+lv2HevCMq5QhFgdT5NUMP+WvaFz+IUIQBOz2SFxmF0ah0ndcNDZhcKZS1msP4M+i4BIi2NjUQnvUeNJAB08a+vLVuilMaB3NR+eqEuiBSoH/PQgCZf2HMz+3kIkzTST3VOWVKYAi6Al3+X/vw80jGJJ6Bq1iFUXWPei96m/97OxE7GFGVrd6OKNZouWlf5LyylIA7OtXQpuvgHPXTizZ5UhuATG3iYSt3yOMPwe9MQytTmVbSpcU8Xb+PN6IegmqGxgiKzRHQ729nqTwJLLqsnz30+6P83bu276/K6wV3LzqZnJvysUhOrhk+SVE6aNYfslyNIIG954fMS98ifj7nmPr5x/TO3Ioj1nuZGWPXdTb6xkUP4haey09XX5vH21b6vgySxmD7IN8x1uTwzE0OgkHUusTmZDzHyamXEOyPgUK4dCOLQw6WVU+agJEjCvWl5Bz8FVkm5NP6so5I/Y2jA4vaf8YR0SKPwTz+8LdLMj+iBfPvp+hKcETlQPVrfSOD0cssxLbPxa32Y0+KZzKFgveAAm/1WPtlBQqXZxPrNMLW6oxjw+ncPtmxs64GIAP7vsbdnMwCb/xrOHMue25DvV4m/z9VVjbaOxcX0usPg0dYCm3ED/QH2Mea/WAIFD/bYmPGHH+UIpREIg63NamANLXRVRUW4mSFTC7KVlWhHF3PXUJRk56YAKyLFP29E50MjhTwom1ibCtBgKIEckjUfLYdhTZS/yc/qT06UPD14eJc0m4lxQgDozDZmlE8nhIOiJrnNfjxdXs7qB48Z13emkpbCFltN9LoKy1jChD1AmZdSh6reo9ta/HMHrVz4D6GcxOvQpdpETP8SZqtieg0YK+QiA/ZiN5kxOItEu4jBpcPbX07lkXVJ/SNnEKE2QeSnNBmkqe1thSKWnoQ3y5GW+dDpMzkbHKfvL6j2VnooHnEucwrPQQ+uEKzyf/myYhheQWE8lMJtUJ146MYGFtI4ef+5x4ORNBpxCTNBVB0eJO/3/2zjtOjurK999boavzdE8OmtGMckQZIZGDwGDAxjycDQtrG2yvl/XaeI0DNs8BrwMYY8PiBDbBYDAmg0kiSkgoZ2lGmpxnejqHSvf9USONhGDBgbf2ez6fz3y6u+beW7e6qs8995zf+R0vDWd+ZhfzM7sonvUpfr4Ptkfnk+uM8NVP3IB7rU799n6uSQt+eq7CaFQcFgyAAbGPRHmOBYkF6GoZN/zwZqzF5/JaOsl2bASwrKgxT/Nx9hVzSRzYwtrt21EUhTPPPJMFCxZ4jseBQRK3/ozs88/jZrOUA6NhhUcXBwEvhWI4P3wIEQcer91IwXM6ff81jzg+baZJm2muevEqHn7vw4wURjjvD+cxLTaNO86541Df4JIJzoDBvEU0p5EO2wzmB4kZMQbH7b6MlcE+LGA0cFgq6IGUF4xpHWtlIDfAAAPM796ATPWwf6SHDCUOshb4GptIFLYe6vvDHFxQUcfM0X7+5fEb6Trh08w6YQmn/2YtNlB+6aWokQh3bX2e3+58kFvPvYaG6ASqTkrJ1p4Us2oj+PUJG7NoOfQm0l4BgugBmHc9/3HxVuxPncP9P/w16p6dzF04g1xVHU2L51I327MOh7s66Ni6icVnn08pn+OBb38Rs1AgUB9hquIQLLqEDfAns6AoRM44g+jZ7yJ69pEIvLFkgrHqOBVL5nDSh/8JgIOhpJO+t5quRJ4PLmvksgs9FG/nSI7O7Xv5zpoBjmsq44KWEHVDHfR9/RsY40j7yveeT/VZq3i9KJpGQNP41/+8kvv62li2dTXixdV8V9bx+YNOESGIf+iD5OfPZf7K44nV1FLK5+nasYUK6SKEymhPF0JRKa9v4DOnTuORrYt5rW0Wywb3kH78Car+5TN0jOR4ZvcgP3++lf8abj00h5nJ7qPmdVBi6VFi6VEO4kJDJ59EcOmSN23/D3ljOeecc2htbaW3t5fGxsa31efJJ5/kk5/8JNOnT/+Lzl1dXc0XvvCFv2iMP0f+33OMCA0khDKHOUZsb2MrpSRcnyM/FMB1BPX6RBvFfWPnhVN647zxAdVljd/iWGmzx/GYufvdKI3qm+fhHZRKJ8+I6hmctoCgMWHMRfTDK9A4CAVkcQKelBtuZOm+58naWygdn2BVl7cxvzY9wLqzijCeEqsf5vWYcUEHHc9OLGiu9Aw+8zDisQfvW8p232zOmLPyDees2i7xlEW6yoMxFLIZBkc8b7DPqMcsHcl+nc3uOeLzjh1HZhVaZoK9Gx9EKBMbedtOAQ2kUxNe5kLBU3zRpgxK0100nhyh4P6Odet/wfTZPyJQdhxVwYlIm3VYaeZLbjqHr11yE9NjU9l/4HoMXx2NI17+qelG6DHnMdV4lfKkRU9DgEL+aEZlnSEAuksLePWF2cBsVtQ8jxASpBdp0m2JUCQgcc3nGRmZS9kTnyCWL8FLE8Z7ofMpsl2tzHzGu996dR6784uEd85nY+FUqvx3syu8me4dW6mtPZEnhy5mfvBxpvRswxhHNzhSw6coxKqyRP27WfhKGg8rBFvmRQm9zjEypdWhWzuNhdN3EUg+zFll0G0q7MkFWdlxAYazB/AcZju7LqZz+xkIpYRQ7kK6Scxi/ghmfIDavou5Iz+HiyquIj26Dzs6lThw8CmdcswgjO8XPd4Hl5yV48DeqxkeepL927+M5VOoOdx5Oe40cqTKLR06+3x5Tqhop25jig0LY7gHkQ1CghQESioZzabacqkv83Z5yxo6KZ5zJIGo5xhRMQQc5OVMtp5KW8EreTxozWCpcz/xZB/q37ljpO3lpwHP4WY7VYDHKaNqQwTFfaDBbVaAlZrGj8tjQJpPFRUeigZ4OBIG0qwuaswbZ24/LrWNx2MrCLXfRym+lDE1hiPLSXekMYNDFMcaSakh/nV5FSf05JjT/DxqehZOtOHQnMayGt2v/Suhml1MOs1Lo4kAL1dPVHnpZWKxffasj7G12dvsx+Q0qpgwhN0wqBn4WOcHeU/2eEKKCmUAs+krtCFMT6/lxyt25Q0fpqrgJCd0cqlnAr2QGxzFKU3owMH1r/DQL++kZeESzv+8l89fuScPIsyHu09iT2odJ+0eJWxa9F0wwFzmMvj4ALe2/yfrQ7upHC4jvfUG5mzcR1+LZLRM0JKoRimVeOXeO9GOn8ZIYYSRwgjdmW4mRyfT/ckrsLKQ6Ps44eAUVlSfD8DCwZlsSg/SO/gEV8eHaOma0J+VloeA6s10sixs8avAADN6Ld79yfPYcuNT1OhjLEyVkzYVdC2IxEWg0LF10yHHSCB/GOpmxMTNejrJ6hujzGeDgN5nu5h8wWT+eMuNzFxxAldt/ClqeAeff6Kcxy/5uvd95vP85jvf5LHRCB+uOYmVRUkBcKTkp8ECgfYbEYYFK+CModMZ/tpm7m5+khlzX+SFka+xuT+MKuCzgxZleBuMm665nGDKpae3k8DyFnLJMVwEry1fRUNPKy3Jfbilp9n62CzSg1tZcfH3eKzjceL+ONGUC+PjBDUvf6Bam6icseZnt3Li5y9CjYBheM+doxZwyGFZYwih4XtdGW8pbMzQAJn9/ehKOSmhIjcPovnShLJpul/opnvoNZpkFQhQhrI4QkFFYJs2ms/7rlMHUgQlIDTuv/o/uPw3d6BkE6B5aLW23+/l8Ue/BMCis8+jcc58ph/rrcd7f7KV6GCOzHunUbfiaNLLvT/ZQtlogfauDC3nT2X1o3dxw7YfY8+q4PH3Pc5IdyebnniY4973QXxhC5+vGuXPLKv+Py1SSgLjjpGexvkHs0TIO3Ei2hD2MTaD7zJxwyAD4K2OCqmyCYeC64CSV6gsFfBZLpamIAX0RH34fYKCC0XCJMLVtIWP4bEpH6BLNB81l+fKV/LcsiNtpmEZZ1jE2RWE1StBkVM4ecjmvF6LWWmJ0nMBMVOitsPZDaPoisGm0WdoDHQTXPQYt2y9jAOpZtbLBTRM38XSVpjXKfni/Q7XfFQ9In00YKrsrWtj4cBMinqIu4ozsV7xUn804LvROIPJIrVzfbz6xL2MjnpBg9NPP51jFyyg49e30/vjGynPTayb0m/QGzJpq5rEwh06O+vSWLpkMD9IfbieA8vqadzUx9OLFPxZLziWt/P4XJ0qK06fb5hiWz8b73qAVI1OMO9jd2knaTNN1OfdLaHrBL75Ddbd+lNGI0GiuaznGMkNoqTXcW1dhltHDNJm+giS94FMB8eHLbblNboznm1YMoeZYjj0mwoNpd5xGwGGohNO3cDiRYz2P3fo85Z9e1lcZxCyYkxKJ7lp7S342muwurpA13mpdTvHbJvOt9b8EC3YwVefms5t/+szgMeFddu3vsljhQaWrDqTb73X49YqWg6r/vMBztx7G/WxIrvHvTL/9dJW+jpuY9UJO/h945e5PxOkkHAIv7qNPWuuYEnNEqbfuxPdhHQuxWisdCggVfDpbJtciT9iYS0c4ezFnyfTu5uZ7/s+v9v3O5p619CR7kBYLtOSE44b2yyRTyX57TVfpHz+DN51yae56f3VPL1X5YpTpmFZKaS0qYtKGk6cyZOnLsZxHXoH24mveDfF3VvI3eGl4TgzJ9Od7mZSZBKmOYyi6ChqlPUP3Ud2eASEoG52PWyF+t5Wlrz8sMcTomk03HA92cmT+MPXrsJ45Hd8+hd388B3v0Hf3l2cdunlTF15PLd/3kPkL3n3e2lZuJQ59VHW1s1j2eAe8q++ypb3fIT337qWOf17uf2VW73rC4Ro+fENSMtGqApSCNa99Bi/NJ8luGAGV077JjueX0t27RqaC2lmLGik4YtfQWh/nzrvf1quvPLKP6n9FVdc8Vc571VXXfXWjd4Becefkptvvpnvf//79Pf3M3fuXH70ox+9aa30v4boqk6oqKIfTlY+7hgZHHyEaed1kR/2kxsKsLByAp2hWS6Lt6XwWZL2pgC99Z4DoLN7LmPlWygbm4siJxwU94ZLmAL2H1qWwUHBkgprrck0q2M0qUfCKQPZSYRyk1kc/RnfUU4nrlnMpUTQN+EMiRyGHtFDFqbpZ2TvAlxho0gNrRCiYaAEbKJt3kQUUQDHbZw4n2EemRfYfPqE40JRU2AfiRiJVIyxKLOe3+3YzLlvkFXQ3F2gubvArsoONpceZc19d1N+7G6qp8HTI8Oc/Dr/Uf/eVtb89FLqps1AqCqB+SWCeZumngLtTUFKcphd2++l/LC9qGUlwXVJD03k8hcKPUAVVfNzhDI2WlOKQNEhIzVe3PEVbhjQeeLCJ6gOVpMaGiTRN1EeLdRd4sKHL+S8qkpO93ehmfLQFmx16tMcKB3HceE7aIk/AkCx5PUNqiYFR0ciUHM9EIKd+Qnyn5xbTlgdJZwXzGzLUjdQ4vlaH+GGPJXVe9i67ROcnj8a7RDIF+nYP4HAWX7cfha2Jrk56eW0ugdSrDZ/RaNSzvbSPwGwLX8exe1rcLS55J0OHh77BiU3yMzMNcxsSx4CJgmgZriEUXJxpMYj6atJlKZiSx+WDBCL7IZ51wNwWtJixY7LUa1p7GUlncULWRa+l7GS592VroFqzEcoz1HMD1HM1hH35VkY72d3bhKdGQ8V0Flayn0v/ILYr5qZavwLZ8e8qFFgMEyvWU+9vpNK23vIMmaG4eE/0tKZZ0pXgT+Wnce+xDRmKzehChun6KUsbM2dx9bsJRxXczszfBshB9GMRTLmpTiohoNT1Di/qDGtskTuMEfiosgAa2XZoU3NpN4CNQMmUkhOShagQQchsLMVh/rsLx7P/uLxnNlXy1/o3P4fl93PvMJBxIbfmkh/Eoel+1mqxYg6YVjvdYP0axObwJ2Gj+d3TyFl+ZnS2Ekw209AfZxA6hFaQz9g9rw5FB76NPnqRjqevgaAsYuiPFOnUn1PkSkLrmYgcAqZqZcBILtmkBtoJjcwn/j051BcH1IrkkqewH/8/Kdo5gDXX/olGLdhD1Q3H5rL7XySIWp5D7/3CPRiEjUj+FD+RFxfHksrYAVGCY7NJKhGcfQG7tz6BQJNBptGn6Y338oz81o4OzXGQU1pDk44wEd7c0QAV9Fwz/hPRvvSaE4PdZ0N7L1nK41neA6aH8V3MlDVxbnbUzxz7HIClmRs82ssDB3Dsq5G/AKa8sdCHlqfeoYLunI0t0TJzDuXwZDD1lCSTyV/wUW/nsXVxX8nr+bYtucHXJ87k0UtC9nXPIXGvg7aF5yBm5DcFeuiUitivDJMZ/2t6H6FvmNuZsrqn2Dh8NPK57BzLWxsH2RvaAp7w0Hi8jHWXb+TUxc/gRlKIa16vnvqD5ivbOaqwvd42r+IO+XF3LRvP+fOmErBtBlQctS6IU4fGGN3vET1whEKW+fyq4Ys++qHuST7INuf6GC0f4R9N7xMxUqb2sIF1IfWs3/T/WwfiZC3BlA7hzjdbmNl2cS6rgrBpVmd59BJ6NVU5ar4zNgFaALqZz6Ca+eZPnwNxddm80DN+WSEYEyNEXVUKrMh8mToeOkFnrbuZxVVbFl8Mi8uOgkWncStvR8jXJ9nhG9CM7x8V4Cv4unw+62bOAj40xWDsBY7grvITRZZ/91zEOfbNNX8G34W0LP0exTL2hl+CYLBaUwSX+ZwyGfPoh+Rr/RSPl8rLuV/+65iXqabL5R5kay+7WdxYKiS88SxVMsyHo6NcP2Cak4YynNjW4qk/zd0df0KLAP1eB+T130dvxriqa9/jmm8+9B5unbswFEU7j3vMn5vlvjwbdewf6CfePACGobOAiFIPLKP6mPjbNl6Ga5rUcj18pz5Ye45ZgGfcn/BGZvO5N/79tGw+recTBXZvTavyLvZ+MyzWIlB2ve1segDnRSLvcyf9xPi8b9PWHnH577MhlvuJRirAROEYjFQGWTbzDglYyKCr/VDcKdganyM18wG+u0I2c4giwMDLCrvI6B6huIz5cvJqiF2Ozr36gHS+mzykVUgjkScBmUOVyooCZO61n5OGdrK2gULGZkcZ0Wmn0u31/FSeRRHwJpKjfWVGq4QrK7RWV0zYT/WFk0+3uZy7Ggl1SXJ8TXvha0Qq00TKW/ntpFZPNT6bmrPaEe4RZbsl7QMwnfudHjlxAl9Xjfqp26gkg7NT2t4ChYaUVFkpjbKSW4ArTBKyfCzN30A0ypSUAssPnYxCwyD1lNOxU2lOLid9s2aRe2X/oPVlUP84PFruWJTnqhUmNEdoafeJL99mLFgB+2LTmZglspyd4DaLQHGutq4vv0LTC82oaGRUjP4ShAYiVCzHX7NtwBI/u+NZKsNjPIYakWATKSMngrPfr5w2xzkzDL0h/pRi2lm8jm+EN1Lcmcc34jNx7PnMBIustixqSlroTOY4M7hNMX+JNkt13FlpUM+79BV1s2M8ztxrTJQ0vTtPINjF1yEMXUO6k6XhkE/qYhNbbYfX51JZmWRwu0qgVIRq7MTx1AYXlVG/+jLtH57M+pZfVRpLrXyOUZG5+LzVbL9uecpde/jDPZx+0v1hxwjW7qT+LMvEVVdwmMGhqlgmAqv/vaXXHLRE9gmLOi9Fv+Oqdxf9z4C025E8SXY0v8kc0zPMn3tmcdYM7Wbk5kI9h2oz3HeiQMYZRZ9heugHJ57tYZvt04gcE7cUkFf38San02MsvGxB0kO9JEc6OMXU55nDrv58Pzvkmy32dd9KVL1gqplZUtZuuRebr75i5gv7eXZJYP8c0WKOeMO5hcL1/KdPxh8dsoxTLVeBQQvFOdTds9EOqZuOUwCmjJDfHCvFwBJfQiG9Kux230IJU4pl+PZX95C316PNPmPD97GM7uu5Ww8TsWNjz3Ing13M2W5n7sqPwBAbtMm7vjGT7mycxcn9U0gyfPLW/jmgcd515Q1LF30G67+yUu0bNvJUmpJd43ifmgv/a/eD67N8HHHETrpKbo3r2Lhgl8RiRyZjv0P+Ye8Xt5Rx8i9997Lv/3bv3HzzTdz/PHHc+utt3L22Weza9cumpreGbZ4TdE4UXeZ9YH9dK6tg5xCLultqgYGPaKhYFXRI9ySkmz3YorZOhZE/4CVqmNX4UQmFTcg6hKYtp+B4SbwpSkGBwjmPOXlIjHfgMMnL33sdao54FZywK3kYuW1Q6ktAIrrQ0iVh8QsdshGsCAu2jnBN+ERPxwxogdt2lqPYzTViKhahz9fT9qciH75U0dG8jczh36qWcVLaKU3JlV0zCAiX0PAGUHBix7YxQiqkcEIOxhjQaRjYuYq0YNjKOOpPaGUdyG1mQK3/epngEsoYmLbGunOxfSWDwITubz53m4yo4IWZwdBn4/9g59jge+PNPAiZWmbnbMiBKwdFKSkYsyi4Fc8AtZnvs6iV15mdeA8ugrLcEQWLT6d3jXl6MZ6zol9FyEkbZND7AjFMF2TR/Y/wuzuMtb++vYjrrUmYaAiWaR5kYXKMe+7daTGgdJxAKzNfoTa0ouotsvo7ueYFjE4v2E3GxMNvDA0BV8J9ion0146FonE0lM8ar6faW43n+kbobtwAuWhB1mUSJAvDxDO2gTyb07u6V62NHUAACAASURBVPZsQw+dR9LopmVsHVIqSCRSWBTy9fQnnqEpcD5SOIhxyPyBl+LY2kXcNnzRxDh7FzKSHaBC6yKojPFw6aPs7mkinmrGto/OVU9mZrN0XQ1j83r5X90h7rYOJfhQlGVszl1ASYaRuNh6BoWptJz2GFs33YYofpLLpnpQpGiwmT+O+98KbhmThqrJCJc2cyk/HfgD84OPsmfDqVhuiJWR26h0N4JUSeYSsG0J1aMb6HeaaNvrbZzbyjYyM/AigXHemzXZixHA2uwlLAk/hI2KmlNJiSpCWpZTqtrZNlRHw0JvUZ++MIO118dzqc8S17pxxtaj9E5FTNvNzP3e83iOfxAS8HKygfZ9HyDdfTQqqnrOn1Zm7G9NunaP0DvqOUVcu48Z3Qa26+ek7iUM+jp5bq4X2SspDsOHpZftw0+sMJ8V6Wo69XU07gqxr9GPHrSZsXEHU6Y1s3LsgwwZCdqVBHPzdzLJHmEkcc6hMU7blmPZmh9gKwYXvBzjtnNWY/bPplS9DJKVZITEL2H3geUsCkC+chvRvZPwh9ailvn50CO3UzfUSS48iUjwo7zSNEzF2CYUEcGwo7RZZxGomIFZt4NJg9tItDzCyPQHDp3/QNcn6FOnsGS4ngqflzYwNbKQ3rwHuW0rwBxAFvOYKReJitPoUDOzQHpDELP8NGqCESDC8dVnURtZx++GBznn4d/zfNDHH2u9yNmnWgx+NWkpbcoAoeRdPHTnDvIrP8fjW35Is7WGvoCPqSflMFWbZSU/q0cE8e49zKtqpPcYk57wNv4pexE/rnqQDeumIMK9fO8Tl5PQYyjZAfRcDweCj+EffJqxoOBCW2H22iDF2CgvByJ8ZfJ/okuXgjpKzHGxpcWw3U5t3xrMYIG15bM4N5jEsgQ3dTUT4Elqx04l0VDLz0OXg+vyqY5RXmp/jsem3YJw/fy4/T/Q9ADVC0con5GmqPfzxSl1QB1L439gPtsoexds++VMrPilrNcSXFTdzObkdfy7djNoZTw6bZh4Po0gg8TzkAsKhAP9RD9U5Dr909jCx8erRlmYTnOPuIOr5LeoVXt44PwPIBWF3bvTXHFsGcf2j3DiWAUkM1hCUNcbpNqfoazSRXNtFqW2c5XyaS4trSZY8HFP2Xv4YuN3+JFjkZDl/FNNhtP2a3yqO8wvGnI8t+Qy5u0w+a9mC1sRjBonsCxUYDJb+GFniC+Uv4oIH8BB5ZfOZbTvGuTDtT/ihMwxfGHWCUhFcnlsiBopMV2dW/T3Y6kaW8uaKJlBDF+evZPhqdqVrM+XeHd7Kz+r/QmB3jpemfQV+nd3Mxi7Cd2WWHoeNwTZ6g0YPSH27e9hfnOYZ8sy3Bh/Ekd0Elr4LnprmwHwNSlkZYDHklEWBHdycn4691WMMfL0/bzH9xoFAtzJpbyoeQ6p6/h3ti5+mml3Pci6Y1cRsPOc7f89fSPfZ6RmAatXXopBkZrMC0TIEQq9cyWn30kRQrA/WM0r08/lgpxOuH4LdcfeRrcvD6hIVyCloDsDy25S0JIK7Uuq2eY0M1xZw4qZnbRFFnG37xOMxXyM6mVsib7xZkm3xliW62BOupWU6/Du+j+g6w5UgNwepq29mlXdr9C04LP48h4XwruzaV7OqayyYOmK3zJlTiNPJKJsKZ7EWFjBVQQDfh/fGqciU13JsoRDY95leuYkZuYdbtVdnFyIJ4tf58GzHmCY9ay6Q9I4KHjfUxkeWWGSy8VIa0HWh8+j4DTgtwqgwhLRzmQ1y6iKZ+HFQSk6zE5uZPb+NtJPPEZ3YgJZOlQWQJvqUHbhKeStnWQ7TS4qrMB3zExG1Hm8yxSMWhrPtuk8qg2SK38X+6IKk3Muq4HVmQTpmXMYNQRZTdCU9yMkWIrAVBxUKSizBGWWpDHvUjGcYuG+BCFF4FdDNLSczWjVTJI+wTogE5tG0JaUlZYQykFJSuoDc5lsgzEoMftgiiO5zoGOn26n3v0quuvi+seYVpsg82IYWbEHWb2TzMx1+Of+kO03beITzqcpT43R093GAfqZPL8L35QsbR8uY6jdYnFLnuI8FxnsY5qr0n3HyXyyey5L4iphxc/QbzYgUCgTJifXnozAYbKVY/jlHkJhH8M72jnPp7Dw3Q55M82U7jhTOwwalQn0dEArUlMa4Zyhx2kvL9BVC80jZdT4m/GpAWy7RD5lMCVcxHFzdOc1Ig1j+CMmmiUJ5h1SZTqieCvfawBHwqtjcZqHm3F1iSMtHNemtXU7pbE9HCQCqDD3gA92t93L6KO9VJ45CgiQksLweoqPf46mzWtpo4LliQCxxaPkVnhY5Op6h5OfjlEW34juc7F8CrP72xkUzfgUP341hO73kYq7lI11Ybg22akKpSVZbDcPOoQbfGS6w2x7ZiIwWBEd5dyoRfWCNFoxTiDoo3KKimIFcaocUjVzKBvcxcdfmSDeLM52yZ3uYE7dxJnGJlwLXn7+87Rs9vZQqs9hzuIRWg98BX9ZBcWEn7HeF6gt9qIoAYLB5r9A8/xD/n8RIV+Pk/8ryvLly1m8eDG33HLLoWOzZ8/mve99L9ddd91b9k+n05SVlZFKpYhGo2/ZHuD+e26meuBJLMUgm46Q0wz6B8rpq6mjMt9FimqKMoLQShhFlUzJiyUq2FjodPpMMkJwbvxZhp1KEoUqQsIkZBsE8/VEpGTUiXJX+OjqB5MVb7PW6Xo++KVikKiaQwqvbSDXgG7FWBsaYggPDt0o0nyJR9hHPdNFOyFR4MHEShTFRYlYjOpH5gcLV2W67MGQNsHoMLtzs6h20wQsP/v8YSxUctJHmciTDRWIiRxSMRgsRil3bcqzNbQ5FfRqLuWhLqQZI1aIMCnQx2tKkC6rgmUkiTuSsBsgVv8SsZJOe/8ZxLQOigQxrBhCX0+4Nsuu5Hx6FIWwKNFQ0ghZBhXGfgo+P5lMMwFpU1BtUk4Ng5pFhdFKUahUuwX6iWMKQQmVJmUYQwQod4axSw2U52ayJphj0J9mpjqCP1dPEQ1HH2K5up6O4olIs4ZsdAdpRcVfsniXfJmsP4BtuvQo9RSJMxKBmN/GLIXwp6LERB9CmGw1TyDmCvqNNGOKYBldTBf78St5DFHCZ8bZUjiT/T7IS4NGS0NqOQYCCdqcSmop0FgM02bYqEqBU81hLF8SV6qMlGbjV8eQvn5iIsWojBBU87yXl9ninsbO3LE4CBYGHkfFYoO7kn4VmiyFWPA5+pxlmK5BvBQlo+dRgIZ8NQMKwJE/1zItQdjXy26lgkE3TI0jEWaMessgr5bo9eeI2jphM0rYaCdvDDPmVhGSGo5jEDTL2BNMU2Gr5J0QfbpFizZMABt/oRbFHefsEUX8Shpb+hiVcUpC0ORI/OHdDCp+SlIFCYrrR0MSsQJIO4ShdtIXG6K20EQm7/3WiihkZABdOEz3bWOSbwcVJNkup/Oiu4gmkcEvTJBFtsomNCRBYRFTctTko0SVYbIBA7sQo7JsF1o6TLJ4DIqWY3cgje0GmOFmqNR34XNdKsgzTTvAk+aHaFVUwnaQWL6KsJqlhEqLEuOK60/+kxjL/xzd9E6N+51vXUGotZ74lBBqpIdBN4OiuCAFph1AUS2EtNFcgRQaugzgFyYSFV0r0Sk1Bq0YtWqWmvJuVJ9FNOdg5BX80iIoimwNNNCbns5o3qBGT6PrDvliFZPDg7iuQ0EWmebrY3l2O7aq8WxgCcNmjJxbwZ3JY1mq7CVKHguVvBJkYbSN6eFO8kU/j6ZXcGJwO0HVIScqiOlJkjk/Gg42AttVKAk/KDoaRVRhUZIR9A6VgmIjrFEkAr+iEpUOFiWGUBmIW6xpibLUVKmyR6lUDIqKiz2gU53IUlRijIks5aVyFIpk4xqhCh3bFeiKi6462FIgJViOhiVDBPUipmsjFYmOjupCUE0jUVFcBxeBKxQsJ0jJcQhrBRQkeWmQcQKElQImOkkrRqU6RoAiQtUo4kN1i5SEjkCiaBKJRsn2IVwHv14CqSKlD6HmQIK0VVTNBiTS9oEwUIWJi+uVkVcVFNcA4YILkhI6JnlDRwKaKVGkAvhAUVAwkVKiKj7CIseY1BBSQZEaQjgo0gIhKblBBBYKIBQdb3AHcLCEClKiyHEicXFY7EU6ePmHCkJoIC1vpkJ4IA/XBQVcQEHFG8FFQUFIAdLBFTZIgUBBVySmVEGoeAl7niEvpMfk6AJIj2dBCgUpx5mVhKerBDZCAUWCi+qVqccF4SXjHORhUsYzaxTpYAmBx9kuQAEhhVdNzWvpfe/gsbYLBZ8wMYUxnszhIr2iox7qYLwqmkSOz9x7J4WGMn5FSJuDqUECBynEeGKUNwVXglQ857pwvZKmAFJ4FZqEVLzzChWJxLtSBYHC8WddwtIFB1kY3lr+lnTeVd//Bs2di5l27pfJorO/9xhywk/KKqe7OJlhNU7WJ1HcIKZukFU1TJ+Bq6jerRszQUrcqA8MFakJEGBYJfy4BCnR1NFLVaqNTmsqx4l2svYkXF8fxy9/hFGrAtPVaShZ5Hf9My3odIgce9QEg4UqnlaPLAtaLXLMsgT1lp/Osn62+WuRMY2xugrvNgdUlISJcCXSpyCKDkiJrgj8QmKILJMTXbz/5R7K0zlCuT5AMhB12d2kEc/5MK0x3JbZxArrqKgNUKsFMDFxjDShxzVKuUmYRhR/MYGQLrlKeOLkpdxffzzCcpGaApriPVSuRJguOC7SUBG29L6jg5E+AdKneu2k9H60tosoOciQ7h23XHAl0vDaKWkLGdSQfu8elGVLaFae0fA4RFmM/35L7sT4b3NJFlISsF2CjvcasF0idomYm2CPEaMvGkMKgd9xiZccArZDzCpRayWptIeZVHKI+AfpEZJuZRo9vsmk/H4yhkJSUzAdiYIXSValRJOgOi6KC8pBfSclKh5g7fBjCqC4Lpp00DHRHRtdOujYlISPjBohr2uYikCRnr5RpUR3TQxp45M2mjTRXQdd2qi4aK5ESpWcGiSlhiiOc2KJQ/1tr69rokoHxdMsaNJBkd57BTn+3j1UeUYc/IxLUbHJa34UAphSw1J0LKFRUjRsNBxV4ODxglmKIGjbnJZZg2FmUDSdEiFKwk9B8VMUfgoiQEnRKCgGBcWHKTQcVcURAlsR2ALvVfF0d9x0qM+laCm0ESXpgbdUiURhWKlFoqC6jveIjBMSC8VBCtXT/hKkK0Hx9KEUKl+77P1Uxd9eyd6/pr4rFou0t7fT0tKC3390Rcp/yP9deav78Y45RkzTJBgMct9993HBBRccOn7llVeyZcsWXnjhhaP6lEolSqUJxEQ6naaxsfFPejAf+tJX6Ul67PujletwtRIJN8DD5ry36PnW4sfiImMru5waNtpvj4Tm7YiOjfUngnd82MzX+v+q8/hbkiAWefS3bvgP+R8Vccis//uVIDY3fGQpZ81veOvG4/LXWjT/Up3nWBY/+dhlWHKMeZd2kHd8vO+1/X/2fP7bc0mBelglL1sqaOLN0VEHJScNQuLNiXT/HLnLWMXAluJ/28Y1KvjN6ZuOOv5PzxwH5tGVUtxjGrnKuvuvNse/V7m18iwik/r48Ja3U3b9H/L3KjcaH+fKq3/4ttv/reg86Uq+fdWviOWaaT73KvpzVXxi96tHn0fqpAkwLOMMyRijROiRVbhSYbOcxqCMs096JMLyMML1P2dNa9RG6bHjR4zzp0iUHLNFF7qwaRRDTBLDlJMhIvJEyRMRBf5YtoJI6/tw7WFcZxBp9+GYO46ch8/goqnPHDX7O/dfzogwULTJKHrLoSDAwNTnOTP9LClCpGWIJGFS468FaeAiGJIxcvgp4iMn/fiETYQ8KcIUpI8iPkro2OPOzIPiwzpk28bwUmUrRJrpopdT1c2comwlj8F+t55bnXPpltWEKBIljyJc8tIgLrJUkMZFEBQlLFQMLMrIERQlAnh/YVEgTpaIyBOmQFTkqRQTaZOrnQW0yQaaxSBTRB/VIklETHD7/XjS2ejhPJ/a4+1LHCnop4IeWcWg9MiaVVx0bAws70+YGFhoOGh4jg5VuOg4jLsOxt876OK/LyOfkwZZAlhohCgSooDvLfocLiWpU0RHx8GH9bbW5b9EXCmwUCnhI0OAvPRTJZLERO5PGsNz1WuU8GGikZcGefw4KDSKYarF0ZUs/xJ5afFPOPH8j72ttv9wjPy/K291P96xVJqRkREcx6GmpuaI4zU1NQwMDLxhn+uuu45rr732LzqvE7CoLuzGJ00saWPbAke61I4TEQqccQSZMr74CRRhj/tToUpN0eFUkpV+DGz8uKTwUnGK6CRkkGHXy+WbJJJIFHrl0T8aHw4VjucBd1UTXS1gOAJNupQpQ5ytbuB65yIy0o+FdiiaJBGUixwaE4pNs4MoUiesDJMVflzhoiKIOho15JHCBSQp6cdGpWJcOQWEhe0aOMLBEDYFqTMqQ0igWaTpkhEkggrhoRJ8WBiKTcb1Hzq7iUpSBgliEhYl0tJPcdxhoeJSLvKEsTGlD2tckWekn+L4o6XhEBNFFCQhYWK6BimhUZA6FRQJ4RJWM4zKILbUEFIliXaEU8SQDj5hERVFDCQ5VAr4yEudSpEjKGzGpJ+S1PALy+MGATTpEaIeXKwPGjsCCGAxhJ8cPqKiSECCgzj0l0PDQaGGHBFseggigbiUGI5OVjMZxUeTkiQhA2SlQYXIo0vhRWilwC/BEhCnRF6BDjeGRBDEwsBBEzYZaVDAR5QSLgpZdILSJipKjOInLF2yQmChEaZIBBMhJI7UAYkULjnpIzcOmhRIykWevNTRhEuVtCgIgTMes1SkJCt0TKkSESUSMoiBTRkWKtJbWKVDhhBSHE7UM2Ew6sJBlZIewjgoGFLSJEbI4Ue6fhAlckJBw6tQJF5npinCIabkKUidgus/dB0CSUoGDz07CpL5JNC1PEWpkXTKsDiypLUrvDublT5KaFSLLJpU6SZIPXlUYVFAIyGDKEgayGEqkJU+MtJTiHk0uretg/nvO+p3/E7LX6rzFE3DCWuQ1SiN1pNTXTYIFS/uI2A8wuwiUKRLXGaxhYqJTpAipqMRU3P4hYktFQbdOJMZxMBih2xhr9tInUiwSt14yClijxv/mnDJSYM9sgkXQUnqPOyupIYxTlS3Y2AxV3QQEiXSBGiVk4jJLJPFIHtEE7arMlN0YwiLPUoTJUdjBj10yFrSSpCiamC4Jo6iEsAkIEs4UsFCI62EUaSFQEcoofFouAPjOh0EulbkzGyOQU0jLfx0+iSugJKWIWCVIaSJFL5xbQGKrbCLycjxTYOUIIWnkxFeMRvpiIn/jz+Ji9w2NorpSBQc4cXiXLx2lqMiFUGVSFEu04wSJYCJKlyGKcOWKoY0UQQskfvYIZoPG1sgxDiK4CBKgQnMmDxCrx2+mXuzdrDYbWWrMpFG90ZSUnwETT8bxWGkO4eHT8TEG/n6Q+Mf3jkc6pvLYXSpR3w+fKMr36TH0XJky4As0SwH2a0cngL8Zv0n+i6RrUd+j39DUvQH37rROyB/qc6TQDa6g6gdI7P5gwy6SdroxsDEj0kZOXzYGMKiCosqkWYOnW86nik19st6dsrJPOQczwZ3BgX8GJiUxm2/GnKAII9GBt9RY3TbFUcdq1NSJNwQpfH1LE6RMfzMEwc4U9lBTqg0MEhUFDhV2UyZyB81xuHSlp3OKHdSzAwdcVwRMVSpEhRTmK68hgBsIUj4w2TUGKNKGQW9EyeXwyltRhE6hh4jEmymsXCAE9Udb3zCP1EcKbDGN7oOCiGK+F5nQ7xe4mRpUEc5SX1nnbCnqls5la1HHbdQSBKhShlFJ8t+UUeDHMEvLCYxwiQx8gaj/fUlJEqEeOvggYWKjYKLgoaDgff9GsJz1ryVuOM6Wx56Vd70c5g3DzwoQmJgY2ATJX9IFaYIUUaOVtGAgYVPWt6+AgsfNjrOEWMEMAlgAuPP/huo1DHCJETkkA5XcamQntPLGV9r364Y8fK3bvQP+f9e3jHESF9fHw0NDaxZs4YVK1YcOv7tb3+bO+64gz179hzV56+BGNk3to8PPXQBUUei+QVfqisSydiM5TSs58s5t36iHG3JDfLs0CJ2j73Oy998Prv1IlOz1eilKn4ZKVIYb7JM62K7XUcRnWu0+7lMe4Bril/lN8w5YojfuvewKX3poc+TT7+OXmMyl2+6z7s2Qlxif53N9iQalCSnMkBeM3FQiCsTnmzNjBBLLCRu3c5HGh8+dPyp5OdoLZ4EwKS6h2lLL2Sp/yFO0FYjhGSts4Kx0iwilo7m62Of0khmUEdv0qhc8hh1Ly/B5+ZYGniIA1OCdDYFqRi0mL7XJESBtAzxlHU+5TKD6wTI6kUKbgVztfWkFD+NZfsJ5BwOFBezIfnPzNA3UBF7HsUoUO0bpCadR+CyX05mf43B1CGTKplmR/pd7Citoi6ymt3BOTQpU/Ep32WeNoysTdHfqFHqqeKZ1lUUpMHC5HT8UuGjVZ9CExYpp5KNpRPpmzdCJhejrmY7U3tHaRqVDLtVtC0WFNwAoXCCXXdNRrdgXtkgqnDZmpyK419FrTHAWRW/5Vl1ATuYxeXibqzaHHumh7HyFYgDM5jcl6bB2EBIy/GM8lFKiSpq9L1sSH0CgAbfdrrMeUw11rEnNswQFSyb9ySJZJapk9PE9vh4be8PcBzP+HSFRSLYj4vCUtnFtGl3saf/PXQNn0ZKtZiu9JOwJuq1nxr9CU3GZn49/EvS/mH6A0Nc7fsRMpalPlVkyJrKS1xIX2IJjmITjLzMKcYTdFKHboV5NT0VjckE7FlIXOIL72Jsy0c9GLdiMsm/HlUU2enOJWjG0ByPbHiG/wWajfU8lbrq0DzsylFGZw/jNx387Q0MN46xb/UPyBijFNEoL5WxfM51qJU9BLfMY2bgeTQxsUgX3Qh95hz+mPw8Ljp+JcHZVVfz+Og3KNl1SFxKgQFO8t/Pq8krSAWGCBdqsNEISIGjlMYh/TqTy15g+vyfk/erLNiRZm/+VHJuBXZ1L+s6P4PqBBAoOEhUBK6wkYpNXk8zK/ACvanzKfhHcJFM9e+kPXssfTVb+NxFH6Fxxqy3pWPgbyd6CtC1Zh/Dv3qSV8Yex9Q0EEEUJYzQqvBHTsSxVVx7EL8e44U5dzM9MeeoMRTFIuLPk8qUe/w2rsEB/wh1fQdI1y2jqTCMImcyTIEu4x6O7fsASrDIFrecSGGAkDqdNUaWouIno0VYaYY5L/pjnkrMoNLIUJ+VxKJF+ow4k5xhRtry9Db8M7qvwHzdpLPoousl1kyNktQcvlD3LXZsvowXZgygdbRQ9Pk5zelhRv0LqHqaHdum8cMTvwSKQoU9ys+Hf0Hj9k+SVOCW2DYurDxAKNBJ3b4z2VcIoz5/HeGchmG7PLnAYFrFp3l6UjeX2k8w5uujpeFGbhso8GjsJtRSM26gi+UD0FeR4rOtp9FamsSQ+yS1ygms0LvYMloikupncV0Hly2JMqYKzhg9h93x99BvP8v5rz1GMj6XWemPEJj5Rx5IH6Ah3cWW6RHO3vtRXGsnOybtY3biHLbUr6bHKDFNuZArWr7N4OYPoAVS/CK0iNiBBzmhow41eBoykOf2BTdiK0X+fbXBqzXLmTppBsHdx9BXJnlq+ldwyOKzBGfsmsmidICBfJKR6gqWTh7knpZzefejz0B+AKtC4iuv5P7aPPF8iuNGDfbWRvn1vGvQsj0eR0B8GsfxCrF+h02F7UxJmyzoOZF+4/esndnLmbvP4J/T9ahaOdcaj7L9mP2cMqpz/LYQXfFp3HDmJQjH4ku7S3Rbu3i5oZ72pnlEBnYx7cAG2iuGCCnDXKROJeGv4nh1DeGybiwnRDw1GSuyn1I4y6tDzWQdm4uH+7HUMsKFEl+vPIXSqI+Z8QB3x2Zjug5WxVyUQgLFyrGs/wFce4jJyRlsi0qGQ+Uc5zNRg5X4Y938IXUcF/o20mDt59ZEEyqDzNQu4rPhm3kx3sJdXMpXBn9IPNDGd8Nfo0tpwofkO/KLxEv9TE5l+WrqYvboe1gYr+fEaC/f5it8bH0PdUYnyoIX+a79WYSVxQnXoyD48tYhZmU1Pr48QpPVT0IpZ8Qf4Uz7D1ys3k1rajlrBobZERhAWGUsz13CZ5I380D9MWwMfoSNdXEu3/A0p2WjfGzlIkK5MX62WfDrqb9gVryX+TFvEycdyYBTzjd8N9CQ7qVXBIgOP8TKQDfnVHfwcvdi2nujXC4WcspXP/O2ddXfks773hPf4+7+37LEXMWXOk/CkBG8ZDAbyxXsK+RJOCl8xfswQmm0ijJipAnIAkFRZApd+Cm94ZbKUhTSboQKUiTsWkZlJffkTJpLVzEtEOZZn495qIzZOX7NAIWwSs4JctGMB1lWuZW1ncs5ZWwPIhJi244vURlYz7G+lxiutOgbnstFwdvf8JosVVD0KZQCCgW/iqkr5IVOCpVEPsjI1krGkh6HT59RS0kXMD/IC/Hn8FmSk7dLXloA4cBCOis+Tl6fKEs9pXMvpw60UrV9A85h5bMXr1jAgjlxbt1zExXS5QRZotZxcVQFFRchJf6ii5AeF4pqS1wVNAccxSvZ+3bk4CbD0hQKfoWxuM5IuQ8RnEntga2UJy10W+IoYGuesa26EksTmLqCwDufkOCq4v+wd97hcVRX///MzM72pt1V75LV3eXeCy4YjE3vNfSS0AIJkJBQ31BCOoTQCb2FYIptbHDv3ZbcZVm9a1fb2/z+GElr2YaQEN78krznefx4NXPnTrtz7rnfc873ENEIaiqHKBCXBKK926KySFQSiEp68IZp2ufAkhSk0NKJHFXwGSV8BglFAK9ZQ0QSEEQVeA60a9HZw0hSnOhGM8bkAHZDBF1ctWWUXnA8LgrERYFoXx5eCIJhmWhMJBzVEIuJ2NLzaK1twJ6eh7mo+czaFwAAIABJREFUhE93fsSY1BCSrFbMSW4LEdSJeAQHosGHGBMJR8NYUYhq1NQUUVSwtGsIYcQYiOBJk9h2wEJhCxzuMRG0RKke2cr4Lg3FuR50AQEhpCMUtRG2BhD0fnSdMcJmLRFT7zuP6BB0YV5o16IA9iMjWDBsD5LkRROPY+uO0mUx4PPI1HyWha3AQ8bYdjSxGFZ/hJoDyRws8jDBoKaqaKIKSmcassZDiydOY3Ua3jYTMTGOKMf5clITIb0esWUhNxe8idHoR5BUx5oQh2iXjD0cQtZFCelEAgE9ZiGIR4HmmBb/9nS6Wy3EI2oqYLMjiHzeEE6JfYki9CSKh/UuYwNdOnpWJdET11JwRl0/d3Jtu441B23cctlvGZ71zdIH/y9i5D9X/mURIy6XC0mSTogOaW1tPSGKpE90Oh06ne6k+76paEQNYUGkXQNEFXo6dET0GjZtyMDoNtEWsOCJ6MgweHDoAuztOnFqzM7ZiX5Xwnt8qVfHPms1KyhgU1T1GInEGcZBAGwnQXpdQueAv0XZR1yX+Lh0hBkiNZEndmIVQlijVjTiwH5MngJ0QRcCApHowBC1iZaXCMXNlBqW47VWY578EVNXJtDtidI64ob1iEZVYUwEnvRNJtXVhMPUTWnGO7i6VIXvN6raw+OQMKGCMkokyjnaNwacMyoJaGJqfwcdRmJhhfGxlYxwbkErBBCJ4xMl1g+30+IRGb7TTb6mlsU5KZh3GyhJ7YDQGgKdRxl3+5OcWVRCyO9n0Us6mkp9gAYBMKW38FTNb9Rrc9gQBAWNEOGj+lKKLB00dBwhY24d6YC32cCGSBqW7HoCpnZkqw6ZXjQ5qOLTmzuzeu8gAr5PMEqt2DStnMlSFrKUFp2BTbE0rIIXramDFUYd41LXYPVEOZxlIE/+gJKoj0hcx07TeErkHYzRLma3fw6u3OVock34YhYkIZXP2uNMXZtKLCiRMeFF/C2zMaXtpn33mbh8vWNn9nM02sNYS9+h2Lccb8MwspK/wHF4MgcPXYpIhHz9Jgyieh/WYDK50Q7SXe0cSDJy1KxnTaCVUOaHBDc70TZ2conjBYxCiGKOsMmQinwoiGzKBS0IiFjse+irYWPL3E659hkaGy/DGlB5P9Ll3TRFBmORWkmWa/rfeYe1neDwBkQN+E3gT6qldnEmRkM9QiC7vyZTV64frTnMaOPSE74FvdiDPXUrZ0s/YrXnKiZZXyBFaOU8+/2EFROfu39ARyCPuuhMREXLkGg7ASlKRzQPACme0AnWvHU8qLVRHxT5jTHGUL4AYPMgGxl1DbTG1EoiEgJF+hU4Cz9H0AdIr4+TLtTwrDgH/GrKzKiSH2HO+YyyUJha4fv8K5LS/hk6L2dCMb73qnln6GgGtW6jsu0ahF6LIB5TU7ctOjOn2J5go9lCq78VOS5zrvA2d7nyGd02mn22fVjjP2VsbRe6mJ6QFGD/sP9ha4aHs7YGaTIPQSP52Jj9MUHNeHzjzEze/wnbbC0ATD10PuceNRANLEJjOoP0UUvJcGoxVono6yIEfO0E3CDQTYOgZ+voqUyosUDIgtu1H4NffW+rCpOIiwJyZw5f2FZxjsPNXc7LALhJ+SVaVDJoqcmLFI8TE0XOP6gnp1Yt+RfsrqXw4FJau4NMHqGWlN1sXkG2Q6CySzUOlWSBsiVPUZA6FDHkZMbTDxNIGsONT+/gqrbH2HNZNz/ddB91OoV7X0phxAw3Mwyb2NV2MYXeR1jhSsZnmcW49DmE9CtJ9hXijNSzoDKfM7JkAqtG05VRQHPuIoqTbmWLcAqbbfeyOR6jwO3lVZcbQ89yECIcdL1KtrYQW9YCbv3ShU4U0Za8RlrZldz+Vjrfm/kTPEe2MurIHkTPJ1ywNJUDY4t4/Zzx7LSU8Pv4VegyHDyS9DjGI2PRso1u5zWMGvQyKdp6bi75A0pvVZYJ9a00BRdTl2JEPjuPueIG7jBkkZtzH1XVdzJq3zSqYnvZ5BjZP7bSfC3EDnjpGn8lgbZX+VNxDtruOegFC1m1H9HmGkSd3s1tNU00D72YsjMvYH7TJs5q+pD51QeRzZks7LAiMp7TCyw839nFkrRytqWVkxpp5cVDX/KWKZPk1NWYxcMAJLXmk7r3KuKyj4i+nYU6N81D/kRjOkAnbcA5ykpquv4H9+5lTMr2MMZvw6RtIzcgsWfMyxSV7kFDFDfNvC28CECZ8jDFfITWH2KouIMccx2iJw/voMsBmLGtGaNjAtPEPzOEbdjTu5GIc8uO37KnaQQFjhjpY+rACB1CBmd83sG9N/8Aj/taQkjEBZmXJ+bzuPJLMmjkCc+PaF95CguMc+jUxLBEjHwY9fDJSg3+9D3Ulb9LBBmHpgMBKKwz8vOhj0EszC+VG3kwPpIPtC8AsGlxD8b5edQNPZVrP74aR8MLPC49TnZc5iohgx57whteVvIgKR8ks6g1RLsmhS/ZTF5JPelp6vO9wFfOw125aG88/VvpnX9U/hk6b3j6KN6rfZ0NxmVsS66h58ANDDdCskZCKwoMN5o55O8koh0PMZFdoVr03SnMXLsMaYbMi7Zz6RluR9nWQYZ7JA6lk0L9KrLljZg1YZyoJb4dmmYcNPMTO8A1KIqWYbHR7A0l0Y2O8xvr0cgWdCUjSE/bSkq3j7s9H4IEXkHDyIxrsMdVW7DYBxjVOvZevZaQLNGj1xExhfEbJTqcWpVDRoFtfom1PokppihFPi01X2YTDajmugJ0ynZ2VtTw7AXX0/6rDhozq1g6UrXnurTJ+OUkxJhCViBOSU+cz3OKOJxbwvTK6Xwv1Epg7272b9rA1nU72LoODM4JrHDW8Yd8D1mtBn7R0IHOGOE3GVbmO7vxR02ErAIWKY7WpupRWU4iGulBiEUQ40o/34aggBhXiIkCEVnl5In2VT47hsfLp+g4ffoitm69hP3ePSDItAV9WAWQNaqdGY5DDwasQS2auAfBrKiRfFEdiGHadiWxN9VPjy7KZV0ezNo4q1JMvOxJZ/oSPZaAGllbNU1HSpmd5Hg9NtsIUpLn0n3wYSrKHmfNu8/SuE0h4pORjRHSx7aypimJermHGwo7AQ0HPRoOrsknu11BiQt8NrSduxa+yNT8CqoO1HLNs+s5t+kDTDE/gihyy0tvEwmF0JvNKMClu5ayzSswTB/DvieViFZkyMg6wEccWO8VeN+dzMxaLQVdeozJATIntBLKAvDTAxiNWejjs9izaZX6ALug9KiFLiB0XTUhA0CUXspdAPzpKtdQsFOPbIyg0YdpbDKwM6q+B2/PHK7JyKOz7S1iokinSwvEaN+TTMQv077bSVplO3G9QKPHiqdlNFd//wF2rFcJ7CMIYGnFF4ddnxWji/ZGX8YFFg9r58Ix9/PAWwIoWtakdDAr6QMUBKK9tuiR3alkFU9Dk6qmsJbPXsnP1/2cNQ1rOGtFBlZ/InJcQCC9y0j6Mgl53AQixsX9+4YO+xNWy2BWN+3k09WPkNVpwFVvxparpnAtbj+VDd6J/FBT/I30y//Jf7d8Z8CIVqulsrKSpUuXDuAYWbp0KQsWLPiuTossHMtLIbB2eTppbh3GmGocdoZVD/5RfxJH/UknHG9NTsVRshix20pL3SkA2OIic6XdrIglPPoOwU9KL9mqXQn3h4CVCu3cq3m2X0H0iaT1EdNbe4nlQCaCKICtN/feqvPS04u+p4RjzJPf42P/7/qPD0YTUSSx3AmYatcy3/EgAJ9UF3PkgI3OQBopeh9phh5yTd0clQZR1RlioaOGlS15AIS96vPxGyXoBUZ8vcBIRBZpd8hY2uK80TyUS8rbMOePpj17AfG/3kT9EAU5ouDsClOXaSC1QSGDAHoxAdoY40YQBLptMutHJYEAk3LO4IvOvexxp+KPyXz/1feQtaphpDMaGTJrInV1+xL3pxFpi9hIlt0YJXf/9kNeJ/t71IorGb3bvI1GovVmDp1hGvC8LfYJpA1Kpvngfs644x52rVlOzXo1D7kjpLYVgJZkLavIINw4DsW4Gn+bgcOG87lbSuLWojdoTtVhr4kDPmQxRDzvcWqsIlNqenCWfcyhfBMaAmg7Ywwpf4oZc8p59ukfk+PKp2hwDR3dj6HEBTr3TScesZM89F309kRJYa2pA0fxcr7ck8SI0jWMkFvIbunpB0XOdN3NRs8lTLE+2/tsBJamWvlVqx68Aa4/P8ba9z7he3Glj6MPj6CG+kYCq5CNdlKGLSHYmfASmVKrWR5MYrQmwbMQCKwmRRel3LgUi9hOqm0LXoOOqk6JwKvFaK1hdpsjlHXqCXu0DJ36JPbDY9novRCAtwJerknOoW9SjorQkqInvSVIo8/KvskyM1cd5iznff3ntGraCIgd5Os20hHNoylSAYBLc4QU+UB/1Eq5YQlVgdmYxVbiBQcZYZ7Pj0uvJeSuh1fOQ5F0+I0So0p/QfPhU0m3bqFqqAatoZFurfrday0h0veCmS66euGciF5Bo/OCJHDEt4VJzOXfVcIpDszabPZnrWZUuzoQOgyNjFUOMcL0ISmyyjtSYq3gFUk1rG6uj2AQu1ieuRyA7TlGNpuXkhT/GE1cxq/1MDtaRvqsw3zQ/SkA8ZiRjvwryFFWkt3Tg0EcRMBykDV571OSPIHBKfVEpDfQmRrpqSnjwNRBbBIu4d7f3UNYI4JgRk66lk3DZS4a9BPiUR2CD5rCl3I4O0ZcdDBTWcxiqZYOh4vdi8NcYHiForQw+tY8hMkN1K4yo3SLTN64lObMIs6rV4H2ll0foDv6BZUGEac3wH1zn2eUZxhvZL7DJU6o7KVemT5+PsKSt9C3qOX/pNwh2Bw2/GcXY0nSc2aRnVHZI/EFewg9dw7uqKpng4EtNK9PYuVTkyh5ZSM205kogUHMjG2jQ85i8OBzcLlc+O0B1j2+mPx989hc2siEYVfxK3cURIm8znru2tFCkelxTIrIoTnfA5qQQjtJC/+Gomv29L/T/eG3Gd4C2/Ir6TaGifq8/HKjmxHJF3FLaRajYxvJ7MgjqnXzqK2OF3POorV5MynhAzzqmspvOiNcfLSasY3JbLPHuKBRz1LidFrDDLVVML7iQSTJiCzbsVnHEtA38lZlBfctf5nX9WrVrr2HnOgK1mNvWcZd2X4uFm4gaE4jraODOHE2t3/Ge1MbWPTASkYbVW92QNrD2xlnc6umg8q2ICJq6mnJoDReGjmUEYtW02KxMudQDEftqdwA9LREaBy+kbDPQcb271NLkLxIGlp/Gk3RKgJlMgZNBI0vB0XupLjqMspaDXzUVM3QpmqGJZ9GnlkFwN2rMmifeZQ8w0wMzTu5XvycTn0Kg4ytCG4z9WuTCHZK+EekYaifzyUjjuLp1nJmqxHd9GvwWi04P1KIOqoQFA26lMFcetsPANj8VhoED2FtGk/pfaeQWphHd+f71L3xDr+U9lBjaiO6X6HZ6qLroBXBsw8pdy7JUQ0ercjIkQVYt3VgaZiIcZQdY5qI0zmV9Yt+i7S/iF/7W/HYGxjddQuV+TE+T1P1VwDItrtw4uLF+S8TV+JUOCuoXVRD8bAHiBgXYDaX4vcfxumcis9VjbGpHXMMUhv30tzuJL0sl2QyOWCbz9kXJlORafvnKaD/RVHicdo+/JxzqzL5aGITLXIIUYH1vhip+v2UaGwkabIYZMoF1GpjmeYG9Du6iGecApuruX7qazyT/CCr0qp4v+g5lKDIqb6RlG7LYWJ5D8buMXQ5OxAaA+SalqMV1QpXghDGqFnDSA2MBOhdZ+0w70S7y0OZJ5F+YPbH4BinmQIEdSJtLi0HCkzHgASqGb4rILLWn8ThgJ+QIjDcr8FSM5z929sG3L8ADPbuZZelDpPWRKPlErzWL/E4c7B2PI3BuwyDdxk5nRXc2HIBw3BSatHzW7PIFxoTG3SFvHHVTLIGr2Db4o/paqwn1tHDyA4749ty2Wat47MGNXpyZ3ITXyh2ZuTNYHndcowBiSvqR1JkGMHEK65HEMHnP0Q8FuT8jy8mSYozyhTjkjFPEYv62bnyXWJKJ55uD9XBOPtytVybpDpLFdGJEhcZNUqNoo7FYwx/dTigYBBAJyq4YwJTs6YzImc4Oz98jhlj2qiP6xjlHESS9gq2ZDfxgf9piGpZpnUyxRzlYJdEZ6QTvz61FxgRWN9oZO6UK5lQMB1ZtiNJZlzJc9m4eDm1qxPLoIhfZsOGUlZPqCKkTYTDBGSFnXoXaX6V86LVFmZyXjmiKFJRnEePXMVrmedzX0Enw0tykXV6ZF3CE60nk+pgLdVBiaA4nUj7GFaXeNi37z4OBkV2hhdil9xsM+4htdpI2CuTPL4brRDGbC4nGGygtOQhsh1W3mLVCd9E/drhSOOOUpZxKkpgLyZTEQoC+1pWIHVGaF6nJxqUcJS62SeXcN+0M1hxsIFpFTMYUnY2h3QmwkIJVev/iNLZRZJlFp1sBsCuuQRLWojunmSm3nsxVmMKoyrfwec7hCzb+cs7f8TX0oguKhEXFGrT/OQ3mTjtYBEXXT+blAs97G/u4ZTSSuyUoShRHI5JrHz7CQJNPsbdehNRzRx02mTM5nQavA2kdOmw+mVkvQH55qk8t/1PTNrpJKfVSNOBfbgjaZxz5x8xmYoIhhpxJKlZCdNzZ7Kk4g1elzcx8oiZSVIhPpxM0I7jgnPGkJ30r0kf/HeWjo4OysrK2LhxI3l5ef/SawmFQhQVFfHBBx9QWVn5nZ3nOy3Xe/vtt3PppZcyatQoxo8fz7PPPsvRo0e5/vrrv7NzytJAws6AHEeJJVJlPq9sZWHLMLz16qJwyIzZBHo8HNykLprHnX0+rcqXZA57jbPCT/N0y3sAFIntXM5i/hqbiiDEGKppwt5LDKQnSqWmjqgiMk1pZrK0m9b4wFJ4ktaPpLPgFwTMyokUXZakZqSWXBQhxrBQHXnahgH7g7EE0i5mjITatYl7jMoE3HqOoh8A9uRUVrK7dh1dXQ46wwY2lnUyp0d9PjEp0V/12hxyT2kEYFOplV8KFup0kxl+1s2MK3DiAhgzn13L1XtqTVFBDW9I5vgbEUI90Mt3ETSoC7R0YzbF41zsX78aZ1ZOPyjSJxnp51BX9xJ6fToayUxR8U9wDE+Ftn28EKzF8sX/EG02ElPUk13w88fYteEZdM5GWrb5UaICjRtTyDqlnGEF38PnO0Ba2kJKc8J4WlvIKh9M7c5EDfSusCFxvQpklgxHlzuLFa8eBaDwglRe3jCdWWnLSBI9tB22ga4LgBYkjhgNFIwTCcu9qPcWJ+st2Zxeri4m7rj99wB0dq7Bv/cgDbtaEeXXyBwfwpRWTag9lb/ozbT56zkaFnFpFLI7bFh2JVGaXke2Tr2ObqODhqCbhY6f9l9vVCOwxqthVu4szis5D3fIzTOFbjY2aZgRCtNjkmiK9oJE8R6CXX/mM3sNgz/OJRZ6maRiK8HszazcbCY1rQq7awXmrO3o3NPYs2IZnqEVSJ61pI7/A0lakeo3C4iFJQLtBiizEz6iGnrhuEK6XNV/XXfNepM8g4lDTdeQuXcjOwdb6bHIbNKncOjTHKTD9cw8xpPRJ+skIwdyahCrI8SR0Vr3kZ67iPzWDrY6W4h506g9so2pWVsQ09tokgW+P+bnyLIdnBVw2x6UQDehnQupKYmTY/6AZocWnUnNc+6OyGRbxtOavILoAYGZ1t/zYdfPGWt+nYBOHZ8ajcLglG/nwfxXi3NcPvl7OlhrSJCVvTf0CX5aWzOg3WBbG/hUgy0zGuWJ1nauSUuhk/MACKRMwtT+LmEClLeezzn56+gxdaN02hDEMPGYmks/ig1ouxRks5YAEJUiFJd9hkZU0OAh3KOhtaMFF2o+/Fvzr+Sczz4AyxzenGLhlG2foh+jltH2eZMpmHs/uYjED81mXEWIjwJDeXbSz/jF7isYVr2fYDU499Yy+EfbeeoZNZpv9M41aHaux5x/JwD6mqWI8SipvVlcWxxb2OJQy0x7jCoPB8DouTey7+dv9T8T0Z4CQPqYtP5t2ZZssMCnuSKxQAMOXQravZ+ypkzgssrrWGn+FD5WvVjTIsPJuasSs1kFAIwuAz8oeQRBUsHsrcPKYKWaQz9kcBkpyXnY1qmVF9J2f4+WspfJ2HlDfwh5n/y+7EXmHZhPOLSddt4nrhF47rZSrm9I5vMVcRRKEVDLjE46czKjW+s571MPvtgHABjqfsWtogqSjk/wENJpDWPUGNHrM/q3GU0ZGCeof08tzOf13umnKyrywMQfcN+ae/hLcx7npr3OothZ5BzuIG/cFFY3bKY0/VwcvaAIwHs3jGfVgXaumz6Imrf3ww51YWcvSkIURe45FKBO8HNes4kuYvizrNhMp5CblMsKU5TSs/Iot5nwv6jql4hoZt7MXShE2ff7vVgbVS+gR5t4XsFYgp8hb8jZDD/ld0SDUZp/to6rAX+Zk+LLLyMei7HXvoJrdt2Bs1uLu/wdvli4gv0/XUtIUMgsSyNNfydHimsQVtTRXSww8bJJ/X3b4mdhqFbvJ7UwT70vx2AaQiFGdgQYeXo+Hy/6XB1D5UMYdf1Z8FZisTx0SCqBbR0IikTJyOuRtKoOmnn+79jbvYOSWh+4VQ6YH1cF0WVZmL2jB9cVFf19VLgSv/PP6LMzZqnv3KDGvSUNdRHapUaQeqOdCO1RRPNMis+8lKG2f29dJ4ii+g+BIYdtHBjVRQkgEebU1B9jDMbZ45lHMD6PNEMeANaeM2GoeryixGl2b2XeJ0M5IzacD5O+QKvIzPCORZcmQ6cKZxjbABlaw/MwBF8l1rgKf0MMa04AX3kIg6LgiqucCcM6E7wfDWk6uuwyunYNQlRE6zdRW+4nbKEfDAl2y+jtqqJq3eHANL6YLf4oe/3V/VwKeZuS6QklHEN9Eheg0xIiJMcxaox02gy0Z6v6O9b9BlJMnQOOOvbwnPUVbj96LtfUlXHJlWXctreOtd1eLt9Ty+fT5nD5KXOpWvUF3o4Odi5fjLejnfIu1XEQkwXcZvUabxx+I7nWXKw6K+6H/sIOFuPKKWT47HlYzCqI0hARaYiI7A5quCP1NAAyLjwXgM9qPuODlT8Eb5C/CjJzrBE6VlTwx9ev4Ion/4DRakMS+5yJAgEFAr02r0Vrwaa3syzHy7JmPQW2Qm4c8yEAw41beW2dWvVSQWCFN2H/u7O0pKpmG3JUJN2c3v99AKx966/s+HSReu2DBLamNnLa2jTS/T3cMOh7/Oron/i8NZ/pyUdY2mUibF9I1og9rOjezeTM69D0lr0XBIFXvzeGPY0eLplScNLqdgvsI9m1o5PDGT5umjGKCaljyMxwEBPMHGmI8MKwUzHKehq7ethufI6dpqMklf2M0akj8HV5MFrtRMNhth5Tuhag2REkKMc4d+Ej5AweesJ5y0shGg5TbV/BddV34XTLOIdp+GH+XKbnhEgxprC2YS03b3iPC0svZPi4O8gPJbPiT8/09yEEKigvP4dj2QJstpHYbGpkYXmhh6fanmA84DFF2T8iTkpXFFNnD+8+dB9n3HEvpw8t6T3ye/19nHrFc0QvDqPVGwB17o3EI9T31DOmXgVti8dNZM6om9AZjDxjeIajR/xM2uXCf6SZZb9bQlfTS4iiiCD9EZ82SjQcwur2cr6QhSEs4akOA03Ay2S4wDTy3BOe0f/J18ujjz7K/PnzB4AimzZt4kc/+hFbtmxBEARGjx7NY489xvDhw7/1ud5//3327t2LwWBgwoQJ/OIXv6CkRB0/Op2OO++8k7vvvpvPP//8W53r6+Q7BUbOP/98Ojo6eOCBB2hqamLw4MF88skn5Obmfmfn1IgDbymgH8js7DdEMZgseFGBkayywfR0dvQDI5YkJ62dENJJiEKcwcZPqYmOJdu2mZ97P0er5BDRqoaZSVH/1xBniEZFwTUh1VjTCd7+c4qyH0GMo9Gb8Isi5tiJbNN6Wyv2qoWAgs2y/YT9faAAgFA4HdYlokkCsZNXbzEYzQiK2B8lU5cSILxPBU66bDL5fWkzoQxABUZCgkCzNU7UC2bd1w+PhoANTOp9bwmPoFK7DU59nOykFurqX+pvp9U6mX3dWTgysxkyY/YJ/ZjNJUyetAFZtvWnAADgKOAq4B2DkydXPMT4gI/bLn+MzNJyMkvVVJsUyzKO7t5B/ohRlI5SOVccDjXMT3aB1aVGmMjH5JEd+yy14ThpBeUEjpr7t100voCqFh/bY0+S2f5nHM37+hxPuCWJzX6JsKJnugiZhhjLbCGs+ckn3JfDMZFx4z7hqV8vQGvtwZSmuqz1mjLcopeDIXUMNkYEsg1aQm6Jg740pg+qQ9IaqUu/mm2ffcnoopb+PrfGZLaGJD4few8ug4uNTRtBgAdSknBZJNodWtiSuIbdWV42+jWUBjRAB137u7jm3vWUW9az6vknKD7rDUT/MGZcfRNDZs4lvaiYaNRNePVoogGpP8II4Op5P+SLVQ+pz9CYijVpK5WaF1EmTaHcqVaCcp3+Dg9KY5hhUSNU/J16QGB9vemkxFr7DCJ/TGrBVnkfU7NO5/ycIDXN0DniTM4bfwFttTW8erfM7tRmkit6ANBojvF02rIQbVmE1soY7GFqsxMegZgCnzCRpwbfyqbNK+m2aUiNHeCalIsRBIVN+kQ/dvHrK5z8/y7p49NJ26HDF5vGGxWvoJhGM1WZCgwERrRSnF9EkhjavBujojAiFGZ9bT1ZU9UoPsXoxMdFmH11nN2tLpQ1ooIctRPVtqIPGPjB7t8xmQ207khlrmYwb9ursPSUUfbFNRyYqYLe8ZhILCiR0guMHMwt4omrb+eGN55i8tp1pLTWoSlJR9H5CPpjmFBJ1VKW1nLm1YvoizEUCiaird6LPhLFYAJRmyA+1IcjJNPMTZlPEhMiPDEzF2XpySvy1B9T9VxMShmwTxC/upI0AtVxAAAgAElEQVTEpBc+oGHXerbq23igtIGYJLHYmML3J/+Y+o9Vz52siP2gSJ9k60ZRH12FFHMhSxILFD87QzFuGDcai1ZmlW8lQmMDpkGTKV42GQDPcWo8qAnwp9ynB2zTW51owiZoTpRm7ZMSV8aAvyPHVTVoc0U5YhWpTfMzK3fWV95ziSuX3PXPIAg6bpw+jzMKp1BoK0ATT6PQIfNoXIfplLEIgsDZJzm+MtdBZa5KcmcpshPtBUb0vQvyiSPL4dMj6jXmGhh7Q1/qzmD6aGGj4WgfHR9J+YMRJRmQcU3JIvxmLz+ZmLh/Z9FIeoca+RPU/jT6xPwlmXsJnSWJ8ikz0Lc4qDG3MjNjPKJGpOhn40EUkHrBqbx5+cTn5pJ73NjIXziIfXU9GMsGkm1W3K56rxRFIXDldSTn5JNVrlbC2/PJBmw9YawzsnGWOzkwLBl9srEfFAEQRQk5yQi1iehLWwT+NLEYcfLfX+kkeUgy9XODGFKMXJ/zKgc3rWPQqHHoLf/eoEif5IybTNPu7eQ2GdkZ66Rs+o9QdCHaOnRYD8Ly5i4i8beYlH2EJNdt6Ny5GDhMLKQQ05YTN41C0/t5LOia3t+voBWJh6P0FkSmPniItYGXOHVFC2pIpkSgQ8t5cySkmMANy9O4KG87FjnMTp2W7dokMouiIAgc3TibzgYV/DU1+zGl+XEN7iIeEQh7tf3ASOP6VO647TW69rzM9g4VDBxRbcfsN6AoYdIHldB0UI2oPWLIYWm5FjllGQiwyy/SXmYFQUDnXdUPioyoP4UdGV9wUHOA2/KeoDCUjeFLOzdWXIU/lsb2Hj83V9Xy5rBChkxXbbLK0xey9NnfsXeNWplFiiiM2pvE+opOcqw53D7qdhRF4Zf8BQBPW8IuATArpXiFvViUE7m6ZufN7q1wLZJpySQpZOCNP31fvacdWymfPP2EY/rEorVg0/XN1QJWbSIlfVx2Caw7yUEKlPpTiaPqHkGB4cmJRVtPRzs7Fn8MwPZB3ewocqMIcDTFT16LiZyDIq+e8WfMQi65SSLjYzrMOi2CcA7nn+R0k4uSmVw00AZc27iWu1fezW1DbkH8YAtjQg7GVDvwLfsjS6RnqRo2jLlX3Mz3RicA+UyHFd/Fp3Pf++fw0V9WcK12IR1LN6mA2nF0kLJeT9pZ45g29FRyUhOgSCQYJBoJozOaCPl9fH5oMa9s+C1D2mzUpfqJHGzh6k2n4gjomVI0k88aljKxw0Z48XK+MCxhp2egjmg8uBdFUTjQfYBCW+ExAJYqTXkKziW9EeBZLu6adiUPeu5izsY0Wg4f5MVbr8NSlMMq636GT53DD0aq0XeiJKGVEk7Kw+7DLPzLQrQhgcJG1bk3ZPpsBEHgqsFXcUHJBWxu2czKHz+KISzRsLeK40UE9EgnbAdY/cbLpA8qJmfwsJPu/z85UQKBAM8//zyffPJJ/7aenh7mzJnDggUL+MMf/kA0GuX+++9nzpw51NfXI8v/eDXRFStWcNNNNzF69Gii0Sj33nsvs2fPpqqqCpNJHRMXX3wxP/zhD6murqasrOxb3+PJ5DsFRgBuvPFGbrzxxu/6NP0ii8dFjOgGskP5dDEiPQnjI294JTXbNvf/bbQnQWciomKq9VlGZK8g5PeDF4RjymD12WV9NcABpF6vpF7sSbSTwsRjAlrZgP8kaDKARu9GVNTXYRS7Ttomfu5LiN11UDgTvyBg7FWUfuXkikCvNyIeo0ujkkK4N2KkK0nLrjILPqOEeXtCMdeE1L6UiA2neSD7+uCKX3O07iVczmlEY14iC8bREjxA1JhOWcUkiLvBnkOxIGCxlFNVfRcAWq0LndHIxPMuPul1qm2+mi16YeFCdrXtYvwp4ynIHz1gX8XUmVRMnfmVx/ZJ8biJbP7ofSRZVsGZo+qixmvWIIo6SsZPZsvHfyGztIKSNAvvXK+CK6/sqaf78wP9/bhFtZrRjoBG5Tj3aUAX5wzDiaz0oBq8ANFA4h25kiei9w4sVy0Y1dxOX1THEuE8Tv3+g+j2HKBn0TrcYR02bQhs2Yya/TovKjFcBnWlZ9erNdk7NBKLDEYmyAY69qrblp0VpS44cCzpTGYsWgsZaflEvDJ7Xini6t/+Fo1WS2aJqmS0WgdpuidZ9trTA6KtRhaM62X0AL0plU25dmANJaWn9rex6WzsCUrMsKrASLBLnTADuji99BADpEGrIabE6NTGsLpM5OdfhqTRkp9/C4IgoDWoQIcST3w3J/PIBP16DPaBJxAAh96BxVJBaup8lJ7D0LkCobe6SkCvvpMvvTrGmguP7/LfSiStRNDsoSf/cvo0T218LOcaljN539EBbbNlDVnRxKL5+EkgXyphcmsIc1IEh2ESDezFGjPSCcgBKwtfXAPIKOYAU3scVBy6j/yoHTGeAB+VmIC/Xd8fMQJgCgXQeT2keN2AwJa3k5BEBxpLAGdFJ546E2J8oL4eV3gL72Uv4ZLmJXguuHPAPkEBt9HMYasKhpgf+ZSepScu+C2yhQuv+ikpypvoK8d9o+fZf2x6EaXpRXQ2rCVWo447kzwwbU85iUp/fv5D/OyL57l+lAod/HHGhAH7p12UWAjUrzwxNPqrJNOSSXJmGuxSgey4ouDLURcKoihySf5PqGo/wOWV49Ee0NBbtAD50mKGlSTzcLySdn87BfaCrzoFGeYM/MoyUGBK4Q0IgsDg5ESUwt9j9qSNSuNIix9TdiKiJHVUKi29wIhRazrpcRqthriiIAoC9soEJ1nK8GT2fHwYW08YbbmTCy58DE97K8JeJ7Sqi0JTRqLP4IgUQofdlMwfeL/Pz36et/a9xZWDVYL0Y0GKPhFPAphpDBoq7hp9wvY+EQSBEXPnD9hW9IMReOu9OErVOa7owpOTPGvtA0ngfCWOk17DN5WsaQnveN/i9z9FDA4XzU4daR0hdM06lNEqAFFjMtK6N4VIXEOWsZtyVyMbxzxCU12US2q6UWQ4vGoyYtokWsZb2OPzMs47lPXmnWRPKGXW5DM4Wvs8Bw8/ivtQKqtXDuKazSoAICWX0hVrZG1eDwgCQ0IldCl+3qwdRt3IWv7q0DG43cCVvfxyx85TvhYjvhYjbbvVMWBKCWDN9rHikIVPZjcgbPkl7+5/F4BK09XoWg+jUQ5hTE5j3i138vwPVNJ3BYGYYkQWQEHi4SNuEAXElgCaQyHopVMb2jKN4rYx7J+2hG3uzVQZDkErbGndwj0TnmC/P531bh9nbjvIb8pyKDLp0eoNnPb9HzL9imt5/vvXEA74KT1q4WCOH73UW8HNfUz51OPm4ZdO+zVPrn2NH0685IT3JQoic/MSqarbe0EJgLo9u74WGEk1pZJjTVSDKrQn5mq7wcQZGbfRFXQzf3ApOdYcmmoPcfC1v+KrT/AbztCPIdmoAhctR2tY9PxTEFfJPItOn01T/Upa/C3szeshr8XEruVLuGjGHNIKVVvq71nrRYJBqld/yUO7HyDJH2Pl6mfIDg1M4RBiCg1bt/NO/b1c8fjvBzjutlat5rzlWWijIh2onDR9oEjMrqPBFSCpVcDiCeL4tIFBwzL7j/W0t/Lnn9xBoHOg3TeuN324uL4PwFfHYXPNOoaTAPX1kYQePJriJ6fVyKGN67nhZ3PRdkVw6Zxcdvk9xLKsHKzZxYikoSzf9XE/kHHW2TdTkj2GJzJS+GhCEzN2pOLogq6qgwxGJLRxCU8PO8zo088irIkTdLsJp+iZnTebX2/5NQoKxXUWpLhAakERGSWJha9RNjIlawpLB/0eQ5WPmKiwZkgHMbG3vmgcwjqFwVkjubDgXI54a2mpOcRbmi8pqBIZmzy6H6z+V4uiKAQi37wc8z9TDLJ0Uhv6ZPLpp5+i0WgGFFDZt28fXV1dPPDAA2Rnq3PM/fffz9ChQzl69CiFhf+4Lf3ZZ58N+PvFF18kJSWFLVu2MGWK6vh2Op1MmDCBN954gwceeOAfPtfXyXcOjPxvywkRI7rE4IuJCiFtHH9XQmkYrTaM1oTn2GQ/kXdEEmWivUCJNiYSPk5JSseW1u1VYNpjaqQjKChREY2owS8OLB3bf9wxIfCmXmAkXb+DpuAw4jE1skCsSHC1dEsSxl528S5JPOmLlPUGxGMWlCnWNCJ+iWC3Fr09TGuyumg1WlIYVfkeDQ2vY7HOJnDkMJWV80m3GQb0l5p6OqmpxxC2DQKYdkwLe/8vrTbhopW1JwcNvqnIkswDE7/dB5A+qISLH3kKa3IKRquNePMkjn48i9osA5nxELJez+VP/P6E46w6K++N6OC6XueI+ysMVZ301Z649OJSmvZX4zlqQpTjjJg+E/2eDQPayCYj9C1pk0vBkkpaofruFjcVMzrLR/6Vf6XcPpAiNEmXGK/vdpu4e946SjJrERDYUH0fBAemZGUUqSFpKfmFTLrgMhyZWdhS0jheDMZMIt4TrQG9xUqwx4Mzo4TuiBplJcv2AW0uGv4TaFS5RALt6oQf1MYGACOb9DqGhMJsPMYgcBgcGI35lJYkSjnaUlKpmHYKepuIyfIF6RknD4UMhQyAh3hUQOwlbhMF8IQ9CILI4IpfgXM3bJvYf0xEFuiJwepgKg+a/wNIuQrcA6qMRkUNnaki7DuuXfzrvcbGsBo9kzV7PCVDhpDUMYWWL6uI23bgassD1PdeW5iDhIHJ4YwT+lBiAqFuHbnLurFN8uDWW0nubh9QalmJK0TjCtEuHTxqQ+9ycu4lFwzox2nWctCQw8/yr+bDKeq7G2HTsq07xJD6NlYML6SP18Ykm+jhRJlXMI85BXPh4X+cQ6bPqAbVQAMIjkxB3NKK+fQTQYYMq4NnF/zwHz4fwCXll/Drrb9matZUpmVP4/0D73PLiFtwGVxsObULj8FLZclIsiwJw/buKef1/96jWQe9c0RqhQouWLEO8LieTKxaK3Py5uAOuQcsSP5RyTtt4PORTVrcVh1Gd5CMWV8dPWq5eii+es+AFCeA0rtH07q1lfyRKUgakUzK2X844T3UaBOz4aDzSziZ5NnyuHvM3f/I7fzdojVr+0GRrxOdU9+HY+EtsFN6ZcXXtv9vlmg0SrPLSlpHG6aOXlJSBTytRhqb1TlxrLOO/um6lzReEMHq2E77tkOYGpLYWenmN0PVKiO/K/gdgiiQnXsFYU0Bp3/eyZ+qH+0/p7ZgBmnpQzHZ13JPvZHR3gpek5/AE9SzSrISE8LU6mM83ZpHpquQfMFLpyWM3Ssj9qKnfY4Gb5OJDOvv+ECrOo9e3K0SBGdbshkaK0XxqSTmE6++FXtaOpWnLWDbZ4tYnzQaJa6WHg5YZtEeiEAohry7C0VUx5g+YsIQtmDAwjOzn2bZG2/ja+5mW/kRPvEs5Zmtj/DMtNe5YV8H23r8XF91hGWjE2Cd0Wrjooee4OW7b0GJxqg8kEQ8FkXSyLhbE1EiA0ASoCQ54xvrvMPbNvX/rqva2f/7otKLeH3v65xddDY51hxW1K3ggpILMMpGXpr7Ev6In3HpA8Hth2ddNeDv6mfe7AdFalP95LYY6TxSi6Io7NmwgsVPPQFAHIXGkXpeGXsvPx7zY+a9P49mmokUJyHv72Lln1/gvPsf5W+JoihEQuqc2VF/lI9++T/0dLQxk4HfvP38SaRGbdR3HeXd8HKmbEqC1hYW/eYxTrvlTrQGI1WrvqD+hY/QRhN25qEML5vKulAE+nlPTNkSp61Ng4Y6nrvlavKHV2J2ODm4ZQMB98D0KwWFgFXAEtUT8weJmCWCcowGhw8pqODU2BlWMp4Wk5cySzFVLbvZ11bNOmc789ekY/XLFO1VI/YgwHsP/gS/MY7RL7IbUJfBAs6CfMqGjEMQBJ6c+iS3fnkrfx3XgMOjJb/JSEWNFSku4N92iBXbHu+/vlZ7kI9K/sgWYw2yRiC/SQVZhs+ed9IF/Ozzr+GNN5+ktVCiJu7HLJu5dui1zM2fS5opMVdUAkyHpL1v8Ej8EeqMO7lKiaH9ioiS/00JRGKU/3Tx3274HUjVA3Mwar/Z0n/lypWMGjWwik9JSQkul4vnn3+ee+65h1gsxvPPP09FRcU/PRvE3TuWHY6B39KYMWNYteqbO5T+XvmvAkY8xggIMOvam1n2/NPMv+3H6jHHhGcbLAmjsSlFR3prCO+wOUQ3qxVo0v1mjggStqAdevEUzUmAkT6vNACKgBKTkEWZQG+FAESJYw5D0ieSwA2iOhis018iXDuDhnUJksw+iQgJxenWwMmgB1mn59jL+PDcRfzqLwvZ924+mRNacJWrE5vR6sRmG47NpoYajsk6SWd/pxwLhmjlbweM/LMkrbCo/7eYNoRD+aoCjh2Tn3682LQ2Oo9ZR3rFkyOt4dhJwiF65dx7H6Kns526PTuJhsM4MnLR7x3oHVSOCfu2JquLGEtvGlCd3053RxHX2k+sm2LXJUAJjSgjSXrSB6mLgeLmYqo7q9Vr+MkjbF+8iOlXXguo3qyxZ553Qn99ouZ9JmTYrHkAXPaL39B8aD/W3G6697wMgKwZCIycV3oh7ozBPPvJfYid6vc3oWga3qybMC26jR+5klhuNGBQFLqkxCTl0J+4eBAEgbk33Nr71/e/8nojcTPQQiwkImoS3/x1Q69LNEoduNCIIvDnDh1G7X8GIZfTIMFxQ9mElyadk/RQB9tsxUAnMSwD2hzRDwQ2TL3AiEajQRAEUl0TCYa7oS2DlmMA34io4efmVF51SmR1DPR+xHvzw51HRN7+y028NnsW1k4VpNOHowSPm5iN7XGmvfYCUsrAMe40JXSzo/f39GfeZdhzD3No7Ua+KDwNUFMr+gCL40UUvtrrLojKV+47VnKsOaSZ0nDqnf1RiYPOKyF+TtG38uoDuPUabMEohrHpA7ZfXnE5pY5ShicPx6w1c07xOf37Kqf+7ZKDrjMKiLy9H7fLwN+r0p+Y+sTfecTfJ6V3qdcvab762SUV2Ukqsp+wXdKIJ4AlOQsKqdnfBZnmE9r/u4gh2dAP7OnS/zN00ncl0WiUVqcLaMPZJqPEwV1r5siShP7INHpos6jfatMx+sZe4KN9jwVNaxfXfwoXfQkHMgSSX/opRweVkPXb36Df4mZQcDXJPlWh+s06zM4iBETmdSc4ZyKyAEHQhdVx3G2J0B1qZV9DKwxR2yR5ZKYdzMLWPDAabq/sGfD3uPRxPDXtKV585JeEgQPGAm4oVwGLqZdezYTzLuHQ+9Xs7AzQIZrx2xYCoDngQYgqKJJqz9gDvfaDQ4/RqGdK5mR6DtQznVlUWQ9wxHOErq7VLBp5BtM37WOPN0hbOEKyNuEIcWblMOuWW1ny1JOkt2h55vrLySkfgj09MVf0dAwkhf2mEgkFqdudAEPcLc142luxulK4fdTtTMqcxOi00eg1eq4anAA9KlO/nmyxrmoXq15/iaYDqiegdYaLFfIWLl6SA4EgnrZWlrzxbH/7PaV+rpl7P5IoISHxswk/4/rPr+eLgjrmHLBQV7WL9rpaXNknLvZ83V0YrFZ2LPmE1W++QjgQOKENgNcQpSUpiHFUET9YeGf/+sS+901eCD/JKZtTOLxlI6/dewdphUVUrVyOAAS0MQb94ALmDTqduE7kthW3s7llM9OypnFm0Zkcdh/mOX7PvHWpmIIaarYn8qe7zWF2FnqQzUb2W9rQafR8eOaHpJvSCQf86Iy9dm88RigWOmHePKX3/wZvA2cLCyg+ZCCzTU+nLYwcEclvNmH0D9TboRQ9Z995fz+QUeGq4K8L/8r7B97nFxt/QTQ5zkN3/J5nFj9Gz4a9ZLUa+sHClG49KRsiFBw7SwkCg0aP52QyufQUJv9MvUpFUYgpsRPWfcfKWUVn8dzO53CH3VR1VDE85dvxYPw3yZEjR8jIGGgfWiwWvvzySxYsWMCDD6rE9MXFxSxevBiN5p8HKSiKwu23386kSZMYPHhgpE9mZiZHjhz5p53rePnPA0aEgbfkPwYYaciKcGHphZSOnULphCn92zNKykgtGIQ9LQNRkuiMG3CIAVYOSub8y74g3rOmP7XGRAh71zDMYqI0rkTiHLIycPLrEyWuAiP9ESOiZgAwIkpRUitfxdKuxRpSw88Fcw+O4kU0rDnR6xU+Js8voDu5ca/V6/uVD4Ck0SBKGuKxKLFw4nij7Z/PTi8fwwOh/ZYRI9+1xGMnn9RAjRjxHrPw6ZROjjZ/1aIM1FxQR0YWjoyE4j9+sRaUE2PImqwCIgPQ8q+IfDuWbPj4Pu8YdQc94R7OKjqLnOyhJyXn+ko5Zkhd+/RLmJPUd2hxurA4XXR2JRJ7ZfnEKCubdQgXDnuYtz74EQB3Tr0Hkz2J+JBz+PSNCSgoHM/qcTJg5JtKzJQGHCIa1KC3mYlF3RhMJYxMTZQeRRBQ8iYhHFmNIhu5u95ADIFS03/GIiTZpBsAjIxW1iEAG4c4EfdX0pNfSypgaJ3Btkgpa02HadM1Ei48i4cau3lJ4yOmMZDXrgKxFovlhHP4j8kJjgsCEQFslwzm8JNbKdAkvo1oUP2t02vRxqKU79tBh0U91iVEqT9u6tHGYoi2E3l69HKiz77UPkEUcV77E5zXwtJ4nIc31KHX6L8yaut4Lo4B+76h80gn6Vh05qITvrFvC4oAFP+wkq4DbjKGDtSTsigzKXPSVxz1tyV1ZCrBAhsZVu3fbvy/LF8HiPwjorfpKHto4t9u+P+xmFITEU96l+Fr2/63SzQapdOVBlRj8ktUvT4IfVKiAowt1cvbdiPJeap/eIlooCXZSb2s+X/snXdgFGX6xz8zO7vZ3fTeSEJIQom00DsqBBQsoNjO01MR9Wx4d3pn4+epd2dXPMWziw0sh1juFBFFqSIoPXQIgYT0nmyf+f0x2ZbdhCQEFW4+/7A78847M8tm9n2f9/t8HyJkmeuGZRG5SU3Bi7DA0AMKUE7TsXIOXnAhjqIi3KHBHRkCJTMv5uLCUJ7AwkT0jGh5frl0EqBgtrY9lK6JcPBxXiHT1yUSVxeCxeBiU98aFm5R/bouyLqAIQlDODfzXAq+/BL7rh8A2Bw5yLOyKwgCBqOJ538zBKdrILNWi3yvhNI31MihYvWhr7jU70yURfVQim4Jrkmx6nZdrYuLhl/E0z8+zfLDy7ms72XkhhopaLLyfW0T5yf4ByH7j5hIzUVH2Pblf7E21LN3w1q//cdKCzv2n9WKIzu343TYUcJDsIS4MFc6OVqwg9wJZxOiC2F8j/Ed7kt2uVj6+EMU+gQGAIqzFL4ythhvhzqIbjSw7uP3UErrcYoy/e+dw58GzPQ7ZkTyCNLC0zjScARd7xyce46xetFCZvxZNb8XBAGHzcq3b7/Gtq++CH5BAhQmNrF2QBUhLolXZ75FraOOEckj/Cbvs3rPYmPpRpbpvuXsnxKoLj7i8aPZlVHPluw6/p0zkYhI9TfhX5P/RUFVAYPiB6ETdZzN2cQaY3nO+jfG7ogjKiWVPa7DVIc0s79HE7cOv51ZObN4fcfrDE8aTkqYOrl1B0UAdKIOs9j22Cc1LJXFsz5EJ+j47OBnXNljIm/ufJMlO1cQ2aSnKsJOalwGc/pcy5R+5yHp/P8GTJKJK/tdyZiUMYTqQ0kwJ/DgFc+xLX8b6VIyPxVu4HDVQXRrD1O9a7/fsRkDBmMMO36QWxCEgDlfa0J0ITwx8QkyIjKIbSPl/efGpNdR8NDUX+zcHcVisWA0GgO2XXfddYwdO5bFixfjcrl48sknmTZtGhs3bsRkOv5v1+rVqzn3XG8K/ksvvcSVV/pbLdx6661s27aNNWvWBN6DyURzc9sL2ifKaRcYaW0M1Gz0lil98uZ3iE1MbX0IOknPbx+Z73k/Mu9t1u76O+MGz4OwBCRrBJaWsbVBUP8zdIJXIeDrMSLRxgqkLGHQGWgWfRQjrYjOWkWK2QpuSwtBwGULPoB0+AzIG03OoG30RiNiqziNwWTC2tiA4lPlJjQycGJ7ohiNqcTEjEcUQ5Ck9qXbvxQx0WOprllLSkowOy2VSEMkTkHgotQkdAo0iyJxpjgqLWpg7L6R97Fk3xLmDJjTqXPbXDa/9816h+e1MdT7gzD99rtY8doLTJlz63H7bD0BjDZG8+zZz3bqutyYfIJl4TFxAft9VSKtU2nc6CRv0MYU0eKDYAgjTB9GgyMw6SHW2PUfLWufYezYspUCJzw29R2Kj75Or8xAhYkwayEsvw9h2HW4Vqr/Z2bp9AiMhIeE0qfhR+SwUO7nAaQWYX6YuZo7Yq2Y6hXim0xUxb5JU5LXHPqWTIkLcnJ59kPVq2dHVAa/7/17evQIrjOIGBBL0/5KXk1SKw9EmfVcKzZzrSOEXTsu57IRGyloiZvpW1YhZZ/H2Hmvf8i3b73KwU3fY7epfwd6pwshxP8HGCAlyvsjG0z+KYoi80bP87y3ThqE8eutWAcmAerfqEHXdmCgo4ERaD9d7kTQhxpIGBwYFOoOjFGBn6nGrxPJJFEXGYJgddJneGB6o4YXp9OJIySW0hgrSdVGHE16HE3qs8YYbSNhdAX32WMIrVSI1CmUOkRKw7yTwnNunkHk1wfg3Y8D+nYU+XsybeklMKRJ/fsswMVqnCzrl8Gtu46QS0/gEGkVJiIcIoVxVrIzB7Ch2jtRD7XoaDK5qMwLR/yxka+HldNkUhdChicN54HRD2DQGbA0NvDdO6+r5wnrQ5kx+Hdgd7Odg/qxYHcyIyEKy8RevPTdQf4wuR+vFnsVI9GJ6v3qotXnlrPGSn5GPk//+DSbyjZxsO4go6LCKGiyMmdnIc+60rks2bs4IYgiEy67msGTzmX1ooUeU1bP51TXSFc4+JOaRrMnuhKHJDOgMpIjBdvJnXB2h/so2rGNrSu+wOWw+wVF7H1j+Cp6J5VRdiRBIik0ifpQG9GNBgq+VtOTinor3HnGBQF96kU9twy+hbtX381XqfuYdJrgHFIAACAASURBVCCKgz9t5OnLzyciPoH+Z+WzY/U31B/zV3Dvyqjnxz616GQ1UdTeku7yuyG/44yE4J4Wkijx6IRHud5yPZ+atjK2IJ74KonNObXszmhkQPwAvzRGo2T0X+QBZmTP4K3Mt/g4ej/u4gkAPSN6cnHOxUQZo/jjsD92+DMNRmZkJgC3DL4FgEfHP8r32d9jd9k5M+3MDnlVuPsAdX6Wl5AHQH5Mi+H7JJktK74gIiYOnSSxc9U3jJjRvdVjWn92vzSCIHQ4neWXJC4ujpoaf7+aRYsWUVhYyPr16z0LQ4sWLSI6OppPPvmEyy+/PFhXfgwbNowtW7xFRhITE/3233bbbXz66aesWrUq6Di0urqa+PiTM2aC0zAw0hpriMz6M6o4J/OqoEGRYKTH5pE+7t+e95IUgdyi9PAGRnyCEYJvKk1wQx1FkVSPEfeDRJQId+pokFzE+BxSFm8grVhHRWRLWV178JG70yf6XB/qCNpGbzQhtHIGHD3rN+z49iuq99hJGlpJ/ZFQ0nO7XzEiCCJ5gxd2e7/dyaBBr2G3V2I0JrfZJiJEndDvMxi4OvdqHsmeSVFDEXNXzuWGgTdwed/Lubzv8R8ErWmdemP3+T75Sjf7jp1InzETOvQD1FFDpY4Qm5rG1JvmEhYdXMWh03mDCcEUIwCJWdlk5g0jKjHZY0ILEGoIDRoYORHFiCwKvCrJIEFURC5RuW2kAoTFw0WqnHZy+mRWFK3wk+ueypj0JpItTzInTP1urWuUGBPm5JCSDlRiUQSKnIDef0CrF/V+hqLFEcWcm39um9+nlPdXsbOogmMvqqbV0WYDpaLCI6IVSsYwf9TfWfeM6kUUpReRAZdPX6FR0Uy//S4cdTUsmH0lkiwjtaG0y4wL5Z9X5BEX1jHVw6Bn3+bQ8k/IPvs85hS8zCcHPuHq3KsD2kVP6EXNqoMkXDejQ/1qaPwcnHHPiF/6Ek4JnE4netnMspFlDNsdTf9D6u+0HGmjzyUH2eJMhdIammSBJjnwOSbExxI2dyrLNn/CuILAxawvhwjUhgooAnx9Rm/mlKgmkLUoVKOQ8Lsz+OHuQobIY4BDpJeZUcpMDNgj8PtrnuW8ZTOpsKipJgP3R7J+QDU7I0v5aaINu+wi2mbiwXMeY3yP8R4lQfHuAlAUIhMSmXL1XG5NDFTs7W2ykr9pr2f5LT8ukr5TE5mZl0rvhHBqN8zCtU9VB0QltShGotXgqKvGRmpYKuNSx7GmeA13fncns0cs4PUWG7LHDx1jVlI0ulbP/Yi4eKbffhcZA/P48l/eBUTsLr54/imm/v4OxDaUtK1RFMXjL3I03oIiKgw4GEnRjm0oitLuGEZW1EpcgiCw5v23OLZ3t3dfiI7ISYN5VfcFFped83udz82Db2Z18WqWbXrB064pxEnUWXkBC6hupvacytM/Ps1hyok7Zyrl/1FVMvUV5az74F0AmkOclMRZyS4OozjOwg/9ajgn61yaHE2sOrqKGGMMSy9cetzxjF7U89SZT3HpZ5eyYkipqtIV4IHRDzC91/R2U0BBHe9dnXs1/7fu/xAQuCDrAqb3ms6wpGEBRSi6C52oY2xq9yrzBFEkb8p0z/ueg9tPmdL4+cjLy+Odd/xLRDc3N6slkn3+Vt3vZTn4OK41JpOJ7OzsgO2KonDbbbexdOlSvv32WzIzM4McDTt27CAvL68Td9I5TvvACMCejEYemxassGDH0PsGRsSWwAjeYISvoaDOR6IRIjRgU8IxJ+xBUPSIguhJpUGUGDD8M6r2DCQ212vE6ZJENgzzTjRFffAv2rup2Qzc+yPvRoRR72pbMaJrFRgZcu75DDn3fL5+/V9sf+NTXA6REaOCr/if7oiivt2gCOBnVDgkcQjZ0dlkR2ez5vI1PiXkOo9dbhUYcdn5zd+fxlJfT3SyfwCvowGP9lIGukL/s9ou6WkypZOcdBE6KRydLviqtCjquOjuvwZsD9MHl0hGG7uuXOrKav5jEx7jaONRMiOCP3xPNcySGYfP3/t2i44ZIxfy2c73gG8AVd5qcfqnjhl0BkySV5kRa4o9ji+HSE6POBIjQog2G/zSXdxc/uDjNFRXEvPRC1QCSpDvsD4ymtl/vJ2KB+8lfFrbJfQuGBRo7toWoqQna5rqxXH7kNu5Le+2oH8/iS98Quy+zej7tV1hREND49eJ0+nEIBuxCAIFPesZcDQUnV5hzZByrhj6X95a/3dAXels85mnN/HcBSIrByrMe89/nLX6DJE9yWZsFZPIsExAapG8KQYd49K946X3IyO4uDkGk7MaAQG9MRS90ej3W9yrJJRNgxo8iwFjk8bwyLh/EB3qr5As3r0TgPQBg5kyPLjp8bx9xZ7R5oAwE7mhRgRBoG+SOk55YPQDvP3fddRjJbolMKKLDAEBFIeM3OTg4bEPM+vTWeyr2cebG+fyl8wreay8B8U2+Lqqnilxwcc1/c+cTGyPNO54+1ry9kWhd4kUrF5JZGISGQPyWPnmywzKn6ZW/WuDqiOHaaisAEnkWJwVQQFFJ1BfUUZlUSHxGZk4bFaKd+0kY2Cep5R6cd1RbnrrN4y296ZXfawnKCLqJXamVLOxbw0yB8EF2VHZ/H3c3xEEgXhTPPVh3rF6cbyVCYltVyaRRIlLel/Cgi0L+DZuH5N69/WcKyw6htJ4O5+l78Kml9mT3kBVpJ1rBlzrUWYcazyGQWfo8CJPnCmOFya/wF9W/YWjDUd5ZcornVI3zMieQWZkJsmhySSGJh7/AA2NTjB16lTuueceampqiI5Wx+f5+fncdddd3HLLLdx2223Issyjjz6KJEmcdVbb1aU6wi233MKiRYv45JNPCA8Pp7RUNVGOjIz0S9FZvXq1x9/kZHDaB0Zen7SUWksjWbFdf2hIUrhHCu6uNuObSiP4mIX4VqiZFXs3eywTqctbi2xRH5TNLRMOQdQhRdSSMGwl7SE7gk9QCiPiGZveg3pRILy5DcVIiJHGKAirBYfkvypiCo/wqFFCI/83AyMdwSh5J/2yz6r2iQRFAKxOf4eNBHOCxzS1s2RHZbO/dj/5GW0HMrobQRDIzX3i+A2DECwwYpbMfp91Z7msz2X89+B/mdqz43mbBp2BXpFtly091TBJJhw+f+Y2GcKMSUg+PjTxpniKGvyl4gbRgCiInglEvOn4EsUQScd3d52F1IYZcWrfXAAqP34JUP1IghE+5hzCv+x6tZjj0VZQUZAkLSiioXGKYqttRi/ocerTaeYwVdMPMzHawadVBsJNyUg+K+ZxpjiONBzxO96tklMEgb1BhMQHksFROxRHzTjC3OloosCq+yb5BYJrJPg4eSrzkq3s/+FTHNYmtn21jARDLOUW1StO7xK5YeANrDq6iuv6X8ek9EkBzyVFljm8XZWW9+gbvBrRrkYL39U0IAnw6ZAccszGgH6qihupr1THFjHJqgpQkER0EQZcdXaO/W0DSXcNY8GkBcxePptd1bvYVX0/PfRRVJvP5qNjl7YZGAGIyOhBQa8GGkKdTNqfDnVW1v97Mev/vRiA5S/9E8lgoLmujs3LPkXU6bj8wcc5UrCD3Wu/peyQ6uvSnByCS6f+WNWkiMQccbHi1ReY+ZcH+OyZf1C0YxsTfnsdUUnJHNi4gR0/fMuZlgiglGLUyZJsklh41gHPtQ1PGk7fmL7Mypnl+VzizfHU+SiqS2Ot5Mbmtnl/AOdnnc+CLQvYWL6Jh+Z+hqu0lrQzBuKUnYx7bxw2p8zcIXOZljkNURD9KqEkh7W/0BaMvjF9WXrhUpodzYQZOmceLQiCZiaqcdIYMGAAw4YN44MPPuDGG9VCBn379uWzzz7jwQcfZPTo0YiiSF5eHsuWLSM52fv9FwSBN954g2uuuabD5/vXv/4FwJlnnum33bef9evXU1dXx6xZszhZnNaBEQGB4T0C5TqdxWCI7XAqjejzOkoqIT3rIwpCwlEs6mTDVzGiKG1XMnFTvF4N6AitTP4MooF6XUvptzY8RgxGI5f+5SGWvvkMUy/x98DQ6b3S9JNhvno60S+mH3tq9jAiqftkzr6pNKOTR3P/qPu73NeLk19kRdEKZmSfGmkBw5OGs6ViS8C2EyEyJJJPZnxyQn2c6pgkE3YfxYhNEQjVh/qZvsWZ4gICI24D31B9qBoYMXcsdzOYUqQ1Ubf/lZoV54NJT1v2SxoaGhqdwXKkHkNqJJaoKeirX+E7l8CZehmbohqh+xoyxpviAwIjBp0Bo86IKIjYDDJ3XafDaIcZ38vsyBBw6QScTerY0dwypBNNOswhgUPmWkM0U26YTOH2YpyWH/j2rVeYmpPF4ZR95O1TF51uGnQTNw26Kei9FG7bzIpXnqeuvAydJJHeP7h67t1jalnyKbGRDIkIDdpm0xeFAGQNiccU7h3jKQ7vuLR5eyVnnKlWDflgzwe8VfAWFkctoXUfsXZfFUr/59oMKDfa1TTMI4kWnGcOZ9CmEHZ+t8KvzefP+aexvnLrbJx2f0+1fUnekrK746oYcySKkr27WDDbm5a8qsVvBVTveZveRXGclV4t5Vz3xamKoPZSV+JN8dSFecfHZTE2+kS3vwCVGpbKoPhBbK3YyuzvbuT1qa8jCAJbKrbQ7GwmxhjDdf2vO26qS2cQBbHTQRENjZ+DefPmceeddzJnzhyPp0h+fj75+W0vxBYWFiJJEmPHdi7tSlGOP0h8+umnueuuuzpk8tpVutca/ldGW3mEnUUUQzD3UEubBkulEQWvSYjk89pxyVvszvF/2DV7yvUePyYVFjOZxuIWAy29f86gr6Gg0sb/oj7ESL9eQ7j3wbcZ2n+C/06fL6DeqDngt8ei6YtYd8W6E1aJ+DImdQyg/nC/POVlP6OtzpIYmsiV/a7084n4NXNN/2sCts0eMPvnv5DTDDWVxvvepqjbdD4Oo3GmIEa6LaurbhPaYIqRSX3VSgcXD+lc4VepRw7ZP+wgvFfvTh2noaGh0RaypKB3ObGZRwFQ5xKxyGCVBfSi3m/s19YzTxAEzzPvcKLAnjSBxy7R8d8R6oAqK1ytt3teTzXlRTQGH7MJApjCDcSmeb0RqvYd4IoN2fQqCUVoNYG2NTfjsHkVo6vefo268jIAzr72JsJiAk3InbLCR2VqIODKlOAm5S6nzKGtquH0kKn+JWYNPb1jF8WqBgoSzAncmncrCyYt8DZs+I68t4fwbWlB0HM0Orz+VE2OJs6+7kYG5Z/LqIsu4/cvv+Pxh4hOTmXEheqKrtNuwxgeQVRiMjq9nkHnnc/mOK+B6f6EOjJGjyS0DT+zgp71LBtZynuTjrIqr5Ifpgvsyqhna04dSaFJvDj5xTZTV+JMcdj1MqsGVbJqUCXpqTntVhB04y6NXtxYzF2r7qLOVsf6EtVRfHTK6G4Nimho/JqZNm0aN954I8XFxR0+ZtmyZdxwww3k5OR067XYbDYGDRrEH/7wh27ttzWntWJE15mSA8chY/zT7NhZgDVkH1GbD2PO/AFagt6iIhNe2xtFkNGHef1CdP3ORy7zd4V2K0aEVoGRNYdTiFHq6N87Atmu/mjoJZ/SWq3qQ1/R9wp+KP3B8/773CousIyg/JBXWthewMNg9v44dKdp5+mIJErt1knvCrcOvpW08DTOSjuxnLxTkQhDBEsvWMr+uv2UNJYgIHicyjW6TutUGqssYJJMfkZswSYJ7iCrO7AWZw5s88zlg1m5u5z83M6nJAqSxDm3/JGvXn6OURd13qhYQ0NDwxeXKKN3OkE0ADrAhVURsLc8/3x/r6NCAlOF3c88k2Tym+y7yYrM4rWLJ3Jk8W7itqkDPcHU/higR98sqktm4WhUjfuzhp9FXXkh46/4HQ1VlYTHxmFpbOD1uTcQk5rGFQ89TnXJUSqKCgGYdf/fyBgQPC3i+7pGqh0uYvQ6JkQHmrICVBQ14HLIGEP1xKf7t4k8tyfWAlVx4qrzVyoPTxrO9t9tZ8SHF2Np3otLcXLT6qf4fPoL9DL7e3f5flaNjkYMRhOTr7/Fs23mn/+PqqNFxKVlIIgiiVk52Jqb6DtmAvoQIy6nk82VW+BLSAlNwaw3s792P4mzzmRG4t0UbvmRxF7ZfP/Re+xYuYL+sy9j4dF/+F1DgVIIZ8Cfh/+Zq3KvauN/Q8WgM5ASmsLBVLVqy80dHG/NyJ5BWngaN6+4mW0V25j4/kTPd2ZMypgO9aGhcbowd+7cTrW/6abg6rgTJSQkhPvv77q6vqOc1mHP7ozqCoJA/NQFlJjtJM38GwzylggTkDFakzBZUvyMWEUx8Pzecr3+P7LbYxN5WacgC95JjEEK80Tdz77W/4s2KX0SSy5Y4nm/u2cjVz36LKJPLXGDsW3Phv4TJ5PefxBnXn19e7etcZIw681c0fcKv/zU/yWyo7M5p+c5XNf/Oq7tf+0vfTmnBSbJhK+FoENRVXO+SqIoY+AkwaMY0betGIkw6rlwcGqbJeYenqEa2t01NbhMOTY1jcsffJyeg35dZfM0NDROPVyCqhgBUER18m6TQWkxPfX1sQo3BAYS3M+8ZmdzwL65Q+by/KTniQ0LIe5AvWe72CowMneSuhr69xmqsiQxMwKdPh3JNBGAfRt3csGfHmbzl//h5Zuvoezgfop3F2BtbKBkTwGlB/axcqFaIa3n4KFtBkUA/luhBmemxkWib8PX6dgBtU1SVmTAYpc+3kzMZeqz2VVvCzgW4MkJj6ELHw2A1LyRcWu/46LN+5F91MXuVBpQFSOtEXU64jMyPanfvUeOZcBZU9C3lGLXSRJ7a/YCkBOd4ynlWlhfiKTXkzl0OF9Wfcva3AqueP55bJne/7vHxj/GWWlncUnvS3g5/+XjBkXczBnoTSM/M+3MDh0DMDRxKE+f+TRZkVm4FBcWpwVREBmdPLrDfWhoaJx6nNaKEd880+7AYDKhuAJ/lHx9RQQheLlegCRzkrdcbys1i3tSYnE5ces8QqQIxl3xO4ZMu5DQKP+KHYIg0Du6NwbRgF22E2tU5ZUZAwdzaLNaRtP9YxQMvdHIJfP+3uZ+DQ2NUwuT3kSdS2BDkw6nImBr8Ru5pPclvFXwFqA+gy7tfSkf7P3Ac5x7JWxa5jTqbHWMTel8Ob6rRmUwNTeR+PDOVwfS0NDQ6AyTB46naucxVgOyEIKOZlY1SJ4x35X9ruQ/B/8DwOCEwUzJmMLyw8s9x7t9lVpP7ntH92Z2/9lBVbStU2numJzDlSPTSYhQx1lJvdR0FVGfBZbvcFqLWPnWavauXw3A9m++JLGXV1r+7r2qHFwQRIaee0G797umRq1oMzW27XTeY/trAUjODt5GjFCf860VI24mJGbz/YUvMunjK6hvLCC25E8UVPXmw+h7uKznMABPZR0gqNLmeDQ5mnh3l1r2tnd0b5SWhcTD9YcBeObHZ3iz4E0AIoyRhOvVwMgFWRcwrdc0pvWa1ulzzsyeyZbyLUiiRN+Yvp06dmzqWMamjuVIwxHWFK8hJTSlwx5cGhoapyandWAkmGLjRDCYzMEDI4o3GGIxA1ZwSCKtK4kPiB/AlDH3YPn6SUz9zge85lLucplFjaX0aYlnSFIogiAEBEV8efPcN3l+8/OecmEjZlziCYxIBkObx2loaJxeGEQDILC4OoS7R9zNV+mTAOgZ2ZO3z32bZYXLmJwxmZk5M5GR+fdeVfLtXj29tM+lXNrn0i6f3z1B0NDQ0DiZJCQlkrJVVUgogvrcGdr7Dh5p8YboH9efl/JfYk3xGsakjOHMtDO5Y+UdfF30NaA+K52yv2n9NWdcw02DbvIERRTZ3wiwtWJEEAS/Z150UihnXtkHY6ielW8sp678KHvWzPfsP7yzgYNbNvv1kdgrhyk33kZCz7arox222NjfrKo8hkYG98ewNjoo2lkNQFrf4H4bUqQatHbV21AUJWjwx6gTGZk0hK/2qx4jettenlr/Fy7NWIEgCDTZvYEkX/XI8VAUhS0VW/hk/yce8+8JPSZQWF8IQGFdIXuq9/D2rrc9x7yx4w3P65Swjpdsb41O1PG3cX/r8vEAaeFpXNH3ihPqQ0ND49TgtA6MdKfHCECIORQ5qGLEGxipj0mmPu9eQjLPDdrHzEGzYVCL0eQ33sCI2wTM4VNVQtId3ySqf1x/Xsx/0fO+R98zuPDO+9EbjQGVbDQ0NE5fBEEgKTSJ0qZSZmTP8EuhGZww2K+sn6/viK+Rs4aGhsavHTFcj8mpBi4UUV1USgtL8/NQGpMyxs8PwveZpxf1VFmq/PrMiMjwe2bKFv/AidCG+aovZ4xXa/8e2zuWDUvf99tXX1kV0H767XcSnRykXnAL/y6t5tZdaiAhzWgg3tB6uU1lz4ZSXE6ZuLQw4tKCVzfRRarPecUuo1hdbXqmTE4dzlf73/G8t9jLuXfNvcwZMCfAY6SjLN2/lAfWPeB5f3ve7X6/R4fqD/HEpieQFZlhicPYVLbJ7/iU0K4HRjROP1wNdsQwveaPqHFS0AIjnelPr0eRA4MNouKTSiOKRAz/S6f7ditG7D6LFLoOBEaCkT18VJeO09DQOLX5fObn2GX7cSsUqeqSwNcaGhoav3Z0oXpCXepgKUQfg2w/SLMr0C/EF98AsEFnoKy5zG9/tNFfmSs3+qeciKaOjyeHnTeTfRtLqC09jOxUAxuyfR/gDbaMmHFJu0ER8JboBcgwtv2cPrJbVYv0GZnU5mRR0OsQzRJysxNXvS1AAeNmdFKgEfp/Dv6HjaUbmdSiQoTgHiPBcLgcvLj1Rb9tM3NmApAVlYUkSpQ3l1PeXI5e1PPw2Ie5Y+Ud7KnZ42mfHJbcoXNpnP40bSylZsk+omZkETZKC5hpdD+ntaSgu0tqCYKAHOQj81WMtCXS0OvaN9l0e4z4VpUQdZo0XUNDo+PodfoOlW32nSR0d8UlDQ0NjZOJGG7A1BJjcLak0vimebixHzlC86YWz7VWKrnWgRFjq/GWq9Hhf84OKEY8fYWFMeXGGzCEz0IfNqtlqzco8pu/P8W4y6+m9FAdLoccvBPA5TMevDAx0DjbTUOVWv43JqX9Z78uWr1H+9G21R7RxmjmDJjDzOyZxMRf7Nle1lzGot2LPO+bHE3IStvXDnCg9gDP/vQsx5qO+W13K3vCDeF+lfku63MZPcJ78NDYh/xM2XtG9Gz3PBr/O9Qs2QdA7ccHjtNSQ6NrnNaBkZMx4JeV9hUjos4/Wp8cMQ+5th8jz5rf+jByctSyQ7n9nvCk0thl7/FdVYxoaGhotIeWSqOhoXGqIhp0hLYoI5yCqrYNltpxcPp5HP7tVVh27PRbKNOLesqby/3apkek+72XWwVGBEPnFMipvaOZ/dR4BDEiYJ8pIpZtK4+y5LEfWbd0f5t9FFpUb5G7M5P4TXJs0DaKolDfEhiJiDUFbeM5bz/Vf6R5S3m77W4fcjsPjX2IMzPORUFCr48NqsDeX+u99pLGEv667q8ca1SDIG8XvM3MT2Z6zFTdDEsc5vd+RvYMQK0kdMPAGwDIjc3lj0P/yPvnvc9L+S/9z1bvA7AfaaDyzZ04ylVFVNOmMhrXFv/CV3VqIVudKK72g3gaGm5O68BIdytGABSfHwf3n1mNyTuxEFuVUssddg35F/2H0IiEgL7S065l4oQtJCdf5Eml8VWM6MT2f+Q0NDQ0uoK7KgNogRENDY1TjzCT+gzzKEZapXY4a2pQ7Go6TNPatX77BASWF6pVasanjmfhOQtJC0/za+NqlUqjODs/sTKG6hFEf88PUZ9Dwdpa1nygrnxv++Zo0GObnC7K7arK5NrUOHRtpMjYmpw4bapqOSym/apg5jx1HGrbXxtwf8G4JH0AVT1eoCTpKab0nh2w/+JPL6bOpprg3rHyDpbsW8LclXNptDfy9KanPVVnEs2JrLx0Jbfl3caj4x/162N86ngeGvMQL+a/GJDOlBub6+cT879IxSvbse6qpvLNnShOmZp/76X2s4M4a62/yPW4mhzYCut+1nNaCqqwFdahKP6GyIpLCWjbvL2S8pe20vSTqghTZIWqd3dR8ep2XA3H/85r+FNVVUVCQgKFhYU/+7mHDx/ORx999LOf97QOjJwM+Z2CNzDyVUYya6Mm4Bo83rOts5VwJEktR+ZOpekOjxENDQ2N9mhtRKihoaFxKhEWoiqC5VaKEdlup3bJEo7MucHT1rZnD8jewMbrO17np/KfABiZPJKhiUMD+m+tGNFFdq0U+WX3jfa8zho2GUPY+Wz9+ohfG2uTg/LD9Z73G2obWVOr3k+MXkekvm31c32VBQBzhAFJ376qRYo1oU8KBQVsB48/ue0fbuaGjHQQdPzHMYGxaVP8xsCAp9LPrupdnn83lm7EqThJD0/nw/M/ZNH0RcSZ4rhh4A0khib6HS8IAjNzZjIoftBxr+d/EcWuBr1cVVZcTd7vpKv+l5nklz+3mYoXt2E79PMER6wHaql6q4CKF7chN/n/TTrKm2lcV0LlWwVULd5N5Rs7qH53F/ZD9dR8sJemjaXUrziMbV8tjqONWmCkCzzyyCOcf/759OzZ07Nt48aNTJo0iaioKKKjo5kyZQpbtmzpdN9LliwhNzeXkJAQcnNzWbp0qd/+efPmcffddyPLP6/a57QMjCw8ZyFTe07lr2P+2v2dC94fqHqTibF3fIbB5A1gtE6l6ShexYhvKo2mGNHQ0Oh+fNMMNfNVDQ2NU40Qgw69rHiq0rgVI1Uvv8Kx++7HumOHp239558z+cHl0LLivK92n2dfn5g+Qft3T8IMPSOImNoTY5/ooO2OR3x6OP3PysccGcWk2VeRlhuD7PRf6X77vnV8+Mgmyg/Xs7PRwozN+/nd9kMA9DS1H5BpqFaVA+GxHfOkM2SqqT32wvrjtFS5t1cy/cNMVDsV1hquobLHi9Qm3ENYiKo+WbB5Ab/74nd+x9y+8nYARqeMpm9MgR0YggAAIABJREFUXxLMgYppjc4j+0zs5V8gMOJqsOOqVdO7rPtrO3Wsoig4ypo6pLxqXFdCyT824ChtouFbbxCxcW2JX7vyZ3+i9tMDWAuqsGytwLqnBnymYLX/PUTDN+rxUTOzMaQEr9ikERyLxcJrr73G9ddf79nW0NDA1KlTSU9PZ8OGDaxZs4aIiAimTp2Kw+Fopzd/1q9fz2WXXcZVV13F1q1bueqqq7j00kvZsGGDp8306dOpq6vjyy+/7Nb7Oh6npeve0MShQVcAugPFZ3VVafEbkXTej1Gn61qsKWgqjaYY0dDQOMn4ptVoaGhonAoIRgmz04W1VWDEtndv0PbRRTWEWXQ0mqGiuQKAO4fdyajk4FX83Cvy5rwEwkaeWFWUqTfNRVEUBEFg3CVGFj+4wW+/3aqqAooKqlnVz4hv2KR/WPsLZG7j1fCYjgVGQjIjaVp/DOv+mo61F0VeOiODaT/uo8LhAtGIw5jLqB6P8+3m6ym3lFNuCe5Z0tZnq9E1fA2BXXU2z2vFKeOstCAlmtUiEXYXFS9tQ59oJubS4IG/rmDdVe15LYidWwS2bKukevFuwsakEHVBVrttaz9VjVUrXtnupxJpWHkkaHvTwDgM6REoThljdhT6lDDKn9uM45g3vc48IC7osb8IigKO9qtonTT0ZuhgmeMvvvgCSZIYPdqretuzZw81NTU89NBDpKWp6YcPPPAAAwcOpKioiKys9v9v3cyfP5/8/HzuueceAO655x6+++475s+fz+LFiwHQ6XRMmzaNxYsXc+6553bmLk+I0zIwclLxC4yokkJJ8gmMdDKVxo23Ko2mGNHQ0Pj50BQjGhoapxpiiA6zS8Hik0rT9MMPWAsK1P3h4ShWK8aBA7H8+CMAsQ3QaMZTkWZk8sg2+3fVqxPPrqbQtMZdRjcmOZSkXpGUBkllsTY4WFPjrV6TZNBzV2Zw49H6SgvrluznwGY1yBMR18HASM9IAJzlFmo/P0jUtF7HPSbLbOS1/j25fOsB3GKXJjGWxyc+zn1r7sPiVNN5BsUPosZaQ5ghjJyoHCb0mNCha9JoB53gKU9UtXCnZ7PtcD0Nq44iGHQodhlXnY3oi3Iw9ovBdqgOR3EjjuJGomfmIOi7JznAN5jmTktx1tqo+88BTAPiMA9qWxlU+5+DgKoGaS8wItu9VT5bp864icjPQJBEFEVBsbqImJSG0CqNzJgb6wmM6KJCAvb/ojia4R+/UKnhe0vAcPzKhQCrVq1i2DB/s+Q+ffoQFxfHa6+9xr333ovL5eK1117jjDPOICMjo8OXsX79ev7whz/4bZs6dSrz5/sXKhkxYgSPP/54h/vtDrTASCcRfIwK3bmWvrJ04QQVI74rBaJmvqqhoXGS0cr1amhonGoIRh0mp4KiV8dJ9VXHKPqjN6Uj4603MWRmIhqNHLp4FtadO4mrVzicKFBtVVe+20vxcCtGdBHdHzg+96YBrP9oPwazxN4NZVhbJoDllU1sSlADKH/ISOSy5BjiDYGKPtkl8+UrOyg/3ODZlj0sMaBdMHQRBsInpdPwdRGNq4uJzM/o0KRxXHQ4r56RyTU71BSfCruD/Ix8xqWOI0QXgqIo6MRf0eTzNEEw6FAszoDtlm2VAdtqPtoHkoh5cLxnm7PKovrKAI5KC/YjDZgHxXda8QHgrLB4XsuNdmS7i9JHfwDAXtLUbmBEkLznU1yyZ66kOGVQ8ARvHMVBSkkLeCZHEef0JOLMtMA2rTAkeyf/Upw2l+oKhYWFpKT4B3DCw8P59ttvufDCC3n44YcB6N27N19++aWfSOB4lJaWkpjo/8xKTEyktLTUb1tqaipFRUXIstxpD8+uoo2IO4kgeX8kZUFVefh+GVpXpeko7nK9ok9oRFOMaGhonGyEDsoqNTQ0NH4tiCESoRZQQtRxUkO9/0RR36MHolFVUehTklsCIz77RT3RIV7fkH8eLiMlRM+spBgUp+wxXz0ZgRFzhIFJ1+QCMP7S3hzZXc2n87dwsNGGXQkhStLx58ykNp/NxXtr/YIifUYlEZ8W3uHzR0xOp+n7EuQmJ47SZgwdPPac+EiWDM7i4i0HWF/bxMdlNcxIbPkMtZ+Rk4LicB2/kU/gAKdM86Yyzy5HhTcwUv3ebhxHG3FWWojMV1f3FadM85YKjDlROCotNG8uJ2p6L0ST//RQURScVd5KOK4Gh58Bq6u6/So5isPrLeIot2BIDkW2uyib/xOCTiDx9iEg4ucpAmDsE40Ub6ZxjVqiWJ/YMYsB9z0DSB303/nZ0JtV5cYvde4OYrFYMBqNAduuu+46xo4dy+LFi3G5XDz55JNMmzaNjRs3YjJ1fN7a+vnmTjf0xWQyIcsyNputU32fCFpgpJMoijdiOmDInYC/x4he6lq+vlsx4otwEsoNa2hoaGhoaGicyghGHaYGBVlUB/r1ITIy3ooCunDvZF9KUj1C4uq9C08J5gTPIHxno4V/HDwGwKykGG/1Cp1AkShTVN3AxJiOBx46S1SCeg9HLXYghCRB127AurpETRHIHBTH4MnpJPTs3LUJgoA+JQzbvlrsJY0dDowAfgqWmwoOMzIqlOQQLR2zO1FkhaaNpTjLm8EZWJLWl4Tb8lBcMhUvbA2631nZjHV/DdUf7PUYtjZ8XUTYqGR04QZqluyjeXM5pkHxWLaqaVliiI6o8/3TXeQmh6dCDqjlrB1HvME5BGjeWk7dF4XE/KYvhrRwqt4qQLG5iPlNX78qT46SRgzJodj21ngCKsXz/EtqR0xOx5yXgC7GSNP3xzzb9YkdSwPRddBz5xdBEDqczvJLEhcXR02NvxfRokWLKCwsZP369R4Fx6JFi4iOjuaTTz7h8ssv71DfSUlJAeqQ8vLyABVJdXU1ZrP5ZwuKwGlaleZkktn7MmSnQFlZFgP6qGYwks4rHzTqu5aP6vYY0YLuGhoaGhoaGhptI4boCHUpyLpYdEg49AKVkcHb6pPVwEisj2Ik0ewdgNc6vKkKjWWNfmk0F2zez2VbD/BsYRnbGk6OYWJYVAg6SaTO3DIkL2rC5Wq7ekd1i3dCbGoYKTlRxy3TGwx3hQ5HSZDUhXaIN/ivp26q+4VMJE9j7IfrqV26P6AKS2sEo4Q+ORR9O6kijpImKhfuDKhiU/HKNmqWqkERwBMUAbAH+U74qkUA5AYH9qM+7RSoXrwHV62N+hVFuOrtWHdVYztYR/1Xh/2vqeX7a9kRmA6EJBB5Xi/Cz0pDijUhCAKC5J2q6qI6NscSRMGjFDH1/xUZr55C5OXlUdDi2eSmubkZURT9Arfu950pqzt69Gi++uorv23Lly9nzJgxftt27NjBkCFDunD1XUcLjHSSUUOuZtzEzfzmiuWebaKPr4jQxRwot2KkyKH9l2hoaGhoaGhotIVglDA5AUFHhE71VDgaF3xpSZ+SjF2CLb28+2OafcZtPktS+xds8VT8ECINVNjVoMkjh44x/cd9NDk7kNrQSQRRIHdsMo2RatAhosFFbWnbAYeaUnViGZ3U9cqFek9gpOk4Lf2JkvyDMHN2FrK8MtBI1hdFUWjetAlXQ0O77U5XZLsLZ237qSa+OIOkpURfnON5LcWbMPaJJnpmNoIoIJrbVqpbtlcGVZ04yy00bSgNcgQQZH7rrFTV8voWdZFid/ml0vjiqrPhLPN+f1ufx1lpQXEpWHarXj+iWcKQEYF5aCLx1w0gfFyqn1+jaUAcUqKZsHGpnfJGib9pEHFzBmDM6Vqp7f91pk6dys6dO/1UI/n5+dTU1HDLLbewa9cudu7cybXXXoskSZx11lkd7nvu3LksX76cxx57jN27d/PYY4+xYsUK7rjjDr92q1evZsqUKd12Tx1Bm4V3AVOIv+xQ9FGMdLVcr9tj5IhdR2yvhxk9akXXL1BDQ0OjHQbGDfylL0FDQ0Ojy7ir0gCY6tVV5GUTw2jsEUPK44/5tdWlpLApW2DVAO/4LGu3Vz7S7LPS2aAXcNXZ+XeanvE5ft3gUBTW1jaiKAoVdgeK0n6aQ2dYOzKC1TnqfUQ0y1QeDa7kUBTFoxiJTu66HN/t1eCsshynpT+CIDAx2n8MfHPBYRraCRg1LP+Kw7+9iqO33d5u34qi4Kqt7dT1nArUvL+H0sc3YT3QsXvzTTsBECMMhA5PQp8SCjqB+BsHEndtf8yDvCar+KgqBINIzJX9/Pow5sYSflYaYRNSj3t+++F6mjeXU/vfgzSsKcZR0awGWFBNTd1GqYrNhaAXA1QczormoKoTfYr6fXVWWrAXN6BYXQhGieT7R5Hw+0HEXNKbkF6Bsi/RKJH0h6FEnXf8Ckq+6MINGLOiOnWMhpcBAwYwbNgwPvjgA8+2vn378tlnn7Ft2zZGjx7N+PHjKSkpYdmyZSQne8uaC4LAwoUL2+x7zJgxvPfee7zxxhsMHDiQhQsX8v777zNypLdSWHFxMevWrePaa689KffXFprHSDfgawVyolVpANISp2I2xZ7oZWloaGgEZUD8AF6d8iopYb9QyTgNDQ2NE0DwCYwYLGEQClsSLXw470wen3iBp121tZqrD9zL4ZnqAla2LYpbF1aSEdFExT+fo/7zz6lf8LKnfb0eHKVNPJob3KNgZXUDdlnh+p2F/F9WCjent12Jo6PsarTw7GGvYWZkk4vSg3XUljXTZ2QSUT6Gk5YGB7YmJwgQ3UEjymDootXJrNzsRLY6EY0dnw4sGtSLg802Jv6wGxlodMksOlbFjWnez+L6HYcostj5bGgOte+/B0Dz99+jyDKCKNLodFHndJFq9PqT1H30Ecfuu5/Y62cT/6c/UffJJ7hqaok49xyKrr+e8LPOJuFPf+zyPf/cKE4ZxSlj2VkFQOUr24m5vA/mwe1/Z1yN/mkvilUNOiX8fjCyzYkuLNDTJfH2PKz7atS+XbJqnupjymrqH0vokESat5R36Nqr39/jeV33n5YXApjOiMV+pMGTDhM1M5umjaW4am3eg2Vo/inwPKYB8ThKmnBWW7HtU4NEIVmRXaqQo/HzMG/ePO68807mzJnj8RTJz88nPz+/zWMKCwuRJImxY8e22/esWbOYNWtWm/vnz5/PNddcQ48ePbp28V1EC4x0A6JPibKuVqURBIF3pr2DxWkhVguKaGhonGRGJo88fiMNDQ2NXyGiUcLcYg0iKV4PgS8Kv+DxiY973v/t+79xuN7rcXD5sOtIefpxHDVFVL7wAgDl69ZDj94ANEiCujp+ln/QIUavo9rhYnVNA99UqWqThw6UdEtg5MUjFX7vI5tldnynVuHY+s0Rrn96gmdseXiHOsmOTQlDMnS9PK4YIiGaJeRmJ84aG4bkjk8HdIJATqiRDwdn8Wl5LW+WVPHA/hK2r1rLH0bnkZSRxn8q1DSLzfXNpIZ4g0y2PXsw9uvHjM372dFo4cfRuZ7gSPXCNwGoevU1GtesxbZ7NwCVCxYgNzZStf8AsXOuRxcR0eX7/jlo+rGMhm+PqOknrURF1e/twZAZiRTZtldGa8WI2/RU0Ivo9MGNbvUJZvQJ/t9ZXVQIrho1YOEuWSvFBwbTxFAJuSmwJLBf/8mhRExKx9gnBinOhK2wHkOPMPSJoVh3VXvaSQlmnOXNqnEsgE6AlgCmsW8M9V8XgVOmaYNqqGrM1hQdv2amTZvGvn37KC4uJi3t+GWSAZYtW8YNN9xATk7O8Ru3Q0JCAnfeeecJ9dEVtFSabsC3trLYRcUIwKD4QYxKHtUdl6ShoaGhoaGhcVoiGn0UI0omOpd3BnrHyjs4UHuAZkczKw77pyX3Tx+BLi4OfNJgGq3e1e56vYBs908LidVLLBuqBk6OWO0kh3g9HY5a/Vf3u8JP9f4+H1FNPqVNrS7+dfNKju6pwWF3caDFLDNrSDwnirtyx/FKrbbF2Ohw/pqdSljLuPffKZk8/9+vOWzxfiYVdif2oiLP+9qlS6n88EN2NKopPF+0+JM4ysux7dvnaecOigDIjd60jIYVX3fpWk82iqxQ8fI2jt69mpoP9+KsCAyKuLEfbN+TpbVipKvofIIvek9gJNCoNXRYkveYCAOiWVWb6KJCCJuQSsyV/UicO8RjYirFmggdmhi0QkzMFX390nqMvb3+HvoEE/q4lu9cvR1E//0av07mzp3b4aAIwE033cSCBQtO+Lx33XVXQJWanwNNMdINqMEQ9YdM7KL5qoaGhoaGhoaGxvERQnQexYjdEMULC1zceLs6pP266GsO1x/mb+P+htJqdpodnU1Znz40VXorYtQcPATZAwA1MNLQamQcKemIaylTa5MVyu3e1fVvquq5OvXEql64+5uXlUJaiJ7KLxqx2Pwnx588s9nvfdaQE1eqSNFGHEcbcdZ0LTACYBTg6sYqXjCpE9zdeiMHm7397duzj2yfwEjNW29TERUDj6gTJ7e5bdPqNQF9CwYD8XNvp/yJJz3bKl94gdCxY9Ennvj9dyfOSgs2n4CHaWAc5kHxVL29CwBjn2ikeDONa4qxHarDnNf29csNjjb3dQofAbvboFU06Ii6MIuGVUc9apKIKRkYz4hFNEroE8yqd05LbE7QHV8FL1u8fw+G5FBir+hD89YK9EmhmIckUnbwR4w5UQg6ESnBjKPFWDhsXA+k2J+vDKuGRkfQZvHdgOBjvuprxKqhoaGhoaGhodG9iEbJoxixGE1ENLeqLlO7n4O1BwHIjsomLTyN83udT4guhJC+ffz6avQ5rkEvUGb0HxpHSDrMOpHQFmXEQYtXYbK/2UZ7/FjXxMMHSrC0Kr/rNnC1uGTqWoxLf5scwwWJ0aTmtJ9eEJcWRswJGK+60UW3rN6fQGCkYflXXPjn2xm7ZSMAtZHRrD54xLN/8/qNLJxyAVt65xLSW1XdlMV408W37dlH/fLl2AsPqdc0fgI/5A7CJQiE5OQQO3s2aS+9SPobr6NPS8Nx9ChVL73kOV5RFKrffoe6Tz/1bnO5sB061K3muMfDXbXFTeS0Xhj7xPhcJx5j0aafyjn2xEYavjsatC+3YiRyei8Ek0TMZX2CtjsewRQdAGGjU0icOwRdrBHzsEQEnUhIeoQnFUcQBASd0KGgCIChh78Zr+mMOGJ/04+Is9ORokJIvm+kqiQBIiZnEDoqmfBJ6UTmp3fpvjQ0TiaaYqQbEP3qOWsmQhoaGhoaGhoaJwtBEn0CI2Z0CkQbo6m2qn4HRp2RA7UHABiaOJT7R93vOdbYt69fXxYfD4x6SaDU5D+Oi2wpURtvkGiy+Cs5im3tpz1M/0lNDzGLIn/K9KYsLK+q53fbD3FNi9rEKApEtJxnzMXZ1JQ103dUErE9wvh0/ha/PnPHdo9pthSjplq4y8O66m3YS5ow9Y1p7zA/GlevwuB0ct1nH7J28HAOJaVwyOINAn01fAwAX9fXs25Ib47cdD3l0V6FTUGTjeL75xI2eRIAf5z5WzaZwrnrrZeYhXpdYRMnAhB/x1xK/nQn1l27PMdbNm2i7O9/B8A8bBj6lBQq5j9L1SuvkDp/PmH5kyn5ywcoikLqI7OQ6+vRRUUhSF2f/iiKgvPYMaSkJIQWlbhvYCRqRhZSS6UWMVyP3ODA2CeakMxIVcXhlHFVWan74hCh41NwHi3HkK5+NxRZQW5SFSPmQXGEjUtBELo2r4jIz8DVYCd0eFLAPtEokXTnsC737Uv4WWkIkoBpQHDllOjjhaNPMBM9I/uEz6mhcbLQFCPdgK9KRBA1xYiGhoaGhoaGxsnELKgTcIvJTMaid4kxeif0RsnIgTo1MNIr0lvmU1YU9mXm4PQZq1mM3sDI4p4GPk/2eogAnoBFnD5wMn3M5p/24FIU3j9WTaHFX0myq0mdONc6nFy6ZT837VQNYd8uUVN64g16zyQ1PMbI5fePYPDkdKJaGWrGpobRZ2TgRLcruI04HS2lVcue30LVwp1YCqpwVDR7AibtYT9UCEBidWW77Y5GRLDr0xKS7r+PMp/ASFlsPN8MG03Td6tw6HRsMqnqg69GjiN0pL9BeEhWFgC2gweRm5tRFIWq19/w7K9dulTd9sorAJQ/8QTNP2wBqQeCPo2Se/7KvgkTOfbAAwHXJzc1IVsD71e2OXG4jURbaPjiC/afPYnK55/3bHMHRsLPTiNslBq4clZVoY/bR+R56YSNTkE0SeiT/FUcJfd8SPkL+zj6p8dR7HbkZofHm0QM1Z9Q4EIXqifuqtw2A13dERQBtXR2xOSMNhUqGhqnElpgpBvwLdGreYxoaGhoaGhoaJxcwnSqWsMaFoF5yBC/1AlJlDyKkV5R3sDIgqJyzquw8s8rrvNsaw7xL837VavASHiLmWS8wX87QInVGxg5YrXz3OEy5u4uYvyG3X7t3Mrixw6VsqqmEYusBnXcnrGJhuAKhrAor4FmclYkl88bgcHUPWJvQ49wEMBVZ8dZZUGuVz/P5s3llD31I6WPb0SRvZ9p/eefU3TdbOxHj3L09rkcufEmLNu3A5Bx/ew2z2NsSRXa4LRhyMykPMa/8uITv72BZlFka06uZ1tOYhyxs/37NPTsCYKAXFfHniFD2d0vl8aVKz376z79FPuhQ573iiJT8Zy3FHPjytUgy9Qt+YiaDz9Ecaj/d7LVyv5zzuHQxbMC0m8qXt1B2dM/Yj/S4NlW/Oe/AFD5wr8829yBEXf1F4Ci2ddT+cw/aF77vqckrRTfavFUUIMo9iNWapcswdXiLyKaJb+5hYaGxs+D9lfXDeh8FSOCphjR0NDQ0NDQ0DiZhKJWc2lqSYuwurwr/pWWSo40qF4XfaO9qTNPFZYC8Nm4swGIu+UW7CmZHTpfnE/wItusBizK7A4cskKJ1c7w9QU8ekjt36Eo2GVvSol7ZLi+1lthxZeEIEEXwDOhBgiNarvEa1cQQ3ToE1XVSOO6Es92e4n3Gl0NarDEdvAQJffcS9O6dRyYnE/D8uU0fvcdOByIYWHE3fx7v76ffuZh5q76kps/fIuL96pqkm8SJXQJCezJVFMp7lj8Gqnlx7CGGFk3YCjrBg71HG/N6YOg9/9MRKMRXax/UEUwGEj4y19AFKkpr+Tut5dwIFX1rnCWHMNx2Htfgt6rvimd939Uv/2Oeq7t23FVVGI/cABXtZqKZdu/n9KHHsLREhApf+FTZKsVy5Yt4PQvbdvwzUpshWrJZSnOhOJyUfXqq57KOnUffaR+rkeLqVn0EsEQzXGUPvgQ5Y//E/CvKOOL4nBwbN48Kv75nPpelql47nn2nz0Jy7ZtQY/R0NDoOCctMFJYWMjs2bPJzMzEZDKRlZXFAw88gN3ePWWofk2IohYY0dDQ0NDQ0ND4uTDLahUQiySiKAo2V6ARalp4GlFGr5lptE86TEi/fkRcMINmQ/slQ92qDt9UmrFRYRgEAQUotTv4tLw24Lhqh7fsrww4ZIW9TcHTUxJCggdGAMZdmkNEnJFRM7Lavc6uYEiPAKBxrTeA4KryXqP9cDmKy8Wxe+5BsQU3mo2YNs3jtQGQe3AveXsLuKFHPFeVHmZKnYyoKHybqKfHd9vYlaHeR8+So0w+pHqwrBw6ih/OGOTpo9rhH3xQFAVFUXC1VBNaN2AIz945j7j33iP22msw9uvHixddyeIJ+dx614Oe4wSD1xhU0HvVHC5R5NDX39C4ahW2Awc92x1HVUPUsn88Qs2i97ztKx0cvPAKCi+/wu+69o4dx9Hb7gDZoH6OKz6h+I4/UP7kU95j6+pwlJRQ/fprOA6swl64KuAzFMPV9ChrgXotiq0O2Waj5r33sOzcSfWiRch2O9Xvvkvth/+m8oUXKP7jH9k3egyVCxbgKCmh4etvAvqV7XZqP1qKq74+YJ8vrsamdvd3FkVRKLn7Ho7OvQPF5Tr+ARoavxJOWmBk9+7dyLLMSy+9xM6dO3nmmWd48cUXuffee0/WKX8xRB+5myBoIhwNDQ0NDQ0NjZOJ2aqu0suCQLPdxaW9Lw1o0z+uv9/7aMm7eNVr6UdIcYk0HyczxdWSXhHroxiZHBtBckswo8RqZ31doBLE13+kzuFib7MVOaCVSkIbqTQAg85O46q/jSEyvvtLmxp7tx8UKn3oSapefx3L1q2IYWHoM1Q1RsQF56OLjsaQmUnCn+8C4D2Tk3HFh3lsy1qkxEQiL5pJ5kdLyItJ4Y49alDFff9Xff4RA/fv5sK8MwDY0D+P4gSvd0qNT2Ck1Oag/9qd3LXnqKoOAd6ccxsfZ+WyODSGP+85wuvTL2ZTP7XkstUnNUpK6OF5HTrhbFIef4yMRYt4c9pFnHf9n/j4qX9SMX++p41l5wHKX96K9UADgsHrmaGLzSKk/80IZn/FiquqCjFULb0r2xopf/wfNHz1lXru5GRPu/1nT6Jm0WJQXNi2vINl06vq8TWFAIih8ZjGzcWYd7V6D7u2UPboo5T+9UEKL55F2UMPU/HMfCr/9aKnz/rPv8BV5y0R7CjxBrfc1H74IcfuvddjUOum+u13qP3445Z+PmfvsGHUfPBBwPF+fS35iAPnTsO6d2+77QAcxcXUffz/7N13eFRl+vDx7/T03gMhobcAgQhEVECF2NBdF1fFZUV+YMECiw10EXQVfBVZFde6WHZVWFdlXVdBsNAUkSKQBDAgBEhCgBRSp895/5hkSiaBJKTq/bmuXM6cep+T4THnnvt5nv9Q+cUX1Ozcec7tRedUUlJCTEwMeXl57X7uCy64gI9rq63aU5s9xV9xxRW89dZbTJw4kZ49e3LttdfywAMPdMhFtjXPTLlUjAghhBBCtC1NdZnrtclkY0bqDF4Y/wJhBneFSGpUqtc+nhUjiqIw6+BxjgQ5/257Z2s1DdVtBNR++eXwGH9iTHgwCX7OrX+qNrGp1Dcx8lO1e6aSUpuNApNvxfSgIOdDfO8AP5917cFvUKRrGlltpN5nvWLRcvqvzsRB7Pz59HjrLbq/9ioJ/+//0Wv9elL46YTOAAAgAElEQVRWf4wmKAiAcaPT+fAP13HB8hfos3ED2nB30uXmo1ZuPGpBBTzSM55F119J/F+e4IIJl6JHwVbbHSqo9l4XWaxU2OwcNZp5/fhpSqw23j1RguXGm+i5dg3HDc5uMUvzivhHYQlvpAygNCTUdb6oWXehCggg5DfuZJniSEMbNxK//v3459W/A+DZqXdQotKz8YJL+Nvkqfxv7xkshysIyLgXlZ/7eAAqnR8hv53vc4/UQbHO41ed9FqevPJ9omffR3lgEAd6OMe50UREoOvWDVv+dmq2LMN++lPX9tqoQa7X9tJCzqxc5XW80rfewuGRCKnjl+r8jFvy8rBXVnqtMx86BEDlV1+jWNzdok4+9RQn5s3HXlVFwdz7nff8Md9BaetYi4ooevJJLEeOUPqPf/ist1dUUPz6G9T8+COKomDcvce1rnLtWgBsZWWUvPkWtrIyn/1F57RkyRImTZpEcnKya9n27du57LLLCAsLIzw8nIkTJ7J79+7GD9KAN954g4svvpjw8HDCw8O5/PLL+eGHH7y2WbBgAfPmzcPhaCyd3DbatbyhvLyciIjGpwEzm81UVFR4/XQFGo+uNH5BkhgRQjRNV23zhBCiJVqzzdNUuR8CrVY7Oo2OS5MuxWRzdwXJiM/w2idM5/4b7YzNzidl7vMH2hTCPb7oujsphj4BBv6U7HzwvS4mnGi9lpndogjQqOlbm8x44udC12Cqng54dJsps9p9ZrAB+EdqT14flMw10aE+69qDSqUi4ub+hFyRTOBIB/by497rAyLB4SBw7CWEXv9bdAkJBI0di0qlQhMUiNqvCQkdlXOW2gcPmNl/4WDu6xFLYEYG4TfcgE6ton+we+yP38U6kymlVjt9N2cx6vv9vHz8lGv96uIKKhISXffb7DE4rFXnTuwE3X0P/bb/gCbQuyKm7OOD2Bzu5JjR4Mcdf36ORdPv4sPLruIv41JdVS1B4yf7XIqjOoSQG99AE+tOuAVkXFa7zp0YCZ5wObq4OKLuuouHnnqRu+Y9RVbPvgSMGknUXXcBCvbiAwSNGY0+OcTnPIqp8eSBrnt31+t+e3YT99gCwDlWysGx4zAfPowlPx+H2eyqInFUVVG9bZtzu337XPubsnN8jl/59dcUv/oaR6fdRuHD81AcDk49uxTF6Ez0Va3/kuLXXqfw4XmUrVwJQNHjT3B62TKO3jyFAwMGUvjAA67jVaxbj2KxUHDfbE498wwFs+egtPPDrmg+o9HIihUrmDFjhmtZZWUlmZmZJCUlsW3bNrZs2UJISAiZmZlYrb7tW2M2bNjAzTffzDfffMPWrVtJSkpi4sSJFBQUuLa5+uqrKS8v54svvmjV6zqX1hnaugl+/vlnli9fznPPPdfoNkuWLOHxxx9vdH1npdZoSJ74OIpDiyHgsY4ORwjRRXTVNk8IIVqiNds8pboavV3BolFhsbjHMUgKSSK3LJf4wHh6h/f22kfrMUXpnkrvaVgD7aC2WqF2QP15KfEs6JXgWh9r0JE1ZrBr5pLRYUG8U1hClb3hh7yfvBIjtgYTI4l+ehL9fCs12lP11g0UPvAgAaNHYcrKJ+CSh13dwtUBkahDQoh/4i/nMb2re7+QBm7VkKAA9lY6H7onx0XwTmFJo0f6sqSC0aHnnhY2ZdNeJseGY9JWM08Nfg6o1MLS/n4MW58LtUVFFUHBeKbmKg06jgWYCbJBpGUQnyVo+TZKy2M5JkITg7Ecq0QxK/gNn4aj/Djq0G5oo+OxFlUTMGIA4b97kqDx41HXVtEoikKuwdkF6stRF3FZj2hCr/8tmvAw1EFBBKSnYy2oxrivBEe1leofnIP3Oky+lSF1omfPRqXVoO/RA7XBgC4x0bVOqanh8FVXA+A3cCCK1V2ldObfH2I+eIjiV93dcYxZ3gO2Kg4H+bPu9l6mOKj47DNQqVAHBGAvL+f0X/8KQPknn3D65Zexn258umZ7cTEHhrjHj6n54QcqPv2U4AkTsJWWoo2MpOaHHzD06YMuIaHR4wCY9u/n5JKniXnoIfwGDeT4/83AWlBAt5f/xonHFhJ4YQZhk2+g/JNPCP/9DWjCws56vI6gKApGm/HcG7YBf61/k/8dr1mzBq1WS0aGO7n8008/UVZWxhNPPEH32gTdwoULGTJkCMeOHaNXr6aNg/Tee+95vX/jjTf48MMP+eqrr/jjH53dyTQaDVdddRUrV67kyiuvbNJxW0OzEyOLFi065//Utm/fTnp6uut9YWEhV1xxBTfccINX5qm++fPnM3fuXNf7iooK143vzFQqDX5h+bWv2y3XJITo4rpqmyeEEC3Rmm2eo7oancOZGDHZ3ImRxzIe498//Zv7ht/ns4/Fo8JgR7l3YiTYquCwWkDjfJA1fvUlugkTfI5R92Axqt4D+hVRIawtdj9me1aMVNkdPH/Uu6tFZ1Fw32wAqjdtdv53/aNoY1PxGzoFTUQ3kv7+BrrYmJafwCNx5DDbUNdON2w8UAo2B6nh/nDCOWVxekhAY0cB4GCNiWO1XZIidVpK6g3S6unDk2XgD72768gPUPNhkjMB9Rm++9ySZ2GP+iTZSd15boAfW6O0PLDfxNIBzoqYwb0jeTA1iVOv7MF2qga1IRh1zEAUwFrkHLg0eEIGAUOivY57yuI+l0WrI3D0aFQqFcGXXuparu8ejL57MDV7TrkSIyqD+3MaePHFxM6fT+nbb2P+6SeCxo1DE+Qx/kl4w+PEeFaGAFSuW0flunVey04/t8zr/YGBg6iv4r/O7j5hN9yAf1oaZ1atQte9O9Xbvsd+utiVFAm5dhKWnw9jyqmtQtHpCBgxgprvv3cdSxsXh62oiMKH58HD83zOFThmDP7D01CsViJvuw1NqHcl1dE/TMVRXU3B/XNJXLaM6u++AyDvpptxVFZi3LmT4uUvOa8/J4duLzxP1ebN2M+cIXTSpAbvU3sz2oyMen9Uh5x725RtBOjO/m+szqZNm7ye5QH69etHVFQUK1as4JFHHsFut7NixQoGDRpEjx49WhxXTU0NVqvVp1fJyJEjeeaZZ1p83JZo9lP8Pffcw0033XTWbTz7IhUWFjJ+/HgyMjJ4/fXXG98JMBgMGAytOx1Z+/DokSSDrwohmqjrtnlCCNF8rdnmOaqr0dYmOixW98P30OihDI0e2uA+nomRnRW1D7RWheU7a/BzgMNqBT9nYqTg3vsIObC/0fMn+OkxqFWYHQq3JkQSodN6JUYaqhDpTGwlJRTO8x0zQ6kpwZr/A4bUG1FpQyj9sIow60kCR8S26DwOsztpZS2sxphVQuCoOEredj5AX/XAcD4NC+J3ceHn/Db7tMXmqvS5NDKYcK2WtwqKsXqM/1Lf8/3P3d3nmgIrSncN2cDWKOejUV1SBGCfP6j8NMTel0bBY9+CA97toePV3gaW7jbSq8rBao2Z7ifL+E1td6Byq81rtqLSMRdj7tWba3f8xKjQQP7Sp5tXDLo4d7Ij9JrLKXk5B33PniS94Xx2in+i4S+lW17Jc3Z+Q4egCQmlevNm1CEhRM+ZjTYigrDf/gaAwkcedU1FrP3tb9kwaw4ZWoVuOVn4DRqEvbwcW0mJKzHSe9NGlJoafr6i8W//q7/9lupvvwWc1SGJS5dS/MqraGOiCb/5ZhzVzn+z1qPHyPudu6uTo97YKgCVX3zBsen/R8327Sh2O9qYWAJHjWydm/MrkJeXR0K9Cp7g4GA2bNjAddddx1/+8hcA+vbtyxdffIFW2/LCgHnz5pGYmMjll1/utTwxMZFjx47hcDhQq9vn+brZVxEVFUVUVFSTti0oKGD8+PGMGDGCt956q90uqr15zkQjFSNCCCGEEG3LUV2NvjbRYbY2bUpQi+JOoHxT6nyYuvSklcHlzuWOszxgN+SfqT3ZUlbJn5LjeP34aZ/1avCZiea2xCjeKijm0ohgn+3bU+k//0n15s0Nr7TWYC89iDaqP4rFTtm/cwlIi0Glbv5DuOKRGCn5R20Vg8dhgorNfJjWm3OJMjko9lPzde3vLclPz4Mp8dyWGMWF2/ZjcCiYmhHfLXkW4o0OUq0q+lQ5SO/Wh/dpeNraL4oryNyZywdDe+EI98NRanIlXO5JD0DjULCfKoZTxahU4K9Wc3tOHiaPRFyuRs+6kgr2VhrZW2nkuphw0j2qjrTRAfgPiUKlVRN2fQa62AgCx1zYpGsJn3IzZStXEXLllWhjY9H3TKFogbNrvyoggNDrruXMylXEPfE4b5TWUAnca62i5G9/8znWqfAITl15DRPmP0hQRTmnlj5HyBWZaOt9m+83YAB1HX4+v+EPLDnkHM/k4xGjuTA8CF18PIqikPDssxh69UQX46w68hs8GFN2NpEzZ+CornbO1lMbpyY4GNvJkyhA2bffUZ1xIdicVTfmn84+G07MvIexl5ZhPvwzjsoqarZtc1WUBE+cSMDwtCbdy7bmr/Vn25RtHXbupjIajfjVG0PIaDQyffp0xowZw8qVK7Hb7SxdupSrrrqK7du34+/f/JmznnnmGVauXMmGDRt8zufv74/D4cBsNrfo2C3RZk/xhYWFjBs3jqSkJJYuXcrp0+7/YcTFxZ1lz67HcyYama5XCCGEEKJtOaqr0dZ207DYmjaYo2fFSJ14o3vZ2J3fs3p8JkknCny2a8glEcFcUpvgaOiZ/NFeCfz3ZCl7qtzdamZ2i+aW+Ah6ddBMNC423y4l/ukjMO5wTq/q1y8Ym8dwH+afz+DXx91tw2GxU77mCIbkUAKGuruQnPnfYUwHy4i+fQiaQB2KxTdpZTniHkPDdrIG+rsfukO0aipqf5/hWg2DgvwZdLSGvVYbxX5q19gtPf2dlUcpAQY+75cMr2WzLVLDolR/flMO6WkJ/H3vcQoC1Fybb+U/3XTYPX5JU49YiEZF4Oh4qk4UMKbQAt5FHF72VhrpvyWb8T01/LbeDJR2tcrVteeOnKMN7n/GZufe/cdc7xcdKuCJ3okMCwlArVKhUquInDIAgBKLjcDJk9lZWUO6Q8HkcJBvstA/0A+7Atp6H7bYefOIvPNOV/LBXlXtSowoNTXEzptHxB/+wKbQKJZlHQHg+hF9GXj1VZx88kmqv9vq3BaYO+fPFMTEE/PDAbZnDCRhyeIGr8cwbhy2554jICGBw/6BUO7s4nTv/qPMSorh1oQotGoVoZOu8dovcemz1OzYQehvfoNx715XYqTftu9R6XQ4LBbu2bKLtRZ4Yekieuc772f56tU+MURMn4460Nk1JOLWW72qZ0y5uVRv3oxidxB52zRUuobmnGp/KpWqyd1ZOlJUVBRl9WYQev/998nLy2Pr1q2uYof333+f8PBwPvnkk3P2KKlv6dKlLF68mC+//JIhQ4b4rC8tLSUgIKDdkiLQhomRdevWcejQIQ4dOkS3bt4tjdLMjHxn550YkYoRIYQQQoi2oths2MvL0dfNTtLUipHaxMjF4UFsLnNOsRtjcoAKar59jpln8uh+soCLdu+AZj5IDfcYH2NUaCDXx4Zz5b/+ycDP1lC47EXuL3U+0CuP/ZnuY8fiX++Bsd3V+yIv4v+mEzVzJuWffIL1RBHRs39H5TcFGLOKsRUbMe4r8UqMnPnPIWp2naJ66wlXYkSxO6ja4kwq1ewoInhsd6+uNHVsJe5EUd0YHXX+N7wv35RW8If4SAACtRpOfrebpwMcbPUoWK+rtlCsduJX/YzNrHCdRcewzVUk1ihEpsAl39dg0qiIsChMzbOwKNWP3eHOv9OjrAqR0wdhPeE8v+54FUuKHTwy1A/F4wFbowK7x2PLNxFqrDbneCVDyuxcWGxjop8/PX7fl4k7cs867omnHRU1XLXrIHN6xPJwShyfni7H5HDQJ8CP3/540FVtMjk2nEM1ZnZX1qCpDes3MeH8baB7TAeVXu9OiigKSkAAZa+vgEfm0/t3v0VtMLAUf5bXJkUAPj99hrRePYl8/Q3Wrt/E8KcWUmV3UBATDzjHR9lTUcPIsCCf2E12B5fmVxDwt3dY0y+B48fdXYYKzFYePVhAmdXOAym+X4Trk5PR1w65EDB8OIkvvoAuPp4Cu8Kyn48xPiKEj1V+YIAn/7yED5QK/nS8BHNVNbMKfqbnR/8CQB0UROxDD7qOa3Mo/LuohACNmqujwvDr2xe/vn2b9LsQvtLS0nj33Xe9ltXU1KBWq70SUHXvmzut7rPPPsuTTz7JF1984TOWSZ3s7GyGDx/e/ODPQ5uVN0ybNg1FURr8+cXx6koj0/UKIYQQQrQVW3ExOBzuipFGZoapr64rzZ3dY+hZaUetKKSWOwgYFoNKXY6/xcxvN64nurys2d8wjwkP5o1ByWwY2Y9Phvfh1sQoSl5/nbiC41zy2nLeH9KTN/IPYPnf/yh88MFzH7CN2c94fxsc++CDaMLCiLj1VmLnPYxaryM0M5mgMc5xBuwV7hlOHDVWanadoj7rSfeAttbTRhSbwzur4NrOnQyxnqhyvbaVm0nYXcLMmEgCtRoCtRoUmwNrYRVDz7gTLKEWhbhSC7ZSE9U7TjoHRA3QEnnLAHonhaMCKr4+ToAdIizO83czKizKMpFeYuONXDsJizLw6xOOJtiZ5HBUWJhw0sbXx7VkjXEPQvrSgB482cc98wvAlhhncuWBw1ZmHLYwpG8UiX569lw4iH+mphCsUfNQShx7LhzEC/2TOD52KPcnu8domRLvrpB5Pf809x04xu05edy3/xhX7sz16oLz4ckydteOq2JXnD8fnSzjmNGMQ1HYVV6NvfbZqtpu55JtB+i2cQ/X2wN48q+vETlnNj9W1PBWgffMMZ+ePoPNoTDvYD6P+YWzePmbHLn6Wq9ttpW7f092RSHPaOZQjYm9lTUcNVnYb3HwnUrPcZOF+p7LK2JPZQ0VNjsORSGnysiXJRVYPB6gXzx6kpUDhuGfmsrLx07x/olSZubkudYfVVSMIpTvuvdk54BU5l05mfBnl6JNiCfpzRWAc/ang9UmnjxcyJ8OHOeOnKPMPnCsfjiimTIzM8nJyfGqGpkwYQJlZWXcfffd7N+/n5ycHG677Ta0Wi3jx49v8rGfeeYZ/vznP/Pmm2+SnJxMUVERRUVFVFVVeW23efNmJk6c2GrX1BRS3tAKVB75JRWSGBFCCCGEaCu2IufsHfraB8LmdqXxV6t5e1sNpw0qetQoqPRqtBERruMCqM4xLl7N9u2c+c9/iHngAbS1M4NMignDevIkil7rlVhRzGYujQyhMHs3jU/E2rYUh8PrmmweDzwxDz7Q6H7qoNrEQZV7MFlLofcDjMNiR63XYMl3D4Jp/vkMpSsPNBKM+6X1tBFFUVCpVJS8nYP1RDW2MjNh1/QEwHSgFOwK4z0KSzSKQvmnh7HkV0Ht716fFII+PhBdfCCmA6XOLjqA34AITPtLAWdy5NUdRgx9w1EbnI9A6mDvBFh8VCBheh3bMwaysbSSSdFhHKwxUV+fAAPj/tgH69FKAtKdSQ+tWsWEqFByL051fat+Y20SZE6POE5ZbCQadNydFMuo0CAeyj1Ojd3Bv4vKfI5/Li8fP02UTsvSvCLm9IhlXs943swv5mej2bXNrioTM7Pz+LzY+akL02r4IWMgF2zdR57Rwr37j7K6doDY785UseviTPBIyvxQXk1utYl79h3lQLUJS+2/tzEeVSRT9h52vX4wOY41xeWYHQ4O1pjJ3OE7LsiNcRE83bcb2VVGFh8+ATi7KX100vseDAj046jJQo1H0vO01cY7g4bz8NdfA5BdWcNVOw+64qrz0ckypiZEMrqBahfRNKmpqaSnp/PBBx9wxx13ANC/f38+/fRTHn/8cTIyMlCr1aSlpbF27Vri4+Nd+6pUKt566y2mTZvW4LFffvllLBYLkydP9lq+cOFCFi1aBDjHKf3uu+98qlbamgyI0Qq8B1+VWyqEEEII0VasRc6pb3W1z0NNrhipfejTq1UE2KFHjfO9SqdBExXpta2jqgrF3ngXnaNT/0j5Rx9T+uZbrmXG7BwOjRvPiT//2WtbxeL8Rt1e3jFpkeLX3yB3dAbmgwddy+xlzgfiuEWLiLjttkb31dQmDmzFRsxHK1AUBesJ76mO65Im1nx3wsReZsaYU8I52RUUo7P7SV23lpq9znEJradrKP3Q+XAdOjSGR3o6H77uyzVjyatwJUUAtBHOMVs0Yd6zHvn1iyB61lCCL3VPC62LcXd7qqsYca2Lda7r7qfnDwmRaNUqBgT58+rAHszo5u7L82BKPPqYQAIviPOZGaahmWJ0ahXP9uvOnOQ4dGoVN8ZHsKCXe9aP3gEGJseGM7reNNCvD0rm//V1D0kQonU+Z7xdUMzSPGci7/mjJ7lyRy5P1SYaPNUlRQDGhAcRotXwVG0FTF1SpIef8x7UVarUdWPaVl7Fq8dPsbfKiEVRXF15vj3jnRir86fkWL68oB//SetDoqHhiqt/FZWSsmkvk3a5P4ueSZG/D0pmdo9YPhvRl+f7J7mW/7n2d//Xoyf5oKgUo93BXfuOeiVFbk2IZGqCM/YFBwu4e99RUr/N5s8H8zlh9q1qEWe3YMECXnjhBa9uMhMmTGDLli2cOXOG0tJSvvrqK0aPHu1an5eXh1arZcyYMY0eNy8vr8EeJXVJEYDnn3+eadOm+QzH0dbkKb4VeHWfkcSIEEIIIUSbsZ2qTYzUvm9yxUjtQ1T9RzaVXo020nfGRXtFhc8ywCthUjeFKIBpXw4oCpVffe29jcX5LX5HJUZOL1uGo6KCk88+C4AxKwvj3r2Ac8yHs1XHuLqaVFs5/coejFnFPuOCOKqdiRHL8dqKEW3zZq+xV1ud3W5qqTQqHDVWSt7Zh2Kyo+8RQuiVKdybFMO2Uf25zlb7G/QYhFRTlxgJ9U6M6OICMCSFEDQmEf+h0YRckUxopnt8Dk2YAdcTP6CL9U5M1PlNbDh/6Z3Ie0N6snXUAK6NCWvWNTbkpjh3l5qx4cG8NLAH/xneh/XpfQmo7Y5zbUwYtyZGcUl4EBE6Da8OTG7wWD/WdrfpE2Dgi/S+3J0U47PNtATnZ/x3seFcFRUKgL9axcdpvbksIgSAAI2ae3vEEK3XUmFz8P4JZ7XNKwN7cOSSIVwQ4r4/M7t5/5tR1yaEIvVaNo3qz46MgTzXz5mQGh0ayD0NxORpfEQw18SEMb9nPAEaNZOiQ1nUK4G/DUji7qQYZnV37n/f/mOkbNrLwRp3dUxqkD8LeyfycEo8IVo1WVXOKpTTFht/zy9ucOBlcXZXXXUVd9xxBwUFTRuMGmDt2rXcfvvt9OnT57zOHRMT45oSuD1JV5pW4TH4Km0zn7gQQgghhHBXjNR9129u4sB/5trKEn29cS9Ueg3aehUjAKbsHIIuvshnueWwu/uAzuMbTXuJs0LCUVWFab+7G4li7tiKEc84rCdPkXfD713LNOHhZ9nD3ZWmTvX2Ihw13gOMnn59LxG3DHCNHRI7eziVXx+n5kffcUjUQTqvbjngrDixefxOFKuDklU/YSs2ogkzEDl1AKraSokeAX5Ypw7EcrwS28kaKjfmA6CNdCZGtGH1EyPOB3lNoI7Im/v7xmPQ4tc7DNNPzqoFbUzjM4aoVCouiwxpdH1zBWk1PNevOx8UlXJvD/cYJKnBARy+xHuWjveG9MKqKARo1Hw0rBdzDhx3je2RYNBRaHbe03k94xkaHMCAQD9CtRr81WqmJERgdSiE6bSu63i2X3f0ahUTIkNI9NPzZmoyP9eY6e6nJ1ir4ZroMNe4JP5qNVdGhaJXq/nbwCQm7MjFqij8KTmOvZVGr7FI6gRqNARqNNySEMnwkACS/PTo1Co2lVayt8ros/1tiVHMqpc4UalU3OmxbE5yLC8f9/5MrRzSk1FhQWhVoFerCdComdMjjid+LnRt81BKHD38vT8Xomlmz57drO3vvPPOVjnvgx00DpOUN7QC7+4zkhgRQgghhGgrtpO1FSO1lQ7Wc1SMOCx2SlYewFzbZaNy1U9e61U6Nepg3wfe4zNnYszKBpxjdJxZ/R/MP/+MMTvHtY1idycJbMXuriM1O7a7tzH7VowoVu/kQLuw27260wBows9e+aA2aLznIlapXAkQTW0yQrE6KPlHDjiciQ9tlD8RN/Yj9KoU127+Q6OJuTcNTbjvNMX2KqtXFYqjyoo5twyVTk3kHweiqZec0UUHEDg8Fl2CewwJbaRzSk/PihFNmAG137m/Aw653FlBoksMcl5vO7olIZJPhvchrpGuJ3V0ahUBGufnfUx4MJ8N78NNcRF8PrwPuy4cxLej+vOP1BSujnb+PvVqNff1iGVm92gCNRpXUqROpF7Lq4OS+V1t1YpBrWZgkD/BWuf1/y7WnTC7KjoUv9pzJ/kb+OaCfnyZ3o8InZbXBiUzMTKElUN6Nhr7gCB/ArUa9Go1H6b15sNhvbzWDwz0Y3GfRLr76Rs5glOIVsO0RGeVyrUxYWwZ1Z/xkSEEaNToPaqebkuMQl9bvfLSgCTmJvvOjiNEQ6RipBVIYkQIIYQQon1YTzrHVjDUPgyZz1Embz50BuOe01gvdz5Iq095f2Ot1mvQJ7nHoFCHhuKoTWKcfPJJIu+8A01wMCfmz8d/6FD8hrq/zfdMcNhKPBIj235wb2M2oyiKV2LEYTKhaebMNy3hORukoiiupFIdbVgTuoR43F9zbl1lhT/6hCBq6qberc1N6bsFu8bYCLooEcWuYOgZiqGHM/Gki/LHetw9SCuAo9qC5bjvuBVh1/ZCn9D4AJraaH/363BnQkTlp0Gl16BY7K5qkXPRdw8mdu4I1P5d57EoxqDj+QHuMTh6BfjRK8A36dRS6aGBfJLWG7NDYXSY931M8EhgxBl0/OMsSZH6QrQaLqpN7JTb7PQN9CNAo25wXJaGPN47gVviIxgc5N/oPv4aNV+k9+WH8mqujz17RUZaYeQAACAASURBVJQQnrpOC9CpyUw0QgghhBDtwXbSWU6v1zr/jLWcoyuNvdyMAlhqx5LQ1dtcpVcTfNllRM+ZTdC4cRz5zW9d64x79pB/1yxiHnoIANNPP6GNc38DXTewas3OnVR/951redWWLa7XDqsFR2Ul2NzVJQ6jEU1wcFMvucUcnlNg2u1Y640XoNKf/Vv6xoSMT8JS4HFsNeAAfTd3IkOlVhEyvrvXftoof+oz/1yOMbt2OlmNCuwK/qlRrtleGqOLDyTookTUQTpUOuff4iqVCk2YHtspo2sg1abQnaULza/VqDac1WVEaNOSVvUZ1GpSg8/9uxoQ5M+AIN/PmhBnI4mRVuA9K41UjAghhBBCtAVFUVzT6hp0WkDBYj97xYi90oLd488zXb0KE5VOg0qnI6q2f3zQ5ZdR9eVXXtuYfz7kPL/JhGnfPnc8VivGvXs5essfvE/qUUmiGE1YTxR5rVZMvlPAtgW7x7S8juoqn8RIi6jAb1AklhPu7i+Rtw7CuLeYwNHxZ9nRWWnieh3ph63EhDGrdiyL1CiCL+mGcV8JwWO7nfNvapVK5ZrW1+sc0QHYThnRd2/7xJMQ4pdDxhhpBZ6z0uj1Zx9xWQghhBBCtIy9rMzVfUWvd3ZF+clqocJjhgqffSosWDz+4tXXrxjRef85HL9oERHTpnktsx495n59/LjrtWKxcnr5S17bahO8kwOOqiosx456LzO2U2LkzBnXa1tpGZaCfNf72HrTCjfGc6pbcFZ9qPUaFLO7Asa/XwQRN/T1GQ+kPl20+9t+r+oRjYrQzGT03YMJzUxu0tggjQm7thcRN/XDb6DvgLpCCNEYSYy0ApVKzUVjtjLmws1otS0rDRNCCCGEEGdXN0aGJioKg8b5xdTnYSrGbdrX6D6OKqtXYqR+VxrqFZxoo6KIvvcer2WWY8doSNm771K9ebPXsqCLL/HZrvzDj7zeW48f4/SLL2LzqOhoC56JEXtZGdbjzsRI8qqVRPzhliYdI+TyHsTOGe56r6md+SVoTCIqvZqgS7o1tquPukFSAVQeyY/AC+Ia7GbTEtpQAwHDYlCppYpbCNF00pWmlRgMUikihBBCCNGWrLXdaHQxMc5ZaezO5YWGxh+C7ZUWbLXdMtQ0MDKc4tsVRx3o/UWX7ZTv1LON7atPTvZZVrVxo9f7/HvuBaD45VfwGzSI7n9/A+05ps5tCc/ECA6HK7GkTUho8jFUapXXQKaaQGelji4mgITHMlxT6TbpWDo1urgArKeN+A+IwLjnNOAcqFUIITqSVIwIIYQQQoguoW7gVW1cHHpN0yoCPLvS6OtVEeiTQzD0bnhmluRVK1E1ceaYsBtucL0+1xS49Zlycih9861m7dNUXomRWoEXXYQ2Orr5B9M6753fIHcXleYkRerE3JNG/COj8B8UiaFnKMHju6NrpWoRIUTrKCkpISYmhry8vI4OpUmysrLo1q0b1dXV5964EZIYEUIIIYQQXULdVL3a2BgMmnP/Gas4FBxVHokRjwE9/YdGE3PnUFSNHMd/2DAi/m96k+KKuO02AtLTiZ4zG01oaJP28eQwGs+9UQvUT4z4DRlC4vPPt2iygNjZw4m4qR/+g6POKyaVVo0m0DmTTPTtQwjNTD6v4wkhWt+SJUuYNGkSyR4VcLNnz2bEiBEYDAaGDRvW4H5ZWVmMHTsWf39/EhMTeeKJJ7ymDW+J0tJS7r33Xvr160dAQABJSUncd999lHtMgZ6amsrIkSP561//2uLzSGJECCGEEEJ0CbYiZ1cQXWwcunoJDavNd9peR7WVD7vpmHyxc+pRvdq9j2I9+zS/QJO7t2jCw+jx7j+JuvNONGHuihH/9BEkPLfUfbz4hmdtaSw501Lmw4cx7d9P8Rt/B0DfqxdhN9xA0uuvoQlq2Xh4uugA59gdMgOjEL9oRqORFStWMGPGDK/liqIwffp0brzxxgb3q6ioYMKECSQkJLB9+3aWL1/O0qVLWbZs2XnFU1hYSGFhIUuXLiUrK4u3336btWvX8n//939e291222288sor2O32Fp1HxhgRQgghhBBdgmuMjLhYn4qRapOVsCADVoeCrrbLzPb8Mp4e6OfaxuDRlUZpIJFSn6aJiRG1n/scmtAwj+X++A8d6j5/r17YTpxo4AA+I5+0mDEri7wbfu9eoFIRO+9hgi6+uNXOIYRoPkVRUNqoOuxcVP7+TU5qrlmzBq1WS0ZGhtfyF198EYDTp0+zd+9en/3ee+89TCYTb7/9NgaDgcGDB5Obm8uyZcuYO3dui5OqgwcP5qOP3ANY9+rVi6eeeoo//OEP2Gw2tFpnSiMzM5OSkhI2btzIpZde2uzzSGJECCGEEEJ0CUFjL0ETFYmhTx/0Du/ESJXRyvul5Tx75AT/Htab9NBAPjxWDB4zyOrUKrSRfthKTPgPPvd0rvUTI7rERKwFBT7bqQwGj33ciRGVToe+WzfinngclU5PzfffN3geh6n1HpaMu3a5XhsGDiDxmWcw9O7dascXQrSMYjTy0/ARHXLufrt2ogoIOPeGwKZNm0hPT2/2ObZu3crYsWMxeLSHmZmZzJ8/n7y8PFJSUpp9zMaUl5cTEhLiSooA6PV6hg4dyubNmyUxIoQQQgghfrkibr3V9Vq3J99rXaXJxhM/FwLw5M+FfDi0F2uxAO5vKY12B9F3DcWSX4Vf33NXg2jCvLfxT0vDWlCAOjAQR+0gfyq9HpVHFx1NcLDrtWKxABD+e2cFh3HP7gbP4/DoK3++zD8fBiBw7CV0W74ctV5/jj2EEMItLy+PhGbMXFWnqKjIa0wSgNjYWNe61kqMlJSU8Je//IU77rjDZ11iYmKLB4yVxIgQQgghhOhy/MMNUOp+X2W2ul4HaNRsOnCSYr2KEKtChc6ZHCmx2tAE6fHvH9Gkc9SfYSZs8u+o/v57gi6+mPLVqwFQeXSjAVB5fIOpmM1e69R+Dc++Yi+vaHC5MSeHynXrib57Fqp6CQ5Tbi7FL/2NmAfuR5+U5Fpu/vlnAEKvmSRJESE6EZW/P/127eywczeV0WjEr1671uTz1OsuUzfwalO70SxevJjFixe73u/bt48kj/atoqKCq6++moEDB7Jw4UKf/f39/ampqWlJ6JIYEUIIIYQQXY/B4P1nbL7R4nodpdfyn6MlYICJdh0f6mwA2Jo5OYIuJsbrfeDo0fTdspnq775zJUbUHmXj9TksFu8FjQyyaq9wJkZsp09T/NrrBF9+GYGjR5P3u8kAaGOiibjlFq99jlx7nfMcZhNJr70GgGK3Y96/HwBD715NuUQhRDtRqVRN7s7SkaKioigrK2v2fnFxcRQVFXktO3XKOcV6XeXIudx55538/vfuMZI8K1cqKyu54oorCAoKYvXq1egamE69tLSUXr1a1vZJYkQIIYQQQnQ5erX3N5BZRpPrdUF+BXvVNkDFb7tF8GHxqRadQ6XX0/N/n1I4bz4BI4Z7LXe9Pss3q4rJ5PXeUVnV4HamrCzy772PyvXrne9zctAlJrrW20u9H1LquvEAOGqrTRxmM7kZF6LUfluqb8X+/EKIX4+0tDTefffdZu+XkZHBI488gsViQV/bRq5bt46EhASfLjaNiYiIICLCt6KvoqKCzMxMDAYD//3vfxutaMnOzmby5MnNjh1kul4hhBBCCNEF6eqVZmeZ3dUZ32rtVOpU9Ky0c0mfaALPYzpcQ+/epHz4b2Lnz3ctU3l8U6n2O0vFiNk7MWKvbLjLDOBKigCY9u+n8suv3CsV71KXqi3ful5ro6NRFAVzbq4rKeI3dIjXTDlCCNFUmZmZ5OTk+FSNHDp0iN27d1NUVITRaGT37t3s3r0bS21l3JQpUzAYDEybNo3s7GxWr17N4sWLz2tGGnBWikycOJHq6mpWrFhBRUUFRUVFFBUVeU3Nm5eXR0FBAZdffnmLziOJESGEEEII0eUY1N5/xv5YLwkB8OBBC1qDlihd6xZJe1WMGHwTENraLjiBF17otVwxW3y29RTz4IPOY2o0GPfscS231xuc1Zyb63pduX49B8dcRNXGTQBowsLo/uqrTbkMIYTwkZqaSnp6Oh988IHX8hkzZpCWlsZrr71Gbm4uaWlppKWlUVjoHPQ6NDSU9evXk5+fT3p6OrNmzWLu3LnMnTvXdYwNGzagUqmaNUDqzp072bZtG1lZWfTu3Zv4+HjXz/Hjx13brVy5kokTJ9KjR48WXbckRoQQQgghRJejq9eVpkrj+41kf4calUrF/J7xAPw+7twz0TSFd2LEt2IkedVKYuY9TMz9D3gtj549G3VwMNF/+pPPfkHjxxN2g7ME3FFdjeXYUde6+okR+5kz3u9LSyl+6SUAQq6+Gm1461ynEOLXacGCBbzwwgs4HA7Xsg0bNqAois+PZzeZ1NRUNm3ahMlk4sSJEyxcuNCrWiQvL4/evXuT6NFV8FzGjRvX4Hk9z202m3nllVdYsGBBi69ZxhgRQgghhBBdTv2uNPXp7QrhBmeXl+tiwhgSHECSX+vM0uLVlaaBxIguIYHIadN8lvv160vfbd+jUqsJnjCByi+/5PSyZc54U1JQBweDVgs2G+Z9+137+SRGzjK9rwy6KoQ4X1dddRUHDx6koKCA7t27t9px165dy+LFixscOPV8HD16lEcffZQxY8a0+BiSGBFCCCGEEF2OVfGdYqZnpZ3DwRoAos0KmkDnH98qlYqeAY2PBdJcTR18tcF9a7sAGXqmYLh9pisxEjx+HCqVCk14GPbTxV77+FSI1HvvydC7d7PiEUKIhsyePbvVj7lq1apWPyZA37596du373kdQxIjQgghhBCiy7E4fBMjE80aXg12vg6xuhMjrc2zYkRlOL8qlJSPP8KSn0/ABRcAoA2P8E2MnKMrjSe9JEaEEKLZZIwRIYQQQgjR5QwK8vdZNmFoguu1n11B3VaJEc+KEc35fc/oN3AgIRMnut5rGpiq0nrsGCcWLUKpnYGhscSIvmdPGV9ECCFaQBIjQgghhBCiy4nSa9mVMZDJVnfyY0SyO6ng5wB1UNtXjKBu+TSUDdFGuBMbeo/ZFc6s+hc123cAjSdG/IcMadVYhBDi10ISI0IIIYQQoktK8NMz0M89doif3l294WdXUPu1Ta9xr640ak2rHlsT7k7uGOr1mTcd2I+9shJHVVWD++q6d2vVWIQQ4tdCEiNCCCGEEKLLmjayB3/Cny+Sk7yWxxl9xyBpLSqNRzJE3bp/TquDg1yvDf36ea2rXLOW3AtG1gbhXamiiYwk/MYbWzUWIYT4tZDEiBBCCCGE6LIC/HQ8PL4fQ1OclRbP9+9OeomNGYfNqAPapiuNJ5Wmdf+cNvTpA4AmPJyIabd6rTPu2eN+o3VXw+h79qTPhm/QRkW1aixCCPFrIYkRIYQQQgjxi3FTfCSrkhKJT43Bf3A7JApUrfvndEhmJt1ff41e675AExRE1KxZ6JKSfDe0Wol54H5Uej3xTz7pPe6JEEKIZpHEiBBCCCGE+EUJGhlPxO/7odK07sCoDWrlwVdVWi1Bl1yCJtg573D0fffSe90XGPr399k2csYM+u7YTsDwtFaNQQjx61ZSUkJMTAx5eXkdHYqPU6dOER0dTUFBQaseVxIjQgghhBBCtJCqlccYaYz/0KFe70Ovuw4AtcfUwUII0RqWLFnCpEmTSE5Odi2bPXs2I0aMwGAwMGzYsAb3y8rKYuzYsfj7+5OYmMgTTzyBojRvvCdFUVi0aBEJCQn4+/szbtw4cnJyXOtjYmKYOnUqCxcubNG1NUYSI0IIIYQQQrRUK89K0xjPxEj3N94g7onH2+W8QohfF6PRyIoVK5gxY4bXckVRmD59Ojc2MshzRUUFEyZMICEhge3bt7N8+XKWLl3KsmXLmnX+Z555hmXLlvHSSy+xfft24uLimDBhApWVla5tbrvtNt577z3Kysqaf4GNaJs5zIQQQgghhPg1aOWuNI0JSB8BGg3amBgCLxqDStU+5xVCtA5FUbBZHB1ybq1e3eQ2Y82aNWi1WjIyMryWv/jiiwCcPn2avXv3+uz33nvvYTKZePvttzEYDAwePJjc3FyWLVvG3Llzm3R+RVF4/vnnefTRR7n++usBeOedd4iNjeX999/njjvuACA1NZW4uDhWr17N9OnTm3Rd5yKJESGEEEIIIZpLqwWbjaCLLmqX0+mTkkh66000YWGSFBGiC7JZHLw+e2OHnPv2F8aiMzStum3Tpk2kp6c3+xxbt25l7NixGAwG17LMzEzmz59PXl4eKSkp5zzGkSNHKCoqYuLEia5lBoOBsWPH8t1337kSIwAjR45k8+bNrZYYaZeuNGazmWHDhqFSqdi9e3d7nFIIIYQQQog20/urr0h6cwWBF1/cbucMHDkSv7592+18Qohfn7y8PBISEpq9X1FREbGxsV7L6t4XFRU1+Rie+3kep/4xEhMTW3Vw2HapGHnooYdISEhgj+fc60IIIYQQQnRRutgYdLExHR2GEKKL0OrV3P7C2A47d1MZjUb8/PxadJ761Wx1A682t8qtoePUX+bv709NTU0LomxYmydG1qxZw7p16/joo49Ys2ZNW59OCCGEEEIIIYToVFQqVZO7s3SkqKioFg1qGhcX51PVcerUKcC3AuRsxwBn5Uh8fLzXceofo7S0lOjo6GbH2Zg27Upz8uRJZs6cyT//+U8CAgLOub3ZbKaiosLrRwghfqmkzRNC/JpImyeEEJ1fWloa+/bta/Z+GRkZbNq0CYvF4lq2bt06EhISvKb9PZuUlBTi4uJYv369a5nFYmHjxo1ceOGFXttmZ2eTlpbW7Dgb02aJEUVRmDZtGnfeeWeTB29ZsmQJoaGhrp/u3bu3VXhCCNHhpM0TQvyaSJsnhBCdX2ZmJjk5OT5VI4cOHWL37t0UFRVhNBrZvXs3u3fvdiVCpkyZgsFgYNq0aWRnZ7N69WoWL17c5BlpwFlVM2fOHBYvXszq1avJzs5m2rRpBAQEMGXKFNd2NTU17Ny502uQ1vPV7MTIokWLUKlUZ/3ZsWMHy5cvp6Kigvnz5zf52PPnz6e8vNz1c/z48eaGJ4QQXYa0eUKIXxNp84QQovNLTU0lPT2dDz74wGv5jBkzSEtL47XXXiM3N5e0tDTS0tIoLCwEIDQ0lPXr15Ofn096ejqzZs1i7ty5zJ0713WMDRs2oFKpzjpo6kMPPcScOXOYNWsW6enpFBQUsG7dOoKDg13bfPLJJyQlJXFxKw5+rVLqRkRpouLiYoqLi8+6TXJyMjfddBOffvqpV3bIbrej0Wi45ZZbeOedd855roqKCkJDQykvLyckJKQ5YQohRJtpq7ZJ2jwhRGckbZ4Q4teiNdslk8nEkSNHSElJafFgph3l888/54EHHiA7Oxu1uvU6mbz99ts89dRT7Nu3D51O1+LjjBw5kjlz5nhVkZzLuX4fzR58NSoqiqioqHNu9+KLL/Lkk0+63hcWFpKZmcm//vUvRo0a1dzTCiGEEEIIIYQQoo1dddVVHDx4kIKCglbt9rh27VoWL158XkmRU6dOMXnyZG6++eZWiwvacFaapKQkr/dBQUEA9OrVi27dujXpGHXFLDI4lxCiM6lrk5pZcHdO0uYJITojafOEEL8WbdXedUWzZ89u9WOuWrXqvI8RExPDQw891ArReGvz6XrPR2VlJYAMziWE6JQqKysJDQ1t1eOBtHlCiM5J2jwhxK9Fa7d3ovNrt8RIcnJyszNvCQkJHD9+nODg4CaPZFtRUUH37t05fvx4l+iv2tXiBYm5vXS1mLtavNDymBVFobKykoSEhFaNR9q8zklibh9dLeauFi90/Tbv13TPO5LE3D66WsxdLV5oWcxt1d6Jzq9TV4yo1eomd7upLyQkpMv8o4WuFy9IzO2lq8Xc1eKFlsXcFt8iSJvXuUnM7aOrxdzV4oWu3+b9Wu55R5OY20dXi7mrxQvNj1kqRX6dWm+IWSGEEEIIIYQQQoguRhIjQgghhBBCCCGE+NXSLFq0aFFHB9HaNBoN48aNQ6vt1D2FXLpavCAxt5euFnNXixe6Zsz1dbVr6GrxgsTcXrpazF0tXuiaMXvqivFLzO1DYm57XS1e6NiYbTYbZ86cITw8vEvds1+qc/0+VIrMRSSEEEIIIYQQQrQak8nEkSNHSElJwc/Pr6PD+dU71+9DutIIIYQQQgghhBACgJKSEmJiYsjLy+voUHycOnWK6OhoCgoKWvW4khgRQgghhBBCCCEEAEuWLGHSpEkkJye7ls2ePZsRI0ZgMBgYNmxYg/tlZWUxduxY/P39SUxM5IknnqA5HVSsVisPP/wwqampBAYGkpCQwB//+EcKCwtd28TExDB16lQWLlzY4utriCRGhBBCCCGEEEIIgdFoZMWKFcyYMcNruaIoTJ8+nRtvvLHB/SoqKpgwYQIJCQls376d5cuXs3TpUpYtW9bkc9fU1LBr1y4WLFjArl27+Pjjj8nNzeXaa6/12u62227jvffeo6ysrPkX2AgZBUYIIYQQQgghhGhDiqJgM5s75NxagwGVStWkbdesWYNWqyUjI8Nr+YsvvgjA6dOn2bt3r89+7733HiaTibfffhuDwcDgwYPJzc1l2bJlzJ07t0nnDw0NZf369V7Lli9fzsiRIzl27BhJSUkApKamEhcXx+rVq5k+fXqTrutcflEVIy+//LJrMJURI0awefPmjg7JZdGiRahUKq+fuLg413pFUVi0aBEJCQn4+/szbtw4cnJy2jXGTZs2MWnSJBISElCpVPznP//xWt+UGMvKypg6dSqhoaGEhoYydepUzpw50yHxTps2zeeejx492msbs9nMvffeS1RUFIGBgVx77bXk5+e3SbzgLEu74IILCA4OJiYmht/85jf89NNPzY7p2LFjTJo0icDAQKKiorjvvvuwWCwdEu+4ceN87vNNN93ktU17fi5eeeUVhgwZQkhICCEhIWRkZLBmzRrX+s50f8+XtHkt19Xau6bE3NnavK7W3jU1ZmnzOk5nbfM6e3sH0uZJm9fymKXNaz02s5kXb53cIT/NSchs2rSJ9PT0Zl/f1q1bGTt2LAaDwbUsMzOTwsLC8xqrpLy8HJVKRVhYmNfykSNHtur/B34xiZF//etfzJkzh0cffZQff/yRiy++mCuvvJJjx451dGgugwYN4sSJE66frKws17pnnnmGZcuW8dJLL7F9+3bi4uKYMGEClZWV7RZfdXU1Q4cO5aWXXmpwfVNinDJlCrt372bt2rWsXbuW3bt3M3Xq1A6JF+CKK67wuueff/651/o5c+awevVqVq1axZYtW6iqquKaa67Bbre3ScwbN27k7rvv5vvvv2f9+vXYbDYmTpxIdXV1k2Oy2+1cffXVVFdXs2XLFlatWsVHH33E/fff3yHxAsycOdPrPr/22mte69vzc9GtWzeefvppduzYwY4dO7j00ku57rrrXH/gdab7ez6kzTs/Xa29a0rM0LnavK7W3jU1ZpA2ryN09javM7d3IG2etHktjxmkzfu1ycvLIyEhodn7FRUVERsb67Ws7n1RUVGLYjGZTMybN48pU6YQEhLitS4xMbF1B4dVfiFGjhyp3HnnnV7L+vfvr8ybN6+DIvK2cOFCZejQoQ2uczgcSlxcnPL000+7lplMJiU0NFR59dVX2ytEL4CyevVq1/umxLhv3z4FUL7//nvXNlu3blUA5cCBA+0ar6Ioyq233qpcd911je5z5swZRafTKatWrXItKygoUNRqtbJ27do2i9XTqVOnFEDZuHFjk2P6/PPPFbVarRQUFLi2WblypWIwGJTy8vJ2jVdRFGXs2LHK7NmzG92nIz8XdcLDw5W///3vnf7+Noe0ea2nq7V3DcWsKJ2/zetq7V1DMSuKtHkdpTO3eV2pvVMUafOkzWt6zIoibd75MBqNyr59+xSj0agoivPfmsVo7JAfh8PR5LgnTpyozJo1q9H1jbV5EyZMUG6//XavZfn5+QqgbN26tcnnr2OxWJTrrrtOSUtLa/B388gjjygjR45s8vHq/z7q+0VUjFgsFnbu3MnEiRO9lk+cOJHvvvuug6LydfDgQRISEkhJSeGmm27i8OHDABw5coSioiKv+A0GA2PHju008Tclxq1btxIaGsqoUaNc24wePZrQ0NAOu44NGzYQExND3759mTlzJqdOnXKt27lzJ1ar1euaEhISGDx4cLvFW15eDkBERESTY9q6dSuDBw/2yuRmZmZiNpvZuXNnu8Zb57333iMqKopBgwbxwAMPeH3D1JGfC7vdzqpVq6iuriYjI6PT39+mkjavbXXV9g46d5vX1dq7hmKuI21e++oKbV5Xbe9A2ry2Im2etHn1qVQqdH5+HfLT1PFFAKKiolo0qGlcXJxPZUjdv8n6lSTnYrVa+f3vf8+RI0dYv369T7UIQGlpKdHR0c2OszG/iMFXi4uLsdvtDZbutLRsp7WNGjWKf/zjH/Tt25eTJ0/y5JNPcuGFF5KTk+OKsaH4jx492hHh+mhKjEVFRcTExPjsGxMT0yG/hyuvvJIbbriBHj16cOTIERYsWMCll17Kzp07MRgMFBUVodfrCQ8P99qvvT43iqIwd+5cLrroIgYPHgzQpJgaKlMLDw9Hr9e3adwNxQtwyy23kJKSQlxcHNnZ2cyfP589e/a4Bk7qiM9FVlYWGRkZmEwmgoKCWL16NQMHDmT37t2d9v42h7R5basrtnfQudu8rtbeNRYzSJvXETp7m9eV2zuQNq8tSJsnbV5XlpaWxrvvvtvs/TIyMnjkkUewWCzo9XoA1q1bR0JCgte0v+dSlxQ5ePAg33zzDZGRkQ1ul52dzbhx45odZ2N+EYmROvUzYYqiNCs71pauvPJK1+vU1FQyMjLo1asX77zzjmugqM4cf51zxdhQvB11HZ5TSQ0ePJj09HR61xxdFgAAIABJREFU9OjBZ599xvXXX9/ofu0V7z333MPevXvZsmXLObftDPe5sXhnzpzpej148GD69OlDeno6u3btYvjw4R0Sb79+/di9ezdnzpzho48+4tZbb2Xjxo2Nbt8Z7m9LdOY245fQ5nWl9g46d5vX1do7kDavs/17hM7bZvwS2juQNq81SZsnbV5XlpmZyfz58ykrK/NKMh06dIiqqiqKioowGo3s3r0bgIEDB6LX65kyZQqPP/4406ZN45FHHuHgwYMsXryYxx57rMn31mazMXnyZHbt2sX//vc/7Ha7K2EVERHhSrjU1NSwc+dOFi9e3GrX/YvoShMVFYVGo2mwdKe5ZTvtJTAwkNTUVA4ePOgaubwzx9+UGOPi4jh58qTPvqdPn+4U1xEfH0+PHj04ePAg4IzXYrH4lIq1x32/9957+e9//8s333xDt27dXMubElNDZWplZWVYrdY2i7uxeBsyfPhwdDqd131u78+FXq+nd+/epKens2TJEoYOHcoLL7zQae9vc0mb17Z+Ce0ddJ42r6u1d2eLuSHS5rW9rtbmdaX2DqTNa23S5jlJm9d1paamkp6ezgcffOC1fMaMGaSlpfHaa6+Rm5tLWloaaWlpFBYWAu6pdvPz80lPT2fWrFnMnTuXuXPnuo6xYcMGVCpVo4Om5ufn89///pf8/HyGDRtGfHy868eza9Ynn3xCUlISF198catd9y8iMaLX6xkxYoTPnMfr16/nwgsv7KCozs5sNrN//37i4+Nd5Wme8VssFjZu3Nhp4m9KjBkZGZSXl/PDDz+4ttm2bRvl5eWd4jpKSko4fvw48fHxAIwYMQKdTud1TSdOnCA7O7vN4lUUhXvuuYePP/6Yr7/+mpSUFK/1TYkpIyOD7OxsTpw44dpm3bp1GAwGRowY0a7xNiQnJwer1eq6z53hc6EoCmazudPd35aSNq9t/RLaO+j4Nq+rtXdNibkh0ua1va7W5nWl9g6kzWst0uZJm/dLsmDBAl544QUcDodr2YYNG1AUxefHs5tMamoqmzZtwmQyceLECRYuXOhVLZKXl0fv3r1JTExs8LzJyckNnkNRFK9uM3/961957LHHWveimzyMaye3atUqRafTKStWrFD27dunzJkzRwkMDFTy8vI6OjRFURTl/vvvVzZs2KAcPnxY+f7775VrrrlGCQ4OdsX39NNPK6GhocrHH3+sZGVlKTfffLMSHx+vVFRUtFuMlZWVyo8//qj8+OOPCqAsW7ZM+fHHH5WjR482OcYrrrhCGTJkiLJ161Zl69atSmpqqnLNNde0e7yVlZXK/fffr3z33XfKkSNHlG+++UbJyMhQEhMTveK98847lW7duilffvmlsmvXLuXSSy9Vhg4dqthstjaJ+a677lJCQ0OVDRs2KCdOnHD91NTUNDkmm82mDB48WLnsssuUXbt2KV9++aXSrVs35Z577mn3eA8dOqQ8/vjjyvbt25UjR44on332mdK/f38lLS3N6x625+di/vz5yqZNm5QjR44oe/fuVR555BFFrVYr69atUxSlc93f8yFt3vnpau3duWLujG1eV2vvmhLz/2/v3mOjrvL/j7+m9ELLZaHQu9RWQAWpdpamBt0ieGkJtZrFhkpZaluLGC/QzRIVlYXIl1YMiy6rEjVoN9suG5C7ga5u6hR26xouNlDIhnYzA6FNt2zbpeBModDP7w9+jg4tdGY6UGCej2QS53zOeZ/3+JFDfOd8zoc1b+DcyGvejb7eGQZrHmuedzmz5vVPX29BudG99957xokTJ3waMycnx9i4cWO/YvznP/8xVq1a5dGbdgyj7/txyxRGDMMwPvjgA+P22283goODjZ///Ocur5oaaDk5OUZMTIwRFBRkxMbGGrNmzTKOHDnivN7d3W0sW7bMiI6ONkJCQoypU6cahw8fvq45fv3114akHp9nnnnG7RxbW1uNuXPnGsOGDTOGDRtmzJ0712hvb7/u+drtdiM9Pd2IiIgwgoKCjPj4eOOZZ57p8Yfb4XAYL730khEeHm6EhoYajz/+uM8XgJ/qLV9JxmeffeZRTsePHzcyMzON0NBQIzw83HjppZeMzs7O657viRMnjKlTpxrh4eFGcHCwMXbsWGPhwoVGa2urS5zr+d9FYWGhcx2IiIgwHnnkEedfloZxY/377S/WPO/dbOtdXznfiGvezbbeuZMza97AulHXvBt9vTMM1jzWPO9yZs3rn5u9MHKr6et+mAzDMLzfbwIAAAAAAH6qs7NTVqtViYmJGjx48ECn4/f6uh+3xBkjAAAAAAAA3qAwAgAAAAAA/BaFEQAAAAAA4LcojAAAAAAAAL9FYQQAAAAAAPgtCiMAAAAAAMBvURgBAAAAAACSpNbWVkVGRspmsw10Km45fPiwbrvtNn3//fdex6AwAgAAAAAAJEmlpaXKyspSQkKCs23RokWaPHmyQkJClJyc3GOMxWLRk08+qZiYGA0ZMkTJycmqqKjody5tbW16+eWXdddddyksLEzx8fFauHChTp8+7eyTlJSk1NRUvfvuu17PQ2EEtzSTyaRt27YNdBoAcF2w5gHwJ6x5gO85HA6tX79eRUVFLu2GYaiwsFA5OTm9jqupqdG9996rzZs369ChQyosLFReXp527tzZr3yamprU1NSk1atX6/DhwyorK1NlZaWeffZZl34FBQVat26dLl686NU8FEZwU8vPz5fJZOrxmTFjxkCnBgA+x5oHwJ+w5uFWYhiGus9fHJCPYRhu57l7924FBgZqypQpLu1r167Viy++qDvuuKPXca+//rpWrFihBx54QGPHjtXChQs1Y8YMbd26tV//3iZNmqTNmzcrKytLY8eO1cMPP6yVK1dq586dunDhgrNfRkaGWltbVV1d7dU8gf3KErgBzJgxQ5999plLW0hIyABlAwDXFmseAH/CmodbhdHVrabf1gzI3LFvPSBT8CC3+u7Zs0cpKSk+mff06dOaMGGCT2JdHnf48OEKDPyxnBEcHKz77rtPe/fu1cMPP+xxTHaM4KYXEhKi6Ohol8/IkSN77fvWW28pKipKtbW1kqTz58/rlVdeUVxcnIYMGaL7779fFovlOmYPAJ5hzQPgT1jzgOvLZrMpNja233E+//xz7du3TwUFBT7I6ketra1asWKFFixY0ONaXFyc1wfGsmMEfsEwDBUXF2vbtm36+9//rvHjx0u69CyazWbTX/7yF8XGxmrr1q2aMWOGDh8+7OwDADcb1jwA/oQ1DzcDU1CAYt96YMDmdpfD4dDgwYP7NZ/FYlF+fr4++eQT3XPPPW6PKykpUUlJifP70aNHFR8f7/ze0dGhzMxMTZw4UcuWLesxPjQ0VHa73auc2TGCm94XX3yhoUOHunxWrFjhvH7hwgXl5eXpyy+/1D/+8Q/nX4T//ve/tWHDBm3atElpaWkaO3asFi9erF/84hc9tmwCwI2CNQ+AP2HNw63CZDIpIHjQgHxMJpPbeY4ePVrt7e1e/87q6mplZWVpzZo1ysvL82js888/r9raWufnpztXzpw5oxkzZmjo0KHaunWrgoKCeoxva2tTRESEV3mzYwQ3venTp2vdunUubeHh4c5//vWvf62QkBD985//1OjRo53tBw8elGEYuvPOO13Gnjt3TqNGjbq2SQOAl1jzAPgT1jzg+jKbzSovL/dqrMVi0eOPP65Vq1bpueee83h8eHi4y5/vH3R0dCgjI0MhISHasWPHFXe01NXVKTs72+N5JQojuAUMGTJE48aNu+L1xx57TBs2bNBf//pXzZ0719ne3d2tQYMG6cCBAxo0yPUwoqFDh16zfAGgP1jzAPgT1jzg+srIyNCSJUvU3t7ucp5PQ0ODzp49q+bmZjkcDudZPhMnTlRwcLAsFosyMzO1aNEiPfXUU2pubpZ06VDU3ood7jpz5ozS09Nlt9tVXl6ujo4OdXR0SJIiIiKcf75tNpsaGxv16KOPejUPhRHc8p544gllZWUpNzdXgwYN0tNPPy3pUjX04sWLamlpUVpa2gBnCQC+wZoHwJ+w5gG+lZSUpJSUFG3cuNHlgNOioiKXV+GazWZJktVqVUJCgsrKymS321VaWqrS0lJnv4ceesh56LHFYtH06dOdY9xx4MABffvtt5LUo0j60zgbNmxQenq6br/9dk9/siQKI7gFnDt3zlmR/EFgYKDLdspf/vKX+tOf/qR58+YpMDBQ2dnZuvPOOzV37lzl5eXpd7/7ncxms/773/+qqqpKSUlJmjlz5vX+KQDQJ9Y8AP6ENQ+4/pYuXarFixdr/vz5Cgi4dCxpX290KisrU1lZ2VX72Gw2jRs3TnFxcW7nMm3aNBmGcdU+586d07p167Rhwwa3416OwghuepWVlYqJiXFpu+uuu/Svf/3LpS07O1vd3d2aN2+eAgICNGvWLH322Wf6v//7P/3mN79RY2OjRo0apSlTpvCXJYAbFmseAH/CmgdcfzNnzlR9fb0aGxs1ZswYn8WtrKxUSUlJrwen9sfx48f1xhtv6MEHH/Q6hsnoq/wCAAAAAADc1tnZKavVqsTExH6//hb919f94HW9AAAAAADAb1EYAQAAAAAAfovCCAAAAAAA8FsURgAAAAAAgN+iMAIAAAAAAPwWhREAAAAAAOC3KIwAAAAAAAC/RWEEAAAAAABIklpbWxUZGSmbzTbQqfTQ0tKiiIgINTY2+jQuhREAAAAAACBJKi0tVVZWlhISEpxtixYt0uTJkxUSEqLk5OQeYywWi5588knFxMRoyJAhSk5OVkVFhcdzG4ah5cuXKzY2VqGhoZo2bZqOHDnivB4ZGal58+Zp2bJlXv22K6EwAgAAAAAA5HA4tH79ehUVFbm0G4ahwsJC5eTk9DqupqZG9957rzZv3qxDhw6psLBQeXl52rlzp0fzv/POO1qzZo3ef/997du3T9HR0Xrsscd05swZZ5+CggJVVFSovb3d8x94BSbDMAyfRQMAAAAAwM91dnbKarUqMTFRgwcPlmEY6urqGpBcgoKCZDKZ3Oq7ZcsWLViwQKdOner1+vLly7Vt2zbV1tb2GSszM1NRUVH69NNP3ZrbMAzFxsaquLhYr776qiTp3LlzioqK0qpVq7RgwQJn38TERC1dulSFhYVuxb78flwu0K0oAAAAAADAK11dXSopKRmQuV9//XUFBwe71XfPnj1KSUnxybynT5/WhAkT3O5vtVrV3Nys9PR0Z1tISIgeeugh1dTUuBRGUlNTtXfvXrcLI33hURoAAAAAACCbzabY2Nh+x/n888+1b98+FRQUuD2mublZkhQVFeXSHhUV5bz2g7i4OJ8eDsuOEQAAAAAArqGgoCC9/vrrAza3uxwOR6+PmnjCYrEoPz9fn3zyie655x6Px1/+2I9hGD3aQkNDZbfb+5XnT1EYAQAAAADgGjKZTG4/zjKQRo8e3a9DTaurq5WVlaU1a9YoLy/Po7HR0dGSLu0ciYmJcba3tLT02EXS1tamiIgIr/O8HI/SAAAAAAAAmc1mHT161KuxFotFmZmZevvtt/Xcc895PD4xMVHR0dH66quvnG3nz59XdXW1HnjgAZe+dXV1MpvNXuXZGwojAAAAAABAGRkZOnLkSI9dIw0NDaqtrVVzc7McDodqa2tVW1ur8+fPS/qxKLJw4UI99dRTam5uVnNzs9ra2tye22Qyqbi4WCUlJdq6davq6uqUn5+vsLAw5ebmOvvZ7XYdOHDA5ZDW/qIwAgAAAAAAlJSUpJSUFG3cuNGlvaioSGazWR999JGOHTsms9kss9mspqYmSVJZWZnsdrtKS0sVExPj/MyaNcsZw2KxyGQyXfXQ1FdeeUXFxcV64YUXlJKSosbGRn355ZcaNmyYs8/27dsVHx+vtLQ0n/1uk2EYhs+iAQAAAADg5zo7O2W1WpWYmNjvw0yvt127dmnx4sWqq6tTQIDv9lKUlZVp5cqVOnr0qEcHwl4uNTVVxcXFLrtI+tLX/eDwVQAAAAAAIEmaOXOm6uvr1djYqDFjxvgsbmVlpUpKSvpVFGlpaVF2drbmzJnjs7wkdowAAAAAAOBTN/OOkVtRX/eDM0YAAAAAAIDfojACAAAAAAD8FoURAAAAAADgtyiMAAAAAAAAv0VhBAAAAAAA+C0KIwAAAAAAwG9RGAEAAAAAAH6LwggAAAAAAJAktba2KjIyUjabbaBT6aGlpUURERFqbGz0aVwKIwAAAAAAQJJUWlqqrKwsJSQkONsWLVqkyZMnKyQkRMnJyT3GWCwWPfnkk4qJidGQIUOUnJysiooKj+bt6urSq6++qqSkJA0ZMkSxsbHKy8tTU1OTs09kZKTmzZunZcuWef37ekNhBAAAAAAAyOFwaP369SoqKnJpNwxDhYWFysnJ6XVcTU2N7r33Xm3evFmHDh1SYWGh8vLytHPnTrfnttvtOnjwoJYuXaqDBw9qy5YtOnbsmJ544gmXfgUFBaqoqFB7e7vnP/AKTIZhGD6LBgAAAACAn+vs7JTValViYqIGDx4swzDU3e0YkFwCAkJlMpnc6rtlyxYtWLBAp06d6vX68uXLtW3bNtXW1vYZKzMzU1FRUfr00089yven9u3bp9TUVB0/flzx8fHO9sTERC1dulSFhYVuxbn8flwu0OsMAQAAAABAn7q7HbJUJw3I3NMeOqx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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thresCalc, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2020-03-25 09:35:15.454 (GMT -0400)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.7'\n", "templateDate = '30/03/20'" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.6 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.12.0" }, { "module": "OS", "version": "Linux 4.15.0 66 generic x86_64 with debian stretch sid" }, { "module": "epsproc", "version": "1.2.5" }, { "module": "xarray", "version": "0.15.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.6 64bit [GCC 7.3.0]
IPython7.12.0
OSLinux 4.15.0 66 generic x86_64 with debian stretch sid
epsproc1.2.5
xarray0.15.0
Wed Apr 01 14:21:01 2020 EDT
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.7.6 64bit [GCC 7.3.0] \\\\ \\hline\n", "IPython & 7.12.0 \\\\ \\hline\n", "OS & Linux 4.15.0 66 generic x86\\_64 with debian stretch sid \\\\ \\hline\n", "epsproc & 1.2.5 \\\\ \\hline\n", "xarray & 0.15.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Wed Apr 01 14:21:01 2020 EDT} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.6 64bit [GCC 7.3.0]\n", "IPython 7.12.0\n", "OS Linux 4.15.0 66 generic x86_64 with debian stretch sid\n", "epsproc 1.2.5\n", "xarray 0.15.0\n", "Wed Apr 01 14:21:01 2020 EDT" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-04-01_13-50-25\n", "Host: AntonJr\n" ] } ], "source": [ "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n", "host = !hostname\n", "print('Host: {}'.format(host[0]))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }