{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3627347.svg)](http://dx.doi.org/10.5281/zenodo.3627347) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n", "# ePSproc: ABCO wavefn run, HOMO ioinzation (A1)\n", "\n", "- *electronic structure input*: ABCO_E_cc-pVDZ_C3v.molden\n", "- *ePS output file*: ABCO_0.01-5.01eV_orb31_A1.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/ABCO/ABCO_0.01-5.01eV_orb31_A1.html\n", "- Dataset: https://zenodo.org/record/3627347\n", "- DOI (dataset): [10.5281/zenodo.3627347](http://dx.doi.org/10.5281/zenodo.3627347)\n", "- Licensed under [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "- [Citation details](#Cite-this-dataset)\n", "\n", "## Job details\n", "\n", "- ePS ABCO, batch ABCO_0.01-5.01eV, orbital orb31_A1\n", "- ABCO wavefn run, HOMO ioinzation (A1), 0.5:1:10.5, cart grid\n", "- E=0.01:0.1:5.01 (51 points)\n", "- Sat May 6 16:52:49 EDT 2017" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS ABCO, batch ABCO_0.01-5.01eV, orbital orb31_A1\n", " ABCO wavefn run, HOMO ioinzation (A1), 0.5:1:10.5, cart grid\n", " E=0.01:0.1:5.01 (51 points)\n", " Sat May 6 16:52:49 EDT 2017\n", "\n", "*** Found orbitals\n", "1 1 Ene = -15.5353 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2430 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -11.2430 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -11.2429 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -11.2241 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -11.2168 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -11.2168 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -11.2167 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -1.2429 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -1.0707 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -1.0075 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -1.0075 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -0.8456 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -0.8456 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -0.8277 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -0.6959 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -0.6642 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -0.6568 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -0.6568 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -0.5606 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -0.5493 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -0.5493 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -0.5227 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -0.5227 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.5087 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.5087 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.4942 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.4581 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4260 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.4260 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.3347 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = 0.7200440000 -1.2471530000 -0.7760050000\n", "Z = 6 ZS = 6 r = 0.7200440000 1.2471530000 -0.7760050000\n", "Z = 6 ZS = 6 r = -1.4400880000 0.0000000000 -0.7760050000\n", "Z = 6 ZS = 6 r = 0.6888330000 -1.1930940000 0.7763550000\n", "Z = 6 ZS = 6 r = 0.6888330000 1.1930940000 0.7763550000\n", "Z = 6 ZS = 6 r = -1.3776660000 0.0000000000 0.7763550000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -1.3082360000\n", "Z = 7 ZS = 7 r = 0.0000000000 0.0000000000 1.2562080000\n", "Z = 1 ZS = 1 r = 1.7478860000 -1.2735970000 -1.1475060000\n", "Z = 1 ZS = 1 r = 0.2290240000 2.1505120000 -1.1475060000\n", "Z = 1 ZS = 1 r = -1.9769100000 0.8769150000 -1.1475060000\n", "Z = 1 ZS = 1 r = 0.2290240000 -2.1505120000 -1.1475060000\n", "Z = 1 ZS = 1 r = 1.7478860000 1.2735970000 -1.1475060000\n", "Z = 1 ZS = 1 r = -1.9769100000 -0.8769150000 -1.1475060000\n", "Z = 1 ZS = 1 r = 1.6989000000 -1.1920400000 1.1893670000\n", "Z = 1 ZS = 1 r = 0.1828870000 2.0673110000 1.1893670000\n", "Z = 1 ZS = 1 r = -1.8817870000 0.8752710000 1.1893670000\n", "Z = 1 ZS = 1 r = 0.1828870000 -2.0673110000 1.1893670000\n", "Z = 1 ZS = 1 r = 1.6989000000 1.1920400000 1.1893670000\n", "Z = 1 ZS = 1 r = -1.8817870000 -0.8752710000 1.1893670000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.0000000000 -2.4001850000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/ABCO/ABCO_0.01-5.01eV/ABCO_0.01-5.01eV_orb31_A1.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/ABCO/ABCO_0.01-5.01eV/ABCO_0.01-5.01eV_orb31_A1.inp.out\n", "Expecting 51 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 3 CrossSection segments.\n", "Found 3 CrossSection segments (sets of results).\n", "Processed 3 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/ABCO/ABCO_0.01-5.01eV/ABCO_0.01-5.01eV_orb31_A1.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/ABCO/ABCO_0.01-5.01eV/ABCO_0.01-5.01eV_orb31_A1.inp.out\n", "Expecting 51 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 102 DumpIdy segments.\n", "Found 102 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 102 sets of DumpIdy file segments, (0 blank)\n" ] } ], "source": [ "# Scan file(s) for various data types...\n", "\n", "# For dir scan\n", "# dataXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n", "# dataMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n", "\n", "# For single file\n", "dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n", "dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Job & molecule info" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*** Job summary data\n", " ePS ABCO, batch ABCO_0.01-5.01eV, orbital orb31_A1\n", " ABCO wavefn run, HOMO ioinzation (A1), 0.5:1:10.5, cart grid\n", " E=0.01:0.1:5.01 (51 points)\n", " Sat May 6 16:52:49 EDT 2017\n", "\n", "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/ABCO/electronic_structure/ABCO_E_cc-pVDZ_C3v.molden'\n", "Initial state occ:\t\t [2 4 2 2 4 2 2 2 4 4 2 2 2 4 2 4 4 4 2 2 4 2]\n", "Final state occ:\t\t [2 4 2 2 4 2 2 2 4 4 2 2 2 4 2 4 4 4 2 2 4 1]\n", "IPot (input vertical IP, eV):\t\t 7.5\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1]\n", "Ionizing orb sym:\t\t ['A1']\n", "Orb energy (eV):\t\t [-9.1076509]\n", "Orb energy (H):\t\t\t [-0.3347]\n", "Orb energy (cm^-1):\t\t [-73458.15912148]\n", "Threshold wavelength (nm):\t 136.13191672095928\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[1. 0.97915547]\n", " [2. 0.9730177 ]\n", " [3. 0.9730177 ]\n", " [4. 0.97381546]\n", " [5. 0.986817 ]\n", " [6. 0.96991866]\n", " [7. 0.96991866]\n", " [8. 0.97040106]]\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": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot cross sections using Xarray functionality\n", "# Set here to plot per file - should add some logic to combine files.\n", "for data in dataXS:\n", " daPlot = data.sel(XC='SIGMA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $\\beta_{2}$ by symmetry & type\n", "\n", "Types & symmetries as per cross-sections. Normalized $\\beta_{2}$ paramters, dimensionless." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Repeat for betas\n", "for data in dataXS:\n", " daPlot = data.sel(XC='BETA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dipole matrix elements\n", "For 1-photon ionization. These are taken directly from ePS `DumpIdy` segments. See the [ePS manual, `DumpIdy` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/DumpIdy.html)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n", "thres = 0.1" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data ABCO_0.01-5.01eV_orb31_A1.inp.out, pType=a, thres=2.453566151913607, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1520: RuntimeWarning: invalid value encountered in greater\n", " _nx.copyto(ddmod, pi, where=(ddmod == -pi) & (dd > 0))\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1522: RuntimeWarning: invalid value encountered in less\n", " _nx.copyto(ph_correct, 0, where=abs(dd) < discont)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data ABCO_0.01-5.01eV_orb31_A1.inp.out, pType=phaseUW, thres=2.453566151913607, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/ABCO/ABCO_0.01-5.01eV/ABCO_0.01-5.01eV_orb31_A1.inp.out_BLM-L_2020-01-22_16-41-06.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLM:\n", " fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data ABCO_0.01-5.01eV_orb31_A1.inp.out, pType=a, thres=0.1256429494661135, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/ABCO/ABCO_0.01-5.01eV/ABCO_0.01-5.01eV_orb31_A1.inp.out_BLM-V_2020-01-22_16-41-06.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLMv:\n", " fileName = dataFile + '_BLM-V_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data ABCO_0.01-5.01eV_orb31_A1.inp.out, pType=a, thres=0.1, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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F7JlBRERERERERERERJXAYAapTIlArbqrQEREREREREREREQfIAYzSGWKBOyZQURERERERERERESK49tlUpliqCvlT5lOnjyJCRMmoHv37rCyssIXX3yB+Pj4SpV19+5ddOnSBcbGxjhy5IhS60lERERERERERET0MWMwg1SmCGpK+VMWPz8/LFy4EAUFBfjmm28wb9483L9/H05OTgoHNIqLi/HDDz9AU1NTafUjIiIiIiIiIiIiorcYzCCVKVZTU8qfMmRnZ8Pd3R1GRkY4cOAApk6dipkzZ2L//v1QU1PD6tWrFSrv77//xuPHjzFnzhyl1I+IiIiIiIiIiIiI/g/HzCCVKVJSICI/P1+u5XR0dGTOi4iIQG5uLmbMmAE9PT3RdCMjIwwfPhz+/v5ISkpCixYtKvycR48ewcPDA0uWLIGurq5cdSMiIiIiIiIiIiIi+TGYQSpTpKQMUebm5nItd+/ePZnzbt68KbMsc3Nz+Pv7IzY2tsJghkAgwLJly2BiYoIpU6bg8OHDctWNiIiIiIiIiIiIiOTHYAapTIkSx7uoqufPnwN42xPjXcJpwmXKs3//fty8eRMBAQFQV2fWNiIiIiIiIiIiIqL3gcEMUhll9cy4fv16lcsoKCgAAKkDdmtpaYktI0tKSgo2bdqEmTNnwtjYuMp1IiIiIiIiIiIiIiLpGMwglSlUUjCjvLEw5KWtrQ0AKCwslJj35s0bsWVkWbFiBRo2bIj58+dXuT5EREREREREREREJBvz4pDKlKgp508ZmjRpAgBITU2VmCecJlxGmlOnTiEyMhKzZs1CamoqEhMTkZiYiJcvXwIAXr58icTERLx+/Vo5FSYiIiIiIiIiIiL6iLFnBqmMstJMKUPXrl1x8OBBXL9+HX379hWbJ0xjZWZmJnP95ORkAG97Z0izfv16rF+/Hrt27UKfPn2UVGsiIiIiIiIiIiKijxODGaQyRdVdgTJsbW2xdu1a+Pn5Yfr06dDT0wPwtlfG8ePHYWlpiZYtWwJ4O3ZGSkoK9PX10bhxYwDA4MGDpQ4eHhUVBR8fHzg7O6NHjx4cS4OIiIiIiIiIiIhICRjMIJWpST0zDAwM4ObmhhUrVsDJyQkTJ05EUVER9u7dC4FAgGXLlomWjY2NhYuLCxwcHODu7g4AaNWqFVq1aiVRbn5+PoC3vTqGDRummo0hIiIiIiIiIiIi+o9jMINUphiC6q6CmIkTJ8LAwABeXl7YsGEDNDQ0YGlpCVdXV5iYmFR39YiIiIiIiIiIiIjo/1MTCAQ16w0z/WetaD1FKeX89NhHKeUQERERERERERER0YeBPTNIZYpqWM8MIiIiIiIiIiIiIvowMJhBKlPCYAYRERERERERERERVQKDGaQy7JlBRERERERERERERJXBYAapDIMZRERERERERERERFQZDGaQyjDNFBERERERERERERFVBoMZpDJFKK3uKkg4efIkdu7cifv370NDQwOWlpZYtGgRTExMKlz39OnTiIiIwI0bN5CSkgItLS20atUK48ePx5gxY1C7Nk8vIiIiIiIiIiIiImVQEwgEbC5PKjGt9VillLPncYBSyvHz88OyZcvQsWNHTJw4EYWFhdi3bx8yMzNx4MCBCgMaffv2hZaWFj799FN06NABubm5CAkJwe3btzFo0CD89ddfUFNTU0pdiYiIiIiIiIiIiD5mDGaQykxu5aCUcvYnBlW5jOzsbNjY2EBPTw8hISHQ09MDAKSmpsLOzg6dOnWCj49PuWVcunQJvXv3FgtYlJSUwNnZGTExMdi+fTsGDhxY5boSERERERERERERfezUq7sC9PEogUApf/n5+XL9lSciIgK5ubkYP368KJABAEZGRhg+fDiio6ORlJRUbhl9+vSR6HlRq1YtDBs2DABw7969Su4pIiIicVu3boWxsTGuXLlS3VX5YHEfVi8bGxvY2NhUdzVIyZKSkmBsbIylS5dWd1XkEhgYCGNjYwQGBlZ3VeSiiutWZT7D2dkZxsbG761O/2Uf2jlDNYuxsTGcnZ2ruxoqc+nSJRgbG+OPP/6o7qrI9CHU8UPVt29f0fs1orKY1J9URlljZpibm8u1XHnBhJs3b8osy9zcHP7+/oiNjUWLFi0Urt/z588BAPXr11d4XaIP1Z9//onffvsNAHD8+HG0bdtW6nKBgYH47rvvJKbr6OigdevWGDp0KKZNmwZtbW2p6+fn58PX1xenT5/Gv//+i5ycHNSpUwetW7dG3759MW7cOLRs2VJivezsbOzduxdnz55FYmIiCgoK0KBBA3Tv3h0TJkxA3759q7D1b71+/Rrbt29HSEgIUlJSoKenB2tra3z11Vdo166dQmWVlJRg7969CAgIQGJiIurUqYNu3bph3rx5sLCwkFg+NjYWp06dwt27d3H37l28ePECTZo0wfnz5yu1LUuXLkVQkOxecKGhoQptk6L75uLFi4iMjBRtT3Z2NiwsLHDgwIFKbU9Zhw4dwooVKzB8+HDRMSuL8Lh2cXHBDz/8UOXPVrXw8HAcO3YM8fHxePnyJd68eQMjIyOYmppixowZMDMzk1jnfe77suS9Zrx69Qq+vr6i+jx+/BglJSXYtWsX+vTpo9Q6/VdduXIFLi4uWLBgARYuXFjd1amSpKQkfPrpp3BwcIC7u7tC6woDKadPn34fVaMa4r90vJP8FH1ukiU1NRVBQUGie87Tp08hEAhw8uRJtGrV6j1uAdFbH+K9qqLA5s8//wxHR0cV1ebj8uDBA4SGhiIuLg7x8fF49uwZgIob1mZmZmLbtm2IiIhAeno6DA0NMWDAAHz11Vdo0qSJ3J//zTffIDg4WOb83r17Y/fu3XKXRyQvBjNIZYoENWcAcGHAwcjISGKecJpwGUWkpqbi0KFDMDAwgK2tbdUqSfSBEAgE8Pf3h5qaGgQCAfz8/ODm5lbuOiYmJqJzpLS0FC9evMCZM2ewefNmREZGwtvbG7Vq1RJb58aNG/jqq6/w/PlzGBkZYeDAgWjcuDHy8/Nx9+5d7NixA15eXjh06BC6dOkiWu/q1atYuHAhMjMz0a5dO9jb20NXVxeJiYk4d+4cwsLCMGrUKKxduxaampqV2geFhYWYMWMGrl27BlNTU7i4uCA1NRVhYWE4d+4c9uzZg27duslVlkAggKurK06cOIE2bdpgypQpyM7OxvHjxzF16lT8/vvvEteX4OBgeHt7Q0NDA23btsWLFy8qtR3vcnFxQd26dSWmGxoayl1GZfaNj48PIiIioKWlhVatWiE7O7vK2yI0cuRIuLu7Izw8HBkZGTIDzwKBAAEBb8domjBhgtI+X5UiIiJw69YtmJmZoXHjxtDQ0MCTJ09w6tQphIaGYvXq1Rg/frzYOu9z3wspcs1ITk7Ghg0bALy9PxsaGlb6+J4yZQrs7OzQrFmzStediIhqlso8N8ly+/Zt/Pbbb1BTU0OLFi2gr6+PV69eKbW+TZo0QWhoKPT19ZVaLn0cQkNDZTb6qm4LFiyQOr1Tp04qrsnH49y5c9i2bRtq1aqF1q1bQ1NTE4WFheWuk5GRgUmTJiExMRG9e/fGyJEj8e+//8Lf3x/nzp3DwYMHFW7UO2TIEKlBLWmNDImUgcEMUpkSJfXMuH79epXLKCgoAACpLy61tLTElpFXXl4evvzyS+Tm5mLr1q2oV69eletJ9CG4cOECkpKS4OjoiPPnzyMoKAiurq7lBgY6deok0WLy1atXGDVqFKKjoxEdHY2ePXuK5iUkJGDWrFnIz8/H4sWLMXPmTNSuLX4Le/r0KTZu3Ijc3FzRtAcPHmDu3Ll4/fo1li1bhqlTp4qlh3v27Bnmz5+Po0ePQkNDA+vWravUPti1axeuXbuGoUOH4rfffoO6+tssjsOHD8f8+fPx/fffIzg4WDS9PCEhIThx4gTMzc2xZ88e0TVp0qRJmDx5MpYvX45evXqJpchzdHSEg4MD2rdvD01NTaWlfpg2bVqleqiVVZl9M2fOHLi6uqJt27Z49uwZPv300yrVoSxdXV2MHDkSvr6+OHLkCGbMmCF1ucuXL+Pp06cwNzdHhw4dlPb5qrRy5UrR8VPWvXv3MG7cOKxfvx6jR48WO1ff574XUuSa0axZM+zevRudOnVCvXr1Kuw1VJ769euz1yQR0X9MZZ6bZDE1NYWPjw9MTEygp6cHZ2dnREVFKbW+GhoaCvfYJRKqyccOe8Op3qBBg2BlZYWOHTuiTp06GDBgQIWNcjdu3IjExETMmjUL3377rWj6rl274O7ujtWrV8PT01OhegwZMgSjR4+u1DYQVQbHzCCVKRaUKuVPR0dHrr/yCFszSItav3nzRmwZeeTl5WHu3LmIi4vD8uXLMWTIEAX2DNGHzc/PDwAwfvx42NvbIzMzE+Hh4QqXU7duXVHam4yMDLF5a9asQW5uLubMmYO5c+dKBDKAty0/tmzZIpY+bs2aNcjPz8fs2bPh7OwsMc5N06ZN8ddff8HAwAABAQGIiYlRuN4CgQAHDx4EACxZskTspbytrS169OiBBw8eyP1jWJjOZ9GiRWIvort27Qo7OztkZGTgxIkTYut06tQJnTt3rnTPkvelsvtGGEB4t3dORSIjIzFnzhz07NkTpqamsLW1xfr16yVaVQp7WgiPXWl8fX0BABMnTlSoDmWFhoZiypQpsLS0RNeuXWFvbw9PT0+p9x7heAK5ubn4+eefYWNjgy5dumDr1q0SywYFBWHMmDHo2rUrevfuje+++w7p6ekSy0kLZABv0wG0a9cOOTk5yMzMFJtX2X2vCEWuGQYGBujdu7dSGgjIygsvzD+dkZGB5cuXo1+/fjA1NcWIESNEvXPKunLlCoyNjbF161Zcv34d06dPh6WlJczNzTFr1izcunVLoXqVlpbiwIEDGDt2LMzNzdG9e3eMHTsW+/fvR2mpeEOQinKtv5vHfunSpXBxcQEAeHh4wNjYWPRXlRz8S5cuhbGxMZ4+fYpdu3Zh2LBhMDMzw4ABA7Bu3TqxoHJFCgsLsX37dtjb26Nbt26wsLDA5MmTERoaKrbc1q1bRcG1oKAgsW0pb/wD4feVnJyM5ORksfWWLl2K7OxsdOvWDba2thAIBFLL+Pzzz2FsbIzbt28DEP8eEhIS8OWXX8La2hrdu3eHk5MTLly4ILM+x44dg7OzM6ysrGBmZobhw4fjjz/+qLAlpao8f/4cHh4emDRpEvr27QtTU1P069cPixcvRkJCQrnryrsvCgsL4e3tDQcHB1hZWaFbt26wsbHBvHnzcOnSpUrXXdHj/fLly3B2doa5uTksLCwwd+5cqdtY9njfu3cv7O3t0bVrV4m89fLegwAgPj4e//vf/2BjYwNTU1P06tULDg4OWLt2LYqKiqRuX1hYGMaNG4du3brB2toarq6uMl9aPX78GN9++y369+8v+g6//fZbPH78uKLdKCYkJASOjo6i+82SJUsq1Xv9farMc5MsRkZG6NGjh1yBj8qSdR0XHmdJSUk4ePAg7O3tYWZmhj59+mD58uXIycmRWl5qairWrFmDzz77DGZmZrC2tsa4ceOwbds2pdT3woUL+OKLL9C7d2+Ymppi4MCBEudq2ftibGws5s6dC2tra9H2CN2+fRsLFy4UlTV48GCsXLkSaWlpEp/74sULrF+/HkOHDkX37t3Ro0cPDB06FEuXLsXTp09FywkEAgQFBWHSpEno1asXzMzMMHDgQMyaNUviPlIeeT9PSJHzHaj4e6roXiUka8yMnJwcbNq0CUOHDoWZmRmsrKwwa9YsqdfUst/X3bt3MXfuXPTo0QPdunXD1KlTce3aNbn3m6IePnyIDRs2wNHREb169YKpqSlsbGywYsUKha4tT548wQ8//ABbW1t07doVPXv2hL29PX788UepvYqPHj0KZ2dn9OjRA2ZmZrCzs8Nff/313u+9Dx8+xJIlS0TPlv369YObmxuePHkidfnnz5/Dzc0NvXr1QteuXTFmzBgcOXJE5rgc7dq1Q9euXVGnTh256pObm4vg4GDo6upK9KRxcXFB06ZNce7cOaSkpFRug8vx5s0beHt7Y9asWRg0aBBMTU3Rs2dPzJo1CxcvXlSonF27dmHMmDHo0XG1NBMAACAASURBVKMHunfvDhsbG8yfP1/qvf7+/ftYsmQJBgwYIPoOlixZIvM7oA8De2aQyhQJSqq7CiLCPICpqakSrRtSU1PFlqmI8AXr9evX8eOPP8LJyUm5lSWqwV68eIHTp0+jdevWsLCwgJ6eHnbt2oVDhw7Bzs5OobJycnJw69YtqKuro3PnzqLpT58+xaVLl6ClpYXZs2dXWI7whf7Tp0/xzz//QFNTs9z1GjdujHHjxsHLywu+vr6wtLRUqN5PnjxBSkoKWrduLbUr7YABAxAdHY3Lly+jV69e5ZZVWFiI69evQ1tbGz169JBa1pEjR3D58mWMHTtWoXpWxvnz55Gbm4tatWqhVatWcrdsFFLmvqmIh4eHqFfcoEGDUL9+fdy/fx9///03zp8/j0OHDonqbmZmhs6dOyMuLg4xMTES37nw5bq+vn6lB5379ddf4enpCUNDQ4wcORI6OjqIjIzEr7/+igsXLuDvv/+GhoaG2DqFhYVwcXFBdnY2+vbtCz09PYmeMbt378bFixdhZ2eH/v37IyYmBoGBgYiKioKfn59cPQ8ePXqER48ewdDQEI0aNarU9lWWMq8ZyvTq1Ss4OTlBU1MTQ4cOxZs3b3DixAl8//33UFdXh4ODg8Q6N2/ehKenJ/r06YMpU6YgMTERp06dwtWrV/H3339LPYelWbJkCY4dO4amTZti3LhxUFNTQ3h4OFatWoWYmBhs2rSp0tslTK0SFBQEa2trWFtbi+Y1b9680uUKrVu3DtHR0Rg+fDj09fVx4cIF7NmzB9HR0Thw4IDMgJpQYWEhZs2ahaioKLRt2xaTJ0/G69evceLECbi6uope+AKAtbU1XFxc4O3tLZaqECg/hUXz5s2xYMEC7NmzB8DbHmdl1zMwMICdnR0CAwNx6dIliTGUUlNTERkZiS5dusDU1FRsXlJSEiZNmoQOHTpg4sSJSE9PR2hoKObMmYNNmzZJHNPff/89AgICYGRkhCFDhqBu3bq4ceMGtmzZgn/++Qe7du2SGqxXpejoaOzYsQM9e/bEZ599Bh0dHSQmJuLEiRM4ffo0Dhw4ABMTE4n1FNkX3333HY4dO4aOHTti9OjRqFOnDtLS0hATE4PIyMhKj4ejyPF+9uxZREREoH///pg0aRISEhJw7tw53Lp1CyEhIVKvpWvXrkV0dDQGDhyIgQMHigV9FbkHxcfHY8KECVBTU4ONjQ1atGiB3NxcPHnyBAcOHMCiRYsk7g/79+/H6dOnYWNjAysrK8TGxiI0NBTx8fE4cuSIWGOG2NhYzJgxA3l5ebCxsUH79u3x8OFDBAcHIyIiArt375Y6ZtK7du/ejZ9//hl169bFmDFjROe4k5PTe33Zr4ia9tykDBs2bMCFCxcwePBg9O3bF1euXIGvry8SExPh7e0ttuytW7cwe/ZsZGVlwcrKCkOGDMHr16/x4MEDeHh4YP78+VWqy++//45t27ZBR0cHtra2aNq0KdLS0nD9+nUcPXpU4ly9ceMGPD09YWlpibFjxyIzM1N0LJ85c0bUcn/o0KFo1qwZ7ty5gwMHDiAiIgIHDhwQPfMUFBTAyckJT548Qd++fWFjYwOBQICUlBRERERg6NChoufKzZs3w9PTEy1atBDdi9LT03Hr1i2EhYXJ9WyhyOcBip3v8n5PFd2ryiN8hnnw4AHMzMwwbdo0ZGZm4vjx45g5cyZWrlyJSZMmSax3+/Zt7Ny5E927d8f48eORkpKCkydPYvr06Th8+LDM8cyqIiwsDL6+vujZsycsLCygoaGB+/fvw9fXF2fOnEFAQAAaN25cbhnPnz/HuHHjkJ+fjwEDBoie25KSknDkyBG4uLjAwMBAtLybmxsOHz6MZs2aYejQodDX18f169exefNmXL58GV5eXu+lEc+NGzcwc+ZM5Ofn49NPP0Xbtm3x8OFDHDlyBKdPn8bu3bvFUiOnp6dj0qRJSElJETUKSE9Px4oVK9CvXz+l1OnatWsoLCxE7969JRoA16pVC3369EFAQACuXLki9dm3KtLT0/Hzzz/D0tIS/fr1g6GhIdLS0nD69GnMmjVL1GO8IosXL8apU6dgYmICBwcHaGpq4vnz54iJicGlS5fEsjtERERg0aJFEAgEovvts2fPcPz4cZw9exY+Pj7o2LGjUreTVIPBDFKZkho0ZkbXrl1x8OBBXL9+XeJHqzCNlTwP+Tk5OZg9ezZiY2OxZs0ajBs37r3Ul6imCgwMRFFRkWhQt44dO6JLly64cuUKEhMTZQ6WePfuXVGL89LSUrx8+RJnzpxBbm4uli1bJraesLdEly5dpI7fIEvZ9co+0ErTt29feHl5Vaol0qNHjwAAbdq0kTpfuC3ytIZMTExESUkJWrZsKfWFliJlKcOqVavE/l9XVxeLFy/GlClT5FpfmfumPJcvX8bWrVthbm6O7du3ix0nwkHnf//9d3z//fei6ePHj8eqVavg5+cnEcw4cuQICgsLMX78+ErlJb5+/To8PT3RtGlT+Pn5iQIGixcvxoIFC3DmzBl4eXnhiy++EFsvPT0d7du3x759+2T2MIyMjISvr69YwG/dunXYs2cPNm7cKDVV2qVLlxATE4OioiIkJSXhzJkzAN72XJIn9ZkyVfaa8b7Fx8dj3Lhx+Omnn0Q/aKdPn45Ro0Zhx44dUn/QRUZGYvny5Zg6dapoWnh4uCh9WlhYWIX799ixYzh27Bg6d+6Mffv2QVdXF8DbFsZTp07FsWPHMGjQINjb21dqu2xtbaGvry96uavsFBDXrl3D4cOHRS+KFy9ejK+//honT57Ezp07K3yRtmvXLkRFRWHAgAH4888/Rde9BQsWYPz48fD09MSgQYNgYWGBnj17onnz5vD29paaqlCWFi1aYOHChaL0ZNLWmzx5MgIDA3Ho0CGJ50I/Pz+UlJRIfRF09epVzJw5U2zMlylTpmDSpEn48ccfMWDAANELrcDAQAQEBGDIkCHYuHGjWCvKrVu3wsPDAz4+PmIvsGS5e/euwj0gp02bJtc9tFevXrh48aLEy+r4+Hg4OTlh48aN2Llzp8R68u6LnJwchISEoEuXLvDz85N4gfRubzFFKHK8h4eHw8vLC7179xZN27RpE7Zv346AgADMmTNHYp07d+4gKChIIjiv6D3o8OHDePPmDbZt2yYxlkN2drbU+05kZCT8/f3Fel4tXrwYx44dQ3h4uOiFrUAggJubG3Jzc7FhwwaMGjVKtHxoaChcXV2xZMkShIaGlnt9SkpKwsaNG2FgYIDAwEDRS+ay57giwsPDcffuXbmX19fXx/Tp0ytcrqY9NynDzZs3ERwcLBrfqbi4GNOmTcOVK1cQGxuLrl27AngbyPn666+RlZWFjRs3StwnhAMBV9aFCxewbds2tGjRAvv375do6CdsAPjuOqtWrZK4Xubl5WHp0qWigdrLBp62b9+OTZs2YcWKFfj7778BAP/88w+ePHmCadOmiT27Cbe7bGv6Q4cOoUmTJjh27JjEufNuT29ZFPk8Rc93eb8nee5VsmzcuBEPHjzAxIkTsWrVKlFP9Dlz5mDs2LFYs2YN+vXrJ9FA5uzZsxKDcx88eBA//vgjvL29sXLlSrnrAEBqb+LmzZuLle/o6IjZs2dL9CY/d+4cPv/8c3h6emL58uXlfs7x48eRnZ2NFStWSPwmycvLE7sW+Pn54fDhwxg2bBh++eUXsUYWv/32G/78808cPHhQ7t828iotLYWbmxvy8vKwefNmsaDa0aNHsWTJEri5uSE4OFj0fW3cuBEpKSn44osv4OrqKlre2dm5Sj3FyxL+NmvdurXU+cLpil4zT506JbWnw4wZM0TPEw0bNsTZs2clriVZWVmYOHEi1q9fDzs7O4lgflkvX77EqVOnYG5ujv3794vdxwQCAbKyssSWXbJkCfT19eHj4yP2ezQuLg6TJk3C8uXLcejQIYW2lWoGppkilSlCqVL+lMHW1ha6urrw8/MTS4WQmpqK48ePw9LSUvRDpaCgAAkJCRLdX3NycjBz5kzcunULP//8MwMZ9NERDtyrrq6OMWPGiKY7ODiI5skSHx8PDw8PeHh44I8//sChQ4eQlpYGGxsbiRb6wvQ5RkZGCtVPuF7Tpk0rXFZYtrRu7hURdvuX1UpROMCjrPQAlSlL2YNRvqtHjx7YvHkzzpw5g9jYWISHh4teUP30009yP/Qpc9+UZ+/evQCA1atXS7ysc3R0RKdOnRAcHCw2fdSoUdDR0UFYWJjE5/v7+wOo/MDfwtRE8+bNE+v5ULt2bbi5uUFdXV3m+bF06dJyUyWOGjVKLJABvP3Bq6+vj2PHjkntLn/p0iV4eHjA09MTISEh0NXVhYeHh9wDoipLVa4Z75u2tja+++47sRer7du3h4WFBRISEqSmTWrVqhUmT54sNs3W1hbW1tZITExEdHR0hZ8rPFYWL14sCmQAgI6ODpYsWQKg/HRo1c3FxUWsxbu6ujq+/fZbqKurS03R9a6AgACoqalh6dKlYi8fGjRogHnz5gFQzfabmZnB1NQUERERYinbSkpK4O/vD11dXYwYMUJiPX19fYmAjZmZGezt7fHq1SucOnVKNN3b2xu1a9fGunXrJNJBfPnll6hXr57EdUqWu3fviu6h8v7Je99o0KCB1Gu2iYkJevbsiStXrkhNgyTvvlBTU4NAIICmpqbUl+mGhoZy1bOq7OzsxAIZwP9d82Wlips9e7bUXoaVuQcBkJoWxMDAQOp+eTeFHPA2KP9ufa9du4aHDx/C3NxcLJABvN1mS0tLPHr0qMK0msHBwSgqKsLUqVPFXoCWPccVER4ertDx+m4PBFlqynOTMs2fP18UyADePjsIXwbHxsaKpp85cwbJycmwsbGRGvCW5/m3PPv27QPw9rlEWsYCac/lnTp1khr4jYiIQFZWFuzs7CR60MycORPNmzfHxYsXJVLbSDtHNDU1Jb7v2rVrS21Zr+g4WfJ8nqLn+/v+noqKinD06FHo6Ojgf//7n1hK3datW8PZ2RlFRUU4fPiwxLoWFhZigQYAGDt2LGrXri12rMlL2rn87jhnRkZGUtPiDhw4EG3bti03TeO7pPX+1NXVFZvu7e0NDQ0NrF27VmL5BQsWoG7dunLfexURHR2Nx48fo0ePHhK9g0aNGoXu3bvj33//FTWkffPmDUJDQ2FgYIDPP/9cbPkuXbpUulHLu4TXTOG18V3CY13Ra+apU6ekfv9ln5/r1Kkj9VpSr149ODg44OXLlxUGvYXHt5aWlsR9SE1NTewZIiAgAHl5eXB1dZVoWNe5c2c4ODjgxo0bUtPIUc3HnhmkMsU1KM2UgYEB3NzcsGLFCjg5OWHixIkoKirC3r17IRAIsGzZMtGysbGxcHFxgYODA9zd3UXTp0+fjtu3b+PTTz+Fmpoajhw5IvYZxsbGUrvhE/1XXL58GU+ePEG/fv3EHkxGjhyJ9evXIygoCF9//bXU1hXvnk8vXrzApUuXsHbtWpw5cwZ79+4VdbsV5jB/d7yLilRmPUU/Q5F6KLOsqtZTWsspBwcH0QuLd4OzLVu2xMyZM9GmTRt88cUX2Lx5M8aNG1flLtnK2jc3btyAhoYGwsLCEBYWJjG/qKgIGRkZyMzMFD3k6unpYdiwYQgMDERwcLDopfS1a9fw77//olu3bpW+hsfFxQGA1NRZbdq0gZGREZKSkvDq1SuxH8JaWloVDt5eNm2KkL6+Pjp16oSoqCgkJCRIpCP45ptv8M033yA/Px+PHz+Gl5cX5syZg6+//lr0wlgVqnLNeN9atWol9WWY8GVNTk6OxHxLS0upL/Ssra0RFRWFuLg4qd9XWXFxcVBXV5e6nJWVFWrVqqVQa2ZVk1bvli1bomnTpkhOTpY4xsvKzc1FYmIimjRpInVAU+H5o6rtnzx5sigNlLDX1Llz55CamgonJyexYJNQ586dpR431tbWCAoKQlxcHBwcHFBQUID4+HgYGhqKUoi8S1NTs8IxKYQcHR0lXkAp09mzZ3Hw4EHcvn0bmZmZKC4uFpufmZkpkQZE3n2hp6eHwYMH48yZMxg9ejQ+++wzUa72yvSEq6x3U4YB//dSUVq+dQCiFvHvUvQeZGdnB29vb8yfPx9Dhw5Fnz59YGFhgU8++URmfaX1GJdWX+H9p2yajbJ69eqFmJgYxMXFwcrKSubnCcuRtkzZc1xe7u7uYs99qqKs5yZVkvfYvHHjBoC3qbTehxs3bkBNTQ39+/eXex1Z50h5z0W1a9eGlZUVkpOTERcXh2bNmsHa2hpNmjTB9u3bcefOHQwcOBAWFhbo1KmTxLOnvb099u7dixEjRmDYsGGwsrKCubm5xMvawMBAiWPW2toaPXv2VOjzFD3f3/f39PDhQxQUFMDCwkLq+GK9evXCn3/+KfVeKu1Y09DQQIMGDSoVALx3716FywgEAhw5cgRBQUG4d+8eXr16hZKS/3tPJM994NNPP8WWLVuwcuVKnD9/Hv369YOFhQXatWsndq7n5ubi/v37aNiwIXbt2iW1LC0tLbnvvYoo75gXTr9x4wbu3r0rajhTWFgIc3NzqY2aLCwsyh0fTFkqe8385Zdf5EoRFR8fDy8vL8TExCA9PV2iEVZF46bUr18fffv2xcWLF+Hg4IAhQ4agR48eUscNEZ57d+7ckdqTTDieT0JCgtSGClSzMZhBKlNcWnOCGcDbQV0NDAzg5eWFDRs2QENDA5aWlnB1dZXrBZZwEMiIiAhERERIzF+wYAGDGfSfJmyd/+4LFUNDQ9jY2ODEiROIiIiQa8yBhg0bYtSoUXjz5g2WLVuGX3/9FV5eXgAgemEi7SGkPML15BnATFh2ZcYPEP5YkjXgrXC6rBYw76us8nh4eEhMs7a2luh+/q7BgwejSZMmeP78OR48eFDhi3dVbU9WVhaKi4ulbldZ+fn5Yi12Jk6ciMDAQPj7+4uCGWUHp64sYasnWcdTo0aNkJKSgpycHLEXvQ0aNKjwx0ODBg2kTm/YsKHYZ0ujo6ODzp07Y9OmTcjOzsaWLVvQt29fmS8flE2Z1wxlk/XCXdhboOwPbSHhPpc1XZ5BsHNycmBgYCC1lWLt2rVhaGiIly9fVlhOdSnveExOTpY4xssS7h9Z54nwGq6qFtUjRozA+vXr4evri7lz50JdXV10zEpraQzIfwy8evUKAoEAGRkZFV6nqpu3tzfWrl0LAwMD9OnTB02bNoW2trZoLJf4+HipPcAUOR9+++037NixA8eOHRMF17W0tDB06FC4ubnJLEuZpB2XwvO9tFR6T3BZ9VL0HtS1a1f4+Pjgr7/+wokTJ0QNotq0aYMFCxZg5MiREutKu08KX7KWra/wHiAr57zwfKuoR6RwfnnfqyLBjPdFVc8ZqqTody3vOI+KEt6f5B1YGJB9vMjzXFR2OT09Pfj6+uL333/H6dOnRa31DQ0NMXnyZMybN0/U8OG7775Dy5YtERAQgO3bt2P79u2oXbs2BgwYgKVLl4pSjQUFBSEqKkrscxcsWICePXsq9HmKnu+q+J6AivettHtpec8+sq6DVbVmzRrs27cPjRs3Rv/+/dGkSRNRj4mAgAC5esm3bNkSvr6+8PDwwIULF3DixAkAQLNmzTBr1ixR+k9h8O/Fixflfl/vY6wqRb8Xea65ylBRr/i8vDyx5ZRJmI5SIBCgT58+omwp6urquH37Ns6ePSvXgOzC3uahoaHYsmULgLe9Puzs7LBkyRJRjyxhyqkDBw6UW15+fn4Vt4yqA4MZpDIlSkoRpUzDhg2r8KVJz549pbYykKflAdF/VUZGhihf9//+9z/RAK3v8vX1VejFpPClatmuzcLxDG7fvo2cnBy5H66E6925c6fc1sHA2zQ8wNtWL4oSdlsV5iB9V2JiIgDZuUnLatWqFWrVqoWnT5+iuLhY4uFakbLKU5XrV/369fH8+XMUFBRUuKwy90159PT0IBAIJH6kVqR79+4wNjbGnTt3cOfOHbRq1QphYWHQ09OTmlJGXsJj9MWLF1Jb2grT2Lx7LMvTCkrWi+0XL15ILVOW/v37IzIyElevXlVJMON9XTOqk3Cfy5ouzwC5+vr6yM7ORlFRkUSPlOLiYmRmZoqVI+wJ8m5LeSFVp1J5+fKl1AFC5Tkehdslaz8KX2io6iVknTp14ODggN27d+PChQvo2LEjIiMjy+2lJe8xIPxv586dJVJuVMb7GjOjuLgYW7duRaNGjRAYGCjxQlzYylEaRc6HOnXqYOHChVi4cCGePXuGq1evIigoCEePHkVycjL2798v72aplKxrdGXuQebm5vD09ERhYSFu376NyMhI7Nu3D4sXL0b9+vUrPQi68Hwpmy6tLOH0iq5PZe9jHTp0kJgv6/uW5X2NmaGq56aaSPgdVdSSuSrlZ2Vl4fXr13IHNGSdI/Iel2Wv90ZGRli3bh0EAgEePHiAy5cvw8fHB9u2bUNpaSkWLVoE4G2gZ9q0aZg2bRpevnyJmJgYhISEICwsDA8ePEBISAg0NTVF6aFkkffzFD3fVfE9AbLPSVnPnNUhLS0NPj4+MDExwf79+yV6PL6b6aI8HTp0wJYtW1BcXIz4+HhcvHgRe/fuxerVq6GrqwsHBwfRNpuZmYlSyKqKot9LRc9Eil5zZRH+NpM1JoZw+vu4Zm7btg2FhYU4ePAgzM3Nxeb9/vvvOHv2rFzl6OjowNXVFa6urkhJSUFUVBQCAgIQGBiI1NRUUS8c4b4NCwuTOX4jfbgYzCCVKaphPTOIqPKCgoJQVFSELl26SKS0ETp9+jQuXbqEp0+fyt11U/girmxroJYtW6JPnz64dOkSdu7cKTYgmjSFhYXQ1NREy5YtRfm9vby8ZK734sWLKo2R8Mknn6BZs2Z4/Pix1G09f/48ANndjMvS1NSEubk5oqOjER0dLbGOImW9Dzk5OXj48CHU1NTE8uTLosx9U57u3bvj7Nmz+Pfff6W+dCnPhAkTsHr1avj5+cHExAT5+fmYNGlSueNWVKRTp064c+cOrly5IhHMSExMRGpqKlq0aKHQgPZCUVFRYuNNAG+/l7t370JLS0tquh5phD+qq5oqTF7v65pRna5du4bS0lKJVFPCFxzvjm0iTadOnfDPP/8gOjpaIn//1atXUVJSIlaO8JiR1lMtNzdX6o9T4XcsrXdJVUVFRUmkoXn69CmePXuG5s2bl3uM6+np4ZNPPsHTp0/x+PFjiR/OV65cASC+H6uyLerq6lLHeijLyckJe/bswaFDh2BiYoKSkpJyB92Mi4tDbm6uxIvhd48BXV1ddOjQAf/++y+ysrKkpgJRhHDMDEU4ODhUeM3JzMzEq1ev8Nlnn0kEMvLy8nDnzh2Z68q7L97VtGlTjBo1CiNHjsTw4cMRExMjlhJQUe/zeJelKvcgTU1NWFhYwMLCAq1atYKbmxsiIiIqHcwQXl9lvWgVThem8pSlc+fOOHnyJK5evSpxbRKe44oIDw9XKJDXvHlzuYIZNf256X3q3r07gLfb6OTk9F7KP3PmDCIjIzFkyJAqlVX2uHy352txcbFoDBdp1wk1NTV06NABHTp0gK2tLQYNGoSIiAhRcKGsBg0a4LPPPsNnn32GadOm4fLly7h//77UdEqyVPR5ip7vin5P8tyrymrTpg20tbVx9+5dZGdnw8DAQGy+tHtpdXny5AkEAgH69esnEchITk5GcnKywumNateuDVNTU5iamqJbt26YNm0awsPDRfe8Nm3a4P79+xU2bFM24TF/5coVLFiwQGL+u99L+/btoampifj4eOTn50v8Drl27ZpS6mVhYQFNTU1ER0dLfE5JSQkuXboENTW1CtOkVsaTJ0/QuHFjiUAG8PaZtzKaNWuGMWPGwN7eHra2tvjnn3+Ql5cHXV1ddOvWDWfPnkV0dDSDGf9BHACcVKZYUKKUPyKqfsJUPCtXrsTatWul/k2cOBECgUDuljAlJSWiAR/ffYBatmwZ9PT0sH37dvz9999SWyWnpKTA1dVVNJAaAPzwww/Q1tbGjh07pLb0fP78OT7//HNkZWXB0dFR1JtDEWpqaqIUJBs2bBALxISHhyM6Ohrt27eX2KaUlBQkJCRI9HAQ/tD57bff8ObNG9H02NhYhIaGon79+hg6dKjC9ZRXenq6qCVjWXl5eVi6dCnevHmDPn36SHSbfvLkCRISEsR+gFV23yhK+MJj+fLlUlu+5efny2xRPGrUKNSpUwfBwcGiY6SyA38LjR07FgDw559/IiMjQzS9pKQE69evR2lpqcS4JPI6evSoKA+v0NatW5GTk4MRI0aI0hUVFhbK/OETGxuLgwcPQl1dXaFc2FXxPq4ZsmRkZCAhIUFs378Pjx8/lriuhIeHIyoqCq1atRIb5LSgoAAJCQkSae+Ex8qmTZvErgUFBQXYtGkTAPExbPT09NC2bVtcu3YNDx48EE0vKSnBzz//jNevX0vUU/jivLyXjzY2NjA2NhblD5aXt7e3WKqZ0tJS/PLLLygtLZVrTIexY8dCIBDgl19+EXv5nJGRgT/++EO0jFDdunWhpqam8ItU4O1+yMjIkLqPhFq3bo3evXuLxoyoW7euxMCdZeXk5GDbtm1i027duoXg4GDo6+uLvQCcPn06ioqK8P3330vtQZOdnV1usKAsR0dH3Lt3T6G/itIIAm9fBGpra+POnTuiVBPA2xzwa9euRWZmpsx15d0XGRkZuHnzpsT6+fn5yMvLQ+3atcV6KW3duhXGxsZSx3qSRp7jXdkUvQdFR0dLTfEh7HmnSFqfd1laWqJNmzaIiYmRyOcfFhaGq1evonXr1hU+79jb20NDQwP79u0Tuy6UPccV4e7urtDxevr0abnLrsxzU1paGhISEipMtyWPwMBAGBsbY+nSpVUuSxGDBw9G8+bNcfr0aRw7dkxi/rvHoqLbLEzV4+7uLvW4s0fIugAAIABJREFUVqSnga2tLerVq4eQkBCJ57E9e/bg6dOn6NOnj2jg8/v370u9HwlbpwvPkcLCQvzzzz8SY7AVFRWJUgzJMwaDvJ8HKH6+K/o9yXOvKktTUxP29vbIz8/H77//LjbvyZMn2Lt3LzQ0NOQaz+B9E96HYmJixO75ubm5WLFihdzXldjYWKk9laVdQ2fMmIE3b97ghx9+kHrsZ2VlSTxXb968GcbGxqLnkMqwsrJCq1atEBUVJdGTMiQkBNevX0e7du1EL/a1tLQwbNgwZGdnw9PTU2z5uLg4pQ1SrqenB3t7e+Tl5Uncs729vfHs2TMMHDhQrkZrimrevDlevnwpMUaJj4+P3D2d0tPTcevWLYnpeXl5yM/PR+3atUU99CZMmABdXV1s2bJF6vNVSUmJKKhEHx72zCCVKRHUvDRTRKS4K1eu4NGjR+jYsWO56WnGjRuHv/76CwEBAVi4cKFY1/+7d++KvZh4+fIlLl++jEePHsHQ0BBLliwRK6tdu3bw8vLCwoULsX79enh7e6N3795o3Lgx8vPzER8fLwpizJkzR7SesbEx/vrrL3z99ddYtWoV9u/fj549e0JXVxeJiYk4d+4cCgoKYG9vj1WrVlV6n8yYMQNnzpzBiRMnMH78ePTu3RvPnj1DWFgYtLW1sW7dOonW225uboiKioK3t7fYQJ0jRozAyZMnceLECYwZMwaDBw9GVlYWjh8/jtLSUqxevVqi5WtCQgJ27NghNu3Vq1diP6y//fZbUQ7R8jx8+BAuLi4wNzdH27Zt0aBBAzx//hyXLl1Ceno6WrZsiTVr1kisN336dCQnJyMiIkLspVll9k10dLTohbYwj2liYqLY9pQdSLR3795YvHgxfv31VwwdOhQDBgxAixYtkJ+fj5SUFFy9ehUWFhaicVjKqlu3LoYNG4bDhw/j3r176NKlS4UtVitiYWGB2bNnY+fOnRg5ciSGDh0KbW1tREZG4v79+7C0tMSsWbMqVXb//v3h5OSE4cOHo1GjRoiJiUFMTAyaN2+Ob775RrTc69ev4eTkhLZt26Jz584wMjLC69evkZCQgMuXLwN4e0y825ND0X0vj6peM9avXy96iSpsvenl5YWjR48CePuSxNbWVlSOj48PPDw8sGDBAixcuFChuiqif//+cHd3x/nz52FiYoLExEScOnUKWlpaWLt2rdhxHRsbCxcXF1hbW4ulurC3t0dERASOHz+OESNGwNbWVjQ2QVJSEoYPH45Ro0aJfe6sWbPwww8/wMnJCcOGDYOWlhauXLmCoqIimJiYID4+Xmz5Nm3aoEmTJggJCYGGhgaaNm0KNTU1jB49WvRjVfgCQdG80RYWFhgzZgyGDx8OfX19XLhwAfHx8ejSpYvYtViWmTNn4vz584iIiMDo0aMxYMAAvH79GmFhYXj58iVmz54tFhQStrSLjo7G4sWL0aZNG6irq8PGxqbCccp69+6NW7duicrU1NSEiYkJbGxsxJabPHkyLl26hBcvXsDZ2bncF2FWVlbw9/dHbGwsLCwskJ6ejtDQUJSWluKnn34Su1aPGzcOd+7cwf79+zFkyBD069cPTZs2RXZ2NpKSknD16lU4Ojrip59+qnC/vS/q6upwdnbG/2PvzqOjqu//j7/uLJnsCYRdQQnggsgqy08EKkIVRQWkgPuCO65VW2u1VVsV136lKoqiVCkVRaGKWqsspbiAIAU3cKuKYMKWfZlkZu7vD0uOISELyTszA8/HOZ5j7kxe981n7tx7J++59zNr1iydeuqpOuGEE1RZWalVq1apoKCg6mrH2jR0LHJzczVp0iR169ZNPXv2VMeOHVVcXKzly5dr+/btOvfcc6uN2+5ts6FXkTVke29ujT0GPf3003rnnXc0aNAgde7cWcnJyfryyy+1YsUKZWRk1Hk1UH0cx9G9996rCy+8UNdff70WL16s7Oxs/fe//9Xbb7+tlJQU3XfffTWOu3s6+OCDdcMNN2j69OkaP358tfd4UVGRDj/88Ji55e6+nDc99NBDWrhwoe65554ajdefHu++/vprSdIDDzxQ9U3yiRMnVtsvNXYbbS4JCQl6+OGHNXXqVN1www2aP3+++vTpo2AwqK+//lrvvfdetT/S1vVvrs1xxx2nK6+8Uo899pjGjBmjUaNGqWPHjtqxY4fWrl2rvn37Nvh8ICUlRXfddZeuu+46nXPOOTrppJPUqVMnffLJJ1q5cqXatm1bbd/37rvvavr06dXORXNycrRkyRJ5PJ6qc6jy8nJdcMEFOuigg9SnTx916tRJwWBQ7777rr766iuNHDmyQVesNnR9UuPf7419nRp6rPqpG264QWvWrNHcuXP10UcfafDgwcrLy9Mbb7yhkpIS3XbbbTFxxWuHDh104okn6s0339T48eN17LHHqqioSO+8846Sk5N12GGHNWgy7kWLFumFF17QwIED1aVLF6Wnp+vbb7/VsmXLFAgEdP7551c9d/Lkyfrkk080f/58rV69utqxd/PmzVqzZo0mTZqk3/3ud1W/s7s51pS5NDwej6ZPn66pU6fq6quv1qhRo9S1a1d9/fXXWrJkiVJTU3XvvfdWuxLlpptu0urVq/X444/rww8/VL9+/aqOpSNGjNDbb79dY9+9c+dO3X///VU/7/6yxE/3Y5dffnm1q19vvPFGrVmzRk899ZQ++eQTHX300friiy+0bNkytW3bVrfddts+/7vrcv7552v16tWaPHmyxowZo+TkZG3YsEEbNmyo2i7qs2XLFk2ePFk9evTQkUceqQ4dOqiwsFDLly9Xfn6+Lr744qo5WNq0aaM//elPuu666zRx4kQde+yxVfuDH374QevWrVN5ebnWrFlj8u+FLZoZaDGhSO33dwYQX1544QVJ9U+QfPDBB+vYY4/VO++8o2XLllX7hurGjRur/cE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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLMv:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Differences, L vs. V gauge BLMs\n", "Max difference in BLMs (L-V): 0 (0.6144115934437091+4.0651820731182216e-17j)\n", "Plotting data (No filename), pType=a, thres=0.061441159344370916, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 2.6194887755193974e-16\n" ] }, { "data": { "image/png": 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AAAAAIIAMw1DIqBHD8ufreSCSZLVaVV9f32vc4XBo3rx5Wr16tR5//PEBP/+oUaM0c+ZMHTlypMf4kSNHNHt2z3Corq5OVqt1wHP4ihAEAAAAAAAoMzNTDoejx26QywHIggULlJubq+bmZjU3N/f7CzKfl5ubq3379un555/XiRMntHHjRjU2NmrdunU96ux2uzIyMvzyPFdCCAIAAAAAAJScnCybzabS0lLv2MGDB9XS0qKSkhJNnDjR+5eSkuKtcblcMgxDlZWVV+29fPlyPf3009qxY4emT5+uqqoqlZeX68Ybb/TWVFdXq6OjQ8uWLQvI80mSYZqmGbDuAAAAAAAEma6uLjmdTiUlJfV50OiXUXl5ufLy8lRXV6eQEN/2TVRWVmrp0qU6ffq0IiMjBz33nXfeKavVqvz8/EH3kPp+/xyMCgAAAAAAJElZWVlqaGhQU1OTEhISfLqnoqJC+fn5QwpAPB6Ppk2bpo0bNw66hy/YCQIAAAAAgB99lXeCXAv6ev+cCQIAAAAAAIICIQgAAAAAAAgKhCAAAAAAACAoEIIAAAAAAICgQAgCAAAAAACCAiEIAAAAAAAICoQgAAAAAAAgKBCCAAAAAAAASVJra6tiYmLkcrm+8LlTUlJUVlYW0DkIQQAAAAAAgCSpsLBQ2dnZSkxMlCS99957WrFihRISEmSxWDR16lTt2rVrwH2rqqqUnZ2tuLg4GYahV155pVdNQUGBNm/erO7u7qE+xlURggAAAAAAALndbhUVFSknJ8c7VlNTo+joaBUXF8vhcGjr1q3asmWLdu/ePaDe58+f17Rp0/q8b/Hixero6NDrr78+6GfoT2jAOgMAAAAAgK+Mw4cPKzQ0VGlpad6xNWvW9Kj5+te/rurqapWVlWn9+vU+9160aJEWLVrUZ82IESOUlZWlAwcO9Fs7WIQgAAAAAAAEkGmaunjx4rDMPXLkSBmG4VNtVVWVbDZbv3UdHR0aN27cUJd2RampqXryyScD0lsiBAEAAAAAIKAuXryon/70p8Myd35+vkaNGuVTrcvlUlxcXJ811dXVKi0t1WuvveaP5fUSHx+vxsZGdXd3KyTE/yd4cCYIAAAAAACQ2+1WeNRzZnAAACAASURBVHj4Va87HA4tWbJE27Zt04IFCwKyBovFou7ubnk8noD0ZycIAAAAAAABNHLkSOXn5w/b3L6KiopSe3v7Fa/V19dr/vz5uvfee/XII4/4a3m9tLW1KSIiQhaLJSD9CUEAAAAAAAggwzB8/iRlOFmtVhUXF/cadzgcmj9/vlavXq3HH388oGuoq6vTjBkzAtafz2EAAAAAAIAyMzPlcDh67AZxOByaN2+eFixYoNzcXDU3N6u5uVktLS0D6v3JJ5+otrZWtbW1kiSn06na2lo1Njb2qLPb7crIyBj6w1wFIQgAAAAAAFBycrJsNptKS0u9YwcPHlRLS4tKSko0ceJE719KSoq3xuVyyTAMVVZWXrX322+/LavVKqvVKknKzc2V1WrVtm3bvDVNTU06duyY7rnnHv8/3N8YpmmaAesOAAAAAECQ6erqktPpVFJSUp8HjX4ZlZeXKy8vT3V1dT7/OktlZaWWLl2q06dPKzIyctBzP/TQQ+ro6NBzzz036B5S3++fM0EAAAAAAIAkKSsrSw0NDWpqalJCQoJP91RUVCg/P39IAYgkxcTEKC8vb0g9+sNOEAAAAAAA/OirvBPkWtDX++dMEAAAAAAAEBQIQQAAAAAAQFAgBAEAAAAAAEGBEAQAAAAAAAQFQhAAAAAAABAUCEEAAAAAAEBQIAQBAAAAAABBgRAEAAAAAABIklpbWxUTEyOXy/WFzuvxeDRp0iTV1NQEdB5CEAAAAAAAIEkqLCxUdna2EhMTJUnvvfeeVqxYoYSEBFksFk2dOlW7du0aVN+UlBSNGTNGMTExuuOOO3Ty5Env9bCwMOXl5WnTpk3+epQrIgQBAAAAAAByu90qKipSTk6Od6ympkbR0dEqLi6Ww+HQ1q1btWXLFu3evXtAvd9880098MAD+v3vf68jR47o008/VUZGhs6fP++tWblypex2u06cOOG3Z/o8wzRNM2DdAQAAAAAIMl1dXXI6nUpKSlJ4eLhM01R3t3tY1hISYpFhGD7VlpWVae3atWppaemz7oEHHtCJEyf0xhtvDHpdLS0tiomJ0Ztvvqnvfve73vF58+YpPT1dO3bsGHTvz7//vxc66K4AAAAAAKBf3d1uVb6ZPCxz3zr3jxoxIsKn2qqqKtlstn7rOjo6NG7cuCGtq6OjQ5J69UlNTZXdbh9S774QggAAAAAAALlcLsXFxfVZU11drdLSUr322muDnsc0TeXm5uqWW27Rt771rR7X4uPjA3ooKyEIAAAAAAABFBJi0a1z/zhsc/vK7Xb3+nzk7zkcDi1ZskTbtm3TggULBr2m9evX6/3339dbb73V65rFYlFnZ+ege/eHEAQAAAAAgAAyDMPnT1KGU1RUlNrb2694rb6+XvPnz9e9996rRx55ZNBz/PM//7MOHTqkqqoq3XDDDb2ut7W1KTo6etD9+8OvwwAAAAAAAFmtVtXX1/cadzgcmjdvnlavXq3HH398UL1N09T69etVVlamN954Q0lJSVesq6urk9VqHdQcviAEAQAAAAAAyszMlMPh6LEb5HIAsmDBAuXm5qq5uVnNzc39/oLM5z3wwAMqLi7WL3/5S40ZM8bbx+3u+as5drtdGRkZfnmeKyEEAQAAAAAASk5Ols1mU2lpqXfs4MGDamlpUUlJiSZOnOj9S0lJ8da4XC4ZhqHKysqr9n722WfV0dGhW2+9tUefl156yVtTXV2tjo4OLVu2LCDPJxGCAAAAAACAvykoKNCuXbvU3d0tSXr00Udlmmavv7//BReXy6Xrr79e06ZNu2rfK/UwTVN33323t+ZnP/uZHnroIVksvh/mOlAcjAoAAAAAACRJWVlZamhoUFNTkxISEny6p6KiQvn5+YqMjBz0vB6PR9OmTdPGjRsH3cMXhmmaZkBnAAAAAAAgiHR1dcnpdCopKanPn5xFYPT1/vkcBgAAAAAABAVCEAAAAAAAEBQIQQAAAAAAQFAgBAEAAAAAAEGBEAQAAAAAAAQFQhAAAAAAABAUCEEAAAAAAEBQIAQBAAAAAACSpNbWVsXExMjlcg33UnT27FlFR0erqanJbz0JQQAAAAAAgCSpsLBQ2dnZSkxMlPRZKLJw4ULFxcUpLCxMCQkJWr9+vc6dOzfkuR599FFNmTJF1113nSIjI/W9731Px48f916PiYnRqlWrtH379iHPdRkhCAAAAAAAkNvtVlFRkXJycrxjISEhWrJkiQ4dOqRTp05p//79Onr0qNatWzfk+b7xjW9o9+7d+uMf/6i33npLiYmJysjIUEtLi7fmnnvuUUlJidrb24c8nyQZpmmafukEAAAAAADU1dUlp9OppKQkhYeHyzRNdXZ3D8taIkJCZBiGT7VlZWVau3ZtjxDiSp555hk99dRT+vDDD/2xRK9z587pa1/7mo4ePap//Md/9I4nJSWpoKBAa9as8anP59//3wv164oBAAAAAEAPnd3d+v+q/jgsc/+/7ybruhEjfKqtqqqSzWbrs+bMmTMqKyvT3Llz/bE8rwsXLui5557T1772NU2bNq3HtdTUVNntdp9DkL7wOQwAAAAAAJDL5VJcXNwVr61YsUIRERGKj4/X2LFjtW/fPr/M+eqrr2r06NEKDw/Xzp07deTIEUVFRfWoiY+P99tBrewEAQAAAAAggCJCQvT/vps8bHP7yu129/p85LKdO3dq+/btOnnypPLz85Wbm6s9e/b41LekpERr1671/vvw4cNKT0+XJM2bN0+1tbX6+OOPtXfvXt111106fvy4YmJivPUWi0WdnZ0+P0dfCEEAAAAAAAggwzB8/iRlOEVFRV31ANLY2FjFxsZqypQpGj9+vNLT01VQUKCJEyf22/f222/XrFmzvP+Oj4/3/u/rrrtOkydP1uTJk/Wd73xHN910k4qKirRlyxZvTVtbm6Kjo4fwZP+LEAQAAAAAAMhqtaq4uLjfusu/r+LxeHzqO2bMGI0ZM8anWtM0e/Wtq6vTrbfe6tP9/eFMEAAAAAAAoMzMTDkcjh67QcrLy/XCCy+orq5OLpdL5eXluv/++zVnzhwlJiYOeq7z588rPz9fv//97/WnP/1J77zzjnJycvTnP/9Zd955p7eus7NTNTU1ysjIGMqjeRGCAAAAAAAAJScny2azqbS01DtmsVi0d+9e3XLLLZo6dao2bNig2267Ta+++qq3xuVyyTAMVVZW+jzXiBEj9N///d/6/ve/r2984xu67bbb1NLSIrvdrn/4h3/w1v3617/WpEmTvGeIDJVhXt7HAgAAAAAAhqyrq0tOp1NJSUlXPWj0y6q8vFx5eXmqq6tTiI+HqlZWVmrp0qU6ffq0IiMj/bqe1NRUbdiwQT/84Q99vqev98+ZIAAAAAAAQJKUlZWlhoYGNTU1KSEhwad7KioqlJ+f7/cA5OzZs1q2bJlWrFjht57sBAEAAAAAwI++yjtBrgV9vX/OBAEAAAAAAEGBEAQAAAAAAAQFQhAAAAAAABAUCEEAAAAAAEBQIAQBAAAAAABBgRAEAAAAAAAEBUIQAAAAAAAQFAhBAAAAAACAJKm1tVUxMTFyuVzDvRR5PB5NmjRJNTU1futJCAIAAAAAACRJhYWFys7OVmJioqTPQpGFCxcqLi5OYWFhSkhI0Pr163Xu3Lkhz1VWVqbMzExFRUXJMAzV1tb2uB4WFqa8vDxt2rRpyHNdRggCAAAAAADkdrtVVFSknJwc71hISIiWLFmiQ4cO6dSpU9q/f7+OHj2qdevWDXm+8+fPa86cOXriiSeuWrNy5UrZ7XadOHFiyPNJUqhfugAAAAAAgCsyTVPui5eGZW7LyBEyDMOn2sOHDys0NFRpaWnescjISN1///3ef99444368Y9/rKeeemrIa1u1apUk9fnpzfjx4zV79mwdOHBAO3bsGPKchCAAAAAAAASQ++Il3bzt9WGZu35HpiJG+faf/lVVVbLZbH3WnDlzRmVlZZo7d64/lueT1NRU2e12v/TicxgAAAAAACCXy6W4uLgrXluxYoUiIiIUHx+vsWPHat++fV/YuuLj4/12UCs7QQAAAAAACCDLyBGq35E5bHP7yu12Kzw8/IrXdu7cqe3bt+vkyZPKz89Xbm6u9uzZ41PfkpISrV271vvvw4cPKz093ed1WSwWdXZ2+lzfF0IQAAAAAAACyDAMnz9JGU5RUVFqb2+/4rXY2FjFxsZqypQpGj9+vNLT01VQUKCJEyf22/f222/XrFmzvP+Oj48f0Lra2toUHR09oHuu5sv//wIAAAAAAAg4q9Wq4uLifutM05QkeTwen/qOGTNGY8aMGfS66urqZLVaB33/3yMEAQAAAAAAyszM1JYtW9Te3q7IyEhJUnl5uT766COlpKRo9OjRqq+v18MPP6w5c+YoMTFxSPO1tbWpsbFRZ86ckSSdPHlS0v/uOrnMbrfrscceG9Jcl3EwKgAAAAAAUHJysmw2m0pLS71jFotFe/fu1S233KKpU6dqw4YNuu222/Tqq696a1wulwzDUGVl5YDmO3TokKxWqxYvXixJ+sEPfiCr1aqf//zn3prq6mp1dHRo2bJlQ3u4vzHMy/tYAAAAAADAkHV1dcnpdCopKemqB41+WZWXlysvL091dXUKCfFt30RlZaWWLl2q06dPe3eQ+Mudd94pq9Wq/Px8n+/p6/3zOQwAAAAAAJAkZWVlqaGhQU1NTUpISPDpnoqKCuXn5/s9APF4PJo2bZo2btzot57sBAEAAAAAwI++yjtBrgV9vX/OBAEAAAAAAEGBEAQAAAAAAAQFQhAAAAAAABAUCEEAAAAAAEBQIAQBAAAAAABBgRAEAAAAAAAEBUIQAAAAAAAQFAhBAAAAAACAJKm1tVUxMTFyuVxf6Lwej0eTJk1STU1NQOchBAEAAAAAAJKkwsJCZWdnKzExUdJnocjChQsVFxensLAwJSQkaP369Tp37tyAe+/Zs0dJSUkKDw/XzJkzZbfbvdfCwsKUl5enTZs2+etRrogQBAAAAAAAyO12q6ioSDk5Od6xkJAQLVmyRIcOHdKpU6e0f/9+HT16VOvWrRtQ75deekkbNmzQ1q1b9e677yo9PV2LFi1SY2Ojt2blypWy2+06ceKE357p8wzTNM2AdQcAAAAAIMh0dXXJ6XR6dz3INKWLncOzmJERkmH4VFpWVqa1a9eqpaWlz7pnnnlGTz31lD788EOflzFr1izNmDFDzz77rHds6tSpuuOOO1RYWOgdmzdvntLT07Vjxw6fe39er/f/d0IH3RUAAAAAAPTvYqf007jhmTv/jDTqOp9Kq6qqZLPZ+qw5c+aMysrKNHfuXJ+XcOHCBdXU1Gjz5s09xjMyMnTs2LEeY6mpqT0+k/E3PocBAAAAAAByuVyKi7tyWLNixQpFREQoPj5eY8eO1b59+3zu+/HHH+vSpUuaMGFCj/EJEyaoubm5x1h8fHxAD2VlJwgAAAAAAIE0MuKzHRnDNbeP3G53r89HLtu5c6e2b9+ukydPKj8/X7m5udqzZ8+AlmJ87rMc0zR7jVksFnV2Bu7TIUIQAAAAAAACyTB8/iRlOEVFRam9vf2K12JjYxUbG6spU6Zo/PjxSk9PV0FBgSZOnOhT3xEjRvTa9XH27Nleu0Pa2toUHR09+IfoB5/DAAAAAAAAWa1W1dfX91t3+fdVPB6PT31HjRqlmTNn6siRIz3Gjxw5otmzZ/cYq6urk9Vq9XHFA8dOEAAAAAAAoMzMTG3ZskXt7e2KjIyUJJWXl+ujjz5SSkqKRo8erfr6ej388MOaM2eOEhMTfe6dm5urVatWyWazKS0tTc8995waGxt7/dSu3W7XY4895s/H6oGdIAAAAAAAQMnJybLZbCotLfWOWSwW7d27V7fccoumTp2qDRs26LbbbtOrr77qrXG5XDIMQ5WVlVftvXz5cj399NPasWOHpk+frqqqKpWXl+vGG2/01lRXV6ujo0PLli0LyPNJkmFe3scCAAAAAACGrKurS06nU0lJSVc9aPTLqry8XHl5eaqrq1NIiG/7JiorK7V06VKdPn3au4NkMO68805ZrVbl5+cPuofU9/vncxgAAAAAACBJysrKUkNDg5qampSQkODTPRUVFcrPzx9SAOLxeDRt2jRt3Lhx0D18wU4QAAAAAAD86Ku8E+Ra0Nf750wQAAAAAAAQFAhBAAAAAABAUCAEAQAAAAAAQYEQBAAAAAAABAVCEAAAAAAAEBQIQQAAAAAAQFAgBAEAAAAAAEGBEAQAAAAAAEiSWltbFRMTI5fL9YXPnZKSorKysoDOQQgCAAAAAAAkSYWFhcrOzlZiYqKkz0KRhQsXKi4uTmFhYUpISND69et17ty5AfWtqqpSdna24uLiZBiGXnnllV41BQUF2rx5s7q7u/3xKFdECAIAAAAAAOR2u1VUVKScnBzvWEhIiJYsWaJDhw7p1KlT2r9/v44ePap169YNqPf58+c1bdo07d69+6o1ixcvVkdHh15//fVBP0N/QgPWGQAAAAAAyDRNuT91D8vcllCLDMPwqfbw4cMKDQ1VWlqadywyMlL333+/99833nijfvzjH+upp54a0DoWLVqkRYsW9VkzYsQIZWVl6cCBA/3WDhYhCAAAAAAAAeT+1K1Zv5w1LHMf/+FxRYyM8Km2qqpKNputz5ozZ86orKxMc+fO9cfyeklNTdWTTz4ZkN4Sn8MAAAAAAABJLpdLcXFxV7y2YsUKRUREKD4+XmPHjtW+ffsCsob4+Hg1NjYG7FwQdoIAAAAAABBAllCLjv/w+LDN7Su3263w8PArXtu5c6e2b9+ukydPKj8/X7m5udqzZ4+/lullsVjU3d0tj8cji8X3tfuKEAQAAAAAgAAyDMPnT1KGU1RUlNrb2694LTY2VrGxsZoyZYrGjx+v9PR0FRQUaOLEiX5dQ1tbmyIiIgISgEh8DgMAAAAAACRZrVbV19f3W2eapiTJ4/H4fQ11dXWaMWOG3/texk4QAAAAAACgzMxMbdmyRe3t7YqMjJQklZeX66OPPlJKSopGjx6t+vp6Pfzww5ozZ44SExN97v3JJ5/ogw8+8P7b6XSqtrZW48aN06RJk7zjdrtdGRkZfnumz2MnCAAAAAAAUHJysmw2m0pLS71jFotFe/fu1S233KKpU6dqw4YNuu222/Tqq696a1wulwzDUGVl5VV7v/3227JarbJarZKk3NxcWa1Wbdu2zVvT1NSkY8eO6Z577vH/w/2NYV7exwIAAAAAAIasq6tLTqdTSUlJVz1o9MuqvLxceXl5qqurU0iIb/smKisrtXTpUp0+fdq7g2QwHnroIXV0dOi5554bdA+p7/fP5zAAAAAAAECSlJWVpYaGBjU1NSkhIcGneyoqKpSfnz+kAESSYmJilJeXN6Qe/WEnCAAAAAAAfvRV3glyLejr/XMmCAAAAAAACAqEIAAAAAAAICgQggAAAAAAgKBACAIAAAAAAIICIQgAAAAAAAgKhCAAAAAAACAoEIIAAAAAAICgQAgCAAAAAAAkSa2trYqJiZHL5fpC5/V4PJo0aZJqamoCOg8hCAAAAAAAkCQVFhYqOztbiYmJkj4LRRYuXKi4uDiFhYUpISFB69ev17lz5wbU99lnn9W3v/1tjR07VmPHjlVaWpoOHz7svR4WFqa8vDxt2rTJn4/TCyEIAAAAAACQ2+1WUVGRcnJyvGMhISFasmSJDh06pFOnTmn//v06evSo1q1bN6DeN9xwg5544gm9/fbbevvttzV//nwtWbJEDofDW7Ny5UrZ7XadOHHCb8/0eYZpmmbAugMAAAAAEGS6urrkdDqVlJSk8PBwmaYp0+0elrUYFosMw/CptqysTGvXrlVLS0ufdc8884yeeuopffjhh0Na27hx4/TUU0/pRz/6kXds3rx5Sk9P144dOwbd9/Pv/++FDrorAAAAAADol+l26+SMmcMy9zffqZEREeFTbVVVlWw2W581Z86cUVlZmebOnTvoNV26dEkHDx7U+fPnlZaW1uNaamqq7Hb7oHv3h89hAAAAAACAXC6X4uLirnhtxYoVioiIUHx8vMaOHat9+/YNuP8f//hHjR49WmFhYVq3bp1+9atf6eabb+5REx8fH9BDWdkJAgAAAABAABkWi775TmB/9aSvuX3ldrt7fT5y2c6dO7V9+3adPHlS+fn5ys3N1Z49ewa0lm9+85uqra3VX//6V7388stavXq13nzzzR5BiMViUWdn54D6DgQhCAAAAAAAAWQYhs+fpAynqKgotbe3X/FabGysYmNjNWXKFI0fP17p6ekqKCjQxIkTfe4/atQoTZ48WZJks9n0hz/8Qbt27dIvfvELb01bW5uio6OH9iB94HMYAAAAAAAgq9Wq+vr6fusu/76Kx+MZ0nymafbqUVdXJ6vVOqS+fWEnCAAAAAAAUGZmprZs2aL29nZFRkZKksrLy/XRRx8pJSVFo0ePVn19vR5++GHNmTNHiYmJPvfOz8/XokWLlJCQoP/5n//Riy++qMrKSlVUVPSos9vteuyxx/z5WD2wEwQAAAAAACg5OVk2m03/P3v3Hhdlnf///zmCwqgoJCJyUjIPmEokqbjrZnYg2bSt7KDmWmrmt+xg0RqYbmJpRWvW7kblUtuuZrketpPQuhkypZGLskFYS8psG+thQdDSYTzw/v3hz/k4DofhFBWP++02t1vzPr3e14VdMK95X+9r7dq1rjKr1aqVK1fqpz/9qWJiYnT//ffrmmuu0TvvvONqY7fbZbFYlJOTU+fYBw4c0LRp0zRw4EBdfvnlysvLU3Z2tq688kpXm+3bt+vw4cOaNGlSqxyfJFnMmXUsAAAAAACg2aqrq1VaWqro6Og6Nxr9vtq0aZOSk5NVVFSkDh28WzeRk5Oj6667Tnv37nWtIGmKG2+8UXFxcUpNTW3yGFL955/bYQAAAAAAgCQpKSlJJSUlKisrU2RkpFd9srOzlZqa2qwEiNPpVGxsrObNm9fkMbzBShAAAAAAAFrQD3klyI9BfeefPUEAAAAAAEC7QBIEAAAAAAC0CyRBAAAAAABAu0ASBAAAAAAAtAskQQAAAAAAQLtAEgQAAAAAALQLJEEAAAAAAEC7QBIEAAAAAABIkioqKhQSEiK73d7WU9HBgwfVs2dPlZWVtdiYJEEAAAAAAIAkadmyZZowYYL69u3rUVdRUaGIiAhZLBZVVVW1aNw777xTFotFK1ascJWFhIRo2rRp+vWvf91icUiCAAAAAAAAORwOZWZmatasWbXWz5w5U8OGDWvxuH/961+Vl5ensLAwj7rbb79dq1evVmVlZYvEIgkCAAAAAEArMsbohPNUm7yMMV7PMysrS76+vkpISPCoy8jIUFVVlZKTk1vy1KisrExz587V6tWr1bFjR4/6oUOHKjQ0VBs3bmyReL4tMgoAAAAAAKjVyeM1eum+rW0Se/azl6qjn49XbXNzcxUfH+9RXlxcrLS0NOXl5Wnv3r0tNreamhpNmzZNDz30kC688MI6240YMUI2m00zZsxodkxWggAAAAAAANntdo9bUpxOpyZPnqz09HRFRUW1aLwnn3xSvr6+uvfee+ttFx4e3mIbtbISBAAAAACAVuTbqYNmP3tpm8X2lsPhkL+/v1tZSkqKYmJidOuttzZ5DqtXr9add97pep+VlaXOnTvr2Wef1c6dO2WxWOrtb7VadezYsSbHPxtJEAAAAAAAWpHFYvH6lpS2FBwc7LEB6ZYtW1RYWKh169ZJkmuPkeDgYC1YsECLFy9ucNyJEydq5MiRrvfh4eF68cUXdfDgQbfVJadOndKDDz6oFStWuK38OHTokHr27NmcQ3MhCQIAAAAAABQXF6dVq1a5la1fv14Oh8P1fseOHZoxY4ZsNpv69evn1bgBAQEKCAhwK5s2bZquuOIKt7LExERNmzZNt99+u1t5UVGRxo4d24gjqRtJEAAAAAAAoMTERKWkpKiyslJBQUGS5JHoKC8vlyTFxMQoMDCwybF69OihHj16uJV17NhRoaGhGjhwoKvs2LFjys/P19KlS5sc62xsjAoAAAAAADR06FDFx8dr7dq1jepnt9tlsViUk5PT4nN68803FRUVpTFjxrTIeKwEAQAAAAAAkqSFCxcqOTlZd9xxhzp08Fw3MXbsWNe+IGfY7XYFBgYqNja2WbFrewLMM888o0WLFjVr3LORBAEAAAAAAJKkpKQklZSUqKysTJGRkV71yc7OVmpqqusWmpZy8OBBTZo0SZMnT26xMS3m3BQOAAAAAABosurqapWWlio6OtrjkbNoffWdf/YEAQAAAAAA7QJJEAAAAAAA0C6QBAEAAAAAAO0CSRAAAAAAANAukAQBAAAAAADtAkkQAAAAAADQLpAEAQAAAAAA7QJJEAAAAAAAIEmqqKhQSEiI7HZ7W09FBw8eVM+ePVVWVtZiY5IEAQAAAAAAkqRly5ZpwoQJ6tu3r0ddRUWFIiIiZLFYVFVV1exYjz76qAYNGqQuXbooKChIV1xxhfLy8lz1ISEhmjZtmn796183O9YZJEEAAAAAAIAcDocyMzM1a9asWutnzpypYcOGtVi8AQMG6He/+50KCwv14Ycfqm/fvrrqqqv0v//9z9Xm9ttv1+rVq1VZWdkiMX1bZBQAAAAAAFArY4xOOp1tEtvXz08Wi8WrtllZWfL19VVCQoJHXUZGhqqqqrRo0SJlZWW1yNymTJni9n758uXKzMzUp59+qssvv1ySNHToUIWGhmrjxo2aMWNGs2OSBAEAAAAAoBWddDr13PRJbRL73lfXqaO/v1dtc3NzFR8f71FeXFystLQ05eXlae/evS09RUnS8ePH9dJLL6l79+6KjY11qxsxYoRsNluLJEG4HQYAAAAAAMhutyssLMytzOl0avLkyUpPT1dUVFSLx3znnXfUtWtX+fv765lnntHmAKKhIwAAIABJREFUzZsVHBzs1iY8PLzFNmplJQgAAAAAAK3I189P9766rs1ie8vhcMj/nFUjKSkpiomJ0a233trkOaxevVp33nmn631WVpbGjBkjSbrssstUUFCg8vJyrVy5UjfddJPy8vIUEhLiam+1WnXs2LEmxz8bSRAAAAAAAFqRxWLx+paUthQcHOyxAemWLVtUWFiodetOJ3GMMa62CxYs0OLFixscd+LEiRo5cqTrfXh4uOu/u3TpogsuuEAXXHCBRo0apf79+yszM1MpKSmuNocOHVLPnj2bdWxnkAQBAAAAAACKi4vTqlWr3MrWr18vh8Pher9jxw7NmDFDNptN/fr182rcgIAABQQEeNXWGCPnOZvIFhUVaezYsV71bwhJEAAAAAAAoMTERKWkpKiyslJBQUGS5JHoKC8vlyTFxMQoMDCwybGOHj2qxx9/XBMnTlTv3r1VUVGh559/Xl9//bVuvPFGV7tjx44pPz9fS5cubXKss7ExKgAAAAAA0NChQxUfH6+1a9c2qp/dbpfFYlFOTo7XfXx8fPT555/rhhtu0IABA3TNNdfof//7n2w2my688EJXuzfffFNRUVGuPUSai5UgAAAAAABAkrRw4UIlJyfrjjvuUIcOnusmxo4d69oX5Ay73a7AwECPR9vWx9/fXxs2bGiw3TPPPKNFixZ5PW5DSIIAAAAAAABJUlJSkkpKSlRWVqbIyEiv+mRnZys1NdV1C01LOXjwoCZNmqTJkye32JgWc24KBwAAAAAANFl1dbVKS0sVHR3t8chZtL76zj97ggAAAAAAgHaBJAgAAAAAAGgXSIIAAAAAAIB2gSQIAAAAAABoF0iCAAAAAACAdoEkCAAAAAAAaBdIggAAAAAAgHaBJAgAAAAAAJAkVVRUKCQkRHa7va2nIqfTqaioKOXn57fYmCRBAAAAAACAJGnZsmWaMGGC+vbt61FXUVGhiIgIWSwWVVVVNTvWhg0blJiYqODgYFksFhUUFLjV+/n5KTk5WfPnz292rDNIggAAAAAAADkcDmVmZmrWrFm11s+cOVPDhg1rsXhHjx7VT37yEz3xxBN1tpk6dapsNpt2797dIjF9W2QUAAAAAABQK2OMzImaNolt6dhBFovFq7ZZWVny9fVVQkKCR11GRoaqqqq0aNEiZWVltcjcpk2bJkn13nrTo0cPjR49WmvWrFFaWlqzY5IEAQAAAACgFZkTNfrvom1tEjssbbQsnXy8apubm6v4+HiP8uLiYqWlpSkvL0979+5t6Sk2aMSIEbLZbC0yFrfDAAAAAAAA2e12hYWFuZU5nU5NnjxZ6enpioqKapN5hYeHt9hGrawEAQAAAACgFVk6dlBY2ug2i+0th8Mhf39/t7KUlBTFxMTo1ltvbfIcVq9erTvvvNP1PisrS2PGjPG6v9Vq1bFjx5oc/2wkQQAAAAAAaEUWi8XrW1LaUnBwsCorK93KtmzZosLCQq1bt07S6f1NzrRdsGCBFi9e3OC4EydO1MiRI13vw8PDGzWvQ4cOqWfPno3qUxeSIAAAAAAAQHFxcVq1apVb2fr16+VwOFzvd+zYoRkzZshms6lfv35ejRsQEKCAgIAmz6uoqEhxcXFN7n82kiAAAAAAAECJiYlKSUlRZWWlgoKCJMkj0VFeXi5JiomJUWBgYLPiHTp0SF999ZX++9//SpK++OILSVJoaKhCQ0Nd7Ww2m5YsWdKsWGewMSoAAAAAANDQoUMVHx+vtWvXNqqf3W6XxWJRTk5Oo/q99dZbiouL089//nNJ0i233KK4uDi98MILrjbbt2/X4cOHNWnSpEaNXReLOXNDDwAAAAAAaLbq6mqVlpYqOjraY6PR77tNmzYpOTlZRUVF6tDBu3UTOTk5uu6667R3717XCpKWcuONNyouLk6pqale96nv/HM7DAAAAAAAkCQlJSWppKREZWVlioyM9KpPdna2UlNTWzwB4nQ6FRsbq3nz5rXYmKwEAQAAAACgBf2QV4L8GNR3/tkTBAAAAAAAtAskQQAAAAAAQLtAEgQAAAAAALQLJEEAAAAAAEC7QBIEAAAAAAC0CyRBAAAAAABAu0ASBAAAAAAAtAskQQAAAAAAgCSpoqJCISEhstvt32lcp9OpqKgo5efnt2ockiAAAAAAAECStGzZMk2YMEF9+/b1qKuoqFBERIQsFouqqqoaPfbzzz+v6Oho+fv7a/jw4bLZbK46Pz8/JScna/78+c2ZfoNIggAAAAAAADkcDmVmZmrWrFm11s+cOVPDhg1r0thvvPGG7r//fi1YsEC7du3SmDFjNH78eH311VeuNlOnTpXNZtPu3bubFMMbJEEAAAAAAGhFxhgdP368TV7GGK/nmZWVJV9fXyUkJHjUZWRkqKqqSsnJyU06B8uXL9fMmTM1a9YsxcTEaMWKFYqMjFRGRoarTY8ePTR69GitWbOmSTG84dtqIwMAAAAAAJ04cUJLly5tk9ipqanq1KmTV21zc3MVHx/vUV5cXKy0tDTl5eVp7969jZ7D8ePHlZ+fr4cfftit/KqrrtK2bdvcykaMGOF2m0xLYyUIAAAAAACQ3W5XWFiYW5nT6dTkyZOVnp6uqKioJo1bXl6uU6dOqVevXm7lvXr10v79+93KwsPDW3VTVlaCAAAAAADQijp27KjU1NQ2i+0th8Mhf39/t7KUlBTFxMTo1ltvbfZcLBaL23tjjEeZ1WrVsWPHmh2rLiRBAAAAAABoRRaLxetbUtpScHCwKisr3cq2bNmiwsJCrVu3TpJce4wEBwdrwYIFWrx4sVfj+vj4eKz6OHjwoMfqkEOHDqlnz57NOYx6kQQBAAAAAACKi4vTqlWr3MrWr18vh8Pher9jxw7NmDFDNptN/fr182rcTp06afjw4dq8ebOuu+46V/nmzZt17bXXurUtKipSXFxcM46ifiRBAAAAAACAEhMTlZKSosrKSgUFBUmSR6KjvLxckhQTE6PAwECvx37ggQc0bdo0xcfHKyEhQS+99JK++uorzZkzx62dzWbTkiVLmnkkdWNjVAAAAAAAoKFDhyo+Pl5r165tVD+73S6LxaKcnJw629x8881asWKF0tLSdNFFFyk3N1ebNm1Snz59XG22b9+uw4cPa9KkSU09hAZZTGMeGgwAAAAAAOpVXV2t0tJSRUdHe2w0+n23adMmJScnq6ioSB06eLduIicnR9ddd5327t3rWkHSFDfeeKPi4uKavYlsfeef22EAAAAAAIAkKSkpSSUlJSorK1NkZKRXfbKzs5WamtqsBIjT6VRsbKzmzZvX5DG8wUoQAAAAAABa0A95JciPQX3nnz1BAAAAAABAu0ASBAAAAAAAtAskQQAAAAAAQLtAEgQAAAAAALQLJEEAAAAAAEC7QBIEAAAAAAC0CyRBAAAAAACAJKmiokIhISGy2+3feexLLrlEGzZsaNUYJEEAAAAAAIAkadmyZZowYYL69u3rUVdRUaGIiAhZLBZVVVU1atzc3FxNmDBBYWFhslgs+utf/+rRZuHChXr44YdVU1PT1Ok3iCQIAAAAAACQw+FQZmamZs2aVWv9zJkzNWzYsCaNffToUcXGxup3v/tdnW1+/vOf6/Dhw3rvvfeaFMMbJEEAAAAAAICysrLk6+urhIQEj7qMjAxVVVUpOTm5SWOPHz9ejz32mK6//vo62/j4+CgpKUlr1qxpUgxv+LbayAAAAAAAQMYY1dQ42iR2hw5WWSwWr9rm5uYqPj7eo7y4uFhpaWnKy8vT3r17W3qKbkaMGKGnnnqq1cYnCQIAAAAAQCuqqXEoZ+vQNok99tJC+fh09qqt3W5XWFiYW5nT6dTkyZOVnp6uqKioVk+ChIeH66uvvlJNTY06dGj5m1e4HQYAAAAAAMjhcMjf39+tLCUlRTExMbr11lu/kzlYrVbV1NTI6XS2yvisBAEAAAAAoBV16GDV2EsL2yy2t4KDg1VZWelWtmXLFhUWFmrdunWSTt/ac6btggULtHjx4pabrKRDhw6pc+fOslq9n3djkAQBAAAAAKAVWSwWr29JaUtxcXFatWqVW9n69evlcPzffiY7duzQjBkzZLPZ1K9fvxafQ1FRkS6++OIWH/cMkiAAAAAAAECJiYlKSUlRZWWlgoKCJMkj0VFeXi5JiomJUWBgoNdjf/vtt/ryyy9d70tLS1VQUKDzzjtPUVFRrnKbzaarrrqqOYdRL/YEAQAAAAAAGjp0qOLj47V27dpG9bPb7bJYLMrJyamzzT/+8Q/FxcUpLi5OkvTAAw8oLi5OixYtcrUpKyvTtm3bdPvttzdp/t5gJQgAAAAAAJAkLVy4UMnJybrjjjtqfTrL2LFjXfuCnGG32xUYGKjY2Ng6x62t37lWrFih2267TREREU2bvBdIggAAAAAAAElSUlKSSkpKVFZWpsjISK/6ZGdnKzU11XULTVOFhIQoOTm5WWM0xGIaSsUAAAAAAACvVVdXq7S0VNHR0R6PnEXrq+/8sycIAAAAAABoF0iCAAAAAACAdoEkCAAAAAAAaBdIggAAAAAAgHaBJAgAAAAAAGgXSIIAAAAAAIB2gSQIAAAAAABoF0iCAAAAAAAASVJFRYVCQkJkt9u/07hOp1NRUVHKz89v1TgkQQAAAAAAgCRp2bJlmjBhgvr27etRV1FRoYiICFksFlVVVTVq3IyMDA0bNkzdunVTt27dlJCQoKysLFe9n5+fkpOTNX/+/OYeQr1IggAAAAAAADkcDmVmZmrWrFm11s+cOVPDhg1r0tgRERF64okn9I9//EP/+Mc/NG7cOF177bX67LPPXG2mTp0qm82m3bt3NymGN0iCAAAAAAAAZWVlydfXVwkJCR51GRkZqqqqUnJycpPGnjBhgpKSkjRgwAANGDBAjz/+uLp27aqPP/7Y1aZHjx4aPXq01qxZ0+RjaIhvq40MAAAAAABkjNGxmpo2id25QwdZLBav2ubm5io+Pt6jvLi4WGlpacrLy9PevXubPadTp07pL3/5i44ePeqRcBkxYoRsNluzY9SFJAgAAAAAAK3oWE2N+uUWtknsPT8bqi4+Pl61tdvtCgsLcytzOp2aPHmy0tPTFRUV1awkSGFhoRISElRdXa2uXbtq48aNGjx4sFub8PDwVt2UldthAAAAAACAHA6H/P393cpSUlIUExOjW2+9tdnjDxw4UAUFBfr444/1//7f/9P06dNVXFzs1sZqterYsWPNjlUXVoIAAAAAANCKOnfooD0/G9pmsb0VHBysyspKt7ItW7aosLBQ69atk3T61p4zbRcsWKDFixd7PX6nTp10wQUXSJLi4+O1Y8cOPfvss3rxxRddbQ4dOqSePXt6PWZjkQQBAAAAAKAVWSwWr29JaUtxcXFatWqVW9n69evlcDhc73fs2KEZM2bIZrOpX79+zYpnjJHT6XQrKyoqUlxcXLPGrQ9JEAAAAAAAoMTERKWkpKiyslJBQUGS5JHoKC8vlyTFxMQoMDDQ67FTU1M1fvx4RUZG6ptvvtHrr7+unJwcZWdnu7Wz2WxasmRJM4+kbuwJAgAAAAAANHToUMXHx2vt2rWN6me322WxWJSTk1NnmwMHDmjatGkaOHCgLr/8cuXl5Sk7O1tXXnmlq8327dt1+PBhTZo0qamH0CBWggAAAAAAAEnSwoULlZycrDvuuEMdatlPZOzYsa59Qc6w2+0KDAxUbGxsneNmZmY2GHv58uV66KGHZLVaGz9xL5EEAQAAAAAAkqSkpCSVlJSorKxMkZGRXvXJzs5Wamqq6xaapnA6nYqNjdW8efOaPIY3LObcFA4AAAAAAGiy6upqlZaWKjo62uORs2h99Z1/9gQBAAAAAADtAkkQAAAAAADQLpAEAQAAAAAA7QJJEAAAAAAA0C6QBAEAAAAAAO0CSRAAAAAAANAukAQBAAAAAADtAkkQAAAAAAAgSaqoqFBISIjsdvt3GtfpdCoqKkr5+fmtGockCAAAAAAAkCQtW7ZMEyZMUN++fT3qKioqFBERIYvFoqqqqmbFsFgsuv/++11lfn5+Sk5O1vz585s8rjdIggAAAAAAADkcDmVmZmrWrFm11s+cOVPDhg1rVowdO3bopZdeqnWcqVOnymazaffu3c2KUR+SIAAAAAAAQFlZWfL19VVCQoJHXUZGhqqqqpScnNzk8b/99ltNnTpVK1euVFBQkEd9jx49NHr0aK1Zs6bJMRri22ojAwAAAAAAGWPkOHGqTWJbO/rIYrF41TY3N1fx8fEe5cXFxUpLS1NeXp727t3b5Lncfffd+vnPf64rrrhCjz32WK1tRowYIZvN1uQYDSEJAgAAAABAK3KcOKXBi95rk9jFaYnq3Mm7j/52u11hYWFuZU6nU5MnT1Z6erqioqKanAR5/fXXtXPnTu3YsaPeduHh4a26KStJEAAAAAAAIIfDIX9/f7eylJQUxcTE6NZbb23yuP/5z39033336W9/+5vH+OeyWq06duxYk2M1hCQIAAAAAACtyNrRR8VpiW0W21vBwcGqrKx0K9uyZYsKCwu1bt06Sadv7TnTdsGCBVq8eHGD4+bn5+vgwYMaPny4q+zUqVPKzc3V7373OzmdTvn4nJ7noUOH1LNnT6/n3FgkQQAAAAAAaEUWi8XrW1LaUlxcnFatWuVWtn79ejkcDtf7HTt2aMaMGbLZbOrXr59X415++eUqLCx0K7v99ts1aNAgzZ8/35UAkaSioiLFxcU14yjq9/3/KQAAAAAAgFaXmJiolJQUVVZWup7ecm6io7y8XJIUExOjwMBAr8YNCAjQkCFD3Mq6dOmiHj16eJTbbDYtWbKkqYfQIB6RCwAAAAAANHToUMXHx2vt2rWN6me322WxWJSTk9Os+Nu3b9fhw4c1adKkZo1TH1aCAAAAAAAASdLChQuVnJysO+64Qx06eK6bGDt2rGtfkDPsdrsCAwMVGxvrdZzaEibLly/XQw89JKvV2uh5e4skCAAAAAAAkCQlJSWppKREZWVlioyM9KpPdna2UlNTXbfQNIXT6VRsbKzmzZvX5DG8YTHnpnAAAAAAAECTVVdXq7S0VNHR0Q0+EhYtr77zz54gAAAAAACgXSAJAgAAAAAA2gWSIAAAAAAAoF0gCQIAAAAAANoFkiAAAAAAAKBdIAkCAAAAAADaBZIgAAAAAACgXSAJAgAAAAAAJEkVFRUKCQmR3W5v66lIki655BJt2LChxcYjCQIAAAAAACRJy5Yt04QJE9S3b19XmcVi8Xi98MILzY716KOPeowbGhrq1mbhwoV6+OGHVVNT0+x4EkkQAAAAAAAgyeFwKDMzU7NmzfKoe+WVV7Rv3z7Xa/r06S0S88ILL3Qbt7Cw0K3+5z//uQ4fPqz33nuvReL5tsgoAAAAAADgBy0rK0u+vr5KSEjwqAsMDPRYpdESfH196x3Xx8dHSUlJWrNmjcaPH9/seKwEAQAAAACgNRkjHT/aNi9jvJ5mbm6u4uPja62bO3eugoODdckll+iFF15osdtTSkpKFBYWpujoaN1yyy3au3evR5sRI0bIZrO1SDxWggAAAAAA0JpOHJOWhrVN7NT/Sp26eNXUbrcrLMxznkuWLNHll18uq9Wq999/Xw8++KDKy8v1yCOPNGtqI0eO1J/+9CcNGDBABw4c0GOPPabRo0frs88+U48ePVztwsPD9dVXX6mmpkYdOjRvLQdJEAAAAAAAIIfDIX9/f4/ys5MdF110kSQpLS3N6ySIzWZzu5XlxRdf1NSpU93Khg4dqoSEBPXr10+vvvqqHnjgAVed1WpVTU2NnE6nrFZro4/rbCRBAAAAAABoTR07n16R0VaxvRQcHKzKysoG240aNUpHjhzRgQMH1KtXrwbbx8fHq6CgwPW+rj5dunTR0KFDVVJS4lZ+6NAhde7cudkJEIkkCAAAAAAArcti8fqWlLYUFxenVatWNdhu165d8vf3V2BgoFfjWq1WXXDBBQ22czqd2r17t8aMGeNWXlRUpIsvvtirWA0hCQIAAAAAAJSYmKiUlBRVVlYqKChIkvT2229r//79SkhIkNVq1QcffKAFCxZo9uzZ8vPza1a85ORkTZgwQVFRUTp48KAee+wxHTlyxOPxuzabTVdddVWzYp3B02EAAAAAAICGDh2q+Ph4rV271lXWsWNHPf/880pISNCwYcP07LPPKi0tTb/5zW/c+losFv3xj39sVLyvv/5akydP1sCBA3X99derU6dO+vjjj9WnTx9Xm7KyMm3btk233357s47NNU9jGvG8HAAAAAAAUK/q6mqVlpYqOjq61o1Gv882bdqk5ORkFRUVef0kFrvdrv79+6u4uFj9+/dv0fk89NBDOnz4sF566SWv+9R3/rkdBgAAAAAASJKSkpJUUlKisrIyRUZGetUnOztbs2fPbvEEiCSFhIQoOTm5xcZjJQgAAAAAAC3oh7wS5MegvvPPniAAAAAAAKBdIAkCAAAAAADaBZIgAAAAAACgXSAJAgAAAAAA2gWSIAAAAAAAoF0gCQIAAAAAANoFkiAAAAAAAKBdIAkCAAAAAAAkSRUVFQoJCZHdbm/rqcjpdCoqKkr5+fktNiZJEAAAAAAAIElatmyZJkyYoL59+7rKLBaLx+uFF15odqyMjAwNGzZM3bp1U7du3ZSQkKCsrCxXvZ+fn5KTkzV//vxmxzrDYowxLTYaAAAAAADtXHV1tUpLSxUdHS1/f/+2no7XHA6HwsLCtGnTJiUkJLjKLRaLXnnlFV199dWusu7du8tqtTYr3ttvvy0fHx9dcMEFkqRXX31V6enp2rVrly688EJJp1emhIWFqaCgQDExMV6NW9/5ZyUIAAAAAABQVlaWfH193RIgZwQGBio0NNT1am4CRJImTJigpKQkDRgwQAMGDNDjjz+url276uOPP3a16dGjh0aPHq01a9Y0O54k+bbIKAAAAAAAoFbGGDlOOtokttXXKovF4lXb3NxcxcfH11o3d+5czZo1S9HR0Zo5c6Zmz56tDh1abl3FqVOn9Je//EVHjx71SMKMGDFCNputReKQBAEAAAAAoBU5Tjo08rWRbRI7b0qeOnfs7FVbu92usLAwj/IlS5bo8ssvl9Vq1fvvv68HH3xQ5eXleuSRR5o9v8LCQiUkJKi6ulpdu3bVxo0bNXjwYLc24eHhLbZRK0kQAAAAAAAgh8NR6x4mZyc7LrroIklSWlqa10kQm82m8ePHu96/+OKLmjp1qiRp4MCBKigoUFVVldavX6/p06dr69atbokQq9WqY8eONemYzkUSBAAAAACAVmT1tSpvSl6bxfZWcHCwKisrG2w3atQoHTlyRAcOHFCvXr0abB8fH6+CggLX+7P7dOrUybUxanx8vHbs2KFnn31WL774oqvNoUOH1LNnT6+Poz4kQQAAAAAAaEUWi8XrW1LaUlxcnFatWtVgu127dsnf31+BgYFejWu1Wl2JjoYYY+R0Ot3KioqKFBcX51X/hpAEAQAAAAAASkxMVEpKiiorKxUUFCTp9GNs9+/fr4SEBFmtVn3wwQdasGCBZs+eLT8/v2bFS01N1fjx4xUZGalvvvlGr7/+unJycpSdne3WzmazacmSJc2KdQaPyAUAAAAAABo6dKji4+O1du1aV1nHjh31/PPPKyEhQcOGDdOzzz6rtLQ0/eY3v3Hra7FY9Mc//rFR8Q4cOKBp06Zp4MCBuvzyy5WXl6fs7GxdeeWVrjbbt2/X4cOHNWnSpGYdm2uexhjTIiMBAAAAAABVV1ertLRU0dHRtW40+n22adMmJScnq6ioyOtH4NrtdvXv31/FxcXq379/i87nxhtvVFxcnFJTU73uU9/553YYAAAAAAAgSUpKSlJJSYnKysoUGRnpVZ/s7GzNnj27xRMgTqdTsbGxmjdvXouNyUoQAAAAAABa0A95JciPQX3nnz1BAAAAAABAu0ASBAAAAAAAtAskQQAAAAAAQLtAEgQAAAAAALQLJEEAAAAAAEC7QBIEAAAAAAC0CyRBAAAAAABAu0ASBAAAAAAASJIqKioUEhIiu93e1lOR0+lUVFSU8vPzW2xMkiAAAAAAAECStGzZMk2YMEF9+/Z1lVksFo/XCy+80CKxLrnkEgUEBCgkJES/+MUv9MUXX7jq/fz8lJycrPnz5zc71hkkQQAAAAAAgBwOhzIzMzVr1iyPuldeeUX79u1zvaZPn97seFu3btXdd9+tjz/+WJs3b9bJkyd11VVX6ejRo642U6dOlc1m0+7du5sdT5J8W2QUAAAAAADwg5aVlSVfX18lJCR41AUGBio0NLRF42VnZ7u9f+WVVxQSEqL8/Hz97Gc/kyT16NFDo0eP1po1a5SWltbsmCRBAAAAAABoRcYYGYejTWJbrFZZLBav2ubm5io+Pr7Wurlz52rWrFmKjo7WzJkzNXv2bHXo0LI3lxw+fFiSdN5557mVjxgxQjabrUVikAQBAAAAAKAVGYdDX1w8vE1iD9yZL0vnzl61tdvtCgsL8yhfsmSJLr/8clmtVr3//vt68MEHVV5erkceeaTF5mmM0QMPPKCf/vSnGjJkiFtdeHh4i23UShIEAAAAAADI4XDI39/fo/zsZMdFF10kSUpLS/M6CWKz2TR+/HjX+xdffFFTp051azN37lx9+umn+vDDDz36W61WHTt2zKtYDSEJAgAAAABAK7JYrRq4s+Ue89rY2N4KDg5WZWVlg+1GjRqlI0eO6MCBA+rVq1eD7ePj41VQUOB6f26fe+65R2+99ZZyc3MVERHh0f/QoUPq2bOnF0fQMJ4OA5ecnBxZLBZVVVW19VRqdfz4cV1wwQX66KOP2noqPzqt8fxtoD5cbwAAQHtisVjUoXPnNnl5ux+IJMXFxam4uLjBdrt27ZK/v78CAwO9GtdqteqCCy5wvQICAiSdvgVm7ty52rBhg7Zs2aLo6Oha+xcVFSnvsSpeAAAgAElEQVQuLs7r46gPSZAfidtuu63WZzdfffXVbT21FvPSSy+pT58++slPfuIqq6ys1LRp09S9e3d1795d06ZNa/BDldPp1D333KPg4GB16dJFEydO1Ndff93o+WzdulXDhw+Xv7+/zj//fK+ek11YWKhLL71UVqtV4eHhSktLkzGmUXGNMXr00UcVFhYmq9WqsWPH6rPPPmuw3/PPP6/o6Gj5+/tr+PDhbhsLtcbzt/HjxfXmu73e7Nu3T1OmTNHAgQPVoUMH3X///V71q+1ndPZ16tFHH621TZcuXdzGWb9+vQYPHiw/Pz8NHjxYGzdubDCOxWJRenq6q83OnTt15ZVXKjAwUD169NDs2bP17bffesz5j3/8o4YNGyZ/f3+FhoZq7ty5rrovvvhCl112mXr16uW67j7yyCM6ceKEq83KlSs1ZswYBQUFKSgoSFdccYU++eQTjzi7d+/WxIkT1b17dwUEBGjUqFH66quvJJ2+F7quY/rLX/7iGuP999/X6NGjFRAQoN69e2v+/Pk6efKkVz8b/PiQ2AXwY5GYmKjPPvvMbTXI22+/rZUrV6qoqEh79uzRH/7wBy1YsECzZ8+Wn59fs+LdfffdWrVqlV577TUFBARo//792r9/vxznbCJrs9l01VVXNSuWi8GPwvTp083VV19t9u3b5/Y6dOiQ12N88MEHRpKprKxs8jycTmeT+zZkwIAB5rXXXnMru/rqq82QIUPMtm3bzLZt28yQIUPMNddcU+84c+bMMeHh4Wbz5s1m586d5rLLLjOxsbHm5MmTXs9l7969pnPnzua+++4zxcXFZuXKlaZjx45m3bp1dfY5fPiw6dWrl7nllltMYWGhWb9+vQkICDBPP/2013GNMeaJJ54wAQEBZv369aawsNDcfPPNpnfv3ubIkSN19nn99ddNx44dzcqVK01xcbG57777TJcuXcy///1vV5vy8nLTqVMnU1xc3Kj5oP3hevPdXm9KS0vNvffea1599VVz0UUXmfvuu8+rfpLMK6+84vYzOnbsmKv+m2++8fgZDh482EyfPt3VZtu2bcbHx8csXbrU7N692yxdutT4+vqajz/+2NXm3DFefvllY7FYzJ49e4wxxpSVlZmgoCAzZ84c8/nnn5tPPvnEjB492txwww1u8/3Nb35jwsLCzOrVq82XX35pioqKzFtvveWq37Nnj3n55ZdNQUGBsdvt5s033zQhISEmJSXF1WbKlCnm97//vdm1a5fZvXu3uf3220337t3N119/7Wrz5ZdfmvPOO8889NBDZufOnWbPnj3mnXfeMQcOHDDGGHPy5EmPY1q8eLHp0qWL+eabb4wxxvzzn/80nTp1MosXLzYlJSUmJyfHDBo0yDz44INe/Wzw/TJ9+nQjyeOVmJjo9RgtcU1rTb/97W/NuHHj3Moee+wxk5CQYKxWq+nevbtX49R2rkaOHOmqLy0trfVcSjJr1651tfv3v/9trrnmGtO5c2fTo0cPc88997hd0+v6mQwePNjV5siRI+a+++4zUVFRxt/f3yQkJJhPPvnEY87FxcVmwoQJplu3bqZr165m5MiRbn//zJ4925x//vnG39/fBAcHm4kTJ5rdu3e76gsKCswtt9xiIiIijL+/vxk0aJBZsWKFR5zq6mqTmppqoqKiTKdOncz5559vMjMzXfWXXnpprceUlJTkarN//34zffp007t3b2O1Wk1iYqL517/+VevPoqamxlx99dVGktm4caNb3SeffGLGjRtnunfvbgIDA82VV15pdu3a5dbmjTfeMLGxscZqtZqoqCjz1FNPNfqYjDGmsrLS3HXXXSY0NNT4+fmZQYMGmXfffbfWObc3DofDFBcXG4fD0dZTabRRo0aZF154wfU+KyvLXHTRRaZr166mc+fOZsiQIWbFihXmxIkTbv3O/O3RGHVdM84eZ9u2bSYwMNDt75iG1Hf+SYL8SEyfPt1ce+21ddaf+aV09gWwsrLSSDIffPCBMab2X+AfffSRGTNmjPH39zcRERHmnnvuMd9++62rvk+fPmbJkiVm+vTpplu3buaXv/xlyx+cMSY/P9906NDBHD582FVWXFxsJLn9Mb59+3YjyXz++ee1jlNVVWU6duxoXn/9dVdZWVmZ6dChg8nOzvZ6Pr/61a/MoEGD3MruvPNOM2rUqDr7PP/886Z79+6murraVbZs2TITFhZmampqvIpbU1NjQkNDzRNPPOEqq66uNt27d3e7UJ1rxIgRZs6cOW5lgwYNMg8//LBb2dixY83ChQu9mgvaL643p31X15uzXXrppY1Kgpz7h3F9CgoKjCSTm5vrKrvpppvM1Vdf7dYuMTHR3HLLLXWOc+2117p92HrxxRdNSEiIOXXqlKts165dRpIpKSkxxhhz6NAhY7Vazd///nev52uMMfPmzTM//elP66w/efKkCQgIMK+++qqr7Oabbza33npro+JcdNFFZsaMGa73KSkpJj4+3q3Nxo0bjb+/f70JaXw/tdfE7qJFi8zy5cvNAw880KgkyLnnqqKiwlXvTRLx5MmTZsiQIeayyy4zO3fuNJs3bzZhYWFm7ty5rnGqqqrcxvjPf/5jzjvvPPPrX//a1eamm24ygwcPNlu3bjUlJSXm17/+tenWrVujkp7GnL5Gbd261ZSWlpr8/HwzYcIEExkZ6UpWZ2Zmmnvuucfk5OSYPXv2mD//+c/GarWa3/72t27nZuLEiWbkyJFm8+bNprS01OTl5ZmPPvrIVV9RUeF2TEVFRcbHx8f1Qa+mpsaMGjXKjBkzxnzyySfm888/N7NnzzZRUVFuvwvPWL58uRk/frzHtf7IkSMmKCjI3Hbbbebzzz83RUVF5oYbbjAhISHm+PHjxhhjNm3aZHx9fU1GRobrnISGhjb6mJxOp4mPjzdJSUnmww8/NHa73dhsNlNQUFDHv6D25YecBHn33XdNTEyM2+/uhpSWlhpfX986E3fNMWnSJPP44483qg9JkHagNT6UfPrpp6Zr167mmWeeMf/617/MRx99ZOLi4sxtt93mGqNPnz6mW7duJj093ZSUlLj+oD3X448/brp06VLv6+w/vM/1zDPPeCQdMjMza/2l3b17d/Pyyy/XOs77779vJHn8YTNs2DCzaNGiOuOfa8yYMebee+91K9uwYYPx9fV1/YI517Rp08zEiRPdynbu3Gkkmb1793oVd8+ePUaS2blzp1v5xIkT6/xA6HQ6jY+Pj9mwYYNb+b333mt+9rOfuZX96le/MmPHjvVqLmi/uN78n+/ienO2xiZBwsPDTY8ePUx8fLzJyMio94+ZuXPnmgEDBriVRUZGmuXLl7uVLV++3ERFRdU6xv79+42vr69ZvXq1q+y5554zERERbu0+//xzt2953njjDePn52deffVVM2jQIBMeHm5uvPFG89VXX9U535KSEhMTE2MWLFhQZ5sjR44Yf39/8/bbbxtjjDl16pTp2rWrSUtLM1dddZXp2bOnGTFiRL3Jon/84x9Gktsf/g888IBH8iU7O9vt3zh+ONpjYvdsr7zySqOSIPWdq9qcm0TctGmT6dChgykrK3OVrVmzxvj5+dU5x40bNxqLxWLsdrsxxphjx44ZHx8f884777i1i42NdbsmNCXp+c9//tNIMl9++WWdbe666y5z2WWXud5nZWWZ7t27uyWEGvLMM8+YgIAA17+JL774wkgyRUVFrjYnT5405513nlm5cqVb34KCAhMREWH27dvnkQTZsWOHkeR2/fz000/djmny5Mlm0qRJHvOJiIhwfTHnzTFlZGSY888/v86/fdu7H3ISxBhjVqxYUe/v4XNlZGSYu+66q8XnUV1dbZYsWdKoVSDG1H/+2RPkR+Sdd95R165d3V5Llixp8njp6emaMmWK7r//fvXv31+jR4/Wc889pz/96U+qrq52tRs3bpySk5Ndm9zUZs6cOSooKKj3FR8fX+dcante9f79+xUSEuLRNiQkRPv37691nP3796tTp04KCgpyK+/Vq1edfeoa59wdjXv16qWTJ0+qvLy8UX3O1Hkb9+x+Z49T1xjl5eU6deqUV31a8vnb+HHjenPad3G9aaolS5boL3/5i/7+97/rlltu0YMPPqilS5fW2tbpdGr16tWaOXOmW3ld16265v/qq68qICBA119/vats3Lhx2r9/v9LT03X8+HFVVlYqNTVV0un9TiRp7969qqmp0dKlS7VixQqtW7dOhw4d0pVXXqnjx4+7xRg9erT8/f3Vv39/jRkzRmlpaXWeg4cffljh4eG64oorJEkHDx7Ut99+qyeeeEJXX321/va3v+m6667T9ddfr61bt9Y6RmZmpmJiYjR69GhXWWJiorZt26Y1a9bo1KlTKisr02OPPeZ2TGjfCgsLlZiYqOuvv16ffvqp3njjDX344Ydu+9xIp699Q4YMUX5+vhYuXFjrWEuXLvW43p77Onufr3Pl5uZqwIAB6tatW4scW05OjkJCQjRgwADdcccdOnjwYJ1t8/PzVVBQ4HZt2b59u4YMGeJ2nU1MTJTT6axzg/bMzExdccUV6tOnjyTp5MmTOnXqlMdjPK1Wq+vRmjU1NXr33Xc1YMAAJSYmKiQkRCNHjtRf//rXOud79OhRvfLKK4qOjlZkZGSd7Q4fPqzzzjvP9f6tt95SfHy8nnrqKYWHh2vAgAFKTk722NPg3GO65ZZbXPswOZ1OSXI7Jh8fH3Xq1MntcaHHjh3T5MmT9bvf/U6hoaEe4w4cOFDBwcHKzMzU8ePH5XA4lJmZqQsvvNB1/pxOZ63n7uuvv9a///1vr4/prbfeUkJCgu6++2716tVLQ4YM0dKlS3Xq1Kk6jxs/HPfdd1+9/x+ca86cOfr973/f4vPw8/PTI488ImsjnnDTkB/MI3Jzc3OVnp6u/Px87du3Txs3btQvfvGLNo+3e/duzZ8/X1u3blVNTY0uvPBCrV27VlFRUa02t7pcdtllysjIcCs7+wLdWPn5+fryyy+1evVqV5kxRjU1NSotLVVMTIwk1fth4ux5NGcudT2vuradjo0xjdoBual9zm1v/v8NTusbpyl9vB2noTG86dOSz9/GjxvXm/+b43dxvWmKRx55xPXfF110kSQpLS3NrfyMDRs26JtvvtEvf/lLj7rGXG9efvllTZ061e38XXjhhXr11Vf1wAMPKCUlRT4+Prr33nvVq1cv+fj4SDr9YeXEiRN67rnnXJuerVmzRqGhofrggw+UmJjoGu+NN97QN998o3/+85966KGH9PTTT+tXv/qVx1yeeuoprVmzRjk5Oa751NTUSJKuvfZazZs3z3Vutm3bphdeeEGXXnqp2xgOh0Ovvfaax4fTq666Sunp6ZozZ46mTZsmPz8/LVy4UB9++KHrmPDDciaxe7b58+fXmZhoyNmJXUnq37+/nnvuOV166aXKyMhw/Zs8k9itz5w5c3TTTTfV2yY8PLzOutoSu001fvx43XjjjerTp49KS0u1cOFCjRs3Tvn5+bVujlhbErG25GpQUJA6depUa4J13759ysrK0muvveYqCwgIUEJCgpYsWaKYmBj16tVLa9asUV5envr37y/JPen52GOP6cknn1R2drauv/56ffDBB27/vz///PP61a9+paNHj2rQoEHavHmzOnXqVOs52L59u9auXat3333XVbZ37159+OGH8vf318aNG1VeXq677rpLhw4d0ssvv+wxxieffKKioiJlZma6ygYNGqQ+ffooJSVFL774orp06aLly5dr//79bsnVefPmafTo0br22mtrnV9AQIBycnJ07bXXur6cGDBggN577z35+p7+6JeYmKh58+bptttu02WXXaYvv/xSK1ascJ3vvn37enVMe/fu1ZYtWzR16lRt2rRJJSUluvvuu3Xy5EktWrSo1vkB3wc/mCTI0aNHFRsbq9tvv1033HDD9yLenj179NOf/lQzZ87U4sWL1b17d+3evbvWP56/C126dKnzm9EOHU4v+jnzoVuS2476tampqdGdd96pe++916Pu7CTPuU8SqM3SpUvr/AbyjKysLI0ZM6bWuuDgYBUWFrqVhYaG6sCBAx5t//e//9X5rOrQ0FDXN5Fnfzt78OBBt1/QDQkNDfX4RX3w4EH5+vqqR48ejeojea7sqC+udPoPiN69e7uNU9cYwcHB8vHxqTX2uX1a8vnb+HHjenPad3G9aSmjRo3SkSNHdODAAY85/+EPf9A111zj8a1iXdet2o7ZZrPpiy++0BtvvOFRN2XKFE2ZMkUHDhxQly5dZLFYtHz5ctdj8M5czwYPHuzq07NnTwUHB7ue2nLGmW+lBg8erFOnTmn27Nl68MEH3ZIPTz/9tJYuXaq///3vGjZsmKs8ODhYvr6+bnEkKSYmxu2b1jPWrVunY8eO1ZoceuCBBzRv3jzt27dPQUFBstvtSklJqfPRfvh+a4+J3aa4+eabXf89ZMgQxcfHq0+fPnr33XfdVoCdiVtbElFqXFL5j3/8owIDAz2+jPzzn/+sGTNmKDw8XD4+Prr44os1ZcoU7dy5U1Ljkp5Tp07VlVdeqX379unpp5/WTTfdpI8++sjjvH322We69tprtWjRIl155ZWu8pqaGlksFq1evVrdu3eXJC1fvlyTJk3S73//e49vsDMzMzVkyBCNGDHCVdaxY0etX79eM2fO1HnnnScfHx9dccUVGj9+vKvNW2+9pS1btmjXrl0e5+kMh8OhGTNm6Cc/+YlrtdrTTz+tpKQk7dixQ1arVXfccYf27Nmja665RidOnFC3bt1033336dFHH3VLTjd0TDU1NQoJCdFLL70kHx8fDR8+XP/973+Vnp5OEgTfaz+YJMj48ePdLgLnOn78uB555BGtXr1aVVVVGjJkiJ588kmNHTu2VeJJ0oIFC5SUlKSnnnrKVXb++ec3KV5rO/PBdt++fa7nKxcUFNTb5+KLL9Znn31W5wedxmjutxhxcXHKyMhw+wWZkJCgw4cP65NPPnH9EsnLy9Phw4fr/IAxfPhwdezYUZs3b3bNZ9++fSoqKnL7OTYkISFBb7/9tlvZ3/72N8XHx6tjx4519klNTdXx48dd3y787W9/U1hYmPr27etV3OjoaIWGhmrz5s2un+Px48e1detWPfnkk7X26dSpk4YPH67Nmzfruuuuc5Vv3rzZ41uElnz+NtovrjentdT1pqXs2rVL/v7+CgwMdCsvLS3VBx98oLfeesujT0JCgjZv3uz6ACGdvm7VdsyZmZkaPny4YmNj65zDmeTJyy+/LH9/f9eHiDOPIv7iiy8UEREh6XRStry83LV8uzbGGJ04ccIt4Zaenq7HHntM7733nscHzE6dOumSSy7RF1984Vb+r3/9q9Y4mZmZmjhxYp3JYYvF4vqGfc2aNYqMjNTFF19c53zx/dXeErstpXfv3urTp49KSko86upKIoaGhiovL8+trLKyUidOnPBIsBpj9PLLL2vatGkeKzP69eunrVu36ujRozpy5Ih69+6tm2++2ZWIbEzS88yjz/v3769Ro0YpKChIGzdu1OTJk11tiouLNW7cON1xxx0eK+p69+6t8PBwV7LgTBxjjL7++mvX6hTp9O0sr7/+eq238g0fPlwFBQU6fPiwjh8/rp49e2rkyJGua9mWLVu0Z88ej+v4DTfcoDFjxignJ0evvfaa7Ha7tm/f7vq3+9prrykoKEhvvvmmbrnlFlksFj355JNaunSp9u/fr549e+r999+XJNffpN4cU+/evdWxY0e3JHRMTIz279/v9vcu8L3T6J1JvgdUy473U6ZMMaNHjza5ubnmyy+/NOnp6cbPz69FdqetLV5TNldrTXXtbP6///3P1ebMjtOfffaZ2bp1qxkxYkS9m3r985//NFar1dx1111m165d5l//+pd588033Xbv7tOnj3nmmWda/fjOPL61sLDQrfzqq682w4YNM9u3bzfbt283Q4cOdXtk5ddff20GDhxo8vLyXGVz5swxERER5u9//7vZuXOnGTduXJMfkTtv3jxTXFxsMjMzPR6Re+7j6KqqqkyvXr3M5MmTTWFhodmwYYPp1q1bkx6R2717d7NhwwZTWFhoJk+e7PGI3HHjxrnt8H3mEbmZmZmmuLjY3H///aZLly6uDcbO6NOnj/nTn/7UqPmg/eF6891eb4w5/TSVXbt2meHDh5spU6aYXbt2mc8++8xVv2HDBjNw4EDX+7feesu89NJLprCw0Hz55Zdm5cr/j737Do+qSh84/r2TmWQmPSEJIYUkdAIEEghFsIKgKJYVKyK6C+iurKwiu7KCBVZRLAtWEBH1ZwMV2cUVRCmCNCmhJKGkJ4T0XiaTTOb8/hiJxCSQQEIo7+d55tnNnXPPOXcyXmbenPO+S5W7u3uDhM5KKTV79mwVEBDQ6Jy2bdumHBwc1EsvvaQOHz6sXnrppQYlcpWylwB3dnZW7777bqPzf/PNN9XevXvV0aNH1VtvvaVMJpNatGhRvTa33nqr6tOnj9q2bZs6dOiQuvnmm1V4eHhdwr1PPvlErVixQsXHx6ukpCS1cuVKFRgYqCZMmFDXx8svv6wcHR3VV199Ve+9ebIqxcnXymAwqPfee08lJCSoN998Uzk4OKitW7fWm09CQoLSNE2tXbu20WtasGCBOnjwoIqNjVVz585VBoOh3meAxt4PEydOrFeV6/e/N9E+zpTss7KyUgH1yn6uX7/+tPe0++67r0FJ2t9r7j2toKCgLhl0U4/TJQz88ssvlZeXV5OV6FqSGPX38vPz65Ia/97VV1/doBS2Ur8lRj1x4kTdsS+++KLRxKgnX9ff348bU1hYqDw8PNSSJUvqjg0bNqxBYtTbbrtN3XvvvU32Y7FYlMlkqleeMzY2Vvn5+amZM2c2es6SJUuUyWSqd69ZvXq10ul0DX43y5cvV05OTio/P/+M13Ts2DGl0+nU999/r5SylyQ/dOhQvQegFi1aVJdk/4033lD+/v71ft81NTXKxcWlXtLq35s4caIaNmxYi65p1qxZKiQkpF7S7YULF6pOnTqd8douBxd7YtSL3SVXHeb3QYnExESlaVq9LNNKKTVy5Eg1a9asVh9PKVWXjdnZ2Vm9/vrrKiYmRs2fP19pmqY2b958zmO2VFP11E/9cBUfH6+GDh2qTCaTGjBgwBn/AVfKXmf8+uuvV66ursrFxUVFRETUK090vr6UKKXUPffc06Cka0FBgZowYYJyc3NTbm5uasKECfXmfzKj+6nZ+s1ms5o2bZry9vZWJpNJ3XzzzQ0yH4eEhNQrw9aYzZs3q8jISOXo6KhCQ0MbfPh/9tlnVUhISL1jBw8eVFdeeaVycnJS/v7+6rnnnqv3j9TJ30FKSkqT49psNvXss8/W1WO/6qqrGnw4aGz+b7/9tgoJCVGOjo4qKipK/fTTT/WeP5v62+LyJPeb83+/aez1PvX+snz5cnXq3zXWrl2rBgwYoFxdXZWzs7Pq27evWrhwoaqpqanXb21trQoKClL//Oc/mxz7yy+/VD179lQGg0H16tVLff311w3anPywXFxc3GgfEydOVN7e3srR0VFFREQ0GmwtKSlRf/zjH5Wnp6fy9vZWt99+e73X6osvvlBRUVF174/w8HD14osv1vtwExIS0uhr9fvXd9myZapbt27KaDSq/v37q9WrVzeYz6xZs1RQUFCTFXWuvfZa5eHhoYxGoxoyZIj67rvv6j3f2Pvh6quvVpMmTar7+fe/N9E+LtfAblpamoqJiVHPP/+8cnV1rQu2nvqlt2fPnnXV5crKytSMGTPU9u3bVUpKitq0aZMaNmyYCgwMbFAa+nRBxJMlckeOHKn27dunfvzxRxUUFFTvtTnp/vvvV0OGDGn0utatW6fWrl2rkpOT1fr161X//v3V4MGD61UqOVPQMykpSb344otqz549Ki0tTW3fvl3deuutytvbu66MbmxsrPL19VUTJkyo9/7Izc2tG6esrEwFBQWp8ePH171HunfvriZPntxg3iNGjFB33313o9e0cuVKtWnTJpWUlKRWr16tQkJC1B/+8IdG2570++8phw8fVk5OTurPf/6zio+PV7Gxser+++9XHh4edYGnvLw89e6776rDhw+rmJgY9dhjjymj0VgvaNuca0pPT1eurq5q2rRp6ujRo+rbb79Vfn5+6l//+lddm9//UbA5AeJLhQRB2tclHwRZuXKlAhqUQNTr9equu+5SSv32YeR0j0cffbRZ4ymlVGZmpgIaRJLHjRun7rnnnla+YqGUPYDg5+fX4B/a1lZZWamMRqPauHFjm47TmOXLl6tu3bq1S6mxs6m/LcSl6nK43wgh7C7XwG5T131q4I5TSllXVlbWrX42GAyqc+fOatKkSY2W0DxTEDEtLU3ddNNNymQyKW9vbzVt2jRVVVVVr01xcbEymUzqvffea7SPFStWqC5duihHR0fl7++vHn300UYDsacLemZmZqobb7xR+fn5KYPBoIKCgtR9992njhw5Utfm2WefPWMgWil78GHUqFHKZDKpoKAg9cQTTzT4w9LJMrjr169v9JoWLVqkgoKC6l7f2bNnK4vF0mjbkxr7nrJ+/Xo1fPhw5eHhoby8vNR1112nduzYUfd8Xl6eGjp0qHJxcVHOzs5q5MiRDVb4Nfeatm/froYMGaKcnJxUly5d1AsvvFBvZeHv/yjYnADxpUKCIO3rdK+/ptQpGxwvEpqm1avWsmLFCiZMmEBcXFyDrOyurq74+/tTU1NDUlLSafv18vJqNNnb78cDex4GFxcXnn322Xr7Av/xj3/w888/s23btnO5RNGEjz76iKioKPr169dmY6xbt44333yzXtbv8+Wee+7hjjvu4M477zyv41osFl555RVmzJjRquWnhLiYXer3GyHE5ePQoUOMGjWKxMRE3Nzc2ns6Qlf35c4AACAASURBVFwWqqqqSElJISwsrN0KZ1zOTvf6XxJBkGPHjtGzZ0+2bNnSZFKo1hzvpCuuuIKuXbvyf//3f3XHbr/9dkwmU70yXkIIIYQQQrSn8xHYFUL85mIOghQUFNC7d29++eWXZhdwaEvR0dHMmjWrQRWq0znd669r7Qm2lfLycvbv319XYSAlJYX9+/eTnp5Ojx49mDBhAg888ACrVq0iJSWF3bt38/LLL/Pdd9+1+ngnzZw5kxUrVrB06VISExN56623WLNmDX/5y1/O/YKFEEIIIYRoJZMmTZIAiBCiWebPn8+4cePqBUA0TWvwWLx48TmPtWXLFsaNG0dAQACaprF69eoGbebMmcNTTz1VV/r6XF00QZA9e/YQGRlZV27xiSeeIDIysq4G9fLly3nggQeYMWMGPXv25JZbbmHXrl0EBwe3yXhgX/WxePFiFixYQL9+/Xj//ff5+uuvGTFixDlerRBCCCGEEEIIcX6ZzWaWLVvG5MmTGzy3fPlysrKy6h6TJk065/EqKiro378/b731VpNtbrrpJkpKSvj+++/PeTy4SLfDCCGEEEIIIYQQF6qLdTvMqlWrePjhh8nLy6t3vKkUEa3pdGM89NBD1NbW8vHHHzerr0tiO4wQQgghhBBCCHExUkpRY6ltl0dL1j1s2bKFQYMGNfrctGnT8PHxITo6msWLF7fa9pTmGDx4MFu3bm2VvvSt0ksbsdlsnDhxAjc3NzRNa+/pCCFEPUopysrKCAgIQKc7t5iy3O+EEBcyud8JIS4XrXm/O5W12sZ7039qtf5aYuqiqzE4OZy5IZCamkpAQECD4/PmzWPkyJGYTCY2bNjAjBkzyM/Pr1cptS0FBgaSnp6OzWY759/LBR0EOXHixFnn9BBCiPMlIyODoKCgc+pD7ndCiIuB3O+EEJeL1rjfXYzMZnOj23dODXYMGDAAgLlz5zY7CLJ161ZuvPHGup+XLFnChAkTmj0vk8mEzWbDYrFgMpmafV5jLuggyMk65hkZGbi7u7fzbIQQor7S0lKCg4Pr7lXnQu53QogLmdzvhBCXi9a8351K76hj6qKrW7XPlozdXD4+PhQVFZ2x3dChQyktLSUnJ4eOHTuesf2gQYPqKq8CzTrnVIWFhTg7O59zAAQu8CDIySWS7u7u8o+kEOKC1RrLueV+J4S4GMj9TghxuWjt7XqapjV7S0p7ioyM5JNPPjlju5iYGIxGI56ens3q12Qy0a1bt7OeV2xsLFFRUWd9/qku6CCIEEIIIYQQQgghzo8xY8Ywa9YsioqK8PLyAmDNmjVkZ2czbNgwTCYTmzZt4umnn2bq1Kk4OTmd03jl5eUkJibW/ZySksL+/fvx9vamc+fOdce3bt3K6NGjz2msk6Q6jBBCCCGEEEIIIejXrx+DBg1i5cqVdccMBgPvvPMOw4YNIyIigkWLFjF37lxee+21eudqmsaHH37YovH27NlDZGQkkZGRADzxxBNERkbyzDPP1LXJzMxk+/btPPTQQ2d/YaeQlSBCCCGEEEIIIYQAYM6cOTz55JNMmTIFnU7HDTfcwA033HDac1JTU9Hr9QwfPrxFY11zzTVnLOG7cOFCHnzwwVZLVCtBECGEEEIIIYQQQgAwduxYEhISyMzMbHY1r3Xr1jF16lS6d+/e6vPx8/PjySefbLX+JAgihBBCCCGEEEKIOtOnT29R+0ceeaSNZgIzZ85s1f4kJ4gQQgghhLgoJe/PY+fqJMzl1e09FSGEEBcJWQkihBBCCCEuOikH81m35BBKQfy2E1x1T0+6Rvm2ellLIYQQlxZZCSKEEEIIIS4quWmlrH8/FqXA0aTHXFbD90tjWbcklooSS3tPTwghxAVMgiBCCCGEEOKiUVpg5n9vH8RabSM43JsHXxrOoLGh6HQayfvz+Pz5XRzZmXXGagNCCCEuTxIEEUIIIYQQFwVLZQ3/e/sglaXVdAh04YYpfTE4OTDkli6MnzUIn2BXLJVWNnx4mL1r09p7ukIIIS5AEgQRQgghhBAXvFqrjbVLYik8UYGLhyM3PdofR9Nv6e18g90Y/9QgBo0NBWDf92lUVdS002yFEEJcqCQIIoQQQgghLmhKKTZ/eoTMo0UYnBy4aVp/3LyNDdo5OOgYPC6MDkGu1FhqObAhox1mK4QQ4kImQRAhhBBCCHFBi9t6giM7stF0GmOm9MU32K3JtpqmEf3rapCDGzNkNYgQQrRQQUEBfn5+pKamnvexo6OjWbVqVZuOIUEQIYQQQghxQesR3ZHO4d5cdU8PQvp2OGP7LgN88Q5wobqqloObjp+HGQohxKVj/vz5jBs3jtDQ0LpjmqY1eCxevLjFfX/99deEh4fj5OREeHg433zzTb3n58yZw1NPPYXNZjvXy2iSBEGEEEIIIcQFzdGk5+Zp/el7VWCz2ms6rS43yMGNGVjM1jacnRBCXDrMZjPLli1j8uTJDZ5bvnw5WVlZdY9Jkya1qO8dO3Zw9913M3HiRA4cOMDEiRO566672LVrV12bm266iZKSEr7//vtzvpamSBBECCGEEEJc8DSd1qL23aL88OrkgqXSyqFNkhtECCGaY+3atej1eoYNG9bgOU9PT/z9/eseJpOpRX0vXLiQ66+/nlmzZtGrVy9mzZrFyJEjWbhwYV0bBwcHxo4dy+eff37O19IUCYIIIYQQQohLjn01SAgA+3/MoLpKVoMIIdqPUoqaqqp2eSilmj3PLVu2MGjQoEafmzZtGj4+PkRHR7N48eIWb1nZsWMHo0ePrndszJgxbN++vd6xwYMHs3Xr1hb13RL6MzcRQgghhBDi4tNtYEd2f5tKcU4lhzYfZ+ANoe09JSHEZcpqsfDGpPHtMvZjH32FwdiwolZjUlNTCQgIaHB83rx5jBw5EpPJxIYNG5gxYwb5+fnMnj272fPIzs6mY8eO9Y517NiR7OzsescCAwNJT0/HZrOh07X+ug0JggghhBBCiEuS7tfcID8uj2f/Dxn0uyYIR6N8/BVCiKaYzWaMjQRMTg12DBgwAIC5c+e2KAgC9gSrp1JKNThmMpmw2WxYLJYWb7lpDvlXQAghhBBCXLK6D/Jj9/9SKMk1E7slk6jRIe09JSHEZUjv5MRjH33VbmM3l4+PD0VFRWdsN3ToUEpLS8nJyWmwuqMp/v7+DVZ95ObmNji/sLAQZ2fnNgmAgOQEEUIIIYQQlzCdg45BN4YCEPN9OhUllvadkBDisqRpGgajsV0ev19pcTqRkZHEx8efsV1MTAxGoxFPT89m9z1s2DB++OGHesfWr1/PFVdcUe9YbGwsUVFRze63pSQIIoQQQgghLmk9BnekQ6ArVRU1rH8/Dltty5L5CSHE5WLMmDHExcXVWw2yZs0ali5dSmxsLElJSbz//vs8/fTTTJ06FacWrDKZPn0669ev5+WXX+bIkSO8/PLL/Pjjj/ztb3+r127r1q0NEqi2JgmCCCGEEEKIS5rOQceYKX0wODlwIqGYX75Nae8pCSHEBalfv34MGjSIlStX1h0zGAy88847DBs2jIiICBYtWsTcuXN57bXX6p2raRoffvhhk31fccUVfPHFFyxfvpyIiAg+/PBDVqxYwZAhQ+raZGZmsn37dh566KFWv7aTJCeIEEIIIYS45Hn5u3DN/T35YVk8e9elEdDNk859OrT3tIQQ4oIzZ84cnnzySaZMmYJOp+OGG27ghhtuOO05qamp6PV6hg8fftp248ePZ/z4pqvkLFy4kAcffJCgoKCzmntzyEoQIYQQQghxWegR7U+fKwNAwQ/L4ykvqmrvKQkhxAVn7NixPPzww2RmZjb7nHXr1jF16lS6d+9+TmP7+fkxb968c+rjTGQliBBCCCGEuGyMuKs7Oaml5GeUs35ZHLc9HonOQf4uKIQQp5o+fXqL2j/yyCOtMu7MmTNbpZ/TadM7/vz584mOjsbNzQ0/Pz9uu+02jh492pZDCiGEEEII0SS9wYExU/piMDqQlVjCrv8mt/eUhBBCnEdtGgT56aefePTRR9m5cyc//PADVquV0aNHU1FR0ZbDCiGEEEII0SRPP2eum9gbgH3fp3MioegMZwghhLhUtOl2mHXr1tX7efny5fj5+bF3716uuuqqBu0tFgsWy2+120tLS9tyekII0W7kfieEuFxcqPe7bgP9SI/vxOFtWexdl05Ad6/2npIQQojz4LxugCwpKQHA29u70efnz5+Ph4dH3SM4OPh8Tk8IIc4bud8JIS4XF/L9buANIaBBelwBhSdkpbIQQlwOzlsQRCnFE088wYgRI+jbt2+jbWbNmkVJSUndIyMj43xNTwghziu53wkhLhcX8v3Ow9eZLv19ATiw8cKZlxBCiLZz3qrDTJs2jYMHD/Lzzz832cbJyQknJ6fzNSUhhGg3cr8TQlwuLvT7Xf9RwSTvz+PormyG3toFk5tje09JCCFEGzovK0H++te/8t///pdNmzYRFBR0PoYUQgghhBDijDp19cAvxI3aGhuxWzLbezpCCCHaWJsGQZRSTJs2jVWrVrFx40bCwsLacjghhBBCCCFaRNM0+o+y5yk59FMmtTW2dp6REEK0r4KCAvz8/EhNTT3vY48fP57XX3+9Tcdo0yDIo48+yieffMJnn32Gm5sb2dnZZGdnYzab23JYIYQQQgghmq1rlB+uXk6YS6s5tjunvacjhBDtav78+YwbN47Q0NC6Y5qmNXgsXry4Rf3GxcVxxx13EBoaiqZpLFy4sEGbZ555hhdeeKFNK4m1aRDk3XffpaSkhGuuuYZOnTrVPVasWNGWwwohhBBCCNFsDg46+l1j37J9YEM6Sql2ntGlp7q6kMTEBaSlv9/eUxFCnIbZbGbZsmVMnjy5wXPLly8nKyur7jFp0qQW9V1ZWUmXLl146aWX8Pf3b7RNREQEoaGhfPrpp2c1/+Zo08So8g+IEEIIIYS4GISPCGD3d6kUZFZw/EgRwb2923tKlwSlasnM/Jyk5NexWksAcHYOw9dnZDvPTIjzSymFaqftdppBh6ZpzWq7du1a9Ho9w4YNa/Ccp6dnk8GL5oiOjiY6OhqAp556qsl2t9xyC59//jl//vOfz3qs0zlv1WGEEEIIIYS4UBldDPS+ohOHNh3nwIaMSzIIopRq9heh1lBcvIejx56nvDweAL3eA6u1hGPHnsfbaxgODs6Nnmex5HDk6Bx8fa4nIODO8zZfIdqSqrFx4pnt7TJ2wNwr0BwdmtV2y5YtDBo0qNHnpk2bxuTJkwkLC+NPf/oTU6dORadr/c0lgwcPZv78+VgsljapLiZBECGEEEIIcUmotdWyNnUtP6b9SHiHcMb3GI+3sfnBjP7XBXFo83HSYgsozKrAu5NLG8627Shlo7z8MBUViVRUJFBRkUh5RQIWSza+PqPo0WMOjo4+bTa+pTqfxIT5ZOesBkCvd6drlxn4+9/Krl9uoqoqk5SUt+jW7e8NzrXZqjl06FFKSmMoLt6Lv/9t6HSGNpurEKK+1NRUAgICGhyfN28eI0eOxGQysWHDBmbMmEF+fj6zZ89u9TkEBgZisVjIzs4mJCSk1fuXIIgQQgghhLioKaX46fhPLNq3iMTiRAA2pG9gyYEljO0ylvt63UfvDr3P2I+HrzNhET6kHMjn4MYMrpnQq62n3upqako4cHAKJSV7G30+J/dbCou20aP7M3TsOK5VV4YopcjK+oqExPm/bn3RCAi4i65dZuDo2AGAnj2e48DBKaRnLMPf/1ZcXXvW6+NYwguUlMYAYLUWU1S0gw4drmq1OQrRXjSDjoC5V7Tb2M1lNpsxGo0Njp8a7BgwYAAAc+fObZMgiMlkAuw5RNqCBEGEEEIIIcRFa3f2bhbtW8SBvAMAuDm6cUf3O9iTvYfYglhWJ65mdeJqovyimNxvMlcGXXna/vpeHUjKgXzS4grqHU8rqCCn1MLgsAt3m4zFksf+/ZMorziKTmfC3a0vLi7dcHHpjotLNzRNz7GEuZSXHyEu/nFycv9Hr57zcHLyO+exKytTOHzkaYqLdwHg5tqHXr3+hbt7RL12Pj7X4etzPXn5P3Dk6DMMjPocTbN/QcvK+prMzE/s57v1pawsltzctRIEEZcETdOavSWlPfn4+FBUVHTGdkOHDqW0tJScnBw6duzYqnMoLCwEwNfXt1X7PUmCIEIIIYQQ4qL0773/5oPYDwAwOhiZ0HsCD/V9CA8nD5RSHMw/yKeHP+WH1B/Yl7uPv2z4Cw/1eYjHoh5Dr2v8Y7B/mAdoUF5oobK0Gmd3R2w2xX1Ld5FZbGb6yO78bVT385pboznM5kxi9k/EbE7D0dGXyAEfNVhlARA96BtS05aQmvo2+fk/srP4F3p0n4O//+1ndU02Ww3p6UtJSX0Tm60anc5Ily6PExz0ILomXuMePZ6hsGgbJSV7yMpaRUDAeMrK4jhydA4AYaGP4ekZTcz+ieTmradnz7myJUaI8yQyMpJPPvnkjO1iYmIwGo14enq2+hxiY2MJCgrCx6dttu21aYlcIYQQQggh2oLZauaTePsH9Tt73Ml3f/iOvw38Gx5OHoD9r679ffuz4KoFrLtjHff2uheA5XHLeeSHRyisKmy0X0eTHq+O9oSduWmlAMRkFJNZbAZg0YYEnl8Tj8124VRBrKhIYu++uzCb0zAaAxkY9UWjARAAnc6RLmF/ZXD0f3Bz64vVWkr84ZnExT+O1VrWonGVquXAgckkJb+GzVaNt/eVDB2yjpDOk5sMgAAYjQGEhU0HIDHpJSorUzh46C/YbBY6dLiGsLC/4uk5GIPBu25LjBDi/BgzZgxxcXH1VoOsWbOGpUuXEhsbS1JSEu+//z5PP/00U6dObVHi0urqavbv38/+/fuprq4mMzOT/fv3k5iYWK/d1q1bGT16dKtd0+9JEEQIIYQQQlx09uXso9pWTSeXTswZOgdf56aXTXd06cg/h/yTV69+FZPexK7sXdz97d3E5cc12t43xA2AvHR7UGB9XDY4VBDoYw+EfLg9lSe/PEBNbfuUuzxVWVkce/fdg8WSjbNzVwZGrcDZOfSM57m69mTQwK/p0uUJNM2BnJw17PplHCWlB5o9dnrGBxQW/YyDgzPh4a8xoP9yTKbgZp0bHDQJV9de1NQUseuXcVRVHcdk7Eyf8NfRNB06nR4/vxsAyM1d2+w5CSHOTb9+/Rg0aBArV66sO2YwGHjnnXcYNmwYERERLFq0iLlz5/Laa6/VO1fTND788MMm+z5x4gSRkZFERkaSlZXFq6++SmRkJJMnT65rU1VVxTfffMOUKVNa/dpOkiCIEEIIIYS46Gw7sQ2AKwKuqLeNY1tiPte+upkpH+9h5e4M8sosdc+NCR3DZ2M/I9Q9lOyKbB5Y+wDfJHzToG+/EHcAclNLUUqxLu4EziFLMPu9xDO3d8RBp7EqJpM/f7KPqpraNr7SppnNmeyLmUBNTSFubn0YGPU5RmOnZp+v0+kJC32UgVFfYDQGUlWVwd69d5GWtgSlTh/gKSs/QlLS6wD06D6HTv63tWg7jU5noGfPuQDYbGZ0OiP9It7FYPCoa+PneyMAuXnrsdlqmt13U6zWCkpKYs65nzNRykZOzv9ITV2MUu33/hDibM2ZM4dFixZhs9nvAzfccAMxMTGUlZVRUVHBoUOHmD59Onr9byu+UlNT0ev1DB8+vMl+Q0NDUUo1eGzevLmuzbJlyxgyZAhDhw5ts+uTIIgQQgghhLjo7Dhh3yJxRcBv1RZS8yv48yd7Scmv4If4HP7+9UEGv/gjf3hnG+9sTiS7pIpuXt347KbPuDb4Wqpt1Tyz/Rk2pG2o13ddECStjIScMo6bD+HglEuNsqBziWXJ/QNx0uv48XAODy7/hXKL9fxd+CmOJTyP1VqGu1sEUZGf1lVgaSkPjygGR3+Ln99YlLKSmLSA/fsforo6v9H2NpuF+LgnUKoaH5+RdOp051mN6+kxkODgh9A0Pb17zcfNtX41nvpbYnae1RgnWa1l7N5zO3v2jic9/YNz6ut0iov3sGfveGLjHiMp+RWys//TZmMJ0VbGjh3Lww8/TGZmZrPPWbduHVOnTqV79+7nNLbBYODNN988pz7ORIIgQgghhBDiopJdkU1icSI6TceQTkMAqLBYmfp/eyitsjIg2JPHR/WgX6AHSsG+9GIWrDvKLW/9TLnFipujGwuvXchdPe4C4OP4j+v17xPsiqbTqCyt5tt9JzB47ql7blPGJkaFd+SjPw7G1UnPzuRC3tuSfP4u/ld5eT+Qn78BTTMQHv4Ker3bOfVnMLjTt88b9Or1IjqdkcKin/ll962NrpxITl5IecVRDAZvevV68ZySxHbv9jRXXbkPf/9bGjyn0+nx8x0DQG7ud42eb7PVUFi4jdrapktpKlVLbOxjVFYmAZCU/AoVFUlnPefGmM3pHIr9K3v33U3pKVuK8vJ/aNVxhDhfpk+fTnBw87a3ATzyyCO8/fbb5zzu1KlT6dmz8ZxGrUWCIEIIIYQQ4qJychVI3w596yrBzPzqAMdyyvF1c2LJxIFMH9WdNX8dwc5ZI3nh9r508jCSW2bh673HAdBpOh7u/zAOmgP7cvdxrOhYXf8GRwe8O7kAsDYuGb3bb7lD9uftp7CqkKFdOjBzjP2Demxmyfm6dMC+rePosecBCOk8GReXbq3Sr6ZpBAbcTXT0apydu2KxZLN3370cP/4pStkTwRYV/UJa+lIAevd6ESfHc6veoGkaer1Lk8/7+Y0FGt8So5QiLu5xYvY/wO49d2A2H2+0j8TElyko3IJOZ8TdvT82WzXxh2dis537Ch6lbCQlvcqOnWN+DdToCAi4m/79lwFQULCV2tqqcx5HCNF6JAgihBBCCCEuKttPbAfgikD7Vph3Nifx3aFsDA4ai++PoqO7sa6tv4eRCUNCeOTqroA9qenJyi5+zn5c1/k6AFYeXXnqEPiFuFGmKVJt29F0Vrp4dKeXdy9sysaW41sA6NHRvvoiKa+8Da+2oZTUN7FYsjAagwgNfbTV+3d16U70oFX4+d6IUjUcPfYMhw//HUt1PvGHnwQUnTrdia/v9a0+9u+dbktMWtpicvPsSVMrKo6xe8/tFJfsrdfmxIkvSc+wByTCw1+hX7930OvdKS09QHr6e+c8v6SkV0lNexelqvH2Gs7gwWvo3etFOnhfjdEpAJvNTGHRtnMeRwjReiQIIoQQQgghLhq1tlp2ZP2WD2TTkVxeXX8UgOdv6cvAEO9Gz7tjYBBuTnpS8iv46Vhe3fF7et4DwJqkNZRX/xbM8At1J8FQi8HDvhXmzh5/4NrgawHYlL4JgK6+9hUMGYWVWKytlwAzO/s/pKa+g9XaMLhSXn6UjAx7TouePZ7DwcHUauOeSq93pW/fN+nW7SlAR1b2KnbsuJaqqkyMxmB6dJ/dJuP+XlNbYvILNpOUbK9M0SXscVxdw6mpKWTfvvvJyl4N2PNzHDk6B4Cw0Mfo6DcWo5M/Pbo/A0ByyhuUlR9pdNyamhIslrxGnzspK+tr0tKXANC710sMGPBRXV4TTdPw8R0F2LcuCSEuHBIEEUIIIYQQF43DhYcpsZTganDFjS489kUMSsG9gztz35DOTZ7n6qTnrmj7/vYPtqXUHY/2jybMI4xKayXfJn9bd9wvxI0jbsdxMGWiQ89NXW6qC4LsyNpBlbUKXzcn3Jz02BSkFTSdk6Il8vJ+IC7+CZKSX2PnztHk5K6t24qilI0jR2ejVC2+vjfg43Ntq4zZFE3TCOk8hcjIjzEYvH/Nu6HRJ/xV9HrXNh37VH5+9ioxefk/YLPVUFmZSlzc44AiIOAewsKmMWjgCnx9rkepauLjZ3D02FwOHvozStXg53sjYWF/revP3/82fHxGoVQN8fFPYrNV1z1XU1NMYtIr/LxtONu2X8Xx45/Uvf6nKi7ew+Ej9kBQaOijBATc2SA3iq+PfaVMfv4GqRIjxAVEgiBCCCGEEOKicXIrzJBOQ3jq6zjKqqwMDPHiuVvCz3jupGGhaBpsTcgnMbcMsH/Rv7vn3QCsOLqi7guv3suJgg6/ABDdYTheRi96efeik0snzFYzO7N2omkaXfzswYCk3HPfEmM2ZxB/+O8AODi4YKnOITZ2GgcO/JHKyjSysr6ipGQfDg4u520lBoC31zAGR/+XTv530LvXS3h6DjpvYwN4eg7BYPCmpqaI/PyNHDz0CFZrKR7ukfTsYV/V4eDgTL9+7xAS8ggAx49/ZC8d7NqH8PAFaNpvX3s0TaNXrxcwGLwoLz9MSurbWK3lpKS8xfYd15CWthibzYxS1Rw99iyxcdPrrcoxm4//GmCpxtf3BrqE/a2JeUej17tTU1N4XkrzCiGaR4IgQgghhBDiorEt055fIdxzEHvSitBp8Oa9kTjpHc54bucOzozq3RGw5wY5aVzXcZj0JhKLE9mbY88psTEhCwcP+xfX613t2zE0TeOa4GsAe5UYgK4+9i0xyfkV53RdNpuFQ7F/xWotxd09khHDtxEW+lc0zZGCwi3s+uVGjiW8AECXsL9hNHY6p/FaymjsRHj4AgICxp/XcaH+lpi4+MepqEjA0dGPfv3eQadzqmunaTq6dZ1JeO8FaJojjo5+REQsxsHBuUGfTo4+9Ow5F4C0tHfZvuNaklP+jdVahqtLTyL6LaZ7t3+iaXpyc//H7j23UVZ+BKu1nAMHp9QFWPqEv1IvwFJ/3gZ8OthzzkiVGCEuHBIEEUIIIYQQF4Xy6nIO5h20//9ie6LT6FBvAjybnxfjoeGhAHy9N5OSSnu1EXdHd8aG2auQrDi6wv6/8evQ6SvRV3sQWNCj7vyTW2I2Z2ym1lZL11ZaCZKQMJ+yskM4WTsTmjyb0tVZhIU8xtAh3+HtNRybzUJtbTmurr0JCnrgnMa6GJ3cEmOzWdA0AxH93sbJya/Rtp063cGI4VsZ3gZakQAAIABJREFUNnQ9RmNAk3129BtLR7+bUaqWmppCTKYQ+oT/m8GDv8XX93o6d/4TUVGf4eTkT2VlCnv2/IF9MfdTUXEMR0dfIiKWNBpgOdWpeUEa21YjhDj/JAgihBBCCCEuCruzd2NVVjq7dWanPRcqN/T1b1Efw7p0oJe/G+aaWlbsSa87fk8ve4LUH9N/5HhpDofLNgDQJT+a/PTfVnkM8h+Em8GNwqpCDuUfqkuOei4VYnJyvuV4xqd4pl1P6M/PY9lXRuWeHCpj8nB2DmPAgI/oE/5v/PzG0qfPv9Hp9Kftz2a2YqusOW2bi42n5xAcHe1Bj549nsPDI+q07R0dfdDr3c7Yb8+e8wgOfojeveYzdMj3+PvfUm9lh6fHQAZHr6GD91XYbBbKyg6h0zkREbGkWatxOnhfiU7niNmcRkVl4hnbi98UFGwlK+ub9p7GZamgoAA/Pz9SU1PP+9jR0dGsWrWqTceQIIgQQgghhLgobDth3woT6TuE3WmFAIzp07IgiKZpdatBPtqehrXWBkAv71709+2P1WblX9sWgbM9yhKVM4S8tDLUr2V1DToDI4JGALAxYyNdfO0rQZLzKs7qL/2VlSkk73yPkF3P0PHoBKjW0LkaACjbnIGyKTRNw9//Fvr1fRNXl+71zq/JrqBsWyZF3ySQ995BTvxrJyee38GJeTsp/m8Stipri+d0IdLp9EQO+IgB/T8gMPCeVuvXYHCnR/fZBATchU5naLSNo6M3/fsvo2uXmZhMofQJ/zce7v2b1b9e74qXl72Uc75UiWk2szmDAwenEH/4SYqKdjX7PKUUaQUV/Gd/JnPXxPOHd7aRco5b1S5H8+fPZ9y4cYSGhtYd0zStwWPx4sUt6nfp0qVceeWVeHl54eXlxahRo/jll1/qtZkzZw5PPfUUNputNS6lURIEEUIIIYQQF4UdJ+ylcQ2WXigF/YM8WrQV5qRbBwTi5Wwgs9jMj4dz6o6fTJC6LXcNmqbo4NCLDrX+VFfVUpJnrmt3XbA9z8Om9E2EdHBGp0GZxUpemaXZc1BKYU7LJ+OjbwnaMQNjWSiayQHP27vh/+QgdM56rPlmzAebLtNqSSkh5419lKxJpmJXNpbkEmzlv64AUVC+/QQ5r+/FHJvfkpfnguXq2oMOHa5ul7E1TUdo6CNcMWwDfn5jWnTuySoxefk/tsXULknJyf9GKft7Of3XktCNKams4adjeSz88RgPLv+FqHk/cPUrm5n+xX4+2JbCvvRiYtKLzte0Lwlms5lly5YxefLkBs8tX76crKysusekSZNa1PfmzZu599572bRpEzt27KBz586MHj2azMzMujY33XQTJSUlfP/99+d8LU05/Vo6IYQQQgghLgAZZRmkl6Wj1/QkpHcEyhndwlUgJxkNDtw3pDNvb0rig22p3NC3E0ophne6Dg9HT0qqiwG4OexWfE+4kp1cSk5qKZ4d7fkfRgSOQK/Tk1qayomKdDp7O5NaUEliXjl+7sYmx1U2RXV6KebYAsyxedQWV+PCAACcBrjjfXNvHFwdAXAdHkjpD2mUbszAFOGLpqtfflVZbRStSgAbGILdMHb1RO9nwuDrjN7PRHV6GUWrE6ktqKLgk8MYwzvgeUtX9J72RKJKKZSlFlulFZ2rAZ3jmRPLirPj4zMSjs6mtPQAVZZsjE5n975tSsaJTLbFrKPcnEWNNQdNK8BRX4STvpwTxX/gwXEP4+t9+twlF5Kysjiyc/5T93N+/gYqK1NxMoZwLKeMfelFxPwa3EjKa7jKw9FBR3iAOwOCPRkQ7MkVXTucz+k3SSlFTU37bFMzGAwNSjg3Ze3atej1eoYNG9bgOU9PT/z9z/79++mnn9b7eenSpXz11Vds2LCBBx6w5zpycHBg7NixfP7559x4441nPdbpSBBECCGEEEJc8E6uAunrE8HObfYvPi3NB3KqiUNDWfxTMr+kFBI17wdKzTVYbQpH3/44+fwENiemDLyNg8dPkJ1cSl5aGT2H2MdzdXRlsP9gtp/YzqaMTXTx7UdqQSXJeRVc0dWnwVhKKSp2ZFG6KQNbWXXdcZvOQoVvLH6jhtGhX/3tFa7DAyjbehxrbiXmuHyc+/nWe75scwbWPDM6VwO+D/VB51x/K4exuxf+f4uidGMGZT8dpyq+gJzEIhzcnbBV1ti3yfy62lzn7oj/EwPRGeWrQVtwcvLFw30AJaUx5OdtIChoQqv1fWDnStKL5+FrqsS3kUVRPi7v8tB7OgZ4D+fv90Xg/muQ7UKWmPQKAB18b6agtAAsO3j/+5d5b/9tlFsabu8K7eBMZGevuqBHr05uzaoWdb7V1NTw4osvtsvY//znP3F0bN7vfsuWLQwa1HgZ7GnTpjF58mTCwsL405/+xNSpU9Hpzn5zSWVlJTU1NXh7e9c7PnjwYBYsWHDW/Z6J3OmEEEIIIcQF72Rp3A66ftTUKrr7udL113wcZ8Pfw8jtkYF8tfc4hRWnBCaKr0RzzeCqwOvwMLriF2JPrpmbXlrv/GuDr7UHQdI30ct3KBuPNJ4cVdXUUrQqkcqYXAA0owPVgRnkun5Fpe8R+kW+SYcOQxqcpzPqcb0igLKNGZRtzMDU16fuL7k1uZWUbsoAwHNc1wYBkJM0gwMeY0JxHuBL0apEqtNKseabG7SzlVZTsScHtxGBzXnpxFnw8b2ektIY8vJ/aJUgiLmihO0bnwKX9Tg7Qk6FL2XmEGzKGwedLy5O/jgbtuHutJMpA97nhV0erJ6Xy/3hAUy/uy+mVgx4KaUoLd2Pq2svHBxavj3tVIWF2ygs3Aqanmc2XIG1+jgzBu2gq8tmamuvw8XRjQGdPYnq7EVkZ08GBHvh7XLhB3YuJqmpqQQENKyqNG/ePEaOHInJZGLDhg3MmDGD/Px8Zs+efdZjPfXUUwQGBjJq1Kh6xwMDA0lPT8dms51TkKUpEgQRQgghhBAXtBpbDb9k25Pn5eWGAvZVIAePF5NaUMlN/TrhoGveUu9TvXB7XyYODcHk6IC70YCHyYDRoEPT7q5r4xvibh83vQxbrQ2dg/0D+TXB1/DCrhc4kHeAq7vbl7gn/ZocNT3jfazWMnydbsT8TRU1x8tBBx43hpHbcSWpx98GNPr2WYhPh2uanJ/biEDKfz5BTVYFVYcLMYV3QNkURd8kQK3C2NMLU0TDlSe/Z+jogu/DEVRnlIFNoTPp0Tnr0Zn0VOzLpfibRMq3ZeJ6RUCDbTeidfj6XE9S0gKKinZitZY1q3JNU1KO7OBY4gz0LjnYlMbalJGEdP4r08f1rdeutvYh9u67D8oO8njUe8zb9TiLD2ey+vls/jPjKjr6tM4WmaTkV0lLW4yjoy+hoX8hMOBudDqnFvejlI3EpJcB2JV9NQezXfF1i6DM2hk3fTof35NDVPj4s/pv/UJgMBj45z//2W5jN5fZbMZobLit79Rgx4AB9m18c+fOPesgyIIFC/j888/ZvHlzg/FMJhM2mw2LxYLJdG6BtcZIEEQIIYQQQlzQDuUdorymHA9HT/bG2z8QHy8yc+vb21AKvtyTwb/vHoCPa8u+eDnpHegf7HnaNl4dnTE4OVBjqaUou5IOgfbVJ/4u/vT27s3hwsOkVm8AepCcV05Z2SESE1/CVNQDhwM90Fd7oIxWPO4OodBlHamJbwPQs+dcOna8+bRj65wNuA7rRNlPxyndmI6xtzeVe3OoTilFM+jwvLVbs/f5azoNp18DOqdyifKj9PtUaossmOMKcO535qCK+M2++FwWrI4nuIMz8/44EKOh8W0YLi5dcHbuQmVlMhnHP8bTIxpN06FpDmiaAyZTMAaD12nHqq2tYeeGBZh1H6F3rsVc5cWbh+4ny9ybn+/v2aC9g4OJ/hFL2L3nD/iRxQtXfMacLX8kW8HEN7bx39nXYnQ8t6+D5eVHSU9fCkB1dR7Hjj1Pevr7hIU+hr//bXXlnHOKsohN3UF2wV5qreUM6v0Q4SED6vWVk/MtZWVxWGqNfBZ/HZ29nVn58DBsFX/m8JFZVJesQOMRfv8VtqrqBLFxf8PR0YeePZ7FyanjOV1TW9E0rdlbUtqTj48PRUVnTiY7dOhQSktLycnJoWPHlr3mr776Ki+++CI//vgjERERDZ4vLCzE2dm5TQIgINVhhBBCCCHEBU6v03NN0DX0ch9GVQ3odRrfxGSilD0J4taEfG56Yyu7kgta1G9+uYV1sdlU1dQ22UbTafh2/nVLTFpZvedu6nITAP9JW44p6GNOlOWQnbMJz4xrCd7zD/TVHlS5pZMc/RS7s0aTmDgfgK5dZhIUeF+z5uh6ZSCaQUfN8XIq9+VS/L8UANyvD0Hv3XQS1ubSDA64DO0EQPnPmWdoLU7Kya/k4de2Mf6j3ewsreDLlDxueGUzcSdKmjznZJWY5OTX2RdzL3v33c2evePZved2ft42gtTUxdhsjSfOrKhI4ufNt1Ol/wBNV0tt2XDePvIcR4u6M+XKLrgbG/9Lv5OTH/0jluLg4Iy78SBvj9uEQSmOVVfz54U7qK2twWw+Tnn5sRaXeFbKxpGjs1GqFl+f6+nZYy6Ojn5UVWVy+Mg/2LDlej763yS+/G4osTEjoGgm/rovCHT8luMJd/LxusfILbZXZ7LZqklIeg2A75JH4u7sy2dThuDvYaRjx1sxGLypspwgL399vTlYLLnsi5lIScle8vK+Z+euG8nJ+bZF1yHqi4yMJD4+/oztYmJiMBqNeHqePpD8e6+88grz5s1j3bp1TeYeiY2NJSoqqkX9tkSbBkG2bNnCuHHjCAgIQNM0Vq9e3ZbDCSGEEEKIS1CEbwSvXr2Q9GP2oIPVpvBzc2LZpEH877ERdPNzJafUwn3v7+KdzYnYbGf+Mrc+LpvrX/+JRz7Zy4iXN/H+1mTM1Y0HQ+rygqTVzwtyf+/7eSzyMfQ6PXq3w3QMWUz1t050PDwJTTng1NcD4wQdLv4hgH1OnTtPISTk4WZfu4OrIy6D7QlZi746hqqyYghwwXV46+XvcB0aAA4a1Wml9i0zAmutjZLKmgbvpepqKy99vJ9rXtnM93nF2DTorhlwtkFqaRW3vrWNtzclUtvIezAo6H48PYfg4tIdZ+eumEwhGI3BODr6YLNVkZT8Cr/sHkdx8Z66c5SqJS39fXbtuhmrdpjaahPO1qcoD3qBw7kans4GHhweetprcXPrTZ8+CwENq+U//Hvk1/x1wHtc1+sfbNzcl+07rmbXLzeyZ+94Cgu3Nfs1ysr6ipKSfTg4ONOjxzMEBU3gimEb6db1KWqUGzpbOkGmn/E22ss851d14njVtRw3D8RBZyPQ8X/s2jWSlZtf5UjSB1RbjlNscSemcAyfTRlKkJd9u46DgxNBgfY8Khnpv5XLra4uIGb/A5jNqRiNgbi59cVqLSE2bjqxsdOpqSlu9rWI34wZM4a4uLh6q0HWrFnD0qVLiY2NJSkpiffff5+nn36aqVOn4uTU/BV4CxYsYPbs2XzwwQeEhoaSnZ1NdnY25eX18ylt3bqV0aNHt9o1/Z6mWhrya4G1a9eybds2oqKiuOOOO/jmm2+47bbbmn1+aWkpHh4elJSU4O7ecPmeaJyyKWwVNTi4XfjLrYS4mLXmPUrud0KIC1l73+9iM0t4fMV+EnLtH5Sv7O7Dm/dG4uls/6xTWW1l9jexrIqxr2S4tqcvz47rQ6iPS4O+zNW1zPtfPJ/tSgfsK0mqa+1lUnxcnXjk6i5MGGLPE3JSwp4c1r8fh1+oO3c+1fAvlwlFCcz/9N9Mz76RDlZPlGaFq10JGjOobruK2ZxBVVUmnp5Dmr2F5aTaUgtZC3aDVYEGfo8OwDHo7HNKNKZw5VEq9+Vi6u9Lh3t7tWrfF5vSqhruWryDI9llOOg0vJwNeLs44qLpOJ5TQZ6yB8s6ag78Y2QPbrs2lE9e28vH2fkkOtrfS4NCvHj1zv6EdHA+4+9bKUV29jckJM6npqYQgICAuwkIuJuEhH9RUrIPgPKsvhirH+e6iVcyeuFWUvIrmDmmJ49e261Z15WevoyExIbVSZQy4OCgYbPZEwR7eQ6la9cZeHhEndJGkVdu4Wh2mX0bWYBi567RWK3FdO/2Tzp3/hNgDx7NWnWINfsTGBG4i+FdnOkSGE3f0GF0cPutVO3WuHUcT30JP1NGvbl8nXgfT9z2d7r51X9/W6rz2bbtSpSqZtDAr3F2DmVfzP2Ulx/GycmfgVGf4+TUidTUd0hNexulanF09CO890t06HB1s16fk1rrfldVVUVKSgphYWGN5ti4kA0bNowHH3yQhx+2B2zXrVvHrFmzSExMxGaz0aVLFyZPnsyjjz6KXv/b9iRN01i+fDkPPvhgo/2GhoaSlpbW4Pizzz7Lc889B0BmZiZhYWEkJycTFBR01tdwute/TYMg9QbSNAmCnCfFa1Mo/+k4Pn/qi7H76fcWCiHOXnt/KRBCiPOlve93Pyfkc/+yXQC4GfXsf2Z0g+SISilW7sngmf/EYbHav4hGBHlwc0QnbooIINDTRGxmCY99EUNynr3E7sNXdeGxkd1Zc+AEb21K5HiRvXKKj6sTL9zelzF97CswSvIq+WTOThz0OqYsvAoH/W+LqZXVRsn3qZRvtQdgLM5ZHOy9hGcqc+nt3ZsRgSMYHjicCN8IDLrmJyf8veI1SZRvO4HriEA8b+5y1v00pfpEOblvxIAO/P8ejd7z4vrS1lpqbYrJH+1m09G8JtuYFEwKD+SJe/vi+GtOjfIiCyte3MUeSxWbXK1U/boSRKfZc88YDTocFGCxoSn7cnxNAx0aOg16uzvz4qSu5Be9yYmslfXGU7Umsvfdic48mvFPRbMmLpsZXx7Ay9nA1n9ch6tT8/J6KKU4nvkJVeYMjMZg3lhTxsZcVyrMXnx8Xzc8TF+SmfkZStm35JRUDSKu/B7iiv05ml1GUeVvW3VmDP6ScM+tuLr2JnrQanQ6PRZrLdM/38+6uGwcdBov3xHB+IH1v8QW51SSHl9InxEBKJ2Nb3cuhbIluDmWkVvpR/+obwkP6EBj4uP/Tlb21/h0uA5LdR5lZYdwdPRhYNQXODuH1bUrLT1IXPwMKiuTAejR/RmCgyc16zWyny9BkO+++44nn3yS2NjYZldnSU1NpXv37sTHx9O9e/ezHnvmzJmUlJTw3nvvnXUfcPrX/4JKjGqxWLBYLHU/l5aWnqa1aEpVvH0/bHVGmQRBRLtJ+GU7lspK+l4z6syNL0NyvxNCXC5a4343orsPQ7p4syu5kHH9AxqtDqFpGndHdyYiyJMXvzvM9qQCDh4v4eDxEl787gj9gzyIzyqlplbR0d2J1+8awPBu9iSg9wzuzB0Dg1i17zhvbrQHQ2asPEDUk174ujnh7mPCyUWPpcJKXkYZ/mEeAKTHHKb86zTcrfYVJ4e9YnGIeoN05QuVcLjwMIcLD7P00FJcDa5cGXgls4fNxt3R/sUqPfYA21Z+SsTIMfS5euRpXwOPsWGY+vng2LltAuWOAa44dfXAklRC+fYsPMeGnfmki8ym7Rms23eCGzp3oGMHZ5zdHeseJndHHBx0vPL9UTYdzcNJr+PjB6LJ35vPnu2ZlCsbVTro1MuLP94Vjv/vKqu4ejlx/UN9qHrzAMHFOn7p6sj+vDJsCsw1tZgbyztzyp+ijxeVUvxqLLNv/AuRkbdz9NgcKisTcaiN4ujau8Dqy/in+qEz6HhzYwIAU67q0uwACNj/GwkOmlj389w/Wtn3wiYKtGr+9FkKHvohWPVhjOm6juEBv+Bh3MNQp71o1QNJVGPRaT6EdHDBhUOEe24F4MuEe3ALqiSkgzNT/28P2xILcHTQ8eZ9kXVBxJOsNbWseesApXlmirIquPq+ntw2/M8Ul9/Dxv0rGNjrOno0EQABCA5+iKzsr8kv2AiAweBN5ID/qxcAAXB3j2Bw9H9JTHqFrKyv8fE5/X9boqGxY8eSkJBAZmYmwcHBzTpn3bp1TJ069ZwCIAB+fn48+eST59THmVxQK0Gee+45nn/++QbH5S+jzWczWznx/A4AXIb443X7ub0JhTgb1poa3nroLmpranhkyf/h4nlpBuPO5S8Fcr8TQlxM2vt+V2tTDHlxA/nlFj7642Cu7uGLtdbG4xtWsdfmyixfHTdHjkI75S+W+eUW1sZms+bACXanFnLyE++YPh156Q8ReLk0vm24ptbGHe9u5+DxEu4d3Jn5f+gHwLr3DpG0L4/om8MYfHMYSXGxFH2SjL/ywkw1qxzS6D7iDTycyjh4cBTu/oPxHejL9uztbM/cTpHFvr9+5qCZTAyfyJ5vv2Hrpx+ilA1HkzNT3/kQJ+fWKVl6tsyHCyj4KB7N6ECnWUPQOTVe6eRiU5Jn5r9fHOaFjCyqdOBu07ilwpFOtfX/wp3gBqsd7KuBJnfyIeB4NeYy++qHzn28GT6+O96dGm6xOtWu/yb/P3vnHR5Hdb7te2a2S6tV771bcrfcwGAbV8qP3ptNQgmBAAESSkj56BCSEEJLQi8BU0xxxbhh3IvcLdmSrN61u9L2NjPfH2vLNrbBBmwI2fu69tqimTlnZlazc57zvs/LxvkNaPUSU341mKrKLrauaCGgqKgagfzRKcRnRiMrKrKsElJUGu0entscTs86y61lQloc46/Mp6+vjs9fdIIqMPm6MkpGp/L+xmZ+88E24qN0fPnbiUQdhwhyJNq6XJz91y+xo/R/JqhQFNXNeUULKE0J+5MoioTgPZMRY+9i557r8fvqWNFyKq/vugxBgLQYA219PqJ0Ev++toJTCg+vMrRxQQPrPtnb//7MmwaRPyzpqH2zd7jxOgOkFcb2pxRVbr4au30NGk0Mw4e9jdlc9rX7Fwj0oNMdX8WjSCTIT4P/mkiQ++67jzvvvLP/vcPhOGblKUKYQMsBMyvZEfgBexLhf5m+zg7kYPimwdHd9ZMVQb4LketdhAgR/lf4Pq53m5vs9Lj8mA0axuYnoKoqd61ZxvvasBfCDQ6Y/tmHPDZyDGmJ4W0nRuu5ZkwO14zJoaPPx6JdHcRH6Th7UNrXejRoJZHfn1PGJS+uYdaGJq4Zk0NZegzZ5QnUVXbTtNNKXI6LyndWcapaTpAQ8/2f4YtzYdE78YV09PUm09fbTG5SLo9PehxFVfjXtn/x3JbnWNK4mLhFbexZuxIAjVZHwOth+5KFVPzfhcd7eL9XDCXxaBKNhHq8eDZ2fK35qqqoBJqdeLd1o/hkLNNzvzc/usomO3e9t5VhWbE8dP7Abz3QD/hCVC5sZMPiJt40ePFpQAAcoso7Zj9n66MZ5hPxOUO0CTJzxXDE0mifhrgqN14gNsXEqRcXknuMpYNHnp1LW00vbTW9zH9qMwAxCOQMTOS0y4qwJB1F6LJoeW55HYtMQRJb++h5YisanQSqQPnpGZSMTsXpC/KPpbVAOJXruwogAOnJ0cz6xVhmLd1LVpKJgbnxlBXGYTJqgZk07llPddXjaMxbIWoum7bOQxBUtNp4rp36ODZtJ3O2ttHW5yPWpOW160Yx9Ahlp502H5sWNACQkhdDZ72DpW9VkZxrJjrucIGgaZeV+S9sRw4q5A9LYvwVJZhidBQX/Z6GxhfIzr7+GwUQ4LgFkAj/G/yoRBC9Xn9c7rIRDifQdJAI0uf/miUjRDhx2NsPlNhz2npI4/Da9f/rRK53ESJE+F/h+7jeiaLAxJIkksx6dBqRh3bsYlYwAUkNcbFnO7ONA1loKGLl5mYeiKrk2tHnIEoHohhSLQauHZt7zO2NzI3n7MFpzNvWzsPzdvH29aPJLosHoKVhF/WzGrlIGQeAcXwq1wy5nbXL7gKgylaM3N6DlJbCl19+iVkSGDpmLOcWnMtzW55jc9dmiiu7MUl6Js68EUmjYdE/n2HTgk8Zdua5SJof7vZcEAWix6XT+3EdzlVtRI1NRzgo9UhV9wsfPXi39xxyr+mvtZNwTdlRDVv9jQ5659QhRetIuLbskO0ezKZGOzNeWY/LH6K+x83ONgf/unYEOQmHR2D4QzL/+mIvH1a2cOXobG44LR9BEFBVlZqNnaz+sA5Xr4+FpiBdGpVYg5ZZvxjL04v3sGBHB5/6XQQHpXLXlGKuemkdISeMzYjlgYo8/I4gRrOO4tEpSNKxF9QUJZGp15cz6+H1eJ1BzPEGxl1aRN6QxK8V3+6cWsLOdgfLd3czL07mCquA0S+TlG1m3CWFrNjTzb0fbqOtz0dClI5rxuYcc5++ieLcWH7/syOXI80pHkVO8Wx2b/2Mhsa/oImuA0DjvoGC1HT+cUU6N52ez9xt7VxSkUlBUvQRt7P6w1pCAYW0Qgvn3T6M2U9toqvRyeev7OK8Xw9DPOj70LjTyoIXtiPv8/bZu7mb1j12Tru0mOJRxQwsf/pr98fnDtLb6aG3y0Nvp4fy0zIwfw/lpCP8dPhRiSARvjsHlzWLRIJE+KE4RATp6fkBexIhQoQIEX4KDM+O49XrRqGqKi80tvNcd/ge5ynrp1xx0Z/4RfMu7tpVR6Uhh3v9Ocxe9Cl/HTqYwrSCb93mvdNL+XxXJ6vrrCyu6mJKWQq6hE562MNkZTg6NIhpBlKmlSKIAiml0NsH23vKiPXZSLZ3E4xLYsHni/ni3/8gKTWNhDw9VrOfzlyRe65+jIySAYSCQVa++wYuaw+713xJ2WkTv/PxkhWZXn8vCcaj+yscDdPwFByLGpFtPlofWAmiEB687xukqv4D3haCTsJQFk+w1UWo20vXi9uIu7AQ3ZAkFu4Im2PGaSWSt1rRbw7fDwQBX5UNY/nhfdvUaGPGKxtw+UMMz46l2e5ld6eTc59dxTNXDGN88YHUiS9ruvnDJzup7wmb3D46v5rKxl7uG1dA5ey9tNWEy6PujhfZqciIAjx/9XBKUs08f9VwXl/dwCPzq1iwo4PPdnagqFCQFMU/bxhFjOFTX055AAAgAElEQVTbG9gCRFn0XHj3CNpqeykamYJW981pRZIo8PfLhnHucytptHpYWxrFr1KTKRmfwe/n7OSd9eEqKtnxJp6+fCgm3ckdxpUMmUbRoClsWv4+1WvrcDQXkJltJbssgYEZFgZmWI66bku1jdpNXQgCnH55MZJWZMrPy3nvkQ201fRSubCBin0eNA3be1jwz+0oIZX8oUkMn57D8rer6Wl2sfjVXdRu7GT8laXo9BItNXbaa3uxtrpwdPtQUQl4ZHzu4CHtp+TGRESQCIdwQv97XC4XtbW1/e/r6+vZsmUL8fHxZGdnn5A26zZWs3nNRhLi4pl49VknpI0fK2F1/oDZmOIKooYUBM2xq9cRInwffDUS5MeCqqrsWrGU1IIiEjJPzDUoQoQIESKcON7vtPP/9nYC8EDTa1xx/t0gigzIGciczFJeXTOXR30prDfkMWVXD3/wSszMyznukrQAWfEmrh+Xx/PL63hk3i4SnfW0iTvJJZ2cYBKIkHR5OKIhFHLS5wiXMd1pHcA15xczUmlgxc5qfFodvrQceppryTYYsJr9BMdlklEyAACv6qN0+lQ2zZrFxjmzGTBuwrfq736aHE38aumvaHY288wZzzAuY9xxrS/qJMzjs+hbUA8KoKioBzl4CjoRw4AETIMTMRTHIWglFF8I27u78VXbsL+3h20rGrmjo5tSJH6HAT1hEaAZmSwkaubXkl9oOcTUc2ODjRmvrMcdkBmbn8DLMytw+kLc9OYmtjT3ct2r6/nt9FLOG5rOw/OqmLetHYAks55zh6TzxuoGFu7sYP22Ts5z60jVaog6JYmFO8LlOO89s7Tfp0IQBGaemsfQ7DhuebuS1l4vMQYNL80YedwCiKqqrG1fS4ophfzYA1V7YlNMxKYcn8eLxaTlX9dUcP5zq9jY3sf7SSYqX11LW58PgJmn5PLb6SUnXQDZjyiKjDzjMlxt1exqamPRyzu59L6RxCQaj7qOLCusmBU2ch14egaJ+yKFYpNNnH5FMUteq2L93AYySuLxuQIs/NcOFFmlYFgSU64vR5JELr63gs2fNbFhXj0N26003LfqG/saHafHkhw+B1GxkcjbCIdyQv+DNm7cyMSJB9Ts/fmgM2bM4LXXXjshbdo7rOyw1pLuSOS76+j/Xcg2H4o7BJIQTngMqciOAJqI8hnhJGNvb+t/7bT+eESQ1uqdLHz+b6TkF3L1Y18fShkhQoQIEX5cfN7Tx6+rGgGBXzS/yy3DTwPLgfKbkqTh+nHnM72rnjvXrmKFeSD3NfayyBHk6QG5pOiPf3b/lxMLeW9jCw1WD499sothWgOn+IpBAPOELLQp4RQNm20VqirjVTLp8SZgE6M55YLLKRjXyb///W9C0bHops8gBh/wJOu7NrKpYxNvV7/N4sbFYZHhTNCFWnj93TNIiE5iUOIg7h55N0bN0QeYX2V9+3ru/OJO+vx9ADyw8gFmnzebeEP8ce23eXwmUSNTUEMK6n4hRFFBUdHE6RG0h0Y2iAYNCdeW4VjciHNpM4M7/LxKFLlIiIBNUPmz4KVKkfmAaOKtAa5+ZCmjxmQx45Rc2nq9zHhlPZ6AzCkFCbw8YyRGnYRJp2HWTWP4w8c7mbWxmccXVPPUZ7sJKSqiADNOyeWOyUV07bAjyF3MUj3YJJW3LQHunpTDM+saCcoqZw9K44bTDi8rPDQrlnm3jePtdU1MKEkiL/FAyo3NZ8MVcJEdc/RJkz32PTy27jE2dm5EI2i4YfAN3DD4hu9UCrkk1cyfLxnMrf/ZzNx9Qk92vIknLx7MmPzjj+w5EZx2WRE9zU66Gp0s/NcOLvzNcDTaI0e77Fjeir3djSFay6hzDz0HJaNTad5lY8/6Tha+uA2vK4iqQmFFMpOvK+tPQ5IkkYqzcskdksCHT2wiFDhg4qrRiRjNOjQ6EXu7B1ESOPuWwWSX/TiOVYQfJydUBJkwYQInqfhMP3EZibARnEE3qqp+JyX9v439qTDa9GgUTxDZ6kN2+CMiSISTzsGRIK4fkQhiawv3q7uxATkU+kHzriNEiBAhwrGzvtfFjTsbkBG4pGMhf4i2IQy66IjLZibn8e5oL6/Mf5aHs2awzA4T1lfz55Iszkk+3LDx64jWa/jNtGLu+XA7m5VMbgwkYhT0OGUVXfEB02+r9YvwC8MYAOq6wykaKSkpTJs2jQ/mfsZzu3X4MZBUFotP6WXmZzMPbUyAgFahK9BDl62HKlsVTc4m/nHGPzBowvdyfk8QvenIA+z397zPo2sfJaSGKFUL8AQ8NNHOn1b/ib9P/Ptx3xOLR2nnaAiigDounSdX7+VWn4b8fdEfpuHJpJ+TzxtGDQ5fiNqXt5HS4uGcgMTDK/by8sp6NKKAP6RwamECL10bFkC6Pd3EGmLRa7Q8ftEgBmZa+H+f7iSkqAzLjuXh8wdSnm5h86ImVs+uJQ64NdHCokSVyp4m/rLjMTBpyI2eyJMXTzvq/seadNwysbD/vSfo4eUdL/PajtcIKAEGxA/ggqILOCvvLCz6cMqHI+DghS0v8E71O8iqjEbQEFJDvLD1BZY3L+eRcY9QFPftKzSeMzid2i4Xzy+r48rR2Sc8+sMVcLHDuoMRKSP6BZzeLg+fPr2FrPJ4JlxZcsjx02glxv0sj9eeWUSdazOb31lE3AAt03OnMzhpcP9y7j4/6+eEq8GMPb8AQ9Sh3ylBEBh/RQmh3TbKUAmZNfjNOjILLYRaXYgZ0QiSiBpUCNm8+HbayBXAYJIonJ5DyqnpaPZVeVIVlYX/3sHezd18/vIuLrpnBLHJP2y1pQg/Xn5yI4CE7GQA3KoPuc+PJvbkCwDu9R0oARnzuKM7ap8I9pui6rPMBNpdYRGkL+ILEuHk4vd4cPfa+9//mCJBnNZuABQ5hL29lcSs789ULEKECBEinDhUQCv7ONW2ib92vIt48xdfu7yYUsb1p13EaR/9gltL7mO7uZjrdzZwjT2BJ4szj0sQGG7xES+4yVdjKFXjUYHNHpmSajvJuRZUVcVqWwFAYsJ4QKWu29W//ogRI3hg2Q4U0wZMlo341LBXhYDA2flnc93A68iNyaW1rY7X/vRr/JLM0Ouv4m81L7C2fS13LLuDpyc+zcbZzWxd2kzekEROv7y4v6JGSAnx1ManeLvqbQCmJUzm5lXn0Krr4vbcJ1nWvIwPaz7k4uKLj/2AfwWvM8CeDZ3Ub+0hOlZP+ekZpObHHHYcH/h4B3N9XqxxOi7O7mBE2SjihxwwR7cYtQw6v5iuZ7cwTdCxMcfEwgYbsqIyrjCRl2ZUEFK9PLz2aWbtnkW+JZ+/Tfwb+ZZ8rhmTw4jsOFrsHiYPSEEUBZw2H+vnhgfZw6flMOysTPQ177K38llCajiFxMoafrl0IVeUXsGk7ElopSOLO6qqsqB+AX/d9Fc6PeGUK1EQqbJVUbWuiqc2PMWknEmUJ5Tzyo5XsPlsAEzJmcLdFXeztXsrD699mCpbFZfNvYxbht7CzPKZSOK3KzN8x+Ribp1YiOYYTVkVVcEddOMIOHAGnNh9fWx3ODgvZzQpxqOXed3Rs4O7lt9Fm7uNfEs+d1fczWmZp7H6w1qcNh+7vmwjLsXE0MnZ7LHv4dUdr7K2fS093h4o3n/wgF3w5q43Oa/gPG4s+iUah4k1H9cR8Mkk55gZcEraEdv3V3YySAAQkATQu4M4FjYAIGhFRJMW2eFnf0ZWuTF8PNWlzXQsa0aXHYOhJA59cRyTZg7AZfPR1ehk3nPbuOi3Iw4TXiJEgJ+gCGKOjUEAFEGlt7GHxNjMb1zn+0TxhbB/VAMqmIYkfW+lwo6F/ZEgumwzsidsCBSpEBPhZNPbEU6FESUNihzCZbeiKDLit7wJ+D5x9nT3v+5pboyIIBEiRIjwX8Lo1sXM3fgHMn2daGd8BIajmzD2UziJkgm3MG/+zfw1ZwbP5FzDm21WSqIMXJ+Z9M3rAwGbh13vrOYZksgiPKu8RCfzpRRE2d7DiOm5uN178Ps7EEUDxVmnAStod7hY1riSjV1rWFC3jO6UZvZPy6mKBkEMoVE1jOkdQ6A1QJe7i2hDIkPKJ7B3/Wpi1vXw/KXPc/Pim1nVtoqfv38zo1dcgYSG+q09tFTbGX1ePsLAXp7Z8nfWta8D4Naht3LeipGEVDdF+nxmdp/LSymzeWLdE4xMHUlOzLH/7oWCMg3brOxe10HTDiuKciC6e/e6DhIyohk4PoPiUSnoDBo+2dLK3G3taIwd2Ao+5Q/uvWi2apjSN4WrB1zdHyGgyzSjy40h0ODgibw0bju3nB1tfZw7JJ31nat4cM2D/SLE3r69XDnvSh4+9WEm50ymLD2GsvQDA/pVH9T0VxzRn9LHVZ/9lj32PQAUxw4k2ZTMmvYvqOyqpLKrkkRjIufkn0NaVBoWvYUYXQwWvQW/7OfZzc9S2RX2dcmIzuA3Fb9heMpw5u2dx+za2dTYa1hQv4AF9QsAyLPkce+oezkl/RQA0qPTqUip4E9r/sSKlhU8Xfk0c/fOJT06Ha2oPfCQtIiCiCRICAhIYvhZEAQUVel/qKqKrMoElWD4IYefA3IAn+zDG/LiCXrwhrzh1yEPinogTWQ//9ho4azSm3hk+JVoDroXU1WVWbtn8eSGJwkqwf7j/cslv2RE7CgK9pxBPGHhYvaixTzrWcc6++pDth2njyNeTibHGSIvvpv5oV4+qfuEBbs/o6L5TMo7T0NCYsik7MOqAamqinNJE47FTeG2/TItAZWCjCgKMqIINDpQPKEDYxmdSK8nhEuBvJEpqO1uQl0eAo0Oqjp28se9zyOIIqdmjSI+VIKtLYeF/9zO/902FCnij3jcWK1WBgwYwPr168nNzT2pbY8cOZL77ruPCy88cSXDBfVk56scBw6HA4vFQl9fHzExR1cwv8pTDz+BK+TlyopzKT7nyOWeThT+vb10/2s7AEk3D0Gfc+z9/i6oIYXWP64GWSX1NxW41nXgWtFC9LgMYs85PAcyQoQTRdWqL5j/zJ9JLx5Ae+1uVEXhxhdewxz/w9dpf+/B+2neuQ2AMRdexqmXXfOdtvdtr1EnelsRIkSI8H3zg1/vbHth9k2QOw4m//H4Glx4H6x9npeyLuWB/FvQCQJzRxQx2HzkUHnFL+Pe0IF3W3d/lO1+1hvhd14HXkBUYcIAM6Nz59Lt+BinJgePvpTl9TtRNVYE4cCAVFVFUrRFlIr5LNwxDEP+M4gaF+Pax5HiSzm8E6pKamoqg84ezG3LbiNAgBzbQM7YWo4leRhVUi3b0pfRHhMuV2rUGHlk3COMcw7D+lYVgk4k9Tcjsc2t5df237M1ag9l0aW8dcF/+tMdZFlm1tKFLKr7mBBBxqRM4tqpF2I2mdi+vIX1c+rxe0JAeNa0NM1IZpQWr6yyvc2NzR/eP61BIrU0jnl72qlPWE5nxkIUIYRO0BNQD0zGDUocxJWlVzIp4wyo9WB9qwrRpCH13lH0Kn08sf4J5tfPByAzOpM7K+7kP1X/YWPnRgB+NvBn/GrYr9CI4Tnc5iobn/y9kh5zK54p1SxonwuARW/hzhF3cn7h+YiCSKe7kw9rPuSDPR/Q7T0wGXIkjBoj1w+6nhnlM9BLB8w0VVVll3UXH9V+xC7rLqbmTOWqAVcdMapEVVU+rv2YJzY8gTvo/tr2TgQaUUdQMCELJgTVhySHI1Y0hnzuqvgtVxeciifo4U9r/tQv6JyRdQb3jLqHd6rf4a2qtwgpIQRVZJp+BN0hG5uUWsKxSwJTcqZw5YArKYwtJOjcRH39szicWwEIBfW82ZLCVk04CjjJk8aEtunk6AZz1T0T0eyrkqMqKr1z6nCvCXueVHlljOPS2b6sFUVROf/Xw0gviiXU7UHxyWgSDCz/oIbqtZ0UDE9i+o2Dwu3ZfVRuXcvtjffi4tBjHSUbKXeUM1w3hmuuuYwY87Gnwn1f1zufz0d9fT15eXkYDP9d9gR33303drudl19+uf+zI0XQvfDCC/ziF7845u3Onj2bRx99lNraWoLBIEVFRdx1111cc82Be/JPP/2Uu+++m+rqakTx2wtYX3f8f5IiyL/+8jxtzi7OyhrHqJ9PPoE9PBznylb69oXlxV9egmlo8klp19/koPv5rYhRGtIeGINrdRt9c/ZiHJRIwlUDTkofIkQAWP3+f1jzwX8YOHEqjds247R2c+XDfyGtqOSbVz7BvHzbDfR2hn9wC0eO4by7H/hO2/vBBwURIkSIcJL4UVzv5BCgwlHSGY6KIsO7V6LuWch1Ax9jYcIp5OtFFo0qJ1pz0Mx4UMG1th3n8maUg0pstokOPk/X8X6ehR6pieJgE/b6bfgNzYi6bgThyLfS0Zo4jKFymlqyKY4Zzie/nIJWEvnrot38c9cT6OI2MFo/llGOCtxuN36/H7/ff4ifXlIwjuagloUDXkIWg6RY9XgMMs6osDghKiKF1hFcmHg5owcOIeqLZuRuL+YzsrBMzUWVFareWsnP5btxSV6uz57JpQOv5Z8L32C1dyHt+o5D+hwlmxjmHEF+awUmRw45sXqKEgxE9fpAPnQ/gxYddW6Zmh4fDp2dpYVv02YJVwHJsQ1kQt3lqCleukZvYUnnov5oAwC9oiVKNhGtmIgWomjRduIQnIiIXBZ9Hjcmz8BkNiPlR/PM7ud4Y9cbAIxOG809I+9he9cO3l08h3r9LnzaA4PfC4su5I7hdxBniOOrBJUgS5qWsK59HX3+Phx+B46Agz5/H56Qh1MzTuWO4XeQGpX69d+nY6TL08X6jvWHRHDsj+qQVRlVVQ9EfRB+LQkSgiD0P4uIaCUtOlGHVtSik3RoRA1GjRGjxohJawo/a0wE0PFoQx/zrV4AxliieKI4jb9teZ2Ve19HUMOfJ8SNwxhqpcVZjyRI/HrEr7m27Nr+Ae6KVZU8te4vpGVv4tL48DlzyAI9jkRi3Kcy9ZyrCYa6aGh4DqdrJwCiqEdUUwipTSghIyu2TeTzuA24NQfOTU4gneHRQ6hIH0lpWyamrSFUYLtHpjtRRspvR3LGYdtqJDk3hovvGdHfJ5fdz5sPrEaRVS66ZwTxGTp0OiObuzZz8+KbcQfd5FPCGf6zadBsYRMbsUsHKmb+XL2OO2beeczn7n9dBPF6vaSnpzN//nzGjh3b/7kgCLz66qtMnz69/zOLxYLReOzmzcuXL8dut1NaWopOp2Pu3LncddddzJs3j2nTpgFhgTY9PZ3XXnuNM88881vvx9cd/59cOgxAjMVCm7OLXlvvSW872HYgBzRk8520dvtTYbLC+ZlSTFi9lh0RT5AIJ5f9pqhxaelYW5twWrtxWruPKoIEA34++fPDZJUPZvT5l5ywfqmK0u8JAtDT1HjC2ooQIUKECCcA6VvetooSXPQywjuX87fqR9k+4mX2ksK9i9/n2aHlqEnluDd24lzS1H/fJCUY2CU1M4duPinNQwisxGhbTJzioBvAAvvlE4ukkqZVqOmqwO3JRvEnoQSSELUJtHtDaCWBv/38FLT7vB1unlDIuzuG4WUD24O7+dcNLyIKIkpAxldjp3NFNaF6N5KopysAGUEVY/2FfFL4IZ0J4cgKfUjiwvxLKagZR09tiN5a2LlpFyOiNIQEqHKHcC1vxOUO4tElMKP1ap5L+jevNL7OW/Xv4JP8oAeDomNoYCwG0cRWYQ12bS8rY79kZeyXJAXjiJGjEVUB0SwiaSQ0UQY0QQHJCVpFQhelRUzWsCp6K37Ji1bVc6EwgxFRE+gyO3C1+imcO51LL7yGFTtnMUe/FKu2D78YxC/2YaOv/zTl+tK5o/1qSny5+GjDB4gmDb+64noGnT6IP6z+A+va13Hhp/tC5KPDT1GaKMakj2Fm+UyGJg896tdAK4aNO6fnTj/qMt8GVVWZ39NHsk7LSMuB6jLJpmTOyT/ne23raHxpc3JbdRPt/iAaAX6Tm8atOclIgsCL425hz+CLuX3lUzR3f4bVvjK8khTHoOJ70caPpskXINugQwmpNMz3cZF+OBlx4RQrFYEYSSUmrhviPqZyy8f97UqSiYyMq8jOvh63Ddaunok+tooJg5dw0ZabeYetbIndS5u+m0ZdG42BNj5qCEefZOenkd5XRLQ2g1htELU2LLLFmItobHGxcLWbPl0PQZdCUmcBiqySWmBmR919qHWf0+Yo4HlnFx6CpDsKmVj1czSKnkJyKI++ELWoh93yOrZpNnHm6WeflPPwTaiqiqJ4f5C2RdF4zF5ICxYsQKPRHCKA7Cc2NpbU1G8vFE6YMOGQ97fffjuvv/46K1eu7BdBJEnirLPO4p133vlOIsjX8ZMUQWKT4qAFHE4HqqIeloN2Igm2H1A8ZfvJ8+M4IIKEa29LlrAXScQTJMLJZn953Lj0DMwJSbRTjdNqPeryrbt20LhtM511NSdUBPE4+pBDof73vV0dBH0+tP9FynyECBEiRPiW6KNhxhzi6lfw/IYPuUA/gw/0pVz95l/IsZ+LrIQ9QiSzRMzkXHbrunh0WxuNUbuJ6v4nAuEZcZ0mBqcmD0Gfz4StyYyyOMkd/BIaXRbNOQ+xuq6HZdXdeEMyfft+c647NY+SVHN/V4w6ifvPOJcHKl/Dq/Sy8rXVZPcakXq8CLKKFtCK4VSdTF34USFPYHQon/ejPyOmzknKdh+FHV7OuXMkn2gWI/SZKeuSQIU9Hpmaz5oO2X2JgZyqGcWquPX4JD/pvhRGuidw/ujLGDa6gNpNXSx9exd90XuoS97AFssWurV2urX2Q7bD/rm16MMPcWEgj6em/pmCnPCkh88VZNErO+moshE1z8pl0hQujzsLwzW5uBQ3dpuV1rnbcapuokoSOTVnLFIOKJ4QAZsPf4sTPCF6XtnBmDMGcKPt97ymfZo+QzdJ7iyyeksZbBzBpedMJbMo4QepCKmoKvfXtPJaazj949r0BP5QkH5IhNGJxC3LPFzXzqv72s836nmuLIdhMeHvT8Dnxevow+Jy8WLmVSw0DOel7jn0CQac8TP43G3h8+pmAOK8Li7yquQKVeSM/TeCoJKefhnFRX/E6dxOffUKmmq/xJhQh0YvEGu6BI3/Qrq3a1m/YD0tnfVogmczpEJGSNhDz9B/kL8wg+RNUUQVnEeXGENPXDONsXXUSy006dtpSm6HZMjWykw0adjr0fCJXyEkylB7YD8FVSStLJdL0l3Eig0IQGZsDbeYBBbWD2BU1U3EJEroowUczQp+lwyb48hjOjnCZLozApSUnpRT8rUoipflXwz6QdqeMH47knRs1XJWrFhBRUXFEf926623cv3115OXl8fPf/5zbrzxxm+dsqKqKkuXLmX37t088cQTh/xt1KhRPPnkk99qu8fCT1MESQnXQnepXmS7D03CsYfofBfUkEKw09P/PmT/ISJB9osgByJBTrYQFOF/F1VV+yNB4tMyMMeHa7QfHIHxVez7jFR9bhdepwOj+cSkgjh6ugCIjk9AkWU8fb1YW5tJLfj2JewiRIgQIcJ/EYIA+eMZnT+e32zfws6da8i2nodMIiJ2DJp3aRSW8samVN6zZBGgAeO+ua2yhHJmls9gQtYkrt7exKpeF2tGeDlb+hUAacmTGF+cw9Vjclhc1cH1r2/qb/b9jc2ML0wkwy/gsvkoGJHMeUOy+XPlYG7Zezr5QRUI3z96FJX2oEJHUEVWIVkfJFWnECtHMXBPFgO5HiFGwxfGd2nYtoWXnn+OHqeLjGAeRjUfu6rwb9FHhkYiGRG0IqpWQNBJ5DmvIlbJIcGRhrEjHwGBdXuaqXy/jaBPBmBA8mhu+9nPcIXcvLN6GZ+19rC72wkoCKiYjSLeYICQGkQQQghCiGHREpM9FqZYR6J91Yb3ChvGkngM0VrOuqGcxqc2oXcH8SkqNaKGcYZYsmJTyMksILcpEdfKVvS9sYQKo+hc2wHNDqJDCuJ+UUMF15ImhgZjuDZ0H7okCXdLOGogVQOd/9yJVydiqkgh86JiThZBReW2qkY+6upFCHeTN9qsLLU5+FtJNqfFmw9ZXlVVdrl9rOt1MTkhhmxj+F494AvRUm1Hb9SQXhx7zGLOul4Xt1c30eANK1PXpifwx8J0dKEgVSuXs/OLJTRu3wJfcT64HAhofLSmfkRLei7NaXm0J2dgN0azwNDMnyY8iygGSUycTEnxg4iihtjYCoaNqSDQfT4bP6kP74+g4DVuwhvVgiL5w6NKDazaOYyBBV3EZvSSP72Z5i/S6GuoxEwMsW0TmTT4Z6SNMPLGkrfxZaxlWGoLpVEBwM+wGCj2Srxn06F4Y4nxJ+LXuukztjM5v4o8k4yiwnKnhpFRITJ0KjMLaqkPfUSTNS38bxQP2kAsen8iOl8CkqJH1UQmhY+HhoYG0tPTD/v8oYceYtKkSRiNRpYsWcJdd91FT08PDzxwfOnlfX19ZGRk4Pf7kSSJ559/nilTphyyTEZGBk1NTSiK8p18QY7GT1MEiQ0b37gFP8EOz0kTQYKdHjjIOftkiSCyK4BsDbfVL4JE6wiXyVFR3MGTWqUmwv8unr5eAl4PCAKWlDTMCeGZNaft6JEg+yNH9r8+USLI/sow5sQktDodTX299DQ3RkSQCBEiRPgfQFVV1q9fjyiKjBgxgtvEBhw7qmjSZPJp7IfsjF5LjcFDQEgCZAg1oCIwMGjkt9FZDBt4G0LOWBAEXizP4Yx12+iKMvKyeh13qAvIy7u1v60BaRYEATSCQEmsieg2Pyue3kaMEh7crvmojhFn5nK3cikjg+GQit0CdEoiLkVFRUBWQ+gTdbgHuPlg+0by47M4b/AUPGs6kPv8nJ50Mbvj6phld7NTzuJZNRye/prgR1cWy7mn5TGhOBnxsEmwM1AVlY56BzUbO6nb1IVnXwpQxVm5jDwnD1EUMKHj9nMu5HagtsvJrA3NzK5sxdodXrYwOZpzh6Tzf1Fu288AACAASURBVEPSyUuMItTnx/ZWFYFmJ9bXdhIzOYfo0zKwv1mF3h1E1UmscwTprXOw9/5whRGNXiLGIDJOAH9tL9T20i8bCAJuAYyK2i+GpGpFpur0NFllkswi0RqRfjsWFdT1HdTttpNzd0W/AefXoSgKPdus2NZ3ILe6EFBRtSJoJdBLiHoJY3o0WdNykAzhIZOiKnS4O4g1pnLDjgaW2BxoBHh2QDaJOi2/rm6m2Rfgkq11zEhP4Ld5aWxxeljU08diq4NWfzii6C/1HTymxiBu76Wlyo4cCpvM5gxM4PTLi4lJPPrYxSsrPF7fzr+au1GBdL2Wv5ZkUdTdwqqXnmP3mi8JeA+kXGi0OgzR0RiizRiizeijojGazYyLsWCMikHqVfGtbWBWVBOnDH4Xk+imhmLmae7ivpBK0r4hhKqqFE3NYpu1l4bmPejlOpR9EVIGUU9pKB1noI+u9jU07k6ByTKxeU5yJrWhyAKeTiPOlgbamlbQbC/k9PIVJCS27OuliGIcgOitZpBRZkCiSOem83B1DcYYLWAa+iiJpmZkReBNq54tPpGmrmHcVCLjp5LC8sVkhkYR9J+OOUrBaAyg0zUjSVUEPFbKBv76G78PJwNRNDJh/PYfrO1jxev1HtHD5GCxY+jQcOrZgw8+eNwiiNlsZsuWLbhcLpYsWcKdd95Jfn7+IakyRqMRRVHw+/3H5TlyrPwkRRCLJVw2zSX4CHa6MZYnnJR29/uBaBIMhKw+5F7/SYnCCLTsazfJiGgMn1JBEhDNOhRHALnPHxFBfgQoisonW1sZlGGhMNn8zSv8F7I/CsSSlIxGq8WccAyRIPvWgXB53fTib4hX9LtAFxWe0TsOHPtEkJiEJEyxsTTt2EZPc8QXJEKECBH+F6isrGTBgrAXQWjrewxqWkYd93NP7lN0aW39yymimaC+GIs/nyurVS5QlpOtW4JQ/TmkDEQdfDkeQxO/DO7kYR5knXAqr24bxN75OzAnGIhJNGBOMPLnwXkEO7zYa/pQlbCRq1dQEYwSeGTWfFSHQdDTbFRoM7RwtxQAVUTU96FqolHEFHB50FaqxFNGUVcHpaYOKn49nI45dSibuijRFHBzSGEzMkmI9BBE0W7hxuLRjC89QsWZfQiiQFqBhbQCC+MuKaKjrg9JK5KSe+RJiMJkM787u4zfTCtlfb2N+CgdA9LMh0QsaCx6km4aHK74sa4Dx+eNuNa0obiCCHqJ5BsGMV0U+PyVXVj33beG/DI2v0yLSSJLJxJSVXpCKr54A7nT8ygYnMBnf9+CvtlJnl5ELwpoVMjX7xM49gkggklDIKCgDSnoHQFa/riauOvKsRTHH7YvfZ0uahc3YWhyYej1oxe+ktnjl4EDBq40OmhZ24ZxYCK2AX4ebH2SrfY6jLlP0iJbMAD3VDXQ9u8n6DPE8tq0a3mtOJU37X283mbl9bZDJ4G0soopBFZkbvNbubLFTqqnDklqIhgIsrcyj5bqTkafW8qQSZmI0oEZ8DqPj0+7epnVYeuP/rggRs8FdZXUvvs3NnUeMLmNSUqhfPwZlJ12BrGpaYcdh2CnG+eaNvoq2/EFfKiaPs4b9BGKYMUaiOcp3X24Oj3M6ami0GSgKxCkKxAkqAI5IuSUYgzkkuvo5RQbTOkwYXZ2s8q6iKDsI5CcQ2fqLfQF5xIvrMes6SU63UN0uoc0uoG14VOoCsQm/x9lBbdhNOay8uNFOJRHMcS1kHHKi3R15qPT+4iNbSOkaGix/J6BWWPRddehxOTzRCBImecdJofewaBZj0GzHgCvN/zYj9d/AWZ+eIN+QRCOOSXlhyQxMRG73f6Ny40ZMwaHw0FnZycpKUe/5nwVURQpLCwEwmJKVVUVjz322CEiiM1mw2QynRABBH6iIsh+F1+vEMDX7uRk1VkI7BNBDKXxuNa0g6wiOwJoYvXfsOZ3bLcp7H68PwpkP1LMfhEkAJkntAsRjoFXVtXz8LwqhmRa+OTWcT90d04I/X4gaRkA/ZEgrq/xBNmfDvPV10ekbim8eSFM+j2cdtdx9e3gSJC4tHCInzUigkSIECHCTx6r1crChQsBGKTuxrhbYJ14P08UPkuX1oakJtMXdzYBYwlaOZWpW70MbgggAPM4DaPOR5FuGcXBxXSZ/k5XlkoxcEH3aj5IPp3PB5lJtjnJa3LS/ZWSugCpBRasKTr+XtVMQFEZbpQ406fDp0KlR6YraGacViGgGAmRQlCAoKBgFRW6EOkkik4KWDW7i4xlX9DR56MciXsxkIXEVMIDZWGoDku1h2XLliFJEuPGffO9hiBAu6MOVVVJyT2yB8B+dBqRcUVHL3cvaETiLihCl2nG/kltWADRiiTOLEeXaSYBuPyBUchBhYA/RMArs2FePVvWdtAmifgNGux9PnC72frvHUTF6nH3+tFoRYpnlBGotiNs6kRSVLRJRkxDkogak4YmOjzRt/efW9Hu7UODgOPlnTiGJ5NxSRHdm7uxbehEbXZiDsmk7BdvBAipKm6jFk1ODKJRg+INofjCD9Uno7H7iBYFAtt7MOyAs+KvZdcAEy1yDFFBmRmfz8HTFC7h63U5WfTh40yJO5XBeafw+EATVpNIjEehpD1AaVuQvK4gftXLm+PNtCXF8NaEaC6av5XMjvD9iMxOgm6J5a9nU7mwnIIrJrHWoGGBw83uQNhjJkbto0y1Mnn3GuJ3b6JeUhH1CpYcA5l5UygfP43M0nKEr6QQKH4Z19ZO5i1dQKO3Az8hTNFWUtNqSE6uR6MJEvAbsS4q51z5HZaceg6dyRlsdnoO2Y4+4EeWJLw6A1WJqVQlwsvFEOURCEm34tcfPGi9CdQbSaGDgWyjnO2Usx0TbtYwjo+ES2jvyaDA5qbYtp2+thjcpkc5NXYOY/iQ5JRwxU0PJv4s3s8e1wBwOYFksIbHXRu4kLWU8nP+iYVeeomllzj8YhxJUWkUx2QQZYpE/R4Pw4YN46233vrG5TZv3ozBYOjPwvi2qKqK339oytKOHTsYPnz4d9ru1/GTFEFMJhMaSUNIDtHbYeXkFKk9YIqqzTQjxdqQbT5km+/EiyD7/UCyD5V7JIueYIsL2XH0PDhVUQgFA2j1EXPIE0mzzcNfFu0BYGebA39IRn+STLNOJgcqw4RFkOh9kSAuuxVFkRHFQ/dZDgVxdHUdtP43iCBb3gFU2Pz2cYsg/ZEgiUkkZuUC0NPUcFzbiBAhQoQI/13Isszs2bMJBoMYdVo+tszEgsBe7Z9p13UjiEl0pf4ORRPPyJ7tlO3eSmJtDdqoZIpGX0XD9j68TtgWOJPusjYsWeEZ7M4tlzCsNp2uU2pZkVHIe6cbeLhnF0MSTsdpl+nr9mCOM1A+PoOEjHCswfCGDP6ztoGzNjsp0glU+xSq/DLJwWiSg0fu//a43WyLyqXNJaMi0LIv1bpJcLKsBK7RJqJuc9MX6CKlYihnpJ/B0qVLWbx4MRqNhjFjxvRvyxFwsLB+IWPTxpIVk4WiKMyfP5+NG8OD+Li4OAoKCr7zMY8amYo2LQrXylaiRqWiz7Mc8ndJK2LU6gj6vNRs7EQBRlwzgJyBCbTstrN9eQsN23r6BZCzbx1CZkkclCfCRUcfzObfNITuNW14PqlDEkCt7KS5sgtJADMQEmBrnIZdUQKdIZlaWWYnQcrTjZw1wMzEoiTitBqiJBGjJCIAr69dyLq1Ip1JcWxP0uLUhSccY7w+Lpz7MlHWdiRJS8Wk82jdvZuWxu1st68gzr2Ht7rOImhOJtWr4ApaafXU0eapwedv45JPtcw+8xqa0/P44JyZ3G2tZUjQQ82GtdQFZGryc9mTl0O3yw0uiFOtTFdWc3pwGTn6xnDKe+m+x0GIYgvW4C5oPZ2EhPEYDDkEm124N3Tg3dbDGmUXdYY6ElKbSU2rISamp39dr8dCVdU43DFxJPa0cfVHL9KYWUhIqyXK5SDa48TkcaFRZEKiRHtKFk0Z+TSl59OWkonbdGAy1iSJpOm0pOi1pOq1pOtTSNVXEONRaN/QRvOu1VRZApAlQ4pKnRKiLhaIDQsoW7mchWoFN/IcJtw8678dmzuOPG8taUYD2fFxxCtBoj0uDA47xl4r2MdRl1VEdfEQVsgaekMyuAAXPGQyc0MUEY6RadOmcd9992G324mLC5ebnjNnDh0dHYwdOxaj0ciyZcv43e9+x4033ohef+xj3ccee4yKigoKCgoIBALMnz+fN954gxdeeOGQ5b788kumTp36ve7XwfwkRRBBEIiJicFmt9Fr60UNKQia799Q5WBURSXYFhZBdOlRaOINyDYfIbsPPRY699ayad7HnHbVTMzxR1fRv027XzVF3Y8Us79CzJHL5HocfXz46B9wdHVy0e8eingjnCBUVeWBj3fgDYZNx0KKSm2Xi/J0yzes+QOiqrDmOYjPh9Kzjnm1g8vjAkTFxiGIIqqi4O61H/bd7+3sQFWVA++/LhJEUWDv8vBrWx3YGyEu55j7tj8lx5yYTEJmNgAuuw2vy4leEBEMBgTppydMRYgQIcL/Ml988QVtTV24TGW8OLoInexmYMMjNOs6MKqxtKbciyCGf48v71hIy14Vk6hw8X23kpCZhSwrNO+ysXvzYjSZa1EVEe/uWxk1/nLyrhcp++BLgh01rEkt4r7kgfyl/VnOHXIV7W96kJr66KixYSuJJ/2MTCpy44lZ2YlJcKOqKsmTM3ElSFR+uZN4SUdpfApaRSIYUAh4g7TV9DHIXsJA2U/5pCyeWf0l1aFUvLIRj6ghPmEBLUnVeC0OeuoEaj+cxgX3/JFQKMSKFStYuHAhPT09TJ4ymc+aP+Ovm/6KzWfDqDFy/6j7YSds2bKl/1gtWbKE/Pz876XKii7TTPzlX5/euubjOpSQSmZpHDmDwtVdsgbEk1xkYcWWdratbiexIAZLzhFK0XyFoBxEK2lJGptOYEA8zX+rRO+XcWoFVidKrEzSsDZRg0N7+L6tA9b12vjjhgNpUQIgqgFkIQ0Oqrpr9AfIb65l7PqFxDlsBM0pDBh5HT4pHqsrG60pg6B3GfZAB0tbXiM9qpRKfxvuUO8hbSYLcTywag8vnZ7MhpQonkoewGUxZlYXjWXvvlQXo+pmmjKH0wPLyNU3ggjsG2vKXi2SakCjGhEVHaqiRTb2oujsWK1fYLV+ATUPofEnIIQ0KFFe5NO8xElBDi56qioiqnss2blXUnj6ZEaPtrN371721tTRtGE1ec01By0toNeYMOijMEXFUJaSjDklhugYBVHnpNOSSH5BPukGA+avTPR11PdROaeR+q1h0SWdAaR29TBu68d4JCcNWUV05A9Dq/jQdbdidjuIl/3Ejr6Fsvw8HtxaSc36pTi6Ow/Zrgp49z0A2LGVkgUfMDguHv/Es9mVW8YXfpWpiScrL+CnwaBBg6ioqOC9997jpptuAkCr1fL8889z5513oigK+fn5PPjgg9xyyy2HrCsIAq+++iozZ8484rbdbje//OUvaWlpwWg0UlpayltvvcVll13Wv0xrayurV68+pmiUb8tPUgQBiI2LxWa34VZ9hKxetCknVv6TbT7UgAwaEU2iCU2cAT8g71Psl7z6Iu17qtFHRTPpZ7/43toN9XhRfTKCVkSbeug+HqgQc3gkiNfl5INHfk93QzjM7OM/P8RVj/wVc8L3J9BECDNnWztf7OlGJ4lkxBmp73Gzq83x4xZBapfAot+Bzgz3NoJ4bOLAV9NhRFEiOi4Bp7UbZ0/PYSLI/uW1BiNBnxd7exuqqh75BqxrJ7gPRI2wdxmMmHnMu3RwJIjeZCImKRlHdxfW5kbEN/6Dv6aGtIcfwlD6I6ihFuG/nm0tvXxZ04NWEtBrJPQaEZ1GxGzQclpRIgZtRHCLEOG70u5qZ2PnRpwBJ2PSxpBnyTvk96OxsZH1n+1GEUbx3ohEBNVHYdPjNOtasISiGeWcSlTjGjbll1CZWcqGhHIGhFZx9v1PkpCZBYAkiWSXxdPe8hYeIKZlPKXNw9FJHag5xRRPm8qkR9YjjGpldU4Gd6Rfi23ti1yhicEtn4PFG4ItXdg2d9KklTAF5bDpZ0Ecw/6vkGHARafkHXH/Plm+mKrZfZgdcez62Molhe1EDXiJF3ZcS7WthCdWTebSEhdTspeTMAjqP1tKe+3lTJw4EQiXuVy8bTF/7/w7HZqwX0SUNgp30M3vV/+eLFcWw8XhnDP1HJYsWUJbWxtVVVWUlZUd13moanewtLqr/3onijIupZ0ANi4ddCpp5sO9+Tr29lG7sQsEOPXiQtwBmeW7u/hsZyfLq7tw+veVtG/r4ol19Zw7JJ0rR2czOPPwsPtZ1bN4fMPjTM+dzv2j7qdFo2HxzwqYW9PFdlFGOeiWwhQMMsSuIAgSLo1Kr1nBIepxhGQUUQBJAEFABWQhPJmY6uqmuLGWzD3bSOtqRVQVEM1oo87DoPn/7J13eBzVucZ/s1WrXfXeLcuSZbnbcjfGDeOCMZgSwLRAKElIcgmGQC6kgCEhlJDQAgQCGBsbg3tvcq+SVa3e+0paabW9ztw/RpYwtimphOv3efSozTlzZnbmlPe83/emUZfvAeT7Gz9qKit7k0ls2MVgRwOt9lIA/CgISMnkitkzSB0xHk2XEmdxF6NKe/glXnJi1HxklTc11RLcrs5jlvg2Sn9XP/Gh68kguGcSCeNuxBcRg+lkO1KTBb3Hj0IQkJDwGFqwRxRjjyzGGVaJT2vqL/95+BzRGDTXMnz8XYRGDLiAREVFERUVxaRJkxBvu4W6vGLUkkBYYiyB0eEoVd9s6dhS0cPp7XW0VAyQQIPHRDF6TiLhcQZU2us5tfETTqxfy7DqIgC0gXrGL7qOcQuvRRsor20yRo/nyjt+QEd9LdWnj9NSXopGF0hgSAj6kFB0waHogoJoKS+l4sQRXD3dsH4lWcCkhER8+u/D+EnfqO3/3/HUU0+xfPly7rvvPhQKBfPnz2f+/PlfWqa+vh6VSsW0adMuecyKFStYsWLFl9bzyiuvcPfdd5OY+K/L5/CdJUHO5QWxCS687Y6LkiBOq41TG7Yz5aYlaHT/WMjKuXwg6thABKWAMkyuz9ftwtTcSFtlOQA1uSeZ/f0H/mle5udUIOoEA4Ly/Dr7SZDe80kQt8PO+ud+RWd9LYEhoeiCgjE1N7LhD09zy2+fRxPw73HT+f8As8PD01vOAvDQ7CGYHV7quuoobbP0H1NmKqPF1sLclLn9f5MkCbOxjeDIKJQq9b+0jd12D5sLWrh+XCIhur5z5f1N/u6xQlcVRH81MSCK/n4lxzkSBCAoIhKrqRNbd9cFZcx9ypHkEaOpyTuJx+nAaeklMOQisYU1ORf+/jVJEK/HjdPSK7cnUs5TEpmUIpMgOTloNmyQJz2uf5+t9XcVksdD96rV2A4eJOaJxwkY+p9PRPbvhs8vcs/7p+myXVyF98CVg3liwbAvrWP1yUY+PtXIG8vGkRT+7U+idhmX8a+GJEk025rJbc8l15hLnjGPFlvLecckGBKYnjCdGYkzGOwfyuY/FSCImayZG4yfVpJb3qBT1UiQT8+thWNwdpxGMWwsid0mziTC3ojJLL8eEjOHn1dv0/5PcGjLEPwaUuMexFPrwVNvoeWNA1jStzBy2mFSXEmEmG9lR+hInk57kB71RzzU8SdadU8itNoxiBDkE0EQ6NWpGPaD889xMSy+cjYfdN5MQtE4Mjsn01M1B3v7GB4aquQUAoeNKvaU3oBNvIJrU54lYVo7xz77gBt+8Rzjp41nj28P+1v3IwkSSlHJtZHX8thVj/HEZ09w0HuQJkMTnggPtwy5hSmOKRw6dIj9+/czKC2dnIou8hp6GBQZyPD4ELLigtFdxHFFkiS+//FaeihAoelAoe1EUHcj9Nm2vFelZsHgedyUcRPjoschCAKSJHH00yrcSgemcfUs3v0uFl8r7s55+KyjAIgK0jIjPYr8ph5qO+2sOd3EmtNNjEgIZsGIOIJ1agLVSkzeGt4sfx6Vfzgb2iNYffAUbnUf6dLXXIO5m7TmQrKqq4g3NqNX6JkYs4hYrawmrYquI+nGGfxi/y7KvB+g0NhI7ghjdEM8gVYngS45J4ZaG0Di2GyCIzOJSs2mxtzA+ooNKEU185MWkJI6lIcPVWB0KenOXMpt48DTWssJezDv1WtQaXxEBrSjs/8FfcRgom6aR5hiKG+UdfJkdQ1Wj5o5pk6GRL6PK/oMABpnLKENczAYswkZlkHIrWko9fJcLWq0PJ9xdDlpO9RM25kObJ1x+DviCIpZQta0cPxBVbg0AWzbuR+734ngCmXy0CVcecPwr3TQUSgUJGRlYe120WvxYmzrxu3w4nb4CDCoGTo5FqXy4kp7SZQ4tbWO3O31fXUJZEyKYey8FMLjzl+TTb1pGWnjJ3Hs09XEpKYxbuESAvQXqn8EQSAmNY2Y1EuHbA2bPpNZd99HfWE+ZUcOUJN7EmtLM2rt5bXNN8XChQupqqqipaWFpKSkr1Vm586d3H///aSn/2PRBdHR0SxfvvwfquOr8J0lQc45xMg2uXbo6yg+j7VPr8DUWEJTVTm3P/Orf+h8A6EwBhp278ZV1YGeFHw9bkr3H+4/zmrqpKO+9ktf4G+CgXwgF7qN9IfDWAYm4h6Xk/W//y3tNVXogoK56alnUWsDWP3kI3TW17L91Re59pFfXpC74TL+PvxuezldNg/p0QYevDKNzYUySVDWR4J4RS8P7n2Qblc3KxesZEy0rLks3r+bPW+/ii44hKwrZjFy9rz+EI5/JlxeP3f/7RRFzb3Udtl5eskIsLZDxQ48ogKfqCSwreBrkSDWrk78Ph9KtZqgyAHFh6FPXWQ1XUiCnFOCRCWn0FFfg7Wrk5621kuQIPvl78Ovh7MboO4giH5QKBFdPpDod0e6sG3yudXagP6BNSIphbrcUwir1gAQevPN6MaMuWj5y/h6sB0+gvF3v8NTKyvMul57jcRXX/0Pt+rfj+O1JrpsHoIDVMwdFoPbJ+L2iZhtLpz5+WzLVfKLqzMvYl0pw+cXeXlPBV02DytPNPDLhV9OmFzGZfx/wM76nTx26LHz/qYUlGRFZGFQG/pJka1FO2nY5WS40QFCEGtnSvjcqwg37cOBSKA/gBXND5E8PokdOX8mRLmb2XoPe71j6dKEY/R6z8sl7yjuoMnxFwiCWN1NRE3PxjyiiJpjL9MbdhxJISsWAqngdn5DVO2rfDg4nleTb6dXtYnfpOUQOPnnmGvNGA+14O/1kHbXMBSKrw7TVggKrksbyQuOj2mPLOSq+jvwWCNoyIUY4MZzB55O5kTRK4QN24ovYBeP7XBwoPsYTp8TBMhSZJHSmIKiQcHrpa8T4Yxglm4WxcnFGN1G7th+Bw+MfACbOoiTbTreenYPVo/0hbbItrgj4kMYkRDCqMQQAvUmfnfyRewRx/iiB6FSDGBwg4qGRCvbarexrXYbaSFp3JhxI9YWHxu022ibUAmCHBKrUIIucTUZum4enbCcqOgQ/thgZF52FFleJfvyW9lR3E5Ji4WSFgsa0U2yq5aApC5cQ35PT+hABkClz0tKSy1pDeUMbqgk2C5vgkgCxKYPxedwcrB5DUODJzIy/ArSOxLofjufWUFNzPTPILpDjd4u4Ze8+A1atOlJBCQkERiXiEanRaUU0Np9jBbjiQicia/HTkyFh+rKs6hEO0Ni9Lx393jiQvR4XRmkmfYzrOITdBShEkVa+ri7yqqnUenSOWi2UuoyM0wrETdMwiV4QFQSXr+QiNrFqA0GQm9NR5d5odsNQGCkjkFL0gibE0/d8U5yt9Xja7JTvNaG392AO1yL3aBCkEJZuuA2Rk7+6jWIJErk723k5KZaRL900WOK9jcz+85MolPODzXxOH3s+Vsp9UXy3CtrejzZCwcRFH7p/IMxg4dw/WP/2FrsHJQqNWnjJ5I2fiIep4OaM6dJzPpq0vEyLsTPfvazb3T8gw/+c6IdHn300X9KPV+G7zwJItvkOi74v8/tobulAoD25gpEv3ieDdU3hbdNVoK4tVasD/8cpd+Pc8qPIDib0lp58RYYEoqj10xN7olvTIK4vH7W5TYxf0QcUUEDqpVLOcPA+UoQSZLwedxsfP5pWitK0er13PjkCiKTZBZ8yfL/5ZOnf0lN7kkOr/6AK2+/55vfhMs4D8drTKzNbQLgd0tHolEpGBYnf06lrRYkSeJ463G6XXIM6p6GPf0kSMGurQA4Lb3kbdtI3raNxGVkMnLWPDKnzkB9Ee/ubwpJkvjfDSUUNcuTg61FbTx1TRbqglU4vQLv1kzALaoJfHkNkUOKiUxKITghBW38YEYMv5Dh7WmVR/XQmLjzSLSgLyVBBhKphsXGyyRIeysJmV+Q4nqd0HgcvyRQLExniOIgBmc3tBUgxYzF+MoZkCDmkfEoLrKz8XlnmHMqrMikFFI7zahN3SjDw4n++bfDQ/6/EZ7GRoy/fx7bfrmvU4SEIPb2YjtwEL/FgjL40rG43tZWXBUVGGbO/Kcp5P7T2F7cBsA1o+N57vqRAEh+P00P/xz7kd2s6ZjNmcaJZA+6+IT2RG13v4pka2Erj8+XCROn08m2bdsYMWIEmZfDti7j/xlGRY1CpVAxImIE2bHZZMdkMyZ6DHq1vKvc2thFztYiekpEBFGBT/CzcspB3K7dBIryHG2KdRQ/MC4lzhtOr+UQo25pwKeRbSCz3fkcUk9jtxXGSxIIAt52O/UHP8Cd1YRS0hM19EryTtyM2ZEHfWKDAPMgQlpm4VfaMAkWflxvINnh4rnhGj6MX0Jc2dvM5ibi0x4kcWwazjMduE+143L5ZRcSpw/JK6IbGYl+Yux5/WBT84fE9qwkTKmlPLSU6+7oZZRlDL0dTiwmJ5YuFz0dDkSvSKRbBwU30RE0jkJhB85gJxnhGSzPXs7kuMkUx02i/AAAIABJREFUFBSwY8cOnE4nKpWKh5Y+RExKDE8e/jU5zXt5veh1xOgI3MaF+GwxROnVjNE7cQdFUdbhpNPqptJoo9JoY0NROZqovahDTyMIIpKkwOCdwJTEsUQHJBMXkMzQ994l9PAetg8ZzYm7Y6l1HqWmt4bnTz8vX1woBLgVJDXHM6g1mHCnG3Owg87QE/zG9y7l8QtxfW7tPTlFxQ+jgxAKS7DUVVIdHszJqTPoDZH7Ua3byeD6CtIaSkhtqibAK5NTHpVIbZwT5ZAonrr1FaIi4vF5PBxZ8yF52zZidNUzKeZawongup5ZfR9q39c52IAKoMKIqHBjjyxBFHx4JBUxohIhUIUgOcnQWPizvpWysDx2HW8lQi0S0jclCepbYrTYYikzZTA4tJFBwfX4nFVM08K0z7nY1jsNrCv9CQZbCoO0CoZPiuCO9Iu7b/h8PrbkHOfksaNoRRdB4VFkXTWY+oNGRHsSfn0Mdr0cZrJo0SKGZw+mYG8jPq/I8Onx6II0mGxuXt1fzYlaEyMTQpiRHI7veBet5fK7oQvWoDOo0Qaq0AbK3xuKTZhabHz6fB5jr0piwqJUVBolZqOD7W8W0dPuQKlSMPP2oWROvtCi998FjS6QYdOu/I+d/zK+vfjOkyB2wYXXaL/g/1W7jiD5+1JxOy1UnygmY9rov/t858Jhmg5vwOCXE2B68z7ApPLhtFrQh4Uz9abb2PP2a1TnnmTqTcu+Uf2v7q/i9ZwaDlZ28te7JgAgevyyyoXznWFWPvsYHWWV6AUXBoWEVqHA9SMVDq8Sm9WHRqfjhl8+TfSgwbhtNvxOJ/EZw5j/w/9h259fIHfLesLiEhg15+q/+378RyGKcPglEH0w83HZ/+3fDJfXzy83FAOwbFJy/2InPToItVLA4vLRYnaytXZrf5n9jftZnr2crqYGOhvqUChVLPjxw5QfO0ztmVO0VZbTVllO/q6t3P7cH1H8g0k8PzhWz2dnmlEIoNeo6LZ7OFzRwey8D2h1BuMWZbmlw+WjsaSQxpJCtkVfTV2gh3eusTD3ivHn1dfddmEoDNCfB8Rq6qLX4eHj0038YFoqKpWi3xI3LC6BsLh4GksKL54ctfE4+FwUOoaRs24jrUljWGjYDzU5eKUM/GY55MtZ1IU++0KfcotJziUSHDWwUxSm1pJulAf46MceQxnyLc7R8i3G3udeI271Wyh8PlCpCF+2jMgf/4iGZbfjrqrCuns3oTfeeNGykiTR9MMf4a6oIPrRR4m497+ffPX5RXaWyLHhi0bKEz9JkjA++yz23bsBmNOUx9aClkuSIFsKB96B1l4XZxp7yB4UTn5+PiUlJVRVVfHTn/4Uvf5yqvvvMlylpTTc/X0i7r2XyAfu/7vqONpjJTFAQ8o/GPL7bUCCIYFjtx5DpxqQtfu9Ig0lJkoOtfTvOgso6A0vYX3GOtyiGQUwyBXP/cYbGScOh1kW6hW/wSU2A6ByhqNQBjJCfZpDTGO3YQRPdNfiD0im88NCurLWA2AIGUpRcd/nIEJAgYJYxdUkLn0KY85OFPrBSF4RpVpgZpMHcY7Ic8ZAnh90P1FVv6XLcT9qewyhrploiuJRucJQucNQeg0ICLiqu+mtLkMzCxzeWtqNm7DZSlEKsDRpLO/WF7KybiVbrr8ZtUIen/2inw1VG3nn+PsMqh9LlnEacdY0ri19iK5AB9mLhpMVloggCIwdO5aEuDj2bt/G2OzxWLWRvLO5jj2F8/AGhqGN3oFCY0KXtJIgZyzTaqOILbEQGBLKMz9Zji06jP21BZxozaPEth0Redz1WrPwdMzH5olmQ418e75/9i0mVckhrNMbqnjj1G34VVegDsknSJfHoE4Y1BZEvNWJ0J/aEnzuKI5kXk99XAZIkNhWj8rvoz5hMCdccEIwoBs6EtWQYVgN8pit9thYpLAytL6RQTHRZM26j3wxn5dOv4jo8eBVSoyLG8/rc17vJ8xUGg0z7/wBqWOy2fnGy+xtfp9Uw0h0KgNKQU1oZCxxacNo7vFhs3lQiBIKUQJtO74Rf0YyfLmT3eeX/KIEtW4FJU4l1V49OtVISrpCUPsrCLXpGKnzMUKtJ0NvwSsp2Nar5IjdjzdwJ87u28mV1Hy6p4J1JW38bulIRifJZIjP5+N0Xj679uWAxyFzNgLYejo51dMp2+EE1oKgAgEcQRbWWdaxd0UZQa1yC09srcaU0M0u0Ui7T4voCcfZZCdyfxcGScAvgCo7nLnXpZMccf5447B4OPJJJVW5HZzZ1UhNficjr0zk1NY6PE4f+lAtCx4cScygr5eQ1F1bS8Oy2wm9+WaiH/6fr1XmizhpthGhUTEk8LLj5WV8Nb6zJMjnc4L4u12IHv95O8QlOXv7fxYkiVMHcv5uEsRv9SBavYiIcETu9H1KJSqPHWXBJwip4Qy/cg5DJkxh7ztv0Flfi6Wz47wF2ZfB4xNZe1pWFOwr76C5x0FiWKBsySuCIkiNqk/14XS56ThbAX4/dlT00z8OCfChEvxce88y4oYMRRRFCq5dgq6zk6QN68mcdiXdrS0c/3Q1+959g/D4BBKHjehvh6/HhaBSoAz6oujx34O2tjYaGhqYMGECyksRAJIE25dD7rvy78OugVh5J9Zps1Kbd4qhU2egUv9r82z89XAtdV12ooO0/GLBwI6tRqVgSHQQZW0WCpq6ONB0AAABgWZbM5U9lRiPHAdg8LhsMqddSea0K7Gbezh7cB9H16+ms76WmjOnSJ8g5/fusXsobbMwNS3ia++kn6g18cy2MgB+uXAYzT1O3j9Wz6ajBcw2N9Dpk5UeGUGdTIjtpnPWaxTXtlJbIz+zG3LOXECCfNEZ5hzOhcZYu7u45Z0TlLVZya3v5s3vjcTWbQIgNC6e0Nj4vnouMrnoywfSIiUDDlotajDIf/doBwhFe277RUmQc0oQITiAxRsWMzPxSm58rxKlJGHSB5B4xaUTOH1XkFPewfJ1hTxz3QgWjvzn7MrUNxiJWfkmCknEPWYCw579Ndo+e8XgxYvpfPllerduuyQJ4jh1GneFrMjr+OMfCZw4Ad3Ikf+Utv2ncLzWRI/DS7hew6RUmeToevNNelZ/LOedUamIcvZSmXMc8doRF4TEeHwiO0pkJcngKD21nXa2FLaSPSicynI5t5Tb7ebgwYMsXPj1nZsu41+LvLw8TCYT06dPJzDwn5PDpefjNYgWC6a33iJs2W0oDV/tkPF5nDTbuKGghlSdhmOThn0nlFY6lQ6X3UtDcRd1RV00nu3G65Y3nhAgYUwQxyP/xnabHIYc5DNwV+c1zDdPozi2kvqxL+Py54MIalU4MZab0R0dj6T0MHH8W/wlxE+ZIY2ida8T47qd7sA9eAM7EFDSa5FzNAQeUaCqHs7IX/6+P5G2YbKKlg9WEjb2dkAOJbhhm5r6tB5Wh4XxVNxjvGD+FWGhtXQOXXveNQloUEuheMUeJKUXys+/5oCARO4d+xIb2m+mxdbCzrqdLE5bTJ4xj+dPPU9ZdxkIII5wkT49kq4cPZGmQUQ6AqlfV8eazZWURyqI0/lRtlaitnfzcomGLs1APpU0zQxuGLKUXvVOPqn8CKuunZ1Z7aTEBOHByLsn7sKtEc9r18jIkcyIuJu317aT5OtBG+BBGxzG9Jp85vcRIG6lmmCvg5ntZZj1Kga1dBHrUqFAAmSVdrcumtKAwXSNHEPtkBj8GjVKn5cZJ3czvvgEAhLmoDAqxkylcMhoenV9RIbPjNa6jUeGDEN7WqKpvY3C9jYKCwsJCAjg3iE/YL9hP0lhSTwz/RkC1Re+lymjxnDnC6+x553XqDp5jMCQUGbddR9Dp85AEAQ+P5vp7NxHYcGvEJQevA4lrh4tAQYdYfGxIPgRRS8qVTBqezRCtQG1NQqNKxZfZiIt2gqavTtodteC+yjavum/PiCZq4c/hvtEM4c3bkP0Kxl+60xOOv+CZKhg8tT1LIj8JS/vbqS0zcJ1bxzlzolJzItzceTwYZx2OSTeIalRxA6lVwykpqOKJHU7cX4lKqUKELGqrRw35DFvxz0E2ePwCV7MOiORjkQiGyO5jXBqw4uwaZsY1T0TAYEulZvNOj+mKicvvdTKtaPj+eHMNDJigigsLKStrY3pt0wnfUIMB1dX0Nvh5Mg62UkmLi2Eq+8fgT7k65Ov5k/W4e/pofu99wi/605U4RffJLgUSqwOrsuvJkajJndKFqpLhJtexmWcw3eWBDmnBPEKfjySD1+HA02iHIrgMltpbpOTVYpqLQqvm5a2SnxuLyrtN18ce/tUIL1iHYYuE36FgpzZs5iTcwiD1Ux6O4yYdRWBwSHED82kpbyU6tyTjFuw+KL1tdnaaLG1kB2bDcDu0na6bB6iMGOSgll7uolH5g0dyAeSOBAK8+knG8HvR1SpcSekcqWkRuOy0RHsw2uu5IqgcgzHHoMxE6nadojgVnnB2fzpp4Q9/jhTbrwVU0sTlccPc3rL+n4SxG/3YnzlDAqtkpjl2f2EUtXp45zZvokAfRCG8HAMYRHow8IxhEeQMHQYau0/h42VJIl169bR3d2N1+vliiuuuNhBsPvJAQIEoHJnPwly8MO/cvbgPjob65l5x73/lHZdCnvKZOXBI/MyCA4YeKZcNWYyI/WUtVnYUVGE0+ckKSiJtJA0DjQfYF/jPpRHTgEw7IpZ/eX0oWEETR9O4YlORtaGcGr7+n4S5MmNJWwrbuP3S0dyy8SvzhvSYnby41Vn8IsS142J597pqRQ29/L+sXp217mxq7V0atMBK7F6F7GqDmJHpbLekQg19QCUdnmwdHUQHDlA5H0+tOXzOKcEaeu2UeaVn9mDlZ20N8u7cAFBwegMQf3kSc/FlCC18oSq3SIPar29DlwxKgKaTuI1DDjGeOoteDsdqKPOn+ycc4Y5Zs2j3lJP2cZ6HId8iIJASWIUic2N32lnJFGUeG57GSa7h+e2lzEvKwbVPxD+dw57V+9gmiTSrI9k5VU/5sO0gTC/4IUL6Xz5ZRwnT+I1dqCOuZD07Vm9GgBBp0NyOmn5+SOkblj/jRd73yacC4W5engsKqWCnrWf0PVnOS9KzJP/i72gENuWLYysOk1uw41MTD1/one4qhOLy0d0kJYnFw3jnvdz2VbcxuNXp9PY2Nh/XG5uLhMnTiQy8rv73P4rUOdw82ZTBz9IjCJD/xXjU+0BKP4UrnoaAi89Ia+srGTLli0AFBYWsnjx4n84XEny+7H2hZeJDge9GzcRfvs3U5CubJVJ5jqnhzyLg+yQ/27lUGu1mZObammr6UUSB+IkAkM0DB4ThWdUKy8WP0qrTb7u+T3TuLfjehQhCp4Y9ArFuhrS2vw8GGtg6KD7SUq8G5VKj3uUBUeukVGtjzJaXUW+PpOcIAtX2Q/RmbUOAAk/fp+eqHfc2KtCefH+R/nsc59x8Pz51B0ApSBg9osECiCZXPy0W0Xj+DqORKSyIvAX/GHLr9APNuEL9iOGC4h6EQkPHqFDTuIpKtE4YtDYY/HrbLhDG3C5mjlbdBffH3otLxW+z9tFb3Oo+RA763cCEKQO4sHRD3Jr5q2olWqqk/5CbsmzlJ++myhzIpPdaqKMfrbq/Xg0aaCR+2ml6CPT08CtE1P43o1TsZk62fLHBq4zxnJqPDSGtNAQae2/RkGEKH8wYwdP4qpB80hpD2TLB6tY1j1ApoTYXaSYemkJNdCUmITa50Fy2clyHQY3SAj0BoVii89EN3kiDUEx7O9wgkGF1DevVFm8bJ6ezuZDG3GmZCAplCjUGqSw/fw8Xo3DFM+arj3YHQeZEjeea8Lm8l7TeygUCsaNG0d5eTk2m432knayyEKlUvFJwyckJyeTkpJCYmIiWu3A4lwXFMzih5+gs6GO0JhYNLrz5w+SJFJX9yp19X9GUIK9PZBI3U+p2rcbj9NJQuYwlj7+6/PK+Ua7MW+owtXeAydgLsOZy3BEvUCH3kyNuhH14GAWzrkBq7Gdj/b8kdA+FXlGs4u3r32Lh/Y9xNnufATht7xy1/+w+ZiCsrPFOAoK2FMoK9kdkpoGVSJLFgyjumkdR1v2YR7spQ1QSAoiHTFEezNQu1TcWLwcrU+PS+FmR/RZGrS9JPpqmWRNJcmSRFr3QE600uijHBu0Aa3GQLIni+aGCWzIl9iQ38KiVBVRbfJmXX5BITHDJ1MzLgTvmR4Se0XMsVpm3Zr2jQgQSZKw7pU3pyWvF/O6T7+x+m1lqwkJaPd4OWK2MjP8siXuZXw5vrMkiEajQafT4XQ6+x1izpEFZZv3Ikp+RLWW0KHDsZScAWcvpYcKGHXVhG98Lk+brLew1O4jHGhJTKA7IoKq4ZkMLSwircOMuroOYuNJy55MS3kpNXmXJkF+lvMzyrrLeGHGC8xPnc9HJxq4SpHLO5qX+YP3Ztac/h4/nZOOt0UmXz5PgjQf2IoG8IZG4QsMpjc4kzEdCYy4Lp0PTS2Yj91BlKsFPr6FnvU6zgUAeI4eBeTMy5OXfo/K44dpKMrH43KiCdDhrjUjuf343X7sJ9oImpGIJEkc/PCv9HYYuRjSsidz3aNPfuX9E/3+rwztaG1tpbtbzp1x+PBhxo4di+GLC6X9K+D4a30nnwM1+6ByF8x4FL/PR3XuCQAK92xn4pIbCQz+14Q/uH1+ylrlXC1T0wYWKK7qHrr+WkKyXt5NyW00QiQsGryIeH08B5oPkHd6L1kmD1q9nsFjz38W11aspSLZyojaYNpLyzC1NBEWl8iRalkC/FpONTeMT0T9JYtbl9fPAytzMdk9ZMUF87uloxAEgdGJIaSEaWnogb3ieLrsstonKj4GnPU4mgr4NG/gfhk10RTu2cUVt97R/7cBe9wvKEH6yIWj4kBmaa9f4rPTDecdf04JYv6iTa6tA9qLcfjUWHoHQtuMqsGkiJXQeAwYgaBVIrn9OHKNhCw4327wnBKkSmwmwC1x1255smEeMwK76KCrqYFBo8dd8r79t+NAZQdVHXJ/0dzjZEdJO4tHx1/yeK/bSbepmZj4S2f3trl92Pr6jTPRGRyq6qK6w8aQaPm91CQmoBs3DueZM1h2bCfiC37xXqOxf9KT/M7btD72C7xNTbT/+jfEv/jCf+Wutc8vsuus3B8uGhmHZfdu2n/7WwAif/RDwpctQx0fj23LFq5oLWJbQfMFJMi55MnXjIrnivQowgLVdNk8bD9wEhEQvG4ULif+oFD27t3LLbfc8m+9xouhurqaAwcOMGfOHFJTL271+W1At9fHrUU11Ds9NDo9rBnzJbm5XL3w6T3gMIEuFOZd3M7PbrezadMmQJ532O121qxZw6hRo5g/f/7frQpx5ufjN5n6f+9ZtYqwZbd97fei1+tja+eAJeXGjp5+EqS1tRWtVktExIW2pd9mKBQCrVXyNUUk6EkdHcWgUZFoYvz8Kf9PfJb7GQAxngh+1raMLFcGZ+Ny0A9bxUwPVHVpqXEr+Zs1g4+S7kellDco1EkG/FEe4nXpLCpUkt8NR3UTGTHm9/3htCEhUzn0xwAWFB/hSFI6eY1miprN/XatDruGyHB5jJN0LRzoiSdZ4WdIdjRvTUrnuuJcqnSJ/H7yw6xNiMfy7LN46uoInHMlkX94gsamt2lrW48kCkTUXUtw22QAfKmdNKY9j91eRarTRLY6nNzeeuot9QiSwM3pN/HD4Q8Sqg5FoZCn9GkZ99NQ+xFR835LZ9FMTBU3k+ZT85DbTV3qadrQkh5qJqHUg72tEeMm+OD4ZpxWCx6nk+iQSB5Nv5X1+bvoDOpkwbQFhHb6qFq1Gdw+giJ6aFJ9SomxHQUgAeeeyl59AEV95KJXJdGYOpSu8Bi6wqIwRcRgCo3C93nHO58I4fJiWSMI6BvtOMp6qNT5QanGrxFQOSyIAYFENUXxmvdP/Scz+LU8M+m3HN4tj0MjR47kmmuuYeHChTQ2NlJaWkppaSk2m436+nrq6+sBeZ6bnJzMkiVLCO9XG0gERnpxeatx+9QoFBoUCjWSJFFZ9Qwmk7wR01kSRkbG/zJu/vWkjpjBp88+RUv5WT577tcsfeK3aPved1Woloi7h+Ms6MSe34HP6MDf60Zhl4i1hxDLSGgB08kzGL2NJASk4zDYMRmbqMk7xdx7f8Rfr/4rD+55kLLOMl7d/DxDe4cyWS3fK4ekokQKJjDDjN+wid+dfVG+jCBQSgoiFaOob86i15aJPyyM6xpE1CJ0KUTW6yV6XcPQunzEaI1cd+Nw0mNSKHj9HVociaiGlaHOcqJpVWP39WBXHiUqo5Bh4pMcK/Whay0EAbwowOWkMS+HFn8YJ4QUPCFqRJeL9147yqKRcfxsbjoKjRG9Wk+c4dIKVHd5Od6+jTGAnjVriLj3HoSvacfr8Its6Ojp/32j0XyZBLmMr8Q/vhX4LYTpyCFMFWWXzAtSfkKWSXpDIojLkLPuKx02CgsK/67zeVtteP0uDJVy4iF/qgYkiTqNl8aIYASg9bHH8Bo7GJIte1Q3lxbjstsubLvTJEsbgd+d+h35zS2cqO1mqfIIANepT9FpdbOn1Iin+ZwSRF50HD5+Bo29B0kQoK9jP+uox4+I3+LhxmkjeMD/C7qkYJrOthHS0IjYN8AH1NTit8gL98ikFEJj4vB7vdQX5AHgqRuwdLUeakby+jHWVtPbYUSl1TL7+w8w6frvMXzmXFJGjQVBoCb3BKaWpi+9d9tevZs/L1vMrre/PJtwcXFx/88ej4ecnC/YpR58AQ73DQILX4QlfWRIcy7YOmkuK8Ftl58Bn9tN/o7NX3q+fwSlrRY8fpGQACXxn2PCHfnyQjzNLpMgnWYNgiSgL9XTvLsZnV+HqlwmejImT0elGQg7snqsbK/bji3QT1O0HDt7csd6arts9DrlHYHmHicb88+3C/wiHvvsDCUtFsIC1bx1x/h+uztBEFgSKS++1qsWYjbJ7YgeImfT3lTQhtXlIzFMh1IAhyqQYwcP4/fJ5/Z5ZGUIXKgECQwNxa/SUGw4P9npmnI7EhDWR36ExsQiCAq8bhd288BgRu1BABp052f2btbK1qsqs7wjETxHVsHYzxiRvpDJ3NQhX5s9wMfjxalEWqEjVMC1YDYAxvw8XOVf0CB/h/CXg7Jby7mkym8dqkGSLp7tHeBnb1/HvF3Xc2jXXy95zKe5TQxvk++ZOE4m7N4/VnfeMcHXLALAsnXbBeXNa9eC309gdjaB2dnEv/QiKJVYtm2jd/2Gb3B1Xx8Wl5dj1V3kVHSwp9TIjuI2Nhe2srWoFZvbd96xdXV1NH9uUgbQZqlhW9Fvsbm7L1r/idpuuu0ewvUaRplqaF3+KIgioTfdRORPfgKAfto0xEADES4L1TnH8IsSbSYzZqsdp8fPnlKZRFk8Og61UsGCvtCl4uPyuKWyWdB2NCMIAuXl5f0T+/8kjh8/TnNzM6tXr6ap6cv7/P8UvKLE/SX11DvlhLMHeqzUOtyXLnDoRZkAAch9XyZFvgBJktiyZQt2u52oqCgefvhhpk2bhiAIFBUV8cYbb1DRF+71TWHdIxOEhrlzUOj1eOrqcBw//rXLr+8w4xIldH0OJJs7zPj73vmdO3fy6quvUlBQ8He17T+FmEHBzLglg1ufnkDmA1ryknfySOmPmLluJp9VyQTItd0zebP2fwnRRtM4/WH0w1ciCnBF6s38dd5fCNGGUNpdznsl7/XX+5tjv2H2J7M51HyI+WmycrQwJINzq+2YmGupE1cwpEru36TxEwH429H6/jqaPqmQVSAuB7rTHzHyqiQq3SKHynoIiY3izaYThHvNlEan80SAgbiXX0LQaHDsO0j7uy/Q2roGSfIQFjmWpHuXEHZjBoJagaouiqTDv0RrTcIndnNHVAerTPewqeJPbK14hTu3T8L60mma/rAD41t5iC4fgqBgxKgXcHq0dCW04B2/FlFjBquZ5DMwoaCYyIPleDub0Oh0IAiYO4y4nS5UWi3h8Qk4asoZ0iMwsiKYpr8do/loFUljpqANCsZq6qTX2N5/7QKgUKiItDqJtDjoiktn29zv8cadj7N+4R0cmjyP0qFjMUbG41OpUYh+wizdTJdcGBrtqIu6eT46mrIrRnBHZBiCBGePyXM8lV3u7xSCQLQrmpHWPmJegql5IRx4/S1KS0sBmDJFVscqFAoGDRrEwoULeeSRR/jxj3/MNddcw8iRIwkJCUGSJBoaGvjoo/dpbtlNecWvOHp0OidPLeR07vWcOn0NJ07O49jxWRw/MRuTKQfRJ9CQE0dM8P2Mm389AHHpQ7npyRVo9XpaK8v47NmncDsG1hqCIBA4Npqoe0YQ98RE4n8zhagfjSbshnT0k+NQBmuQPCLRUiJTo5cwN2gZsxOWkaGeROH7OVj2GXnQeR9LWpYwqnsUWr8Wu9JOfkQ+e1M30JT2DhX+dVT3ViGIEN8RwF3ijbwzeC0Ly65miTmbH/QGcVOtTIA0qPx8bHAyLEXHc9cOZXlmL5lCKzu3b6V1y8+ZE/g8d0b+hNu63+WVCf/L4VsO89ZVb5EVmonDZ6NL/yaPDbdiEDxYJS3rXKMp8scjITBI2cPtweX8aUFUfy6s7WXlXLv2h1y/+XqWbLqOMlPZJd/tc/1dXWY4nqAAfG1tWL84z/8SbOs0Y/GJ/f3d9i4zblH8ilKX8f8d3zklSOGTT6D6dCOOtEEE33Y77e3t5znEWJo7aDPJMWthNgeRr76KMSoEswYauqpx9trRfUPJqLfVTmfHToI8Hpy6ANJTLOT1WBE9HqoS4khVheE3NtC6fDnJf3uP8IQkuluaqCvIY0j2JJQqdb8SIs+Y119vt6ubXx1+HgVXMUNdBiKk00AQDj47Vs+oTnnSru5TghxYv55AwBcUxoRBOorMBqxWK7UKI2N644kK0jJuzBjuP/NzHq1YRyg9tKREENztIcRioXtq8IlpAAAgAElEQVTvPqKWXo8gCAyZOIXcLeupOnWcjMnTcdf3TQAFEG1e7KfaqaiTJ+Vp4yYydv75qpaNLzxDTe5J8ndsYe4PfnTR+9bWeIrGEy34JS3dJ0owLS0nIvJCCbEoipSUlFBt1VGliEanUpB7soMGTTHDkqNJbtzAkGMr5A2beStg4n1ywbjR0FYIVbupKZAJp5DoGHo7jOTv3Er24qVoA7/+Z+0s76Z7TTnBs5MJmjFgoHeeagE4XdvnROIxsXXrVhYvXowggvOsrNgY0mdcL3rDmW65ivruegCuDL2C8HZ5kMiaPhAKA7ClZgtOn5O0kDScI1Wwz0XZwRzMWdcAsnWdKMEbB2pYOi4R5UViIT8rqGBzQQcg8szSQSSFyzsW9lOn6Pj988xL6+HPykc44kwlXdASGRpI4OBspKL3WNkgE4p3TRnEpoIWSlot1LkDqDx5jGHTrsRsbANJQqMLvMDeVqFQUhs1Fq/y/Fwy7W4ljbokpveRJkqVmuCoKHo7jJjbWjGE9e3Q9Fnj7vGHAT5EJBQIFFlhmhoChHwaAhQEjI5AcbAZ0erFVdGNLkve5fT5fVi7OlEA09VDyNpfAsC7Vwlka2XSqL2wgLpVn5Hw8ksE/5flWWhr20BIyBgCAy++A5/f2MOpum7USoEPvj+RpW8epaTFwrEaE9OGXBhKsbd0C4eDWwGBd3PfZPqMZSh0uvOOEUWJLbvPsMLehaRQcOXN83nr47N8ltfCo/MyCQmUd/qC58/H+OxzuEpKcNfVoe1TCUgeDz2fyDLzsGW3ARA4dixRP/0pnX/8I+0rVqAbOwbt4MFfeu0+p4/Nf9hCb4eBlLkmZl9/aVWEX5S45a0TlLZZLvr/Wycm8bulo/D5fOzatYvTp0+jUip5ZPlydH3XfyD3NqLpYpvxE8aO+gsZMVfIiZhr90PMSLYVy0Tg/MxIjI//HMnjwTB3DrG//lV/H6HQaAiZNxfrxo2Mqspl6+lZPL6xDBEFN45PxuHxkximY0xf8rvFo+JZd7waPFbQBhCkUuD1uIgL0tNqsbF7925mzjLhcjUyPOsllEr5va6oqOD06dOIoohCoUCpVCIA5rYWgvETEahDqVKiUKrwNzQjtRlRXHMNqqBgFAoFgkJJvqBhfuYQMiLCAPA4HWz8wzOIop+bnnoOpUqFKIo0NDbRI+oI9ThZtWoVd999N7GxsXR2duLxeFCpVHKdgoAgCBgMhvPk6ABOp7P/Pvd/vm43otk80L9KICEhAgExA7l/ymxO7i6oYXhwIM9nJhGluTCs9VfVLRwx29AjMbOhnLIAAx+esHFDVAh+vx9RFImPjyc2Nha66+DkX+SCAaHgMkPeBzDtp/hMTiw5TWhTQ6gQWigvL0ehULB06VJ0Oh1XXXUVmZmZbNq0ia6uLj7++GMWLFjApEmTLvlsfhGSJGHds0f+edFigmNiMK9aTffq1einTv1adazuC4V5NDWWPzcY6fD4OG62McRtp7GxEUEQGPwV79e3DSWmEt6V3uXk3pPYvOdvIg12JfLD9psJFtI5NewgsYkyyZHfOY51FQt5+oYFXB0by+MTH+eJw0/wVtFbzBs0jw5HBxuqZdL13eJ3+WDBDAb7uhmvlENNdLoUsoa9wG//sJvf9Mpk+pW3LuLlj8vZWtTKEwsy0Xa6MHQ6QBBwV+9EWVfHsGQ7ZWFabN1uSnIaMaw7yWsTjnPX3N+z1apmUnQENzz2GMYVK3C/vQ/VowIpMx8lJfl++XnPBm16KO4aM74OJ4GdL1InPYs9uIjOsa/ReZH7I/g1NOzNJHrYHELCJvLOyf/B02El1VFPsvND1NIA0etDBZ9LSCq/YRI+t5vmsrOAHDJ+7i11djTTBHhUamrTRuDS6kCCHlUIuqgUxp45xpnUYPZOmYnJMKBOTgxQM6qxjrjjR3B4VKizUtjaEoFHUqEWikn267EEp7AsUw4fXDwqnncPVKJ09oAuEI3PjcLrIU4fQIvNSWZrOhmFLibe+D2qrJupaTMiRcQSExPDvn378Pl8KJXKgf6uvRWD5CMqMICQAAejYnvx6qrxU48q1UZFhbe/rSJaVOowVH35PSTJiyh6cPWoqN8XQ/ygWVx5572IokRlh5WhMUHEDsngpief5dMVT9LcUM+q559h4Q9/hlKpktXSBw/S0NDA1KlTmThxItrkYLTJwahHe1BMC2bzE08To0pmSMwENG4VUZpEojSJUCm3KYlUppOChKyEkiQJ7PLnZVZa6VT14LE7kdwG/Np4bPUSzWfayBQSGaOAAK2AUumjQuHAGG3h1sr9pESmkRkQQvTc2TQ0pHFy7yaGdm0HwK8JRumx4Dj4J6rC51N3YC9ZtSIN45X47D6aO6oByE6MZEKwQKI6HJtNSUlzOzaPi7wD21mUPZbEa5tZU/W3/uS5Tp+De3c9wNprVpEUPKAKPofuXfL5tw4xkxgmcf1xyHtjBSkT0xgc8tX91Kq+/u6+OA1rm6rocsAnjQKzIsJQK9SoUBAcEIpa+a/NB3gZ/134zpEg4VOmYfl0I4aaeuKqqqgEbIIbX5+LytlNu5CQUCk0TMkrQOvzk+bzkpcSg+C0ULQ/l0nXf30rJdHtw2/qwd8g79D4MqOIuOp+1G/LSoPE4BEEjZmG5dMncZw+TedrrzEkexKnWpooO5zD3ndeJzFrRL839jkSZHTUaAo7C6n35DBKF0BTTwA720ahUfi4RfEJ/pZA9khqUlobqf5+EC1ZGegaZbWE4PdhN9oYN3EqB48cpVTVzEiLvIt+z7RUfng4hOBGWVKakmHiWFsWk4vPUrnhI6KWygx3eh8JUnvmNF6bU07CCgTNTsa6rxHLgSYqWmQSZOiUC/NzjFuwhJrck5w9tI9pt9yB7nOD4jmc+cv/4PDJC902ewjVq+8k4qenLjiuvr6e2l6Jo6osJEEhj9s+KMlpBBqBJJYqfshLV0cgTP3JQMGM+dBWiFSxnepceQF+5Z0/4OialZiaGynYtY1J19/8tT5nv9VDz7oKJJef3p11aAbJA5mvp4fGe+8Fn5+4Fc8gZGSw6UghEEikwk5+fhUKhYI5aVOQXH4UQRrClALRZhsdSEhdcQhK+d6GNHrR+BR49Ip+i1iPy0l3azM5u9Yws87ANY0OSE7gaKCVEAfsOXUWUHL75BQ2F7ZS12VnW3Eb134h1KHH4eCXGwoBPerwI7RLRiADANNf3sJVWoqm2s+IhQ2UkEKVPo1hKQEQP4YzUjqlnii0KgXzeyspbWuhhFiM2hgKd28jY9JUivbtAmQVyBfl2qIokRswQG4FqARcPnlHMj9kND+Oi8d+4iTq+DhCY+Pp7TDS095KYtYIOc9LbQ7dCgUNnTYCwlLZO2Mx004fJKK9EilJwCV0cqfHjP+Vw3w4PJmI3E7sp9v7SZD3c99GIYIg+rl1Ww+i34/9ijHkDymhw3KQqwjGIogIQUHoZ8z4Ws/DtwWNTX+jqmoFBv1QsrM/Q6nU4bd7af71K3hb6kl54znePiSrQJaMSSAhTMfN2Ul8eLyBtw7VXkCCOH1Ofn/q9/1y4zOJHgr++gLjfvKr8447UNlBVIW8i+xOTyHPsoVBCXrq20JYm9vI/TPkMANVeDj66dOwHzyEZes2on7yEACWPXvwd3WhiooiaO7c/noj7vsB9hPHcRw/QcvPH2HQ2jUotBePK+48a2LnW4VYPDJB13ogmPY5VcQGXzyEZ/2ZZkrbLASoFQyJNqBSKFArBfyixJlGM9uK2rgnU83mTRuwumW1gM/vpyj/DJOmTqO9J5doZCIzUumiuvj71HXczdW1bZD/EVJwPCdtK4AArvU14WtvRxkWRsKLL14g6Q1duADrxo1Mby3ijZ1HkKQIRCRW5cqk3MyhA1bOE1PDme4th8AAkCSmXb2QA+++TkB3O5rAcLq7K2hq2ghAZdWzpA56ip07d37pLn+7JKErzkdrtZBh7CG1L2zCmpfPqUkT6YqKoiBxCCfSRvBSQS0rhqVwW0wo2/78Ak2l8jjTUl5K8ohRGI1GcuwJ1IiRzIqwkmIvZ+XKlUyZMoW9e/de9PxarZZly5aRnJyM0+nk008/paamhvDwcO644w7CwsKwdHVRuega9L0DCgyrwUBe9ng6o6KY67Mz9de/xqYycPfxStpzmmkN03LSbOdPw1OYGzEghX6/pYu/tXQhAPcc2YrX7ycJoBw++1y7VCoV9913HzEHfw1+DwyeBSNugM0PIR1/E4fqBszbGpA8ftrz6tkRII9Xs2fPJi5uQOqdlJTEAw88wN69ezl58iS7d+8mNTWV6OhoHI56ampfIlA3iMGDH0YQLhTkusvK8La2Imm1XKEI5XsTZ/L9Vaux7c/B29KCOiHhgjKfR5HVQbHNiUYQuCUunBqHi1Vt3WzqMDOjsgD8foZmDu1PIP/fAo/oYV/jPgCCFUGMdWQytjuDsfZhBIvhrEoViEv6I2maAvweDWPGvULumRSMjhrePlTL1cNjWZS6iK01W/k/9t4zTo7yyvf/Vujq3D2hJ+eonFEkSCAEIsskGxvw2mCDbdbGYBbjgMH2XRZwAGMymGADBhtEkgChhCSUNdKM0sxIk/P09HSOle6LFhIyLJf1f3d97/3f82Y+U931VNVTT5/nnN8553c+HPyQu7beRTB1IuuwabSJ1vFWzrcFmKVms9ca6n/Iru4wjgNNiJjIDY1MmlHHKVuGsPfF6X5kHyUhFUkQiFhEihoEokch8e47zL3wGjb8sZWO51czub+fKtXB3fVP8qPab/OvHX0s/cJl8P6zCDv6yX/GQcVlJ5c7yV4r8uws2OelmgLjFdpaf8bg8MnEqqYOakIhGVAY9A/SvPGvREbe5YzM38yf4sKw1eLWqxFEFyBiCgJRh8JQrg0TncJgkEpbEoutg4yxD8wEJtDtraOpdD4HCmaRtnySS2dz4wkQ3qpmmJ4I8aMzFjA/103KkqTnZ28Qk208XPRtdFNExGSbWU+xHOF0xxCamkGWbEwpdbNcbwFXFhBNKzYcgNHXgZhTjOSC2XN1vJ6nmX2dncGhAGm1l0zaQThiRxI1ZEsaWc5gkdPklWewWWOItjCCnLU7LEXwkSusJRX8oSqajFN4pewShIzEnY0VXFfuIx2L8tJPbyM4NEBRbT0X/PMPEEWJn71xgOe29fCtJXXcvnwiRbX1nPJPN/LOug30CgKPPfb4J+ZnzZo17Nq1iyVLljAwMMCuXbtwCCa6Mc5wUQ7bjA2cv6OZHDkf0V2M6CpG8JQiOguQPtIRBpwoPII83Uue7s16ch9tMZ80tQGFMhQWj3no8Z1HW3SQN994E1ESue6665jZMIrSrtFHCdsys7mSVbDrSd7GRMUCZdM4dbAIq5wF5keFDlxrdyEgcCL3WMBSUILqK2X77j1sKN2AYU0zJ7eRuabGgNbHqtg4V6+6jldXvMih197i0Kb1XHrH3cSjIxgd3Wgi7K70sb/AxiXbeyk+PMq3n7qYxllncf2065leMP3THo6ORIrt4TjWxB7+uuMRDCNDHnDfMNwHSLqAZAj86yk/4dyZV3zqGP9PPl0CgQCTJk1i586dVFdX/7de+/LLL2fRokXccsst/2XX+L8OBCk//wLWPPw7Kjv7KFj5OvZzzyFuTaFHMhgJlbamLWCazOgZwqpleQF84RgWzYcaj7C/dT/zX34KfA1w1k8/s73qUDrDr/f3sdz6KiXHWm1WfffHWMsrkKPPAVDmrsYkj+Jf/JzBW39A4LHHqfzpj9kJ9Ozfh6FpdO7ZyVhfD76KquMgyDWTr8HSUs7u4CrOdL/FutY6dFMkqSvY9CSQpHBwjBJ/GAbhSDKC4Mg6C3I8QkdzhFnlE5BECT8R+scGCe2OUVFbx42DGxFNk4GSPO53Xk17bQXnSDv54uE1hOMBvM58Suon4MzNIx4cp3PjDmx6goPRp4i8bcWIF6IPqURTfkRJIuwfQVPVkzquFDncFJZVMjrQy/517zHvkpO7QzRv+RV93SeyMEwEhltEDu16nMlzbzjpu1ub9rIpU4MpiNTEuyjThwnm1hI1FRQzSZdZxGvG6UwSJvGNj5/YuBw+uBf/wR1ExyYiSTLCbx5ixjlnsr6/lz2rXmf2eRdjsX02OZ5pmgRfPYIR17IFZAYEX2mn4DvTGbz1B6QPZbM3uq/6Mj0LF9DrOw+As2fVM7Z/kD179qB1RjmFcswZ46g5+ZS+rTKKzLjh4GsXnkEgEKDlr38CoL0ozP7dm9j1pxcIjQxhT6tcMRqkbDyKSAgO99G0uBIS0DwYBTGHMxoK8Lms/Ob9dh5ef5QLp5UQSqvk2iwIgsDVL7xEOl2MYAliLXiftzvauG7qdeihELHtOxAAPSOxeOQoB4qqaHc1UFAlg28CfzSWA3BefprY7T+mpmw2zPkSo7ZCBlq38fr9vzxeNvW3fCAAG9pGGcORBTQEgYmBvezzzgTTpM9ewehQHONH30QuLSH3qkvp4WPkqP5WiA7xeL4PedDHXy64hojLw8i5V3DtKw/R5JjI4Ugp4waQVLm9e5jfI0LbOHokQ7fRx593Psd5FDApEMUYDCD5fEz/t4co33gNA5E+BNONIYpYLlvxfxwhZ1HhBfT0PEYs3kbr4Z9SEfgeY088T3pPdi3tveQKQhPn4fRMo3U4woy713DlKRUIwKZ2P4cGIwyNN+NzuJhRO4unWp5iRIjgC5uUmTk054R5+chfmNp9LcrHNsBnPuzmtNFsqOptXy+vdD4BHnB74OEjPlr12UwtmMKVjVfivfDCYyDI2/hu+g6CIGQ7pQDeK6+gLaORSGSY5XEgiCKl995L14ovkG5tZeDm71N6z78i5ZzILjIMg+YX2tjx4RA6YBFMdFMgnLax+S+/57Kv/RZRPNmxTKk6v3k/e7+3LGs8DtIAqKrGvF++RzClce8Lqyi3ZEDXkBIxdHcOO7dsZv6iU2lu/zUy0K06sUsyRWIY/M/wQsbgcgGskUF+qj/IrfYfUbZtDTHAe/FFiJ+iX5wLFmC43OTFojiHh7m0cAAViZXpqWjIvLpnALvXilru4JZyHw1qLxmKAIm2P2bfbaDzKAuv/y6dXQ8fH3dw8M9s/TBCX18+JnBIKyJgOBEFEwETEZMyMUylFEKvmsjp69fjOAaApBUL7liMs9atp2fGdP68INsiPS1K3NbWz/PNB1nU1s5HbnNn004qp07nlW1H6DCyYNrmoIeqogriwb5PACCSJCHLMrquk06nefnll1myZAkbN24kfqxUcXx8nIcffpglS5YQWPk6jccAEF2SaJswgUOTJ6EfA5TWmQ6K7rqK98+8lIEjdcgGSIE04YMBrtZ1vlbm4866UvZE4vz4SLas6Z8PbiFzjHwQw0BMxZE9OZRVVBKJRAgEAvzlxef5Rng1VkHk3UW/YGXSyamVX2NBTyWOlZ2MOAYQPU+wIbkAVVcoJocZtrpPZARaLBaWL1/O+Pg4R44c4bXXXuPc5Qrd3b/GMFLZtaeFmND4808Ax5FjWSDtM+eQVqw8j5VLZ5+Ct2k3wT+/TOGtn20UvjiULdc6v8BLnkVmRWEuLwyN89ZoEPf+/SjhfiL7D9LfOovyiVM+c6z/naTB9HB1ehGn+BdQH61FQiQh6awu1djt6+ZL1gcpTYygDBWTSs2ksGCYG3P8dMtdhPqsHNqdJpHj5bLGb9E02kTTaLbbS54tjyn5U9g8sJkXD7/IWY4oejhFt1nDYtcCnnn3CLNGsxnE7kVnElrdxf1+EQsOCGUzCYImFH9pAraRC4m+8w6R1auZcMst7FvbR+F72WxG53lXcP4kH6uH97Aldw4379vL9y7vp6jNRBpWGfjuzZTefx/yMa4W0zRRVRXTNMmkkviPHmHw+RBjXdUIjQ2kLQqx8XES4XB2f/2YCICOiOaRqWwYILcmTdGEJaS8y7h9lUxYFlByTYJuG8mTGgKUY80YFIZnURz6AnYzw+FaCb98wl6rSfQzOd5BTHDQTTk5wRi2dAyr3Y49GaYuFuSfb7yB3NystrDPno2Rl49rPIC3r5dLy4YxEHgjPYVhw8ObozqdD76Kb34DU1r3Uh7vIu2uRNBUpkQTdAGx4UEKfCPUzDmCRUmTyv6E8H2+JotZ0UEeBXlEQByVcLSApcskv3aM1Hl93JZ5hiGrj/XBMjYdraO+aS9qPIm9ppGKb9/Ghlia7fsGeW5bls/ssY0d1ORlWGa0sPmDQyCcyHa1kWbIlkfI6SZtUfAmYmTCYVauPFHqGTeBigYQBEqGB3ANtaMBuiBwpKGBA5XTMCQLDhRE3eCC9A52l3+FVYO5tAsaPgROVWXmGRZku0kBGgICfR47fqtIaXKUeGIcA5NavZAC00utUUStUURMSNEhDrP5uVVclN4EArxYcQNvuuoZC7m5LLCGmcn9tCinoJngpjBr+ypBtpQ2k1+xkHmRWiyKQkox2GfpZCuHqBjVqYhXMH90HkvOs+CKrUbX40wEPLKDF0ODXPryVzjvfQlFE3n5+QfxD27lKuBghcKQcivikMT2skdY1N/JuXsM/uDbwMa+jXx39ne5bup1n9CXLw2NoyR24Bl7FBUdl+wmYggIpoYtnWBmew6VIw7CwU3w/0CQ/5Dcc889XHTRRScBIJ/GS/Xoo49y442fTWvwcXn22Wf52te+9onjyWQS2zGb6c477+TMM8/k+uuv/y8D7P+vA0EiSQ3/pdcQfO5P5KTSlLccpW9eFUMYjK5roScZpCqkYY9mCFvs6LJAXjJBcThOj6LQnxwlcngdHt6E/HqY+eVPvc5gKsNl+47SlczgDLv5kgmR0mImLVzM3nffQjBNdKsdqz2EEcngOec8kl/ZS/CFF0g9+BC5EyoJZpLHx3tn1Vtc/LVraA9mDfU5RXP4fZ+EYd1M9WCQo8aJTUqRTKqS1dT6O44fqwjEOOiwkvHkokhAMMjhTeuZtPgiDnS0sXF0E/r9e8nJ8zG3dS8A981fQrtZCQK8Vz2fTWUzWPDo8/z2+q/T/sH7VEyeRuuHH9C+bROhsR2MxgUgA5xgCzd0nQ/++DTh0RGWfv1GTNPE/9sHCDzxBHNKSlifq7DvvVWUzD2D6373LglT5oVvzGb81WeJ69V4EmnKw3H6cpwcxYf69LPUTP4idueJPuh/2BcjJvjwqBGWja7DikrFpDwOBSIUEMCZ4+Wu4YX827utTC3zsrDuGNlbyUxwFXG0KwsO+cbDqN1tWFtb8cydQiQcpGXde8y54JJPvN+tz11PVG1n5pk/wxmYTKp1HCQB61X5ZN4Mo40lGbj558S3bkWw27HPn09i40bydjQRvSCbTXP1eafRVZvLG2+8QXOwDWXCamyObahpJ7LtG5CqRbSVMW/ePIL+UQ499wgANksxax/8LUo8ybTREGXBKOIx+0a3WpHSaWbvD7GjpoxxMTtPsypzmFuTxxObOmkbibLwma0Md4TIKXRy6YxxDh5rbfuds/N5qVegI9xB63gr/a/toNzQkZ06ekpk4d4PeeTcsxiylWAUOBhL6qzWsnwPZ7/+JBgGE4LZDhVjSgGGyXEABPjUbkBPbs5mIiAISIbGtMihLAhyTP7cPMZNgDY4hG80a7yHPmqT27GBPlnmTSWf5JlZAAQgZbWx8dQLYeQZmvSzjo/VOhbnN047d8RlonuG+HH8x1gTJnmxJNXH0iWdd95GmzHEkvIlbN74PKKZQResrK9SyUsFybXlfuIZ/ncVq7WQSXX30Xz4eoZHV2K+l0JqOlFH6x7tY7q7nG15CzkwkC0DeWV3HxOKXLSOxPj59k1szC3HrcV507KDZ47Vyc9triGw9FJQf8OGKSZd/+NuGp/4A6Zp0uGP82H7KDf5s2mx+2rBptkQEEjKSQx5jPd736Opdz1D0UHuOOv7CDYbmZ4eUgcOEgCSe/agSxJX1MygbWeWM2Ge18kvG8qYXlhI6b330n3T94ht2EDnJSsove8+nPPnEe0PsfbBZgajWUc2zx7Huei3pLfdwmjCgXHoTFY1/5CLZt1HMhpBsTuQZJlnt3YzFE7RoGSoPbyVD4w+DNPE0DQOb9vEhHQuu6inGx8NQoxlS88k7DfZ0ryHQDyOf7gNIbYbM5GP1PUtJvnm0NX7JnZFJU8weVoppULfyEW8w7953iX+1w2krFa2lXpR/CFEBEQBTFNHzAxwRvFErKefRvrddyl3xjAEKwoGlyr7Wa81MKa6ePK9Ixi5CmN5EYqO8QOV93Qx9UAzgZpyMkCZx0WiJGuQZ9I+FOsYZeXr6Bq5nDXRyaQVL970CKqqYZFcWC1e2lIuqmQ/GbuFPRMmMCsWZ9+ihcw5fznRJ5/Efbid6uYWfnPvnTx89XUohsru2inst3lpu/Kf+Yq/g/y3X6KzaReTv3A1j++JAAIeRSCSMdms1nK6NAx61jmsr6+no6MDXddRFIVl55zDhx9+SHB8nFWrPskVo2kaa9euxWWa+HJzOVpfx8CkSWQy2bB2qZ6LHu5jJM/Fa+mpXLPhVzwg3EOK7BzJPXEMr8IzjPFhMIY/o6KbcPV4Lxm//0RgQxSxDfUg9bSRGjjKmVdfx3vbdzEWjvI2SxHnLuA7fToGEd6o+SfEapOzRnv4deePaIvVEkHBgkqVZKHt1R1oH0rEK6IgpUmnEmTSMTKZJKZpQVFkhoeHWb++herqFIqlgYx6lIGBFxEEicaGn7Gp6SCb9h7mlqsvIXYMQFo5+YSefGD+En7WtJvAX15hn7MNU9II2M5AR0TXddTxcYzAOI0LF/KWowgEmaXOMf609nKs9iqK5R8zrEFIjzFzaRM+Z4xt+/7EFRPv+f+kg/47JbFqM1/pzLaglYRh3NLrlEprudmf4uT6kAjQDm+9ghd49CNL9+3sHx2RtzxFrCPKPquVBRO+Tq1YT2/TJvqCb2BMz3rYLwrXUrp+NdwMZcAAACAASURBVB80K1zlb0dQXOipOcQ29WMBUoZJX8ZgwCVz1jeLyC/PRWg4DdHrRRsdJdXUxIT5MvaXDmMg8NWGOTSnfNw1/jBNnknszDhYa1vKl743hPxvHcS3bqXjkhXw/e9yOBKm40ALangcMZ1CzKRO5ADY7dB3Ml+RKMvkFJfichdycEzh9fxaTI+dOWIfb1ZWM+7IITLmhIAAk06eV8nUKDUHSMa9BB1u0opEX4FIX4EFyO7pNk3notENXD36BkGnyPShHkrNIJvUU8h5YxRDFPnreRfQV15F4bLz2KWLMLAfJbKBOm8l1vPmk3lhNYXuNKqQLQleoRzkA7WWIdNLczAHY1uIIc1kkS1b0ucYiVC3fQejE4vIWxIgf1IWFI3FcomElxIK+VGsCUQlTdgiosgJUAViupOo6SFsekgnFKYnRknquXh7Ysze3cTBcycilUNu7zgNZhfOjjiVr/Ryz1e/zeGyE5mE789eBrOXAfDQ0RFQDawfjiAApiJCxuC2dwY50x2mWldQFZGo10bOWJKUacWhpmnOb6Avr4hTj7agGNl9K67Y6M0tpDQ8hjd1rFQ/18NYfj6RKg/NE2aSMbP6rEgYwYw6GXU5eUWYj6fNQ7NLJSFAAJM2S4YnJ9lRK114EjE0SSZhtXFZZIiCpiaQs6tmv9xLaZ+fBqWBKtcUXJKNGXo1RCDIc/RJAWyJQqYqMnud13PA/nVqUn5mldQTHzjA/uEDCKbAYvcsaoZzUAwL7rxquulkS2gLw8IQkpEhomvoQjEuzc1g02Hq6uJYLHWoag9z3Ql0rLwcGuDtWQ1M6q9lR8FOfrkxW9q2eerFqBMqEd0J3hxdxqL+xzn7oELw1OVEQ2l2De+ie303td5atGAYddRP+fTZvOYYwRN6HDCZ2yHy/b8EufbnDzDkK+InT99PWs2umzlF/2cFuf7Rkkwmefrpp1m9evUnPnvmmWdYvnz58f8/4uD8j4jH4/kEZ5btY0Gj6dOnU11dzQsvvMC3vvWt//D4n0cE87PY8f7BEolE8Hq9hMPhz40Cvdk8yHdf2vu5ryGaBhd1bmFF93qaaouIVzRwtmsfi2gCixNu2ETYUcUvVx1iXetoth5PEAjrepZkTBDwhcZRNBXR68Ga4yXqH6Y41sc8uYdTXRaq1AuouO1ULDkWuq+5hlRzC+NeDzsr89EkCdE0SVntiD+4iRf33kS1p5p75v2JCx/aQq67iesPbialKwgOKz49gBaQmN85hGiaJKYvxNGyDV0QWDetluDE2eRZBA6O51A7tIUFKy5jQ2s7mAbJkZ3MGjCYcaSP1uJybl50M4IBbh+4BgIMWbPgQa6QZMHwB0xiBDWRQBRMDFMgY1HYsPA8CtQg83duRtVNKuum09uRJYS99PafYXv9bUKvvHJ8fpNWhXcbJ/BK7eWEhGwkYaHWxoL+9ykcTzCtz49kmmiiQEtFAcM5bjz5Il/5tz/i8Hj5wYsv89cWF4Jp8OM9TzFnuJMjxTkEKt1EKqeRxE7K7qEpWUF7yoFbNPlJjYFHlCksLWZO5g88++eDBAwn03tHqbBYMUfH6Cvxsb/Qiys3j+seevp4FksmFmL9ixdiqR86/gyWkSqK+i9HyB+kqPMxem1u3G1fI7nrJXTRwt55FzFeUIZ7dCdCX4y7532NsniApxe7cV54AUff28JA9H5KStuPj7ljYA5PHPwqEwSJ1Xecyf5ta1n3h0fRbQ6iFY10OuzsmLGYZTu28M2VL5GRMqTmTWI0X2bqyv3ogsCTc0/njdKLyRViPPsvF/DyaJCXN3Wjd5zMeWCKJoIhMKUqwapvXcGtG29lTc8aFjTeyhn3reaUw/spmB5h0FWAZWua20+9gZaCBixVEWySQbQzh4nhHn674SGsMyfD5dO5cNtUEhYbP9j/FGmXiiCKmIZB6YRJXPXz+wHoSaY5OBzh24/vRMDERKAkNcRlQ6/zh4prSRyLLMmGzu1H/kz9SB8lvlxW2Q18ldVcePPt9D/7XR51HeaDslsJ5s8lJxrmJ3/4PXd8+zZUi0LdwdcZ6J+LLGh8Y1oTj++fh2HChS4bU3vfoaZ1F++eUsE17zdjVzUGz5rCLQuOYJgnCLNOa86nfsBFU2OQH33vCab4Pn9k9O/RUf+ZY+3Y+Bb3HnoIiy2DaBnBc1jEHoe4PoWUXkpjfxx3Os37lacQt5nYvQaH9HoERCiC9PRiJh9pJm1RyLP9iS5tgPyRArrHbwFMCiY8QEoc5br3dM5deg6DZauwRUSiwz6qHhkn7JR574uLkSSTkBRAMF1sSpVweeU+ZpccIqZaqC6/GNubg+gv7WNg2U2MJALM2fAnNsxZwM+v/x42UUAAkoaJAHy5JI8rhwWaXjlCUeQgE3c/iiDA6GmX0q7NJmPNQcCksvwAtgW/Z333YvYrX2X51qzTXXPa78mfdCXbH/gLDq+X0755C198bYC5fbv4zu5XsadTRF0uuqur6amuIn4s+yds2NiplnP/hHw6jnqJjKUwMQjltTBl5i7cebsZeusBImn7v/s+XJYME9PbSLVtZ8tpc1AtCrm5Y/x66rVkxBNRwgbJz1fXbCL30EH2Tz+R4msxM6RR2J0zjYN+G4IBAiZXWfegCCa5qSBBWy5VWg9adx/ClFpq5q/DMER27riMqdPW4nIFOTg2gTc7vsNp+/9IIQILSy+hQC7jSPBVrHvfAzGHtcvOxpAkJDPF/BlvYXUmqO2ME9hZQGK/k9xYFE0Q2TppNm0zG9nQMIOQJ49Ldq3FqqnsqJyIP1FGfDiJaAO7TUCIasR0iSnSMHPlXpThXgrH/MyaPJOtipXAsSyMY1snADHJTjRnA+nCXvISHuw9F2S5CwQBDAPzGI+IDZU5mUlsLl9FNCOTm9EwEhPwh+2ssk6lQB+nKt3FbsccZHSWaDuxG1EETLyYyDYXpmJFTMaxhfowUzppScGajCEbJggONKeVZHk1CAJmYBi1eBjTaMSmSYi6iCBnsxb1Y/GjFbzLFKGddytnY6vsRhQ+3ZwaOVBF+/gZgEFefj8d/kbKi7qZNXEtgmCy9+iXCA5YsQgG3bEcbn/7cQxJ4uL7Hqeu0IfPItF+tIOHH/oF2vUOUmXZAIgUrGX34fnEtJPjWaooMVhURkPOM8zzDWZ/P/JEHop/lX9J/RK3N07aAF/qq8y78M5PueNPl3+0vtv96i+o3mPFLn2ARdqBLgqYCAiGjmkKqDjRTRcxNUW/S8dAQZTCFEoO9LQdl6TizURxmclPjK2lRAxNQHeB7oCMqdAl15A0RarfGSA+YkWYfSOh8lp002Qg6mFUgwMWjerZbzKn6h3AS2nJuUjvjaA9vZU9p51Dh6TwxbWr2D5lJnfcdDuKIOA2U1zb/WceKv8yZf5efiAGsHcN0te8l4RpACZuFWb0jiAaBtvrSsiIYEgWDJsd3ebAtCgYsoJpUUjZHHQWVTDiycfvzmHM6WVaRxs/eeYhCoPjDOUX8P7801kz/zT8eT5yElE8sRiBkIXzpX4WV/kZtaxntHk6yZiXopnFRPNnsmYkhJq2MqVHYmK/imJk6CwK8GoqB0XI8B15NRf3bGKoPY8NZ52Jqih80DCTSInExbzGIrYgcmKvNcIW/KkKwuFC0ikniAayqNKteAnodmRTJ60rzGQYyZCQIyqaR6K+fhc2exzThET8VPburcI0s0BKh57PdrUSj82koaiblpoZjFuzgYxJnUf4yTO/x5VOsubcc9Blmb0ldexonHb8nk451MK//PFxCkLjkFPFqjlTef685WQUBd0UmNLXjScVp7u0iFCnQGTMgtOa5rS6DtYfnYCakWiURplr7ee12YsJOj3kxcIsad9LYTSbZfdR9xxdEGiuaKAzv56aYQPRMPFkhqgMHcZiqmBm7SRBAAMZIVOHKyGjKWOoSghDTtOfKmItlTiEFJMyB9hjOQUJg8X6bpx6CAETFyY2qwPDakdMJbAF+zDTGhlRQUnFsRpQ5migyFVPvrMKr5m1xY6IQ+yxdKKiH+NeMjEx0YXsO1ykNjJZ/ySfx/H3mwhgxEbo9SZY780CD6dRiTddhKHEsJXsI+PqZ0PIQWS0AlnUOJx2ctfKZzAtdr7z41/hS6YpDI/xvq2C3z39M1wWlbXLzv7MrHwdnX5nPz2GgNwxi8qYn/HJJeyaPoNvr/wNSiLFtImFnPPjh0D5/DyA/1n6LpVK0dXVRU1NDTabDdM0SfyDSFsdx7i5Po+89tpr3HDDDfj9JzMQCYLAypUrWbFixd99H88++yw333wzoVDoM7939913s27dOjZt2vR3X+tv5//j8t8CgjzyyCPcf//9DA0NMWXKFB544AFOP/2TPBJ/K3/PAnxnXx8/e/MQ8VgMUzcQTdAFEV2U0AUREzDET7ZjrYoMc+b4ehxyEk9dETdWHIH+XWzwrOCHyWsYiX4Gi/y/I5OFQU4L78QaGEKUJKxuN6pkY8H2fXgScXrz3LRUFZOxObElorx91uX0+fZxdUkOmZHLeHFHL99TNmO0ZYkc3zv9Yh7ruo/oe1YUzSCUX8JDX7qL7zx3K3mxGG2N1WyZcAWrpDySWKgVxlkeOUzSnqatdIhDOS08/IhBXszkq5feyajhoUiIslxpRUoYOA7382L92YzbsohepdjH3P5dlKZH0OU8tMJr0C0WmksTLNz2KLIIl02/g7bCFlrefYvZw0EK/CH8vum0NS6lfKSZ1PgR7lrwdSJWFxYhhWraEEyDH+19gtN6s5HkcY+XvEhWYXYUeWkryiOnWiR/6SXcurEA3bTw5dY1XNO65vjcDua46VwylQFbtiOIZoqsykwiaDooEGLZZxJMfBmRZF8zQjpJbK7M60W9nDbk4ZI3/LSXVJOSJZZ94yamn72cQOc+dmy9FktJnPaUiH/MxqySBK5j9mVwl5eu/TVUpEeZcchPwDuF1sarSNuyvCYJxxEiZXn80e/grL493LbnJZ4//wvYLxxkobGZ7pZpjAxNQDYFBGs+j+qTkU2Tn9pMIv1bycT2M1ZUwoZ559NddqK+1hEfxDv2GJrQBabJvz6nUz8Ev5p3MetKz2ByKsUFqVxU0eQdh0qblHUgFoWa6bH5GLBl68d/+9XZzHZkaBpu4ofdf8G0f4PXfngTomHQf4mVx6c0suLlDtbVXMFG1zQMp4ygmwgpncsGN3NV25u03W6lyBvhN+9+j0NSHd/d+xcKhB5GPyITFgRW/Ppxnowb/HFwDN0EcTCB60iATEpkdmgvyywb+Asr6HTWYlNSRGaUY+RZkTWNSze8S0P7dnSrjIzAgDPGK+edQjzni0i6xm8e+CVFss7aqik8teJLSJkM8pYA8/N38s0pL/BW1/m80bkMydC5d9sfqA0PkLDo5MeThJ0WvnOjQcJRSo6jGsWUYSREQciDNeNkuFzk15fcyEzfZ7TN/Bv5RzsFK5/4V+60vnT8f2con3ktlVTFshk1QYuXD/JPp8/+McNFBKwCJcEBFse3URAZpbs4zsbZYwi6SLTjZpaHu5k91kFE0gnmDSDJCgtKomg5JjG3h2RrIWMUkzRK8fmzrYV7vYfZWr2SkGOEmd0GV31g4G+0kHtOGmeORjLg5fCuM/Alypi75wO2/vAmpixayFS/SnAwyr0lAitHQ0zsy3DZttjx7KciOjAiQfzu2SCI2JN+SsZXYvneLg77izk8cAm5Rg8T+y4kolop9o6innoPu94/DTUBrdY6VgzuY0nrLj5t6x/wFdFdXc1IZSkpixVfSqQ+JSGYEDZKCJg+ai66DfZdT3f3bBB0LFYhCyQhgGYimJDWT4wpARann/HcVpIZjcX2rbzjnk9hm58JgzrpeADNBa2Tp2OIEksjm9jsmU8GK4v0beyflovXMkpn61IiSRmfeMxpM02c8ThJu50GsRNbUTueieP09U9l+Og09gk2/um0P2KRNOJ7JuJe76IsdyZiQT2hjt/hPDqGYYFwvsE7i6up9BZRU7sbi5IkroEhQySRz/M9X+ILH27glKEjuGICY55cBmvy6MwpRfMVoSHTrubzoV6H+VFihWlSJEUZ0d2AyUWhDVQG27OdIwyDSQMB4sVlHJwyBUOS8AaDhPIUXHXvs1ZUGVSzJUyTrTpnbKnEFi+lryqr34/q+cRcg9RKY3hiWX02bh0nXtzEoY6vM6QVcVHJahaKO3ms6+v0KpXkqCGuHHgVxcyQKq1B8+YjqBkcXYcQdO1jRvUxSkgBMAzU/GIyheWk3D1Yo5UIn7pqYMBwcannfc6LZVuvN7mraGuwUugIZ9t+6iZCxsSMylCs0XroNPyhWpKmwl7RR8y0UaEMM83VhTZehNXRhdXeT8VYLqfsbWbUmcerS89lSnoETziIWwBlSi+qy4+gy2DKmHIKKZmLsbKSrTad3oYM0ugsHJILl5BBEEBWk8haFGduiLppzVjtKTJpC0e3z+H007/KzLPP+QwNc7L8o/Xd+yt/T9XBR7lxxt0cctXjSsc58503mTicJfEMy2425Z9Gt6P6+DmSoCEUjeIoLGH5ltc5pb2NUnWcSmscoyJDrC5Drt/D0KAPUTKxWHQsiopV0bBZUxS5xxEF0E2RHsppF2o4ShXhdDUTD/VREV5H4EIr3jclYnUWuDCAlJshHbBxYPMsbEMaiw4f4vWzvowp53HmdAeR0UHau/YgBxMIf2uCmyY1UY0J3X2Ixz4by8vFHo2gnXU2LRMnMDgygmmaDLvzaK2s52h+Mfoxu1Y0DL787uv809t/RfoU834ov4Cu6hpGKktJKjaChg2flCSuWFElmZxk/BPnSJodd7gRTfPwB3eKtKQjCTqaKXHq2GEafBEMqwWnc5yKyv34fL3Hf17xkYno9hQud8+/CxJ+HlFTbqTWG0mMl9BBO2Exw95UPn2aCz1PQZ2Yg26xEHHnUJAMcMebzzBz014MQSBtkXjq9Csp8mkYQN80K2PuXIqEEWwhmbXWM3h6TRuVrkZMLUNieA8tHOSI14pakNU33ZqXjVojAiaNeUMMx70U2dIcCecAAgvZj5ZvxfTkkpOM09B6gIahIQ5Mm4Yuy7hjUTSxHDlRhU07mTzeEFRi7k7SjmxnMGvShz1eQdLZT9qedUB1bFi0OO8akxg0vGi1LrR6D85dQ+hBE5uZ4srBV/FmIqSKq1BzCxA0FUfXIURN5W/lozeh5hYgFjXg1W2MSJHj+vxvxarnkZ9qZMpYByWxUTB0sNiP8ZeUIFpPJiPZIrfSKg/gNK1cll6A8jeFBwYmSdLISCim9KncSBo6GSNNXNLQLTEySgp5XMMWiZMA+m1eNJuMaDWxoGIKJqquk1aTRAQNzYig6VFUMkiGyYwFCzn3y1/57IX2MfmvAkHiuk7dpv3/6xP/C6TjjGk4pU/6wJ8mN998M21tbbzzzjsnHRcEgbKyMlKpFDU1NVx33XV885vf/EQZ8mfJs88+y/XXX09ZWRm6rjNz5kx+8YtfMGvWrJO+98477/CFL3yBcDj8CTL1zyv/UBDk5Zdf5pprruGRRx7h1FNP5fHHH+epp57i0KFDVFZWfua5f88C3PbUIzRt2Isc6yVmlZnbPUpBJEbQYSNiV6gKRIjY7GyvK6a/agLvTb8C88AgUdmOZOgsCO2kQfFz9TXf4OlVr/FS5lQAypPjfPnIezxxzdcZcbqpT3Vyy8gTBPeUYu018Jc4Gcm3kknIDIkFbM2bAcDZmV1YjQ84UBtm3KOCANO6DH70Z4P+ygrWzT+FiCPE/vy9xCxxDFFCEkwshoxFq2TRoSCFQw4kBP54Xi1PPL4BT0AjbLeyrb6UZIWN2pYxStLlvDXjQt5wuVA5scCnS4NMJ8BmR5xYxEfNSAbJ62CHvRoBk4uVg+QeM7AFw6DqSCe7Z/tYE1xMxshGLqsT/SwyyijTHMfHNfQxRtydXO/pQpz3dbp+8T002xR6Ks4m6cgSebVbdFbZk2iiRG24H3fJM7TyBdKJqczwH+GeDx+n7dIrGZ09jdwnHmNab5ZiKTRZoGVpMc8PX8WAWkpjsIef7HmamMvKeJ0by6hEx+SpZOzZ+xGjIVKCQFQu4T1zIhlBYjJh5lmPgGCCaRLXullb34ImZtnRRQNmttlwBKaRdtTTOLOWlPEXRm3jHNDCBMluGrIOM5JeJqbLSQdqMC1WLJkMjoiDgfzZHC3O5UipBcEUaBhME209wlGHj/mpNu5690k0SWT3OQ30OyagW05EkE3D5MX0bFRB5msRK/mGSFNVmPfnlKNaLLjjUcoGVtNeew6GnAumjiv8BnNGtpDfMcK1Gyv50aLr6LTbWZawMDUjscqeBPUIAtDmaiRPDxMRnWiCTF3sKOMOH4tsgxSIcQ4VlVHSdZDrVm9m94xrSbqnsb16L5unlpFSGrFuGOIje8W0CKQXl5A//gGkXsJlxokNnkc8vITl3du54eBfufcyK/0+hVDe2YwXXoQhnRwtt344jBDTWarvZHrpAOuHJtIsTkIvtKHOys+2tjnW0cYVj7Jwz3qmHt7N62f56Kr/ZxBEvv/CU5y1awO3XG/hxy+b/PyGn9NZXoU8GOOmNU8iqyqSXMM2dzW7XMW4TYlro1YKw71IyVb+dKaXlgkz0JV/n1TwwXKVLzbM/Vy6Bv7xTsE7236P/8C9yAMKewcW4IvEkNHREclIIgnRw4d58+n5mFPwkeSJCc4VO5hqDhC0J3gzZ5CK/goWHw0x5+CB4wb438rRmhqaF83FNbQAi5HdlAxBQzRlDHRaCzZz5ZpVFIazab4JK+ybZefPhV/miJjNw85PRZiROURhaZirk8vJ0d3sdbayOWec8kNzkEyRuNVPYTSNqYkkHFmumbxQM5MPPIeipdl3gYt3Z0i0ESNuCtTFq1jWcgtgMDjrQ17smk15ws9dTc9TOpY1LnfXTuU3Ey5l9kg7Z/ftYoa/47iLq4kSAxVldNXUUFQwznzjKDIC48UqA4VltG+8BR2DvRWr6S3YQ4lFIjdQhjOUh9dqkDF8FI3XkzE8iJkT70+1BsmTVGZYn8cIFBDyLqVUPco6zzijoo+y/n4mdzXRdWo9R8XJVNPHIsse3hu+C1H1EHN3IJjt1PUcpbHnKHJEI+zxsH3hfDyNAaojYboGryBm5FImd+N2t6Hm9BKzawT6rQh9UDbmR7B5CNSX0OcsQxFUJppHmBxoQxuOEe6x447BgSqBbZMEdjYKxBzZmSkUYZYucVEgSvVIhg+G64hpVkSnhc6CBqp9URZqLTSkevmT6xKGI8cIQk0Tr6JRqMQptEewulIIzjC6cxjREJEGa+hx+Vkjj7InKWITTDImGAjYBJNzAhKunTUIqARm2LGmJyCbFgwMTMFAMmU63Z30FDRx+lEP+W05VBUH0E9N8z/23UbIyKE+2sFiswm9sBrTNDCiXThND6JoQzJNJNGkojBNTskwQmE7giGTHJrM4KiDnnQekukgrHSzy9eKLgq4DZ1pkUJKmySspNC9Mj3TBDJCO9tsCqoAEzWJiXox9X0xop0uUroFu5TBUmZlyDUDw5SZyz4uYAMbndN42+Oi09HPESM733OsKt9PR6gbSeFKZJG1Ie8kWifHMCxJ5JSXqQcNZD1NyxQ3GWcAQbewfbCOl+ilSDNRR69lKNyIT0jgE+NM8HRx1oyVKEqGRMLNwQNLSaXc1PV2c80fnv1cugb+8fpu88ZfcVe0ioOuBhzJOJe/8TSVkQEK7XEsssmglscq5xIOOT/ZZS6XOMvC+5ge6cERT5AXGGPEqmKxuGnsGUAyPl3f+csLmHxqNz7h5BbJURx0m+UEBBuut+M4Y1k7SpUlWqtqWV08DZ86jC8TOKkry99K2J1DR2Ujkl0hJ57h4g8+oOxYOWhbVS01A70omsaqs5axaU62w1BCsdFRWEZSOWHQCzGV4s5B7n7rMRr6uwFoqZrAfZOvZKq/k2W9u5k12o6IiaGY6JrIUFk53TXVjJT4MD7GZ2ECQ7kFRESZ6f69HKqcwqjDR33wILX5+5ma34pFyj6TYQrohgSGiMVygok1NDgF/6FzSIScyEYhsYIWHL4uSm3DlHhjJOxxEiaIhoUc005AM0ibIEkaipDCridQhAzIGlKblZbRM/C4prNYnUJCSKOh49At+JM99MVbGUx0oJkZFIedikgaUjr+khKGysqyuShKAmNIYGb/ESr6+nAm4mQaDEJT3AxJ1xMTMgyKQdymjRqjkBzdwSblMKYACRXe0GciYXCK3IdHTJMvJD41OUEUNRwMoSYDtMsNqKmpVGgKJckCJLJOomkamGofKmnGrUXUh/zZoE+uk5RsErZqOO29SKKOYWbLtyyCgSgk+EPydEDkfOdeXj/1PCyJFPLOcfSMSB5Blup7cDq9mMDWUgvjSpyiYACLmkFARzBMPKoH/8gE0qaC1T5MnRHB53JhiiK5oyMcyrjZnj8HXbRgmiZOeZiQXkbGzGZM5xvj3DL7dxQXjB/naZUyLpR4KUJ/IdYPrOxxT6CnKoMsponoBehqA3VI1CFQj4DzU9gY0pjERQOHaWIz//PYGgwMEmQ4GNvBZb//yec+7//vIMiKFSvIz8/n6aefPun4L3/5S5YuXYrdbmfdunXceeed3HHHHfzkJ59/brdv387Ro0eZNm0akUiEBx98kNWrV9Pc3ExDw4mStJaWFmbMmEF3dzdVVVWfe/yPyz8UBJk/fz6zZ8/m0UcfPX5s0qRJrFixgnvu+exa1L9nAd5w969opwzMbIokRgZ7OomsaWAKqIJE2ObAwI4mKJgIWExICTppyUQUDBxGGk2S0AQJEwGvESVXDGLXwYINCSumaccwbBgIJEyBqAFRRMJIZI4hmgImgsUEdwDTlcK0CwhJATGuYIu6SakKuimiSDqF3gSZ4hH83hSG5MIULIh6FEmPYUvF8YVUSnpKcKkCGZeVoQoXUdNFt8iH8AAAIABJREFURrFhMT0YwQz+kQwg4LamUSwJArFsSmBpcRJ7vkBAcpOTjjLSIZHULEwUhlgY2I6SjpEqqkRwONAFgajFRpdkZyiVy2gyl6yWMymQ09Tax3BodmREJEARE1hTQSJyIQnZQkowSYkGQxkrYykXIOAVU8zW2nHqSTKYrJPnogsSE+x7sRb4KYg7KA4H8QwmMUwTUdDY5ZzGbud0FCPDFeOr8RjZ6ITqyUPLyZLwCWoG23APcuyEcdJlr+Tt4gsAqJUieBwqWLKAhmHoZDJJUshksKFjAz4duRTQcMlpimwpbNKJnU4VZXrzi+jJLz7JAAHANLFuGEZQDUprApzibyMvYcKxen50nWACXLKGxW5ldXoio6abuVIHndNmMFCUzcCZ0N1OJvU7woKD/EyGSMG1jBRno+2exDDL9o9hidh427ChITDD2Y3VSDJpvBfJZiVm9fDXzEyMY89WLEZYTgtSKkG/JYf+EjshOcyUbhldaUSXrYzlu9k7pRhdElAyaWrWHKLHkuURKbeGOLokWyIiqxGquraQCosExqfhMqJcFNzOaJ6HtYvPJG3Prjl7dAh3+1FCmUaEBgvsSWb3ykW51EeGaVOKkJpCmFYRpU4h06mS523HKJ3ISGH2uo6Qn4zoRPM4WLp9PT957kn+eqrAK2dILN1nYB2/gOe+ehUIAmfu3Y47mABdQ1QzmLpGQHIx7KskVV1Gf4HjeORXNAwsWhSMRNYoMHUI68hpgdurDK4/87L/hZY5If9op+B3930Zh6hko+0ISKaAYAqIiAimiGDIYEonnl0wycgKmigjmgYIKkgZRCGBI5HBM5pAVrOOV8qugCgiGNm0XcEwUKUcwu4KVEVCRycjxzHlGKIhIutuBN2KhIykm7jiw4h6HGfK+J/svXeYZUd17v2rHU5O3ae7T+fck3PSzEhCYSSNEBJC2GBMEMLYF2NsAw5gHK4BG2NfGz8GjDEX2wIDxpggo4TiSBrNjDQ59/RM93TO4eS0Y90/TmuCZhTA8PH5uXf1s5/u3rtO7Tp7V61atepd70J1K1okGxXYAS+OELhS4IpFwntEpYCQFeiwANX04tCAFEpFl+tjFKJZgimDmjkXS1PobVcwNYGyuH1VXWzE4/gpezL4nXmi86DbDkLCVHUdU4E4CEFULxPSTHTboWohSyTlEM4tIBb3xyxNJxONkg01EGo5z/T0SgrSoaBlKvSiUoBc/A44+DCxFYeyKhBC4kHB6+poUsNRbFxxySJIgCYsgookBASkRNUcpCqwUFGReNyKLnYUE0U18cg0ilIC3UFqDnbRRyEbIG2FmTYbMCxfpWIp0B0vAUWQ0OepU6fQpY0pNAzFg4WOLVU0w8ZTNNGcS+Arl4gL5AOCdBDMS2xRDfC5Kl4kfpklIIsXrwlJMAjFqAeCOWRwHle/MuzgUtEXOvn2VJxU3uKGZA2KrTLonyNLpV1VIojiaUFb5PtQbD+1hRYC0VmGWUCiUnQ8zHjnaSulicoyhXiSjD9IliB1QqVZ+HCcOLHUAvFkkupcHiuioC41KbeN4+rlq7bNNL1k5zqI9K4nNVrHQlBjISQwdIig4qplpvUUeT1PSc9T4yuiCslU2U/AjBAyQzQVokSNMH6mqZFnMTw5TkXX4vNladQHmfK6lHQFRXrQXB0FFVdx8QHd6PjKCl6fid3zAgiJJ9mK+wM/yuQcZWzmEgEa3xLASVR4l/JDaxlL+VGw8dshTDuMJcFrKcSwCWGhWjpSCFRFMkWY9/z5Z171HV0qP2999/GvfZme5Gmidp6YmSGAiS6u3OU20TGkjiM0yroHQ9Uq6gUXDzZe4YLpos7aKFZFA1l+HUcTKI4EFxTHRbMdHE0y1ViFGVVQpI2ilNGxUSwvmuVBnQsQmtNQnRBCcQgaaRRZAqXMdG2YhXAcnAi4EYQTRpcaQlFxhYKrVrKzAHhNk4b5SviLowhGE40ko1Gqkws0zU1gKIL+5mZKHhUHl6Jugy9JUIwj9Qz1ygS1xTRqATB0Jn0tjGvNaEiqw6PURcbxe3N49DLC5yLKoM0KtGmBTHrJKR0UwgnUUh5D0Sj6BYWghsdXojo+Riw2g3gNJIeUgrmZNsbGVlEsXcKt5UrssotREARLVZRQkEgKIk2tkqdWKeBqCl7ToW52lkg6ecE5LYUgHw6RjsWYamig7PdfeGZCCrwygE8G8dg6WmYEKXOUNfeSMpJoOkPd7Cz+8tXHuhSCVCzGfG0NpZel6fZJnXk3gFBKBMVFJ4/iumi2fQVOzPB6yYXDFESYQL4ZjxGioGYoWgo5RTKnWISUIerNacxyNdFiiZ2jB7FUld4VEaYalqEqlfFg22X0yQl8rkWpbQkIhQNWC2nXyy/lXkQrpsh5vKS1MHvCm3CESptYYJk2T93gWeonp6jNFlE0nWgmg3qVEAwJ7Ln+Oiabmghlc9z2xBMUfX4ONy/nR02b6VtjI6pPI0pziOHbMIqtgEDB4aaW5+iyhinnPJyIlMmZFrGZADK9FukGCHhsuhN5hBA4OZM+Wc+0XoWtqjSpebZ4h0kX6ikpLqXiApmCn7iZo87I0GrPEy8b+Mtl/IUCiutS9vvJB8IU/UFK/gC5SAghKqlxBBqq1FCkQqzsEjXLeK0Smm2AXULaZYZW93DvX/7Zq/bhS+X/9nCYnTt30t3dzZe+9KVXLfe5z32OT3/602QymVct92riui4bNmzgDW94A1/4whcunO/v72fJkiX09vayfPnyV6nhleXVnCA/U2JU0zQ5fPgwf/AHf3DZ+dtuu419+/ZdUd4wDAzjYthJNpu9osxrybC/jqHkyzqruni8JPJlvwGk/pI1Tp4gXGKz5ggyTv2r3/iSPiUvOSktAclaSF685gCXAg5NR2U8GUbmIjitIezWIHhUsFyUuTLmbIn8vMEIEukBN+DBVX24tX5kQEUdyqPPWIDAqfczt7oRFIHWn0UbzDEx48dqjuPGfcwN+dHtLNKj0L+hh3wyQLCYIxOpJhWrIRuMIi+BNImChTaQQ50uMWf7mC21YG6qQUY9XFWkRBvIoQ1WyFPtliAzyxr5kXIxxEAdyKKfz9EnN2H01IFWuZ/fLBPPpVFGi8zOVurvqc4w2byBCSFwhUB1XcKlAr75HN5UFR660SIhHGucsfAc42116B6BNSkZdCKXcrj+2CKB3u44bu3Vs8d4LIu25DTt81NIAQOhBqYtBSlgsHs1g0vWECvmWDfcR2hwmn3KSuJ2Btd2CVsWfl8ZZJgXm1djJaKojs3avjE2ntPZHXs7RbOLbka5e/+z9PVInty2mmygnu9fU4/IWnhfmEWqgv3XbgchOFHIsWZ8gCUzY3Rp0/TbjSi4bFOHmY0lON7czWBtYyXNMHD+KtQXrXPz3HD2KHMBDyNWHSC5Ro6y8ugCzy1dTzoQ4fySO8Bw8D07TU4Jc//b773wDn3lMk3nJ6idnkfgoUk5jnFC40mWgldQDgc4Fe4Ex0UVaYThcvf5/WRdH/kFD6H0KabTdRxv78E+C2omRWxFnhv6+xhrauS51WmWp7o42zlHm6eGNWMDnGjo4oVkKyym3b1svKfAqnWhTtCQnmfJzBidc5N4nYuGsyUVfmiuJC+99CeH4aafvM/8OPLT0He1Ikjdhl0/zWZdiOC+2gj3Aj8OGT9cyGgNwCuzafz44gXWX3H28JUFF6V98biamMDCVc6/NJM0Np/4cZr2E8ulz1zhYhpHgEtNJpVK2yJAK2BZXizLi66XL9uNhcqzV6g8+x/n+VcvHq9XXK6ibqVAK9Sg5Oqwc/UU8o2cd7OE4iO0tZ7Eig/yttg49pm7GRjbgS1VWssgcSiERikFxwGJVzPojhapqzuMHe8DxaXJ9jKXbGBhro3WgdsRRsU5Xm9PUN9yEK3pJHZs9Ip25l/2v1qqQhlbRWZoOa7fA5178SZ68XgMapr6oKmPBiNCw+QmFkY2MzPbyUvO8yZ/moa2w/hazmNXnQcpkOfu4tyJ2y5wFkigSAejbEOUbVat/FdiHS8gBLx6otuKvDR21NHrOH3gnTgR/WLHBFK7XXrWfxe1+ylCHcdZ3nHVaq4qNS/c8foL/xflp6HvNo6/SHz7ngv/lxePVxIVCC4eryTuJWVfvj/qUjHtrsx5dqXIxePSMeAHml9WzrZ1bFtHiMpGGcJFCIkQkoKsuGqkhLhUqF78u7hoYHYsXhfCxestvqpTop0p2jnwyu31gdUqsVolUEKnlxi9wCtkWaVCSLow38r8fAvlcghFcRGKgyJcFMXFtnUsa1HLSInXMFBcl1IggBZQ0QLgL06xfHiYYKFAOhYjHYuRilVjL/KyTTa9hq1dqRoLBY9wKYsCZQqVl1enAVcSm6ficYa7Ol+z3leXEC9nL+g+18/GI0eubB9QCAZJxWIc2bgRNeCncSHNylMnaZifw2Nd7rhzFIUzy5czX78cVVFRbZv68TFkboGsWsk65Zkex2xoZYs2yvY9e2mZqCCnXSEoBIPcEjlFNhpBcVyax8cJFotkw2EObqmkPA/lcmw4dIhoMnPBQaTiMtDTw2RTE4rjsPHwIRTXJZrPcXPfAW7uO0DycIyDq9bR17KdvNfBUzyBOVlxeHmGA6iZKlZmp7gzO0XYesnpfRHlcGLNas6sWIEa9rCSJCtfWgwBRdtDx8xxthw8gMd6ZbTUBUlXsnCWvV72XbudhdqXk3FWVljzhsH1u5+nZuHyWf1Y0/8/iFGFEK8bjfHzlJqaGlKp1GuW27p1K9lslpmZGRKJxE90L0VR2Lx5M/39/ZedTyYr/aW2tvYnqve15GfqBJmfn8dxnCseSiKRYHp6+oryn/3sZ/nUpz71X7qn7htGS9SwuK14Aa4mF3cahQKoAqFSgd+LSo51aUmkKcGSuJa8zEHymj4zr4IIqhBQcUMaBDUUKfFmy2g5Ewo2bsHBtUDzguoX4BNIj4sd8OAu2Jiz4JgK2vkcnsEsAd0gb3ovv7sKwgE1ZaKmTDibRVcdLKcymKJVBqFQhtJMDlP34PWXKIWgmPfiOzxHR02awfkqJAKrJ4wRDTFwFUZfzbYJlQsXvcYdAqfWhzlo4hZcvAfn8C33ooYvH8RSSqxRC2uyosz0Vp1Ao4vIXz51yLikNC6g7BDum0Pp8JMNhCmpXmYmPKizlV1AuzXI4eWvYCZKCWUHtWATKVpkazpwAvqFa5qeQZ99WWyreKXo7qtU7wCGxHtygcAKFfRFdI/r0jIzTPfQGZqnR5DBMIVYPULTUGWGaVYQVUvUTAwwUN9GOhDm2RWb8bXbvHXXY2w4u4uB5lYOr76Ok7Fu9DMZyDs0pOa4of8YsVKBdMzHqFnxUJyRzWxJbKUzeZpffqaPvau2kYxUYc04mIAaUogXsmR9AdLBMLuXrmdPdzeB+efx9Bt4YykeaV1LNnIx9CxWyF4RK6y5DisnBumZHUcAPqVIj5glRoE6/wyxeZ23z09ypGMlw3XNSEVQ9AgwJbGZNFpEoX1hirVjA+iuc5lmOW5VTMju9CC1e48y0L6cVX1HOGUuYU6PM+cE6dAuKtrGqSy10/M8XapA4uJnZ5hsbWSytZFr0y+RjEmEv0h8pI/zRhWOLZEqyIDGhTHjSpSCjedchluG99FiLlQmf+FF4WJs4V7ZQl76CFGmKnrlruLPSn4a+k6YHkq5+E+pRS9V+tIfi3Ru8srLi2wYCFFBoEAFweEuqk6XCseCXDwvX17JS5+/5OACDuOC0l4seJXPLiJexOKigAvxxJKXgpoFLlJIXPHS3eViXXIRwbF4T3nZl35ZGyVCcVGExIPAQ+VWUlTqksJBCrfyjaVSQd24KsJRwFVAKigIhHwprZyCRMV2VUouFF0X29VwHQ1XXo5KExJ0F2zXi+t4cRy9glqSEr/XIOQv4Q0nEYF5dN1A1y8uMKUrcC0/luWroFZeSa526SfBhgqwpaRcChNI9yDSXeTS9WSzCZzFzGYSSTbWi+mDVHE18/NtLOneT6RqGnXVd1nZ8iJyrpOyYpLUs0SEA0ISD2XwRSv2wktmsmL7cLUydXXD1NUN4y7bgz6/FBFMYocuKSsFWr4RKRUMYVJe3MmVUpDJJJifa8OeWk8w345AwSylyMgMDK5gSSBPZ90opfpzuN4sdOyiqmMXNaUYnpEO3OoMRu0QCHnhXgiJWPogq+OnKP3nauRMgZLPoOivR62ron7HU9hVFdRGuVCFdC9/5y8REGpSIehWMi4hVYzBzfSd24oU7hUQfEdN8eJYK3HrOpqa+tBeNl6kqBAcCiDo+tAXnTMISf7/w/yAPw19l5cBArkfxzX3OuQ1jALhqOBqCFdHcXWE60EIF6kXQCsi9BKKp4xYJDFyXQXH0XGcyrgWioumGReck5pmoWk/nXnGtT04hSrcUhynVI10FaReBL202LYyCIdiKUyhHKJUjFAqRSiXQ3g8JfyBLAF/ZvF3Fk0zcaWCkAKPoy8eQSKpdQRmN+CWYpSEyYLIkRdlFMvAUyrgNUzAxbEMrNlTePJz6KaFIiu6NxONMtnUyHRDA6VAgDMrVlzlObt4SmVKqhfXo+FxK3OPwAUjTTSdpmtimngyhbdcpr+xncbMHIbPRzoWIxOLkolEsVUVgbhscSMUHXQ/aD5mhYMjbFQkDgqWVFAcl4Bdwm8Zl3UHsThuBICUF3DDUghy4RADS3qoLrl0TcyTRJLEpaaUIWIVCRYKnFq9inKg4hTKxWMc3nYNa46foGNwkHwwhKVpZKNReletpBCuLNDrp6bYdOgQwUIFZVfy+ZhI1NPSe4ijG11G2ts5vHkT0UwGn2HgsSzC+TzhfJ6myUoYlaMonFy1kjMrVlzY1MyHw+y+6ZV3eAzT5iub7yRNlDfNHWb5+AD1U9NUp9Ps3PMsO3n2NfujIwRzoSpMTUfFxe+aNI2Nk47FKASDCFdemOUlgmw0wkRrC8+EQly3dw+aaVH0+cn5Q2T8IVK+MAu+GPO+KmzhJWIaVMs8hY4QjkdFcVy8ZbsS9S4qb8zWFUyvl107dlA3oaGXgtiqD1v1MhmZe9X2/z+5XNavX883v/nN1yx39OhRfD4fsVjsNcu+kkgpOXbsGKtXr77s/KlTp2hubqampuYnrvvV5GcaDjM5OUlTUxP79u1j27ZtF85/5jOf4Rvf+AZ9fX2Xlb/aTkFLS8uPBUX62++8hx8Yx+gUCm2WB9+uGgKyg1j7Gqqr6hnp3UupdJbCZg8j7gjzPocqR2XNuJc1x4Mka6KMr49SVlQMPHiyKnUzi5wZERcz7OFUsBUPJthZHLdISc2iqQ7non5SPouu0T6CRY2ehXYKVSvwaA76onHjSIVDVhNn3ATVjsLOos6MKtnttxDSxKu45LmIPIiJIq1KmlY1RVwUyUkvY26McTfKtBumopYlXYGD3Hfge2wacHl+o+DhOxWGTMGSKUFp8Nforb7oBa+x51knvsWejWEsTychJ0FRDOIr57j3hbvxO9VUVJTAUPJsOfK3xNMzHOz08eeb349pdIBi0FD1dWJ2lkzHDvzTe5kqrqOYvQ4Ab+JBPNX78BkKbzy0njrehlD8FUNYSI56HQ76bECSCGhsbovwfN8kGekHJNayKLLRQpE5kA6KK4kWFAxdJxuqBfUqBDmOSyQzwzp5kM3eR/mPVJ6yFKwTAa47/jvYhVpUXxqnHIFFOOZQq4EVr6J6uEBtqjJZ7O/x8uRqP+HdI5i2hx5TcnfRj6Xa5HmK/sgLWLqkdcZPXfriu9pdvZ3j0bUsKc3SaQVJ+qMYLSFOLfFS8FemZF+5THkRjiUyJt4X51CVEj2Rv2PbcCdKsIqHPVuZkRf7+3ZtiCXa/GVf9TmzgyG3hhpy7Jg4SIhhjqzewv71m3G1K41ExXFYOVpk6zmX+rSDpEj9zI9IBheYqK+m4E+glMpU5WdQjBKqqVNsXEed9jiFQS/g4qBwOLqeNn0rrY7OfwYNBnTYZhdZK5JIZx7XmV70IEmEEkGxBY+qbYz6W3nDwh7W5s5CrBaRhWdinZyMrGJt7jTXBqdwDIkoJlFMg8eiNzIYqDhuVOnwtvJz+MNxpHZxlztbhsT0Gb5Zdw85JYy1PIrTGiKcG+Jtu/az8kwff7TuV0EIqs0F3jn+H1csIIb8bTxcfwdIyVunf8jK29/J+3/59UNB/itwyZ+Gvvv6Dx5myYEwEz6F4aAgE5rF432WkH6AtVNJNMNlpEphuEZQcAU5KajO6iRG66gd8tAwliGeTLFQ1cqZdW/BEu0I50oMiPRlmPY67MJiSfE8v//Uv6FIyVd+8V2cbOhiIVbFnUd2865HHsDSNPZsaOK66AhGbCvnW0xqu1/EdRXGRpczOrIWhFoxtEt1+IuNYAcZ1CW9us2Q7uII0FyrAhkXCq0+g4bENHdZB9lT2Myz6VbumtzDrxx8EFcI9i1bRkav5/ZTzzFXu5He5fehSZNs0/9ioHmeXt0l7V6EUG8c38mG8VuQqk3aP8WZxF66k2sIW1FcxSQdmKbkSREtJojluqhayHHNob+9YMBlgyH2t62m2Z3l+NqNCCFYdf4kKw72XjCizy5Zwom1a3BVFUt1GOp4jpNOipBRxY7+e2nIdSJxGKx7gUJwgkg5Tk2uC80Okk7sIVo6geNaPLakwMYzv0JHag2uYlJnP0UmtBGrmMBSirSNfpFuvYwM6SipMsViiT0NJfasVOhv5BVZ9duQLD+5hMH8es6HuvigHmTa3IcnN4OeS1VCkBYluKRIYWmAkUIHveNb8DmCDv8p6pwqas1aoqUaZr0TpHwzCClYldUIuIJpvZasPslp7xQhxyWiNoLrUDt1hNm6HoQeJZE4T1fnEVT91cnHvQst+HrD+PYuoIylsFc3kN8WJN0zjjdwEVUgXA19tgtnuJPs+XamNJ3pugxSrczBqq3RUxQs+AzmPBWdH3HLrHQG2e3pRpceDP8Qa6wU0xM6Mm3S3uGnaVmWYmLsivAZ73wL6plqnIM5xOooxk1nkFoZxQowd+YmetPVrIwniS/ZhdRLCMtPsvcOzs424ioGml0gYk/TmPEi58boXbMSW9Vx1RK76/az4Lu4m5mwHe7JFnlTzqbedjmq9PAENyEBnyvQ1SM06qOEO0rsKsfYhYHfCrFpYQ1xoxYXl9Pxo0yFhvG6Du9wNvCB//HaRu5L8vPWd1PjD3Ho+MfR/Q5DbifD5mYGsh2c8beTDYRpnZ6gc2KMzslR6hbm8NkGJa+PmvoFQpMFYoNFqlNpSj4fP1x5A//avOMViW8BGtwi1089w3uOPIfmuBxd0sGUv9Jn6sqSTWcHsVWF3SvayVdFKSQ6iCtZbhAHWMYALioC8GAikNi6wNIUHFXgSknGDTEvY2RlgLL0oiCpVrJUKzliIosH58KufWFeZ/ZYFBRIrMtgzXrIvRBAOALb5+PgumvZE1vB9smHeXLDOIMJjXJgA4FSnE2nnybhVNNWbqTGqcUjYuSVMgtqmZTwMhEMYekq0pG0z4yx7fQhalIXN6+K1Y1ML7mVumALteEmtCswMxfFxWVAmWFaSTGkzGApLoptMyBraFNTqMoljnXHRtgm0hdATc9zUF3CCb0LVTq8deqH1BszF+oVWiv7w9fw3pP/SsfC5MV+5fEw2bCU2dqtvFC1nMeDlXF+e3GODTJJ3BchoAkiRpBH1TDfUit7NJ9GMKX3klMr2DDFqCblhgh7RykKD/OFDkyrmpwiCUjBdWVtMeS0SDx5klxgmtGOKoTr0jCWIqHX8kx4OQUpaSxMEXdHSDZFQEqWDoww1dRINlCZW4WAFzo2Ezs3zDKtsjBXhUEkPUedr0jQGCM8IKkeylyGkMgFgzx18w7MoJ+UvkBw/BnevtvB64AlFM5XNZFMtDCwrBWvt/KQTRvCRpakP05QqTjfLKmQFV7q7ByOpuHJFjjW2MQ1h3bh6B7KjR24/iC6adI+dY6m6WmUIpc5bYWU2LpGJholE42SjsXIRiK4V0M4SBBSRbgaHlMQyFsU9Cj1C9OMt1fC0ISrEsi3I90EXtOtlF/cRLjwrr1zZKNnQXFRbT+R1Eo0J3D5rYRDNnoG05cECaFcF/5iZTPVWTvPb3/w7a/Yd18uP6twmP8ucvLkSTZs2MDs7CxVVRWE1UMPPcT09DTbtm3D7/fzzDPP8Lu/+7vcd999fP7zn3/ddX/qU59i69at9PT0kM1m+cIXvsA3vvEN9u7dy5YtWy6Uu++++1BV9Qpekh9Hfm6cIKZpEggE+O53v8s999xz4fyHP/xhjh07xnPPPfeqn/9JOuDZF7+IvedzNBczRF2XfxrZRqaoEan1cavvIN8fW42raqz/4G+QNcaYfPEwm/x5Vi88wugjDWA49F6zhs1f+hJzA5No734nHtthdHkn53e08UX7Dj6ybRV3r/Jx+/dvx5EXDcXOnr9nvxGlfnSSr8z28tyR51Fdh/9ccQ/C8BIWZYadakrSwy0BLysz85jCJJLJEJid47tN3ZyI1hCjSFAYhIVBzClyzVQv1bLAUEc7KAo+6XC92EMpsZFTdXfR01zHsR99jVL2FO96dJCiFz7wmyrRguTv/kVQlF4+fONvMx2sASTvmPgutUqRE03THFl6caLrzLay4dxKGvNbMb0xDE2y9vgXaJw7R1+z4M/foWCoHsyR92KWu0GYBFq+zkPv/Fs+83A/u05VlHV17D+xGl4kXNC4vX8ZP1rSx47AG6nfuwVEkKqEwZmbuvn6oXHUBYOoblJwNWxHweuUuWP2cVIrltI9PUyh0MfzaxfIhCrKu3MiSC5gU/B7EEorBWUZRb0N1T6P330SVy9yqTQWNarqfoGdmVGcw2/EcCrIl6J/gXJwiFJI4970GmZEhv1mmmChgiVO+rMUs318p2Y1roDbCgZbPC8Sjig4lsXJ2RO8sCZFUbdpnqs4d05a78U2Wrk+9yKfN/EiAAAgAElEQVRbnOtQ0FEUm2+t+Ruma5ag6W8iHWlAcRxW9e/DsB9jZOLXAYX6lr/mNxe62J2P8oSyA03aLHEn6VVbqXYz3GIdZdDXRlHxk5U+xt0oIPjIkX9n5+ghnl3WRtGrMbNkLb0NHs60rqIQ7EK4BXy5XWw68SJbe/3ogdtQRJDNx79GJD/Og9vjPLlR5+bMbTyaaUQv5rh54TkCzuWx/DOeOp6uvZFmTSMSO4illknaKzmX62Czo7IzVMR05zEnhnAK4+BWkB0S+Grr+zBUH29PPkIiM4oViqHnUhTNDv552RupL0/ztqkHFu+kYihtfLX1VqRQiFhZsnqEaxf20WrMUhO+A9tT4HHF4PbxHzLtTfCDxregShuxYS+J5EE+/5UpgmXBQHcXn17xLuYW42uvLx3m9rED5JAotkWptZ6vBO6iqARYnzvFdcmj3PnHn2LpyqWvS9fAzz9GfmLfMX49e44bZ0usOl1kcP4IX9tykKLXYfmoy//8jovqgH9VmfZVF2GomYzO+YE4/n6Fhdp6Xlz3Ziy5hJDtQ9XB6wosBxQdhhSbParNmDeHFhqie0rh/UPPsOr8MGWvl1/547/CFQpf//Tv4TVNRm+Nk7rN5q/0P+XW0p+xM1oxZBdG1jMwvBZVerADKTasexAr2YFz6INkzQChgGAdKoYCz2CxH5tuVG5FowUVW8CRKoX1KZcp6fAJCvzW4X9k5dgAjqJcQK7NN3RwdtnvYEiFpppRvLV9BKe2MBQc42D0JLUTW6jJdAMwnNjP0a4HsFUDpMLq4TeybPwWAAreJEGjGoHk4ZBBXfY0bx17kbaxc3jsi4bpTF0dqfoqunoH0G0HU9c5uGUz4y0tLISqONXQxvm6RqL5YyzJf5WiMLFdheVjO1kydgsChaI3ScCoOC9TTYITtcMsnxzEoxXYG6hBjz/FijNvpzm7BImLQMFSDHav/EfS2RV8aP8BqlSD7AaTbzW5jCpl6nUXB5COHxZJroVH4LEtAlaC46X3kRutGAS/WZpnjbXA2fR+kvFa3KpqtGIOtZTHCUZI1+lsW7qLqmBlQT6XbqXgqvj1MQoeFwHUqZKB07eSzSTw6QU+at2Pd5Fg+ml9Bbut2xAIjsSPMBQZwg98cHcX442rUXwmifoBVNUGCYoM0ubPE5IWQrrkokmqB+8iXfMMmX06TEi+WXc7B6LddEXOcrtvlGh0Ftf2kM5VIcoqRklHSoHrqxjJjlLmYM0RJoJTBKQg4WrEig20JFejuxcNo4KeoebsWTRDwadYdIcX2F47QlpdyTeU6+msylETm8bMexgaDZIyVFyvDzwhBFDlKbJq1UGcaCUUR8204URHKn+nOzh26lpSZhBDevB5TrJp9SH8sTxKBrx9Csk1QXpP30CxWIVEciZ2hrSeZnVuBfcWbmA++jxd5uMccNbR61TQclouhXd6CjscwpOaxREO9a1jDPXEeERLURYqG+c30pavEMv1xno5EzvD77R8kvft+O/DgVQaHeTEoV/DfWqW8AELNV9ZINmKwnx1NfWpFDgOA7UxSj3Xcuub38L0H/warhfsJTqekxZGUOOp63eQj8UwXIVkdZH+YhPJZBVxd5RqzlNdKlOd16iy0qjSoSXvsPr8MJamcaaxhupckZqigc8w6O1o5WxHC2ZdMylviaHQGQpagR0z67hGnicuMui+LDX+cTyuQ86K4Tdtau0rYeZF14MtVIZCzfxx928wEOyitTzFm2cfRB2BbYdP4xk0EYpELjp1gwmDhq0pdP/VOQYMASc9XiZKHoL9HhpP6BWkGpX5+b7b/pDZQDUN5SGmvO2VFbp02Zzp5+6Rvawa78d7SfjGXKIRq30LTbNJVMfG1XTG2jvJVNfQbkZJKJWASSklJXeK48FJFuI99E546PHprMGlraSiCRUpJQ42lpA4uFjYzKAxg0retag3zxOzJpkQJj+glUOhDjy2xZ+f/z6xcpJMVwKjNcxcoZ5MEXJWkkEjxtHoOjTX4rMvfJnbuo6jeFw+n76Hf+p8MwBvSh5ktTFGwTQx6lZgxszLEIfeUi3hzLILDjI1UGYpz5ErDtGfLKG6Dl7bIduzhlIwSDCf59pnnyHl09FdF0318vxNNyEVhRucaU7VK9xycjOjcS8HtQFscfm7GrCreWs8w+bZ60AqpNqeYvzcQQ6FNlM3PUVsaoqHGt/Ai1XLCSgWd3p68QqHgmIgrRDVpSx+2wAJmVgUhKAsNfZbrQy51bwEd2pU0lyrDxO8hEfHXywSe/f7eeeKbgYO7OOhR36Ekk1WOMBqGkAIVMdEyyQrSE9Vw/V4cb1+pFCwAV9ZoNtxdLsKzYlVHBgoi+hIBbH4czVxlDLZql5sPQ8SgvkO/IXmy8pLJMXQMMXQGAB6OUQw1YKjqHisEkgXj1CIZDNIIRGuyVxdgWRt5Tkv+FrQbB8fevcb6W5//Uiy/9udIADbtm3jvvvu4wMf+AAAjz32GJ/4xCcYGBjAdV06Ozv51V/9VT70oQ+haRfxV0II7r//fu67776r1vvRj36UH/zgB0xPTxONRlm/fj2f/OQnLwNMlMtlEokEjz/+OFu3bv2Jv8PPnRh148aN/MM//MOFcytWrODuu+/+mRCjArjS5cnhJ/jWwb+l+ahLfNAHPp0V3nF6MwnMWC2Pbhwg7U2jS8nToxNUuS7HJ27A83w/41Vhrnv8KU69+U5C03MUomHW7HqGfz44zV891seW9mqu23KQr578KhsTG1levZxvnvkmrlrHQuNfg1C4uTpM8vmnuPX5h5DA3rZ3clSJUmfM8jbPAPd2vp3/PfnDC/DXGw/3k+g/wvONq/ji+l8grwW5dexFPnDiEYLxKD/Yvh01FsM2LCzX5j18n6ZQGd/v9bNw/ihf/MYPUaXFbU//iMh8ie9dp3DnYBW+yQXcWBXfb2/l4abb6SqNsGnhINs3vI3xc6d5OPECyYjJuqEaboq/m13iDPc8+hwjLTcTyJ2gbaqXZHU1zy+p51xiDo+tcGvbm/grM8HsfBxVcbhxSQNP980igHDzg8jgXt442sk7s+/CCGg8cUcvf3jNH1LKFCgXStQ0J3Cl5N4nDvH8s7MX5h43pPGmhafpnuzFrE4gjDJ6IcOGu+/hqYWHeTAy8Lr7gEd4qJlVuH2wm6d/5U9xJw7zzYN/wWnjdj6+9W2Iwji3H38ePZdGKxXANBBIFL0bPXg7YpEpfb/XYrffJuhReewjb6ClOoBj23zvM3/M6JmTDK8RHGidQUiN+dN/gIvGR+eeY2vHHUzNuizzamTuU/jI8d8nZ+ZZml3OrD5LOrDANQ3XMHDilxmeL3P/fZvpHi9w51OHyeDn2sw+VqTPcH/LvdiKzk3Nu5kvxDm30EVQFkiqlRCIj418n5uOvsBgfS19iQh2KIaaz7BqbJqp5jDHGzO8sNzGVCXverIFgaBlIcvq8TkyIY39v13LP8k5fqv7t5j4Xi8PKNdQVr3csfAsLflBJBqHqjazP7qGpcosGxo/w9NVcd63+v0s1+7ivd84Rh2C5z9wLd6OKFJKho4d4oG/rMCeizLEP3e+B69j8veRRzlxagoUjXChQNd4ifff9glU6fCBsQfw6AqOUWBfdDWHq9axcaaPbTNn+Ps19xC1Mrxn/N+Yji2hoO8kkP0ujcY0T8Vv5kxkKTdN7OfEjQ/wN183qZ9V8NZIHn3rr7FnwuVFfRF6KyVvkkeoDbiETIuzS9/Ck2dmaQ7P8cdbPotKkPXr/4aamptfdz/7eS8K5J4vkvnRMEX/JN/pVXCdDEowwnNrzjMeLPPhHwTZNJTCFWDcK+lwwvT3zRE+VCHSdL2S+Y/YpHK3MiYMTDeEk+4huNCONAPkas/zXStOztWwlIsT3KbMPn7nyFNUZbKcb2vD8HhZ0X+OVDRC6o+y+EImC1aA+KJT8sR4N5nBrZwNjjIUOcuO6ZtYvWwftbWj+NJdtB74o0WqNZcRdY5+fZrn6jR2tD/N6uk6AtM3E8peZCM5UZ2G1X/IP+57L3/yyLcJFYvYqsozq2/krrZfYNQUnCq9MvGYimSgu8Q3N748Yh/u2zVH57yKtaiXtGCBL+gWhcUQqqBd4m1Te7h5/Ci1M7OXfTYVi3Fk+w1YNcv4ypou0sEwflui9i6gut/FU73IhVVqJT/xDj6gtlM9a7HIzYgTF3x52f/ijaPLiViVPhCtGeM7yWupjR1i4+hmavNtOMLm5LJv8/zsDt7d9yBrf6kPT1Bl5vhOUkM2vTWHOdC9gK1Jahf86LmPcbbkR9Nc8tc1Igo2vkNzSClYHejl+jN7UF0HGa7nmevfykhVgJv6DhMv5pj3hXlgww1syUxwe+FrdLacfMVUl6PZMEMn7kJxVaLeBT5i/Cvn9Wb+Xb4Z2/aixs/zSPQoJQnLs5v4xD8exvR5OXzrLUz7fETSGV602jkQ7qZNz/Px7X+OX5Fk9+zk6c0ad4e+h2EE+OqP3s3RwCpai6No0qaj8xwtmSpeiei6tjjCjuZneC4e4TsS5pyL7fc4HtYsrKGt0IYtbPz5o6xIr6YrlGF5+PvoikHW3s4PZ9/OpPk45cYOpOfVU/UpSLa0DqO37eUlrLbVfw2/3v5B5HkDMVZBkyR8s6xKHOOXY48gEhfbtH+6GePcDZWFxKIIKRYJyRUkYCwuZPylGOrIXoS86LiOGFU89oZZPvzvo6g+lSI22WiY/7jhXpbnK46sSTXE5nfew691/fdJCT7z8EPs/buvEihO43FdirpGpirKyJKVIGD56BCJ/iHKuoa79Faor8VeOIbV319Jua24FG9wKJRWkyzn0JwSwrQwCzq4V1+k5dUgOTXE3QNnqEmlmKuJY3sUGibnyIaC7N+8hsS1O3lMP8Ch8hP4FT935e/CmXEYCY3QG+1lx9TNrOw+TH39eVAjtAQe4pl/e5BodB9NzLK5WUOdO4luXEQ0SQmDShP3d76V3bFN3O35Os/t38YnHvwesXwOVxH0r2rDs6bIuvwYDaEywr4yve3LRbpgmFHKhkQpGowFE0wGa6kuZaidTPHJmvdzMLiMnKwsFnyOwS/O7eaW4SPUTc9dtpTNRCIc3v4GEqFl9LgJ4kTAFeRwCL8KWuQnkSlcdmFRc/4RGn/xKbSwzaEz65GDAfRMCsVaRBl5vOxbfR+HkwrVpQx/99wXSPoifOz638BUdeo987xl4AF0x6YQT/DA9XdjBqLcfvowYTOLLf2ci28joJt0jx/DExbc++EP8dXH/pE/Of6njBcjPJq/gaStUm7swBECVUrihsmOBx6g7PXy5M7bKAUCLHXHeIfyPQqqn/e2fpnPHTAph6t5Xj3JhJ4llM1yzO1hj6+VJgT/RIjw4hOe8cJx6zCjnjSnFzwcDK6loTxFxMqSjybY4RlY1ARXSuvwCP1aDf9RfR2OcnnM2z3TL7BcSzLZXIdwJTctfQONy1ZjmCUee/wxDKOM7qqos/MIxYcdqkMoL4XmV0JMwQUhURwvuhlFdV/fwl5Km5IHYvl5goUUHivPcH2cYpUHoUzhaJdsvkkQ0kWzbISUmL6Kzm2MV2OfPEgpc9GJeM073o++8Xqe/9IXOecPUfJ6kYqgEI+wdnwIACVoEb/2DXxo+87X1Vb4f04QgEcffZTf+73f49SpU687Be7w8DA9PT309vZelunlx5UvfelL/PCHP+SJJ574ieuAV3/+6ic/+clP/pdqfw2JRCL8yZ/8CU1NTfh8Pv7iL/6CZ555hvvvv/8144cMw+Av//Iv+cQnPvFj5QcWQtBd1c1dy3+ZKd2hcOgswnaYMwOAwEg0c533ILmmtbzN0blufpwZVeXjVRY3n5AETItz+3ZTPTiKowgavvwlop1dtFQF+Je9Q4xnsoyqX8VwDT62+WO8e8W7mc5Pc3bhMI6WwPG0MlQymalpZNlYP4FClp78GZZqOdZNP8/NO++k3FvitDZ+oc25uhbakwXap/q4ZewAm5LHuaf/ALrikv/9j9GXStHR0UG9EWXWTGHgYb15FNa/h1P7H6d/ukSVMsvyrW9A7D/GijHQckWUcJjGL36ZvhefYUX2JI2lSeraulhtbSeu15Mb76Nt0s/1TXfR6LZw2jNK8/AAbRMHieXnMMM1PHnz9fjCEWqHcsSzHpa9eScPlD+LYzTgGHUMzRdQBHzu7Wv5wHXreHp0FwOBJO9O30PMDXP7nb+AFvLi8XsJREIX3tHdXY38x+l+8nnQqxTuUE/TWEhWoNiWiWpWMors/MCHufOW/0HXhGDi9Fka533UZC1WyQTXzHfQ1AfLR8KsGoywYbiG7ZMtrBuI0T7ixaf72TQ1iDI4RnEuTbE4RuvJ/Sw9exw9m0I1SgjnIsO3hxn87llcrRMpvDQtTWNUJxhJFjk9keWtG5pRVZXO9Zs4t28PwaEit0auo2l+BQetJvyuwaeqVlJV1mnUVQK1fpbevZXtTdt5evRpJrQxynqJN3e9mc/d8DmOj+U4O51jSSLME6k8RyZLNGhJ5q5vpdk3QSpUTbYYZj5Qj3dzHTdt62KfFkKdLrNEjPE/1T0UB/NECyWmokHCPgvDgmQ4wIb+GTxGFW2TcZYuaOiGF0eRLJ1aIGjaTNVF8P7KB9k9uYcJc4LQ6BzL52Y4HVnJmWAPnY1tHIiu5Ii3k6hm8YOmb3H3/Fnef9NfsXnNe/H3pvmXgVnywHtu6ybk0xFCUNXQxPzoMMmJMc4H2xkMdbI8OcJd9WGGJkdBurQkc7SnkjzStZ2S6qOt0EfQmMEUkscbduCg8RsnHuCaqdM82HkteT1EQ3mK5vwwJTFNU2mCghrm6dobkELhdw5/l2vP5+mYBMUL7TfOsqpZIW8n2GMkKrtbQjDjhFkdyHLKjfPsjAddFXztfVsJqedxnDk6On4bTXslWrifno76adUlWragB8d54vztFEvt4J7HLWfZIFawKlNPpmjjN8tESzYLo4KP3mARO6PTNlfZBSz9QjOldSm8deeprRuhPtFPY9uLxJc8SXzZjzhWjrGxNMsfPvy/aS/0M5tYoF7by2TPUYQIs3IkTzydpjZZWVg9tTbBQ61ZNgYdgmplkfafo9chtLchkgvE7BAN5Xr8jp9pJ0R34xSWdwavK6lduZpng8McKx8j0GBzfeeLxDxHmI9N84m6mzCmTzEe8nMqUODPVlSx0n+cOzoeZ5f3RkpGiMNvbGH5nXsw3QRt+RbKUqIJF69exqc5eHUNRdgongJPLPkXJjpO8JWlm0ikhzCMPLfJGT6aMJHRz9PVtBsxu5aAr8Cu1m+z2YAGJYdLpR/ddtNyjoY8DLW3EygUUaRkIR6nb9ky6qrWsrPUQ97jwe9I/vp4mVhjlINDjXRGe3C9fVjqHHr0ML905zauv3Erk2cW0OIKX+n4OMgFbktvpbiIMmxpWM9m9X4emn07C7481eFzjMeHeWz+Vt5x5mkC3klSvdXM9zVRmBjHNeaJpzx0zvuIB13et7Kbm1dN8exQgqLlp2F2FDFZxHZ0rm0ZpnrHFp6rXYsVa+HbN7+Jiaoom+tr+eBN1xN1LHrTWaZqEgyFqmnrLTI53cFp73YeDdzEmtFJNoyP4ZuBp3M3Mtu/mfnmlfhySUzbz8HIdl6wVyJslYAosModY0Oxlp78Ss7GdnCqrYsbD++n7ew5OkyDZQcOkm9u5miknZSlMz27ndDzk8zOzPJC7XVsCB9D10v828QvYkmd7ckXuLFqD0/J2xhRBeVABkufp6VqhM61VfiYo+38YdaMnsYe1VAmA8x6VxDxRulwgtyYLrIxX6BOGUN65uky/bzZ+SBD/k4OV3kZoxmHNcxs+AOSmktp9AR6egLhCpRyHrVUIN40RTCcwSx5cBHImMn5UBuD5Vpqx2sJ4SN9eg3/Xn0r/fEmeswR2st9tIdGufnWHv41egNPqTdyy/DzaK7JP5fvpmnJ/4Tz53Bd9wI1DwJcIbGFiyNcVKkwbfXwbRoZDXSzKj8GlPHSyFv++rO8ddsv8ej4XtYcmUO1FdZ/5Vts3HEL/9SfpKkwT0SaTM3Nc9umjT9THfXTrGt8Jsvx8XX8H/bOO86K6vz/75nb+917d/du7xVYdmGpSwcFFLCA2IJGJTY0sbdERY3GFGOJLZao0VgSe0V6772z7LJs7+32PvP7YxBE0Jjy/X6TX/J5veYFO3fmnDlnZp4553Oe5/P0JJbRZtXQbQrh04ioPT2o3T30IdHstNJuN9MR76TDfZSuSJAei5Fui5Fuswl3j5mgO6BotQUF4hGVkk1QJaE2auiziezP6KEn2USjrpyIqYps3UAOpPRT2tiCxR/A4lXI3dVlqbw6tprVrKE1dgRREHli0hOMzR3L7t27sUQspIRSMMZNxGNqXCkNIIdIynThbRlBjTtOvd5MrTEX45RCmrRHCGo0aPxqdHIUB14m923hyraPyO70Mcu8jmaHiyYpne3js0ieU42pU6DopnWop90L4+9CHn8H3mgF7Z/uQPKHkSWBaFBFPK5G1GkQhRhqdRi9PozOEidZ5yZfbCNN24vNGWSifhe5Yh+iSoeojqI2RBlaepTDzsHU5eVhUtkh5KHXkUB1URHqpGIqtXbskWSQBfQDnPwxfSe/azeQKoZJk7W4kdlDHCHHR/aZJWgm6jBMSiBhYinm0Wl0Jgb5/OgajogdBF1g8rfyXlRDtUqgXxUnUVbhQGQwagocpRibRuM/XISpVUQXDBGPBVFpNZRUjWPmT+7g/PGDeXntUfxqHbuTClicMwKf1sjoNB0Bh5/1I86gLTmDJWNm4LEmkOLr5Sezz2FUYR6pY0bzkUVgq1VDcWcNQjjAKwGZD2wDyYx7qAruojyhi/3p5+IPhfHnl6Dq7yWsEvHOnsuqtDQElYjF7aFqyWqMLguWq17EXTic9+t3M6nfQKEqj8zeCBWBZEZbS1hBlDZkjjjiGFo+IlGTQYKsJ19Owxw38qY6ibCgZlTfVoYGDlCXUMG2SApNkh2PX6Jc6OHcy64gNzOLtA2bKFm7hsGNh5kcaKffmEu+ZGFkAGb5wtg1xUiqgWhDTgyBdLrrtRzZ0Un97j7UPif6kAtNOAm1OhuVKh1N3I4mZkETMyv/Rq1oojY0URvqmBlRViMhE9AHkYV6gpoa1Bzg4AAT7w1Lp9XZRVrjq3idm9H+cAi/zU1h7QAb8/u3Ya1ZxW8umE7R+EHoG/eTEG/Di+JR95XomKRWEVerQZZRWcKETH24M2zszChnR9FwtoyaxKvWdN7u87KhoJTqnHzqMrKpS8+m2ZGC22Aiu6cdISISCXcxfui4/1EbdTrEYjH6+/tJSEg4yVvi3wGFhYXEYjEyMjKwnUZD8nR45513yMzM5LLLLvuH6t61axfXX3/9P6wH8l39/z9+Ny666CJ6enp46KGHaGtrY9CgQXzxxRd/d77fvwVqUc2c4RfzzBsrlDSqsoik1mIzRPmRu4cfqXIgoqhhH80fS4fQS7+xH3sgTsq+aqWQSy7CNXoMACk2PWMLk9jQ8QWeqJs0UxoTMyciCiKz0n/MuztrMao/IWyqAkHkMnUETUISGncL4XAMc+dB1BotmeoiDgj7AbDb7fT399OrCmAccg3BTY+S0NdLQpvCiKZdOYmVx1KspqamklwTZy9HOEwe/Vjo3fs21UePACloDQGK511HzUvvIAeDoFaT8bunMA6vINdaRo1byZwwqvx8xL0CCfkZzLjwDnqbmygrnETfW4exCEa6XUkk9fciG52smjiBiE6NrsiKukWH3mTm4/haBDHGrKo25M4pLD/YyS9ml3FOeRqQwR/P+iNPbH+CgDeOrU1N6HAfmqST4/YAVILA+huns2zbfipyXERXpRPq6eAz1XMQUyZQSTl5ONMzAZg243riRwMcXLuS2nQ1tYM13Dv0Yd7/xf0E3F+F9UiEAydWU4IeN0GPm0Sg+WuS+hohTqrBQ6I5RpOpmFSHmom5WjSOND7u3Mqy3oXok6fym7mPc05PgLOeWsOW+l5eWlvHdRPyMdrsnHPbT3ln4Z20bdvFActASISKbAcZ51TS9dIe5IiEYXASgiAwwDmA1856jYc3PczQ5KEsqFiAKIiUplr5eFcr7+9opq5LWcX5jbiBt8J5vFp5Iyp3EE1XL74OLd3BVPZ3SajdSt8MEWpJTNyBf/AkAnuqqappYV+WE2uaTKPfxubSHKJSHI1aRakUoBozQ0tySN6lCPPVm61MiRegFtW0+Fqo9KbiiHQzUaxjuVzIO0Fl5V2FxDMXl+NqKIKudYhte5AHXoC8rZMcROqQ2N3sZqrtRO6JodPOpmbLBloNqQCU9Dag33jkeLqLZI8fAShPULPaB+06F6nhDjz5Q4jEdSSG+xjaeVhZUe3ay+q04exwjCSr9QPS/YqbeUPCKCRBRY6nhUJ3C7gVcay0Rxai2X0LmqYV5HR1k6FOotmQjk6K4FFb2BTOpjqqkHHzR6ZSkZ2JnPUywWATen3qX7Eq/2IQBNYdHUtnSwsGq5Nptz7M508upKdJcb/XGIyEH76Rvp89QUpfjNtekck4JjEgAOZtCQQro8R0PcQ7Ynhx0i8nEghp8fanYAvZqE/cT5ctwsSGWiY2KN5Yt9xyH2PvHUtt0zUUHVHqqstMpW5OOr6wng96G5hq83EwNIn75zxDolnLvY/di8avwRK1EFaHuf4HdyIEh3O45iHair6kU7WGRJObxKwTq1syKl6M/JgaXS7LBmp5obKUVSEJd4eP16LX8JB4F2MmfAkTMkijmWDQRsmFlyEu62fIri5ATcsZT+MT95GdfR0F+Xdw49b3OHSwEdEd4PYtd/LouEe5J30sfn8te/f9mCLdYSStwKbBb7Kcg8QjDiTzbPIDh0hTecjJyaGlVnmHhk6dSl5NLeGWFoyhEJtGjyJlWCJmMY0FG5S4dePQZPKnZfHagTYOHR9hfEYAACAASURBVMmmqvg+doaeQ21s4N4Nd3NewXncft/tXLX4KmJ9fiYlTWBW3Vj+zDr8QpikOi0ZoR9xQ/Ef+G31AurkTAjCRGkzOUUe2mOl6FvqkMJeRZRWbyRrzCSyBy0iEKoDuon54fZhO3lk8610BRR34JLkKC9ffQ1xUeTceA1LXC5G2UzclZfKaLvyfsSmT6e6+imStiynZ/LZ1CZnMLA1Sk+Hg245k+1d00jv84BWS7AvF40o8PAQDU9KRmjxE/DIaAE9IX4k/4V2/TA+7C8hiobR/e28OWkqn9UfYeb6lZgOK6rw700aR0DnQLe1m+1BI4bSHyDX7iRpZwPLuA5/vA6/ZMQYD5AbaCAps5eZNV/wkfo8AoEoE+V2fvjoi5jsSgyzdKXE8qdew/7KM+RG/dy4cTdrMocwru0I2miYuKihtaSK/IKLCIhqFgohMtN9iD2tNBuSmHndddhsNkYyiDc+idD55ktoe5QFjIhai98hUpm+k7howaRPoSvQxkvCq0iI3DPqOrINOmRZ5hcbD0A4yh3TzmJG0okFoHBtK881wS2lf8Qbk5CBR0vyiZgv4q233jouKnzZZZdht9tZ/97bHNq0C5/oIsnSyGPTz0MSNQQ9BagOrGP2TfMx2pT7d/MvP2BD3uOkl1XiLB2EE7jlwmk88ImRkrZ6xp05/Z9hhf7XEAwYEEU3spCC1jwT8BIJbEMK74NjoVcmmx1tTx9avx+doEOOBJAFQdmMVkKFUTCE0OqDaJ0RVCaZvr5sMgLlDOifRpumi2vyHiIuerhhkYG4fTJhVYyK2+9nR9etjNijjN0a01M4fEk2hbKVzkAn/qifO4bdwYTMCciyTHZ2Ng0NDVijVjSaEEXFm8jNWcDR+qepq3uchEoTI2Lu4xleOroAm5ZfGG5mU94oPtn+Yyr9B4gjEBdUpEe6IAJp5l0wDOIidBw0YB56OTr/ETAPhM6DCPvex7r/Q6xDWr6zL2WNCTJHIGeO4qeretDEIsxTL6NYaOY8YTlj2MlixtMYKSfYnAVijFxdMQWmACGvF7PPx+ZRo0gT1PSUvYRHSmRA5m8xD8tggSeVN3av4TZJjeiMIPWEGZpj5f1rz6Kh4UWO1P4WtdrK2DFrUauMFIwcwOJtK2nr6aGkooKiyhkUXHIN95TMJYIGLWGu6mnmXIcdA8lYNA4sGgcYK463RzRrUKsNxD/rodffxnOSUcn4YytCBRhUIqkBHYHmGMFGNT5tAcvDvfTXL+bGy39AbpIdkuwUAUuTE3myoYPNRzMpb6rBcfQwgwq1ZI2+nboVbnw9zXREPAgC/LREzTMxE3KDl8bDBzECWjnClP0rUQUlmhdDgnMjM837iB6to6FhJTllV5FsLQEU7av5/gZ+aU5nUy8ISZUs6tqCy5hHsj6DXtmOR4hgkCXOFIz0SzomHH2PL5OmYo/2MqljBWO7fDiLBpEwbgYt599BbdIsOhr9hLU2RoCS/gw1MbUykRekCCbJR7KqDVmlokd24MWCKEMivRjVQfQ2Cy2iFd/RGmRZ8VyTBDUdyVmEdSYyunrIa68nNVXDZefPxKdxsnL4FErNyjhwwpZD9PhD3D9iPBdded7x+yTVt/Pro+1cfvZFRKdfSFSSmB/fRat9E3dlXMFhYw7aWBRRklDJMiopjihL+HRGwppvyUoJJId7GOivpbCjHme8H0wiUUGF15zBrsJcHN1+MqvO+OtG5r84BTfddNPfdPx11133T6n3mmuu+aeU8134X6GkFixYwIIFC/43qjoFRqMRyZ4EPiV/cdTmICs1A9qBLS8cO0pg1NnPsMziYt3qK7Cv2gVAS0YCk39230nlzRmazrbN6wG4qPgi1MdczT7c2U6o9WJy7H8m3v0MOo2dcUmT2S6qMKQ7Eeo7iEgqCkdWEdvnpVtUEqkVFBawfsd6dHEdfXpIvegeel68E5UkQ24c26XX0PqhUp/Lkogt5CZVm0Cb2Md2yhD3vU2/ZyQAaRlZqKxWHPN+QM8rr5L64AOYjsVXDUgbQ2eggYKxYzDV6ZGIYh6bTvLgJBgJsiTjTWrC1W/j0IBSUtJyCetL6TO1ElQFWSov5S8Pv4Zb8vHcmisAuK7iakocJcTiEmrVCTepXFsuv5v8O7zqZtxtRwlV92EZc/osLyqVimkjByOFYrTtr0Uv6skuKadu/zYASqrGn3T8kOkzObh2JbltJrZ1N2NIS+L6F/9EPBYjEgoSCQT4/L0XaFu9hZAmzp4hYa4pu5pUQwo+Xz89TTspy88nraQcMSELDAknCQfW9ddx38fvIZsF3pk8H4Asp5GFswZy5/t7+O2SasYVJjIwzUZKfiFn/OgGFj//JB06JQPS8KI0tJkWEueXEdjZiWXciXbn2fJ4ZdorJ7VnQKpCzHxFgFw8PJPK3BsZ+ulUpvZsYJhnHzc5f832Hi2D+uLsT1Ghd0eJAYOOJbxMG9FBi1AGu/cypL4LEvPptdnxHSOGJl1xHdv+8jIQJnPfMiRZJGxWEdRpaNqyjfF541nVsAK7T2EoHr7uXDr/sJG9EYX1XTDYxriyPIgcG3C07SJ8pJ9Yd5ABopo6KcLu5n6mDjyR2i5d00FFQivvm5S0VqXuRuSWQ1iKMghp1NgDiutq5aBcVm9qo8+UTInTwq+sY6EvyJhQG11WA05fkILQYVYznBZtIh2uclwdu/HpUthuUPq8zLP/eL2By2ZhmXkxpMfg4xvwBiUKxRqaDekkiGraZZl9UWUCkiz1Yz64h57KJMwJDgyGExl0/l1weEs7+1Yrg90zrxxIZqmTufc9wp8fuJuQz8fZP76dgmEj8dvLabjsMjJ6lAG3+cwL8C17H7luH5WZ79C6/xDRRx+gzxJm4zmFGOPKJCoqhtluq6VlloVfvhFEG4sR1OmYOKGKqRlZ+F56hR0XXoguHGbwvfcxY8IJUVlZlpn9tXdr5LiR7PhyB3Ehztnnn01WYhayPI/2jk/weHYRi50QvY1GtUQjBhoby0iPBNlRLrM3MZ0DZgdv9ygaIyVROw3tg8nN3QUok1JX8i0kJqYgzU5CtOrQpJrQZdzAnr3X09LyFjnZC7hj0Cw+6Ldi63qa/nA9C5Yt4PbiMWSEViNLYeKind8enUuDbxcaq0DcV8adl05n3ad9dHR0UF9fD0BGRgbDRowgnppG0803U+1woHc6mTZ9GjqtDkSBWFcA+8w8RKOGWeVpfLizhQ3VMnANsybsZ03XO3xU+xFLG5bij/pJ0CWwcNKDmIpVTHrVzVE6KI6loLUYKA0Xc/mAd/jjgUsoTqjl7LqVTHvkQ5769S8JZhUhRsLEDSairW1ss4/mghGX0dW1mLgU5u3NLexq9nJOqYf39xtIMmv544+mYNAq7/ynQ4toCkUoMuqOZbFRoFarGTt2LIsWLaJ46xrKps9g3Z+PktPTTk6PkoXlE+3M48cPkA7g+ORxHgTe5yz2UQLInGXei+OSD/DFk4i+otjA4WWDSMx28fOLrqC0tYn8o7XUlw6kKSUNrSAQLbGhOehmXZ8BnFVKBUcBFFK8xFuNJUFLXu69tG9+i0vC7yCq1Jz3wC+PEyCgpN4785araDvnDLbdfA8FNTuY0qh8X/Y5c3mqYi7NlmSMhIgBVXYRsUdJ8ThnzpyTVr/mzTqHJ1YvQW5WiL/Wy2/iouFlaI/Mx+vdQyjgxaFxMMKoZ5MnwpJuD1dnJrHdE6AlHMWsEpnsONmt+p68VDa7fWz3KN4Fo2wmsg06KCzkrLPO4osvvqCiooL8Y2Er0y+/iv4jdxHytzL37kdISPl6AteTvTpEUWTsdbeftO+sJDuHp4zgy+5iZqX/e5G+ZVNyMWVtom1fIbWbBUI+C1rjJGTDaOLhvYyeM4LhMycSPniQ+osuRj6mZWGadC7+tZ9DrJPM21+h2b2RFuOzAOyunkVZWxWlstIXMW0qyT3DaEvawvtVXs49IBMelcic3Cz+/NAvaLr+WuweL7k3/ZBnZ15x2usUBIFJkybx2muvIQgSpaWrKSy8kNzcm+h3b6OvbyPxeP/xoUc0qiUa1dPcNBBXIIY8RMXcIY+zrvHXJDWvZY+pgOczLmaUZw/ndi0nOdKPSoK0viCsf1TZjmXpOg6dDUpn4ckYzeMHD1Do6+TcqBttfyuqeCOqqAfqViLUreRuiqlmCovDj7BVtZaLjO+TFO1lHh9xRNxBs5AKkoOKIWkI08bT4tlLtSoBwWilKlCMZvct1I+8n2DuAcwxJ++veplQ+jBUzQGkHuVbP7UgyO49V9PTs0rp51g/Xd3LSXHNQhRFZs+eza5duxg5ciQqvZ5pD95O1x2/4rHKS8jva2ZUZCd5C3/H4wsfIFNIIUWyYVEnYI8bMKnMSL4oEZ9yv/XAgG+G48RB7o9gEE0YYuCIyVwZMBDTzcDR7UQKRBGPZRjUq0Tuzktlo2oCi1+tIaO/i4ytK1m8FWDwsQ2K5CM4P3+ChcAnnMEOlMwW00y7KX/ud3S8vZq+N9+k7623Afgq0DYYfAH90CuI99QQ3vceY4O93JQ5jMcrL2ZjPAkcX6UDPSEkPE3QMSZxqnJ+zMv0UDM9ET9m1RCO2vVsXWkgtOmrVO5q0NoQpDgWXxNWTx1mXyvGYCd+o8S68SMw+X2MWbSIrpHD2JWlaOFdOGEQAwrKiJvy8G3YjG/Fct6KNSNGFdu0v7SKyYeXMjEzBed4DXqTFyFrOHP8fbwecfBlt5tSs4GDviDV/hBaQeAsm5rm5n0Qi5BhMnGT3cAeY4yVvjiVnkPc3/QqLyVU8VLxA0iCCnM0QFHMg9FkoL+vm6gsE9NoSIz7cQgCDq0Ou8GERtAT9fjQHdnBgK6tlEUPk00LdrxE0LCvNRt/8iTGXXknLzd38XZbDw/l/c8vvv8X/1749/LL+TsgCAKmzGwirXUIkkTM6sRVMhJG/R4+XqAESBacAfYsdMDQBffQsuZighoVD57nRd2yhomZE4+Xl5jYjErfjixpyNQqA/5QNM5nu9tAVrNw5K947ci97OhcytM9+6iiCq/Oyez0lWwKzGTI0LOJf9pDr15RpI6b4/Rp+0gJptAtenH1ZGG9fT7uz15k4PAYUUcJXV0fKXXHzURxU2YvoM2zlR0M4pzunayTFX2IEcMVtjXp1ltxXnstKvOJnNjWpGSmh+ajNzgI+XtR2XQYBp5wMRJEAcuEDFwf1lCr07E/JxOfX5lEdyd344l5+KJ/FfWeeiRZYmLGREocx5hs1enjxPTFCbi/OEq4rh8pEkfUfnuMaGBnJ3JEQp1soKhy3HESpHj02JOOSy0oJqWgiPbawxQ1WajurWZYyjBUajUGs4V4NErLhm2IwI4BHg4nevhp15M8PflpRqROAs4/tfKv4bndzyEjMzlzMgOdA4/vnzssg6UHO1h6oIMf/XEb7143mowEI4MmnoFWr+ejZV7wSQzJVCbYumwruuy/HkNYmnriGIdJy91nlWAwaglu/QHntb1AQBrPxSNK2b7uCN6jHjbMHMP05W3EgHxpFLL2j2h8B8ge4WNLjwZrcxS2HWFicTHrbAayx08ks6iUbW1ucoMhVG4JCRFTRRZ4oXrTOn58/oNY3SKiXIPOaCIlK4fXb3Zy45OLyYjCpY1JxD1hVGlfkSC78R1b5a7ISeCzug52N7lPapew/32Gu1ppCyvP2IiKfGjZS25XP91mo+LuaE1lSGoy0EafqwzNORfT+MZ2rGqR8bEgO3JSUEkyRsFDRqSbZm0iYUcpjtxSxHqJfrUFnRQmPVrPkaxExAEpTL/rmM5QxQ+gfj2eI9Xkx+pY45xAuyAyxuxjvd+MWooyreVzwg0eXtuhkIxqjZYL7n2Y9JJT0/f9q8KRZsKWZKBwuIvsQYodcGZkceWTLxDyekhIVUg4U2UlrjvupPOxx3D88Ick33E7rXeF8XzyKd3PPAUNinfNB1kTacw4SmFjCRpZQ431CBGNhT1D7uG54F5ufudVDg0Zzm1FymDCnJbG+HXrkCTplHjRr0+mAWaNnIUn4CHVmcq4geOOHaNiSMVr+HzVqNVWNFoHGrWNTz75nF27dqFSqZg/dQRZiS6eaezkhoMNhCUZgyjy2JnjaNxvo7HpeszmHkKhIUyeNA8AUavCfrYysDPKUzAYcggG62lre5fszCsYnZjHetV9TI6/y+DQx6QHliAD1SGRN3rC+MQ30Rx7Nc8vnE5Zhp3k2bN5/vnnj7enubmZJ598UvljnGKnLp0163jMqX3miYxcAPPH5vLhToWwUotqHp5wO4c9Z3D32rvpDCjaIvePvh+nwQn5MOiKseTv7UI/wIm+IIE01Ujcvx/O4xPuw9Lup+KHy7E5E0mJBWk1OYibrBgaD7PfUMj+/R38/LwyUlPn4AlFeWnHMiIxic/mjOWWmTqsBjVG7YnPv1ElUmw6fazy0KFDWbt2LW63m4SAl6FDh7J3716i0SgmkwkxHiPq7sKpCzE20UNXZzLhUIgB2r24TWbCiWkMvvIDUOvIAkpLS6mrq6OyspJxNjsvNHVx57W3cve6pTw3ZDQaQeDmHBe/liQMahWRniBiLM6A5hrikTB6qxkx7KbSvZMhF8xl2NmzKRoxlm2ffUh22RDSikpO247U/CxmfPwGq55/k+D777ElZygri8cQjcnovX5iCBToNeTHdhAHJkyYQEFBwSnP9PmXXcUHv3yAjCHDuW3aBAAC+sfZvGUWkhSktPSXnBVMZJOnlS+73VydmcRHnUr8+vREG4ZvfC81osDzA7I5c9th3LE4F6acEO4bMWIExcXFmL/2LdcajMx7VHnuxNNlYvge+El2MtdlJaH7njHe/yrw+Q7S1PYoOCFrqgZP/WS6Dk4iHnSi1g9n6+cytds3U1CZTPItCwk+/gD2uReQcv/9tD9koP/td+h46Qna5+wGoGV3FmXhuZTKErIsszcocbQ/yhmambzt2Em7rYlG+zYWzr0NgDlFhYz62YM0ixZeF7ZT9B3XmpOTw7hxIv3uJbhStOTn3YIgCJQPfhGv94ASdhm38u6j1XTGDxM0tSKKIj+YMpyitFR+Wd/O6PwHCOdIaESRXxWlc2t1M/cV/ISH+h5g/p5VqJDBkgbxCAS6QW2A4rOg7AIoOAMpIiJs7+CstgLSe6Mcl8FXSejZjklcgl7cgl2oZqSmmuHq13HHfkCn92n02j9jFz4nX2gkn0ZFbmfPIgCsQ6AIkaipHlncRiSYgWbHZHrN7/Db3qP80XYmgjqKqvmEUH1i5C56ejwYQiJZXjv+cDO9hndISZ4JgkB6ejrp6ScWjYwDysjJz+NPXz6ErFFR/vmn6IxGUjUxalW91Ko86JtXsk/IZl/SWFZcNQq9P0o0LnPXB3vxxuLcMb2YlAQDOq0Ko0EDokBfRyufPfUrEnQuSu2jsWoceJY14l3bgnlUKpp0M3JchphEWVxElT6W2t4Gug1+RFFUtngInb+FiRY36EeCoGJcPEhPdxN+ezJDfvQegsZAyn3jMA4fhnf5ClRWK4LDwVPuCC0InFv7KUtycwkMvJg5OoGOhhamenfTKZvRB4N49SpiKhXaaByrqGeUHKVFSEHSufDLRrxCIV3qAqIn+F5EWcIZ7cfua8LmPoDL0YghM4tggwfjlNHoSkvwVR9mY28PfrOZVlcKm1OUPi86VI168TLq80sI7toMx8S/q0x6NuWnk2Cx8dSU8Zh/ejvC9pd4a/c6NgmDGbx1OZd69nFHqIP6gyVQNIpIexNP+gLUmvM4z1vJAXMBIJIeqmeEey8TPHu5072Hdm0i1xbeRdMxj+ELkizcnppNhs2CWq0mHPDz4a8epOXQAdRaHWf/+DYKR1Sd9J7Jk8fQ0tLC3r17WbJvH4K/g0hMRFtfzSVXKAuZ89MTmZfqRP8tc5X/4j8X/9+TIAC2BAcNWUUI8RiS3oDL5YLSiaCzwMZnYNJPjx+bMHgwvP8erzW9S3/beyzcsJAPz/0Qh14ZmLxbozC6UfdQvtzt4cxiWLy/HW84RrrdwISCDEbmPs/NK29mR/MOADyYyTB7mJ6ST7wOAsj0qHwQhzZV23ESpNfoQfD2kCI2kTW4HQpm09LZiSzLmEwmtF0yUaAot5CNRw7g9UFDbBhx1OgJ4cpXVoEEQTiJAAFQWRU3stBBJUOEuSoNQXXyJMVYkUzal0kQq6Yl2Aki6LQ6Zk2YxZbNW3h1/6sEjjHC15Zf+1f7XZ1sRGXXEe8PE65zYyg5vSqzLMv4NrUBYBqZimPoAHYv/YLErBxsySmnHD9k+iwWPfNbihvMHOw6wLCUYcd/W/mnlxGjEl22MLdd/hte2f8Km9s3c92y6/j1+F9zRva3u8NV91azuH4xAAsqTvZcEgSBX88ZzNzujdR2+pj38mbeva6KJIsO1+CRNH2kCPeUZ/5tebKTLDrS7QZa+oP87OxS7MdSqOnn/wL3a8Px1iZRuaELp15DhyfMn9c1EI5JWBHITUuBYXfCkp8heBuxlyexRZ1JRXMX6upqxiUkoAmupv2J56mKK/oCUdQgyGTecCfG518m4O5HbOjnYsdMvuQJkrJzFV0Ph5XX7zqPrud3E+sO0v3KfpKuLkFUaSHkJnpoP5DKiDFZUNfB7qZ+JElGFAWIBuHQ5+yW8pERyHQYKDjrB9R//hFp/T4MEeXjqnGVUxyREQVodYd4bIkSgna+yYRTY6deEIgde0bPSTfwXBes9Gn52eByrmxQBCarbEE0xDnsSODHv3rjxKRAEJDPeQbvBxdgkMIMM6jZHIpT4swi1dZKkrcZR9RKf1cYIR5VCNJoBJ3J9Dfdv/9rJGZYuPCnw1HrTp4MGcwWDOaTtU2cV15BwoVzEY+1MenGG/F8sQj/ho0AhCx2Ps0dw9nqsaxNfZbUgIODjh76XPcixZ0EzpnNwSnjmVU+AI14su34PoJZgiAwb/K8U/ar1Rbs9mEn7ZsxYwbp6elkZ2eTnJzMEEliTa+XPT4lTPCyNCdOrQbnkErS0t6gpvYdRo/68SnEi1KviqzMq6g+fD+NTa+RkXEZF6c6aO/bwXnqDThNcSQZVvktLPcZ8MpxBEFClOKY5RIemHY2AC6Xi+LiYqqrq4+356t/BUFg2LBhFBV9+7RoULqNUXkONtX1Mjrfic2oYbhxOO/Pep/f7/k9KcaUk+yTvsCOvuBke3LGvKV89vY8HAMvxOlSiKicomL6169BFtWogz7cAwbjC8ZYdrCDWeVpfLm3nUhMojDZzMA062n76Lug0WioqqpiyZIlrFu3jhtuuIGDBw8SjUa55JJL0EkxXr/jRgIaLR+1J+HrU6E3mZl5y91cUDIIg0pE+NrzMXfuXGRZRnXsXb0tJ4Vbw1HunKGkLpyf5uQnWS4+6eznUJoAaQYmOyw8Yc3jnfvuINYVOdbvIgMnKf1lTUxm8hV//ZskiiKTb7gMbriMGcCDx/a/8sorNDY2Iooi8ZiieD9hwoTTlpFbUcn8J1/E5DjxPTMacxlW+S7RaC8OxximBcMsrG1lk9tHTyTGJ53K9PPc5NN/H7IMOv5cns/6ft9JJAhw2jjsv5f8+AqCIKD7G5+DfwVE/QKGrhFE7I2gacdesBhb3hJ8beW4j1bhbx9MX3uArZ/XAwk4LniR8ReXIAgCidddT/8HH9BRspO4RULsVqFtuYNStaJKvCEeYWm6TklPLCeRHTuTI6ov2F2xEpX6JkCNWhSYqI/yp6jA+v4gU7/jWv3+OhDewG6XKCl+FZVKCQlWqYwn2buq8wWWvhpDK5s55+ox5BdnM0qWWdXnZZPbD4LA3JQEzjVa+LghyupsDY9Yf4paGMeVPILgbYUxN8Oo60FnBa1ST7TDT/cr+4m7w6QDMQF2JqmZMjEP88BEBM14DrTP5771W5jdsZizuz/HIbSSoHkBs/oL+qM/YpMwjLh6KZkShFTtmAhgxo8ZP1piqLxHgaMYNGCLAsvhPtUiLtenodWaqbWms99vYrR2L0N316OLSIpALccEpes+Q16aiODIhdQh4BoARdOJG/PpfnU/pfap7BhtIcmUg0ZQxrQ5JaV0Lf0SSa1FHfASKjuHfp/Ekl4vF4/I4vM9bXwZC5NuNzB4fLYyJvkaXJkWVEk66lv3Ya/KIWdYFd6VjUTbA3hXN/NNpKEjjSKslVlYpmR9q/1MAObE4uhEAVEUiUXjNB3opbYtk37HXKyJBuwuI2VFMovcfawZOg5zUOIc0UCKaIBIBym9EXIjElo9JMRDBIIRQIa4mh7RSI8MhABOiH5rkUjRqEjRiiSp1agFFyS7gGEggOw0YKkwoS92YBjkxDZ9OnlvvklNTQ0bJk5AkiRSIxIjwqloh1+IaExE3SkjajqwTJ5MzpTJDEx1YbIloNHrYeOzrNzyIbcOfgyAv6ScBYAhHqLce4jCzkbWOeZwNOOE6LhKjiMg06J38aHexYeuk8fh6VoVvynJZrLz5IVDndHEnJ8+xKePP8rRXdv55PFHGX/pFQybNfuk729GRgYZGRlMnTqVFe++za5P3yc5I/M4IS4IAnrVv5+9+y/+5/GfQYLYbEiGE6RAcvKxLAOlM5XtG0goHcCCortZ89kuavtreWjjQzwx8Qla/a2sbFoJQLS3ikW9bTx07kDe264YzjmVGYiigFE08vSUp7l91e3EmmKoZTVuLOi8u/H1jsAnhAjHI4iiwLlrf8G4cCLvUkpfdDdp+juh/tiF5E+irU0hB1JTU4m2Kt4jhkwblQnDWbVqFRsZqvyuD5800PwmVLYToj6CVsQ03HXKMYJaJHN8Cdrlm4gIykR1xLDhTCiayIsHXqTJq6SnGpM2hkGJg/5atyuGpzgB/+Z2QtW930qCRBo8xDoCCBoR01AXokHNpQ//9lvLLRo1lkWvPI0pAHXbNkPZ5QC01VRzeN0aAJpG6hmdPprK1EruWnMXyxuXc9vq21g4eqeWGwAAIABJREFUeiGzC2efttzndyurvFOzp1LsODVNaoJJyxvzR3DB8xup7wlw+StbeOeaUexpUQa4WQ4jDtO3xyx+G56fN5T6ngCzBp9wTRbUaqxXziH2TjXs7WZGWOR14KW1ihbBQFRYq9IQKq6Bba9A7xGyJ8zh85aDrNVrmSrpiR4+TLyvDwEIq0XEggLSJlRhGlqKfshEiquq2bnoUw6uW3XcfTwpO/f4NahMGhKvGkTn87uItvvpebOWRFcZQut29OI2YtnzGFCSiF4j4g3HqOv2U5BshpolEPGxQzsMojA0KwFD2SAMwyoJbtuO06/El2pSy1G3BihJsXKgzcPhDh8qUeBcn4CkObG8YUpwcOn8s3jlkSV41CaeW7uJAzrFw+TaGZXsbFhEwN1PV8NR0opKj58X9PuIRRT32HMGpbF5WxPLWtys/Pn5iKKIJEm8+uqrNDU1UZiXx4xpU7E4nX/z/fu/htbw/c24+DWSR5uVhX32bPr/8hdlx7wrCbdpWVGnYfbYc1nSu5WRSfexZF2YAoOXN6ZXAgWnL/ifDI1Gw/Dhw09cqyjy3MBsztx6GJC5NjPp+G8uVzEu18LvLC81dTZ1R58gFGqis/NLygP1LORJVLKEoE1jeNmTnGmrpG3vUb7odjMv1cljJZmnlHPJJZf8Q+26d8YAHvrsADdNOaGYbtfbuXvE3d/rfLPZzsVXf3bSvvSSgexdoZCwrrxCzhg1iEMra/loZ8vxEByA84ak/80EyFcYNmwY69ato6+vj5UrVxIMBlGr1aSmpiKKIpbEJLzdXfj6enFmZHHeHfdhTzl9qMU3CbMLUxw829jJkWAYgyhyc44LtSjwUEE6F+4+AsBdeam4LEbOvOZGFj37OAC5QyqxOP4xwbSvUFxcTGNjI5IkYbFYmDNnzncSe6drm8VywvbkGHQUm/RU+0M8UtdKZySGXa1iguPbRZcrrEYqrKdqZ/0XJ+BeYSBrv7JAETdH2Ccvpt3VSHJqkMxxLxILawh0jCLecwGdR3T0tgf57Lk9nH/rEJKynITuziLoOgASRA/dxthjItj1WWZWjMvAEpZ4f/ER0kQVS374M87/eButwRae3fUstw1TvEHGpGbwp8Yg69UpEPaBznzaa21sehmQSEycgtM5/rTHABSNcHFgXSutNSKb32nHcKmVtMIEnh6QzZSthwjFZeY7E/j4qV2MbffTZLVRl6DlicETGBvUUnT4Xlj/JFhSYZQSix860k/PGweQQ3FUTj3GMemcFeymTpR4PUvP1GOk+bPdvWxITMLtn8usuQuh6V1Y8TCaQBNJ2oU4XBMIZd2EoUCD2LMf2nZD81boc39re8zxIAP9R8APhezmLA1KlM6JyA4kQUmaJACCFIPuGmXbCyx7AFnIwhAdg2CeQFX6VKJtAYL7etC4TKQXD2T75x8jRsI40jKYPGYo2xZX8+HOFi4ekXXc3p1bkXYKAQLKuHTqdTdRu3Ujo2ZfjM5oxFCWSOhQL/4t7ciROKgEBJWIoBKQ4zKhQ714ljUihePYzs79VjtqlGSa9vVSu7OTo7u7iYbix3/rbPAe//+PTjrLwzYgjZMRRHcsK8sJ6OJuLPSg6+vA4G7D6j6KzVuPNj0Dbd5gVAlZhGs6EK0ZaDIHIEcEYt1BYt1Bgnu66f9IRD/ASZm1gFq5Fk1cRYVQQJk2B4pPXKthxJW4bhp6XMvvuNrbxmdpW/k4N1T+AYCJCWYEQWCHx48bPZvsFWyyKx7DohxnsklgVkoiU9PS0IoCOz0BNvf72dLvZZsnQFCSmZ+RyN25qZjUpyd2NTo95915Pytee5HdSz5nzZuv0tfWwpT5C1B9Q+TS29VJ48bViLEo5VNn/N3fu//iPwf/MSTIV9BoNCQkJHzH0Qp0Kh2/GPsLLv3iUpY3LueTI59Q21+LJEuMSh3Fka486rr9vLr+KOtquwFFL+Tr5z8+6XF+vv3nEIB+bGTIh0CS6XH2gx9cUjupYTdGFOPThZMoKlSyGhy5iCUzaV2iTOpTU1OJrlZIEG2mmaGGoaxZtRLpWAq9zOTvbpPKdmJybqx0HY99/CbMI1NxrbDTRDdqVIwaMxq1qObqsqu5f8P9AFxX/v1Fb/RFjmMkSB+yLJ/WKPmPeYEYypMQv8eETq3RkFI1lPZlm5C2N8KVIEsSK179PQA16T4mj7hMWe1S6XhswmP8fNPP+aDmAxZuWEhtfy03Db0JnerEB+ZAzwGWNy5HQDjFC+TrSLUZePNHI7ng9xs52Obhqte2MjJXIXcq/kYvkK8wOMPO4IxTzxVUIo6Li+kFzt3byZuEiUtKzG+ZRoOxPAnUKrj0z1C7DH3llaRsvZe2w4cIXHk1WaEYsijy7pt/wCvHmPfL35KYd2ISWzpmIjsXfUrttk0kZeUAJ5MgAGqHnsQrBtH14h7CdW4CmRMxsR2L6hMio25DrRIpS7extb6PXU395CeZCO/+EK9sZbN2JPgVEgTAecUVNG9TxHljOi1iQi6RJi9DC+wcaFPEbKfnJ5JcEyZgPjHJTckvxGq3MFYbYFlczxvaBGRBJId+RlWU0JpXwNGd2+ioqz2JBPF2dwFgsicw84wiHtzWREM8zp69nVSUpyCKIrNmzeL3v/89NXV1tHT3MNB1qufR/89IXHA93iVLUCU6yb/mchJ+s4a+QJRpuZewcMqN3PzOTkRfK2cO/b/XSykw6lkxvJiYLJOu/9vIRpXKQHr6pdTXP8v+A7ciyzFUwAbG0JtwF5NtA6kPhlnUrQzur/4ayfLPxKB0G3+5dvQ/tcz04hPhWwPGTWTUkHSeWVnL6sNd7Gtxs+moooR73pDT6zJ9H2i1Wqqqqli2bBnr1yvhYxkZGce9OYpHj2Pbpx+QN3Q4Z//4DnTG7z+ZV4sCDxWmc+Xeo9yZm0LSMZ2S8Q4LjxdnohYFyi1KeQPGT6a7uZGdX3zC8HPm/N3t+SZKSkpYunQpgiAwd+5cTP8Ej7DpiTaq/SHealO8L2ck2dD+m4Wf/KvBVWDHvV95nlU+LeXMorQuhk8SyD7PQXXTfai0KyFzJVljptC8/ipaDwf47JndDDrvc7yuA8gyRHbPY3BAeW/+LIWpmFTEC6UufvbhXkRvlCkjU7HqrNw/+n5uXHEjrx94nTOzz2Rw0mCqMvKgcT/7Tfn01W8iofhU79JwpJv29g8ByM76bnE/QRCYcEkxHz6+g742Px/+dieFw12MmVPA0mHFuP0R9r1wkL42P9YEHa+PLmLWoTq67GpuCY7m00n3I658CL68G8zJBGJj6X33MMRltNlWnJcPQGXScGaNzAvNXbzT1svURBvt4Sif9Cj2bppbxOaygOsqGDgb1vwGNv8eVcdqTB2rYeu3X38MFTFBhSSISDLoZFAd1yeREGQJCQtRKZsQg+gsV9PsXIwQi+DsDZPWHsXhjiNKseNlquVGrOpGrNLbhMJWPAkDiOz+IUy+hLTiE9/40rETyRqSzm+WVLP5aC/7Wtysqla8TM7/DnuXXlxK+tfKEUQBwwAnhgGnXwTxrmvB/VkdvrUtyJE49nMLAPn4wmMkFGPvp9vZtaqTUPyE7TAZwhTmRUlJM+OJyPT3yvQ2h+jsE5HQIxHDGW7AoWkk2dzIwWQnUb3EpMY6+mtEQm0BWhId+FyZlBU7GPLTewDFezp8uAZBJaLJzET8WuaSzsceo+flpwjvNZP9p7+AaCfS6CGwq0shQ3Z34QAuZSwaVKhRAQpZZhmfQXBPF+Ejbnr/XE3y9eUIX4WQbHyW2OL7uL78cXq1dgaZ9bxWlodeJSLJMg/UtvBic/fx65ie5OCVspPHk2MTLIxNsAApxCSZqCyfEh54OogqFVOuug5HWjqr/vgye1cswd3Zwaxb7gEBDm9ax/7VK2itVhJdaA1GSsdN/Kvl/hf/xX8cCZKcnPy9cx2XOktZUL6A3+38HY9ueRTxGOEwr3Qe+zTp/GZxNU8sq0GWYUSOg2znyQMnjaihKK2I2tpa+rGSJ1SjE7fj9q8AhpJCJ3+0WnjP4WJcp4FAIEhNzqdYD0kY0104jA5aWxXtBZfJiRzxImhF1ElGrKJASZqZA62KoGZ6znfnYv66J4i56puc8wmIOhWFBYU01XZTnl56fDA4M38m2zq24TQ4qUiu+NbzvwldgR1UAvHeELHu4ClZYuL+KIG9iuE0j/r+Im2jz7qA95dvxNoFLUcO0dfUTPuRGiJqiZ0lbh7MO+HhoxbVPDD6ARJ0Cfxh3x9448AbbGzdyC/H/fK4x8ezuxSRtLPzzibfnv+ddeckmnhj/gguemEj2xv62NGoxHv/raEw3wdfESEAY/eGWI0yUBhWkoygOcacJxYqG5AzeChthw/RcGAvg2+9h6b9e/ASx2hPIDnnZI2ClIIi7K5U+jvaaKtRXPy/eQyANt2Mc14p3a/tp79pNAadGbXYhkq1GTiHikw7W+v7+OkHe7nrvd3E5bnA3OMrP0OylH4xT5pE1GpB4/ESLchHEERi3UHKq5L407G6fpCSADXtJOSnoWrQEI9GSclT2nbtjEqWfXKUuKC0+6IKxZvJ9RUJcvTISdft6VFIEEtiEja7nnFWI8s9AT5aV09FuUJ2JCcnM3bsWNasWcOiRYvIy8vDYDDwnwJNSgr5S5cgqNWIBj2TipP5YGcLyw92MCw7gZXVSh+eMeBUz7H/C+Qa//40dRnpl9HQ8BKyHEGlMqHNvIdn60swdMf5eSzOS01dyMBkh+Vb9TH+FWFzpZCck4+np4viqvGY7GYGZ9jY0+zmJ2/vRJZhZK6DdPs/9lwPHz6c9evXEwwqIUlZWSeIsTEXXUZJ1XiSc/K+0yPx2zDFaaVxYvkp+y9NO3VSMv7SKxh38eV/Vz3fBqfTqYT26HQntesfwbREK081dBz/+7y/slDxX/x1WEanEeoKEj6mSRWQIxgFLY568D7pJiPhbvqLltJufQuPfznWsh34+h/C0wm7Pqwge9IyInvnUtE3GgTY49LydIeHSw52MrkkmeUHlQn0V/ZuQuYEZubN5LO6z7h//f38ZdZfcOm0FMb7qFElsLGhmrNPQ4I0N7+OJEWwWiuw2f56CmJHmokfPDiKTR/XsX9tCzVbO6jf082wGTnU7eyiu8mHwaLhnJsqSEgx8YIqh4v21bE9Vc0zxgv4yYh25M0v4n13KZ6wQuAaBjlxXFR8fJxwcaqDF5q7WNLjpjsS49WWbmJAZleUyYVf86gy2GHaI1B5JSy5F2oWgy0DUsshGqS9YSeXDP4Nh0y5yIKISoAznVYuTf1/7J1llBxl2oavqmqX6ZEe98lkJO6uhCDBJcFZFl9YZJEFFlhYAT50gWUXFll8gwYnQEKIEIi7jWfcp927q74flcxkYIhA8LnO6TOna8qruup9n/d+7ieJIxLj0HxFfaHEZEJbO/B83kikwYtpHeQbpuMs+owO+xLak4OIMYWUToX0Ri02T2svS1OD342BVRBYhXLvLZgHzGJsqYWttTEGTZ5MnC7AnByZ7XWt3P/ye8iyjSGZ8QxMVVU+4SYvokGDJvGbn+myz4dn8WI8S5diO+44rEf2vqbWKZmIegnHgoo9g3pVuF69FdOc42gbdzablzUT9CuAGbPYQaHhCwYYvsAmJuJs/B1yo5bswEskbFhEWrueQUBM1CLKEfaeLUEjMm3UICKuCP6yCnSAMXMkmSMuAIxYhvS021WVdd+pl8nXXIN/4yYC69fT9KfryZs/H0NRAtZZOUQavPg3tuHf3I5R7TqgzbRgnZ6FcYgdQRQwlCTS+o8NRBq8uD+twzYrC1b9Cxb9mQfzLmRV/AjMksiTg/O7PTZEQeDcDHuvIMjctP0/7zSigIaDV2oIgsCoY0/ElpLGB4/cR922zTx/wxUEvB5iewyQBUEkZ+hwJs09G53h19OO6+fb86sIgsTF9eSZdafCHCS/HfJbljUsY3O7aqSVbc1matZUBlpDPPBJWffI/Omjs/pcfq/qpJNkBGEbybo7cHISACsTRXZkj2Be0TzEjaIaLEmLEbdLUB9UtQ7aPWonRPtuB6BHm2FB2POSGTd+EjveWgRA5uD9jy7q8uIQ9BLGofY+y9Xuy5SzZ5O7uYCsIT1RXK2o5a4pd+13ub4Q9RL6fBuhSifBsq+XyvUsqYOYgjbLgi7rm6XCXyU/s5imzAhZDTo+e/15PNVqqs7mQhcjC8aTau7daRMEgWtHX8uIlBHdapCzPjiLq0ZexciUkSxvWI4kSPxu+O8Oavul6XE8+9txnPv0agIRVcnzbZUgB2JvIORMb4BlNc1IwPhZeX3Omz9iNF++8T9qt25CjsWo2az60uQOG/m1ToMgCJRMmc6qN19Rv4siSVl9dwAMAxNInFtE1ytleGNziNO8hrDqMRh8IjNLUnhqRQ3hmNxrGbNOYmx+YncFHEGSMF1+Ka4n/kPa5ZchbTESbQ8wwagn3qRlTG4CJZ4YfkCfY8OenUdrdUW3UenYSYMYsGAdVZokjLEg55+kNlRS8tWgVXP5LtwdbVgT7Qii2K0EibOrv/njh2fw6YpKPmpw8Od9jDynTp3K9u3b6ezspKqqiiFDDpzq9UtCsvb87maVprJgYyOLd7YxqzQVVyBCgknbreb5OaPXJ1NS/Dccji/Jz78KozGXwvZdVPpDvNjUyfwWdcT+8uxDe0f82AiCwJl/uZdYNIphjxfUySMy2dLgorpDbenub1T0YNHr9UyYMIHPPlNTQvcNFmi0WlILfphUKeCwBkD2Ulz89RTI78IIq4lUnYbWcJRknYZJCX2nTfRzaNhPKKCq0Yuh1o0RLZvFekakFaE0BZAdUeJWz0RvKqZl8H8JJlSSMv5WAktuIeJNofHjv3CE0YogCJjGpGIaYoPnOvh0ZyvbxuXQ4g5i0klMLOgJvt009ia+aPqCKlcVT2x+gqtHXc1ks0BFEFZ6I8z5yv7FYn4aGl4GIDfnkoOW5BvMWmacXcygyeksf6Wc1ho3Xy5QA/t6k4YTrxlJQpo6KDUtxcZZPh3/s0S4z+1gxqQ/k70xGZ9HbQdapmRim5NPNCrjafaRmG6m1GJkuNXIZk+Al5s6eb5R7bBOKAtScHEfzzx7IZz9CsgxECXorEJ+fDKXD76XnZYBZBm0/CbDzry0RFL1fSuLQW2/mEakYByeTLjOg3dlI2yD5C3zSJJOwp32JY7cRbSkNNKSEkOMJWHvCpPWJZLU7kGUe9oVQtAJ299kGjAtF3hCfVf/C0AP+KFLb6FDNxN2OPD5huJ4swFBJ5Hy+xFoU3ran4os41+zBtfb7+D+5BMUv+p35138Kbn/exnjULXSS8TrxdMZJJZqRpyZTWxJPTGnmdi46/m0xYJ/oRqQs0lNjM1ey8DzL0Jpj8O5fBZdjT1twqDxXGLJSQhdb2EbYiJpXDxR00A8jUY8q7cTqa/Hu2YbAGJ8GpbZV6NEeoJT3i+a0OVYMY3Y//tJ0GrJfOhBak4+hdCOnbTecw/pd96JIAjosq3osq3YjssnWO1C0Iroc3v7RGlsehKOSaLr7VY8S2oxrL4YfWwty+NH83COmnr+QHE2BV8ZkBho0jNC1DKu3MsOu5YZCQffnj8UBowex5l/vY+37vsr3k71Hk7KymHw9FmUTJmONVAHkS6IhkFz6Onp/fy6+FUEQfZVgqSmHtqIpkbUcPeUuzn9vdMJRAOcXXI2oiCSEW9kSqGdFRUdGLUSc4b1rWKIj1cfgk4pmz1ZLzRr8yACV53yENnZat75py2fUllZSVuwiwEZOUSafLR1tKPoFQyKFpOsAwFMI3pk2rlDJzJ1/WfodBosqXn7P454Axl3HJwMWxRFckfuX1lyKBiKE/YEQbqwTulpjLuX1OFdqb5ArNO/nn+/PwRBIDYiHRo6ad2oljP0WRR25rn5vwEnfeNyM7JnsODEBdz55Z0srV/KQ+sf6k6LOWHACeTGHXwJrdG5CTx5/mguem4dJr3E4IwDV4P5tgiSyNEXDee65xSSbHpsaX03qFMHFGKwWAl6PTRXlrN7TxAkb/ioPucvmdwTBEnMyEKj++aXhmlECkpUIbTtPJT6txHqV0P9GiYNGMfKm48gEI5h/fBKzDUfYZp+LeIRt3xtHYUXXgwXqhmxXc5you0B4tqDrL9tNgBtD6pVgXQ5cRx75R/oqK8le/Cw7uV/NzaXmzY4OS0pitmoXrfUfLXz1dXUwFNXXohGqyM+LZ1oWDVQtNrV38wxM/P504pKWhSZNWubmDBeDVxqtVpOPlmtrLT39/hrZVqRHa0kUNPh46nlqv/MzJIUpD5yq3+OZGScTkbG6d3fz0hL5K7qZu6qbiKqQKnZwNSfYWdVazCwbzfkhOEZ3PXhTmKygk4SOXbo4SmFOn78eNauXUssFvvV/1YOhCgIzEmO59nGDk5KiUfqz0//zshyiLq6/yLNzKT6P1CgT2BoLIv4I3Mx5sUTbvYRafISaDYScc+hxfg8GF1kT3uY2iU3EQhZWS34OHJ6IQknFzJRljHrJNo8IR5eXA7A1IF2DNoeLUK8IZ7bJtzGdUuv47/b/svs3NlMzsznuSoHK7U54OsEc0/QpKn5DaJRJ0ZjDsnJsw/5GFNy4zjtxtHs/LKZL9+qQpEVTrh6BPas3s+l28bmsXbxdioydVy4tooXAxOxImPTPYd16t8IhWK8ee86HC1+pp1ZxNAZWZyZnsRmTwP3724mqkCCN8b4mJbE9P2kf4kSyDK8exXPpRzNqvjhmESRBSMKyTEevDJPEITuqnkxd5hoR4DWho8I1JWTGJiNzTIMn7iT+OIRxNtHodenQNgPNcvxrl2Et+MdzOEuTMEYUu/xFhQgqojIiCQKXhKb34PX3sOkiOh0KcSUFKJPJaMpTkLxdBJprCXc3EHHBg1BhxZDQoSEsRpMiR78jTJN11+J9PubqNjYSnVLGlGlR0WSphEYY5awJWRzpKLgCIeJtWwm3ruI9N/fS6DJjvMdJ0pEQFFkwhUfQ8SPfvBp6IuOJf60M0k8ayiCKKADTECKohCqqMCzZCmyP4moMw0lLIMIlilqO8W7vAHHmxVo08xo0/afrqdNTSXj/vupv+QSnK+8imnMWGzHH0dHOMqyLjdLujws7fLQFYliqROxSCIWOYQl7CLB38TIjrWU2osY6BiG5L8MxebiimH3oAgC56YncUpqH4MissLdG/yktIahKoy7fjPy1CxMQ+0ImsMbtE7JK+Dcu//BrpXLyRo0RFUgRkOw8I+w4Xl1Jp0VCqar1T8Lj4T4/vfVt6Gzs5PS0lLWrFlDXl7ej707jB07lltuuYVTT+3b2/FQ+dUFQQ5VCQKQE5fDIzMfYXXzauYVz+ue/puJeayo6GDumCws+r5P5V4liNOaSzg8icDUy/F+vBHoHZDJyFClbs3NzdgvnEO4wUtt9VZYA5m52WScNh7BoEHcpwqEIIrMuvC2gz4O4UfqyBiKE3F9UEOo2tVdKtezohH3J7UA2ObkYxp66AZ3uSXD6Fj+EXa3+iL+oqQNs97KzOyZ+10uyZjEozMfZUHFAu5dey+BaACNoOGyYQeuLvBVpg5M5uM/TEMU6NVw+j4QNRJXX7x/aa0oSuQMHUH5lyvYsexT2nerHdm8YSP7nD8pM5uU/AG01VR9zQ+kL8xjUjGPSYW358Gml+CLf8IZL6pSe38X1L0PQhSGHvgBpcux4l/fSrjOgyQKxLxhYp2qaaou24rBmPA1ZcrpZ0zntHm9vWXi7MmMO+l0KteuwtnaQjQSpqO+tvv/CWnqb8to0jEzwcqHDg8PLNzFyfUuBhUkUFpi7+/Q7cFq0DKhIIkVFR18umuPNLz0p5EK830wNy2Re6rVDgHAZdnJvwgztWSrnimFdpaVtzOrNAWb8ZtHag8Fg8HA5ZdfjizL6PXfPjXp18ItBekUmw3M7avT0M8h43JvoaparUohHytS4SwiwVlK4P1yko4bgke3nk79Mlz2TWBXR52kYDx2VzHypH9Tu/xaOkJ6ltSsZVZXjHhrIeenJxKqdZO0y80WBGb18bybnTubo3KP4pPaT7h95e08NvtFqHKwy1JAe/XnJA9VB14UJUZd3X8ByMm+CEH4dm0CQRQYNDmD4nFpxGIyOsPX25eJaWaucGq5Oz5Gg1nizqEG/tvyGmbHApSlFj6puxhHi6puWPFqOdYkA6eUxHNnZSOhPQrmceVBBo46iADpumeoa6ni72NvB+C2AemHFAD5KlKcDilOR0rmdCqit+LmCwZMWkGW4SsDWDoTFB+DIWUGjntPpCZ3EZ1jFyCEAyS7RHLlEsxNNQjuRrSCzL5VUwAEQUYrtKClBSLANtWMVQ/ok8E8G6KYkYGoosclp1CZPIkyywx8HxqBPAD0gheNEEQJxvD4ZLaG9RTZUzDJAol6PeSOA8bR9mQDot4NCMRcDQQ3Po8UpxB33BwMQ9JwL24hsNVFl1RG4tyibr+NaJufcL2BWGA00TY/IKPNspBw6kB0ziUoS+8jknUPoQaZzpd2kvL7EYj73BNRWWG928fiTjfVgRB6UcRgz4a/3o+8fj3Kmq3sTMhma1hG+cq18MRkPDEZkEBMBEsiSyxDIA9ERaHIXUA49hAdgp4SncTfBvatKnQvqiWlNUhUq6a5RJp8OF4tw7WwBsukDCzj0r7Ri3C/eFrgwxvA3QyTfg+lJ4EoYo5PYPRxe+4Xx2547XzVuBcBTIng74Rd76sfgOQSOPIvUHzMoe/Dr5h77rmHE0444WsBkOeee46HHnqI8vJy4uPjOf3003nssce+8/YaGxu56aabWLhwIYFAgKKiIp555hlGj1b7Prfffjs33HADJ5988kFbW+yPX0UQRKfTkZqaisvl6g42HCoTMyYyMaO3kuLIQal8ftNMUuO+OddwrxLEFVHQ/XEhtRUVwEbsdju6fUbd09PVF1F7ezuVixSeAAAgAElEQVSyXsBYkkj7LtVrIjMvq5enx88NTbIRKUFPzBEiVOUk5grj+kDtnMfNzsU6re9UogNRmlTK4wWvMWNTMuGCOBpTapmbfwIGzYHz+QVB4LSi0xiXNo4ntjzB6NTRZFm/3X7k239aZVXzh4+i/MsV3RUjUvIHYLJ9c6rO+FPm8dG//kHJ5L5LQvbJxCvVIMiu96GrGhILYOe7IEchdSgkH1harsvek7Nb70GRFcL1qnu6JsW4X4PcvjqpU8++gKlnX4Aci+Fub8PR0oSjuZFoOMygaT1BsVPGZPLhol2sC4ZYt243rNuNCGRJEgPNeq45fhDDhv1yO/0Hw6ySFFZUqDJTrSQwdeDhqcDxUyRNr+WIpDgWd7pJ1mn6HuH6mXLzsSUYtCLXH3V40zwslp+fUubHIk4jcUHmL/f380MjiXqSk4+mtekzRG0Y2b6LTvsuABpae8+r82Zibh9GYt1REIwn0dSOpvRTKrcfTVtFGq/ftZ2cwic4MZSHRRiBoEiMR0NOct8y/lvG38KaljWUOcp4u/x5SuUSdorxfNFQw0lq5gRt7R8TDNaj1SaQnv7djXslrYik7buhrygKk8xaHtzi4qLxJpalaPlX8Znc8PZTCBtfwt0+DkmbTXZJAru3dvLJ09s55YZRHGu38XabE0NYYURNiIK5BzCBdtSiLLqDG0r/il8yMsFmPmz3tEGfRnz8OJzO1bS2vkdubt8DUZoEA7rMOBJrjyZj5AnUWO+nRbuRFnaRMHA8pQkPEtyxmrZtS8iymhDbFGRZB1YvSmQHunAULTFkRGpDo9kZOJKm8CAiigGFvgNVesFLgW41g+aMJLU0m677b6Xti0YESSFvdjsGvUI0lkTQNhe//kRC9UFEfRyKHCXWvALjUC0pl96BobAAQY6AHENjSKDrAweBTe10uhxok0QCVRGijp7QhKATsR2dh3liBkLUDy9fj+BrI9Hwe9riHifaEaDr9XLEMwbyWZeHxZ1uPuvy4IzGvn4Q9kw4ek/QIqwGiIaY9cz0buOILf+mwL8bn2TEI5nxWjLwZU6gKXU0a6RMVrU6aTKa2WWTACvGcJg/P/0vtIMehq8UlwiWO/AsVatkpswrRl8Qj29NM94vmpDdYdwf7cazpA7zuHSsUzO/sT+jyArRzgCSTY+ok2Dn+/DuVRBQU1V5/QJILoXpN8Kgk1WVUvnHsOASCLrAmAinPwP5M6BlM1Qshl0fQPMmaN8FsXDfN2I/fRIIBHjmmWf48MMPe01/6KGHePDBB7n//vsZP348wWCQ6urq77w9h8PB5MmTmTlzJgsXLiQlJYWqqqrufjTAcccdxyWXXMLHH3/Mscce+523+asIggBcfPHFRKNRDIbDa3iXlbB/f429ShCfz0c4HO5V8nZfbDYbJpMJv99Pa2srWVlZ3zjvzw3VxCkR36pmXB/tJtqqjk5YZ2RhPeLbj8CXJJWwO8PPQlsnXksbKHBS4TenwvRFdlz2t/I6+SmTO1xVfSiK+tL7plSYvRSNn0zR+MmHtpHUQarEsHIxrHoc5twP295U/zf04Bp/2lQzgk5ECcWItvsJ16lBEF32t08rEiWJ+LR04tPSyR/xddXMrJn5POiLsK66i3Knn8pgGBcKdbEYdW4/V8lyH2v9dTGrNJU731Nd1icUJGE1HB4VwU+Vq3NS2Ozx86eCdPS/oOodpelx/Oe8MT/2bvTTz2EjLm4YxQPuZ/HdZ6IMtGPJDJJhlTHHl4M2iKmrFHP7cMwdQ9GEkonKUBuO4c4yc+TJwzC/lYstZRfbXGZCgQSqt55IW+ZG7KP/hqVjNPm1xxB9YRfhC4egy+wd7LMb7dw87mZuXnEz/9nyHyZkXcNORrDSp3ASalCirvYpALIyz0WSvj9jRkVRcH+0G6nMwSBg3mY/L48085BD4tNxL/HAjjsZH/gf8unPMmBUCu//czMNuxx88K8t/PaqwXze7mb0Ng/2eAP27P0ENRUF3ruG+UnTWZ4wBoMo8FBJDuJhVMulph6P07ma5t2vo3+hHfvvr0TTRwVH4+AkIo1e2GlmzAWvUl//PFXVD+JwrWaVZzMDhl1H/rgPaH1mNc7U5bhylhIyNQIWQu40QquPocs5lqDSd8qvSBStECTN0sBA/Wry+QCdJoLyJchbc9EGW8mepqBPN6EVYqAoaHRuLMJbWAKvEbNBOJSDVmlAM6AV/MA7/9drGyZAkMbQKd9CsAaCNXv/E8EgbsQofonBsBOpaAGIAqx+AnyqIlMK7ibJ/gRtvksJbu/k8Zd9PJPX826O14jM9Jcxun0V0dShBNNHEjSl4Pf66Hj/fQaW72ROsUixYQW4VA89ssZByRwYMAtSh6AIAq533mHSfZcS6+qi3ZZA1Zk3sMOWxaT2MLnuRBquuJKcZ/+LuKcvFXOH6HpVNdY3T0jHNFQNqsXNzME6NQv/5na8KxqJtPjwft6I98smTCNTsE7PQptsQg5ECVY4CO7sIljeheyLIpkiJKW+hK55T5vSlAS2HLWMcvtOeONCsN8LORN60l8yx8C851UTX38XNG2C6s+geWPPBXA3HtQ9+X2jKEq3l+APjVErHbTadeHChWg0GiZO7BEAOBwObrvtNt577z1mzZrVPX3w4MHfed/uvfdesrOzefbZZ7unfVWBIkkSc+bMYf78+f1BkENBq9Wi1f7wjXmDwYBerycUCuF0OrsDG2lpvUtxCoJARkYGlZWVNDc3k5qaSlub+vD7tuqVnxKGogR8q5q7AyCWSRnEHZ33naTnudZcjBojrWYvKJAXl8cw+7ADL/gLx5pox56d250Skj/8wO7034qJv1eDIBtfgjEXQs0Kdfrgg8vVEyQBXZaVULWLcJ2nWwmiy/l+DLVA9bs57cQS9oZpZFmmrdXH9rIOdtY6KS7qu0Ter4nsRBMlaVZ2tXh+0akwexkXb2Hr5F+XGW4//fxc2b15I4qsEFAy8TRrGD98Hl++2AIxBQVhH7m/WjHCnm3hlCuGozNq0F89EtMXqRS6Qmxr6WDHZi/expH4W0uwD30bxj1A3oaraH9yC/bfDEJf0FtBOSd/DkvqlvBJ7SdsaH4K0f5nvjAWgKsBp9yE27MFUdSTlXXuYTlWORQl2hFE0AgIWglBKyJoRTwrGvEsU0fe3QMTyF/bxunxBhYWaNhszOLoUf/hosYF/DGtGUlK45hLh/DmfetxtPipebacexMN7K4IUTA7Z/9tsE3/o7lhK3eMfQGAm/LTv2aI+V1JST6G8rI78cVqaF/UgOz1kHHvvV+bzzg4CfcntQQrnUSqdpHSlIh91LvsqroDh+NLKirvpjbwLJEx7ShSFDmqxVM5Afeuafj8PR53OgHyLALDTjFgyc5Ao5PQbPwP0up/gfL1jqkASN5a4rqzQEI9/4wGwa362kmAUWinz4InohYkLYgajGIVyZEHcPrPRSO1YTRsxmDYjiiFIOSBgANeOQfOWwArH1GXn3krfPkYuo53qB1wLLnlWVxaFsSsk8hNtjDEqqFw46NoWtYi4kBb+fSekzsYhp+Jf5gZefdbWEIhdfdt2XDM/0HJcbDn+svhME033YRn4UfqeRowgNF3/Jmp+YmE/ncXflce/sGnEmnaQNONt5D58AMgiHS9Uobsi6BNNxN/XO/qgoJGxDw6FdOolD1qkXrCNW7861oRNz6GWVqMjAWURLRyCoKSjiJpiYu+gKbZhbLn/OPvVD+CBGnDoKsGOsrUD8C4y2DaH6HqU9jxNlQsAjnScwXzpsDQuTDoxD4uzg9PIBJj0J8//lG2veOvR2PSHVzXf/ny5YwZ03sgZdGiRciyTGNjI6WlpXg8HiZNmsSDDz74ndPK3333XY4++mjmzp3LsmXLyMzM5IorruCSSy7pNd+4ceO47777vtO29vKrCYL8WAiCQHx8PK2trTidTlpaWoC+1R3p6elUVlbS1NREeno6iqJgMpl6Vbf5uaIvjAeNCFEZ87g0bCcUfOfce0mUKEoo6q7cc1LhSb+IfP7DQd6I0XTU16IzGkkvKvl+NlIwQ019ad0Kr54LKJA1FhIO3lxWl6MGQUK73fsEQX64+10URdLSraSlW5l14Nl/Ndx72jAW72zlzHH9Xin99NPPT4eajetQBIGopDZfCwZlYbnQTvWmdrR6qedjkDCYtRSOSkG3J71S1EnEzVCfaTMoZGijl89e2klrDbRtPItQ/nKESXeTtfZq2v8rk3R2KcZBPYFxQRD4+5S/0+RtYlvnNmztD1CVegdNy9YTrAoRnzAL89hUdLr9p4v43WE6G7x0Nnn3/PXh7giQMyiRKfOKMMXpCOzqwvFaGbI/+o3rsR1fQNLwZDQbOyhd46KgUsv7xTp25Oh5Kmsu7+xyc1VLHcfGWZl4ygA+fWGnur0GLwADRu4nFSbsR/n0r/yx6Ho8GjMjrSYuzT5A6szBEItA1RI1dbZgBoIjgr5CS3BgDP/YGJp33iXh7LMxDu9dMltjN6CxyURdIg1X30Ooej2SQSGlJAXrCRNpSN5E2NhMyJWBe8t0nE3jiQlqqrIgKJjTt2DLX0GG1kb65t+gqbZhmrgnCHTM32DEGWrQIeIHnQVFY8T96XIURxOWzCAa/Z7wWuoQGHux2s7RGNWgRfVSqFykpgaD6j9ReCQUHaOqFSStqmLY/hZsfxt925ek6r5U5xVtkDtbDUikj4DnjoPOCnjxFDXFI2UQTL0e0obx4tKX+GNuEXd4wxzfFOX8rT5ArQDm4DTYM7yjNXZiir2LqfVTpEW3YwLIUGM8XTVJxN3zHtrsHg842eej4aqr8W/YjiZtCLbTTiDhtGPQbHsK4YmHMcTCGHSgi23HmXE5MU8GLXc9imniqYSqXaAVsMzIwvN5A9FWP/qiBEzDk7s9TwRBwFiciLE4Ef+q9UgfXIpequx9X/SRlSQAUSWJkDgeXbwHrWMFtGxBETSQOhzkCELuRHDWwj9Ke6e7pA6FYXNhyGmqOqSfQ2b37t1fG4Svrq5GlmXuvvtuHnnkEWw2G7fddhuzZ89my5YtvWweDpXq6moef/xxrrvuOv70pz+xZs0arr76avR6Peeff373fJmZmdTV1SHvU+Xx29IfBPkBSEhIoLW1lZaWFhwO1efjq0oQ6G2O2tTU1D3tl9CxF3USSWcVE+0KYZl8+I6pJLGEze2bEQWREwpOOCzr/CVQMnk6Gxe+S+mUmUia7+lnLgiqUdVbl0HnnhfakNP3v8xX2Jv6EtjWgRKKIegktKn7TzHr5/tneHY8w7+nks/99NNPP98GRZap2bQOWadK8Q0GA1arlbjRcRSOPnTT+6RMC6fdOIYtSxtY+XoFrppp1AGxCXeTueFKeEnBdnQ+lknpCHuMz40aI/+c9U/O/uBsHJ4urt2wFblrCDogtfU8xBYJX7AV08iUXmb0sj+Cb1MbbYvqwBehLixTEZKJ7ONUWbGujYZdDo4YnIimTPVBEAwaBBGUiIwS2ZOuqRGwHZ3XXW2vcEwKZata0HdF+E2ZSNAY4jmzmxpTFrd7u1iwuYljNvjR7JPtKUoCzlY/9mwLmj5M3Xesfonn0s9mUdIkdILAw6U5363CkacF1j8P658Fj6qIjskG6pdlYMiNEBwI4WlGlA/CtN59D7mvzAdZJupuQLv9LYT1z2L0TsfDXITEUVC9nlhQwLPFidH6W+KTz2RrIIgnkKhuTwBrkoFBUzIonZiONxRg+47H8SgxGBYgfctl6D63YZ26R+KRNgROe6p7dwXAPLGd6jPn0dTkIP+S0RjK30Fo3Yay8EaCg2ZjcHUh1K3qOUZJpwZ32nepny8fA0M8WFJ7VAsAogayJ6jTfO2w7Q31I+l6Oux721SxELx0Ku8MOJcbi24AwBn3LhbyiYbsKB4HSiSGIhpR4vKJuiESSMLFb3EJF2AwVmKKLECTaad1ZQDvpjK8t/yZnOefQwnJ+Lc20fX8ByjGo7EccwEA4UZofbQMmIbAGERNACnWiiQ4MIqrCVpHEvUMx/NprXqmFHDM7zk+/6Z23J/UYp2ehXlMKoJWUksSP/dHDNXPIO25ESNhEzG/jKSPorHqEOSwev6MiSijfkNQmI5znYmYMwwB0AknE6d5GYO0AVrVwU/ad/ScV3sx/oJRMOgkTHm9UyVkf+TbGbN+Dxi1Ejv+evSPtu2DJRAIfM1CQpZlIpEIjz76KEcddRQA8+fPJy0tjc8++4yjjz7wca1YsaJXKst//vMfzjnnHGRZZsyYMdx9990AjBw5ku3bt/P444/3CoIYjUZkWSYUCmE0fre0w/4gyA/AXlOXnTt3Aj3+H19lrzqkra2N+vr6XtN+CRgHH36DuFEpo3i17FWmZE4h1fzLl+4fLKn5A7ji6f+h+b4rOAw+FRb/BTxNgACDTz6kxfemvighVYaqy7b8aFWM+umnn376+enStrsav8uJYFcHkVJTU7/zgIogCgw/IhujRcviZ3fgqpkGgDzmAdK3/RYWgufzRuJmZGEel46gFbEb7fx70MN0vrKLzHAyMgqetC+wukaC04Tj9XI8yxuwHZWLoNfgW9dCYFsHRBX0AKLAQINEvkmDPzcOw6hUtFYta18tZ4An1B0AMYxJJenkwu4So4qisLeUlbDHMNXvDhOXIMGeRCBvVwiWwD9t81lSksw/cs9n4wADnUlazljtx+BU0wTkmMKnz+9k5RuVlE5KZ/C0DMI2LQtaHbzW1M726DjYMwh8Y34axeaD8NNTFFXpEfFBJIAS9hOt2oKm5h2E8vfVDi6AORlFNNL4npdQaxBzUMEdUwhbfbTfLqDo1rL74wF0NU6kdePZWMx6jtFG0bq3g3kumrShZD/9NHTuwrlMoFrJZ1tXDAUTghIjJyvGsFPHkl2a2N2eMHM8oqhj67ar8aSuRRkeRfnkUnSZFvQFtj4Px6dvouNvAoGgh2aWYrRYKK7wkuSMYNy61yxSgPypMHSemm4hx6DyU6j4WE0XDjgg6FQDHwUz1TZS8RwwJoAiQ8O6PVVMPoCuqh41yV46q6CzipOqlxJMPZoUUWZG86KerBsRMGrV9OSJRyML8fi/3Il/fQthh4mgfyBBboLdIGSCNRNQZJpuXYSiupQgxg3dewHR6BzIYQUZG6BBwUQsaiJGEvuWlulV+CiqQMyLTtiOVmrCr8wi5ozD+U4Vrg92Ysxxoa/+P0z6MoQ9vc5Y8nCE01+h+YqrCW7fDkYDuodOoVn3CaBgMGzHYHBiOC0DsT0OfWs+gmMCLs8ovK6NWCLPY5A2E5FzCDAFYeRpOIY3ULH7bwg1yxhmMZBgmExgeyeBrR2Eqp2kXjsabcqPP8gmCMJBp6T8mNjt9u6B+73s7ZMOGjSoe1pycjJ2u526urqDWu+YMWPYtGlT9/e9lVLT09N7rRegtLSUN998s9e0rq4uTCbTdw6AQH8Q5AdhbxDkQEan+5qj7g2Y/BL8QL5Pjsk/Br2kZ3Tq9+R78TNGZ/wBHvYaHUz4HSy6Xa3Jbv26wml/SFZdd+Ug+GFTYfrpp59++vn5EPL7Sc4rwBtnxxeRSUk5dPXHN1E0Tn139QRCBJQxTyHb/MSXHYnzvWo8yxqwzsxGDkYxLOoiU06mXePg/oznyLdv5Zp5j2Moz8OzTE0L6HxxZ69tuGIKdSGZvEnpJDR7odVPXI0LqSuAcXgi4wUFRSMSURQ2+WM4VrcyOsGIyaZDq5PQ6EQ0GoFwl5OmZpm67V207zEU32tGYRDd5KZ2kjT2PG7c+FvGurdx+dC7qIvX88IxBp5ue5OSHYvZZb2cHe0j8PucVFQsY6t+M+0mI89zER7Bhk4OM9u7jTMmncJs+wFUgQEHvHeN2pGXo8QiAu7dRhyVZkIuLaJOxpphwToiB/PpVyAMP5WWv/wdX8sbCDoNuXPiiXbW0ZpiIJquoMQkWjedgbNKrezmdhXzuvgPCtqWU5LhQGNKQEoqwdNkZ22kiaaIDAjk2F1Mv2g0cfk5fe5mcvJRDBv2BFu3XoE3ZSM1cX/C//F5FJ59GRpbT5BHUWLU1j5Jdc3DKEoUAQ2Sxowcb6R8vAl7m4u4hho8VgNZx76HIXlE7w0Nm6t+YlFoXKcqX/Knq0Gine/C67+B+jWQN1U1lT/qbzD7r2rKTP1qePdq9pb79WvMvJM0jTNaP+KM1m/wkZAjsPIf8MUjiOYULN4WLEBEl4E/dgQBeQKyYlP9N9CCIKKgpgpphFr0whb00hYM4hZEwQdmHcqka1DGXE0srEH2RYh5IsitzcTWLCDmixJTElBkLQZxA3ppEzp9DYKgRklsykv4Y7PxRE8lFk3BX52MnwdxhEJohHYkUwwpZQyarRGSr3+Ittf/SWveCvyxl2DPgFgo1ILLtaHnGG0CJePvIjPjDGAUnf8roG1VB6IxAQQ9we31dITeRW/IweDOp3NdOcEuCZSeIGmo2vWTCIL8XBg5ciQvvfRSr2mTJ6tFFMrKysjKUlVLXV1ddHR0kJt7cKnwRqORwsLCr02fPHkyZWVlvaaVl5d/bb3btm1j1Kj9F3w4WARFUb5aNvong9vtxmaz4XK5fta+GGVlZcyfP7/7+8yZM5k+ve9ypC+++CJVVVXd36+99tpe5YH66ecnhxyDLa9B/jSw9V1Dfn90zt9FYHM7AEnnD+qVg/1T53A+o34pz7t++unnl8lP5Xn34gsvUFVdzfHHH/81477vSvmaFhY/uwNFAVv+CtLGvESp4UHE5anEXL1LbGqHJDHb9AmK5xkAHp7+ILPyjkIORPEsb8D7eSOIAlJRAsvWtdERiDFoagYzzi4GBfwb23B/UkvMtY/ZpuIiMkjHqhorXS2Bg9pnu6aKXNM2cjM9pHa9hSjsyXtJHABdVdQYMrlgyN8pMxeglSPcW/kAR0SX0JqdSoclyl4TWQCnnEioKZdj61aRMPcpKD5ABYaWPZ5gjt2EXBoclWZcNUbkaN+5+oLRiKG0lMCGDSCKZD32GNYjZhLt3IWj7i0CPgtLn7fgkdSOT2LJQkKuTHzNqum9VQkw0mpBY9axuj2ATwZBhEmnFjJ8VvZBKYMczrXs2HEjwaCquLb4RjBkxv2YrQUEQy3s2H49Dqea5mJtHU/q9vPRiFb0BfEYBsajGxjP1vqLcLrWkpFxBqUlqnw/HIviiikEYjIhWSEkywRDPgw1nzFo13zE6mVfN1/VGGD6TTDpKtU75M1LiG19gxeGXsfY3e8yxFNOi85Oarijt+eqqFHLxZ76JOxeobbBGtep/5P0kDtRrf6y4y01uIIagwEdMhZkxYwoeJAEZ+/9ictUFSspJWBJUwe2zHZoL4O6L9VttW7/2jlVBAnFmEZMl4rk2oGoBFEUCV9sBt7oKUTJQZWtfDMKMjHZAXH16M5KJaJ1EQw04vWV4XSuAaAw/2Z0L/qIOosRdAcu1y4bAuji7eiyLVgmZqDLOPgS74freRcMBqmpqSE/P/+wVyj9Ptm6dSujRo2ira2tu9IpwMknn0xlZSVPPvkkcXFx3HLLLVRXV7Np06bvVIBk7dq1TJo0ib/85S/MmzePNWvWcMkll/Dkk09yzjnndM83Y8YMZs2axe23335Q693f+e8PgvwAtLa28vjjj3d/P+ussyguLu5z3k8//ZQVK9QqGyaTiRtvvPEX4QnSTz/fhOfzRlzvqxLQ9NvGI1m+vbHSD81PpVPQTz/99PN981N53j344IN4PB4uvPBCcnL6HvX/LpSvbWHxf9VASGLxR2SO+Yyxo94mtlXA81k9cjBG/IkDMI1K4ajF71PjXoLRu5ipmVP595H/7l6PElMI+sK8cf8G3O0BMgbGc+I1I5A0PZ1BJSJTf9UDoC0k2rqN0LY3QI6g6Aw0jzwVhy6TkC9KDA2ypCcm6VAQsbmrSeraQbJvK2kDuki49Uk0Q4+Epo3w5b9h+4Ke9BPAoTfy78Eno7U4GcJm9PQEdBrJYg0TmBr7ArvUhCAr5DTFk26cB+tewdlZSDRkQpFlkGUUOYYSiaC42lFcrSgxUGSJ2D6xHF1eHglnn0XcCScQrqzEs3gx7kWLiDY1d8+TevttJO7Tuanb2cwnT28j5JMQtT4yxj+DJWMrigKe2nG0bj6TWEhNoRVRtRImk4ajrxhGVP8W9fXPkZNzMdlZ5x3wGsdiQWp2PkZdy1MoYhRB0ZKRNY+2tg+JRByIsoGUHecQ1zQFUa/pTtndSyi7lt2ldyAgMX78Ryzq9BKtvBgvJl7gInYIQ3vNnxR2MKtrFbPlZmbkFGLNHgVL/08NKoBqgDrhCrYueYQbBt7A5rgSsoPNfLrhMuIiLnWeoWeAKQHWPKmm0pjscMIjUHq8+v+uarVaTcYotbTui6dAVzURjY6mzFL88QUohiT0vlp0TauJ88SwFhyFGGeHli2qCuVgMSerKT05k2DEWaoB7F6iIdj0P/j8IXCqKRKKoiGWeQzR6Q8R80KwvYWu2lXILhlt0I42aEeQe5ITwruXYJ2eStJvzkcwGqmsvIe6+mfQBOPJXXY7GiEJ2ddBVG4mUORAisSh8yajDaSBIOJJXUPHwDeIGDtI33oJcS2TSDqv9JDS8n/tQRCAiRMncsEFF3DZZZd1T3O73fzhD39gwYIFiKLI9OnTeeSRR3pVhxEEgWeffZYLLrjgkLb3/vvvc8stt1BRUUF+fj7XXXddr+owjY2N5OfnU11d3a1EORD9QZAfmVAoxD333NP9/brrrvvG49mxYwevvfYaAIWFhZx77uEptdZPPz9Vws0+2h7dgDbVROq1P6+0pp9Kp6Cffvrp5/vmp/C88/v93eURb7755u+tU1G2WlWECFKUwuNvIDG5iFGj5iOggZismj0qCtcs+j/eVkoY5biVqKJj/glLsFpUc85YTOb9f26mYZcDa5KBuTePwWjtHeT3r19P7TnnglZL1sP/wL/yM7yLPiHc7uk1nx6LzaQAACAASURBVMamxzpzOtYTz0Cfn4XzzrNwrGknGlDNGQS9nqRLLiH591eqC7ibCK15lBb/GtotQVxKa6/yrS2ksYrJrGIy9eSAIGBQAlwTe5Bh0kYAUtpClFZ4UdwiuxfZiQYPYKooilhmzST+zLnoxw4lFgsQi3mJxrxEox6iEQ+B+nL8FVvApkUqzCAaceHpitG4uYDWHUNBkdDb6ska9wTxmzuI0wylddQWZJNCNGihbdMZuOvUDnd6ipHZfyhhd8PttLUv7N6NAQXXk5d3xUFd564tGynbdSd++7buaQZvHumbLkcXSid+Tj7miRlEWnyEKhwEyx2EdrshptAw4mFaUip5VbqFWbGnyaemex3rmMj74ZMJySa6dAl4pR7/Ao0A420W7FoNsrMOuXU7shwlKOpYljAGWZCI04jcWpDBeXI14tqnYdT5aqlXgMYN8M6V0LbHFHT4WWrJW+Me1XjLVpQXT0bwdRDQi2wcZiNg7OPayRIDsm4gt/gSdbC1vUwtL+tpVo1sva17/raphq25k3o+B5P6HIuoCpVV/1aXP+0ZYhottbVPsLv2CRQljCSZGDDgj2Smn43ii+F8ew2BHWq3NFyzjFjTIuy/v5KY30fN9kdJjL8RvTebqORAMpjZPeyvhK0NmM1FjBn9GqKsp+ul+XS98Apdx7XhG+0EBbK7Lqdg5u/R2A/eR6I/CAIffvghN9xwA9u2bTvoSiy7d+9m4MCB7Nixg4EDBx54gUPgxhtvxOVy8eSTTx70Mvs7//2eID8Aer2+2+vDbDZjtVq/cd59PUB+Saao/fTzTejSzSRfNgwp7ns2ce2nn3766ednTVtbG6B6qH2fHYqicalsWlxHR70Xd+0sJP27VFbdR9HAW0FUO5Qe73YGScsYJXxCdkoICLF69VhiQTtCNItYKAOHYyAa/XDm/G4YRpMIH90CW19XR9Ljc+h4rQWA+KlDsLb8B6v8CamzFEJuDd4OOzJ6LPFNGBIiCEINbNsMOzTY07eRdJoVd/aNdL33OcFt2+h47DGkhHgSzj6LRs9SKrULiVnUcrgIYI2YsDe2Y3aImJMHMt86lHpbNhc3vslE1ybuLLyae3W3cpz8LmcJL9KWosdj1lJQ5yPnHD2hkjugowJh13sIzkoEUUEZfTaVGYNoDX2MaKpA1HwCoYXw+X5ObpqamuHfUIKjYhbepmHsTZVIKNjGxNPjSfb/k/rbzgdlJ0nLJTr/oKAxesmY8CzJqeWI/qFYRi9m7aZqFKV3GeGq6geJxfwUFFx/QCV14rCRlLY8TPPmt+jM/wBz5yCSKk9BZ4/DdmEO9YEniexyUDTwDqwZ2VinZyOHY/jWtLB0+2/5e4qJk2Jvkk8NUdFGtmkkzZ6ljBG+ZLy4kgJxBKmTnmVtSGJRp5vFHW6qAiFWOvdcF+IgcWKvfTrRpuFvg4tJ1WsBO2SP673TmaPg0qXw2d3wxaOweT7ULIeTHiMmCAjzz0CMhPCYJTYNtmFqP5LknCFEYk6iUSeRmIuQ3EjAXElV0724w5sYNOheNMnFkNy3Sv1bIWlh5DnqB+js+pyysj8TCNSq5z5xKiXFf8do3DOiHyeRdP4UvGuacS6oQJc/nYhGT8udfwFBJHnSNWg02UR1TurG3QUmhQidaKLxjBj+DBqN2reyX/gbEk4/BdtTT1Kz8il8k6PUJz2BsKyVgac9cPiO71fAnDlzqKiooLGxsZfSY3989NFHXHrppYc9AAKQkpLCDTfccNjW1x8E+YGIj4/H7/eTlpa234fyvuao/aao/fxa0Of17c7eTz/99NNPP3vZGwQ5nKaofSEIAkNnZPHZi7vw1h5P/MD3qK//L1axiITYcLQDcikru5NCKhAAv6wBophE0Bg7gA4k6yayp4NZdxRxiUXw+mVqJRAAXzvBsnJ8u1JAUEgyfgQVe1Iu8qejH3sR+uI5qvdD7UpY9yzseEdNdwHQWRHOW4Atexxx519N51NP0/7QQzQ+fReVGS/jUVSDQcVYii7pZBKTjsBuzsT+xYNIdfeR6nmL93mLLmsuiVnDoWMlk50buarkVj5IOolypZgboveB2cX2UitS1Iut/VbM7WYKDdW4CrLYXnQkPt1KNIb30fQVj1L0SJIRnS4OjdaKJFkQiKezsojGzQPwdZq7Z00bqDBoWhzFo69E3BNkij/9NJyvv4G2WcvQjLvZ7vkL0agTbf5KYAWB4Ddfv921jxON+igq+vMBAyG2I/OINByFddVYAMxj05COCLOp7Fz8ftWjz+vdxYjhz6LXpxCMBfibpooXirIYp3zJUXwEwJDNcWQ63iDLIrFrYCIeq0gFW6j8YgJ6XRpHaWC2EiEihYkoMj7LTJz23yFobIiA6G6kSC8wrmAIANGol+qaR+joWEJx8V9ISlSVIG73VqprHiGS4CBuykTyNmxG726EF09BEARERcERp6GyYDzpG84lqXQsCTN7d0gjjiBlr99La8HLtHd8zJq1ZQwd+i+slpL9nqtvQyjURkXl3bS2vgeATpdCUdHtpCQf2+e1sYxLR9RLdL1ajjZ7AoLBArEoGnsxiqIQSK4mYuoEFISYjsy11yKNjId97kEpLo7U628gofEstn1yEa6kSuwjTjjsx/Zr4Jprrjmk+S+//PLvaU9UJcjhpD8d5gfi9ddfZ/v27UyZMoUjjzxyv/Nu3LiRmpoaTjzxRDSa/jhVP/38VPkpyMP76aeffn4IfgrPu/fee4/169cfVFvquxIJx3j+5pWE/FFGnlpGQPMAQlDA9j8R31wDEasPgK2hsTwlT0DseJpSaxZ3F92Es7Mcr38rMf3HgIw2JlGyy0GKE9XHwZJCw1//iWdNOXHDksg8xqJ6OYy5EOyFKEqM+vrniUS6yMu7Akkyga9D9Vqo/QKm3QBZPaawsViY7U/PpT1vG2hBFAws0l3As6EjUITeqRCF/louaHqbcxo/wIhq5KEoIAggI/CP5PN4sPQCTPg4I7yAadFlaEzu7uWjARuS3osgqkGbWMiKXjkGe9JxNO5UqN3mJ+zTgKKqOwxmLZlF8SiKQmOFk5BPVW5o9BIlE9IYNjOLhDQzXyXqcNB8++1Ypk0jYd48PJ6dbNx0HpFIT9lOq3UIxUV3YDLlEwy1UlZ2By7Xuu7/JyUdwfBhTyAIErIcJRp1Eo44UJQYZlMhoqi2sT2eIP/6ooYZyXFkpSylovLvyHIYvS4VhRjhcAdGQw7D027k6i1NfGAbQ4rSwv3ytWjECLl1fgp3+wHwRufQop9F4+gniBp6lxj9KjqdnYGFt5KaekKvgEB7+yLKyu8kFFKVQhqNjVEjX6ax6RUaG19m33q1YkyhsMZHdpMaFepMthIYfw/KG7kIGom0G8egsX1daevf2EbjRx/SNPxfRA1diKKeooF/JiXlaDSa+G/lR6goMj5/FW7XJlyuDbjcm/D5Kvbsr0hW1rkMKLiuW7WxPwI7Oun8387ustB7STq3FHfKGurrnyWx4kR0m/KwzsjGdkzeN+yT8v/s3Xd0FNUewPHvbN9ssum9d5LQAqFKFemigIhd7F2wYEERRRF7BzuKiqJYEBUEQQER6ZBACikkIb0nu0m27877YzEYAwg+UB9vPufkQGZn5t6ZbObk/vbe3w9TdS66sLRTuhZpOczZQcoJ8i9QXl7Or7/+ypgxYzpl2ZVIJP+7/g2DAolEIvk7/Bued0uWLKG8vJypU6fSs2fP/6oPJ+OXzwvJ+rGc6O5++EffiUlX1fGa066hesf1bAgZyIZ4kYCKWwGRtRetJdzTXSnNWLOJ3H030652D/yDdP1ITl+MWGGgeOL5IIrEfrMKTVJSx3lttiZycu6mqdm9pkSnS6JH98XodHHH7KPBsJeD+Y/Q1nYQAHWOQFnJCO6ZdAdqmUCkRkWT1UaL3YnryLr+sft/5oU9T+MbaUKuPDoMMMt6oRkzg18O7eKWgEtoVPkypfYHHjRuoF2XQ32gCseRxK6OtmQC/S+he8bFqNRHS4867S7K85o4tK+OQ3vrsf8hqahcKSM+PZChlySi0Z1aIvTWtoPs23eVOzgUfStxcXcj/C7II4ouqmu+oqDgcRyOdgQBTC4f9CoRh8PQuR9yT3x9B+LrO5C3mmNY3qDkFuFN+orbAPD3H0lqyrM4HK1kZs7AbCnH6VDyiOIp6sQQ3nXeCYpmdDYlIRUtKBTB+Pg+SqVvAZWO9xFxIMcb0WXFJbOgq+tFQMU09OdEI0uwU3hoYcdMEz+/oSQnzUcmU1JQ8Dj1DesB0Ggikcs9aG/PRxAUHUt/goMvIDhoPE6nBafThNNpQlGVi6atDf3QZ2h8owh7jQnPYRH4TIg95r0URZGm5Qdpyyulpu+7tOkzf3dvPNBowlGrgnA4TSiVPuh0iXjre+Hj0w+Vyl3Fz2qtxWjMwmDcj9GYRWvrARyO1i5t6fW9SU56FL3++L+zTqeFuro1+PhkoNW6Ex5bippp/CAX0e6ueKTtEYD/FSkdx5gO1NP08UHk3ipCHuiPIDt9hSSkIMjZQcoJ8i8QGRnJJZdc8k93QyKRSCQSieR/jiiKHcthgoOD/5Y2uw8LJ+vHcg5nNxHylRzZneDyBqEugEO/PoTL5sWVOZ+zJ+oS7OpElNYCtmR/ycUJ0xCszXh9cRf9W2ooiQ/gcJiMuvZdNO8Yi09eOHIPF/qB53UKgBiMWRw4cDtWazUymfbIALiAXbunkJLyFMFBEzr2tdtbKDr0HFVVnwKgVPoSH3o37U++x2OXumfJXBviy6z9O6h7+hkcJhNijJqAYQ5CrGVwJKYiynU4dIm4ks9HO9E93XzowOv5pDSbsSUOVgaP4faJd9C9aCXOb2+jxVuJGDWVgKH3Q0BCl3smV8qITPXjcE5jpwCIXCnDaXfhtLso2FmLuc3OiMuT0R8nWaUoivzQaCTVU0ukxh0s8fLsxsAB67Dbm9DpurYtCDLCQqeR2dCXjyq/4xrVa3jIWnD8Lm2IQuGDKDpwOttoaNhAQ8MGzgWGI0MuunCgICbuPpKir0cQBFRmM32L1Gz3k4GHnbnMw+XRG8zNKBQ+pGZ8wJ69l+JytaHVvobZ7K6IEhgwmm7dFtDamkdm1nW0B2Wha+yBZlUkykgfusW9Ro1sBdWKj2lq2sK2baOPJK91AgJ6fU+89X0wGPYcuR8OFAo9PXq8jp/voD9eOmKkiMtlxZJlwF5jQtAo0I84fgUNQRDwnZyAtcRI2PaZtA3fQqPXGqy2WpxOE+3thUdmcbg1Nm783dEyZDIVLlfXNUkymdbdd+90vPW90et7o1YHHrcfAA0NG8kvmI/FUo5S6Ut67w/x8kpFFeeNkGpFzFKCxoXiPBGn04pc7p7Zok3xR9AqcBpsWA+1oEmUPmSWnDwpCCKRSCQSiUQi+VczGAxYrVZkMhn+/v5/S5s+wR5EpvpRnttEtWYgqWtC8H92Hl8+k43L5kWgsAdXs8jtX5tYnzqGQ94FrN/8Fr2ueQMAtbed4KERxI//hkCliby8B2hrz6c+oRnhSRC9XPibStBqY6is/ISCwicQRTseHrH06L4YpdKX7JxZtLTsJDv7TgwRe0hIeIDa2tUUFi3Ebm8CIDR0GgnxD6BS+bH55T5kN1hR2u2MvfdOaooKAPAbFE1IfCaC1QxaP0iZBGmTEWKGopQru1x7r5juXNheyqq6Fp4qruHj9CuQG6vw37gAmj+DrM8gpAekTYW0KeDnnnFgMtpY+9Z+qg8ZQYBuA0LoOSqSgAhPmqrb+SCzksq99ZDbxPIndjJochw9tGsQti+CAbfCgJtBJuf9ygYeKqwkVK1kfUYyASr3kEWl8kOl8jvmz8vlcvHk5kO84WrDpR5KkSUZnbqeVlHPbA8VlwwYhUymQBSdtLbmcLj+FzaW/US8mIsGKw2E8DJ3E1MVxbLm5ciNlbBtEU6bmQX+rzKZZXQjD8y/ApCW+hx6fXeiIq+h9PAbmM1lKBR6kpIeJST4QgRBwN9/KAkJ91NU9DT1KcvRWKOhPBF7eStejEDw96W655u4lObfXYmI0ZiF0ZgFcCTgYMPhMGK11na57sbGLRQUPoHFUklQ8eXoGYp+RAQyj64/VwCr2YEggMpDid/FSTS8l43X5uHEXHsrzV6bOFT8Ajabux2l0g+ZTIPd3nwk6CECriP/F/D0TEbv1RO9vhd6fU90uqSOZUYADpsZu70VpbLrEhiLpYqCwgXU1687skWG3d7M3n1Xkhy6ANN3BlS17kBOVeJbtObsAARUykAEmQwfn4H4JJwHBzxp3XUYdcJfW8Yj+f8kBUEkEolEIpFIJP9qtbXuQVlAQMDfmi8tKdJKeS5Uhw5mxB1XkvmjCUtLAHKNgYSRw9n2vbvSx8DiaA71FtgbrMShNKOwy7AalJR958LL+gpBDzxAv36rKHjrRuq0v2CPEqm1rqN2+w94eiZ3LGcJDBxLasozHXkT0nt/RHHxixwue4vyiqXU1K7qyIuh0yWSnPQ4vr5HK4i84VQBVsZv24xPUQGCSkXILVPwNrzrDoDEjYTLPgXln0/NfzA2lNX1LfzYZGRbSxuDhs0G/zh3bpLiTVBzwP3143zwjqSuLZDva26lzRmAUjAx2vslYoMzIPIZLE4Xj7Y08oXWjHCOJ3cWOPHeZyDnyw10D5iDgBPWzYH9n1E+/hWeLHUvu6m22rkz7zAf94xDdoIBrsFk55oNuWzzEkEm0K8Vlg5M46afMznoH86jBgt9179MkrwNoa0eT1MD872n8YvHXPq05/LJwZmUyXyo6RVBiVXFwsJMHil5C4BHez/FAY9uNCnn86bnWxibfiQ6+lYCAs4FICrqJgzGTJQKHxKT5qJRdy4hGxV5A62tOdTWfkt1xhukWF9HbvWiRrWcGvmniIIDwaXCozEZdXs0HulByL3cwRqZXEtY6HSqqz+npPQ1Dh58GC/PFDw9kzGbyygofJKGhg0dbdXEvEebfj9B/RYf8z4117Tz1XN7cblERl+bSkzPAHSDQmk6sJO9+Y9j8SwGQKUIIi7uLsLCp3VacmQyHaa65itKSxcBMtJSX8TTs2tVGZfLRkn2m5RXvo9T2YZMpkKp9sVDG4OXvgcCAhWVH+F0mhAEOZGR1xIVeR1ZWbfS2pZFXvEDRJhn45LZsPTOQxZrQ27ywulsxWZ3zwirrf2aZs9dxPIk5uwGfv5xIH4hA0iIv7+j6kxdWw3lBZvp20eajS/pTMoJIpFIJH/Rv2GNvEQikfwd/unnXVtbG6WlpQB07979v2r/z9jMDg5srsBmdmBauZxDil7YVZ70GhXB/p/KEUWBiL77qdzbHVGU4f50XODb1KVUeu/j8aBJTOp1Mw3vL6P5k+XgdCKoVPhedSXNHy3DZbPis+QB6j1/paHxJwAEQU58/P1ERV5/zE+z6+s3kJs3G4ejFZlMQ2zMnURFXYdMdjSvRqbRxLg9BcgFWNdeg+/mnwicPhLVhlvA0gLRQ+CKz0Hl0eX8x3N/fjkfVjXST6/jmz4JR/tmaoK8byD7KyjdQr5pCBsNt+FEjY+8kgm+T+GrqASgevoKrjXFktlq6jhvkErBIpuObj9OJ0hRQJ09Hh9lLUrauKzHc2zy60+qh4oSix2zS2RObCizYoJxtLdhqq7AVleOo6kaZ0s1ZZZ27g0eQrFnEHKXk4fLPuKWsg+RiU7MMhWTer9OtlcivY15fJ05E41o442I6cyPvx2t08yGPTcQb64AmYKvIy7gllh3RYzX29aj8I3kJns3BGBFr3iG+HpitVaj0ZxaBUen08zuPdNpa8vF0zMFUXR0LDcJCDiP5MTHaFvRhCWvCbmPmqA705Hrjs7kEEUnmVnX09S0BQ+PWAIDx1FevgSXy4YgKAgPvRLbVhv10SsQZQ7U6hDSUl/A13dgxzks7Xa+eHo3hvqjs076TYwhbZiK3dsvxKFsQXBo8Csdj9/hcchcauTeahSBWpSBHigCtSgCPVAGack5fDf19evQ69PJ6LsCQZAd6adIfcMPFB58DlezFZvn0Tw6xyKXe+DnOwQf3/4oqoMwb2ilNnkpZt9CBKea1LhnCYk/n4bGTRw8+HCnZLEOhwFBUBK+7050dT2pSX0PQ8TPyGRqoqNvwV89mpmbr2G/rZ3Z8TO4YsjJVxeRcoKcHf6xxKhPPvkkq1evJjMzE5VKRUtLyykdLw0KJBLJv9k/PSiQSCSSv8v/y/OusaqNtW9l01JrOu4+HkE52Jq74bDLSdJsQp12Hgf2OCgPKmN1/AsEKfvw47TXQaXDUlBA7cKnMG3f3nG8tlcvoj9djiAItLcfoqb2G/z9h+Hj3feEfTPXbKM29yWCU2ahDT2ny+vXHShhTYOBacG+LEqNhrqDsHQCmBohcgBc+RWoPU/pftRY7QzanovZJfJhj1jGBHQtab/jy2x2r3d/Oh+d7MHoGYmofXzhh7nsydnIdd2fpFblh69CzqspUSworia/3cK5siaWbZyKU9CxrPYVQKA1eR8Le05D7bKyet8D/OI3isdiJyETXXySNYcRhu2d2t7gN4DbUh7BqPAiyNrI23mPMdCw/+gOWj+KvRIYH/8oBpUnk+p2c1eInfGuAdiQ8VygnatCfEHnDxofEASePFTFa2V1aGQCKpmA0eFiZlQQD8WH4XC009KyAx+fASgU7qo2ljY7u1aXoPNR03NkBAqVHLu9hYLCBRgMe4mJuY3QkKlYLFXs2j25YyaPUulPctKjBAVNQBAEXGYHdYv24Wi0oE7wIeC67p2SfdpsTezcNakjEADg53sOiUmP4PxVReuPZdgja6jp8zYmczEgEBN9C7GxsxBFOd+9lkXFwWa8/DREpvmRu6UKQW4lccKLyLTFaF0xxNY+jqxei6PJjGhzHfd94Qo2UZx+H05XO8nJTxARfjlG4wEKixbS0rITbVMSZr8CZHYd0UUPYDe1YPEtx5SwFwuVuFxWfqtyo7D4EZh/CfraAe7r1NZTO+xtTGIhcrkn/n5Dqav/3v3j1EaR0u1pvLxS2bfvaoyt+1HgQ8TW+/Dwi6Jq0CJaWnagaU5gt6KSd1sEZIi8Gn8Tw4fMPLk3PVIQ5GzxjwVBHn30UXx8fKioqGDJkiVSEEQikZxV/l8GBRKJRHLWPu/q8mD/ZxA1iMLmNH765BAOqxOdjwq/kl+w2uW4YlJoMLlnTyi0TYguBU6rnghVFucPy6dl0PN8+sROkIl8kP4IrTof3oy4hOHDZgDuT8dbf1hP7TNP46itI/Ltt/A8p2sQ44SsbfD2CGgsBK0vXLIMYoZ0vJzfbmH4zoMIwOb+3Ugyl8PSidBWC2HpcPUq0HQNYJyM34ICyToNP/VLRv67mSo5WyrZ9HE+AH3HRdP/gjhEAVodTtbUNvJgfhk2mZJu9lo+OGcY0ToteW1mxu/OxyLC/KJF3NxnCC0R08nKbeA6ZxPtcrj30DLuq3gHgJnJD7IiZDxB1kZ+3HM9vrZ2TPjxWswVLIo+H1GQ0cvSwDteVUQFBYNnEHgGgy4QjuQ7Wbp1Kw9aPUAQ0ItOjIKcYRqBR2VG2g1GTEYr2COwW3S0GWy8Gukiz8+9DCRNruT7c1KwtGeTnTMLs7kMtSqY+IT7sTcN5acP8mg32ADw8tfQa5wNIw9hsx/N3+Ht3Zfk5Mdx2A3k5t2Pr+9AEhMeRKnsnMzTXtNO3eJMRLsLr5GReI+N6fS6wbCPfZkzUCp9SUp8mICA0ViLDTQsyQaXiN8V3VCn6igoeIKq6hUdbbcXzSJ7oxWFWo7s0hLqhEoUDZ44GtcSEVyIj0tHv9QVhMW4l7aIooirzY6j0Yyj3oy93oyj3oSj3oyj0QwiNMdtoC5hGQqFFzHRt1F06BkAtC3JmH3yQRRIDXiZoPgxNLyXjb2qHUGjIODaNFRROtqNpRh/LsG5Q4HgkCPiwpFSRfhF45FrVWRm3UBLy44jVy4QGXkN8XH3uEtGA3a7gX2ZV9HamoPcqidy9wOEzBhObtZsarXbebpGg8EpY6J3CI+MfuOYyXSPRwqCQGNjIykpKezcuZOYmJh/ujv069ePOXPmMHXq1JM+5h8vkbt06VLuuusuKQgikUjOKmftoEAikUj+4Kx93i0Zi7NsF9tarybLdAEA4ZFO+mrzaXt7MYqwUOLXrOHHTw5RsPPooNZfUcqU4CdRz/oF9KF8+exuaoqN7Ij6jn3h6/HxvZ+NYyaj0HhR3VDOxqIsNja30+SS82r/foQHRp9aP1feClmfHP1epoRJL0P6lQDckXuYL2qbmejvxRLjN7D5WbCbILg7zPgWPI6dTFQURYp21+FyukgaEHLMpTgtdgcDtudhcDh5NSWK6SHuc5XnNfHta5mILsjr48WOHjoMDgetDhe/H1yMb9zKa3lP4HneIzDodhBFln71JA/6nY9SdPBdRgq99Dquzy5hdb2B7p4alnrpce34CLlow+odxtU+PSlCyWBPNe/3SuCeggpW17vL3l4d5s+CxHBUR0oAH8/Mb9azwstdqURndnHzOgM667GHQRalwLIRXpjUAlf/1Ep8QDv6bi+h9ikBBFxOOQ0HJtNUMBZwJ9G1Wx20t7iDIbrgHKIH/0JUQj/KypficpkRBDkREVcTFzurI+fLsZgy62j61B1Y8r8qFW1a50TADkc7crkGQZDjaDRTtzgTl8mBtlcgfpcmd/wMa2tXk3fwIZzONhwWL6p23IjveQk8Ujz7mO3qrf7MS1vA2HOGHPP137jMDho/ysVS3MzhgY9j1ZfiLm0jEiAfT6NtA6LcTphrBinnzes4pmFpDrbDRgSVDP2oaNp2VuNsdFeYUcXo8bkgHlXY0ZlKTqeZ3Lz7sViqSEx86Jgzpez2Fvbuu4q2tlzkVj0ylwq7toHPm1RsbVcQoBC5P9hMr9RnCAubdsLr+j0pCAKzZ8+mubmZJUuWdNq+dOlSXnzxK/Mj8wAAIABJREFURQoKCvDx8WHatGksWrTov2rrscceY/78+Z22BQcHU1NzdNbTN998w+zZszl48CCyP/ld/83/TIlcq9WK1Wrt+N5oNP6DvZFIJJIzR3reSSSS/xd/9/PO6XTR3mLFw0uFQiU/7n6W6jIai1rZ0fY41fZUAProvqSP4VNKlgcCAsF33oxMo6HHiIiOIIhG1cz53gtQj7gD9KEApA0Np6bYSM/6YewL20C50Mh1P62hXPAkTxMORMCRv8Ef37Odt8adQhAkc7k7ACLI3Dk99i2DnJWw6nZoKODw4DmsrHMvsZi58wGoWO8+LvocmP7hcQMg7QYrP314kLKcRgCKsxoYdXUKKm3n4YGPUsGdUUEsKK7m2ZJqzg/0YcPBOkreykPhgv3RKlYlKMBi63Scl1zGLZFB3K1TI8s2w4bHIHYYVO9nxoHn+Lm7D2v8h3BL7mHuig5hdb0BuQAvd4siwssDuj3Qca732i2M21PAr21WBuw4SIvDiVIQeCopgivDTq5a0EsTz6Vk5c9k6X24YGc7etpQ+phRedhQas245MUoNC2oPCyERw/jyrjzObivhlyrjcYyLY1lDxKSWkrfUaPY8lkexjr3D9QnfhM9RpsxGLOo3NeDpvwxtNemcfCb7ogDQ5ApRmFo2IOpvZqKXxXsYClymQ+iC0RR6PhXLtOi1YYjV6iI1Ck5JOxm648f0mfTeMJ03VAoZSiUcuQqGSqNHLVShn5HNTKTA3uAEvtAT3QmB2oPBYIgEBw8kfb6CPIKZqHxKSdi6Mu8XhcJQC+/OGSWAhodAgbRC4PdhFHdyIIDj+Ld+iYDxiYct9KKTKsg4LruNH2WT0jONRweOB8EEW9tPwzNexE1drzMfUke93DnY67vTuNHuVgLWzB8X+Le7qXCZ2Is2l6BXdqTy7X06P7aCX+mSqUPfdI/ZPevl2FSF+IEylr92NruDq7MP+cpQh05hIae/OwBCZjNZpYsWcKaNWs6bX/xxRd54YUXeO655xgwYAAWi4Xi4uLT0mZaWhobNhxN8iuXd352T5w4kRtvvJF169Yxfvz4/7q9f1UQ5KmnnuoSBZJIJJKzkfS8k0gk/y9Ox/OuuaadLZ8VoNYp0XgoUesUaHRKNDolLpdIS62J5hoTLbUmjPVmXC73J/w6bxXeQR7oA7V4B2hx2Jw0VLbRWNFGW7MVWACASiNn1Ply4hx6at8LQnSA1t+GV+694F9OQMYMPIJzsbZEMN73cTx99e5ZDUfE9w1iy4pCMOuJMCRxyGM/PwSOAEAQXaRby+mntPC2LJFV6mRuLtpDn4QT5wABoKEQVt/r/v+IOZBwHsSdCwFJsPkZ2PoKi22xOD3SGdm0g14V68EjAMYsgF6XwnEGsof21rHp43ws7XbkChmiKFK8r57GyjbG39wD//DOuUOuiwjk3YoGKix2Bv20n4vXtuBrEykLUGAfH8aScD9CVEq8lXK8FXL0Cjnq3z6tjbkeijZAwffwxXXQVocAvBAskiVXUmK2MetgGQB3RAXT3atr4tYknYbnkiK4Pa+MFoeTYJWCJd1jyfDW/fk9PEIul7NqyjDqGmvxH5GCUtX5k+GWlt0UFi10l6cVf6aw4l1kAQ5ix7moPzAdY1lfanLjWJ1bAmjQ6OQkjNyOw+Nj6t3VionIaGfQhCkc+MGLwwcaydtafeTscUe+TqyFdlpV5bwb+yWlftkAbBR3Mqr2POJKxyKIR4du/XVy9EpY67WTd71XYdlkYmLuLUS0J6L1UqLxEmipa8PlfJDYc5eSrd5LUVs9apnAdI8idDobkZHXkZT4MPXt9Uz+Yiot2jpe3/M67TU3MuKKbsiVx/7EXVDI8J4eQ/3SH/AtG01z9A8YzLtAA0prAD2HLEb2h0GsTCUnYEYaTZ8XYM5pwPOccPTnRiJTKyhoLuDhXx5maPhQ7ky/85RK3SqVvvTpv4wDm+5GEHx4xVkCHGZKwhSGxUwCJp30uc44UXTP0PonKD2O+zz4o++//x6FQsGgQYM6tjU3NzN37ly+/fZbRo0a1bE9LS3ttHRPoVAQEhJy3NflcjkTJkxg+fLl/0wQ5FjTVf5o165dZGRknHJn5syZwz333NPxvdFoJDIy8pTPI5FIJP920vNOIpH8vzgdz7u2Fivlec0nvb8gExBdIu0GG+0GG1WFx16S7SWrIyhKy8BrR+MT7IHT0IOWh34ATAQMDUCwH4SfnqAt920ihzlRWwTCdtXDuE9Boe44j1IlJ3lACAc2VZBSO5ga308Ya81lVIAfwxL74ufdB4DmdZ+xQpXME4WH+SouHeFE07rtZvj8GrC3u2dQDD0SDJHJYORD2P0SeG/3T3yqcQ9CZpUtg343wLlzabN4UJfZgMZLic5bjc5HhUIpx2p2sOWzAvK3u6eZB0R6MvraNOxWJ2vfPoChzswXz+xm5JXdSOp/dEDiIZdxb2wwD+aWM25zK77tLpzeSm68qw8JAX8SiBAEuHARvDEYGgrc20J64jv4Vha3Wpi6rwgXkOih5u7o4OOe5qIQP2ptDnLbzDwSH0awWnncfY9HJpcTEnTsyi4+Phlk9P2C2trvOFT8PBaLu7qNT1AiQ2ZeiLEmiF9WFFJf1kpUmh/nXp2Czns4BsNoikteRaMJJyH+AZRKPdGJcDinkfK8JuRyAblSjkIpQ6ZwYbYUIGJFJhMQZDJkMgEEF7UNG9hkyWYj9dgEF3LkdHMkkKPIZ33ID0T7ZXONZibBqkT05Ubq2nJ5JuRz8rWlHdfwU+JHXJz1AC6DB+0GACUav2Lw2sfqOvf9GulpRSc4kMnUtLXmczB/Hh7aGO7rO41H9rxLZvhPxB3ojeEVM+Nv6YHWU9XlXomiSH7BXGrivsav4gIUFj8cmiYEp5K0xFfReAd27CeKYsfyBUEhw/+ybohOEUHuHpC329u5d9O9lBpLOdh0EJvTxr0Z9yIIAnvWllJbYiQgwpPAaD1B0V7ovNVd+qPWBpAx/iNez3ydkqxN+Gn8uDfj3lN+f5xxdhMsPLXKQqfNQ1WgOrmg4c8//9xlLL9+/XpcLheVlZWkpKTQ2trK4MGDeeGFF07L36+FhYWEhYWhVqsZMGAACxcuJC6uc+Cwf//+PPvss/91W/AXgiB33HEHl1566Qn3+avJU9RqNWp11ze2RCKRnG2k551EIvl/cTqed36hOs67NhVLmx2LyY613YGl3Y7VZAcRvIM88A3xwCfY/eXpo8ZqctBS754ZYjjyJZcL+Ed4EeBrxv+rYahlJrgtD/Tu2QfNyz/FZTKhTkxE9+RKyF0JP87HKKtDEDzRt1vcszGSxnXpY9rQMA5sqiC2uQe/WFVck55M3+DOsz0e6DOQVftr2aaJY/2BzYzpNfL4F73uYajNds/smPoOyI5+sr6pycgjlh4UxiUBML4tm4HTX8ER1It9P5SxZ20WTnvn6h5qnQJEsJocCAL0GRdNv4mxyBXuAer0h/uxfkkO5XnNrH8vl8rCFoJj9LicIqJLpLvDxdwsB64GByqtgml398H3zwIgv9EFwOQ3YNlUEOTuoIhcwUAfTx5PDOfdinpeTYlGIz/xWv/booJOrr2/SBBkhIRcQGDgWCqrPsHhaCM66kbkcg2eCXDxgxkYG83oA7QdsxW8vfuQ3ntpl3NFp/kTnXaspTqxXbYcqD/A0m0V5FvdS67iVE4uDYBzuk3kQMllPFX0AodVVSxwPsRltslUqSr4KXYnAB4KD27ocQNfF31NGWWUXriBmaGXkrP/KZw2HSn9+7G2Pp1GZw56ucBILycALpeV5patNLdsBcAL6K1VkWlWsCnhY/z238enCzYyfIaGiPg0VKqAjv6WVyylpvZrBJmc6EkXYykcRVHTQqL9b8U/YQAOu5Ndmwp5oOQOVA4N1znuIz4mkuAYPcGxerRe7sCKKIrM3zafUmMpepUeo83IB7kfoFaoGWO7mO1fu5dalGQ1dLTdEFpMWcR+uqcmkB7RkxS/FII8gig2FPPOAXcy3Tn95+Ct/muJgCVQWlpKWFjnYE1xcTEul4uFCxfyyiuv4O3tzdy5cxk9ejT79+9HpeoaLDtZAwYM4MMPPyQpKYna2loWLFjA4MGDycnJwd//6O9QeHg4ZWVluFyuk84LcjynHAQJCAggICDgz3eUSCQSiUQikUhOA523muQBx58qfSwaTyUhnt6ExB5jMLTtdZCZIGoQ6N1/7LssFpo++ggA/xuuR5DLocc0SJlE69ap4DyI3iyHCU8dc1q5f7gnIXF6aoqNJNcPYGvl1i5BkPDAaG5kB4tI4okqM+em2VEous5oKNv/HbklB/HV98Bv/BP4qQPwEUXKLTYeK6pkbYM7r4q/UsFDsSFcGtaL0gONbHljB8YGdz4E3xAPnE6R9hYrTrsLa7sDAH2AhvOuTSM0vvN90XqqOP/O3uz6roTda0rJ3VJF7paqLn2TyQTG3dwd35CTX4oCQMIouPJLkKsgtFfH5hsiArkhIvDUznWGyeVqoiKv7bJdkAl4B3ZdrvNXmewmFmUuYlnuMkRE9Co9d/a8mnjLRoyGXRQWLiAp6kZWpq3k8dVz2cR2lrm+Am8QELgw4UJmps8k0COQQWGDuGrNVWys/pEYWQ69QosJC51OZPyNfJ39NQCz+s1lfNLFWK31mC2HMZsOYzKXYjaVYjIVM81VQmG1SKNHNQdiVtG7ZCrr3jASMeRyfMPa8PRKxUMbTUWl+/ckIWEOfn6DYQCEcT5Op4vcX6rYtbqETbpVNEfWghreNC1g0vrb8bC7k4z6huoYfW0qmy3r+L7ke+SCnEWjFpHbmMvTO5/m7f1vs7+qit6MJrFfMHK5QHFFBd9rP6EwYA8AOws2wpGJRX4aPxSCAofLwbCIYYyNGXvafkanldLDPSPjn2r7JJnN5i6JRF0uF3a7nVdffZUxY8YAsHz5ckJCQti4cSNjx/75Pd+yZUunpSxvvfUWV1xxRadtPXr0YNCgQcTHx/PBBx90mkWo1WpxuVxYrVa0Wu1JX8+xnNGcIGVlZTQ1NVFWVobT6SQzMxOAhIQEPD1PrU65RCKRSCQSiURyWuS6B4WkTu7YZPj6a5yNjSjCQtFPmHB0X4Uao9oGJtCPXgyBScc9beoQd4LUlNpBfHvoHbr5dWNk5EiU8qOBjjv7j+KTbTlUiyEsXbIB/7ZggmP1ZEyIQaVR8NmONdzfFoS1+0L3ATVATTYC7hocLkAuwPXhgdwbEwwtNr5/fT+HD7gTnOq8VZwzLZGEjCAEQUAURawmB+0tVqwmB4HRXiiPkzBWJhMYcEEcIXHeZP9ceWQpg4BMLiCTy5DLBZL6hxDZ7djJVv9Uwnl/7biz0LaqbczfNp/KNveym/Pjzmd2xmz8tf6I4o2UV3xAYeECysrewcc7g9eufodvNn/OS4deI1wRwoPj59E9sHvH+boHdOeO9Dt4ee/LfFxVTViohiFxd/FOzlKaLE3E6GOYkjgFQRDQaILQaILw9enXqU8ulwNn/oc8uvMldoduIcWehroimfLN9+Ac+A7W8I00Htk3NGQqkRHXHDlOpGh3LTu/LcFQb8YqN3EgcRMAWrkHzR41rM14g+lld+OoVNFc3c67b37HFynPA3Bn+p2kB6WTHpSOxWbl5cyX2B72Hd56L26acT9fFH3O+3tfo9XeioBAcn1/XKKILbqeMsthmizupCxahZa5A+Z2zNLJ31FDWW4jQy9OQuN56sunTjtBOOklKf+kgIAAmps7Lz8MDXUngU5NTe3YFhgYSEBAAGVlZSd13oyMjI54ALgrwByLTqejR48eFBYWdtre1NSEh4fHfx0AgTMcBJk3bx4ffPBBx/fp6ekAbNy4kREjRpzJpiUSiUQikUgkkq4MlVC+w/3/VHdZXNHppPG99wHwv+YaBOXRAZPD0YrJ5J6W7xUwiBNJyAhiy4oCvC0BKKq8uXfzvfhp/Lgg/gKmJk4l2jOapmIXd+ww46xyYBXVVNFCVWELBbtqKe9Wx+KoWJBBvKMJl2cIjQ4HxiNlZ0VgmK8nTyRGECtTsOe7UjJ/LMflEJHJBXqNiuwIpvxGEISOJLInK7q7P9HdT67qiuTUGKwGXtj9AiuLVgIQqgtl3qB5DAk/WppWEGRERV6LxVxBecVScvPuo7/nN1ww/GImDZt23MShM1KvYu3B1zlosrHcEMBwu4sPcz8EYGafmShlJ34PyGQKpnS7lp+q9rK5YjO7em/hct+BlB1opurX2+kxrhn/pF3IZRoSEuYgilC4u4bdq0tprnEn/NR6KakZtB9rq5kEnwReGfkK1/9wPTXtVXzbfRGLb3mTrUtL+dTrXWwuGwP8B3Ft96OzbpLyh5BRfpDdkd+zznM5+d9uo9RYCkCqfyrzBs6jcb2CA5srCRH1jL87laKWIvKb80n1SyXU0z1YNxltbFlRgLXdgX+4J33GnGJZ6v9j6enpLFu2rNO2c845B4D8/HwiIiIAd1CioaGB6OiTu7darZaEhIQ/3c9qtZKXl8fQoUM7bc/OzqZPnz4n1dafOaNBkKVLl7J06dIz2YREIpFIJBKJRHLycle5//3dUpjWH37AXlaG3Nsbn2nTOu1ubHVX6dBowlGpThwYUKrkdBsYyoFNFUysuo7KhhIcDgd1exW8La4jyBqByuoBKJEBZQEKQsON+JR7095kxW+bN9PLWolKr+Oe8ZM7KmzYXSLNdgc2USRUqSB/ew3LVhVjNrrL0kam+DL0kqRTX6IiOS0Kmgvw0/gRoD1xyoCC5gJuXn8zDeYGBAQu7XYps/rMQqc89s8tIeEBDMYsjMZ9HMi+g759ViCXHz+/Tk3NF1zqbeA5i5bi9kYuX3M5ZoeZnoE9OS/q5GbhCILAIwMfYc+qPWQ3HuCX7p8S6JWIbY+erO/96S+7iYyJsRTtrmX3mqPBD7WHgt7nRRJ9jp5Jq+8D4LbetxGlj+L9se9z/brrOWw8zK1bbiI+PYGWyjp0Vm96/zyF5nQT/uGelGTVs/+nCvoyltgMXz6v/YRSYymeSk9m9pnJ9KTpyGVy2idYyfu1mppiI3V5Jnr27EnPwJ6druPnT90BkIBIT3qNkhLPn4qxY8cyZ84cmpub8fX1BSApKYkLL7yQWbNm8fbbb6PX65kzZw7dunVj5MgT5DY6CbNnz2bSpElERUVRV1fHggULMBqNzJgxo9N+W7Zs6ViK89/6V5XIlUgkEolEIpFIzqg/LIURRZHGd94FwPeKK5B5dF4732o8AIDeq/Mg63jShoZxYHMFgkFDBCldXjcrWskP3ElLVBm7/VKQqXvgH2UlvsiDQQctJFfaUdT7s81agneABq2X6siXEmuLlS++LKKhvA0A7yAtQ6YlEt3D/5TKikpOD4vDwvO7n+ez/M/w0/jxycRPCPcMP+a+bbY27tl0Dw3mBmL0McwfPJ8+wSf+VFsmU9Gj+6vs2DmJ1tZsCouepFvy48fc1+Fop6TkVXwUIvekXcgTB1bRYHYnFL27z92n9P4I1gUzO2M2j217jDWla9wb+4Da7sGa4ijink0juXQIMmSoPRT0GhVJz3MjUWsVvLr3Vdrt7ST7JjMqyl1KNcIrgvfHuQMh5a3llLeWIxfkXNx6K4JRzaqX93HeNan8+GEeAL1HRXHO2HOJzg2jur2a67tfT6DH0bwxOm81Pc+NYO+6MravKia6uz+C7Oj1Hdpbx6G9dQgygXOvSkH+Jwl3JZ316NGDjIwMVqxYwc0339yx/cMPP+Tuu+9m4sSJyGQyhg8fztq1a1H+buacIAi8//77XHPNNSfdXkVFBZdddhkNDQ0EBgYycOBAtm/f3mmGSWVlJb/++muXGSp/lRQEkUgkEolEIpH8fzjGUhjT9u1YcnMRNBp8r7qyyyHGVncQxEvf46Sa8A/3ZNIdvWiuMSFXCMgUMmRygVaHkf2t+9jh/J59jXsB8GzJBJbTou1DScJYZg9J4/BGB9VFBjLXH3+dvUqroN/EGHqMiOio7nI2qWmv4dq11zI6ZjT39L3nzw/4LxhtRp7f9TyjokYxPHL4SR9X1FzEfT/fR1FLEQBNliZm/jSTj8Z/hMcfklCKosi8X+dx2HiYUF0oH43/CB+Nz0m1o9GEkZb2AllZ11NZ+TE+3hmEhFzQZb+y8vew2erRaqKY1nseBTYNn+V/xoiIEWSEZBzjzCc2NXEq/lp/fqn8hZyGHPKb87EqTZT7HKTc5yBV2hLuT3iEPufGoNK6h5TNlmaW5bkHqbf1vg2ZcPS9GeYZ1hEIKWst4470O7gybjrfvJJJfVkr376WBUBglBeDJscjCAIz0mZ07dgR6WOiyd5cSWNlG0V760jMcOeXsLTZ2fypO2Nqn7FRBEZ5nfK1S+CRRx5h9uzZ3HjjjR2VWPR6PUuWLGHJkiXHPKa0tBSFQtGxdOZkffrpp3+6z8svv8w111zTsRTnvyUFQSQSiUQikUgk/x+OsRTmt1kgPhddhOLI1O/fM3bMBOne5bXjiUrzJ6pLedRQ+pHM9VxKnamOH8t+ZGXeV+Qa81Gb9+Kw5bAv6haunnU1pfuaqCxswdJqx9xqw9Rqw9xqx+lwkTI4lP6TYtF6Hr8kZWVbJWXGMgaGDvyfnCHyVeFXVLRVsDR7KZPjJxPnE3fG2nr3wLusLFrJt8XfsmTMkj+dnSGKIl8UfsGzO5/F4rTgp/Hj3ox7eXH3ixQ0FzBnyxxeGvlSpwDAJwc/Yf3h9ShkCp4f/vxJB0B+E+A/gpiY2yktXczB/IdRq0PQ6eJQKHyQyRTYbA2UlbnLw8bH34tMpuLB/g8yOGww/UP6n/pNwf2J/ojIEYyIHAGAzWmjsLmQ9Qc2sbTsXQp99vKx5hXSVc/z25Dy/Zz3MTvMpPilMDKy6xKJEF0IKyatoLilmO4B3REEgQtm9WbVy/toKG9DqZYz5oY05Mo/D+xpdEp6j45i57cl7PimmPj0QGRyGb98XojZaMM3xIN+E7qWI5acnAkTJlBYWEhlZSWRkSe3nGjt2rXcdNNNJCYmnvb+BAUFMXv27NN2PkEURfG0ne00MxqNeHt7YzAY0Ov1/3R3JBKJpJPT+YySnncSieTf7Kx53i0Z454JMu4ZGHgL5pwcSi+aBnI58evWoYrovJTBbm/m5y3uT9GHDd2HUnn6+1vYVMBTu55mV80uAGK9Y5k7YC79Q7sOXkVRPGFQo9XWyjv732FZ3jLsLjuTEyYzb9C8EybErG2vRUQkRHdqJYjPpCmrpnTMsBgfM55nhz97Rtox2oyM+WIM7fZ2AHzVvnw88WMivY496DNYDczfNp/1h9cDcE7YOSwYsoAAbQCZdZlct+467C47N/W8iTvT7wRgf/1+ZqydgcPl4MH+D3JFyhV/qa+i6GRf5gyam7d12q5QeCMIcuz2Jry8etAv4ysE4czODvq54mfu2XQPVqeVgaEDeWXkK5gdZsZ/NR6zw8ziUYsZFjHspM9nabOzb30Z0T38CUs4+QCRzeLgo7nbsLTZGXlVNzz0KlYv3o8gwNT7+x67PPZJOF3PKIvFQklJCbGxsV1KzkrOvBPd/7Nv/pxEIpFIJBKJRPJHf1gKI4oi9a++CoB+/PguARAAo9GdFFWrjTkjARCARL8kloxZwsIhC/HT+FFiKOH6H65n3tZ5OF3OTvseLwDidDlZkb+C81eez/s572N32QH4uuhrbt9wO222ti7H2F123sh6g3FfjmPat9MwWA2n/+L+guKWYopaipAL7qSwa0vXUtRcdEbaWpG/gnZ7O/He8aT6p9JsbeaOH++g1dbaZd+chhwu+e6SjhkdszNm8/p5r3ckQ+0d1JtHBz0KwNv732ZtyVpaLC3cu/leHC4HY6LHcHm3y/9yXwVBTlray/j5DkGhOBoocDgM2O1NgEBiwoNnPAACMCxiGK+Peh2tQsv26u3csuEWFmUuwuww0yOgB0PDh/75SX5H46lk0JT4UwqAAKg0CvqOc+eN2PVdCZs/yQeg56jIvxwAkfx/kIIgEolEIpFIJJKz3x+WwhhWfk375p8RlEoCbr3lmIcYW/cDoD/JfCB/lSAITIqfxDeTv+GS5EsQEFhZtJJPDn7yp8furN7Jxd9dzBPbn6DJ0kSMPobFoxazeNRitAot26q3MWPtDGraazqOKWou4so1V/J65us4RAcGq4FN5ZvO4BWevB8O/wDA4LDBnBd1HiIib+5/87S3Y3VaWZbrzl9xXY/reO3c1wjyCKLYUMzszbNxuByAe/bN8oPLuer7q6hsqyTCM4Jl45cxI21GpyUvABcmXMiMVHcei7lb53LHT3dQ015DtD6a+YPn/9dLk9SqANLTP2D4sD2MHJHP0CE7GThgHX36fEr/ft/i6zvwvzr/qegf2p+3R7+Nl9KLfXX7+KLgC8CdC+TvXILVfXg4nr5q2pqttDVb0QdqGXDBmVs+JTk7SEEQiUQikUgkEsnZ73dVYezV1dQuXAhAwMw7UcfHH/OQo5VhzmwQ5Dfeam/mDpzL3IFzAXh176uUG8uPu//m8s3c8MMNFDYXolfpebD/g3x14VcMixjGsIhhvD/ufQK0ARQ0F3DFmivIa8xjyYElTP9uOrmNuehVes4Jcycx3HB4w99yjX/mt6Umo6NHc0svd3Dqh9IfKGwuPK3trCpaRaOlkRBdCONjxxPkEcRr576GVqHl16pfeWbnM7TZ2rjv5/tYuGMhdpedUVGj+GzSZ6QFpB33vHf3vZsh4UOwOq1k1Wehlqt5YfgLeKo8T2v/ZTIFKpU/Ol0Cvj798PLqWonoTOsd1JslY5fgq3bn0ukV2Kvj/fR3USjlZEyI6fj+3Ku6oVTJ/9Y+SP73SEEQiUQikUgkEsnZy9oKX918ZCmMgJgyieq5j+Bqa0Pbqxf+11133EOPVoY5ufK4p8vFSRczIGQAFqeFeb/OwyW6uuxz2Hh8V2IVAAAgAElEQVSYOVvmICIyLmYcq6es5oqUKzrl/0jzT+PjCR8T5x1HnamO6d9N5+W9L2N32RkWMYyVF67k3ox7AdhatfWYy2b+TqWGUgqaC1AICs6NOpdkv2RGR49GROSNrDeOecx3xd9x4dcX8tKel056SY/T5WRpzlIAZqTO6Lhnqf6pPDX0KQQEPs3/lIkrJ7KudB0KQcH9/e7npREvoVedeFmUXCbn2WHPEuftno3w8ICHSfZLPsk78L8nxT+FpeOXclXqVe579w8k4u02OJRe50Uy/LIkwpO6JjeWSP5ICoJIJBKJRCKRSM5OlXvgzaGw/1MQZDDmCVq+/4X2rVsR1GpCn3oKQX7sT42t1nqs1hpAwMsz9W/ttiAIPDr4UbQKLbtrd/N5/uedXjfZTcz6aRat9lZ6B/Zm4ZCFx604EuYZxofjPyQj2J3gVafU8fjgx1l07iKCPIJI8EkgRh+D3WVnc8XmM35tJ/LbLJABoQPwVrtzOtza61YEBNYfXk9+U37HvqIosmjfIuZsmUOxoZj3st9jwlcTWJq9FKvTeuJ2ytZT3lqOt9qbqYlTO702KmoUd/W9C3CXvQ3RhXQM8k92gO+l8uKz8z9j1eRVTEmcctLX/78qzjuO+/vdf9yEsmeaXC5jyLREug8/PeVTJWc/KQgikUgkEolEIjm7uFzwy0vuajDNJeAdCdeswRY1hdpn3ZVGgu65G3Xc8Utoth6ZBaLTJaBQ6P6Wbv9epFcks/rMAuDFPS9S1VYFuAf/c7fO5ZDhEIHaQF4c8SJK+fGrv4B7mc1bo9/i+eHP8/WFXzMlcUrHgF4QBEZHjwb++SUxv+UDGRMzpmNbom9ix/dvZrlzg1idVh7Y8gBv7X8LgIsSLyLBJwGjzcgLe15g4lcTWVm4sktiWXDfv/cOvAfAFd2uwEPp0WWfa9OuZWb6TKYnTefz8z+nV2CvU74WjULTMRtEIpH8u0hBEIlEIpFIJBLJ2aOhED6aDBseA5cDUifDLVsQIwdQPechRJMJj4wMfK+66oSnMf7N+UCO5bJul5EelI7JYWL+tvnuAXz2ex0VSl4c8SKBHoEndS6VXMXYmLHHLIX7W5BhS+UWTHbTab2G34iiyOuZr/Nm1puIotjl9TJjGQebDiIX5IyMHNnptd9mg2wo28C2qm3csO4Gvi/5HoWg4PHBj/PY4Mf4YtIXPHHOE4ToQqg11TLv13lc9M1F/Hj4x07tbavaRl5THlqFlsu6XXbMvgqCwI09b+SRQY8cd4aNRCL53yUFQSQSiUQikUgk//saiuCrm2BxfyjZDEoPuGARXLwUUeND04cfYtq1C8HDg9CnFiLITvxn8NF8IP9cEEQmyHh88OOo5Wp+rfqV+dvm8+o+d1nfOf3n0Duo92lpJ9k3mQjPCKxOK1sqt5yWc/7Rnto9vJH1BoszFx+z6s1vs0D6h/THV9M5r0O8TzzjYsYBcNP6m8isz8RL6cUbo9/oWG4il8mZnDCZ76Z8x+yM2XirvTlkOMRdm+7i8tWXs61qGwDvZbtngVyUeJEU4JBIjqOxsZGgoCBKS0v/6a5gtVqJiopiz549p+2cUhBEIpFIJBKJRPK/q/GQO/Hp4n6w/zMQXZA8AfH6n2i3JVH79NMcGjOWuqefASD4vtmoIk+cu0AURYzGI+Vx/8GZIAAx3jHc3vt2AL4s/BKX6GJKwhQuTrr4tLUhCAKjY87skpjlB5d3/P/53c+zv35/p9c7qsIc6ccf3dLrFgTcS3jCPcNZNmEZA0O7loRVy9XMSJvBmqlruKnnTWgVWrIbs7lp/U1csfoKdtT8h737j4u6yvv//xxggPFnKiA/FUsMNDAUIbRSVwWVi2y7XGtzzdzSbHWXavGTP+h3K1smm1bbN3cplrUwt7TWvRB1S5PWstbiUrRYCiZcyjUB8Re/ZOb7h1ezzaI4wIwD8rjfbnO7Oa85c87rzHXtqV6ec9575WXw0h3D73DW1IDLTmZmplJTUxUeHm4Xz8nJUUxMjHx9fRUYGKjFixc7fVyDwaD77rvPFvPx8VF6eroefPBBp41DEQQAAABdT/NZqWCZ9HzcuYtPrRZp2DTVT/qDKj8J0z9uulMVd96p6j/kqunwYRm8vdXv9h/rittuu2jXDQ3fqKmpSgaDl3r1uvSPHv1Pdwy/Q9F+54ox1wy4RiuuW+H0p3AkDT53JOa9f76n+rP1Tu37yOkjeqfiHUlSbECszlrOKv29dB2vPy5J+ufJf+pQ1SF5GDw0adCk8/Zx5RVXakXCCv13xH/rtZTXdOUVrd+30ce7j34e+3Pl35Kvn0T9REYPo/YfO1d4mX7ldAX1CnLiDIHLR11dnbKzs3X33XfbxbOysrRixQotXbpUBw8e1DvvvKPk5GSnjfvxxx9r3bp1iolp+TSu2bNnq7CwUJ999plTxvJySi8AAADApdJwSnpjnlR67giFhk1T0zUL9O3r76j2ieXS/90B4dm/v3pNmKDeP5ionmPHyqNHy0swz+eE7VLUYfL09HXJFNrC08NTWROytPmLzfrRsB/Jx9PH6WOMGDBCQT2D9M3pb/S3r/92wWJEe/zpH39Ss7VZoweO1vM/eF63/c9t+urEV1r+/nI9P+l52y6QMQPHqL9v/wv2c2vkrW0e28/kpwfjH9Sc4XP00v6X9MXxL3TvyHvbPRegvaxWq+rO1rllbJOXyeHC6datW+Xl5aXExERbrKamRhkZGdqyZYsmTfr32jBixAin5Hfq1CnNnj1bv/vd7/Tkk0+2+HzAgAEaO3as8vLy9Pjjj3d4PIogAAAA6DpOfCO9Nks6sl/yMsmS8ltV7flGVXPTZa079x8YvadNVf85c2QaOfKCj8BtdQjbpajXODX1jgjsGejS/3g3GAyaPHiy/njoj/rrV391WhGksblRb/zjDUnS7ZG3q5d3L60ev1qz82ersLJQLxe/rHcr3pUk21NqXCG4V7AeG/uYy/oHLqbubJ0SXktwy9h7b9973ichnc/u3bsVFxdnF9uxY4csFosqKysVFRWlkydPauzYsVq9erXCLnK80BGLFi1SSkqKJk+efN4iiCTFx8ersNA5dxZxHAYAAABdw78OSb+fLOs3+1Vf768q0736Mm2Njj33vKx1dTKNHKnBea8p9De/UY9Ro9pVAJGkkyfcfymqO3x3JGbX4V1qbG50Sp/bzNtUXV+tgB4Bmjjo3FNfru5/tVYkrJAkPffpczpw7IAMMmjSYOftPgHQPmazWcHBwXaxsrIyWSwWrVy5Us8++6zeeOMNVVdXa8qUKWps7NhasWHDBn3yySfKzMxstV1ISIjTLmplJwgAAAA6vaYP3tTp36Xr9D8tOv1tsJrrJGmDJMkYEqKAXz6g3tOmdfiuDKvVajsO06dPy7Ppl7MY/xgFmAJ0tO6oPvzmQ90YemOH+/zuQtRbr75VRg+jLf7DiB9q37/26e0v35YkjR44Wn4mvw6PB3RWJi+T9t6+121jO6qurk6+vvbHAC0Wi5qamrR27VolJZ0rlubl5SkwMFA7d+506G6QwsJCTZs2zfb+pZde0o033qi0tDRt3769xZgt5mAy6cwZ5zzCmyIIAAAAOrXa/+9Rff3s65L+/S/Jhh491HPMGPWaMF59b7lFHj7OuSfj1KnPdfZsrQwGb/XqOcwpfXYVHgYPTRo8SXmf52nHVzs6XAQ58O0BHTh2QEYPo/474r9bfL7iuhU6VH1IpTWlmn7l9A6NBXR2BoPB4SMp7uTn56eamhq7WFDQuYuEhw8fbov5+/vLz89PFRUVDvUbFxenoqIi2/uBAwfqnXfe0dGjRzV69GhbvLm5Wbt379bzzz+vhoYGef7fjr7q6mr5+/u3e17fRxEEAAAAnVqPG6ZKazbIFNpHPVN+rJ7X3yBTTIwM3t5OG8NiaVRFxcsqNz8vSerb91p5eDiv/65iyuApyvs8T+9WvKuHEx+2270hSfVn63W84bhq6mtU01Cj4/XH1cu7l64PuV4eBvuT9t/tApkaPlUDTANajGXyMunlpJe198heTR402XWTAuCw2NhYrV+/3i42btw4SVJJSYlCQ0MlnStKHDt2TIMHD3aoX5PJpKFDh9rFJk2apAMHDtjF5s2bp8jISD344IO2AogkFRcXKzY2ts3zOR+KIAAAAOjUjCOu07Adm+QZHCl5OP9Ku6qqQv2j9DGdOVMuSerbN05Rkb92+jhdwaiAUerv21/V9dVK3Zwqi9WihuYGNTU3qaG5QY2W85//jw2I1SOJj+iqK66SJFXVVanAXCBJ+nHkjy843hW+Vyg53HmP2QTQMcnJyVq2bJlqamrUr18/SdKwYcM0Y8YMpaWlad26derTp4+WLVumyMhITZw4sd1j9e7dW9dcY38Bdc+ePTVgwIAW8cLCQj3xxBPtHuv7uBgVAAAAnZ5n6HCnF0AaG49p/4FFKvrfO3XmTLm8vf00fPhqjR61QT16OPa3m5cbTw9P/deV/yVJqjxVqW9Of6Pq+mqdbDppK4B4eXjJ3+SviH4Rig+Ml8nLpE+PfqqZW2bquU+fU0Nzg94sfVNNliZF+0Ur2r97XTALdGXR0dGKi4vTxo0b7eK5ublKSEhQSkqKxo8fL6PRqIKCAhmN/94tZjAYlJOT4/ScPvjgA9XW1mrmzJlO6Y+dIAAAAOiWSv7xuL79tkAGg6dCQ+/QlUPS5OXV291pud19o+7TpEGTZJVVPp4+MnoY5ePpI29Pb/X27q1exl52F9AeOX1Ev9r7K+06vEvr9q/TNvM2nW46Lan1XSAAOqeHHnpI6enpmj9/vjz+r/jcp08fZWdnKzs7+7zfMZvN8vLysh2daa9du3a1iGVlZWnJkiUymRy/4LU1FEEAAADQ7Vitzaqu3i1JGhmTrQEDbnBzRp2H0dOoUQNHOdw+sGeg1k5cq3cq3lHm3kx9deIrSVJ/3/4cdQG6oOnTp6u0tFSVlZUKCwtz6DsFBQVasGCBIiIinJpLQ0ODRo4cqfvvv99pfVIEAQAAQLdz8uQhnT17Up6evdSvX6K70+nyDAaDJg+erISgBK39ZK02f7FZ9468V96e3e9yWeBykJaW1qb2CxcudEkePj4+ysjIcGqfFEEAAADQ7dQc/1CS1O+KeHl48K/EztLbu7dWXLdCyxOW2x2ZAYDOwmUXo5rNZt11110aMmSITCaTrrrqKj3yyCNqbDz/jdIAAADApVJTc64IckW/BDdncnmiAAKgs3JZ2fvzzz+XxWLRSy+9pKFDh6q4uFjz58/X6dOn9cwzz7hqWAAAAKBVFstZHT/+d0lSv37XuTkbAMCl5LIiyNSpUzV16lTb+yuvvFIlJSV68cUXKYIAAADAbU6eLFZz8yl5efVR715R7k4HAHAJXdIDkLW1terfv/8FP29oaFBDQ4Pt/YkTJy5FWgBwybHeAeguOuN6V3N8ryTpiiviZTB4ujkbAMCl5LI7Qf7Tl19+qeeee67VW2MzMzPVt29f28vRx/EAQFfDegegu+iM611NzQeSOAoDAN1Rm4sgjz76qAwGQ6uvv//973bf+frrrzV16lT96Ec/0t13333BvpctW6ba2lrb6/Dhw22fEQB0Aax3ALqLzrbeWSxNqq3dJ0k8GhcAuqE2H4dZvHixbrvttlbbhIeH2/789ddfa+LEiUpMTNS6deta/Z6Pj498fHzamhIAdDmsdwC6i8623p04uV/NzWdkNPZTr57D3J0OAHQ6VVVVioqK0kcffWT33/bu0NDQoIiICG3evFmjR492Sp9t3gni5+enyMjIVl++vr6SpMrKSk2YMEGjRo3SK6+8Ig+PS3b6BgAAAGjB9mjcKxJkMPDvpgDwnzIzM5WamtqiAJKTk6OYmBj5+voqMDBQixcv7vBYL774omJiYtSnTx/16dNHiYmJ2rp1q+1zHx8fpaen68EHH+zwWN9x2cWoX3/9tSZMmKBBgwbpmWee0bfffmv7LDAw0FXDAgAAABf0XRGE+0AAoKW6ujplZ2crPz/fLp6VlaXVq1dr1apVSkhIUH19vcrKyjo8XmhoqH79619r6NChkqQ//OEPmjFjhj799FONGDFCkjR79mwtWbJEn332maKiOv5EL5cVQbZv364vvvhCX3zxhUJDQ+0+s1qtrhoWAAAAOC+LpeF794FQBAFw6VitVlnr6twytsFkksFgcKjt1q1b5eXlpcTEf9+ZVFNTo4yMDG3ZskWTJk2yxb8rUnREamqq3ftf/epXevHFF/Xhhx/a+h8wYIDGjh2rvLw8Pf744x0e02VFkDvvvFN33nmnq7oHAAAA2qS29n9lsTTIaBygnj2GujsdAN2Ita5OJaOcc6dFW139yT4ZevRwqO3u3bsVFxdnF9uxY4csFosqKysVFRWlkydPauzYsVq9erVTn/jV3NysP/3pTzp9+rRdEUaS4uPjVVhY6JRxOAgJAACAbqHm+HdHYRIc/ltRAOhOzGazgoOD7WJlZWWyWCxauXKlnn32Wb3xxhuqrq7WlClT1NjY2OExDxw4oF69esnHx0cLFy7U5s2bNXz4cLs2ISEhMpvNHR5LcuFOEAAAAKAz+fd9IDwaF8ClZTCZdPUn+9w2tqPq6upsDzr5jsViUVNTk9auXaukpCRJUl5engIDA7Vz504lJydftN/CwkJNmzbN9v6ll17S7NmzJUlXX321ioqKdPz4cb355puaO3eu3nvvPbtCiMlk0pkzZxyeR2soggAAAOCy19xcr9raTyVJ/a7gPhAAl5bBYHD4SIo7+fn5qaamxi4WFBQkSXZFCX9/f/n5+amiosKhfuPi4lRUVGR7P3DgQNufvb29bRejxsXF6eOPP9aaNWv00ksv2dpUV1fL39+/7RM6D4ogAAAAuOzV1n4iq7VR3t4B6tFjiLvTAYBOKTY2VuvXr7eLjRs3TpJUUlJie+hJdXW1jh07psGDBzvUr8lkshU6LsZqtaqhocEuVlxcrNjYWIe+fzHcCQIAAIDL3r/vA7mO+0AA4AKSk5N18OBBu90gw4YN04wZM5SWlqY9e/aouLhYc+fOVWRkpCZOnNih8ZYvX67CwkKZzWYdOHBAK1as0K5du2xHZb5TWFhoO4rTURRBAAAAcNmwWM6qpuZDVVUVqqbmQx2v3acTJ/aruurcUwV4NC4AXFh0dLTi4uK0ceNGu3hubq4SEhKUkpKi8ePHy2g0qqCgQEaj0dbGYDAoJyenTeP961//0pw5c3T11Vdr0qRJ2rt3rwoKCjRlyhRbmw8++EC1tbWaOXNmh+b2HY7DAAAAoMuzWq369th2ffnlMzpzpuyC7bgPBABa99BDDyk9PV3z58+Xh8e5fRN9+vRRdna2srOzz/sds9ksLy8v29EZR12ov+/LysrSkiVLZGrDBa+toQgCAACALq2m5iN98eXTOnHi3MWnXl595esbLIulSVZroyyWJlksjRrQ/3qZTIPcnC0AdG7Tp09XaWmpKisrFRYW5tB3CgoKtGDBAkVERDg1l4aGBo0cOVL333+/0/qkCAIAAIBOzWJpUlPTcTU3n9LZs6d0tvmUms+e1tnmU/rXv/6iqqqdkiQPD5MGDbpLgwfdLS+v3m7OGgC6rrS0tDa1X7hwoUvy8PHxUUZGhlP7pAgCAACATq3m+F4VFc294OcGg6eCg2/TkPDF8vEJuISZAQC6GoogAAAA6NS8PHtKMsjTs6e8vHrJ07OXvLx6ytOzp0ymMA0eNJ/H3gIAHEIRBAAAAJ1anz4j9YOJpTzaFgDQYRRBAAAA0KkZDB7uTgEAcJngnygAAAAAAKBboAgCAAAAAAC6BYogAAAAAACgW6AIAgAAAAAAJElVVVUKCAiQ2Wx2dypqaGjQoEGDtG/fPqf1SREEAAAAAABIkjIzM5Wamqrw8HC7eE5OjmJiYuTr66vAwEAtXrzYKWONGTNGvXv3VkBAgG6++WaVlJTYPvfx8VF6eroefPDBDo/1nU79dBir1SpJOnHihJszAYCWvlubvlurOoL1DkBnxnoHoLtw5nrXFdXV1Sk7O1v5+fl28aysLK1evVqrVq1SQkKC6uvrVVZW1uHx3nvvPS1atEhjxozR2bNntWLFCiUlJenQoUPq2bOnJGn27NlasmSJPvvsM0VFRXV4zE5dBDl58qQkKSwszM2ZAMCFnTx5Un379u1wHxLrHYDOjfUOQHfhjPXu+6xWq842WpzWX1t4eXvIYDA41Hbr1q3y8vJSYmKiLVZTU6OMjAxt2bJFkyZNssVHjBjR4dwKCgrs3r/yyisKCAjQvn37dOONN0qSBgwYoLFjxyovL0+PP/54h8fs1EWQ4OBgHT58WL1793b4/2gnTpxQWFiYDh8+rD59+rg4w0uHeXUtzKtrae+8rFarTp48qeDg4A7nwHr3b8yra2FeXQvrXefCvLoW5tW1dIb17vvONlq0Lu09p/bpqAVrxsvo4+lQ2927dysuLs4utmPHDlksFlVWVioqKkonT57U2LFjtXr1aqcXtGtrayVJ/fv3t4vHx8ersLDQKWN06iKIh4eHQkND2/XdPn36XFb/I/4O8+pamFfX0p55OetvCFjvWmJeXQvz6lpY7zoX5tW1MK+uxZ3rXVdkNptbFIDKyspksVi0cuVKrVmzRn379lVGRoamTJmi/fv3y9vb2yljW61WPfDAA7r++ut1zTXX2H0WEhLitItaO3URBAAAAACArs7L20ML1ox329iOqqurk6+vr13MYrGoqalJa9euVVJSkiQpLy9PgYGB2rlzp5KTky/ab2FhoaZNm2Z7/9JLL2n27Nl2bRYvXqz9+/fr/fffb/F9k8mkM2fOODyP1lAEAQAAAADAhQwGg8NHUtzJz89PNTU1drGgoCBJ0vDhw20xf39/+fn5qaKiwqF+4+LiVFRUZHs/cOBAu89//vOf689//rN279593t2C1dXV8vf3d3gerfF89NFHH3VKT52Ip6enJkyYIC+vy6vGw7y6FubVtXTVeXXVvC+GeXUtzKtr6arz6qp5Xwzz6lqYV9fiznmdPXtWx48fV79+/brU71peXq533nlHCxcutMV69uyp559/XikpKbryyislnStKPPbYY1q0aJGuuuqqi/ZrNBrVv39/28vHx0fSuSMwP//5z7V582bt3Lnzgn299NJLCgoK0i233OLQPFr7/Q3W7vrsHwAAAAAAXKC+vl7l5eUaMmRIi+MlndmBAwc0atQoHT16VP369bPFb775Zn3xxRdat26d+vTpo2XLlqmsrExFRUUyGo3tHu9nP/uZXnvtNb399tu6+uqrbfG+ffvKZDLZ3oeHh+uJJ57QnDlzHOq3td/f8cNBAAAAAADgshUdHa24uDht3LjRLp6bm6uEhASlpKRo/PjxMhqNKigosCuAGAwG5eTktGm8F198UbW1tZowYYKCgoJsr9dff93W5oMPPlBtba1mzpzZobnZ8mQnCAAAAAAAztNVd4JIUn5+vtLT01VcXCwPD8f2TZjNZkVEROjQoUOKiIhwaj4/+tGPFBsbq+XLlzv8ndZ+/65zOAkAAAAAALjU9OnTVVpaqsrKSoWFhTn0nYKCAi1YsMDpBZCGhgaNHDlS999/v9P6ZCcIAAAAAABO1JV3glwOuBMEAAAAAAB0e5ddEeS3v/2trdozevRoFRYWujulDtm9e7dSU1MVHBwsg8Ggt956y90pOUVmZqbGjBmj3r17KyAgQDfffLNKSkrcnVaHvfjii4qJiVGfPn3Up08fJSYmauvWre5Oy6kyMzNlMBh03333uTuVDnn00UdlMBjsXoGBge5Oq01Y77oG1ruui/Wu82C96xpY77ou1jt0J5dVEeT111/XfffdpxUrVujTTz/VDTfcoGnTpqmiosLdqbXb6dOnNXLkSD3//PPuTsWp3nvvPS1atEgffvihduzYobNnzyopKUmnT592d2odEhoaql//+tf6+9//rr///e/6wQ9+oBkzZujgwYPuTs0pPv74Y61bt04xMTHuTsUpRowYoW+++cb2OnDggLtTchjrXdfBetc1sd51Hqx3XQfrXdfEeodux3oZiY+Pty5cuNAuFhkZaV26dKmbMnIuSdbNmze7Ow2XOHr0qFWS9b333nN3Kk7Xr18/6+9//3t3p9FhJ0+etEZERFh37NhhHT9+vDUtLc3dKXXII488Yh05cqS702g31ruui/Wu82O961xY77ou1rvOj/XOderq6qyHDh2y1tXVuTuVbqm13/+y2QnS2Nioffv2KSkpyS6elJSkPXv2uCkrOKq2tlaS1L9/fzdn4jzNzc3asGGDTp8+rcTERHen02GLFi1SSkqKJk+e7O5UnKa0tFTBwcEaMmSIbrvtNpWVlbk7JYew3nVtrHedH+td58F617Wx3nV+rHfoji6bR+QeO3ZMzc3NGjhwoF184MCBOnLkiJuygiOsVqseeOABXX/99brmmmvcnU6HHThwQImJiaqvr1evXr20efNmDR8+3N1pdciGDRv0ySef6OOPP3Z3Kk6TkJCg3NxcDRs2TP/617/05JNPauzYsTp48KAGDBjg7vRaxXrXdbHedX6sd50L613XxXrX+bHeobu6bIog3zEYDHbvrVZrixg6l8WLF2v//v16//333Z2KU1x99dUqKirS8ePH9eabb2ru3Ll67733uuw/KA8fPqy0tDRt3779snq817Rp02x/jo6OVmJioq666ir94Q9/0AMPPODGzBzHetf1sN51bqx3nRfrXdfDete5sd6hO7tsjsP4+fnJ09Ozxd8KHD16tMXfHqDz+PnPf64///nP2rlzp0JDQ92djlN4e3tr6NChiouLU2ZmpkaOHKk1a9a4O61227dvn44eParRo0fLy8tLXl5eeu+997R27Vp5eXmpubnZ3Sk6Rc+ePRUdHa3S0lJ3p3JRrHddE+td58d61/mw3nVNrA+NA5IAACAASURBVHedH+sdWlNVVaWAgACZzeZLPvaYMWO0adMml45x2RRBvL29NXr0aO3YscMuvmPHDo0dO9ZNWeFCrFarFi9erE2bNundd9/VkCFD3J2Sy1itVjU0NLg7jXabNGmSDhw4oKKiItsrLi5Os2fPVlFRkTw9Pd2dolM0NDTos88+U1BQkLtTuSjWu66F9a7rYL3rfFjvuhbWu66D9Q6tyczMVGpqqsLDw+3iOTk5iomJka+vrwIDA7V48eI29/3mm29q+PDh8vHx0fDhw7V582a7zx966CEtXbpUFoulI1No1WV1HOaBBx7QnDlzFBcXp8TERK1bt04VFRVauHChu1Nrt1OnTumLL76wvS8vL1dRUZH69++vQYMGuTGzjlm0aJFee+01vf322+rdu7ftb3j69u0rk8nk5uzab/ny5Zo2bZrCwsJ08uRJbdiwQbt27VJBQYG7U2u33r17tzjL27NnTw0YMKBLn/FNT09XamqqBg0apKNHj+rJJ5/UiRMnNHfuXHen5hDWu66D9a7rYL3rnFjvug7Wu66D9Q4XUldXp+zsbOXn59vFs7KytHr1aq1atUoJCQmqr69v86WzH3zwgW699VY98cQT+uEPf6jNmzdr1qxZev/995WQkCBJSklJ0fz587Vt2za7401OdYmeUHPJvPDCC9bBgwdbvb29raNGjeryj+TauXOnVVKL19y5c92dWoecb06SrK+88oq7U+uQn/70p7b///P397dOmjTJun37dnen5XSXwyPUbr31VmtQUJDVaDRag4ODrbfccov14MGD7k6rTVjvugbWu66N9a5zYL3rGljvujbWO+f6z0e0WiwWa2NdnVteFovF4bzffPNNq5+fn12surraajKZrH/961879JvMmjXLOnXqVLtYcnKy9bbbbrOL3XnnndY5c+Z0aKzWHpFrsFqtVteUVwAAAAAA6H7q6+tVXl6uIUOGyNfXV0319Vo7d6ZbcvnFH96Q0cELcO+77z6VlJRo69atttjGjRt1xx13aN26dcrMzNTJkyc1duxYrV69WmFhYQ7nMWjQIN1///26//77bbHf/OY3evbZZ/XVV1/ZYi+++KKefvpplZeXO9z3f/rP3//7Lps7QQAAAAAAQPuZzWYFBwfbxcrKymSxWLRy5Uo9++yzeuONN1RdXa0pU6aosbHR4b6PHDni0CPPQ0JCVFFR4bJ7QS6rO0EAAAAAAOhsvHx89Is/vOG2sR1VV1fXYueExWJRU1OT1q5dq6SkJElSXl6eAgMDtXPnTiUnJzvcvyOPPDeZTLJYLGpoaHDJfUIUQQAAAAAAcCGDweDwkRR38vPzU01NjV3su6frDB8+3Bbz9/eXn5+fKioqHO47MDDQoUeeV1dXq0ePHi67UJnjMAAAAAAAQLGxsTp06JBdbNy4cZKkkpISW6y6ulrHjh3T4MGDHe47MTGxxSPPt2/f3uKR58XFxRo1alRbU3cYRRAAAAAAAKDk5GQdPHjQbjfIsGHDNGPGDKWlpWnPnj0qLi7W3LlzFRkZqYkTJzrcd1pamrZv366nnnpKn3/+uZ566in99a9/1X333WfXrrCw0HbsxhUoggAAAAAAAEVHRysuLk4bN260i+fm5iohIUEpKSkaP368jEajCgoKZDQabW0MBoNycnIu2PfYsWO1YcMGvfLKK4qJiVFOTo5ef/11JSQk2NpUVlZqz549mjdvntPnZsuTR+QCAAAAAOA8rT2itbPLz89Xenq6iouL5eHh2L4Js9msiIgIHTp0SBEREe0ee8mSJaqtrdW6deva3YfEI3LRzRkMBr311lvuTgMAXI71DkB3wXoHuM706dN1zz33qLKy0uHvFBQUaMGCBR0qgEhSQECAnnjiiQ71cTEUQdDl3XnnnTIYDC1eU6dOdXdqAOBUrHcAugvWO8C90tLSFBYW5nD7hQsX6oUXXujwuEuWLGnxtBhn4xG5uCxMnTpVr7zyil3Mpw3PwwaAroL1DkB3wXoHwBXYCYLLgo+PjwIDA+1e/fr1O2/bxx9/XAMHDlRRUZEkqbGxUf/v//0/hYSEqGfPnkpISNCuXbsuYfYA4DjWOwDdBesdAFdgJwi6DavVqvvuu09vvfWW3n//fdt5tXnz5slsNmvDhg0KDg7W5s2bNXXqVB04cKDDZ9oAwB1Y7wB0F6x3ANqKnSC4LPzlL39Rr1697F7fv1Dn7NmzuuOOO7R9+3b97W9/s/3D78svv1ReXp7+9Kc/6YYbbtBVV12l9PR0XX/99S22XwJAZ8B6B6C7YL0D4ArsBMFlYeLEiXrxxRftYv3797f9+f7775ePj48+/PBD+fn52eKffPKJrFarhg0bZvfdhoYGDRgwwLVJA0A7sN4B6C5Y7wC4AkUQXBZ69uypoUOHXvDzKVOmKC8vT9u2bdPs2bNtcYvFIk9PT+3bt0+enp523+nVq5fL8gWA9mK9A9BdsN4BcAWKIOgWbrrpJqWmpur222+Xp6enbrvtNklSbGysmpubdfToUd1www1uzhIAOo71DkB3wXoHuEZVVZWioqL00UcfKTw8/JKOPWbMGC1btky33HKLy8bgThBcFhoaGnTkyBG717Fjx+za/PCHP9Qf//hHzZs3T2+88YYkadiwYZo9e7buuOMObdq0SeXl5fr444/11FNPKT8/3x1TAYBWsd4B6C5Y7wD3yMzMVGpqaosCSE5OjmJiYuTr66vAwEAtXry4Tf3+7ne/0w033KB+/fqpX79+mjx5sj766CO7Ng899JCWLl0qi8XS0WlcEDtBcFkoKChQUFCQXezqq6/W559/bhebOXOmLBaL5syZIw8PD91yyy165ZVX9OSTT+qXv/ylKisrNWDAACUmJmr69OmXcgoA4BDWOwDdBesdcOnV1dUpOzu7RcEwKytLq1ev1qpVq5SQkKD6+nqVlZW1qe9du3bpxz/+scaOHStfX189/fTTSkpK0sGDBxUSEiJJSklJ0fz587Vt2zZNmzbNafP6PoPVarW6pGcAAAAAALqh+vp6lZeXa8iQIfL19XV3Og7btGmT7rnnHn377be2WE1NjUJCQrRlyxZNmjTJaWM1NzerX79+ev7553XHHXfY4vPmzVNzc7Nyc3Pb3Xdrvz/HYQAAAAAAcCGr1SpLY7NbXm3Z97B7927FxcXZxXbs2CGLxaLKykpFRUUpNDRUs2bN0uHDhzv0m5w5c0ZNTU12T32SpPj4eBUWFnao79ZwHAYAAAAAABeyNln09cN73DJ28ONjZfD2vHhDSWazWcHBwXaxsrIyWSwWrVy5UmvWrFHfvn2VkZGhKVOmaP/+/fL29m5XXkuXLlVISIgmT55sFw8JCVFFRYUsFos8PJy/b4MiCAAAAAAAUF1dXYvjIxaLRU1NTVq7dq2SkpIkSXl5eQoMDNTOnTuVnJzc5nGefvpp5eXladeuXS3GM5lMslgsamhokMlkav9kLoAiCAAAAAAALmQweij48bFuG9tRfn5+qqmpsYt9d0Hx8OHDbTF/f3/5+fmpoqKizfk888wzWrlypf76178qJiamxefV1dXq0aOHSwogEkUQAAAAAABcymAwOHwkxZ1iY2O1fv16u9i4ceMkSSUlJQoNDZV0rlBx7NgxDR48uE39r1q1Sk8++aS2bdvW4u6R7xQXF2vUqFHtyN4xXIwKAAAAAACUnJysgwcP2u0GGTZsmGbMmKG0tDTt2bNHxcXFmjt3riIjIzVx4kSH+3766aeVkZGhl19+WeHh4Tpy5IiOHDmiU6dO2bUrLCy0HbtxBYogAAAAAABA0dHRiouL08aNG+3iubm5SkhIUEpKisaPHy+j0aiCggIZjUZbG4PBoJycnAv2/dvf/laNjY2aOXOmgoKCbK9nnnnG1qayslJ79uzRvHnznD43W57WtjwvBwAAAAAAtKq+vl7l5eUaMmRIi4s/O7v8/Hylp6eruLjY4aezmM1mRURE6NChQ4qIiGj32EuWLFFtba3WrVvX7j6k1n9/7gQBAAAAAACSpOnTp6u0tFSVlZUKCwtz6DsFBQVasGBBhwogkhQQEKD09PQO9XEx7AQBAAAAAMCJuvJOkMtBa78/d4IAAAAAAIBugSIIAAAAAADoFiiCAAAAAACAboEiCAAAAAAA6BYoggAAAAAAgG6BIggAAAAAAOgWKIIAAAAAAIBugSIIAAAAAACQJFVVVSkgIEBms/mSjz1mzBht2rTJpWNQBAEAAAAAAJKkzMxMpaamKjw83C6ek5OjmJgY+fr6KjAwUIsXL25Tv5s2bVJcXJyuuOIK9ezZU9dee63++Mc/2rV56KGHtHTpUlkslo5O44K8XNYzAAAAAADoMurq6pSdna38/Hy7eFZWllavXq1Vq1YpISFB9fX1Kisra1Pf/fv314oVKxQZGSlvb2/95S9/0bx58xQQEKDk5GRJUkpKiubPn69t27Zp2rRpTpvX9xmsVqvVJT0DAAAAANAN1dfXq7y8XEOGDJGvr6+703HYpk2bdM899+jbb7+1xWpqahQSEqItW7Zo0qRJTh1v1KhRSklJ0RNPPGGLzZs3T83NzcrNzW13v639/hyHAQAAAADAhaxWqxobG93yasu+h927dysuLs4utmPHDlksFlVWVioqKkqhoaGaNWuWDh8+3KHf45133lFJSYluvPFGu8/i4+NVWFjY7r4vhuMwAAAAAAC4UFNTk1auXOmWsZcvXy5vb2+H2prNZgUHB9vFysrKZLFYtHLlSq1Zs0Z9+/ZVRkaGpkyZov379zvctyTV1tYqJCREDQ0N8vT01G9/+1tNmTLFrk1ISIgqKipksVjk4eH8fRsUQQAAAAAAgOrq6locH7FYLGpqatLatWuVlJQkScrLy1NgYKB27txpu8/DEb1791ZRUZFOnTqld955Rw888ICuvPJKTZgwwdbGZDLJYrGooaFBJpPJKfP6PoogAAAAAAC4kNFo1PLly902tqP8/PxUU1NjFwsKCpIkDR8+3Bbz9/eXn5+fKioq2pSLh4eHhg4dKkm69tpr9dlnnykzM9OuCFJdXa0ePXq4pAAiUQQBAAAAAMClDAZDm46NuEtsbKzWr19vFxs3bpwkqaSkRKGhoZLOFSqOHTumwYMHd2g8q9WqhoYGu1hxcbFGjRrVoX5bw8WoAAAAAABAycnJOnjwoN1ukGHDhmnGjBlKS0vTnj17VFxcrLlz5yoyMlITJ050uO/MzEzt2LFDZWVl+vzzz5WVlaXc3Fz95Cc/sWtXWFhoO3bjChRBAAAAAACAoqOjFRcXp40bN9rFc3NzlZCQoJSUFI0fP15Go1EFBQV2R20MBoNycnIu2Pfp06f1s5/9TCNGjNDYsWP1xhtvaP369br77rttbSorK7Vnzx7NmzfP6XOz5Wlty/NyAAAAAABAq+rr61VeXq4hQ4a0uGi0s8vPz1d6erqKi4sdfjqL2WxWRESEDh06pIiIiHaPvWTJEtXW1mrdunXt7kNq/ffnThAAAAAAACBJmj59ukpLS1VZWamwsDCHvlNQUKAFCxZ0qAAiSQEBAUpPT+9QHxfDThAAAAAAAJyoK+8EuRy09vtzJwgAAAAAAOgWKIIAAAAAAIBugSIIAAAAAADoFiiCAAAAAACAboEiCAAAAAAA6BYoggAAAAAAgG6BIggAAAAAAOgWKIIAAAAAAABJUlVVlQICAmQ2my/52GPGjNGmTZtcOgZFEAAAAAAAIEnKzMxUamqqwsPD7eI5OTmKiYmRr6+vAgMDtXjx4naPsWHDBhkMBt1888128YceekhLly6VxWJpd98XQxEEAAAAAACorq5O2dnZuvvuu+3iWVlZWrFihZYuXaqDBw/qnXfeUXJycrvG+Oqrr5Senq4bbrihxWcpKSmqra3Vtm3b2tW3I7xc1jMAAAAAAOgytm7dKi8vLyUmJtpiNTU1ysjI0JYtWzRp0iRbfMSIEW3uv7m5WbNnz9Zjjz2mwsJCHT9+3O5zT09PTZ8+XXl5eZo2bVr7J9IKdoIAAAAAAOBCVqtVzc1n3PKyWq0O57l7927FxcXZxXbs2CGLxaLKykpFRUUpNDRUs2bN0uHDh9v8Ozz++OPy9/fXXXfddcE28fHxKiwsbHPfjmInCAAAAAAALmSx1GnXe9FuGXvC+APy9OzhUFuz2azg4GC7WFlZmSwWi1auXKk1a9aob9++ysjI0JQpU7R//355e3s71Pff/vY3ZWdnq6ioqNV2ISEhqqiokMVikYeH8/dtsBMEAAAAAACorq5Ovr6+djGLxaKmpiatXbtWycnJuu6665SXl6fS0lLt3LnToX5Pnjypn/zkJ/rd734nPz+/VtuaTCZZLBY1NDS0ex6tYScIAAAAAAAu5OFh0oTxB9w2tqP8/PxUU1NjFwsKCpIkDR8+3Bbz9/eXn5+fKioqHOr3yy+/lNlsVmpqqi323RNgvLy8VFJSoquuukqSVF1drR49eshkcjzvtqAIAgAAAACACxkMBoePpLhTbGys1q9fbxcbN26cJKmkpEShoaGSzhUqjh07psGDBzvUb2RkpA4csC8CZWRk6OTJk1qzZo3CwsJs8eLiYo0aNaoj02gVRRAAAAAAAKDk5GQtW7ZMNTU16tevnyRp2LBhmjFjhtLS0rRu3Tr16dNHy5YtU2RkpCZOnOhQv76+vrrmmmvsYldccYUktYgXFhYqKSnJCbM5P+4EAQAAAAAAio6OVlxcnDZu3GgXz83NVUJCglJSUjR+/HgZjUYVFBTIaDTa2hgMBuXk5HRo/MrKSu3Zs0fz5s3rUD+tMVjb8rwcAAAAAADQqvr6epWXl2vIkCEtLhrt7PLz85Wenq7i4mKHn85iNpsVERGhQ4cOKSIiot1jL1myRLW1tVq3bl27+5Ba//05DgMAAAAAACRJ06dPV2lpqSorK+3u6mhNQUGBFixY0KECiCQFBAQoPT29Q31cDDtBAAAAAABwoq68E+Ry0Nrvz50gAAAAAACgW6AIAgAAAAAAugWKIAAAAAAAoFugCAIAAAAAALoFiiAAAAAAAKBboAgCAAAAAAC6BYogAAAAAACgW6AIAgAAAAAAJElVVVUKCAiQ2Wy+5GPPnDlTWVlZLh2DIggAAAAAAJAkZWZmKjU1VeHh4XbxnJwcxcTEyNfXV4GBgVq8eHGb+s3JyZHBYGjxqq+vt7V5+OGH9atf/UonTpxwxlTOy8tlPQMAAAAAgC6jrq5O2dnZys/Pt4tnZWVp9erVWrVqlRISElRfX6+ysrI299+nTx+VlJTYxXx9fW1/jomJUXh4uF599VXde++97ZvERVAEAQAAAAAA2rp1q7y8vJSYmGiL1dTUKCMjQ1u2bNGkSZNs8REjRrS5f4PBoMDAwFbb3HTTTcrLy3NZEYTjMAAAAAAAuJDVatXp5ma3vKxWq8N57t69W3FxcXaxHTt2yGKxqLKyUlFRUQoNDdWsWbN0+PDhNv8Op06d0uDBgxUaGqr/+q//0qefftqiTXx8vD766CM1NDS0uX9HsBMEAAAAAAAXOmOx6KrdB9wy9pc3Rqunp6dDbc1ms4KDg+1iZWVlslgsWrlypdasWaO+ffsqIyNDU6ZM0f79++Xt7e1Q35GRkcrJyVF0dLROnDihNWvWaNy4cfrf//1fRURE2NqFhISooaFBR44c0eDBgx2fqIMoggAAAAAAANXV1dnd0SFJFotFTU1NWrt2rZKSkiRJeXl5CgwM1M6dO5WcnOxQ39ddd52uu+462/tx48Zp1KhReu6557R27Vpb3GQySZLOnDnT0emcF0UQAAAAAABcqIeHh768MdptYzvKz89PNTU1drGgoCBJ0vDhw20xf39/+fn5qaKiot15eXh4aMyYMSotLbWLV1dX28ZwBYogAAAAAAC4kMFgcPhIijvFxsZq/fr1drFx48ZJkkpKShQaGirpXKHi2LFjHTquYrVaVVRUpOho++JQcXGxQkND5efn1+6+W8PFqAAAAAAAQMnJyTp48KDdbpBhw4ZpxowZSktL0549e1RcXKy5c+cqMjJSEydOdLjvxx57TNu2bVNZWZmKiop01113qaioSAsXLrRrV1hYaDt24woUQQAAAAAAgKKjoxUXF6eNGzfaxXNzc5WQkKCUlBSNHz9eRqNRBQUFMhqNtjYGg0E5OTkX7Pv48eNasGCBoqKilJSUpMrKSu3evVvx8fG2NvX19dq8ebPmz5/v9LnZ8rS25Xk5AAAAAACgVfX19SovL9eQIUNaXDTa2eXn5ys9PV3FxcXycPA+EbPZrIiICB06dMjuSS9t9cILL+jtt9/W9u3b292H1Prvz50gAAAAAABAkjR9+nSVlpaqsrJSYWFhDn2noKBACxYs6FABRJKMRqOee+65DvVxMewEAQAAAADAibryTpDLQWu/P3eCAAAAAACAboEiCAAAAAAA6BYoggAAAAAAgG6BIggAAAAAAOgWKIIAAAAAAIBugSIIAAAAAADoFiiCAAAAAACAboEiCAAAAAAAkCRVVVUpICBAZrP5ko89c+ZMZWVluXQMiiAAAAAAAECSlJmZqdTUVIWHh9vFc3JyFBMTI19fXwUGBmrx4sVt7vv48eNatGiRgoKC5Ovrq6ioKOXn59s+f/jhh/WrX/1KJ06c6Og0LsjLZT0DAAAAAIAuo66uTtnZ2XaFCUnKysrS6tWrtWrVKiUkJKi+vl5lZWVt6ruxsVFTpkxRQECA3njjDYWGhurw4cPq3bu3rU1MTIzCw8P16quv6t5773XKnP4TRRAAAAAAAKCtW7fKy8tLiYmJtlhNTY0yMjK0ZcsWTZo0yRYfMWJEm/p++eWXVV1drT179shoNEqSBg8e3KLdTTfdpLy8PJcVQTgOAwAAAACAC1mtVp1pPOuWl9VqdTjP3bt3Ky4uzi62Y8cOWSwWVVZWKioqSqGhoZo1a5YOHz7cpt/gz3/+sxITE7Vo0SINHDhQ11xzjVauXKnm5ma7dvHx8froo4/U0NDQpv4dxU4QAAAAAABcqK6pWcMf3uaWsQ89nqwe3o79p7/ZbFZwcLBdrKysTBaLRStXrtSaNWvUt29fZWRkaMqUKdq/f7+8vb0d6rusrEzvvvuuZs+erfz8fJWWlmrRokU6e/asHn74YVu7kJAQNTQ06MiRI+fdKdJRFEEAAAAAAIDq6urk6+trF7NYLGpqatLatWuVlJQkScrLy1NgYKB27typ5ORkh/q2WCwKCAjQunXr5OnpqdGjR+vrr7/WqlWr7IogJpNJknTmzBknzcoeRRAAAAAAAFzIZPTUoccdKxa4YmxH+fn5qaamxi4WFBQkSRo+fLgt5u/vLz8/P1VUVDjcd1BQkIxGozw9/51PVFSUjhw5osbGRtuOkurqatsYrkARBAAAAAAAFzIYDA4fSXGn2NhYrV+/3i42btw4SVJJSYlCQ0MlnStUHDt2rE3HVcaNG6fXXntNFotFHh7nrif9xz/+oaCgILsjNcXFxQoNDZWfn19Hp3NeXIwKAAAAAACUnJysgwcP2u0GGTZsmGbMmKG0tDTt2bNHxcXFmjt3riIjIzVx4kSH+7733ntVVVWltLQ0/eMf/9D//M//aOXKlVq0aJFdu8LCQtuxG1egCAIAAAAAABQdHa24uDht3LjRLp6bm6uEhASlpKRo/PjxMhqNKigosD3qVjq32yUnJ+eCfYeFhWn79u36+OOPFRMTo1/84hdKS0vT0qVLbW3q6+u1efNmzZ8/3+lzs+VpbcvzcgAAAAAAQKvq6+tVXl6uIUOGtLhotLPLz89Xenq6iouLbcdWLsZsNisiIkKHDh1SREREu8d+4YUX9Pbbb2v79u3t7kNq/ffv/IeSAAAAAADAJTF9+nSVlpaqsrJSYWFhDn2noKBACxYs6FABRJKMRqOee+65DvVxMewEAQAAAADAibryTpDLQWu/P3eCAAAAAACAboEiCAAAAAAA6BYoggAAAAAAgG6BIggAAAAAAOgWKIIAAAAAAIBugSIIAAAAAADoFiiCAAAAAACAboEiCAAAAAAAkCRVVVUpICBAZrPZ3ano6NGj8vf3V2VlpdP6pAgCAAAAAAAkSZmZmUpNTVV4eLgkKScnRwaD4byvo0ePOm3ce+65RwaDQc8++6wtFhAQoDlz5uiRRx5x2jheTusJAAAAAAB0WXV1dcrOzlZ+fr4tduutt2rq1Kl27e68807V19crICDAKeO+9dZb2rt3r4KDg1t8Nm/ePMXHx2vVqlXq169fh8diJwgAAAAAANDWrVvl5eWlxMREW8xkMikwMND28vT01Lvvvqu77rrLKWNWVlZq8eLFevXVV2U0Glt8Hh0drcDAQG3evNkp47ETBAAAAAAAV7JapaYz7hnb2EMyGBxqunv3bsXFxbXaJjc3Vz169NDMmTM7nJrFYtGcOXO0ZMkSjRgx4oLt4uPjVVhYqJ/+9KcdHpMiCAAAAAAArtR0RlrZ8qjHJbH8a8m7p0NNzWbzeY+kfN/LL7+s22+/XSaTqcOpPfXUU/Ly8tIvfvGLVtuFhITo008/7fB4EkUQAAAAAACgc3eC+Pr6XvDzDz74QIcOHVJubm6b+n311Vd1zz332N5v3bpVPXr00Jo1a/TJJ5/IcJGdKiaTSWfOOGcnDUUQAAAAAABcydjj3I4Md43tID8/P9XU1Fzw89///ve69tprNXr06DalcNNNNykhIcH2PiQkRC+99JKOHj2qQYMG2eLNzc365S9/qWeffdbuEb3V1dXy9/dv05gXQhEEAAAAAABXMhgcPpLiTrGxsVq/fv15Pzt16pQ2btyozMzMNvfbu3dv9e7d2y42Z84cTZ482S6WnJysOXPmaN68eXbx4uJiTZgwoc3jng9FEAAAAAAAoOTkZC1btkw1NTUtHkf7+uuv6+zZs5o9e7ZTxhowYIAGDBhgFzMajQoMDNTVV19ti505c0b7jmG2QgAAIABJREFU9u3TypUrnTIuj8gFAAAAAACKjo5WXFycNm7c2OKz7Oxs3XLLLS2KI9K5C1UNBoN27drl9JzefvttDRo0SDfccINT+mMnCAAAAAAAkCQ99NBDSk9P1/z58+Xh8e99E3v27Lngd8xms6644gqNHDmyQ2N//x6Q7/zmN7/Rww8/3KF+v48iCAAAAAAAkCRNnz5dpaWlqqysVFhYmEPfKSgo0PLly8+7S6Qjjh49qpkzZ+rHP/6x0/o0WK1Wq9N6AwAAAACgm6uvr1d5ebmGDBnS6iNn4Rqt/f7cCQIAAAAAALoFiiAAAAAAAKBboAgCAAAAAAC6BYogAAAAAACgW6AIAgAAAAAAugWKIAAAAAAAoFugCAIAAAAAALoFiiAAAAAAAECSVFVVpYCAAJnNZnenoqNHj8rf31+VlZVO65MiCAAAAAAAkCRlZmYqNTVV4eHhkqScnBwZDIbzvo4ePdqhsR599FFFRkaqZ8+e6tevnyZPnqy9e/faPg8ICNCcOXP0yCOPdGic7zNYrVar03oDAAAAAKCbq6+vV3l5uYYMGSJfX193p+Owuro6BQcHKz8/X4mJibZYbW2tXbs777xT9fX12rVrV4fGe+211xQQEKArr7xSdXV1+s1vfqM//elP+uKLL+Tv7y9JOnDggOLj4/X111+rX79+DvXb2u/PThAAAAAAAKCtW7fKy8vLVgCRJJPJpMDAQNvL09NT7777ru66664Oj3f77bdr8uTJuvLKKzVixAhlZWXpxIkT2r9/v61NdHS0AgMDtXnz5g6PJ0leTukFAAAAAACcl9VqVd3ZOreMbfIyyWAwONR29+7diouLa7VNbm6uevTooZkzZzojPZvGxkatW7dOffv21ciRI+0+i4+PV2FhoX760592eByKIAAAAAAAuFDd2TolvJbglrH33r5XPYw9HGprNpsVHBzcapuXX35Zt99+u0wmkzPS01/+8hfddtttOnPmjIKCgrRjxw75+fnZtQkJCdGnn37qlPE4DgMAAAAAAFRXV9fqHSYffPCBDh061OajMK+++qp69eplexUWFto+mzhxooqKirRnzx5NnTpVs2bNanHhqslk0pkzZ9o2mQtgJwgAAAAAAC5k8jJp7+17L97QRWM7ys/PTzU1NRf8/Pe//72uvfZajR49uk053HTTTUpI+PdOmJCQENufe/bsqaFDh2ro0KG67rrrFBERoezsbC1btszWprq62nZRakdRBAEAAAAAwIUMBoPDR1LcKTY2VuvXrz/vZ6dOndLGjRuVmZnZ5n579+6t3r17O9TWarWqoaHBLlZcXKwJEya0edzz4TgMAAAAAABQcnKyDh48eN7dIK+//rrOnj2r2bNnO2Ws06dPa/ny5frwww/11Vdf6ZNPPtHdd9+tf/7zn/rRj35ka3fmzBnt27dPSUlJThmXIggAAAAAAFB0dLTi4uK0cePG/5+9+4+K8j7z//8aGCNjxeNUxAIBYQ1BRTDE0R40tHWNTINLk2ZNY0LTFGNMU7ZN7OLR0hjPkhoatVn7SRqryaTWJaC01TVuEUzbJYyVGDS1yo8a0nCXPViri1NqwjDRYb5/9OtsJigOMJQk83yc4x9c93uu677nP1/nfb+n3zWHw6E777xTVqu13zXDMGQymVRXVxf0rMjISP3+97/XP//zP+vGG2/UP/3TP+ncuXNyOp1KT0/3r9u3b5+SkpKUk5MzpGf6IF6HAQAAAAAAkqR169apuLhYDz74oCIi/m/fxOHDh6/6GcMwNHHixH4/bTuQqKgo7dmz55rr/v3f/12PP/540H2vhRAEAAAAAABIkvLy8tTW1qbOzk4lJiYG9ZmamhqVlJRccZfIcJw9e1ZLly7VPffcE7KeJp/P5wtZNwAAAAAAwlxvb6/a29uVkpIy4E/OYmQM9P1zJggAAAAAAAgLhCAAAAAAACAsEIIAAAAAAICwQAgCAAAAAADCAiEIAAAAAAAIC4QgAAAAAAAgLBCCAAAAAACAsEAIAgAAAAAAJEldXV2KjY2VYRh/17kej0dJSUk6duzYiM4hBAEAAAAAAJKksrIy5efnKzk5WZK0Y8cOmUymK/47e/bsoHo/99xzSklJUVRUlObMmSOn0+m/NnbsWBUXF2vNmjWhfJx+TD6fzzeiEwAAAAAACCO9vb1qb2/3/4f/o8Ltdis+Pl7V1dXKzs7217q7uwPWffWrX1Vvb6/q6uqC7r17927dd999eu6557RgwQJt27ZNL7zwglpaWpSUlCTpb7tQ4uPjdfz4cc2YMWPIzzHQ989OEAAAAAAAoAMHDshsNvsDEEmyWCz61Kc+5f8XGRmpX//613rggQcG1fvpp5/WAw88oBUrVmjGjBnasmWLEhMTtXXrVv+aSZMmaf78+aqsrAzZM32QecQ6AwAAAAAA+Xw++dzuUZltslhkMpmCWltfXy+bzTbgmp07d2rcuHFaunRp0Pfw3nvv6dixY1q7dm1APTc3V4cPHw6ozZs3L+A1mVAjBAEAAAAAYAT53G6dunnOqMxOe+OYTOPGBbXWMAzFx8cPuObFF1/UvffeK4vFEvQ9/O///q+8Xq+mTJkSUJ8yZYrOnDkTUEtISBjRQ1kJQQAAAAAAgNxu94BnmDQ0NKilpUU7d+4cUv8P7kjx+Xz9ahaLRT09PUPqHwxCEAAAAAAARpDJYlHaGyP7068DzQ5WTEyMXC7XVa+/8MILuummmzRnzuB2tcTExCgyMrLfro+zZ8/22x1y/vx5TZ48eVD9B4MQBAAAAACAEWQymYJ+JWU0ZWVlqby8/IrX3nnnHVVVVamsrGzQfa+77jrNmTNHr7zyir74xS/666+88opuv/32gLVNTU3Kysoa9Ixg8eswAAAAAABAdrtdzc3NV9wNsnv3bl26dEkFBQVD6v2tb31LL7zwgl588UW1trZq1apV6ujo0Ne+9rWAdU6nU7m5uUOaEQxCEAAAAAAAoIyMDNlsNlVVVfW75nA4dOedd8pqtfa7ZhiGTCaT6urqrtr77rvv1pYtW1RaWqqbbrpJ9fX1qq6u1tSpU/1rGhoa1N3dPahfnhksk8/n841YdwAAAAAAwkxvb6/a29uVkpIy4EGjH0bV1dUqLi5WU1OTIiKC2zdRV1enL37xi3r77bevGJIE66677lJWVpZKSkqG3EMa+PvnTBAAAAAAACBJysvLU1tbmzo7O5WYmBjUZ2pqalRSUjKsAMTj8Wj27NlatWrVkHsEg50gAAAAAACE0Ed5J8jHwUDfP2eCAAAAAACAsEAIAgAAAAAAwgIhCAAAAAAACAuEIAAAAAAAICwQggAAAAAAgLBACAIAAAAAAMICIQgAAAAAAAgLhCAAAAAAAECS1NXVpdjYWBmG8Xed6/F4lJSUpGPHjo3oHEIQAAAAAAAgSSorK1N+fr6Sk5MlSTt27JDJZLriv7Nnzwbdd+vWrcrMzNSECRM0YcIEZWdn68CBA/7rY8eOVXFxsdasWRPqRwpg8vl8vhGdAAAAAABAGOnt7VV7e7tSUlIUFRU12rcTNLfbrfj4eFVXVys7O9tf6+7uDlj31a9+Vb29vaqrqwu69/79+xUZGakbbrhBkvSTn/xEmzZt0m9/+1ulp6dL+tsulPj4eB0/flwzZswY8nMM9P2bh9wVAAAAAABck8/n06X3+kZltvm6CJlMpqDWHjhwQGaz2R+ASJLFYpHFYvH/fe7cOf3617+Ww+EY1H3k5+cH/L1hwwZt3bpVr732mj8EmTRpkubPn6/KykqVlpYOqn+wCEEAAAAAABhBl97r0/ZHXh2V2St/8FmNGRsZ1Nr6+nrZbLYB1+zcuVPjxo3T0qVLh3xPXq9XP/3pT/Xuu+8GBC6SNG/ePDmdziH3vhZCEAAAAAAAIMMwFB8fP+CaF198Uffee2/A7pBgnTx5UtnZ2ert7dX48eO1d+9ezZw5M2BNQkLCiB7KSggCAAAAAMAIMl8XoZU/+OyozQ6W2+0e8AyThoYGtbS0aOfOnUO6l7S0NB0/flx/+ctf9POf/1z333+/Xn311YAgxGKxqKenZ0j9g0EIAgAAAADACDKZTEG/kjKaYmJi5HK5rnr9hRde0E033aQ5c+YMqf91113nPxjVZrOpsbFRP/jBD7Rt2zb/mvPnz2vy5MlD6h8MfiIXAAAAAAAoKytLLS0tV7z2zjvvqKqqSg888EDI5vl8Pnk8noBaU1OTsrKyQjbjgwhBAAAAAACA7Ha7mpubr7gbZPfu3bp06ZIKCgqG1LukpEROp1OGYejkyZP6zne+o7q6un79nE6ncnNzhzQjGIQgAAAAAABAGRkZstlsqqqq6nfN4XDozjvvlNVq7XfNMAyZTCbV1dVdtfef//xn3XfffUpLS9OiRYt05MgR1dTUaPHixf41DQ0N6u7uHtYvz1wLZ4IAAAAAAABJ0rp161RcXKwHH3xQERH/t2/i8OHDV/2MYRiaOHGiZs+efdU1DofjmrOffvpprV69eki/PBMsQhAAAAAAACBJysvLU1tbmzo7O5WYmBjUZ2pqalRSUnLFXSLB8ng8mj17tlatWjXkHsEw+Xw+34hOAAAAAAAgjPT29qq9vV0pKSkD/uQsRsZA3z9nggAAAAAAgLBACAIAAAAAAMICIQgAAAAAAAgLhCAAAAAAACAsEIIAAAAAAICwQAgCAAAAAADCAiEIAAAAAAAIC4QgAAAAAABAktTV1aXY2FgZhvF3nevxeJSUlKRjx46N6BxCEAAAAAAAIEkqKytTfn6+kpOTJUk7duyQyWS64r+zZ88OeYbJZNKjjz7qr40dO1bFxcVas2ZNKB7jqghBAAAAAACA3G63HA6HVqxY4a/dfffd+tOf/hTwz26367Of/axiY2MHPaOxsVHbt29XZmZmv2sFBQVyOp1qbW0d1nMMxDxinQEAAAAAgHw+ny55PKMy2zx2rEwmU1BrDxw4ILPZrOzsbH/NYrHIYrH4/z537px+/etfy+FwDPpe3nnnHRUUFOj555/Xd7/73X7XJ02apPnz56uyslKlpaWD7h8MQhAAAAAAAEbQJY9H/+/+paMy+5s/+ZnGREUFtba+vl42m23ANTt37tS4ceO0dOngn6eoqEhLlizRrbfeesUQRJLmzZsnp9M56N7BIgQBAAAAAAAyDEPx8fEDrnnxxRd17733BuwOCcauXbv0xhtvqLGxccB1CQkJI3ooKyEIAAAAAAAjyDx2rL75k5+N2uxgud1uRQ2wa6ShoUEtLS3auXPnoO7hf/7nf/TII4/o4MGDA/aX/vb6TU9Pz6D6DwYhCAAAAAAAI8hkMgX9SspoiomJkcvluur1F154QTfddJPmzJkzqL7Hjh3T2bNnAz7n9XpVX1+vZ599Vh6PR5GRkZKk8+fPa/LkyUN7gCAQggAAAAAAAGVlZam8vPyK19555x1VVVWprKxs0H0XLVqkkydPBtQKCws1ffp0rVmzxh+ASFJTU5OysrIGPSNY/EQuAAAAAACQ3W5Xc3PzFXeD7N69W5cuXVJBQcGg+0ZHR2vWrFkB/z7xiU9o0qRJmjVrVsBap9Op3NzcIT/DtRCCAAAAAAAAZWRkyGazqaqqqt81h8OhO++8U1artd81wzBkMplUV1c3rPkNDQ3q7u4e0i/PBIvXYQAAAAAAgCRp3bp1Ki4u1oMPPqiIiP/bN3H48OGrfsYwDE2cOFGzZ88Oes6VApOnn35aq1evHvQvzwwGIQgAAAAAAJAk5eXlqa2tTZ2dnUpMTAzqMzU1NSopKbniLpFgeTwezZ49W6tWrRpyj2CYfD6fb0QnAAAAAAAQRnp7e9Xe3q6UlJRr/iQsQm+g758zQQAAAAAAQFggBAEAAAAAAGGBEAQAAAAAAIQFQhAAAAAAABAWCEEAAAAAAEBYIAQBAAAAAABhgRAEAAAAAACEBUIQAAAAAAAgSerq6lJsbKwMwxjtW5EkzZ07V3v27AlZP0IQAAAAAAAgSSorK1N+fr6Sk5P9tcbGRi1atEgTJ06U1WpVbm6ujh8/PuxZly5d0mOPPaaUlBRZLBb9wz/8g0pLS9XX1+dfs27dOq1duzagNhyEIAAAAAAAQG63Ww6HQytWrPDXLly4ILvdrqSkJB05ckSHDh3ShAkTZLfbdfHixWHNe+qpp/SjH/1Izz77rFpbW7Vx40Zt2rRJzzzzjH/NkiVL1N3drdra2mHNuswcki4AAAAAAOCKfD6ffBdDs5NhsExjImQymYJae+DAAZnNZmVnZ/trp06dksvlUmlpqRITEyVJ69evV2Zmpjo6OjRt2rQh31tDQ4Nuv/12LVmyRJKUnJysyspKHT161L8mMjJSeXl5qqys1G233TbkWZcRggAAAAAAMIJ8F/t0+vHDozI7vnS+TNdFBrW2vr5eNpstoJaWlqaYmBg5HA6VlJTI6/XK4XAoPT1dU6dOHda93XLLLfrRj36kN998UzfeeKN+97vf6dChQ9qyZUvAunnz5mnjxo3DmnUZIQgAAAAAAJBhGIqPjw+oRUdHq66uTrfffrueeOIJSdKNN96o2tpamc3DixTWrFmj7u5uTZ8+XZGRkfJ6vdqwYYPuueeegHUJCQnq6OhQX1+fIiKGd6oHIQgAAAAAACPINCZC8aXzR212sNxut6KiovrVli9frgULFqiyslJer1ebN29WXl6eGhsbZbFYrtnX6XQGvMqybds2FRQUaPfu3SovL1dFRYXS09N1/PhxPfroo4qPj9f999/vX2+xWNTX1yePxxPUvIEQggAAAAAAMIJMJlPQr6SMppiYGLlcroBaRUWFDMNQQ0ODfxdGRUWFrFar9u3bp2XLll2zr81mC/g1mSlTpkiSVq9erbVr1/p7ZGRk6I9//KPKysoCQpDz589r3Lhxww5AJEIQAAAAAAAgKSsrS+Xl5QG1np4eRUQEHq56+e9gf7bWYrHohhtu6Fe/3Pv9IiMj+/VtamrSzTffHOxjDIifyAUAAAAAALLb7Wpubg7YDbJ48WK5XC4VFRWptbVVzc3NKiwslNls1sKFC4c1Lz8/Xxs2bNAvfvELGYahvXv36umnn9YXv/jFgHVOp1O5ubnDmnUZIQgAAAAAAFBGRoZsNpuqqqr8tenTp2v//v06ceKEsrOzlZOTo9OnT6umpkZxcXH+dSaTSTt27BjUvGeeeUZLly7V17/+dc2YMUPFxcV66KGH/AewSlJnZ6cOHz6swsLCYT+fJJl8Pp8vJJ0AAAAAAIB6e3vV3t6ulJSUfgeNfthVV1eruLhYTU1NQf8Si2EYSk1NVUtLi1JTU0N6P6tXr1Z3d7e2b98e9GcG+v45EwQAAAAAAEiS8vLy1NbWps7OTiUmJgb1mZqaGq1cuTLkAYgkxcbGqri4OGT92AkCAAAAAEAIfZR3gnwcDPT9cyYIAAAAAAAIC4QgAAAAAAAgLBCCAAAAAACAsEAIAgAAAAAAwgIhCAAAAAAACAuEIAAAAAAAICwQggAAAAAAgLBACAIAAAAAACRJXV1dio2NlWEYo30rkqS5c+dqz549IetHCAIAAAAAACRJZWVlys/PV3Jysr/W2NioRYsWaeLEibJarcrNzdXx48dDMq+zs1Nf/vKXNWnSJI0bN0433XSTjh075r++bt06rV27Vn19fSGZRwgCAAAAAADkdrvlcDi0YsUKf+3ChQuy2+1KSkrSkSNHdOjQIU2YMEF2u10XL14c1jyXy6UFCxZozJgxOnDggFpaWvT9739fEydO9K9ZsmSJuru7VVtbO6xZl5lD0gUAAAAAAFyRz+cbdmAwVGPGjJHJZApq7YEDB2Q2m5Wdne2vnTp1Si6XS6WlpUpMTJQkrV+/XpmZmero6NC0adOGfG9PPfWUEhMT9eMf/9hfe/8OFEmKjIxUXl6eKisrddtttw151mWEIAAAAAAAjKCLFy/qySefHJXZJSUluu6664JaW19fL5vNFlBLS0tTTEyMHA6HSkpK5PV65XA4lJ6erqlTpw7r3l5++WXZ7XbdddddevXVV5WQkKCvf/3revDBBwPWzZs3Txs3bhzWrMt4HQYAAAAAAMgwDMXHxwfUoqOjVVdXp/LyclksFo0fP161tbWqrq6W2Ty8fRVvv/22tm7dqtTUVNXW1uprX/uavvnNb2rnzp0B6xISEtTR0RGSc0HYCQIAAAAAwAgaM2aMSkpKRm12sNxut6KiovrVli9frgULFqiyslJer1ebN29WXl6eGhsbZbFYrtnX6XQGvMqybds2FRQUqK+vTzabzb9LJisrS83Nzdq6dau+8pWv+NdbLBb19fXJ4/EENW8ghCAAAAAAAIwgk8kU9CspoykmJkYulyugVlFRIcMw1NDQoIiICH/NarVq3759WrZs2TX72my2gF+TmTJliiQpLi5OM2fODFg7Y8YM/fznPw+onT9/XuPGjRt2ACIRggAAAAAAAP1tJ0Z5eXlAraenRxEREQGHq17+O9jXUywWi2644YZ+9QULFujUqVMBtTfffLPfWSNNTU26+eabg32MAXEmCAAAAAAAkN1uV3Nzc8BukMWLF8vlcqmoqEitra1qbm5WYWGhzGazFi5cOKx5q1at0muvvaYnn3xSb731lioqKrR9+3YVFRUFrHM6ncrNzR3WrMsIQQAAAAAAgDIyMmSz2VRVVeWvTZ8+Xfv379eJEyeUnZ2tnJwcnT59WjU1NYqLi/OvM5lM2rFjx6DmzZ07V3v37lVlZaVmzZqlJ554Qlu2bFFBQYF/TWdnpw4fPqzCwsJhP58kmXw+ny8knQAAAAAAgHp7e9Xe3q6UlJR+B41+2FVXV6u4uFhNTU3+M0CuxTAMpaamqqWlRampqSG9n9WrV6u7u1vbt28P+jMDff+cCQIAAAAAACRJeXl5amtrU2dnpxITE4P6TE1NjVauXBnyAESSYmNjVVxcHLJ+7AQBAAAAACCEPso7QT4OBvr+ORMEAAAAAACEBUIQAAAAAAAQFghBAAAAAABAWCAEAQAAAAAAYYEQBAAAAAAAhAVCEAAAAAAAEBYIQQAAAAAAQFggBAEAAAAAAJKkrq4uxcbGyjCM0b4VeTweJSUl6dixYyHrSQgCAAAAAAAkSWVlZcrPz1dycrK/1tjYqEWLFmnixImyWq3Kzc3V8ePHQz7XZDLp0Ucf9dfGjh2r4uJirVmzJmRzCEEAAAAAAIDcbrccDodWrFjhr124cEF2u11JSUk6cuSIDh06pAkTJshut+vixYshmdvY2Kjt27crMzOz37WCggI5nU61traGZBYhCAAAAAAAI8jn88nr7RmVfz6fL+j7PHDggMxms7Kzs/21U6dOyeVyqbS0VGlpaUpPT9f69et19uxZdXR0DPu7eeedd1RQUKDnn39eVqu13/VJkyZp/vz5qqysHPYsSTKHpAsAAAAAALiivj636l7NGJXZn/vsSUVGjgtqbX19vWw2W0AtLS1NMTExcjgcKikpkdfrlcPhUHp6uqZOnTrs+ysqKtKSJUt066236rvf/e4V18ybN09Op3PYsyRCEAAAAAAAIMkwDMXHxwfUoqOjVVdXp9tvv11PPPGEJOnGG29UbW2tzObhRQq7du3SG2+8ocbGxgHXJSQkhOygVkIQAAAAAABGUESERZ/77MlRmx0st9utqKiofrXly5drwYIFqqyslNfr1ebNm5WXl6fGxkZZLNfu73Q6ddttt/n/3rZtmz7zmc/okUce0cGDB/vN/CCLxaKenp6gn2MghCAAAAAAAIwgk8kU9CspoykmJkYulyugVlFRIcMw1NDQoIiICH/NarVq3759WrZs2TX72my2gF+TmTJlin71q1/p7NmzmjNnjr/u9XpVX1+vZ599Vh6PR5GRkZKk8+fPa/LkyaF4REIQAAAAAAAgZWVlqby8PKDW09OjiIgImUwmf+3y3319fUH1tVgsuuGGGwJqixYt0smTgbtjCgsLNX36dK1Zs8YfgEhSU1OTsrKyBvs4V8SvwwAAAAAAANntdjU3NwfsBlm8eLFcLpeKiorU2tqq5uZmFRYWymw2a+HChUOeFR0drVmzZgX8+8QnPqFJkyZp1qxZAWudTqdyc3OHPOv9CEEAAAAAAIAyMjJks9lUVVXlr02fPl379+/XiRMnlJ2drZycHJ0+fVo1NTWKi4vzrzOZTNqxY0fI76mhoUHd3d1aunRpSPqZfIP50WAAAAAAADCg3t5etbe3KyUl5ZqHfn7YVFdXq7i4WE1NTf4zQK7FMAylpqaqpaVFqampIb2fu+66S1lZWSopKQn6MwN9/5wJAgAAAAAAJEl5eXlqa2tTZ2enEhMTg/pMTU2NVq5cGfIAxOPxaPbs2Vq1alXIerITBAAAAACAEPoo7wT5OBjo++dMEAAAAAAAEBYIQQAAAAAAQFggBAEAAAAAAGGBEAQAAAAAAIQFQhAAAAAAABAWCEEAAAAAAEBYIAQBAAAAAABhgRAEAAAAAABIkrq6uhQbGyvDMEb7VuTxeJSUlKRjx46FrCchCAAAAAAAkCSVlZUpPz9fycnJ/lpjY6MWLVqkiRMnymq1Kjc3V8ePHw/JrLlz5yo6OlqxsbG64447dOrUKf/1sWPHqri4WGvWrBn2rMsIQQAAAAAAgNxutxwOh1asWOGvXbhwQXa7XUlJSTpy5IgOHTqkCRMmyG636+LFi8Oa9+qrr6qoqEivvfaaXnnlFV26dEm5ubl69913/WsKCgrkdDrV2to6rFmXmXw+ny8knQAAAAAAgHp7e9Xe3q6UlBRFRUXJ5/Opp69vVO5lXESETCZTUGv37Nmjhx56SOfOnfPXjh49qrlz56qjo0OJiYmSpJMnTyozM1NvvfWWpk2bFrJ7PXfunGJjY/Xqq6/qM5/5jL++cOFC5eTkqLS0NKg+H/z+388csrsFAAAAAAD99PT1aVr9yVGZ/YfPZOgTkZFBra1UgMh4AAAgAElEQVSvr5fNZguopaWlKSYmRg6HQyUlJfJ6vXI4HEpPT9fUqVNDeq/d3d2SpE9+8pMB9Xnz5snpdIZkBq/DAAAAAAAAGYah+Pj4gFp0dLTq6upUXl4ui8Wi8ePHq7a2VtXV1TKbQ7evwufz6Vvf+pZuueUWzZo1K+BaQkJCyA5qZScIAAAAAAAjaFxEhP7wmYxRmx0st9vd7/URt9ut5cuXa8GCBaqsrJTX69XmzZuVl5enxsZGWSyWa/Z1Op267bbb/H9v27ZNBQUFAWv+5V/+RSdOnNChQ4f6fd5isainpyfo5xgIIQgAAAAAACPIZDIF/UrKaIqJiZHL5QqoVVRUyDAMNTQ0KOL/D1QqKipktVq1b98+LVu27Jp9bTZbwK/JTJkyJeD6N77xDb388suqr6/X9ddf3+/z58+f1+TJk4fySP0QggAAAAAAAGVlZam8vDyg1tPTo4gPHK56+e++IA97tVgsuuGGG/rVfT6fvvGNb2jv3r2qq6tTSkrKFT/f1NSkrKysQTzJ1XEmCAAAAAAAkN1uV3Nzc8BukMWLF8vlcqmoqEitra1qbm5WYWGhzGazFi5cOKx5RUVFKi8vV0VFhaKjo3XmzBmdOXNGbrc7YJ3T6VRubu6wZl1GCAIAAAAAAJSRkSGbzaaqqip/bfr06dq/f79OnDih7Oxs5eTk6PTp06qpqVFcXJx/nclk0o4dOwY1b+vWreru7tbnPvc5xcXF+f/t3r3bv6ahoUHd3d1aunTpsJ9Pkkw+n88Xkk4AAAAAAEC9vb1qb29XSkpKv4NGP+yqq6tVXFyspqYm/xkg12IYhlJTU9XS0qLU1NSQ3s9dd92lrKwslZSUBP2Zgb5/zgQBAAAAAACSpLy8PLW1tamzs1OJiYlBfaampkYrV64MeQDi8Xg0e/ZsrVq1KmQ92QkCAAAAAEAIfZR3gnwcDPT9cyYIAAAAAAAIC4QgAAAAAAAgLBCCAAAAAACAsEAIAgAAAAAAwgIhCAAAAAAACAuEIAAAAAAAICwQggAAAAAAgLBACAIAAAAAACRJXV1dio2NlWEYf/fZc+fO1Z49e0Z0BiEIAAAAAACQJJWVlSk/P1/Jycn+WmNjoxYtWqSJEyfKarUqNzdXx48fH3Tvn//855o5c6bGjh2rmTNnau/evQHX161bp7Vr16qvr2+4j3FVhCAAAAAAAEBut1sOh0MrVqzw1y5cuCC73a6kpCQdOXJEhw4d0oQJE2S323Xx4sWgezc0NOjuu+/Wfffdp9/97ne677779KUvfUlHjhzxr1myZIm6u7tVW1sb0ud6P5PP5/ONWHcAAAAAAMJMb2+v2tvblZKSoqioKPl8PrkvekflXixjImUymYJau2fPHj300EM6d+6cv3b06FHNnTtXHR0dSkxMlCSdPHlSmZmZeuuttzRt2rSget99993661//qgMHDvhrn//852W1WlVZWemvFRYWyuv1aufOnUH1vZIPfv/vZx5yVwAAAAAAcE3ui17NfHzkdjcMpKXUrnHXBfdf//r6etlstoBaWlqaYmJi5HA4VFJSIq/XK4fDofT0dE2dOjXo+2hoaNCqVasCana7XVu2bAmozZs3Txs3bgy672DxOgwAAAAAAJBhGIqPjw+oRUdHq66uTuXl5bJYLBo/frxqa2tVXV0tszn4fRVnzpzRlClTAmpTpkzRmTNnAmoJCQnq6OgYsXNB2AkCAAAAAMAIsoyJVEupfdRmB8vtdvd7fcTtdmv58uVasGCBKisr5fV6tXnzZuXl5amxsVEWiyXo/h98Lcfn8/WrWSwW9fX1yePxDKp3sAhBAAAAAAAYQSaTKehXUkZTTEyMXC5XQK2iokKGYaihoUERERH+mtVq1b59+7Rs2bKgen/qU5/qt+vj7Nmz/XaHnD9/XuPGjRuRAETidRgAAAAAACApKytLLS0tAbWenh5FREQE7Ni4/PdgXlnJzs7WK6+8ElA7ePCg5s+fH1BramrSzTffPIS7Dw4hCAAAAAAAkN1uV3Nzc8BukMWLF8vlcqmoqEitra1qbm5WYWGhzGazFi5cGHTvRx55RAcPHtRTTz2l3//+93rqqaf0y1/+Uo8++mjAOqfTqdzc3JA90wcRggAAAAAAAGVkZMhms6mqqspfmz59uvbv368TJ04oOztbOTk5On36tGpqahQXF+dfZzKZtGPHjqv2nj9/vnbt2qUf//jHyszM1I4dO7R79259+tOf9q/p7OzU4cOHVVhYOCLPJ0kmn8/nG7HuAAAAAACEmd7eXrW3tyslJaXfQaMfdtXV1SouLlZTU5P/DJBrMQxDqampamlpUWpq6pBnr169Wt3d3dq+ffuQe0gDf/8f/pNZAAAAAADA30VeXp7a2trU2dmpxMTEoD5TU1OjlStXDisAkaTY2FgVFxcPq8e1sBMEAAAAAIAQ+ijvBPk4GOj750wQAAAAAAAQFghBAAAAAABAWCAEAQAAAAAAYYEQBAAAAAAAhAVCEAAAAAAAEBYIQQAAAAAAQFggBAEAAAAAAGGBEAQAAAAAAEiSurq6FBsbK8Mw/u6z586dqz179ozoDEIQAAAAAAAgSSorK1N+fr6Sk5P9tcbGRi1atEgTJ06U1WpVbm6ujh8/Pqi+zz//vHJycmS1WmW1WnXrrbfq9ddfD1izbt06rV27Vn19faF4lCsiBAEAAAAAAHK73XI4HFqxYoW/duHCBdntdiUlJenIkSM6dOiQJkyYILvdrosXLwbdu66uTvfcc4/++7//Ww0NDUpKSlJubq46Ozv9a5YsWaLu7m7V1taG9Lnez+Tz+Xwj1h0AAAAAgDDT29ur9vZ2paSkKCoqSvL5pIs9o3MzY8ZJJlNQS/fs2aOHHnpI586d89eOHj2quXPnqqOjQ4mJiZKkkydPKjMzU2+99ZamTZs2pNvyer2yWq169tln9ZWvfMVfLywslNfr1c6dO4fUV7rC9/8+5iF3BQAAAAAA13axR3oyfnRml5yWrvtEUEvr6+tls9kCamlpaYqJiZHD4VBJSYm8Xq8cDofS09M1derUId9WT0+PLl68qE9+8pMB9Xnz5mnjxo1D7nstvA4DAAAAAABkGIbi4wPDmujoaNXV1am8vFwWi0Xjx49XbW2tqqurZTYPfV/F2rVrlZCQoFtvvTWgnpCQoI6OjhE7F4SdIAAAAAAAjKQx4/62I2O0ZgfJ7Xb3e33E7XZr+fLlWrBggSorK+X1erV582bl5eWpsbFRFotl0Le0ceNGVVZWqq6urt88i8Wivr4+eTyeIfW+FkIQAAAAAABGkskU9CspoykmJkYulyugVlFRIcMw1NDQoIiICH/NarVq3759WrZs2aBmbN68WU8++aR++ctfKjMzs9/18+fPa9y4cSMSgEi8DgMAAAAAACRlZWWppaUloNbT06OIiAiZ3ne46uW/B/vKyqZNm/TEE0+opqam39kjlzU1Nenmm28e/M0HiRAEAAAAAADIbrerubk5YDfI4sWL5XK5VFRUpNbWVjU3N6uwsFBms1kLFy4MuvfGjRv12GOP6cUXX1RycrLOnDmjM2fO6J133glY53Q6lZubG7Jn+iBCEAAAAAAAoIyMDNlsNlVVVflr06dP1/79+3XixAllZ2crJydHp0+fVk1NjeLi4vzrTCaTduzYcdXezz33nN577z0tXbpUcXFx/n+bN2/2r+ns7NThw4dVWFg4Is8nSSafz+cbse4AAAAAAISZ3t5etbe3KyUlpd/Bnx921dXVKi4uVlNTk/8MkGsxDEOpqalqaWlRamrqkGevXr1a3d3d2r59+5B7SAN//xyMCgAAAAAAJEl5eXlqa2tTZ2enEhMTg/pMTU2NVq5cOawARJJiY2NVXFw8rB7Xwk4QAAAAAABC6KO8E+TjYKDvnzNBAAAAAABAWCAEAQAAAAAAYYEQBAAAAAAAhAVCEAAAAAAAEBYIQQAAAAAAQFggBAEAAAAAAGGBEAQAAAAAAIQFQhAAAAAAACBJ6urqUmxsrAzD+LvPnjt3rvbs2TOiMwhBAAAAAACAJKmsrEz5+flKTk721xobG7Vo0SJNnDhRVqtVubm5On78+JBn7Nq1SyaTSXfccUdAfd26dVq7dq36+vqG3PtaCEEAAAAAAIDcbrccDodWrFjhr124cEF2u11JSUk6cuSIDh06pAkTJshut+vixYuDnvHHP/5RxcXFysnJ6XdtyZIl6u7uVm1t7bCeYyDmEesMAAAAAADk8/nkvuQeldkWs0UmkymotQcOHJDZbFZ2dra/durUKblcLpWWlioxMVGStH79emVmZqqjo0PTpk0L+l68Xq8KCgr0b//2b3I6nfrLX/4ScD0yMlJ5eXmqrKzUbbfdFnTfwSAEAQAAAABgBLkvufXpik+Pyuwj9x7RuDHjglpbX18vm80WUEtLS1NMTIwcDodKSkrk9XrlcDiUnp6uqVOnDupeSktLNXnyZD3wwANyOp1XXDNv3jxt3LhxUH0Hg9dhAAAAAACADMNQfHx8QC06Olp1dXUqLy+XxWLR+PHjVVtbq+rqapnNwe+r+M1vfiOHw6Hnn39+wHUJCQnq6OgYsXNB2AkCAAAAAMAIspgtOnLvkVGbHSy3262oqKh+teXLl2vBggWqrKyU1+vV5s2blZeXp8bGRlks1+5/4cIFffnLX9bzzz+vmJiYge/XYlFfX588Hk9QvQeLEAQAAAAAgBFkMpmCfiVlNMXExMjlcgXUKioqZBiGGhoaFBER4a9ZrVbt27dPy5Ytu2bfP/zhDzIMQ/n5+f7a5Z0eZrNZp06d8p8tcv78eY0bN25EAhCJEAQAAAAAAEjKyspSeXl5QK2np0cREREBh6te/jvYV1amT5+ukydPBtQee+wxXbhwQT/4wQ/8B65KUlNTk26++eZhPMXAOBMEAAAAAADIbrerubk5YDfI4sWL5XK5VFRUpNbWVjU3N6uwsFBms1kLFy4Mqm9UVJRmzZoV8G/ixImKjo7WrFmzdN111/nXOp1O5ebmhvzZLiMEAQAAAAAAysjIkM1mU1VVlb82ffp07d+/XydOnFB2drZycnJ0+vRp1dTUKC4uzr/OZDJpx44dw5rf2dmpw4cPq7CwcFh9BmLy+Xy+EesOAAAAAECY6e3tVXt7u1JSUvodNPphV11dreLiYjU1NfnPALkWwzCUmpqqlpYWpaamDnn26tWr1d3dre3btw+5hzTw98+ZIAAAAAAAQJKUl5entrY2dXZ2BpzVMZCamhqtXLlyWAGIJMXGxqq4uHhYPa6FnSAAAAAAAITQR3knyMfBQN8/Z4IAAAAAAICwQAgCAAAAAADCAiEIAAAAAAAIC4QgAAAAAAAgLBCCAAAAAACAsEAIAgAAAAAAwgIhCAAAAAAACAuEIAAAAAAAQJLU1dWl2NhYGYbxd5+9dOlSPf300yM6gxAEAAAAAABIksrKypSfn6/k5GR/rbGxUYsWLdLEiRNltVqVm5ur48ePD7r3X/7yFxUVFSkuLk5RUVGaMWOGqqur/dcff/xxbdiwQX/9619D8ShXRAgCAAAAAADkdrvlcDi0YsUKf+3ChQuy2+1KSkrSkSNHdOjQIU2YMEF2u10XL14Muvd7772nxYsXyzAM/exnP9OpU6f0/PPPKyEhwb8mMzNTycnJeumll0L6XO9nHrHOAAAAAABAPp9PPrd7VGabLBaZTKag1h44cEBms1nZ2dn+2qlTp+RyuVRaWqrExERJ0vr165WZmamOjg5NmzYtqN4vvviizp8/r8OHD2vMmDGSpKlTp/Zb94UvfEGVlZV6+OGHg+o7WIQgAAAAAACMIJ/brVM3zxmV2WlvHJNp3Lig1tbX18tmswV+Pi1NMTExcjgcKikpkdfrlcPhUHp6+hVDjKt5+eWXlZ2draKiIu3bt0+TJ0/WvffeqzVr1igyMtK/bt68eSorK5PH49HYsWOD7h8sXocBAAAAAAAyDEPx8fEBtejoaNXV1am8vFwWi0Xjx49XbW2tqqurZTYHv6/i7bff1s9+9jN5vV5VV1frscce0/e//31t2LAhYF1CQoI8Ho/OnDkTkmf6IHaCAAAAAAAwgkwWi9LeODZqs4PldrsVFRXVr7Z8+XItWLBAlZWV8nq92rx5s/Ly8tTY2ChLkP37+voUGxur7du3KzIyUnPmzNHp06e1adMmPf744/51l/v19PQEfd+DQQgCAAAAAMAIMplMQb+SMppiYmLkcrkCahUVFTIMQw0NDYqIiPDXrFar9u3bp2XLlgXVOy4uTmPGjAl49WXGjBk6c+aM3nvvPV133XWSpPPnz0uSJk+eHIpH6ofXYQAAAAAAgLKystTS0hJQ6+npUURERMDhqpf/7uvrC7r3ggUL9NZbbwV85s0331RcXJw/AJGkpqYmXX/99YqJiRnGk1wdIQgAAAAAAJDdbldzc3PAbpDFixfL5XKpqKhIra2tam5uVmFhocxmsxYuXBh074cfflhdXV165JFH9Oabb+oXv/iFnnzySRUVFQWsczqdys3NDdkzfRAhCAAAAAAAUEZGhmw2m6qqqvy16dOna//+/Tpx4oSys7OVk5Oj06dPq6amRnFxcf51JpNJO3bsuGrvxMREHTx4UI2NjcrMzNQ3v/lNPfLII1q7dq1/TW9vr/bu3asHH3xwRJ5Pkkw+n883Yt0BAAAAAAgzvb29am9vV0pKSr+DRj/sqqurVVxcrKamJv8ZINdiGIZSU1PV0tKi1NTUIc/+4Q9/qH379ungwYND7iEN/P1zMCoAAAAAAJAk5eXlqa2tTZ2dnUpMTAzqMzU1NVq5cuWwAhBJGjNmjJ555plh9bgWdoIAAAAAABBCH+WdIB8HA33/nAkCAAAAAADCAiEIAAAAAAAIC4QgAAAAAAAgLBCCAAAAAACAsEAIAgAAAAAAwgIhCAAAAAAACAuEIAAAAAAAQJLU1dWl2NhYGYbxd5+9dOlSPf300yM6gxAEAAAAAABIksrKypSfn6/k5GR/rbGxUYsWLdLEiRNltVqVm5ur48ePD7r3li1blJaWJovFosTERK1atUq9vb3+648//rg2bNigv/71r6F4lCsiBAEAAAAAAHK73XI4HFqxYoW/duHCBdntdiUlJenIkSM6dOiQJkyYILvdrosXLwbd+6WXXtLatWu1fv16tba2yuFwaPfu3fr2t7/tX5OZmank5GS99NJLIX2u9yMEAQAAAAAAOnDggMxms7Kzs/21U6dOyeVyqbS0VGlpaUpPT9f69et19uxZdXR0BN27oaFBCxYs0L333qvk5GTl5ubqnnvu0dGjRwPWfeELX1BlZWXInumDCEEAAAAAABhBPp9PFz3eUfnn8/mCvs/6+nrZbLaAWlpammJiYuRwOPTee+/5d4ukp6dr6tSpQfe+5ZZbdOzYMb3++uuSpLffflvV1dVasmRJwLp58+bp9ddfl8fjCbr3YJhHpCsAAAAAAJAkXXqvT9sfeXVUZq/8wWc1ZmxkUGsNw1B8fHxALTo6WnV1dbr99tv1xBNPSJJuvPFG1dbWymwOPlJYtmyZzp07p1tuuUU+n0+XLl3Sww8/rLVr1wasS0hIkMfj0ZkzZwYVsgSLnSAAAAAAAEBut1tRUVH9asuXL9eCBQv02muv6Te/+Y3S09OVl5cnt9sddO+6ujpt2LBBzz33nN544w3t2bNH//Vf/+UPVi6zWCySpJ6enuE/0BWwEwQAAAAAgBFkvi5CK3/w2VGbHayYmBi5XK6AWkVFhQzDUENDgyIiIvw1q9Wqffv2admyZUH1Xrdune677z7/oasZGRl69913tXLlSn3nO9/x9z5//rwkafLkyUHf92AQggAAAAAAMIJMJlPQr6SMpqysLJWXlwfUenp6FBERIZPJ5K9d/ruvry/o3pf7vF9kZKR8Pl/AuSVNTU26/vrrFRMTM8SnGBivwwAAAAAAANntdjU3NwfsBlm8eLFcLpeKiorU2tqq5uZmFRYWymw2a+HChUH3zs/P19atW7Vr1y61t7frlVde0bp16/SFL3xBkZH/FxA5nU7l5uaG9LnejxAEAAAAAAAoIyNDNptNVVVV/tr06dO1f/9+nThxQtnZ2crJydHp06dVU1OjuLg4/zqTyaQdO3Zctfdjjz2mf/3Xf9Vjjz2mmTNn6oEHHpDdbte2bdv8a3p7e7V37149+OCDI/J8kmTyDeb3cgAAAAAAwIB6e3vV3t6ulJSUfgeNfthVV1eruLhYTU1N/V5fuRrDMJSamqqWlhalpqYOefYPf/hD7du3TwcPHhxyD2ng758zQQAAAAAAgCQpLy9PbW1t6uzsVGJiYlCfqamp0cqVK4cVgEjSmDFj9Mwzzwyrx7WwEwQAAAAAgBD6KO8E+TgY6PvnTBAAAAAAABAWCEEAAAAAAEBYIAQBAAAAAABhgRAEAAAAAACEBUIQAAAAAAAQFghBAAAAAABAWCAEAQAAAAAAYYEQBAAAAAAASJK6uroUGxsrwzBG+1bk8XiUlJSkY8eOhawnIQgAAAAAAJAklZWVKT8/X8nJyf7ar371K82fP1/R0dGKi4vTmjVrdOnSpWHP2rp1qzIzMzVhwgRNmDBB2dnZOnDggP/62LFjVVxcrDVr1gx71mWEIAAAAAAAQG63Ww6HQytWrPDXTpw4oby8PH3+85/Xb3/7W+3atUsvv/yy1q5dO+x5119/vb73ve/p6NGjOnr0qP7xH/9Rt99+u5qbm/1rCgoK5HQ61draOux5kmTy+Xy+kHQCAAAAAADq7e1Ve3u7UlJSFBUVNdq3E7Q9e/booYce0rlz5/y1kpISvfLKK2psbPTX/vM//1P33HOPzp49q+jo6JDewyc/+Ult2rRJDzzwgL+2cOFC5eTkqLS0NKgeA33/5pDeLQAAAAAACODz+XTJ4xmV2eaxY2UymYJaW19fL5vNFlDzeDz9ggSLxaLe3l4dO3ZMn/vc50Jyn16vVz/96U/17rvvKjs7O+DavHnz5HQ6QzKHEAQAAAAAgBF0yePR/7t/6ajM/uZPfqYxQe5GMQxD8fHxATW73a4tW7aosrJSX/rSl3TmzBl997vflST96U9/Gvb9nTx5UtnZ2ert7dX48eO1d+9ezZw5M2BNQkJCyA5q5UwQAAAAAAAgt9vdb9dHbm6uNm3apK997WsaO3asbrzxRi1ZskSSFBkZGVRfp9Op8ePH+/+99NJL/mtpaWk6fvy4XnvtNT388MO6//771dLSEvB5i8Winp6eYT7d33AmCAAAAAAAIfTBMyk+Kq/DFBQUyOfzqaKiot81n8+nP/3pT7JarTIMQzNnztTrr7+uuXPnXrOv2+1WZ2en/+8pU6Zc9SyRW2+9VdOmTdO2bdv8taeeekr/8R//oaampqCegzNBAAAAAAAYJSaTKehXUkZTVlaWysvLr3jNZDL5X5WprKxUYmKibr755qD6WiwW3XDDDUGt9fl88nwgMGpqalJWVlZQn78WQhAAAAAAACC73a5vf/vbcrlcslqt/vqmTZv0+c9/XhEREdqzZ4++973vqaqqKujXYa6mpKREt912mxITE3XhwgXt2rVLdXV1qqmpCVjndDr1xBNPDGvWZZwJAgAAAAAAlJGRIZvNpqqqqoD6gQMHlJOTI5vNpl/84hfat2+f7rjjjoA1JpNJO3bsGNS8P//5z7rvvvuUlpamRYsW6ciRI6qpqdHixYv9axoaGtTd3a2lS0NzsCxnggAAAAAAEEIDnUnxYVddXa3i4mI1NTUpIiK4fROGYSg1NVUtLS1KTU0N6f3cddddysrKUklJSdCf4UwQAAAAAABwTXl5eWpra1NnZ6cSExOD+kxNTY1WrlwZ8gDE4/Fo9uzZWrVqVch6shMEAAAAAIAQ+ijvBPk4GOj750wQAAAAAAAQFghBAAAAAABAWCAEAQAAAAAAYYEQBAAAAAAAhAVCEAAAAAAAEBYIQQAAAAAAQFggBAEAAAAAAGGBEAQAAAAAAEiSurq6FBsbK8MwRvtW5PF4lJSUpGPHjoWsJyEIAAAAAACQJJWVlSk/P1/Jycn+2q9+9SvNnz9f0dHRiouL05o1a3Tp0qWQzJo7d66io6MVGxurO+64Q6dOnfJfHzt2rIqLi/+/9u4/pqr7/uP464AWL5XMaxT5URruWvyjk07clUY6lCb1QiBmpjEaurjIQtXUNS0EJ9CwLdaKE2NI17RJFzPm0GvJdhUTRaV2CgtsI0aHaLO45d6ZUG4wyuhS7kXlnu8fjTe9XsV7rzC+630+kvsH7/M578/nc/7jnff5HO3YseOx57qHIggAAAAAAJDP59OBAwdUWVkZjPX396u0tFQlJSW6ePGijhw5ouPHj6u2tvax5zt//ry2bdumP//5z+rs7NTdu3flcDj05ZdfBsf88Ic/VHd3tz777LPHnk+SDNM0zSnJBAAAAAAA5Pf75Xa7ZbPZNGfOnJleTsRcLpe2bNmiGzduBGP19fXq7OxUX19fMHbs2DGVl5dreHhYKSkpUzb/jRs3lJqaqvPnz2vlypXB+EsvvaTCwkLt3LkzojyTPf9ZU7ZaAAAAAAAQxjRNmXcCMzK3MTtBhmFENLarq0t2uz0kNj4+HlZIsFgs8vv9unDhgoqKiqZqqRodHZUkzZ8/PySen5+v7u7uKZmDIggAAAAAANPIvBPQ5z/rmZG5M3YWyHgiMaKxHo9HGRkZIbHi4mI1NzfL6XRq/fr18nq92rVrlyRpaGhoytZpmqaqq6v1/e9/X0uWLAm5lpmZOWUHtXImCAAAAAAAkM/nC+v6cDgcampq0tatW5WUlKTFixerrKxMkpSYGFlxpbu7W3Pnzg3+Dh06FDbmJz/5ifr7++V0OsOuWSwWjY2NxbCjcHSCAAAAAAAwjYzZCcrYWTBjc0dqwYIFGhkZCYtXV1erqqpKQ0NDslqt8ng8qqurkxsSOMQAABOySURBVM1miyiv3W7XpUuXgn8vWrQo5Pobb7yh48ePq6urS0899VTY/bdu3dLChQsj3sdkKIIAAAAAADCNDMOI+JWUmZSXl6fW1tYHXjMMI/iqjNPpVFZWlpYtWxZRXovFomeffTYsbpqm3njjDR09elTnzp17aFFlYGBAeXl5Ee5icrwOAwAAAAAAVFxcrCtXroR1gzQ1Neny5cu6cuWK3nnnHe3Zs0fvvfdexK/DPMy2bdvU2tqqw4cPKyUlRV6vV16vVz6fL2Rcd3e3HA7HY811D0UQAAAAAACg3Nxc2e12tbW1hcQ7OjpUWFgou92uEydOqL29XWvXrg0ZYxiGWlpaoprvww8/1OjoqIqKipSenh78ffzxx8Exvb29Gh0d1bp162Le19fxOgwAAAAAAJAkNTQ0qKamRq+99poSEr7qm/j0008nvcfj8WjWrFl68cUXo5rLNM1Hjtm/f7+2b98ui8USVe6HoQgCAAAAAAAkSaWlpbp27ZoGBweVlZUV0T2nTp3S5s2blZOTM6VrGR8f13e/+11VVVVNWU7DjKT0AgAAAAAAIuL3++V2u2Wz2cI+OYvpN9nz50wQAAAAAAAQFyiCAAAAAACAuEARBAAAAAAAxAWKIAAAAAAAIC5QBAEAAAAAAHGBIggAAAAAAIgLFEEAAAAAAEBcoAgCAAAAAAAkSTdv3lRqaqo8Hs9/fe7ly5fL5XJN6xwUQQAAAAAAgCSpsbFRa9asUXZ2djB29uxZFRQUKCUlRenp6dqxY4fu3r0bde4//OEPeu6555SUlKTnnntOR48eDbne0NCg2tpaBQKBx93GQ1EEAQAAAAAA8vl8OnDggCorK4Ox/v5+lZaWqqSkRBcvXtSRI0d0/Phx1dbWRpW7t7dXGzZs0MaNG/W3v/1NGzdu1Pr16/WXv/wlOKasrEyjo6M6ffr0lO3pfoZpmua0ZQcAAAAAIM74/X653W7ZbDbNmTNnppcTMZfLpS1btujGjRvBWH19vTo7O9XX1xeMHTt2TOXl5RoeHlZKSkpEuTds2KAvvvhCHR0dwVhJSYmsVqucTmcwVlFRoYmJCR08eDDmfUz2/OkEAQAAAABgGpmmqdu3b8/IL5q+h66uLtnt9pDY+Ph4WCHBYrHI7/frwoULEefu7e2Vw+EIiRUXF6unpycklp+fr+7u7ojzRmvWtGUGAAAAAAC6c+eOdu/ePSNz19fX64knnohorMfjUUZGRkisuLhYzc3NcjqdWr9+vbxer3bt2iVJGhoaingdXq9XixYtCoktWrRIXq83JJaZmanr168rEAgoIWHq+zboBAEAAAAAAPL5fGFdHw6HQ01NTdq6dauSkpK0ePFilZWVSZISExOjym8YRsjfpmmGxSwWiwKBgMbHx2PYwaPRCQIAAAAAwDSaPXu26uvrZ2zuSC1YsEAjIyNh8erqalVVVWloaEhWq1Uej0d1dXWy2WwR505LSwvr+hgeHg7rDrl165aSk5NlsVgizh0NiiAAAAAAAEwjwzAifiVlJuXl5am1tfWB1wzDCL4q43Q6lZWVpWXLlkWce8WKFers7FRVVVUwdubMGRUUFISMGxgYiCpvtCiCAAAAAAAAFRcXq66uTiMjI7JarcF4U1OTSkpKlJCQIJfLpT179qitrS2q12HefPNNrVy5Ur/85S/1gx/8QO3t7frkk0/0pz/9KWRcd3d32AGqU4kzQQAAAAAAgHJzc2W329XW1hYS7+joUGFhoex2u06cOKH29natXbs2ZIxhGGppaXlo7oKCAh05ckS/+c1v9Pzzz6ulpUUff/yxXnjhheCYwcFB9fT0qKKiYkr3FbJOM5rv5QAAAAAAgEn5/X653W7ZbLawg0b/vzt58qRqamo0MDAQ8ddZPB6PcnJydPXqVeXk5MQ89/bt2zU6OqqPPvoo5hzS5M+f12EAAAAAAIAkqbS0VNeuXdPg4KCysrIiuufUqVPavHnzYxVAJCk1NVU1NTWPleNR6AQBAAAAAGAK/S93gnwTTPb8ORMEAAAAAADEBYogAAAAAAAgLlAEAQAAAAAAcYEiCAAAAAAAiAsUQQAAAAAAQFygCAIAAAAAAOICRRAAAAAAABAXKIIAAAAAAABJ0s2bN5WamiqPx/Nfn3v58uVyuVzTOgdFEAAAAAAAIElqbGzUmjVrlJ2dHYydPXtWBQUFSklJUXp6unbs2KG7d+9GlffXv/61CgsLZbVaZbVa9fLLL+uvf/1ryJiGhgbV1tYqEAhMxVYeiCIIAAAAAACQz+fTgQMHVFlZGYz19/ertLRUJSUlunjxoo4cOaLjx4+rtrY2qtznzp1TeXm5/vjHP6q3t1dPP/20HA6HBgcHg2PKyso0Ojqq06dPT9me7meYpmlOW3YAAAAAAOKM3++X2+2WzWbTnDlzZno5EXO5XNqyZYtu3LgRjNXX16uzs1N9fX3B2LFjx1ReXq7h4WGlpKTENNfExISsVqvef/99/ehHPwrGKyoqNDExoYMHD8a8j8me/6yYswIAAAAAgEcyTVOBgG9G5k5IsMgwjIjGdnV1yW63h8TGx8fDCgkWi0V+v18XLlxQUVFRTOsaGxvTnTt3NH/+/JB4fn6+9u7dG1POSFAEAQAAAABgGgUCPp07nzsjcxetuqzExOSIxno8HmVkZITEiouL1dzcLKfTqfXr18vr9WrXrl2SpKGhoZjXVVtbq8zMTL388ssh8czMTF2/fl2BQEAJCVN/ggdnggAAAAAAAPl8vrCuD4fDoaamJm3dulVJSUlavHixysrKJEmJiYkxzbN37145nU65XK4HdpkEAgGNj4/HtolHoBMEAAAAAIBplJBgUdGqyzM2d6QWLFigkZGRsHh1dbWqqqo0NDQkq9Uqj8ejuro62Wy2qNezb98+7d69W5988omef/75sOu3bt1ScnKyLJbI1x0NiiAAAAAAAEwjwzAifiVlJuXl5am1tfWB1wzDCL4q43Q6lZWVpWXLlkWVv6mpSbt27dLp06fDzh65Z2BgIOq80aAIAgAAAAAAVFxcrLq6Oo2MjMhqtQbjTU1NKikpUUJCglwul/bs2aO2traoXofZu3evGhoadPjwYWVnZ8vr9UqS5s6dq7lz5wbHdXd3y+FwTN2m7sOZIAAAAAAAQLm5ubLb7WprawuJd3R0qLCwUHa7XSdOnFB7e7vWrl0bMsYwDLW0tDw09wcffKDbt29r3bp1Sk9PD/727dsXHDM4OKienh5VVFRM6b6+jk4QAAAAAAAgSWpoaFBNTY1ee+214NdZPv3000nv8Xg8mjVrll588cVJxzxKc3OzNm3apKeeeiqqNUeDIggAAAAAAJAklZaW6tq1axocHFRWVlZE95w6dUqbN29WTk7OY82dmpqqmpqax8rxKIZpmua0zgAAAAAAQBzx+/1yu92y2Wxhn4DF9Jvs+XMmCAAAAAAAiAsUQQAAAAAAQFygCAIAAAAAAOICRRAAAAAAABAXKIIAAAAAAIC4QBEEAAAAAADEBYogAAAAAAAgLlAEAQAAAAAAkqSbN28qNTVVHo/nvz738uXL5XK5pnUOiiAAAAAAAECS1NjYqDVr1ig7OzsYO3v2rAoKCpSSkqL09HTt2LFDd+/ejSqvy+WS3W7XvHnz9OSTT2rp0qX63e9+FzKmoaFBtbW1CgQCU7GVB6IIAgAAAAAA5PP5dODAAVVWVgZj/f39Ki0tVUlJiS5evKgjR47o+PHjqq2tjSr3/Pnz9fbbb6u3t1f9/f2qqKhQRUWFTp8+HRxTVlam0dHRkNhUM0zTNKctOwAAAAAAccbv98vtdstms2nOnDkzvZyIuVwubdmyRTdu3AjG6uvr1dnZqb6+vmDs2LFjKi8v1/DwsFJSUmKeb9myZSorK9M777wTjFVUVGhiYkIHDx6MOe9kz59OEAAAAAAAppFpmvpyYmJGftH0PXR1dclut4fExsfHwwoJFotFfr9fFy5ciPl5nD17Vn//+9+1cuXKkGv5+fnq7u6OKW8kZk1bZgAAAAAAoLFAQM90XZ6Ruf+5MldPJiZGNNbj8SgjIyMkVlxcrObmZjmdTq1fv15er1e7du2SJA0NDUW1ltHRUWVmZmp8fFyJiYn64IMPtHr16pAxmZmZun79ugKBgBISpr5vg04QAAAAAAAgn88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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2017-05-10 17:43:31.241 (GMT -0400)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Wed Jan 22 17:24:41 2020 EST
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.7.5 64bit [GCC 7.3.0] \\\\ \\hline\n", "IPython & 7.9.0 \\\\ \\hline\n", "OS & Linux 5.0.0 36 generic x86\\_64 with debian buster sid \\\\ \\hline\n", "epsproc & 1.2.4 \\\\ \\hline\n", "xarray & 0.14.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Wed Jan 22 17:24:41 2020 EST} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.5 64bit [GCC 7.3.0]\n", "IPython 7.9.0\n", "OS Linux 5.0.0 36 generic x86_64 with debian buster sid\n", "epsproc 1.2.4\n", "xarray 0.14.0\n", "Wed Jan 22 17:24:41 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-01-22_16-41-06\n", "Host: jake\n" ] } ], "source": [ "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n", "host = !hostname\n", "print('Host: {}'.format(host[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Cite this dataset\n", "\n", "Hockett, Paul (2017). *ePSproc: ABCO wavefn run*. Dataset on Zenodo. DOI: 10.5281/zenodo.3627347. URL: https://phockett.github.io/ePSdata/ABCO/ABCO_0.01-5.01eV_orb31_A1.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{ ABCO wavefn run,\n", " title = {ePSproc: ABCO wavefn run}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3627347},\n", " publisher = {Zenodo},\n", " year = {2017},\n", " url = {https://phockett.github.io/ePSdata/ABCO/ABCO_0.01-5.01eV_orb31_A1.html}\n", " }\n", "```\n", "\n", "See [citation notes on ePSdata](https://phockett.github.io/ePSdata/cite.html) for further details.\n", "\n", "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3627347.svg)](http://dx.doi.org/10.5281/zenodo.3627347) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 4 }