{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3706971.svg)](http://dx.doi.org/10.5281/zenodo.3706971) [![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: Ethylene (C2H4), orb 3 ionization (Ag), wavefn run, 1.0:2.5:100.0\n", "\n", "- *electronic structure input*: ethylene_geom_cc-pVDZ_D2h.molden\n", "- *ePS output file*: C2H4_1.0-100.0eV_orb3_Ag.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb3_Ag.html\n", "- Dataset: https://zenodo.org/record/3706971\n", "- DOI (dataset): [10.5281/zenodo.3706971](http://dx.doi.org/10.5281/zenodo.3706971)\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 ethylene, batch C2H4_1.0-100.0eV, orbital orb3_Ag\n", "- Ethylene, orb 3 ioinzation (Ag), wavefn run, 0.5:1:10.5, sph grid\n", "- E=1.0:2.5:100.0 (40 points)\n", "- Wed Jun 13 19:10:49 EDT 2018" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS ethylene, batch C2H4_1.0-100.0eV, orbital orb3_Ag\n", " Ethylene, orb 3 ioinzation (Ag), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Wed Jun 13 19:10:49 EDT 2018\n", "\n", "*** Found orbitals\n", "1 1 Ene = -11.2385 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2367 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -1.0395 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -0.7933 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -0.6450 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -0.5904 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -0.5055 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -0.3793 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 0.6612580000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -0.6612580000\n", "Z = 1 ZS = 1 r = 0.0000000000 -0.9211580000 -1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.9211580000 1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 -0.9211580000 1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.9211580000 -1.2277770000\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", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb3_Ag.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb3_Ag.inp.out\n", "Expecting 40 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb3_Ag.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb3_Ag.inp.out\n", "Expecting 40 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 120 DumpIdy segments.\n", "Found 120 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 120 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 ethylene, batch C2H4_1.0-100.0eV, orbital orb3_Ag\n", " Ethylene, orb 3 ioinzation (Ag), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Wed Jun 13 19:10:49 EDT 2018\n", "\n", "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/ethylene/electronic_structure/ethylene_geom_cc-pVDZ_D2h.molden'\n", "Initial state occ:\t\t [2 2 2 2 2 2 2 2]\n", "Final state occ:\t\t [2 2 1 2 2 2 2 2]\n", "IPot (input vertical IP, eV):\t\t 10.51\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 1 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['AG']\n", "Orb energy (eV):\t\t [-28.28623577]\n", "Orb energy (H):\t\t\t [-1.0395]\n", "Orb energy (cm^-1):\t\t [-228143.87931514]\n", "Threshold wavelength (nm):\t 43.83198896248684\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 C2H4_1.0-100.0eV_orb3_Ag.inp.out, pType=a, thres=0.4470003730389096, 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 C2H4_1.0-100.0eV_orb3_Ag.inp.out, pType=phaseUW, thres=0.4470003730389096, with Seaborn\n" ] }, { "data": { "image/png": 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qlZW0fast0p5jVETCY5mwVkRE0aGrNR8UqdfLSubzMuXxrKR+rks8dqnnJu0j+bzMeJ6kXi9zPpYR6edmSqnX55RyHrfOyhUfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANuo6egcAYF2m9hlf5QrnVbn9tSuKIlmtmiLtuQ61NYnrJexfyloR6Y9lynkZkfZ4FpG2b6mVZZmsViX1oUzYt9RSjltHqGTcvzLS9i3nuVLJ/Fhm/ThIfSwTz5WUzMv2k3p9Ti3rscu5b5nPy87IFR8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA26jp6B4APr/67blm1tuf33K1qbS+68LtVazsurF7Tiy48p3qND+5btaaHPzOmam1HRJRVbf19apcJqxfpSkVE1BZpz61YrzbdS5ouNWlfPnWpqU1ary5x/4qEk7OmSPxASKyScE0pE6+eZVlJWq8hYb1K4mmZ9Lkn0s6V1H2rJH8cJO5fyjUl87FLKfWxTC3lvMxd6udy2k/Or2nTvuJLK+XfPbzLFR8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA2BB8AAAAAAEA26jp6BwBgXab2GV/lCudVuf3OoSiKpPXqamqT1lu/tkuyWuvVpH351KUmXd8iImqLtOfF1CSemzmrlGWyWmWkqxWRtm8RETVlJVmt1MeyoWxIWq+2TLemNCQct4j087IsEtdL2L9K4sdByr6llnpeppbz2AHppX7+IS1XfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANmo6+gdAD68Tpx/TtXaXrDz8VVrm7SGPzOmqu2XVW298yjLtD1dWWlIWu+dhhXJalUSH8uGspK0Xl1N2peHRRTJatUU6Wp1hJRzs0y8epaJHwcpH3eV5Mcy3zUsdd9yH7uka0rmY5dS6mOZWurXYTlL/VwOzeExTntyxQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJCNuo7eAQB4P1P7jK9i6+dVse3OoyiKpPXqamqT1lu/tkvSeuvVpHsJ1aUmbd9qi7TnxdQknps5q5RlslplpKsVkbZvERE1ZSVZrdTHsqFsSFqvtky7pjQkHLvU87IsEtdL2L9K4sdByr6llnpeppbz2AHppX7+IS1XfADQqVU39ICWSxl6ANB8KUMPAAA6N8EHAAAAAACQDcEHAAAAAACQDcEHAAAAAACQDcEHAAAAAACQDcEHAAAAAACQDcEHAAAAAACQDcEHAAAAAACQDcEHAAAAAACQDcEHAAAAAACQDcEHAAAAAACQDcEHAAAAAACQjbqO3gHgw2vBfQ9Vre1n9t6uam3fW3th1doeGudUre17l1VvvyOurVrLw58ZU7W2IyLKqrbeeVTKStJ6S1cuT1rvnYYVyWrVFmnPG0ldryiKpPVqa9L1rybS9q0m8djVJBy71PMk9djxwZR+XqZVSf2iJeHhrEnct0riJaUs833FmXPfKon/Ukh9LCsZj12Z+V95OY9dajmvYbjiAwAAAAAAyIjgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyEZdR+8AAKzL1D7jq1zhvCq3v3Y1NenOP6gp0p7rUJu6XsJjmXPfItL3r4giWa3Ux7ImYd8iIooiXb30fXO+Fu+vLCtJ61WKMmm9skxbrxLp6iXvW+J6ZcK5kvM8iUjbv9pkld6VfF4mrpez1I+DlMyT9pP6MY4rPgAAAAAAgIwIPgAAAAAAgGwIPgAAAAAAgGwIPgAAAAAAgGwIPgAAAAAAgGwIPgAAAAAAgGwIPgAAAAAAgGwIPgAAAAAAgGwIPgAAAAAAgGwIPgAAAAAAgGwIPgAAAAAAgGzUdfQOAHzQDL2wio13rV7T1dzvG6rXdAx/ZkwVW48oq9r6ulUqlWS1yiJtT5PXSziSyftWJq5Xk7ZeURTJapWVtH2rLdKeY1REwmOZsFZERNGhqzUfFKnXy0rm8zLl8aykfq5LPHap5ybtI/m8zHiepF4vcz6WEennZkqp1+eUch63zsoVHwAAAAAAQDYEHwAAAAAAQDYEHwAAAAAAQDYEHwAAAAAAQDYEHwAAAAAAQDYEHwAAAAAAQDYEHwAAAAAAQDYEHwAAAAAAQDYEHwAAAAAAQDYEHwAAAAAAQDYEHwAAAAAAQDYEHwAAAAAAQDbqOnoHAGBdpvYZX+UK51W5/bUriiJZrZoi7bkOtTWJ6yXsX8paEemPZcp5GZH2eBaRtm+plWWZrFYl9aFM2LfUUo5bR6hk3L8y0vYt57lSyfxYZv04SH0sE8+VlMzL9pN6fU4t67HLuW+Zz8vOyBUfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANgQfAAAAAABANuo6egcAqmHQ4tuq1vbx5wyoWtv7Xlq1puP2c6rXdhxUvaaHPzOmeo1HRFnV1t+ndpmuelmk7WklYd/+X8XE9RJK3LWiKNIWTHgaTk0k7lvic4xqUo9dQunHLqGMxy0iojZh9yqJn9VTPo9HdED/EtarSfyyoZLvU10HvAZLK+XzQerHHJD+b5GUz+VFzq9nOylXfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANkQfAAAAAAAANmo6+gdAIB1mdpnfJUrnFfl9teupibd+Qc1RdpzHWpT10t4LHPuW0T6/hVRJKuV+ljWJOxbRERRpKuXvm/O1+L9lWUlab1KUSatV5Zp61UiXb3kfUtcr0w4V3KeJxFp+1ebrNK7ks/LxPVylvpxkJJ50n5SP8ZxxQcAAAAAAJARwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJANwQcAAAAAAJCNuo7eAYAPmqEXVrHxrtVrupr7fUP1mo7hz4ypYusRZVVbX7dKpZKsVlmk7WnyeglHMnnfysT1atLWK4oiWa2ykrZvtUXac4yKSHgsE9aKiCg6dLXmgyL1elnJfF6mPJ6V1M91iccu9dykfSSflxnPk9TrZc7HMiL93Ewp9fqcUs7j1lm54gMAAAAAAMiG4AMAAAAAAMiG4AMAAAAAAMiG4AMAAAAAAMiG4AMAAAAAAMiG4AMAAAAAAMiG4AMAAAAAAMiG4AMAAAAAAMiG4AMAAAAAAMiG4AMAAAAAAMiG4AMAAAAAAMiG4AMAAAAAAMhGXUfvAACsy9Q+46tc4bwqt792RVEkq1VTpD3XobYmcb2E/UtZKyL9sUw5LyPSHs8i0vYttbIsk9WqpD6UCfuWWspx6wiVjPtXRtq+5TxXKpkfy6wfB6mPZeK5kpJ52X5Sr8+pZT12Ofct83nZGbniAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyIbgAwAAAAAAyEZRlmXZ0TsBAAAAAADQHlzxAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZEPwAQAAAAAAZKOuo3cAICezZ8+Oj370o7H55ps3+fOFCxfGs88+G3vuuWeL2l20aNE6f14URXTt2jXWX3/9923rjjvuaFHtVT7zmc+06veq6R//+Edcfvnlcc8998Rrr70WV111Vey1116xcOHCuOyyy2LkyJHRv3//jt5NAAAAABISfAAtMmXKlFb93he+8IVW11y6dGnMmzcvFi1aFGVZrvHzloYI1XTsscfGD37wg/j85z/f5M9nzpwZp512Wjz++OMtanfvvfeOoijed7vNNtss9t9//zjllFNiu+22a3Kbb33rW1EURZPH8r1WbVcURYv3+Z8NGTIkzj777BgyZEiTP/+f//mfuPDCC2P69OnNbnP+/Plx+OGHx5tvvhk777xzvPTSS9HQ0BAREZtvvnncf//9URRFVYOPN998M5YuXRrdunWLjTfeuGp1ACCVxYsXx1133RUPP/xwzJ8/P5YtWxZdu3aNnj17xq677hpDhgyJjTbaqKr7MG/evFi4cGH06NEjevbs2a5tl2UZc+bMWWv/Bg4c2KzXXK21cuXKePPNN2OTTTaJ2traqtUBAPiwE3wALXLmmWc2+03zVYqiaFXwsXTp0hg3blzccsstsXLlyjV+3pY35M8666z33aYoihg7dmyL2n2/49LQ0BA1NS3/lMGvfOUrMWvWrHj00Udj9913j49+9KMREfHMM8/Egw8+GDvvvHPstNNO8fzzz8fUqVNjxowZccMNN8QOO+ywRltXXXVVi+u31bx582LJkiVr/fnSpUvj5ZdfblGbP/3pT2P58uUxbdq06N69e+y7776r/Xzw4MFx9913t2p/16Ysy7j11ltjypQp8be//S2WLl3a+LNu3brFLrvsEsOHD49DDz20Km+aPPzww3H33XfHwoULY8stt4wDDjgg+vbt227t33///TFlypR45JFHmnwzaPjw4fGJT3yi3eq914IFC+Lee+9t7N9+++0XW265Zbu1/+KLL8a0adPW2r+DDz64ycdMe1m+fHk8+OCDjf0bMGBAdOnSpV3azvmNypzHLaLjx66abzDnPHYdPW4R1Rm7m2++OcaNGxeLFy9ufE3zz6/7Jk+eHN27d48zzjgjRo4c2aZaf/rTn6Jfv36x1VZbNX5vzpw5cd5558Wzzz7b+L1+/frF97///dh5553bVC8i4s9//nOce+65MW/evCZfsxVFEb17945zzz039t9//1bXeeaZZ6Jnz57RvXv3xu89//zzMW7cuLj33ntj5cqV0aVLl/jkJz8ZZ5xxRmy77batrvVeHT03cw6tIqoXXHX0uEXkPXbVDBxzfq6L6Pi5Wc15mXPfOvoxF2G9bK2OHrvcTtAoypa8ewl86M2aNatVv7fXXnu1+HfOOuusuPXWW2PIkCGx5557xiabbNLkdoceemiL227Om8WtCVX69u0bl156aRxyyCFN/vz73/9+3HHHHXHPPfe0qN0//elPMXr06JgwYUIMHDhwtZ/Nnj07TjzxxPjpT38a+++/f8yePTuOP/74+NznPhc//OEPW1SnWvr27Rs//OEP13olzMSJE+PHP/5x/PWvf212m4MGDYrDDz88vvWtb8Xrr78e++yzT/zqV7+KffbZJyIirrvuuvjJT34Ss2fPbpc+LFu2LE488cS4//77o1u3btG/f//YeuutY/3114933nknFixYEI8++mgsW7YsBg4cGBMmTIhu3bq1qta3v/3tOPbYY2OPPfZo/N55550XN9xww2pv1BRFESeccEKcdtppbepbQ0NDnH322TFt2rQoyzK22WabNfr297//PYqiiEMOOSTGjRvXphdBq66K6tevX+P3/vM//zMuu+yyWLlyZWMfu3btGmeccUYcddRRbepfRMRll10WEyZMiJUrV0ZtbW1svvnmjf1buHBhNDQ0RF1dXZxwwglx6qmntqnWddddF4MGDYrtt9++8Xu/+93v4oILLog33nij8XtbbLFFXHDBBTF48OA21Xu/Nyoj4gP7RmXO4xaRbuw64g3mnMcu18fcnXfeGaNGjYpddtkljjnmmNh9992jZ8+e0aVLl1ixYkXMnz8/HnjggZg0aVI8+uijcdlll8WnP/3pVtfr16/falfJPvbYY3HkkUdGpVKJIUOGRO/evWPu3Lnxpz/9Kbp16xa33nrrWq9mbY45c+bEcccdF1tttVWMHDmysX+r5uWq/v3mN7+JV199NX71q1+1+qri9/btxRdfjJEjR8Ybb7wRO++8c/Tu3TteeOGFeOKJJ6JHjx4xZcqU2GKLLVrdt1VyXlNShVYR6YOrXLTTczUAACAASURBVNeUVXIOHHN+rovIe03JuW/WS+vl++nIEzSSKwE6qYEDB5ZnnnlmsnorV64sn3/++fK73/1uecQRR5RvvfVWs37v6quvLg844IDygAMOKOvr68t99tmn8et//jdw4MCyb9++5Xe/+90W79vhhx9e/uAHP1jrz8eNG1eOHDmy8evvfe975X777dfiOu1p1qxZ5c9+9rPyZz/7WVlfX1+OGjWq8et//nfhhReW++67b3nUUUe1qP3+/fuXN954Y1mWZblw4cKyvr6+vPfeext/fu2115a77rpru/Xn0ksvLXfaaafymmuuKd95550mt3nnnXfKa665ptxpp53KSy+9tNW16uvry2nTpjV+PXny5LK+vr488sgjyxkzZpRPP/10eeedd5bDhw8v+/btW955552trlWWZTlhwoSyvr6+HDt2bDl//vwmt5k/f345duzYsr6+vpwwYUKb6r23f7fffntZX19fHnjggeW1115bzpgxo/zVr35V7r///mW/fv3KWbNmtanejTfeWNbX15ennHJKOWfOnHLFihWr/XzFihXl7Nmzy5NPPrns27dv47xqrb59+67Wv3vvvbfs27dvuddee5WXXHJJee2115YXXnhhufvuu5f9+/cvH3vssVbXuuOOO8r6+vrysMMOK6dOnVq++OKL5fLly8uyLMvly5eXL774YjllypRyxIgRZd++fcs77rijXfv26KOPlrvsskvZv3//8lvf+lZ5ySWXlN/85jfLnXbaqdxjjz3KF198sdW1ch63skw7dinHrSzzHrucH3OHH354+aUvfalsaGhY53YrV64sv/jFL5aHH354q2uV5ZrPBV//+tfL3XffvXz88cdX22727Nll//79y//4j/9oU71jjz22HDZsWLl48eJ1bvfWW2+VhxxySPnlL3+51bXe27dTTz217N+/fzljxozVtps2bVrZt2/f8uKLL251rVVyXlNWzYHBgweXV1xxRXnfffeVzz//fPnyyy+Xzz//fHnfffeVl19+efmpT32q7N+/f5tfN7y3fy+88EK51157lfX19eWIESPKb33rW+Xw4cPL+vr6ctCgQeU//vGPVtfKeU0py7Rjl3LcyjLv57qyzHtNyblv1kvrZWv6Vu31siMJPoBOa4899ihvuOGGDqn91a9+tTz//PObte0tt9xSHn300eXRRx9d9u3btzzooIMav17175hjjilPPPHE8sorryyXLFnS4v0ZMGBAOXny5LX+fPLkyeWAAQNW+7p///4tqvHWW2+Vs2bNKu+8887yD3/4wxr/WmpV4FFfX1/27du38f9N/fvMZz5TPvzwwy1qf/DgweUPf/jDsiybDj7OPPPM8nOf+1yL93td9S666KJmbXvBBReUgwcPbnWt975hMnTo0HLYsGFrvBm1ZMmScvDgweXxxx/f6lplWZaf/exnmx0ynnHGGeVnP/vZNtV7b//+7d/+rTzggAPKt99+e7XtXnvttfITn/hEedJJJ7Wp3rBhw8pvfvObzdr2xBNPLIcNG9ameu/t39FHH13us88+5YIFC1bb7rnnnit322238rTTTmt1rZzfqMx53Moy7dilfoM557HL+TG32267Nft11/XXX1/utttura5Vlqv3rVKplLvuums5fvz4Jrc9++yzywMOOKBN9Xbffffy2muvbda2kyZNKnffffdW13rvuH384x8vL7zwwia3PfXUU9v8vFqWea8pKUOrskwbXOW8ppRl3oFjzs91ZZn3mpJz36yX1svm6IgTNDpKyz9oHiCRgQMHxpNPPtkhtT/1qU/FH/7wh2Zte+ihh8akSZNi0qRJUZZlfPOb32z8etW/iRMnxlVXXRXf+MY3WvXxRxtssME6PwbqgQceiA022KDx6yVLlsSGG27Y7PbHjx8f++23Xxx77LExatSo+Pa3v73Gv5b68pe/HNOnT4+77roryrKMs88+O6ZPn77avz/+8Y8xc+bM+MMf/hC77LJLi9r/13/917jppptiwYIFa/zsr3/9a9x2221rvZl6a7z66qux4447Nmvbvn37xquvvtoudVesWBHPPvtsHHHEEWvcH6Zbt24xfPjw+Nvf/tamGvPmzVvtY7XWZeDAgS2+H8u6rFy5Mh5//PE45phjVpvDEe/epH7EiBHx4IMPtqnG3Llzm325/5AhQ2Lu3LltqvfPKpVK/PWvf40vf/nLq10mHRHxkY98JEaMGNGmj2N76qmnYtiwYe9776Da2toYNmxYPPXUU62u9V5lWcbMmTPjmGOOWePjAwcOHBjDhw+PP//5z61uP+dxi+i4sav2uEXkPXY5P+a6dOkSr7/+erO2ff3119v1M+TffvvteOedd9b6WmDnnXeOV155pU01iqKIFStWNGvbpu4t11qLFy+Ot99+e63Ps3vssUf8/e9/b3OdnNeURx55JA4//PD3fW3bvXv3OOKII+Lhhx9uU733uvvuu+Ooo46KT37yk6t9//Of/3x87nOfixkzZrS67ZzXlIiOHbtqjltE3s91EXmvKTn3zXppvWyNaq+XHUnwAXRap59+etx+++3NDiDa09KlS+Ott95q8e898cQTa72PRVsMGTIkbrvttrjyyitXu6H20qVL44orrojf/va3ceCBBzZ+/8EHH2z2TfSuu+66mDBhQgwaNCjOPffcKMsyTj755DjttNOiZ8+escsuu8QVV1zR4n3eaKONonfv3rHtttvGxRdfHAcccED07t17tX+9evWKTTfdtMVtR0ScdNJJUVdXF4ceemiMHz8+iqKIKVOmxOjRo+OYY46JHj16xAknnNCqtpvSo0eP+Mtf/tKsbefMmRM9evRol7qr3qTp3bt3kz/v1atXvP32222qsemmmzb7heETTzyx1vvttMY777wTlUplrfN1hx12WO1zi1tjgw02iHnz5jVr25deemmNAKYtlixZEitXroyPfexjTf78Yx/7WLz22mutbj/nNypzHreIjhu7FG8w5zx2OT/mPv7xj8fVV18djz322Dq3e+yxx+Lqq6+Oj3/8462utcqqm3NuuOGG0bVr11i+fHmT261YsSLWW2+9NtXq379/TJo0qckTJv7ZggULYuLEiS0+IeO9VvWtW7duUVdXt9Y3aoqieN83cZoj5zWlo0KriOoHVzmvKRF5B445P9dF5L2m5Nw36+W7rJfNl+oEjY5S19E7ALA2ffr0iYsuuihOOeWU6NGjR2y33XZr/GFYFEVcc8017Vr3kUceiYkTJzb77P4UTj/99HjkkUfipz/9aVxxxRWx9dZbR1EUMX/+/FixYkXU19c33uB62bJlURRFHH744c1q+ze/+U3sueeecfnll8frr78e5513Xuyxxx6xzz77xMiRI+Pzn/98i8/wnzJlSkREDB8+PIqiiKIoYs6cOTFnzpx1/t4XvvCFZtfYaqut4vrrr4/zzjsvbrrppijLMqZOnRoREfvuu29ccMEFrQ5VmjJ06ND45S9/GRtttFF85StfiW222WaNbf7+97/Hf/3Xf8XUqVPjq1/9apvqPffcc41nanXv3n2tV5C89tprsdFGG7Wp1gEHHBCTJ0+O3r17x1FHHdXkm0vLly+PyZMnx/XXXx8jRoxoU72IiEWLFsXLL78cZVlG9+7dY9GiRWvdriVXLzVl3333jWuuuSZ23nnn1QLC97rrrrti4sSJccABB7SpXsT/f8Ore/fu0b1797WGU0uWLGnVVWCrrHqjcv/994+ddtpprdt9EN+ozHncItKPXco3mHMeu5wfc6NHj44jjzwyDjvssNhrr71it912i549e8Z6660Xy5cvj/nz58eDDz4Ys2bNiq5du8bo0aNbXWuVsWPHxo9//OOIePeP+CeffDKGDh26xnYvvvhibLnllm2qNWrUqPjKV74SBx10UBx00EFr7d9///d/x/Lly2PcuHFtqnfllVfGjTfeGBERdXV1q90I9Z+99NJLsdlmm7WpVkTea8qq0Oqggw6Krbfeeq3btVdoFZEuuMp5TYlIP3YpA8ecn+si8l5Tcu6b9dJ62VypT9DoKIIPoNO6++6749vf/nZUKpV4++232/Xjddb2EUhvvPFGvP3221FXVxeXXHJJq9q+/fbbY9KkSTF37twm38wtiuJ9z6Z8r0022SRuvPHGmDx5ctx1113xv//7vxERMWDAgDjwwAPji1/8YuMTbdeuXeOyyy5rdttz586NU089tXHfIiIaGhoa6x522GFx/fXXx5e+9KVmt3nmmWdGURQxdOjQWG+99Rq/Lstyrb9TFEWLgo+IiG233TZ+8YtfxMKFC+O5556Lsixj++23X+OS7/ZwyimnxEMPPRQTJ06MSZMmxVZbbbXGGyavvPJKlGUZAwcOjJNPPrlN9a666qq46qqrIuLdS2vvu+++OOyww9bY7sknn1zr1SDNNXr06JgzZ06MGzcufvKTn0S/fv3W6Nvjjz8ey5Ytix122KFxvrTF2LFjY+zYsRHxbv8eeOCBJsf/ueeei549e7ap1mmnnRb3339/jBo1Krbddtu1vtn10ksvxRZbbBFjxoxpU72IiO985zvxne98p/HrRx55pMmrwebOndum+ZrzG5U5j1tE+rFL+QZzzmOX82Ouvr4+fv3rX8cFF1wQM2fOjJkzZza+LoiIxufwj3/843HOOedEfX19q2tFROy5556rfd2rV68mz5asVCoxY8aMNv+Bv+eee8aVV14Z5557btx8881xyy23rLFNWZbRq1evOPfcc2OvvfZqda1evXrF0qVL46WXXoqIdz+68aGHHmpy23vuuSf69evX6lqr5LympA6tItIFVzmvKRF5B445P9dF5L2m5Nw366X1srlSn6DRUQQfQKf1ox/9KHr06BFXXHHFGp+j2Fa9evVa43tFUUT//v3jIx/5SBxxxBFNbvN+rr766rjkkktik002id12261dnyDWW2+9OO644+K4445rtzYjImpqahrPCFp1CfY/f7TQNttsEy+++GKL2pw4cWJERGMYs+rratl8881j8803r2qNrl27xjXXXBO33HJLTJ06Nf72t7+t9nEZ3bp1i4EDB8awYcNixIgRbTor4uKLL26y/nstWrQo5syZE4ccckira0W8+1FXN954Y/ziF7+IqVOnxgMPPLDGNr169Yphw4bFCSecEN27d29TvVNOOWWN7zV11crixYtj+vTp8dnPfrZN9Xr16hU333xz/OhHP4o77rgjbrvttjW26dq1axxyyCExZsyYJq/maYlDDz10je+tv/76a3xv+fLlMX369Nhvv/1aXSvnNypzHreItGOX+g3mnMcu58dcxLv3qLruuuti3rx58dBDD8WCBQti6dKl0a1bt9h6661j1113jW233bZNNVaZNGlSs7ZbsmRJnHnmmfGRj3ykzTX333//uOuuu2LOnDlr7d+ee+7Z5jMb//jHPzZruzfeeCMOO+ywdjnjNuc1JWVoFZE2uMp9Tck5cMz5uS4i7zUl575ZL62XzdERJ2h0lKJc1+m3AB1o1113jTFjxrT7G/3VdOCBB8Zmm20WEydObPPlxassXbo0Bg0aFF//+tfjxBNPbJc2/9nBBx8cQ4YMaTwLafDgwTFkyJA455xzIiLi/PPPj+nTp8fdd9/d7rXbw6OPPhp33HFHvPDCC1EURfyf//N/4tOf/nTsvPPOVa+9aNGiWLZsWXTt2rVdP1aro7322msxf/78xjeDevbsGVtssUXy/WhoaIglS5bE+uuv3+ZLh1dZtmxZPPXUU2v0b8cdd2wyXKqmpUuXxgsvvBBbbrllm88Qiogkb1Q21+LFi2PmzJnxkY98JD760Y+2ub2cxy2i84xde49bRN5j11nGLaI6Y8cHV2eZm+09LyuVStVDq5Z44403YsqUKbHLLru0y0eqdJZxi8h77Np73CLyfq6L6DxzsxrPdbn2rTM95iKsly3RmcauGutlaoIPoNNa9RFOxx9/fNVqLF26NObNmxeLFi1q8mOY3pvyv59ddtklzjzzzBZ9LFRzDBw4MP793/+92fftaInvfe978fDDDzfel2PcuHExadKkOPLII6NSqcSNN94YX/jCF+Kiiy5q99ptUZZlnH/++XHDDTesMXZFUcTIkSPj/PPPX+0sEAAAAADy56OugE7rsMMOi2nTpsWxxx4bdXXtu1wtXbo0xo0bF7fcckusXLlyjZ+XZRlFUcTjjz/eonZ79eq11pvMtcWAAQPi0Ucfbfd2IyKOPvrouOeeexqvXBg1alQ8+eSTcd1110XEu6HLqhundyYTJkyI66+/Pvbbb7/42te+Fn369ImIiKeffjp+8YtfxG9+85vo3bt3Va6SAYAPq2XLlsUjjzwSES0/QeSDUK+hoaHxoyxb87GnnbUWAMCHjSs+gE7rvvvui/Hjx8eKFSvi6KOPjm233TZqa2vX2K41fwSfddZZceutt8aQIUNizz33jE022aTJ7Zr6LNV1ufrqq+Pmm2+OW2+9tV3Dmr/97W/xla98Jc4///wmb6ZVDa+88krU1dVV/d4ZrXXggQfGNttsExMnTlzjqo5KpRLHHHNMzJ8/P6ZPn550v1599dUYP358FEXRePPuHGpFRLz++utx3XXXRVEUbb55e2est3jx4rjrrrsiIpq80foHuV7Ob1TmPG4RaY9l6nmS89jl/Jh77rnnYujQoVFTUxOPPfZYVWvlXi913yLyXlNSB0kp6+W8pkTkHTjm/FwXkfeaknPfrJcf3Ho5r5fVIPgAOq333tD8vW9ut/aqjIh3n5AOPPDAJm8i3RazZs2K8ePHx7Jly9o1rPnGN74Rc+fOjRdeeCF69uwZ22+//RqfF1sURVx55ZUt3udHH300tttuu9h4442b/Plbb70VL774YvTv37/FbVfTrrvuGt/5zv9t787jasr/P4C/bqSiNNFCKTOWuQkRDTNhjCVMSkXS2CJUQ+HByO5nvvZ1hqgZ2+iOicKYeBiMZWxf+24MYxlLI6aNVKTt8/ujR/crXdS9deueXs/Hw+Ph3vNxXufj0z33dN7nfM4kDBkyROVyhUKBpUuX4sqVK1rdrsKTGOr+bFbWLObpdl5VOHEoxXF7NU+KJ2GlPHZS/swlJSVh2bJlkMlkZX4cVRnyHj16hLCwMAAlfwC7LmQVqgr7FCnmSblv2s7jd1355El57Ng33cqTct+0nVcRF2iUNU51RUSVVnn+ciuEgJOTU5mvd+jQocq/z5gxo8yKNRcvXoRMJoOpqSlevHiBGzduFGuj7rMsfHx8sHjxYnh4eKhcfuzYMUycOFErB86lYW1tjWfPnr1xeXp6eoVclWBtbQ2FQiG5LACwtLTUykmnisozMzPDmDFjtPZcGG3mmZiYwMvLS2t902aelMcN0O7/pbZ/TqQ8dlL+zFlYWGDhwoXlnlNRefXr19daEUKbWYWkvE8xMjLSytW2FZEn5X0KoN3/S23/nEj5uw6Q9j5Fyn3j/lJ386S8vywPvOODiKqk4OBg2NjYYObMmWW63h07dpSoXWmn0CpP9vb2WLJkyRsLH7t27cLkyZMrXYVfoVBg/fr12L59O8zNzYssS0xMhI+PDwIDAzF48OAK2kIiIiIiIiIiIqoIvOODiKqkr776CkOGDEG7du3Qs2fPMltvZSpolMbbrk64du3aG5+BUpHMzc1hbm6Ozz//HH379kXjxo0BALdv38aOHTvQsGFD1KlTB7/++muRf6etZ6SUp4SEBDx79gyNGjVCjRo1yi3n3r17OH36NNLS0lC3bl107NgRVlZWZbb+zMxM1KhRA/r6+sr3UlNTcenSJeTl5aFly5aoV69emeURERGp8vLlSzx79gympqbl+r1KRERERNrDOz6IqMo6dOgQQkJCYGFhAVtbW+jp6RVZLpPJEBUVVUFbV76io6OxefNmAMCtW7dQv359GBsbF2uXlpaGpKQk9OnTB4sWLdL2Zr7V68+AUUUmk+HVrzltzXVbFk6ePInvv/8ez549Q9euXTF69Gi8fPkS48aNw7FjxwAAtWvXxsyZM+Hu7q5R1q5du5CQkICgoCAABVOyff3114iNjYUQQjlFW/Xq1REaGorAwECN8nJzczFt2jTs3r0benp6CAkJQVBQELZv3465c+ciKysLAKCnp4fBgwdj6tSpGuVVVXfv3lUWrWxtbbWSmZGRgby8vEpZLNUl2h47jlvZqEqfud9//x2//fabxtMRvnz5Env37kV6ejo6dOiADz74AACwZ88ebN68Gc+ePYOTkxPGjBlT7O7O0kpISEBaWhqaNWumfO/8+fNYtmwZLl++jPz8fFSrVg0dOnRAWFiY8oIKdZ04cQKxsbEwMjJCQEAAmjZtiocPH2LRokU4ffo0cnNz0bp1a4wbNw6Ojo4aZVVlLFrpLo6d7uJxim7iZ053cezUxzs+iKhKOnr0KMaNG4f8/HxkZmYiISGhzNb98uVL/PDDD/jtt9/w4MEDAICtrS169uyJ4cOHw8DAQK31JiYmYtOmTbh06RLS0tKQn59fZLlMJsPOnTtLtK7q1asrvzBlMhmqVatW7AtUJpPh/fffh5eXl8YnusvD2rVrK3oT3igyMhLh4eFqTw9248YNjBo1CkIIGBoaYvXq1cjOzkZmZiZu3bqFgQMHIisrCwcOHMDkyZPRsGFDtGzZUu3t/fHHH4ucdFmzZg22bNmChg0bwt3dHRYWFnj06BF27NiBb775Bra2tvj888/VzouJicHOnTthb28Pc3NzrFixAhYWFpg1axZat26Nnj17Ijc3F3FxcVAoFGjatCl8fHzUziuNuLg4bN++XeNnpyQnJyM2Nhbp6eno3LkzPv74YwDAunXripzMCwsLQ5MmTdTO+fPPP5GUlITOnTsr3/v111+xZMkSPH78WPle48aN8X//939lMkfrtm3bEBMTAyMjI4wePRoff/wx/vzzT8yYMUNZWLSzs8OkSZPQvXt3jfNKQtfGDdD+2FXGcQN0b+z4mStw48YN/PLLLxoVPjIyMvDFF1/g9u3bEEJAX18fkZGRePLkCSZNmoRatWohJycHN27cwPHjx/Hzzz/DxMRE7bw5c+ZAX18fK1euBACcO3cOw4cPR05ODqytrZXfdUeOHMGlS5cQGxuLhg0bqpV18eJFjBw5Unms9vvvvyMmJgYjRozA48eP0bRpU+Tm5uLkyZM4d+4cYmJiSnRBR1kpi8KVlItWQOUsXLHg+G6VcdwA3fuuA3icUoj7y3erjJ877i/frTKOW3ngHR9EVCV5enoiPT0dERERZfqLZkZGBoYMGYLr16/DyMgIdnZ2AID4+Hg8f/4cDg4OUCgUKu+ueJv79+/Dz88PaWlpsLGxQXx8PGxtbZGamorMzExYW1vDzMwM27dvL/U2v+sZH1R6kZGRWLlypdp3l0ycOBEXLlxAbGws6tSpg4kTJ+LEiRNo0KABNm7ciNq1awMA/vnnH3h5eaFr165YvHix2tvbvn17hIaGKp+H8umnn6JBgwZQKBSoXv1/10hkZmbC19cXxsbGiImJUTvPx8cHBgYG2LRpE2QyGSIiIrBmzRq0bdsW69evV7bLzc1Fv379YGBggNjYWLXzSkPTsQMKfint27cvEhMTARQUERctWoSnT59i0aJFaNSoEbKyshAfHw8zMzPExcXB0tJSrawRI0agTp06WLJkCQDgwIEDCAkJQfXq1eHk5AQLCwskJCTg8uXL0NfXx+bNm9G8eXO1+3bkyBEEBQUpi6f5+flQKBQIDAyEEAIfffQRcnNzcfr0abx8+RJRUVFaeSCero0boN2xq6zjBuje2PEzV6Asxi0iIgIREREYN24cbGxssGzZMtSsWRP6+voIDg5Gjx49kJeXh+joaMybNw8hISEICQlRO+/TTz/FkCFDMGrUKACAn58f7ty5g1WrVqF9+/bKdvv378fEiRPh6uqKZcuWqZUVEhKCixcvYs2aNbCyssKkSZOQnJyMp0+fYuPGjcqTFZcuXcLw4cPx6aefYsWKFWr3rbQ0Hb+SFq2ys7Nha2urcdHqyy+/LFHRKjExEaamphoVrYCCwtWgQYOUhav33ntPZeHqzp070NfX11rhqiw+d1Ieu8o6boDufdcBPE4pxP3l21XWzx33l29XWcetXAgioiqoZcuW4ocffijz9S5cuFDI5XKxatUq8eLFC+X7WVlZYvXq1UIul4tFixaVer0TJkwQbdu2FdeuXRMpKSlCLpeLEydOiPz8fLFu3TrRoUMH8eDBA7W2OTMzU+Tm5qr1byvSjh07RFZWVkVvhkoRERHC3t5e7X/frVs3sWLFCuXry5cvC7lcLjZu3Fis7Zw5c0TXrl3VzhJCCEdHR7Ft2zYhRMHPg1wuF3FxcSrbrlu3TrRu3VqjvHbt2gmFQqF8fffu3Tdmrl27VuO80tB07IQo2A+0bt1a7N69W1y+fFl4eXmJbt26iT59+ojLly8r2x04cEA4ODiIhQsXqp3l4uJSZF/m4eEhPv30U3Hv3r0i7f744w/h7OwsgoOD1c4SQoiAgADRrVs3kZycLHJzc8X48ePFZ599Jnr06CFSUlKU7R48eCA+/vhjERgYqFFeSenauAmh3bGrrOMmhO6NnZQ/czNmzCjxn759+2o8bh4eHmLKlCnK1/v27RNyuVzMnTu3WNvAwEDh7e2tUV6LFi3E9u3bhRBCZGdni2bNmon169erbLtw4ULx8ccfq5312WefFfkev3DhgpDL5SqPPRcuXChcXFzUzlKHpp+71atXi+bNm4s1a9aI3bt3i65duwp3d3fh7e0t9u3bJ4QQIjc3VygUCiGXy0V4eLhG29upUyexZs0a5esBAwYIZ2dncerUqSLtfvvtN9GyZUsxYcIEjfLGjBkjXFxcxB9//CGSkpLEsGHDhLu7u+jYsaO4ffu2st3FixdF69atxdixYzXKqkcBfQAAIABJREFUK6my2F9Keewq67gJoXvfdULwOKUQ95dvV1k/d9xfvl1lHbfywKmuiKhKsrS0LDZVVFnYv38/3N3dMWbMmCLvGxgYYPTo0bhz5w727duHsLCwUq339OnT6N+/PxwcHPDkyRPl+zKZDCNGjMDly5exdOlSta4WrFmzJgAgJycH58+fR3x8PACgQYMGcHZ2LvLg6cpkypQpmD9/Pvr06YP+/ftDLpeXa16LFi1K3FZoeDNlYmIibGxslK+tra0BAO+//36xto0aNdL4bggbGxvcvn0bAGBoaFjkLo/XyWQyyGQyjfJycnKKTPlW+HdDQ8NibY2MjJCTk6NRXkBAQInbPnz4UKMsoGAqvb59+8LNzQ0AMGHCBIwaNQrBwcFFbhPu1q0bevbsiWPHjmHy5MlqZRXO9QoA2dnZuHnzJmbNmlXs6p/mzZtj8ODB+Omnn9TsVYGbN29i8ODBqFu3LgBg5MiR6NevH2bPno06deoo29na2sLPzw/R0dFqZ0l53ADtjp02xw2Q9thJ+TO3devWYs/GehtNvwsSEhLwxRdfKF8XXincpk2bYm3btWuH1atXa5RnamqK1NRUAEBeXh7y8/OVd+a+zs7ODhkZGWpnpaSkFPkeL/y7qiszP/jgA6SlpamdVWjmzJklbqvuVJyF9u7dCw8PD+XdM9WrV8fYsWMxZMgQ9OjRAwBQrVo1DBkyBMePH1c+V09dT548UX4GcnJycOXKFXz11VdF7tQBAFdXVwwaNAi//PKL2lkAcO3aNQwYMED5Mzl27Fh88cUXmDJlSpGpRVq3bg0/P78STzWrijbHDZD22Glz3ABpf9cB0j5O4f6S+8uSkPLYaXt/WZFY+CCiKsnHxwc7d+7E0KFD33qSt7T+/fdftG3b9o3LnZ2d8dtvv5V6vU+fPkWjRo0AQFmIePHihXJ5+/btER4eXur1Fjpw4ABmz56NlJQU5QkPmUyGunXrYvbs2VqdR7WkFixYgK1bt2LTpk346aef0KpVK/j6+sLNzU3lCXRN5eXloW7dusp5Pd8mISFBo+fGGBkZFRnfatWqAYDKB5kJIZTL1eXq6ootW7Zg2LBhsLKyQpcuXRAdHQ03N7cin4/nz59j69atGk3bAhScALp48SJ8fX0BFEz1AQDHjx9XHkQWOn78uEa36QMF85eWRlmczHu1ENe0aVMAqotnjo6O+P3339XOqlOnTpF5lgHAwsJCZVtzc3O8fPlS7Syg4JfgV+evLfy7lZVVsbb169dHZmam2llSHjdAu2OnzXEDpD12Uv7MmZqawtHREbNnz35n202bNmHjxo1qZwEF36uvfscUXojx3nvvqdy27OxsjfLatGmDvXv3YuTIkTA0NETjxo1x5swZlcc4Z86cUV50oA5zc3M8evRI+brwZ+b+/fvF2t67dw+1atVSO6uQNgtXUi5aAdotXLHg+D+6VnCU8ncdIO3jFO4vC3B/+XZSHruKuECjorDwQURVUqtWrXDw4EH4+Phg8ODBaNCggcqTx6WdO7R27dr4559/3rg8Pj5erXkf69Spo/yyqVWrFgwMDIqcWM/JyVH7YPPcuXMYN24catWqhYCAAHz44YcACq682bp1K8aPH4+NGzfC2dlZrfWXF29vb3h7e+Pvv/9GbGws4uLiMG3aNMyfPx8eHh7w9fUt8mAwTdnZ2aF+/folOtFTOKeouurVq1fkyjATExMoFAqV/Xn48KHyyhB1jRo1Cnv37oWPjw8CAwPRt29fTJ8+HW5ubujduzfMzc3x+PFjxMXFISkpCdOmTdMor1evXoiIiICZmRksLS2xdu1a2NnZITExEcuXL0evXr2Ql5eHHTt24PDhw+jXr59Geebm5nB0dERERMQ720ZERGhURAQAPT29IneUFd7RourEVq1atZCXl6d2louLC3bu3ImRI0eiRo0aaNGiBQ4cOABXV9dibQ8dOqTRHL5AwS+gd+/eVb4uPIl3/fp1dOnSpUjb69evK59How4pjxug3bHT5rgB0h47KX/mHBwccO/evSK/CL+Jpj8jQMGxTVJSkvK1gYEBvL29VRa7Hz9+rLIgUhpBQUEYMGAApk6dismTJ2PSpEkIDQ2FsbExvL29lcWK6Oho7N27V6OrNlu1aoWYmBj06tULlpaWWLlyJYyMjLB//3506tRJeTXllStXsGXLFrRq1UqjvgHaLVxJuWgFaLdwxYLj/+hawVHK33WAtI9TuL8swP3l20l57CriAo2KwsIHEVVJw4cPV/59xowZxa4GEEJAJpOV+mFY7dq1Q3R0NHr27FnklmMAuHr1KjZv3lzs4K0kGjdujL/++gtAwZULjo6OiImJgZubG4QQ2LZtW4nuRFAlMjISdevWxbZt24qdbPD394ePjw8iIyOLPHS6MmnUqBGmTJmCiRMnYv/+/YiNjcWWLVuwZcsWtGjRAr6+vnB3d4eRkZFGOQ4ODqW+skuTrMK7IICC22rbtWunsu3Ro0dLNQ2XKsbGxlAoFAgLC8O8efOUV9Kkpqbiu+++A1DwmahduzYWLFiATp06aZTn7++PQ4cOYcOGDQAK7nBZsmQJateujYEDB2Lt2rXKTDMzM4wePVqjPAcHhxLf7qzplUFAwYHkqyfzjIyMEBISAltb22JtExISNDqZ9+WXX8LT0xNBQUGYPHkyZsyYody/eXl5KR+CFx0djRMnTmhctGrXrh1iY2Px0UcfwdLSEkuXLoWpqSlOnjyJVq1aoUOHDgAKbg3ftm0bOnbsqHaWlMcN0O7YaXPcAGmPnZQ/c/b29jh16hTS09PfeZGGEELjaR3lcjmuXbumfF2zZk0sWLBAZdtr166pfZxTqHnz5li4cCGmT5+OXbt2oVGjRqhZsyYiIyMRGRmpbCeEQIcOHZRTW6gjODgY/fv3h4eHh/K9gIAAWFtbw9PTE40aNUJ+fj7u3r2L/Px8DB48WKO+AdotXEm5aAVot3DFgqPuFhyl/F0HSP84hftL7i/fRcpjVxEXaFQUFj6IqEp60y/WmgoNDcWRI0fg5+en/MKQyWS4desWjh8/jpo1a6r1BdW5c2esXbsWWVlZMDQ0RHBwMEaNGqU86BNC4Ntvv1Vrm69cuQJ/f3+VX+CWlpbw9fVFVFSUWuvWJn19fbi5ucHJyQnffvst4uLicPXqVVy9ehWLFy/GsGHDEBQUpPbUZs2aNcOePXsQHx+v8heMV1lbW2t0h0xYWBjS09Pf2S4lJQUuLi5qFdNeZ2VlhaioKJw/fx5Hjx7FnTt3kJmZCQMDA9SvXx+tWrVC9+7dYWxsrHGWsbExYmNjcebMGaSnp6NNmzbKW9pjY2MRFRWFxMRENG3aFP7+/qhfv75Gec2aNcPRo0eRmppaZJ5gVcriZJ69vT2uXLmifG1oaPjGz/3FixeVUxWow87ODpGRkZgwYQK8vLyUV+Ps3LmzyFysQgjlHW6aCA4Oxr59+xAcHKxcb1hYGOrVq4cRI0bA2NgY+fn5ePHiBfT09DBixAi1s6Q8boB2x06b4wZIe+yk/Jnz9fXFhx9+WKJnoA0dOhSenp5qZwGAn58fbt269c52ycnJuHjxIvz9/TXKAwB3d3e0aNEC69atw5EjR4pM3WBkZARHR0d4e3vD09NToxOVcrkcmzZtgkKhQEZGBjp27IhBgwZBJpPh0aNHiIqKQk5ODszMzBAaGopu3bpp3DdtFq6kXLQCtFu4YsGxgC4WHKX8XQdI+ziF+0vuL0tCymNXERdoVBSZ0PQngYiIirh+/Trmzp2L8+fPF3m/bdu2mDlzJuzt7csk5+zZs9i1axeqVauGHj164JNPPlFrPY6Ojpg0aRKGDBmicvmPP/6IJUuWFDnQrmzy8vJw6NAhbN26Ff/973+Rl5eH9u3bw8/PD/r6+lAoFDh79iwGDBhQoltjSVqSkpJw9+5dtGjRQnmLcnm6cuUK7t+/X+RAUpXk5GQEBgbC19cXfn5+GmU+ffoUmzdvxpEjR/D3338XK1p5e3uXeuq+N3n48CFiY2ORmZmJDh06KAtvmzdvxrp165RFq9DQUI2KclVh3ADtjZ22xg2oGmMnxc9cVZSRkaEcO02v1CyN3NxcPHnyBObm5mVyJTgA3L17F5cuXULXrl2VDyR+k4yMDKSlpZXoqllVjh49ilu3br3z5GNycjLc3d3h7++PL7/8Uq2sV927d09ZtHr9yveyKloVunLlisrC1dKlS4sVrgYOHKh2jjbHDZD+2Glr3ICq8V0HSPM4hftL7i9LQupj9/q4DRw4EHp6euWyv6xILHwQEZWT1NRU/PPPPxBCwNbW9p1XAr3u7NmzaNy4can/XWl5eHjAwsJCOe3Q64YPH47k5GTs2rWrXLdDHffv38fWrVvxyy+/ICUlBaampvD29saAAQPw/vvvF2k7e/Zs7NmzB6dPn66YjSUiItJhKSkpWLRoEYYOHarxFItVPU/bfZOiiipaAeVTuKpKpFRwJNIF3F/qLu4vNceproiIykmdOnU0KloMHToUixcvfudVPZry9PTE0qVLMXHiRIwePVp5i+bdu3cRERGBU6dO4auvvirXbVDHkCFDcO7cOQgh4OTkhEmTJuHzzz9HjRo1VLZ3dnbGli1btLyVRET0uoSEBDx79gyNGjV64z5bV/Ok3LfMzEzs3LkTrq6uWjlZL+U8bfdNioyNjctk+k11VK9eHRYWFuWace/ePZw+fRppaWmoW7cuOnbsCCsrK0nkGRsbIzk5GYcPH0ZaWhrMzc3RoUOHcssrr74lJiaqnCq4vEg5T9t9K5SZmYkaNWpAX19f+V5qaiouXbqEvLw8tGzZEvXq1dO5rNfzCveXqampOHToULnnFSrP/mVnZ+PWrVt49OgRXrx4AWNjYzRu3Bh2dnZlllFV8rTdN23jHR9ERBrKzMzE2LFj0bp1a4SGhr6xXXh4OK5evYqVK1fC0NDwneu1t7fHkiVLyr3wkZeXh/Hjx2P//v2QyWSoVq2a8n0hBHr06IFvv/0Wenp65bodpeXs7Iw+ffrAz88PH3744TvbJycn4/r16xo/mJuItOfu3btYuXIl/vrrL9StWxf9+vWDl5dXsXYHDhzAggULcPDgQeZVgiwAOHnyJL7//ns8e/YMXbt2xejRo/Hy5UuMGzcOx44dA1Dw4MmZM2fC3d1doyxt51XGvpmYmGDWrFka5QUEBLx1eVZWFi5cuAC5XI66detCJpNh/fr1zKvgrEIvXryAgYFBkeO11NRUrFq1CocPH1ZeudmtWzeMHj1aowe/ajNL6nm7du1CQkICgoKCABTM3f71118jNjZWOUe9TCZD9erVERoaisDAQI36JuU8bfetWbNmaN68OQYMGAA3NzflMzDKi5TztN233NxcTJs2Dbt374aenh5CQkIQFBSE7du3Y+7cucjKygIA6OnpYfDgwZg6dapOZFWFvNTUVHz77bfYvXs3nj9/Xmz5+++/jy+//BJ9+vTRKKcq5Gm7bxWFhQ8iIg1t3LgRS5cuxb59+946h+Q///yDXr16YerUqRg0aNA716utwkehgwcPYv/+/YiPj4cQAnZ2dnB1dS2TB26WlVen/3rx4gWMjIwqepNIYiIjIxEeHo4///xTcnm61rekpCR4eHjg6dOnyvdkMhlcXV2xZMkSGBgYKN/fuXMnJk+ejOvXr6u9vVLO03bfbty4AR8fHwghYGhoiOfPn2PUqFHIzMzEoUOH0LVrV2RlZeHAgQPIyMjAli1b0LJlS53Ik3Lf7O3tIZPJ3vow0FeXy2QyjX5OpJyn7b4BBScOX71TOCUlBb6+vnj48CHq1KkDa2trxMfHIy0tDU2aNEFsbKzazyXQZpbU83x9feHo6IgZM2YAAL7//nt88803aNiwIdzd3WFhYYFHjx5hx44dSEpKwvLly/H555+r3Tcp52m7b4XPbZTJZDAyMkLv3r3Rv39/ODo6qr3Oqpqn7b799NNPmDNnDuzt7WFubo4TJ05g7ty5mDlzJlq3bo2ePXsiNzcXcXFxuHnzJubMmQMfH59KnyX1vOTkZPj5+eHhw4do2LAhjIyM8Pfff0MIAR8fH6SkpCjv7ho0aJByX6AuKedpu28VShARkUYGDx4sQkJCStR27NixYujQoSVqK5fLxc6dOzXZtDc6c+aMSElJKZd1lyd7e/ty+z8hEkKIiIgIYW9vL8k8XevbnDlzhIODg4iJiRHp6eni9u3bIiQkRMjlcuHv7y+ysrKUbePi4jTum5TztN23CRMmiM8++0wkJiaK3NxcMW7cOPHRRx8Jb29vkZaWpmwXHx8v2rZtKyZNmqQzeVLuW//+/YWTk5NQKBQql9+7d0/I5XKxb98+tTOqSp62+yZE8ePG6dOnC3t7e/HTTz8p38vPzxeRkZFCLpeLlStX6kSW1PPatWsnfvzxR+XrTp06iS+++ELk5OQUaZeRkSHc3NyEr6+v2llSz9N23+Ryufjuu+/EN998Izp16iTkcrmwt7cXnp6eYtOmTSI9PV2j9VelPG33rV+/fmLgwIEiPz9fCCHE6tWrRatWrURAQECRdjk5OaJPnz6if//+OpEl9bwZM2YIJycncf78eeV7//77r+jfv78YP368EEKIly9figULFgh7e3uNv2OlnKftvlWkyjVvCRGRDrp58ybatm1borZOTk7466+/Srzu2NhYTJ06tUR/pk2bVuL1Dh06FP/9739L3L6yELxJkajKOHnyJLy8vODr66ucazY8PBzjx4/HqVOnMHr0aGRnZzOvkmUBwOXLl+Ht7Q0LCwtUq1YNAQEBePbsGTw9PYtMCdOgQQN4eXnh/PnzOpMn5b7FxMQgNDQUy5cvx4ABA3Dz5s0iy8v64ZZSztN231TZv38/vLy8MHDgwCK5wcHB6NSpE/bv36+TWVLLy8rKUt7B/Pz5cyQmJsLPzw/Vqxd9HGutWrXQt2/fYj9LzKuYrELW1tYYP348Dh8+jMjISHz22We4ffs25s6di44dO2Lq1Km4cOGCxjlVIU+bWfHx8ejVq5dyX+zm5oasrCx4enoWaVe9enV4eHjg1q1bOpEl9bzDhw9j8ODBaNOmjfI9S0tLTJo0Cfv27UNiYiJq1KiBKVOmwNnZGZs2bVI7S+p52u5bReLDzYmINJSZmQlTU9MStTU1NUVGRkaJ13327FmcPXu2RG1lMhnmz59forYsIFBVUpoHx5bFZ0ObeVLuW0JCAoYNG1bs/eDgYBgZGWHBggUIDQ3FqlWrNMqpCnna7ltiYmKRqR+tra0BFMwV/LpGjRohNjZWZ/Kk3DeZTIbhw4eje/fumDFjBvr27YsRI0ZgzJgx5fLgdCnnabtvr8vMzERaWhpcXFxULu/QoQNWrFihc1lSzLOxscHt27cBAIaGhsVO0r9KJpNpXDSTcp62+/YqPT09dOnSBV26dEFSUhK2b9+Obdu2YceOHfjll1/QuHFj9O/fH/7+/syrBFk5OTlFpvks/Luq53AaGRkhJydHJ7KknvfkyRM0aNCg2Ps2NjbIz8/HgwcPYGlpCQBwdXVFeHi42llSz9N23yoS7/ggItKQiYkJkpKSStQ2OTkZxsbGJV53cHAwFApFif5ERUWp2wUiScvLy8N7770HJyend/6pV6+eTuVJuW+1atXCixcvVC7z9/fH5MmTceTIEYwbNw65ubkaZUk9T9t9MzIyKpJXrVo1AFB5wlcIoVyuC3lS7lshW1tbREVFYdasWYiOjoa7uztOnTql8XqrYp62+1aoRo0aqFat2hufO2FoaIj8/Hydy5JinqurK37++Wf8+++/yhO+0dHRxfbFz58/x9atW9G8eXO1s6Sep+2+vYmFhQWCg4Nx4MABbNiwAb169cL9+/excOFC5lWSLBsbG1y8eFH5+tKlSwCA48ePF2t7/Phx5Qngyp4l9TxLS0vl+l916dIlyGSyIhejlkVRR8p52u5bReIdH0REGpLL5Th27BgCAwPf2fbo0aOQy+UlXnfjxo3Rrl07TTZPcmJjY3HixIkStS3NXTAkXXZ2dqhfvz42btz4zraRkZFYuXKlzuRJuW+2tra4cOEChg4dqnL58OHDkZubi2XLluHKlStq51SFPG33rV69enj48KHytYmJCRQKBZo1a1as7cOHD1G3bl2dyZNy317n6+uLzp074+uvv8bw4cPRoUOHcp2iScp52sp69RjJwMAA9+/fV9kuISEBZmZmOpMl5bxRo0Zh79698PHxQWBgIPr27Yvp06fDzc0NvXv3hrm5OR4/foy4uDgkJSWVamrbqpan7b6VhIuLC1xcXPDkyRPExcUxr5Jk9erVCxERETAzM4OlpSXWrl0LOzs7JCYmYvny5ejVqxfy8vKwY8cOHD58GP369dOJLKnnde7cGTExMfjggw/Qt29fGBoa4tSpU5g/fz6srKzQpEkTZdv79+9rXNSRcp62+1aRWPggItJQjx49MGfOHPz6669wc3N7Y7vdu3fj3LlzmDVrlha37s10tYBQXtN/kXQ5ODiU+Gdd1/Kk3DcXFxds2LAB6enpMDExUdlm1KhRyM/PxzfffKPxSUQp52m7bw4ODkWuIqtevfobi/hHjx4t1RRqFZ0n5b6pYmVlhYiICOzevRvz5s0r96kypZynjazXj5H27t2LgICAYu1Onz6Npk2b6kyWlPOMjY2hUCgQFhaGefPmQSaTQQiB1NRUfPfddwAK7uaqXbs2FixYgE6dOqmdJfU8bfetNMzMzFROOcm8isny9/fHoUOHsGHDBgAFV7QvWbIEtWvXxsCBA7F27VoABT8vZmZmGD16tE5kST0vNDQUR48exfLly7F8+XLl+3p6elixYkWR49eDBw+W+DmsVTFP232rSCx8EBFpyMfHB9HR0QgLC8O1a9fg5+cHW1tb5fL4+Hhs3rwZCoUCTZo00fiqirKiqwWE4ODgN86zTKRKs2bNsGfPHsTHxxf5bKpibW0NZ2dnncmTct/69OmD7OxsPHjw4K3TUQQFBcHY2Bh//PGH2llSz9N238LCwpCenv7OdikpKXBxcUGXLl10Jk/KfXub3r17w9XVFS9fvlQ+PLg8STmvvLJu3LhRonZPnz5F69at0b59e53Iqgp5VlZWiIqKwvnz53H06FHcuXMHmZmZMDAwQP369dGqVSt07969VNPlVtU8bWaFhISU6k5+5lWOLKCgSBYbG4szZ84gPT0dbdq0gbm5OYCCiwOjoqKQmJiIpk2bwt/fH/Xr19eJLKnn1alTB1u3bsV3332H06dPIzs7G02bNsWwYcOKPKQbAPbs2aNRv6Sep+2+VSSZ4BNuiYg09vDhQwQFBeH27duQyWSoVasWjI2NkZGRgczMTAgh0KRJE6xZs0b5YNJ3sbe3x5IlS+Dh4VHm22tvb1/qAkJlmHKrPP9PiIiIiIiIiIhIGnjHBxFRGbCxscHPP/+MrVu3Yu/evbh58yaSk5NRq1YtODs7o1evXujfv7/Kh5G+SUmvNlMXnx9CRERERERERERSxMIHEVEZqVGjBgYNGoRBgwZV9KYQERERERERERFVWXoVvQFERERERERERERERERlhXd8EBGRzijv6b+IiIiIiIiIiEj38eHmREREREREREREREQkGZzqioiIiIiIiKiSCQ8Ph1wux+nTpyt6U4iIiIh0Dqe6IiIiIiIiIipncrn8nW0UCgXat2+vha0hIiIikjYWPoiIiIiIiIi0JCQk5I3LbGxstLglRERERNLFwgcRERERERGRloSGhlb0JhARERFJHp/xQURERERERKQjEhIS0Lt3b7Ro0QJxcXFFlj1+/Bj/+c9/0K1bN7Ro0QLt27dHcHAwrly5UkFbS0RERFQxWPggIiIiIiIi0gE3btzAgAED8OjRI6xZswaenp7KZdeuXYOnpyeio6PxwQcfYMiQIejSpQvOnTuHgQMH4siRIxW45URERETaxamuiIiIiIiIiLQkPDxc5fsGBgYIDAx84787ceIEQkNDYWRkhOjoaNjb2yuX5ebmYvz48Xj+/DkUCgXatWunXPbvv//Cx8cH06dPx6FDh1CjRo2y6wwRERFRJcXCBxEREREREZGWrFq1SuX7JiYmbyx8xMXFYfr06bCzs8O6detgbW1dZPnhw4fx4MEDBAQEFCl6AICVlRVGjhyJ+fPn4+TJk+jcuXPZdISIiIioEmPhg4iIiIiIiEhL/vrrr1K1VygUOHjwINq0aYPIyEiYmpoWa3Pp0iUABc//UHVHyb179wAAd+7cYeGDiIiIqgQWPoiIiIiIiIgqqXPnzkEIgU8++URl0QMAnj59CgDYu3fvW9f1/PnzMt8+IiIiosqIhQ8iIiIiIiKiSmrevHlYs2YNVq1ahby8PIwfP75YGxMTEwBAREQEunXrpu1NJCIiIqp09Cp6A4iIiIiIiIhINRMTE2zYsAHOzs6IjIzE4sWLi7Vp1aoVgIK7Q4iIiIiIhQ8iIiIiIiKiSs3Y2Bjr1q3DJ598gvXr12Pu3LlFlnfr1g12dnaIjo7GkSNHVK7j4sWLePHihTY2l4iIiKjCcaorIiIiIiIiIi1R9fDxQt27d0ezZs1ULjMyMsL333+P0NBQ/Pjjj8jOzsbXX38NmUwGfX19hIeHY+TIkQgMDISTkxOaNWsGQ0NDPH78GFevXkV8fDyOHz8OIyOj8uoaERERUaXBwgcRERERERGRlqxateqNy2xsbN5Y+AAAAwMDrFq1ChMmTEBMTAyys7Mxf/586Onpwd7eHnFxcfjhhx9w+PBh/Pzzz9DT04OFhQUcHBwQGhoKMzOz8ugSERERUaUjE0KIit4IIiIiIiIiIiIiIiKissBnfBARERERERERERERkWSw8EFERERERERERERERJLBwgcREREREREREREREUkGCx9ERERERERERERERCQZLHwQEREREREREREREZFksPBBRET8zrxUAAAAiklEQVRERERERERERESSwcIHERERERERERERERFJBgsfREREREREREREREQkGSx8EBERERERERERERGRZLDwQUREREREREREREREksHCBxERERERERERERERSQYLH0REREREREREREREJBksfBARERERERERERERkWSw8EFERERERERERERERJLx/+zWj8atdSMjAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb3_Ag.inp.out_BLM-L_2020-02-17_23-02-25.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLM:\n", " fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data C2H4_1.0-100.0eV_orb3_Ag.inp.out, pType=a, thres=0.0014413421379067762, with Seaborn\n" ] }, { "data": { "image/png": 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unWGdiECv1yM+Ph7t2rUDgJs+yJaN425iyc3NLVdoACWD99xIRCpcfzN3csyN+8s/g5/d7Dx3ckxVz3Orc1TlGK1Wi5ycnNuKhRoHli//xlgb5cudePPNNw3/37lzZwDAu+++a7S+1KZNm5CVlYUnn3yy3LbbKV/WrFmDiRMnGn1+7du3x7fffos5c+Zg3rx5UKvVmDlzJpydnaFWqwGUPCQXFhZi+fLlGDJkCABg/fr1cHFxwZ49ezB06FDD+YKCgpCVlYUTJ07g5ZdfxpIlS/DKK6+Ui2XRokVYv3499u7da4hHr9cDAEaPHo3Zs2cbPptDhw7hyy+/RL9+/YzOkZubi++//75cUjRkyBAsXrwY06ZNw6RJk2BhYYH58+fjwIEDhnuiuq+04rCsV199tdIk+FbKVhwCQJs2bbB8+XL069cPK1euNPwellYc3sy0adMwduzYm+7j5uZW6baKKg7v1PDhw/HYY4/By8sL8fHxmD9/PgYOHIiQkBBYWFiU27+iSqqKKu/s7e1hbm5eYQVeYmIitm/fju+//96wzsbGBj179sTChQvRrl07ODs7Y/369Thy5AjatGkDwLhS7b333sNHH32EHTt24JFHHsGePXuM/o2vWLECr7zyCq5fvw4fHx8EBwfD3Ny8ws/g8OHD+PHHH7F161bDurNnz+LAgQPQaDT4+eefkZKSgueffx6pqalYs2ZNuXMcPXoUERERCAwMNKzz8fGBl5cX5s2bh1WrVsHKygpLly5FUlKSUeXd7Nmz0atXL4wePbrC+GxsbLB3716MHj3aUPnt7e2N33//HaamJSni0KFDMXv2bEyZMgUDBgxAbGwsli1bZvi8mzdvXqV7Onv2LHbv3o2JEydi27ZtiImJwfTp01FUVIQFCxZUGF9DwoSbjFhZWVXaAmRiUtIhojTBA2A00mtF9Ho9nn32WcycObPcNk9PT6Pr3kpAQEClLS2ltm/fjr59+1a4zdHREeHh4UbrXFxccOXKlXL7Xr16tVwhX/aY0haXsq1QycnJRn8obsXFxaXcH4zk5GSYmpqiSZMmt3UMUL7F+mbXBUr+kLm6uhqdp7JzODo6Qq1WV3jtG49JTU1F06ZNqxQLNS4sX0rURvlSXXr06IHMzExcuXKlXMxff/01Ro4cWa7lpLJyqqJ7/vPPP3H69GkEBQWV2zZhwgRMmDABV65cgZWVFVQqFZYuXYoWLVoAgKH88vX1NRzTtGlTODo6GkYPL1XaAuXr64vi4mI888wzmDt3rlGiu2TJEgQEBGDXrl3o2LGjYb2joyNMTU2NrgMA7dq1M2pNKrVhwwbk5ORUWBExZ84czJ49G4mJibC3t8e5c+cwb948wz1R3dcYKw7vxOOPP274fz8/P3Tr1g1eXl7YunWrUW+W0utWVEkF3F6l5TfffAM7Ozs89NBDRuv/97//YerUqXBzc4NarUbXrl0xYcIEHD9+HMDtVapNnDgRgwcPRmJiIpYsWYKxY8fi4MGD5T63U6dOYfTo0ViwYAEGDx5sWK/X66FSqbBu3TrodDoAwNKlS/Hoo4/iiy++gFarNTpPYGAg/Pz80L17d8M6MzMzbNy4EU899RQcHBygVqsxaNAgDB8+3LDPli1bsHv3boSGhpb7nErl5uZi6tSp6N27t6HnzZIlSzBixAj8/fff0Gq1+O9//4u4uDiMHDkShYWFsLW1xaxZs/D2228bVX7e6p70ej2cnJywevVqqNVq+Pv74/Lly1i8eHGjSLjZpZyqrDSJKlt7FhYWdtNjunbtilOnThm6cpZdKqsRrMzddvns0qULoqOjjR7oe/bsiYyMDKMpYI4cOYKMjIxKH279/f1hZmaG4OBgw7rExERERETc1gNxz549jc4BADt37kS3bt1gZmZW6TH79+836i65c+dONGvWDM2bN6/SdVu0aAEXFxejaxcUFGDfvn2Vxm9ubg5/f/9y8QYHB5c7JiIiAl26dKlSLESlWL6UqK7ypbqEhoZCo9HAzs7OaH18fDz27NlTrjs5UHnZVlH8gYGB8Pf3R6dOnSqNwdnZGdbW1ggKCoJGozE8vJZOv3b69GnDvqmpqUhJSTF0h6yIiKCwsNDou1q8eDEWLlyIHTt2lPuezc3Ncc899xhdBwDOnDlT4XUCAwMxatSoSiseVSqVYUrG9evXw8PDA127dq00XqpbSisOyy6lSe7dVByWLWtOnDiBmJgYtGrVyui6t3K3XcodHR2RlpZ2y+vcCVdXV3h5eSEmJqbctsoqqSqqvEtLS0NhYWG5CjwRwZo1azBp0qRy5X+rVq2wb98+ZGdn48KFCzh69CgKCwsNFV03q1S7sfJOp9OhTZs2uO+++7BhwwZER0eXm/YwMjISAwcOxH//+99yvYNcXV3h5uZmSExLryMi5aZ/zMnJwQ8//ICnn3663Gfm7++PsLAwpKenIzExETt27MC1a9cM97R7927ExcXBzs4OpqamhhbrMWPGoH///gCA77//HufOncPatWtxzz33oEePHvj+++8RHx+PX375BUBJefXRRx8hOzsbCQkJSEpKMiT/pc+dVbknV1dXeHt7G1VytmvXDklJSeVeAWqQavF9carjKht98+rVq4Z9SkdFPHXqlOzbt0+6d+9+08FATpw4IVqtVp5//nkJDQ2VM2fOyC+//GI0wqSXl5d88sknNX5/pVNWhYeHG60fNmyYdOzYUQ4fPiyHDx+WDh06GE3bc/HiRWnbtq0cOXLEsG7atGni7u4uu3btkuPHj8vAgQPveFqw2bNnS2RkpAQGBpabFuzG6TnS09PF2dlZxo8fL+Hh4bJp0yaxtbW9o2nBdDqdbNq0ScLDw2X8+PHlpgUbOHCg0SiUpdOCBQYGSmRkpLz44otiZWVlGJiklJeXl3z33Xe3FQ81fCxfard8ESkZ1Ts0NFT8/f1lwoQJEhoaKqdOnTJs37Rpk7Rt29bw85YtW2T16tUSHh4usbGx8tVXX4mtrW25wR1FRN58801p1qxZhTEdPHhQ1Gq1fPjhhxIVFSUffvhhuWnBREqmObS0tJSVK1dWGP9nn30mISEhcvr0afn8889Fq9XKp59+arTP6NGjpX379nLw4EEJDw+XkSNHiq+vr2Fgnv/7v/+ToKAgiYyMlLi4OPnxxx/Fzc1NJk6caDjHRx99JObm5rJhwwaj383SkZJLPyszMzNZvXq1xMTEyGeffSZqtVr+/PNPo3hiYmJEpVLJ9u3bK7ynRYsWycmTJyUiIkLeffddMTMzMxrEqKLfh0mTJhnNBnHj90a151YDgeXk5AgAo6mOdu7cedNybMKECeWm4bpRVcuxa9euGQaHrGwpO83fjX766Sext7evdNaT2xk07UYpKSmGQQ5v1K9fv3JT/on8O2ja5cuXDet++OGHCgdNK/1cbyyDK5Kamio6nU5WrVplWNezZ89yg6Y99NBDMn78+ErPk5+fL1qt1jCQo4hIRESEODk5ycsvv1zhMatWrRKtVmtUvmzevFlMTEzKfTdr164VCwsLSUlJueU9nTlzRkxMTOT3338XkZKpF8PDw40WAPLpp58aBtldvny5uLi4GH3fhYWFYmVlZTSI5Y0mTZokPXv2vK17mjdvnnh5eRkNwrls2TJxdXW95b01BEy4yaCyuQzL/mGPjIyUHj16iFarlc6dO9/yD4lIyRx/gwcPFmtra7GyspKOHTvK+++/b9heWw/EIiLjxo0rN43VtWvXZOLEiWJjYyM2NjYyceJEo/hLRx0tO4psbm6uzJgxQxwcHESr1crIkSPLjYzr5eVlNC1FRfbu3StdunQRc3Nzad68ebkHz7feeku8vLyM1p08eVL69u0rFhYW4uLiIm+//bZRYVn6HcTHx1d6Xb1eL2+99ZZhLsT77ruv3B+piuL/4osvxMvLS8zNzaVr166yb98+o+2HDh0SOzu7m/5Bp8aJ5Uvtly8Vfd5ly5O1a9dK2Xr37du3S+fOncXa2losLS3Fz89Pli1bJoWFhUbnLS4uFnd3d3n99dcrvfZPP/0kbdu2FTMzM/Hx8ZGNGzeW26f0IS09Pb3Cc0yaNEkcHBzE3NxcOnbsWGFFXkZGhkydOlXs7OzEwcFBHn74YaPP6ocffpCuXbsafj98fX0lICBAcnNzDft4eXlV+Fnd+PkGBgZK69atRaPRSKdOnWTz5s3l4pk3b564u7tXOrL7gAEDRKfTiUajkXvvvVe2bdtmtL2i34d+/foZzXN+4/dGtaexVhwmJCRIaGiovPPOO2JtbW2ozCubYLVt29Ywk0lWVpbMnTtXDh06JPHx8bJnzx7p2bOnuLm5lZsC72aVVKXTgt1///1y/Phx2bVrl7i7uxt9NqWeeOIJo3m+y9qxY4ds375dzp49Kzt37pROnTpJ9+7djUbMvlWlWlxcnAQEBMixY8ckISFBDh06JKNHjxYHBwfD1GERERHStGlTmThxotHvR3JysuE6WVlZ4u7uLo8++qjhd6RNmzby9NNPl4u7T58+8vjjj1d4Tz/++KPs2bNH4uLiZPPmzeLl5SWPPPJIhfuWwg2jlEdFRYmFhYU899xzEhkZKREREfLEE0+ITqczVHJcvXpVVq5cKVFRURIaGiozZ84UjUZjVClYlXs6f/68WFtby4wZM+T06dPy22+/iZOTk7z33nuGfW5sZKpKBWR9wRKbGpWTJ0+Kk5NTjc95mpOTIxqNRnbv3l2j16nI2rVrpXXr1opMvfDoo48aJTtEjUljKF+IGrPGWnFY2X2XrRhCmSn7cnJyDFPomZmZiaenp0yePLnCKftuVUmVkJAgDzzwgGi1WnFwcJAZM2ZIXl6e0T7p6emi1Wpl9erVFZ4jKChIWrZsKebm5uLi4iLTp0+vsKLvZpVqly5dkuHDh4uTk5OYmZmJu7u7TJgwQaKjow37vPXWW7es6BQpSXQHDRokWq1W3N3dZc6cOeUaKkqn/tq5c2eF9/Tpp5+Ku7u74fN98803bzk/+40Jt0hJD4zevXuLTqcTe3t7GThwoBw+fNiw/erVq9KjRw+xsrISS0tLuf/++8v1VqrqPR06dEjuvfdesbCwkJYtW8r7779v1EvqxkamqlRA1hcqkTIvmhA1At9++y26du2KDh061Ng1duzYgc8++8xoZMraMm7cOIwZMwaPPfZYrV43Pz8fixcvxty5c8sN+kHUWDT08oWIGrbw8HAMGjQIsbGxsLGxUTocogaBCTcREREREQGonYpDosaECTcRERERERFRDeC0YEREREREREQ1gAk3ERERERERUQ1gwk1ERERERERUA0yVDqC26fV6XL58GTY2NlCpVEqHQ0SNhIggKysLzZo1g4lJzdV1sowjIiWwjCOihuyuyjjFJiQTkX379snIkSPF1dW1wrnhbrRx40YZNGiQODo6io2NjfTo0UN27NhxW9e8cOFChXPkceHChUttLBcuXLibYpNlHBcuXOr0wjKOCxcuDXm5kzJO0Rbu69evo1OnTvjPf/6DMWPG3HL//fv3Y/DgwQgICICdnR3Wrl2LBx98EEeOHEGXLl2qdM3SOQUvXLgAW1vbu4qfiKiqMjMz4eHhUePzmrKMIyIlsIwjoobsbso4RRPu4cOHY/jw4VXef9myZUY/BwQE4JdffsGvv/5a5YS7tPuRra0tC2oiqnU13QWSZRwRKYllHBE1ZHdSxtXrd7j1ej2ysrLg4OBQ6T75+fnIz883/JyZmVkboRER1QqWcUTUkLGMI6L6rl6PUv7xxx/j+vXrGDt2bKX7fPDBB9DpdIbFw8OjFiMkIqpZLOOIqCFjGUdE9V29TbjXr1+Pt99+G0FBQXBycqp0v3nz5iEjI8OwXLhwoRajJCKqWSzjiKghYxlHRPVdvexSHhQUhKeeego//fQTBg0adNN9LSwsYGFhUUuRERHVLpZxRNSQsYwjovqu3rVwr1+/HlOmTMH333+PBx54QOlwiIiIiIiIiCqkaAt3dnY2YmNjDT/Hx8cjLCwMDg4O8PT0xLx583Dp0iV89913AEqS7SeffBKffvopevTogaSkJACAVquFTqdT5B7qs3Mp16E2UcHDwVLpUIiIiIiIiBocRRPuY8eOYcCAAYaf51UXqdUAACAASURBVMyZAwCYPHkyvvnmGyQmJuL8+fOG7atWrUJRURGmT5+O6dOnG9aX7k9VcyE1BwHborA9oqTCwsfFBoPaOWOQrzM6uulgYlKzU3oQERERERE1Boom3P3794eIVLr9xiR67969NRtQA5edX4QVe2Lx9YF4FBTpYaIqmUsuOikL0UlZ+HxPLJxsLHB/O2cM8XVGP++mTL6JiIiIiIjuUL0cNI1uj14v2BR6CYt2RCM5q2Quy96tm2D+SF+42Gqw53QydkUmY+/pZCRn5WP90fNYf/Q8Bvs64/MJXWBhqlb4DoiIiIiIiOofJtwNXMSlDLzxczhOXMwAAHg1scQbI9phsK8zVKqS1uuHu7jj4S7uyC8qxl9nUxEcmYQfj11EcOQVPPNdCFZN8ofGjEk3ERERERHR7WDC3YClXS/ApMAjSMsphLWFKWYMbI3/9G5eaYu1haka/bybop93Uwz3c8XT3x7DvjNX8Z+1f+Pryd1gZcFfFyIiIiIioqqqd9OCUdV9HHwaaTmF8Ha2xu6X+mFav1ZV7h7eu7Ujvp3aHdYWpjh89homrzmKzLzCGo6YiIiIiIio4WDC3UCdupyB74+UjPD+7mg/ONlobvsc3Vs44H9PdYetxhTHEtLwxNdHkJ5TUN2hEhERERERNUhMuBsgEcHbW05BL8DIjq7o0bLJHZ+ri6c91j/TAw5W5jh5MQPjVv+FlOz8aoyWiIiIiIioYWLC3QD9EnYZf59Lg9ZMjTceaHfX52vfTIcfnumBpjYWiE7KwrjVf7Glm4iIiIiI6BaYcDcw2flFCNgWBQCYMbA1XHXaajmvt7MNgp7pAVedBrHJ2Xjj54ibzqFORERERETU2DHhbmA+2x2D5Kx8eDWxxNN9W1TruVs2tcaqSf4wNVFha3giNh2/VK3nJyIiIiIiakiYcDcgcVezseZAPADgrQd9qzwi+e3o6G6H2YO9S66x5RQupOZU+zWIiIiIiIgaAibcDYSI4J1fI1FYLBjo44SBPs41dq1p/Vqhm5c9svOLMDsoDMV6di0nIiIiIiK6ERPuBiI48gr2n7kKc7UJFoz0rdFrqU1U+OTxzrC2KJku7Mt9cTV6PSIiIiIiovqICXcDkFdYjIVbIwEAT/dtgeaOVjV+TQ8HS7wzqj0A4JPgMzh5Mb3Gr0lERERERFSfMOFuAL47fA4XUnPhYqvB9AGta+26j3R1wwMdXVGkF7z4QxhyCopq7dpERERERER1HRPuBqB0tPBZg9rAysK01q6rUqnw/kN+cLHV4GzKdcN0ZERERERERMSEu947ezUb0UlZMDVRYbifS61f387SHB+P7QQA+L+/zuOPqCu1HgMREREREVFdxIS7ntsekQQA6N3aEXaW5orE0Lu1I57uUzLn96sbw5GVV6hIHERERERERHUJE+56blt4IgBgRIfab90u66WhbdHS0Qop2fn4bHesorEQERERERHVBUy467GEa9dx6nIm1CYqDPZVNuHWmKkx/8GS6cjWHIhHbHK2ovEQEREREREpjQl3PVbanbxnyyZwsFKmO3lZA9o64X4fJxTpBe/+FgkRUTokIiIiIiIixTDhrse2/9OdfLjC3cnLmj/SF+ZqE+w/cxV/RCUrHQ4REREREZFimHDXUxfTcnDiYgZMVMAQhbuTl9Xc0QpT/xlAbeHWSOQXFSscERERERERkTIUTbj379+PBx98EM2aNYNKpcLmzZtvecy+ffvg7+8PjUaDli1b4ssvv6yFSOueHf90J+/ewgFNbSwUjsbYjIGt4WRjgYRrOQg8EK90OERERERERIpQNOG+fv06OnXqhM8//7xK+8fHx2PEiBHo27cvQkND8frrr2PmzJnYuHFjDUda92w1jE7uqnAk5VlbmGLeCB8AwOe7Y5GUkadwRERERERERLXPVMmLDx8+HMOHD6/y/l9++SU8PT2xbNkyAEC7du1w7NgxLFmyBGPGjKmpMOucy+m5CD2fDpUKGNa+7nQnL+uhzm743+EEHD+fjg+3R2HZuC5Kh0RERERERFSr6tU73IcPH8aQIUOM1g0dOhTHjh1DYWFhhcfk5+cjMzPTaKnvSruT3+PlACdbjcLRVEylUuGdUX5QqYDNYZdx7Fyq0iERNUgNsYwjIirFMo6I6rt6lXAnJSXB2dnZaJ2zszOKioqQkpJS4TEffPABdDqdYfHw8KiNUGvU9oi6Nzp5RTq46/B4t5LP+60tp1Cs5zRhRNWtIZZxRESlWMYRUX1XrxJuoKTltKzSuZ5vXF9q3rx5yMjIMCwXLlyo8Rhr0pXMPBxLSAMADPOr2wk3ALw0tC1sNKY4dTkTQX/X78+eqC5qaGUcEVFZLOOIqL5T9B3u2+Xi4oKkpCSjdcnJyTA1NUWTJk0qPMbCwgIWFnVrFO+78fupJIgAXT3t4KrTKh3OLTlaW+DFQd5Y+FskPtl1Bg91aQZL83r1a0dUpzW0Mo6IqCyWcURU39WrFu6ePXsiODjYaN3OnTvRrVs3mJmZKRRV7dp6su6OTl6ZST284OGgxdWsfKzhNGFERERERNRIKJpwZ2dnIywsDGFhYQBKpv0KCwvD+fPnAZR0I3ryyScN+0+bNg0JCQmYM2cOoqKisGbNGgQGBuKll15SJP7adjUrH0f/GXysPnQnL2VuaoKXhrQFAKzadxZp1wsUjoiIiIiIiKjmKZpwHzt2DF26dEGXLiVTRs2ZMwddunTBggULAACJiYmG5BsAWrRogW3btmHv3r3o3LkzFi5ciOXLlzeaKcFKu5N3ctfB3d5S6XBuy4Mdm8HX1RZZ+UX4Yk+s0uEQERERERHVOEVfpu3fv79h0LOKfPPNN+XW9evXD8ePH6/BqOqu0tHJ61N38lImJiq8Mqwtpqz9G98dTsCU3s3rXaUBERERERHR7ahX73A3ZqnXC/DX2ZLu5MP96l/CDQD9vJuiZ8smKCjW45PgGKXDISIiIiIiqlFMuOuJg7EpKNYL2rnawrNJ/WwZVqlUeHW4DwBgU+hFnE7KUjgiIiIiIiKimsOEu54Iu5AOALinub3Ckdydzh52GNHBBSLA4t+jlQ6HiIiIiIioxjDhridCz6cBALp42ikcyd17aUhbqE1U2BWVjL//GXWdiIiIiIiooWHCXQ8UFOkRcTkTANDFo363cANAy6bWGNvNAwDw4fbomw6cR0REREREVF8x4a4HohIzUVCkh72lGbzq6fvbN3pxUBtozEwQkpCGXVHJSodDRERERERU7Zhw1wOl72939rCDSqVSOJrq4WyrwdTeLQAAi3ZEo1jPVm4iIiIiImpYmHDXA6Xvb3duAN3Jy3q2XyvYWZohJjkbm45fVDocIiIiIiKiasWEux4obeFuCAOmlaXTmuH5/q0AAMt2xSC/qFjhiIiIiIiIiKoPE+46LvV6Ac5dywEAdPJoWAk3ADzZszmcbS1wKT0XQX9fUDocIiIiIiKiasOEu4478U/rdqumVtBpzRSOpvppzNSYMbANAGD5H7HIKShSOCIiIiIiIqLqwYS7jmuo72+X9Xg3D3g4aJGSnY9vDyUoHQ4RERFRo5FXWIwTF9Lxc+hF/BF1BaeTspCdzwYQoupiqnQAdHOhDfT97bLMTU0we5A35vx4Al/ui8PEHp6w1TS81nwiIiIiJaVdL0DYxXREJWYiKjELUYmZOHs1GxVNFmNvaQY3ey3c7SzRoqkVRnVqhnautrUfNFE9x4S7DtPrxWhKsIZsdGc3rNwbh5jkbHy9/yzmDGmrdEhEREREDcL5azlYtT8OP4VcREGRvtx2BytztHGyRnZ+ES6m5SIjtxBpOSVLxKVMAMDKvXHo5K7D2Hs8MKpTM9iwcYSoSphw12FnU7KRlVcEjZkJfFxslA6nRqlNVJg7xBvT/u84vj4Qjyd7NYejtYXSYRERERHVW9FJmVi5Nw6/nrhsaMVu4WiF9s1s4dvMFu1cbeHragsnGwuoVCrDcVl5hbiUnouLqbm4mJaDo+dSERx5BScuZuDExQy891sUHujoinH3eMDfy97oWCIyxoS7Dgs9X9K63dHNDqbqhv+6/dD2LujgpkP4pQys3BuH+SN9lQ6JiIiIqN4JSUjDij2x+CM62bDuPu+mmN6/Fbq3cLhlgmyjMYOPixl8XEq6kE/p3QLXsvPxc+gl/PD3BcQmZ2NDyEVsCLmIDm46fPJ4J7R2atiNQ0R3quFncfVYY3h/uyyVSoWXhpZ0Jf/fXwlIzMhVOCIiIiKi+iPtegGe+e4Yxqw8hD+ik6FSAQ90cMVvL/TBd1O7496WTe64NbqJtQWe7tsSwbPvw8bneuIxf3dozdQIv5SBBz87iKC/z0OkgpfBiRo5Jtx1WNj5xvH+dln3tXFE9xYOKCjSY/kfsUqHQ0RERFQv/H0uFSOW/4mdkVdgaqLC2G7u2DWnH76Y2BV+brpqu45KpYK/lwMWP9YJ+17pjz6tHZFbWIxXN4bjhfWhyMwrrLZrETUETLjrqJyCIkQnlQxS0cWz4U4JdiOVSoWX/2nl/vHYBZxLua5wRERERER1l14v+GJPLMat/guJGXlo4WiFzdN7Y9GjndCqqXWNXtvJRoPvpnbHq8N8YGqiwm8nE/HA8j8N09oSERPuOiv8Ygb0ArjYauCi0ygdTq26p7kDBrRtimK9YGnwGaXDISIiIqqTkrPy8OSao1j8+2kU6wUPdW6GX1/oU60t2rdiYqLCc/1b4cdpPeFur8WF1Fw89uVhrNwbB31F840RNTJMuOuoxvb+9o3m/jMt2K8nLyMqMVPhaIiIiIjqlgMxKRjx6QEciE2B1kyNRY92xCePd4a1hTJjInf1tMe2WX0xsqMrivSCj3ZE4/l1xyuchoyoMWHCXUeVvr/dWBNuPzcdHujoChFgye+nlQ6HiIiIqM749tA5TFpzBCnZ+WjrbINfX+iNsd08FJ+ey1Zjhs/Gd8GiMR1hbmqCHaeSMP17Jt3UuCmecK9YsQItWrSARqOBv78//vzzz5vuv2zZMrRt2xZarRYeHh6YPXs28vLyaina2hN6oeTdl84ejef97RvNHewNtYkKf0Qn49i5VKXDISIiIlLc13+exVtbTkEEGN/dA7/M6F2npuRSqVQYe48HvnqyG8xNTRAceYUt3dSoKZpwBwUF4cUXX8Qbb7yB0NBQ9O3bF8OHD8f58+cr3H/dunV47bXX8NZbbyEqKgqBgYEICgrCvHnzajnympWYkYsrmflQm6jQoRbfwalrWja1xthu7gCAj3ZEc6oJIiIiatRW7I3Fe1ujAAAzB7ZGwMMdoDFTKxxVxfp5N8XXT3aDhakJdkVdwfPrQpBfVKx0WES1TtGEe+nSpXjqqafw9NNPo127dli2bBk8PDywcuXKCvc/fPgwevfujQkTJqB58+YYMmQIxo8fj2PHjtVy5DUr9J/u5D4uNtCa181CtLbMvL8NLExN8Pe5NOw9fVXpcIiIiIgUsfyPGCzaUfKa3exB3pgzpK3iXchv5T7vpgicfM8/SXcynvu/40y6qdFRLOEuKChASEgIhgwZYrR+yJAhOHToUIXH9OnTByEhITh69CgA4OzZs9i2bRseeOCBGo+3NoU18gHTynLVaTG5V3MAwKLfT3O0SyIiImpUREpmbSmdueXloW0xa1AbhaOquj5tHLFmyj3QmJlgd3Qypv0vBHmFTLqp8VAs4U5JSUFxcTGcnZ2N1js7OyMpKanCY8aNG4eFCxeiT58+MDMzQ6tWrTBgwAC89tprlV4nPz8fmZmZRktdVzp3YWN+f7us5/q1go2FKaISM/HryctKh0NUp9THMo6IqKoaexknIlj8+2ks/yMGAPD6CB9MH9Ba4ahuX+/WjlgzuSTp3nP6Kp5l0k2NiOKDpt3YFUZEKu0es3fvXrz//vtYsWIFjh8/jk2bNuG3337DwoULKz3/Bx98AJ1OZ1g8PDyqNf7qVlisR/ilDABs4S5lb2WOZ+5rCQBYGnwGhcUcdIOoVH0r44iIbkdjLuNEBB9uj8aKvXEAgAUjffHMfa0UjurO9Wr9b0v3vjNX8cqGkxyfhxoFxRJuR0dHqNXqcq3ZycnJ5Vq9S82fPx+TJk3C008/jQ4dOuDhhx9GQEAAPvjgA+j1FSdh8+bNQ0ZGhmG5cOFCtd9LdTqdlIW8Qj1sNaZo0cRK6XDqjKl9WsDR2hwJ13Lw47G6/R0S1ab6VsYREd2OxlzGff1nPFbtPwsAWDi6Pab2aaFwRHevVytHBE6+B6YmKmw5cRmf7Y5VOiSiGqdYwm1ubg5/f38EBwcbrQ8ODkavXr0qPCYnJwcmJsYhq9VqiEilNWQWFhawtbU1WuoyQ3dyT3uYmNTtgTBqk5WFKWb804Xq010xyC1gNyQioP6VcUREt6OxlnF/RF1BwPaS0cjffKAdJvVsrmxA1ah3a0csfMgPQEnPxd/4uiA1cIp2KZ8zZw6+/vprrFmzBlFRUZg9ezbOnz+PadOmAQCefPJJoym/HnzwQaxcuRI//PAD4uPjERwcjPnz52PUqFFQqxvGaN6h/wyY1tmD3clvNP5eT7jba5GclY9vD59TOhwiIiKiaheVmImZ60MhAky41xNPNYCW7RuN7/7vfc398QRO/PP8S9QQmSp58ccffxzXrl3Du+++i8TERPj5+WHbtm3w8vICAJw/f96oRfvNN9+ESqXCm2++iUuXLqFp06Z48MEH8f777yt1C9Uu7DxHKK+Mhakaswd5Y+5PJ7BybxzGd/eETmumdFhERERE1eJqVj6e/vYYrhcUo1erJnhnVPs6P/XXnXp9RDvEp1zH7uhk/Pe7Y/hlRm+46rRKh0VU7VTSyEYryMzMhE6nQ0ZGRp3rlpRbUAzft3ZABDj25iA4WlsoHVKdU6wXDP90P85cycbz/VvhlWE+SodEVCW1VfbU5TKOiBoulnF3L6+wGBO++gvHz6ejhaMVfn6+F+wszZUOq0Zl5RXi0ZWHcfpKFto3s8VP03rC0lzR9kCiCt1N2aP4KOX0r7ir2RAB7C3NmGxXQm2iwstDS5LswAPxSMzIVTgiIiIiorsjInh140kcP58OndYMgZO7NfhkGwBsNGb4enI3NLEyx6nLmZgTdAJ6faNqC6RGgAl3HRJ3NRsA0NrJWuFI6rZB7ZzQvbkD8ov0WPL7GaXDISIiIrorn++OxS9hl2FqosLKiV3RsmnjeRb0cLDEqkn+MFebYMepJCzZeVrpkIiqFRPuOiQumQl3VahUKrz+QDsAwKbQizh1OUPhiIiIiIjuzLbwRHwcXNKA8M7o9ujV2lHhiGpft+YO+OjRDgCAFXvjsD08UeGIiKoPE+46JPafFu5WjahW80519rDDg52aQQT4YFt0pdPCEREREdVVZ69m46WfTgAA/tO7OSbe66VwRMp5uIs7nr2vJQDg5Q0nEZ9yXeGIiKoHE+46JC65pGBpxRbuKnllaFuYq01wIDYF+85cVTocIiIioirLLyrGC+tDkVNQjHtbOOCNEe2UDklxLw9ti+4tHJCdX4Tn/i8EuQXFSodEdNeYcNcRRcV6Q01ea7ZwV4mHgyUm9yqpCf5gWzSKOcgGERER1RMfbT+NU5czYW9phk/HdYGpmo/lpmoTfD6+CxytLRCdlIUFv0QoHRLRXeO/7DriQlouCor10JiZwM2OcxBW1YwBbaDTmuH0lSxsCLmgdDhEREREt/RH1BWsORgPAFjyWCe46DQKR1R3ONlqsHx8Z5iogJ9CLuLHv/l8R/UbE+46onTAtJaO1jAxUSkcTf2hszTDCwNbAwA+3nkGOQVFCkdEREREVLmkjDyj97bvb+escER1T69Wjpg7pC0AYP4vERwgl+o1Jtx1RCynBLtjk3p6wcNBi+SsfHy1P17pcIiIiIgqVKwXvBgUirScQrRvZovXhvsoHVKd9Vy/Vhjo44T8Ij2eX3ccmXmFSodEdEeYcNcRsckcofxOWZiq8crQkj9Yq/bHITkrT+GIiIiIiMr7Yk8s/jqbCktzNT4b3wUWpmqlQ6qzTExUWDq2E9zstEi4loOXfzrBWWmoXmLCXUfEsYX7rozs6IrOHnbIKSjGJ8ExSodDREREZOTvc6lYtqtkvu2Fo/3Qko0st2RnaY4VE7vCXG2C309dwdd/sicj1T9MuOsAETG0cDPhvjMqlQpvPFAynUbQ3+dx5kqWwhERERERlUjPKcCs9aHQC/BIFzeM8XdXOqR6o5OHHeaPLHnG+2hHNE5cSFc4IqLbw4S7DrialY+svCKYqIDmjpZKh1Nv3dPcAUPbO0MvwLu/RrLbEREREdUJb26OwOWMPDRvYol3H/JTOpx654keXniggyuK9IIX1ocii+9zUz3ChLsOKB0wzdPBku/y3KU3RvjC3NQEB2JT8PupK0qHQ0RERI3ctvBE/HYyEWoTFT4d1wXWFqZKh1TvqFQqBDzSAW52WpxPzcGbmyPYsEL1BhPuOiCO3cmrjWcTSzx7X0sAwHtbI5FXWKxwRERERNRYpWTn483NEQCA5/u3QicPO4Ujqr90WjMsH98ZahMVfgm7jI3HLykdElGVMOGuAzhCefV6rn8rNNNpcDEtF1/ui1M6HCIiImqERATzN0cg9XoBfFxs8MLANkqHVO/5ezlg9qCSz3HBLxE4+08vUaK6jAl3HRB39ToAoBVbuKuFpbkpXv9nALWVe+NwMS1H4YiIiIiosfntZCK2RyTB1ESFJY91grkpH7urw3P9W6NHSwfkFBTjhfWhyC9ib0aq2/gvvw5gC3f1e6CDK3q0dEB+kR7vb41SOhwiIiJqRK5m5WPBLyVdyacPaA0/N53CETUcahMVlj3eBfaWZjh1OROLdpxWOiSim2LCrbCsvEIkZeYB4Dvc1UmlUuHtUe2hNlFhe0QSDsamKB0SERERNQIigjc3hyMtpxC+rraYPqC10iE1OC46DRY/2gkAEHggHnuikxWOiKhyHCZRYWf/6U7e1MYCOq2ZwtE0LD4utpjUwwvfHDqHt7ecwrZZfWGmZh0TEdUPuQXFuJSei4tpObiYlvvPkoO0nAKYqFRQqVQwUQEmZf6r05rBzV4LNzst3Oy1cLezhItOw66sRLVoy4nL+P3UFZip2ZW8Jg3ydcaUXs3xzaFzmPvTCWyf1RfOthqlwyIq564S7ry8PAQFBeH69esYPHgw2rThYBC369/u5FYKR9IwzR7kjS0nLiMmORvfHU7AU31aKB0SEVGFLqfn4kBMCvbFXMXR+FRczcqvlvOqVICLrQa+rrbo5GGHzh526ORhx0peohqQnJmHBb+cAgC8MLANfJvZKhxRw/bacB8ciU9FVGImXvg+FOv+ey8bV6jOqXLC/fLLL6OgoACffvopAKCgoAA9e/bEqVOnYGlpiVdeeQXBwcHo2bNnjQXbEJXOwc3u5DVDZ2mGl4e2xbxN4VgWfAajOzeDo7WF0mERESGnoAhHzqZif8xV/BmTYqiALcvawhTu9lq421v+81+toQzTi0AvgF4v0IugWARp1wtwMS0Xl9Jzcemf/+YX6ZGYkYfEjDz8UabbZcumVujsYYeunvbo590UHg6WtXbvRA2RiOD1n8ORkVsIPzdbPNe/ldIhNXgaMzW+mNAFoz4/iKPnUvHh9mjMH+mrdFhERqqccG/fvh0BAQGGn9etW4eEhATExMTA09MTU6dOxXvvvYetW7feVgArVqzA4sWLkZiYiPbt22PZsmXo27dvpfunp6fjjTfewKZNm5CWloYWLVrg448/xogRI27runWFYQ5uDphWY8Z288C6IwmIuJSJRTuiseifd36IiJRw9mo2vjl0DhtCLiKn4N/RdU1UQCcPO9zXpin6tHGEt5MNbLWmUKlUd3wtEUFKdgHOp17HiQsZCLuQjhMX05FwLQdnr17H2avXsemfuWxbNbVC/7ZOGNDWCfe0sIeFqfqu75WoMdly4jJ2RSXDTK3Cx491ZktrLWnZ1BpLHuuEaf8XgsAD8ejiaYeRHZspHRaRQZUT7vPnz8PX998ao507d+LRRx+Fl5cXAGDWrFm3nfQGBQXhxRdfxIoVK9C7d2+sWrUKw4cPR2RkJDw9PcvtX1BQgMGDB8PJyQkbNmyAu7s7Lly4ABsbm9u6bl1S2sLNKcFqjtpEhXdGtceYlYfx47GLeKybB+5p7qB0WETUiIgIDsZew5qD8dhdppXZzU6L+7wd0bdNU/Ru5QidZfV281apVGhqY4GmNhbw9/q33Eu9XoATF9IReiEdf529hpCENMRdvY64q/EIPBAPS3M1erVyxBBfZwzv4AIbDbufE91M6vUCvPNrJABg5sA2aOtSf59N66Nhfi54rn8rrNwbh1c2nERbZxu0ceZ3QHVDlRNuExMTiIjh57/++gvz5883/GxnZ4e0tLTbuvjSpUvx1FNP4emnnwYALFu2DL///jtWrlyJDz74oNz+a9asQWpqKg4dOgQzs5I//qUJf31UUKRHwrWSOaLZpbxm+Xs5YGw3d/x47CJe23gS22b1ZesNEdW4vMJi/Bx6CWsPxuPMlX+7jN/v44SpfVqgV6smd9WCfaccrMwxwMcJA3ycAACZeYU4GJOCPaeTsff0VSRn5WNX1BXsirqCt7acwnA/Fzzq744eLZvAxKT24yWq69799RRSrxfAx8UGz/ZjV3IlzB3sjZMX03Ew9hqe/b8Q/DK9NysLqU6ocl8XHx8f/PrrrwCAU6dO4fz58xgwYIBhe0JCApydnat84YKCAoSEhGDIkCFG64cMGYJDhw5VeMyWLVvQs2dPTJ8+Hc7OzvDz80NAQACKi+vnhPfnU6+jWC+wMlfDhaMq1rjXR7SDo7UF4q5ex4o9cUqHQ0QNmIhge3giBizZi3mbwnHmSjYszdWY0qs59rzUH4FT7kHv1o6KJNsVsdWYYXgHVyx6tBOOvH4/ts7sg7mDvdGqqRVyC4uxKfQSJnx9KN0etgAAIABJREFUBH0X7cHSnaeRcO260iET1Rl7Tidjc9hlmKiAj8Z05KjkCjFVm2D5uC5w1Wlw9up1vPzTSaPGQiKl3NagaePHj8fWrVtx6tQpjBgxAi1a/Dvi87Zt23DPPfdU+cIpKSkoLi4ul6Q7OzsjKSmpwmPOnj2L3bt3Y+LEidi2bRtiYmIwffp0FBUVYcGCBRUek5+fj/z8f0d6zczMrHKMNc0wQrmTdZ156GrI7CzN8fYoX8z4PhQr9sZiZEdXdjeieq8ul3GNVXzKdSz4JQJ/xqQAAJrpNJjapwUe6+ZRL0YGV6lUaN9Mh/bNdJgxsDXCLqRjQ8hFbDlxGZfSc7F8dyyW745F9+YOGOPvhhEdXNmKRDWmrpdx2flFeGNTOABgau8W6ORhp3BEjVsTawusfMIfY788jB2nkrB6/1n2OCDFVbkKbsyYMdi2bRs6duyI2bNnIygoyGi7paUlZsyYcdsB3Jhoikilyader4eTkxNWr14Nf39/jBs3Dm+88QZWrlxZ6fk/+OAD6HQ6w+Lh4XHbMdaUWA6YVuse6OCK+32cUFgseG1TOPR61nxS/VaXy7jGJregGEt+P42hn+zHnzEpMFebYObA1vhjbn883bdlvUi2b6RSqdDF0x7vP9wBf78xCMvHd8F93k2hUgFHz6Xi1Y3huOf9XXjxh1D8GXMVxSxTqZrV9TJu8Y5oXM7Ig4eDFnOGeCsdDgHo7GGHt0aVjDv10Y5oHIpNUTgiauyqnHAvWLAA/fv3xyeffIJXX30VlpbG04dMmTIF7733XpUv7OjoCLVaXa41Ozk5udKu6a6urvD29oZa/e+7t+3atUNSUhIKCgoqPGbevHnIyMgwLBcuXKhyjDUt7mpJlzwOmFZ7VCoVFj7kBytzNUIS0rDuSILSIRHdlbpcxjUWIoKdp5IwaOk+fL4nFgXFevTzboqds+/DnCFtoTVvGONFaMzUGNWpGb6b2h2HX7sfrw7zQaumVsgr1GNz2GVMCjyKPh/txqId0exyTtWmLpdxx86l4ru/Sp4jPni4IyzNq9xxlGrYhO6eGNPVHXoBXlgfiotpOUqHRI1YlRPub775Bt27d0d4eHi5batXr0bHjh1halr1gsbc3Bz+/v4IDg42Wh8cHIxevXpVeEzv3r0RGxsLvV5vWHfmzBm4urrC3Ny8wmMsLCxga2trtNQVhi7lbOGuVc3stHhlmA8A4KMdp5GYkatwRER3ri6XcY1BTkERZgeF4Zn/heBSei6a6TT48gl/fPOfe9Dc0Urp8GqMi06D5/q3wq45/bB5em9M6uEFndYMiRl5WLE3Dv0W78UTXx/B9vBEFBbrb31CokrU1TIur7AYr248CRHgMX939GnjqHRIVIZKpcL7D/vh/9u777iq6+8P4K874F7mZW8ExMF0gQNXrkwz05ZmCtq20hwNLe2baWnfvuWvqZWVTUemDffWHCiKiCgiosAFZO994d7P7w+UIk1BuXzuvbyej8d9mJ/7uXBO4vGe+15B7rYorNTgqe9OoqK2XuywqJ1qdsN99uxZhISEoHfv3li2bBl0Oh3UajVGjBiBV199FR988AG2b9/eom8+d+5cfPXVV/jmm29w/vx5zJkzB2q1GtOnTwcAREVF4bXXXmu8/7nnnkNhYSFmzZqF5ORkbN26FUuXLsULL7zQou9rCHQ6AZeuHgnGHcrb3pR+PujZwQ4VtfX4z+/nuKkGEbVYSl4Fxn16BL+dvgKZVNLQgL50F0aFuLWbfTkkEgl6eNthyfgQxCwYjhWTezVOOT+cUoDnfjqFiGUNo94ZRRxhItPx2f4UXMqvhJO1AgvHBN36BdTmlGYyfDU1HM42CiTllGPW2jgueyFRNHtI2tbWFt9//z0eeughPPvss1i/fj1SU1MRERGBhISE21pTM3HiRBQWFmLx4sXIzs5GSEgItm3b1njUl1qthlT612cC3t7e2LVrF+bMmYNu3brB09MTs2bNwrx581r8vcWWU1aDKo0WcqkEPo6Wt34BtSqZVIL/PtQNYz4+hN2JudhxNgejQ93FDouIjMQf8Vcwf+MZVGm0cLFR4NPHeqGPn8OtX2jCFHIZ7g11x72h7sgoqsK6E2qsP5GJgoparDhwCSsPXsLgzs6IivDBkK4ukPF4MTJS57PLsPJAw2kni8cFQ2VpfPsztBcedhZYFRWOiV9EY29SHt7dfh4L+AEJtTGJ0MKhvZycHERGRmLv3r2wsrLC77//jmHDhukrvlZXVlYGlUqF0tJSUacl/Zmcj6hvYuDvbIW9Lw0RLY72bvmuC/h4XwqcbRTYM+cu/qNJetNWtcdQapypqq3XYunW8/guumHdZkRHR3w8qSecbRQiR2aY6rQ67EnMxZoYdeOu7QDg7WCByH4+mBDuDTvLGy8JI+PSXmpcvVaHh1YeRXxmKUYGueKLyLB2M6PFmG2Ov4KZa+MAAP99KBQTe3cQOSIyNndSe1p0UODatWsRHBwMnU6H8+fP47nnnsPo0aMxa9YsVFdzHWxLNO5Qzunkonp+aCd0dLZCfnktlm47L3Y4RGTAMourMOGLY43N9oyhnfDjU33ZbN+EmUyK0aHu+OHJvjj4yhA8M7hht/aMomos3ZaEvkv34tVf4nE2q1TsUIma5avDqYjPLIWNUo4l40PYbBuJsd09MHtEZwDAgl/PIvpSocgRUXvS7Ib74YcfxjPPPINFixZh79696Nq1K9577z0cOHAAO3bsQPfu3REdHa3PWE3KtfXb3DBNXEozGd59sBskEmD9yQzsTswVOyQiMkCx6UUY+8lhxGeUQGVhhm+mhePle7pyWnQL+Dha4fV7A3HsteH470OhCHK3RW29Dj+fzMR9nxzGwyuPYsuZK9xkjQxWSl45lu9OBgD8574guNoqRY6IWmLW8M4Y290D9ToBz/0Ui7QCnqZAbaPZDXd2djbi4uIwc+bMJtcjIiIQHx+P0aNH46677mr1AE0VR7gNRx8/Bzw9qCMAYP7GM8gvrxU5IiIyJPuT8jD5q+MorqpDqKcKW2YOxLCAGx9fSbdmYS7DxN4dsPXFgfhlegTu7+4BuVSCk+nFmLEmDoP+ux+f7U9BYQVrMRkOrU7AyxvOQFOvw5Cuzng4zEvskKiFJBIJ/vdwN/TwtkNJVR2e+O4ESqvqxA6L2oFmN9yHDh1Cp06dbvicUqnERx99hD179rRaYKaOO5QblpdGdkGAmw0KKzWYv/EMdy0nIgDAplOZeOr7k6ip02FoV2f8/GwEvB240WVrkEgkCPd1wMeTeuLo/GF4cXhnOFmbI6esBv/beQER7+7DKxvice4Kp5uT+L4+fBmnM0pgo5Bj2YOhnEpupJRmMnwZFQYPlRKX8yvx3E+xqKnTih0WmbhmN9x/3y383wwePPiOgmkvSqo0KKjQAAA6ckq5QVDIZfjw0R4wl0mxNykPa2MyxA6JiET21aHLmPtzPLQ6AQ/09MSXUeGwMJeJHZZJcrFVYu7dXXBk/jAsn9AdoZ4qaOp12BCbiTEfH8aEL6Kx42w26jndnERwKb8CH+xqmEq+8L5AuKssRI6I7oSLjRJfTe0NK3MZjl4qxItr41hbSK9atGkatY5ro9vuKiWsFc0+mY30LMDNFq+O6goAWLIlEZev/jkRUfsiCAL+uyMJb29t2EjxyYF++OCR7jCT8Z9MfVPIZXiwlxf+mDEAG5/rj7HdPSCTShCTWoTpP57CXf87gC8OXuI0UGozWp2AV385g9p6HQZ1dsKE8JYfg0uGJ8jDFqumhsNcLsWuxFzM25gAHc/oJj3huwcRcP224XpigB/6+zuiuk6LOT/Hc/MeonamXqvDvI1nGs/YnTcqAAvHBELKzdHalEQiQZiPPT6Z1BOH5w3FC0P9YW9phqySaizbnoR+y/Ziwa8JSMkrFztUMnGrj6QiNr0Y1go53n2oG6eSm5D+/k747LFekEkl2HgqE0u2JnJJIekFG24RXMpv2BWRO5QbHqlUgvcf6Q5bpRzxGSX4dF+K2CERURup0+owY00cfj6ZCamk4azW54b48w22yNxVFnjlngBEX93dPMDNBtV1Wvx0XI0Ry/9E5NfHsS8pl6NT1OpSCyrxv50XAACv3xsITztOJTc1dwe54v1HugEAVh9Jw0d7L4ocEZkiNtwiuNx4JJiVyJHQjXjYWWDJ+BAAwKf7UxCnLhY5IiLSN61OwOz1p7HjXA7M5VKsmByGib07iB0W/Y3SrGF38+2zBmHN031xd5ArJBLg0MUCPPHtSQz74AC+OZyK8hpON6c7p9MJePWXeNTW6zCwkxMm9eFUclP1QE8vvHV/MADgwz0X8c3hVJEjIlPDhlsEaYVVAABfJzbchmpcD0/c390DWp2AOetPo7K2XuyQiEhPdDoBr/wSj61nsmEmk+CLKWEYFeImdlj0LyQSCfr7O2FVVDj+fGUonh7kBxulHGmFVVi8JRH9lu7Foj/OcR8OuiNfH07FibRiWJnLuCt5OzC1vy/m3t0FALB4SyI2nOTmudR62HC3Ma1OgPpaw+3IhtuQLRkXAneVEmmFVVj421mu6yEyQYIgYOHvZ7HpVBZkUgk+mdQLQwNcxA6LmsnbwRILxgTh2GvDsWR8CPydrVCp0eLbo2kY9sFBRH0Tw+nm1GJHUwrw7o4kAMDrYwJ5FGA7MXNYJzw50A8AMG/jGWw5c0XkiMhUsOFuYzllNdBodTCTSeCuUoodDt2EytIMH07sAZlUgl/jsvDTcbXYIRFRKxIEAUu2nMea42pIJMDyCd05sm2krBRyRPbzwZ65d+GHJ/tgeIALJBLgz+R8PPHtSQx5/wC+OnQZpdWcbk43l1FUhRfWnIJWJ+DBnp54rA+XlrQXEokEC8cEYkK4F3QC8OLaOPx8giPddOfYcLex9IKGDdO87S0h5xEzBq9vR0fMu3pU2OLNiTidUSJyRETUWj7YlYxvjjSs1fvvQ90wroenyBHRnZJIJBjU2RlfT+uNAy8PwVMDG6abq4uq8PbW8+i3dC9e/zUBSTllYodKBqhKU49nfohFcVUdunmpsJRTydsdiUSCZQ92w6Q+3tAJwKsbz+CrQ5fFDouMHDu+NpZa2NBw+zhyepKxeHpQR4wKdoNGq8PzP8aiqFIjdkhEdIc+3XcRn+5vOIVgybhgnq1rgnwcrbDwviAcf3043nkgBF1dG3Y3X3NcjVEfHsKEz6PxR/wVaOp5/CM1zHh59ZczOJ9dBidrc3w+JQxKM5nYYZEIZFIJlj4QimcGdwQAvL31PJbvTubSQrptbLjbWPrV9ds+XL9tNCQSCd57pBv8nKxwpbQGs9bFQcv1gERGa/WRVLy/KxkAsODeQERG+IobEOmVpbkck/v6YMfsQVj7dD+MDnGDTCpBTFoRXlwbh/7v7sMHuy4gu7Ra7FBJRJ8fvIwtZ7Ihl0qwckoYPHgEWLsmkUjw2ugAvHJPwyzHj/dexFubE7kfBN0WNtxtLO3qlHI/7lBuVGyVZvh8ShgszGQ4dLEAH+1JFjskIroNW89kY/GWRADA3Lu74OmrIxhk+iQSCSL8HbFyShiOzBuGF4d3hrONAgUVtfhkXwoG/nc/nv3hJP5Mzueb6nZm/4U8vLezYZO0RfcHo7evg8gRkSGQSCR4YWgnLB7XcGTYt0fT8OrGM6jXclYMtQwb7jb21wg3p5Qbm65uNlj2YCgA4ON9KdiXlCtyRETUEjGpRZjz82kIAjA1wgczh3USOyQSiZtKibl3d8HR+cPw2WO90NfPAVqdgJ3nchH1TQyGvH8Anx+8hMKKWrFDJT1LLajEi2vjIAjApD4dMKWfj9ghkYGJivDF8gndIZNK8EtsJmasiUNNnVbssMiIyMUOoD3R6QSkFzWMcPNIMOM0vqcnTqmL8X10Ouasj8eWmQN5XAiREUjJK8fT35+Epl6HkUGu+M/YYG6GRDCTSTGmmzvGdHNHcm451hxXY2NsJtRFVXh3exI+2HUBo0LcMblvB/T1c+DPjBHS6gQkXilDWU0dyqrrrv5a3/j7A8n5KK+pR5iPPRbdHyR2uGSgHuzlBSuFHDPXxGHHuRxM+CIan3PpATWTRGhnOwCUlZVBpVKhtLQUtra2bfq9c0pr0G/ZXsikEiQtGQUz7lJulGrrtZj4xTGczihBiKctNjzbHxbm3FiFbq6tao+YNc5Q5ZXV4IEVR5FVUo1eHeyw5ul+3AyJ/lWVph5b4rPx0/F0xGeWNl7v6GyFSb074MFennC0VogYoWEy1Bqnqdehy8LtN73H1VaBzTMGwsWWx7XSzUVfKsTzPzXsZO9kbY6VU8K4BKGduJMaxxHuNpR2dYdyL3sLNttGTCGXYcXkXrjvk8M4m1WG2evjsGJyGGRSjnwQGZqK2npMW30CWSXV6Ohkha+m9mazTTdlaS7HhN7emNDbGwmZpVgTk47fT1/B5fxKvLPtPN7bmYSRwW54tLc3Bvg7Qcrab9DM5VL4OlrCXC6FrdIMthZmUFmYwVYpb/zv+7p5sNmmZonwd8QfMwbi6e9PIimnHI+tOoa37g/BY315Xjv9O45wt6H1J9SYtzEBg7s44/sn+rTp96bWdyKtCJNXHYdGq8NTA/2w8D5ORaN/Z6ijP6asTqvDE9+ewKGLBXCyNsem5wagA/fPoNtQXlOHP+KvYF1MBhKy/hr19nawwMRwbzwc5g03Vftu2FjjqD2p0tTjlQ1nsDUhGwAwuW8HvDk2GOZyDqiZqjupPfypaENpVzdM8+UbPpPQ29cB/3ukGwDgq8Op+CE6TdR4iOgvgiDgtU0JOHSxAJbmMnwzrTebbbptNkozTO7rg80zB2LLzIGI7OcDG4UcGUXVeH9XMvq/uxePr47BtoRs1NZzMyUiU2dpLsenj/XEK/d0hUQC/HRcjclfHUN+OTdapOsZRMO9YsUK+Pn5QalUIiwsDIcOHWrW69atWweJRILx48frOcLWkX51SjnP4DYd43p4Np7R+OYf57hzOZGB+GRfCn6JzYRMKsFnj/VCNy87sUMiExHiqcKS8SGIWTAC7z/SHb197aETgP0X8vH8T6fQb+levLX5HM5nl4kdKhHp0bVjw76eGg4bhRwn0oox5uND2H8hT+zQyMCI3nCvX78es2fPxoIFCxAXF4dBgwZh9OjRUKvVN31deno6Xn75ZQwaNKiNIr1zqQUc4TZFzw/xx8Rwb+gEYMaaOJz923RDImp7m+OvYPnuZADAknEhGBrgInJEZIoszGV4OMwLG6b3x76X7sLzQ/zhaqtAcVUdVh9Jw+iPDmHsJ4fx7ZFUFFVqxA6XiPRkWIArfpsxAJ1crJFXXovHV5/Agl8TUFlbL3ZoZCBEb7iXL1+OJ598Ek899RQCAwPx4YcfwtvbGytXrvzX12i1WkyePBlvvfUWOnbs2IbR3j5BEBpHuH2dOMJtSiQSCd5+IAQDOzmhSqPFE9+ewJWSarHDImqX4tTFeHlDPADg6UF+3MiG2kRHZ2u8OioAR+YNw+rHe+PeUDeYySRIyCrFos2J6Lt0D575/iR2nM2Bpl4ndrhE1Mr8na2xZeZAPD7AF0DDFPN7Pz6E2PRicQMjgyBqw63RaBAbG4uRI0c2uT5y5EgcPXr0X1+3ePFiODs748knn9R3iK0mv6IWVRotpJKGXcrJtJjJpFgxpRe6uDZ8uvnEtydQXlMndlhE7UpWSTWe/j4WtfU6jAh0wfzRgWKHRO2MXCbF0K4uWDE5DMdfH4FFY4MQ6qlCnVbArsRcTP8xFn2X7sGbv59FfEYJ2tm+tUQmTWkmw5tjg/HTU33hrlIivbAKj3x+FP/bmcQP2to5URvugoICaLVauLq6Nrnu6uqKnJycG77myJEj+Prrr7Fq1apmfY/a2lqUlZU1eYgh/eqGaR52FlDIeSSNKbJVmuGbab3hbKNAUk45pv8Yi5o6bp5D+mUoNU5sFbX1ePLbEyioqEWAmw0+erQnj+ojUTlYmWPaAD9snjkQu+YMxrN3dWyccv5ddDrGfXYEwz84iI/3XoT66nsEuh5rHBmbAZ2csGP2YDzY0xM6Afhs/yWM++wIlxy2Y6JPKQcapuT+nSAI110DgPLyckyZMgWrVq2Ck5NTs772smXLoFKpGh/e3t6tEnNLpRVcnU7ODdNMmpe9Jb6Z2huW5jIcSSnE8z+d4qeapFeGUuPEpNUJmL0uDkk55XCyVuDrab1hpZCLHRZRoy6uNnhtdCCOzh+O757og/u7e0BpJsXlgkos352Mwf/bjwdXHMEP0Wlc7/0PrHFkjFQWZlg+sQdWTu4Fe0sznM8uw9hPD+O1TQkorOBO5u2NqOdwazQaWFpaYsOGDXjggQcar8+aNQunT5/GwYMHm9x/+vRp9OzZEzLZXyPEOl1DMyOVSnHhwgX4+/s3eU1tbS1qa//6wS4rK4O3t3ebn9/4/s4L+HR/Cib37YB3Hghts+9L4oi+VIjHv41BTZ0O9wS74tPHesFMZhCfb5FI9HV2rKHUODG9szURqw6lQiGXYt0z/dCzg73YIRHdUkVtPXaezcFvp7NwJKUAuqvvxuRSCQZ3ccbY7u64O8gN1kby4RFrHNGN5ZXXYMmW89gcfwUAYKuUY+7dXTClnw/kfG9oNO6kxolaxc3NzREWFobdu3c3abh3796NcePGXXd/QEAAEhISmlxbuHAhysvL8dFHH93wU0+FQgGFQtH6wbdQWiFHuNuTCH9HrIoKx5PfncTOc7mYs/40p7iSXhhKjRPL2hg1Vh1KBQB8MKE7m20yGtYKOR4K88JDYV7IK6vBH/FX8NvpLJzNKsO+pDzsS8qD0iwBwwNcMba7B4Z0dYbSrP0tSWvvNY6Mn4uNEp9M6okpfTtg0eZEnM8uw6LNiVgTo8abY4MxoFPzZu2S8RL9Y9O5c+ciMjIS4eHhiIiIwJdffgm1Wo3p06cDAKKiouDp6Ylly5ZBqVQiJCSkyevt7BrOVv3ndUNzbQ23D48EazcGdXbGysm9MP3HWGw5kw1zuRTvP9wdUjbdRK3i6KUCvPHbWQDA3Lu74L5uHiJHRHR7XGyVeGpQRzw1qCNS8irwR/wVbI6/gtSCSmxNyMbWhGzYKOQYGeyG+7q7Y4C/E8zlHBkjMiZ9Ozpiy8yBWHdCjfd3XkBybgUmf3Uco4Ld8NLILujsaiN2iKQnojfcEydORGFhIRYvXozs7GyEhIRg27Zt8PHxAQCo1WpIpcb9j4ogCH+NcPNIsHZleKArPpnUCy+sOYVNp7KgkEvxzvhQNt1Edyi9sBLP/3QK9ToB93f3wMxhncQOiahVdHKxxty7u2DOiM44d6WssfnOLq3BxlOZ2HgqEyoLM9wT7Iox3TzQ39+RS5aIjIRMKsHkvj64L9QD/7cnGT8cS8eOcznYmZiDe0PcMWNYJwS6c6mEqRF1DbcY9LXG6GaKKjXotWQ3ACBpyah2OSWsvdscfwWz1sVBJwBTI3yw6P7gG24MSKarrWqPGDWurZXV1OHBFUeRkleB7l4qrH82gnWVTJpOJyBWXYwt8Vew7WwO8sv/WtNsZ2mGUcFuuDfUHREiNt+scUQtdyGnHB/uScb2s3+dznRPsCtmDuuMEE+ViJHRPxntGu72IvXqDuUeKiXfFLZTY7t7QFOvw8u/xOO76HToBOCt+4M50k3UQlqdgBfXxiElrwJutkqsigpnXSWTJ5VK0NvXAb19HfCfscE4kVaErWeysf1sNgoqNFh3IgPrTmRAZWGGEYGuGB3ihoGdnfh3g8jAdXWzwcopYUjKKcOn+1KwNSEbO8/lYue5XIwIdMELQztxbxITwIa7DaRfnU7uww3T2rWHwrxQp9XhtV8T8MOxdBRXabB8Qg+uwyNqgWXbzuPAhXwozaRYFRUOF1ul2CERtSmZVIJ+HR3Rr6MjFt0fjOOphdh6Jhs7z+WgoELTOO3cylyGYVeb7yFdnWFpzrd8RIYqwM0Wnz7WC7Nyy/Hp/hRsjr+CPefzsOd8Hrp5qTCln8/V4wT5IZoxYvVtA2lXN0zzdeKGae3do306wEohx9yfT2PLmWyUVtfh8ylhPDOYqBnWn1Djq8NXdyR/pAdCvTjdjto3mVSC/v5O6O/vhMXjQnAyrQjbz+Zg57kcZJfWYPPV9d8KuRSDOjtjZLArRgS6wsHKXOzQiegGOrva4KNHe+LF4Z2xYv8lbI6/gjOZpXj1lzN4Z+t5TAj3wpR+PhzEMzJcw90GZq2Lw++nr2D+6ABMv8v/1i8gk/dncj6m/xiLKo0W3b1UWP14H74BMnFc33hnYlKLMPmrY6jTCpg9ojNmj+gidkhEBkunExCfWYLtZ3Ow/Ww2MoqqG5+TSoDevg64J9gNI4Nd4WXfOoMBrHFEra+wohY/n8zEj8fSkVXy19/ju7o4Y2JvbwwLcOGodxu5k9rDhrsNjPvsCOIzSvD5lF4YFeLeJt+TDN/pjBI8vjoGxVV16OhshR+e7AtPOwuxwyI94ZvR25dRVIVxnx1BUaUGY0Ld8cmkntz/gKiZBEFAUk45dp7Lwa5zuUjMLmvyfKC7Le4OdMGIIFeEeqpue0NP1jgi/dHqBBy4kIcfjqXjYHI+rnVvNgo57glxw7geHujv7wQZ/23UGzbcLSBGoe6xeBdKquqwfdYgbvVPTaTkVSDq6+O4UloDd5US3z/Rh+cwmii+Gb095TV1eHhlNC7kliPE0xYbnu0PC3N+mk90uzKKqrArMRc7z+XgZFoRdH97F+hqq8CIQFeMCHJFREfHFo2cscYRtY30wkqsO5GBP05faTLq7WStwNju7ri/uwe6e9nxg+lWxoa7Bdq6UJdUadBjccORYImL7+GmJXSdKyXViPomBil5FbCzNMOKx3qhfycnscOiVsY3oy2n1Ql46rsT2H8hHy42Cvw+YwDcVZwFQtRaiio12J+Uhz3nc3EwOR9VGm3jc5bmMvyTxav0AAAgAElEQVT0VN9m75DMGkfUtq4dF/hbXBa2JmSjpKqu8TlXWwWGBbhiRKALBnTiiQWtgceCGbD0qxumudgo2GzTDXnYWWDDsxF44rsTiFOXIPKbGCwcE4hp/X15Vje1a+9sPY/9V3ck/2pqOJttolbmYGWOh8K88FCYF2rqtDh2uRB7zudiT2Ieiqo06OrGGVdEhurvxwW+OTYYh1Py8VvcFew5n4vcslqsjVFjbYwaSjMpBnZywvBAVwwLcIErT/doc+wA9Szt6pFgvtxNkG7C3soca5/uh9c3JWBTXBbe2pyIc1fK8Pb4EH4qSe3ST8fT8c2Rhh3Jl0/ogW5ediJHRGTalGYyDOnqgiFdXbBknID0wioOFBAZCXO5FMMCXDEswBW19Vocu1yEvedzsScxF1dKaxqPGAOATi7W6O/viP7+DccL2lly0159YyXVs3QeCUbNpDST4YMJ3RHkYYul287jl9hMXMyrwJeRYfw0ktqVIykF+M/v5wAAL93dBfeGcrNJorYkkUjg68SBAiJjpJDLcFcXZ9zVxRlv3R+M89nlDc13Uh7OZJYgJa8CKXkV+D46HRIJEOxhi/7+Tujr54BeHexhz1NzWh0bbj1LK2gY4eZ5edQcEokETw3qiK5uNpixJg7xGSW475PD+HxKGMJ8mreOjsiYXcqvwHM/xkKrEzC+hwdmDOskdkhERERGSSKRIMjDFkEetpg5vDNKq+pwLLUQR1MKcPRSIS7mVeBsVhnOZpXhyz8vAwA6OlshrIM9wnwaHv7O1tyA7Q6x4dYzTimn2zGoszP+mDEAT39/Esm5FZj05TG8NS4Yj/b25rpuMlnFlRo8+e0JlNXUI8zHHu8+1I0/70RERK1EZWmGe4LdcE+wGwAgr6wG0ZcLcTSlELHqYqTkVeByfiUu51diQ2wmAMBWKUeolwqhnnYI9VShm5cKXvYW/Pe5Bdhw69m1KeU+jpxSTi3j42iFTc8PwEs/n8bOc7l4bVMCDl3Mx9IHQrnehkyOpl6H536KRVphFTztLPBFZBj3LyAiItIjF1slxvXwxLgengAaTleKU5cgNr0YsenFOJ1RgrKaehxJKcSRlMLG19lZmiHUU4VgDxUC3W0Q6G4LPycrmMmkYqVi0Nhw61FZTR0KKzUA2HDT7bFWyLFychi++PMyPth1AdsSchCnLsHyCT0Q4e8odnhErUIQBLz+awKOXS6CtUKOb6b1hpO1QuywiIiI2hU7S3MMDXDB0AAXAEC9VoeknHKczSrFmaxSnM0qRVJ2OUqq6nDoYgEOXSxofK25TIpOLtYIcLdBoJsturjZoIurNdxsle1+NJwNtx6pr45uO1mbw0ZpJnI0ZKykUgmeG+KPAZ0cMWvdaaQWVOKxr47h2cH+mHt3F5jL+WkiGbdP96Xgl9hMSCXAJ5N68igiIiIiAyCXSRHiqUKIpwqPXr2mqdchObccZzJLkZjd0IAn5ZSjorYeidllSMwuA5DV+DVsFHJ0crVGZxdrdHaxQWdXa/g7W8PTzqLdrA1nw61H19Zvc8M0ag3dvOywZeZALNmSiHUnMvD5wUs4klKAjx7tgY7O1mKHR3Rbfo3LxAe7kwEAi8eFNH6qTkRERIbHXP5XE36NIAjILK7G+ewynM8uR1JOGZJzy5FWWIXy2nrEqUsQpy5p8nUUcin8nKzg72yNjs5WDQ8na/g6WUFlYVoDlWy49Yjrt6m1WSnkePehbririzPmb0pAQlYpxnx8GPNHB2BKPx/I2sknhWQajl0uxKu/nAEAPDu4I6b08xE5IiIiImopiUQCbwdLeDtYYuTVDdmAhtHw1IJKXMwrx8XcisZf0wurUFvfMF09Kaf8uq/naGUOXycr+Do2NOK+jlbwcbSEj6OlUc4aZsOtR9eOBOMO5dTaRoe6o0cHO8xdH4/oy4V4849z+DUuC8seDEWgu63Y4RHdUkpeOZ75/iTqtALuDXXDvFEBYodERERErchcLkVXN5vrlorVa3XILK7G5YKGXdEv5Vfg0tXd0QsqalFYqUFhpQax6cXXfU0na3N0cLCEr6MVOjj+9WsHB0s4Wpkb5HpxNtx6xBFu0id3lQV+eqovfjyejvd2XMDpq2d2PzXID7OHd4GFOXd4JsOUX16Laasbjv/q1cEOyyf0aDfruIiIiNo7uUzaMILtZIVh//i8vbymDumFVUgtqERaQSVSCyuRWlAJdWEVCis1KKhoeJz6xxR1ALAyl6GDoxU6OFjAx9EK3g4Njbi3vQU87S2gkIvz3pgNtx5dW8Pt58QRbtIPqVSCqAhfjAxyw1ubz2H72Rx8cfAytp7JxtvjQzCkK9fDkmGp1mjx1PcnkVlcDR9HS6yKCufxX0RERAQAsFGaXbdG/JqymjqoC6uQXliFtMJKpBdWIq2wChlFVcgpq0GlRnt1HXnZda+VSAA3W2XD1Hf7hkb82bs6tsl7EDbcelJZW4+88loAgI8DG27SLzeVEiunhGFPYi7+8/tZZBZXY9rqExjb3QOvjQ6Ah52F2CESQasTMHt9HOIzSmBnaYbV03rDkcd/ERERUTPY3qQZr6nTIrO4GhlFVVAXNTTl6qIqZBY3/Fql0SK7tAbZpTWISS2CXCrBjGGd2iRuNtx6cm06ub2lGVSWxre4n4zTiCBXRPg74oNdyfj2aCo2x1/BrnM5eGKgH54b4g9bI9xogkyDIAh4a/M57DyXC3OZFKuiwrm7PhEREbUKpZkMnVys0cnl+vcWgiCgsFLT2IxnFFWholbbZpsNs+HWk8sFFQCADtwwjdqYlUKO/4wNwoO9PLF4SyJiUouw8sAlrD+RgReHdcJjfX14dje1uZUHL+H76HRIJMDyid3R29dB7JCIiIioHZBIJHCyVsDJWoGeHezb/PsbxLvuFStWwM/PD0qlEmFhYTh06NC/3rtq1SoMGjQI9vb2sLe3x4gRIxATE9OG0TbPtbPmQj25YzSJI8RThfXP9MOqqHD4O1uhqFKDRZsTMfL/DmJbQjYEQRA7RGonNsZm4r0dFwAAb4wJwn3dPESOiIiIiKhtiN5wr1+/HrNnz8aCBQsQFxeHQYMGYfTo0VCr1Te8/8CBA5g0aRL279+P6OhodOjQASNHjkRWVlYbR35zJ69uYx/uw1EcEo9EIsHdQa7YOXsw3nkgBE7WCqQVVuH5n05h/Iqj2Hs+l4036dXB5HzM29hw1vYzgzviiYF+IkdERERE1HYkgsjvtvv27YtevXph5cqVjdcCAwMxfvx4LFu27Jav12q1sLe3x6effoqoqKhb3l9WVgaVSoXS0lLY2upn9Llao0Xoop2o1wk4PG8ovOx5LBgZhoraenz552Ws+vMyquu0AIBAd1u8MNQfo0Pc22wtS3vUFrWnLb9PcyRklmLil9Go0mgxvocHj/8iMmHtscYRUftxJ7VH1DXcGo0GsbGxmD9/fpPrI0eOxNGjR5v1NaqqqlBXVwcHhxuPJNfW1qK2trbx92Vl128T39pOZ5SgXifAzVYJT+4OTQbEWiHH3Lu7ILKfD746fBk/RqfjfHYZZqyJQ0fnZDw/pBPG9fCAmUz0yS/UTGLUuOZQF1bh8W9jUKXRYkAnR7z3cHc220TUYoZa44iImkvUd9UFBQXQarVwdXVtct3V1RU5OTnN+hrz58+Hp6cnRowYccPnly1bBpVK1fjw9va+47hvJTa9CAAQ5msPiYRvMMnwONso8NroQByZPwyzhneGrVKOy/mVeHlDPIa+fwDfHE5FaXWd2GFSM4hR426lsKIWUd8cR0GFBkHutvh8Shg36iOi22KINY6IqCUM4h3QP5tSQRCa1ai+9957WLt2LTZt2gSlUnnDe1577TWUlpY2PjIyMlol5ps5kdawfru3T9vvgkfUEnaW5phzdxccmT8M80YFwMnaHJnF1Vi8JRH9lu7F678mICmHowmGTIwadzPVGi2e+O4k0gqr4GVvgW8f7w0bHkdHRLfJ0GocEVFLiTql3MnJCTKZ7LrR7Ly8vOtGvf/p/fffx9KlS7Fnzx5069btX+9TKBRQKBStEm9zaHUCTqmvbpjGY2/ISNgozfDcEH9M6++LX05l4ofoNCTnVmDNcTXWHFejj58Dpkb4YmSwK6ebG5i2rnE3U6/VYebaU4jPKIGdpRm+e6IPXGxv/GEoEVFzGFKNIyK6HaK+czY3N0dYWBh2797d5Pru3bvRv3//f33d//73PyxZsgQ7duxAeHi4vsNskeTccpTX1MPKXIYANxuxwyFqEQtzGSL7+WDn7MFY+3Q/jA5xg0wqQUxqEV5YcwoD3t2HZdvP40JOudihkoERBAGLNp/DnvN5MJdL8VVUOPydrcUOi4iIiEhUoo5wA8DcuXMRGRmJ8PBwRERE4Msvv4Rarcb06dMBAFFRUfD09Gzcsfy9997DG2+8gTVr1sDX17dxdNza2hrW1uK/ubt2HFjPDvaQcySQjJREIkGEvyMi/B2RXVqNNcfVWBujRl55Lb44eBlfHLyMYA9bPNDTE/f38ICLDUcx27uVBy/hx2NqSCTARxN7cIYPEREREQyg4Z44cSIKCwuxePFiZGdnIyQkBNu2bYOPjw8AQK1WQyr9q3FdsWIFNBoNHn744SZf580338SiRYvaMvQbOpl2dcM0rt8mE+GussBLI7tixrBO2J+Uh02nsrD/Qh7OXSnDuStlWLY9CYM6O2F8D08MDXCByoLrddub3+Ky8N6OCwCAN8YEYXSou8gRERERERkG0RtuAHj++efx/PPP3/C5AwcONPl9Wlqa/gO6AyevbZjG0R0yMQq5DKNC3DEqxB3FlRpsOXMFG09l4XRGCQ5cyMeBC/kwk0nQr6Mj7gl2w8ggV67fbQeOphTglV/iAQBPDfTDEwP9RI6IiIiIyHAYRMNtKrJLq5FVUg2pBOjRwU7scIj0xt7KHJERvoiM8MXl/Ar8FpeFbWdzkJJXgUMXC3DoYgHe+P0senrb4Z5gNwwPdIG/szWPyTMxSTllePaHWNRpBYzp5o7X7w0UOyQiIiIig8KGuxVdG90O8rCFtYL/a6l96Ohsjbkju2LuyK64lF+BnedysPNcLuIzSnBK3fBYtj0J7iolBnZywqAuzhjYyQkOVuZih053ILu0GtO+OYHy2nr08XXAB490h1TKD1SIiIiI/o5dYSuKvbphWrgPp5NT++TvbI3nh3TC80M6Ibu0GrsTc7E7MRfHU4uQXVqDDbGZ2BCbCYkECPFQYWBnJ/TxdUAvH3uu/TYi5TV1eHz1CeSU1cDf2QpfRoVBaSYTOywiIiIig8OGuxWd4IZpRI3cVRaIivBFVIQvauq0iEktwuGUAvyZnI+knHIkZJUiIasUK3EJEgnQxcUG4b72DQ8fB3jZW3AKugGq0+rwwpo4JOWUw8naHN8+3gd2lpytQERERHQjbLhbSUVtPc5nlwEAwn3ZcBP9ndJMhsFdnDG4izNevzcQeeU1OJJSgCMphYhNL0ZqQSUu5JbjQm45fjquBgA42ygQ6qlCiIctQjxVCPFUwV2lZBMuIkEQ8MZvZ/Fncj4szGT4empveDtYih0WERERkcFiw91KTqtLoBMATzsLuKssxA6HyKC52CjxQE8vPNDTCwCQX16L2PRinEwrwsn0YpzNKkV+eS32JeVhX1Je4+scrcwR7KlCoJsNOrvaoLOLNTq5WMOKeya0iZUHL2HdiQxIJMDHk3qiuzc3hyQiIiK6Gb5LbSXXppP35ug2UYs52ygwKsQNo0LcAADVGi0Ss0txNqsMCVmlOJtViot5FSis1ODP5Hz8mZzf5PWedhbo4mqNzq428HG0hI+DFXwcLeGuUkIuk4qRksn5I/5K41nbb94XhLuDXEWOiIiIiMjwseFuJdc2TAvj+dtEd8zCXIYwHweE/W0Dwpo6LZJyyhua79xyJOdW4GJeBQoqapFV0nAk3/4LTRtxuVQCbwdLdHCwhLdDw+wTDzsl3FUWcFcp4aZSQiHnZl+3ciKtCC//3HDW9hMD/DBtAM/aJiIiImoONtytoF6rwyl1Q8PNEW4i/VCaydDD2w49/jGNubhSg4t5FUjOLUdKXgXURVVIL6xERlE1NFodUgsqkVpQ+a9f18naHM42SjhZm8PJWvG3XxVwtDaHvaU5VBZmsLM0g43SDLJ2dvTV5fwKPP39SWi0OowMcsWCMTxrm4iIiKi52HC3gqScclRptLBRytHFxUbscIjaFXsrc/Txc0Afv6azS3Q6ATllNUgrrIS6sAqZxdXILq1BdmnDr1dKqlFbr0NBhQYFFZpmfS+JBLBRyKGyNIOdhTneHBuEcBOe1VJUqcHj355ASVUdunvb4aNHe7a7DxyIiIiI7gQb7lZw8ur67V4d7CHlm1EigyCVSuBhZwEPOwv097/+eUEQUFJVhyul1cgvr73aeNeioLwWBRW1KKzUIL+8FmXVdSiprkOVRgtBAMpq6lFWU48MVEOrE9o+sTaiqddh+o+xSC+sgpe9Bb6KCoeFOaffExEREbUEG+5WcCKd08mJjI1EIoG9lTnsrZp3hrSmXofS6rq/PTQIcLPVc5TiEAQBC39LQExqEWwUcnwzrTecbRRih0VERERkdNhw3yFBEBpHuP++wRMRmRZzuRTONop20Xh+fTgVP5/MhFQCfPxYT3Rx5VIZIiIiotvB83LuUGZxNXLLaiGXSq7bzImIyNjsPZ+Ld7adBwAsHBOEoV1dRI6IiIiIyHix4b5D144DC/ZUcX0jERm1pJwyvLg2DoIATOrTAY8P8BU7JCIiIiKjxob7Dp1Mb5hOHu7D9dtEZLwKKmrx5LcnUanRIqKjIxaPC4ZEwk0giYiIiO4EG+47oNMJiEltaLi5YRoRGavaei2e/SEWWSXV8HW0xMopvWAm4z8PRERERHeKm6bdpqOXCvDO1vNIzq2AVMIN04jIOAmCgNc2JSA2vRg2Sjm+ntYbdpbN27mdiIiIiG6ODXcLXc6vwNJtSdhzPhcAYKOU440xQe1i52IiMj1FlRqcSCuCTCrBism94O9sLXZIRERERCaDDXczFVdq8NHei/jxWDrqdQJkUgmm9O2AWSO6wKGZ5/gSERkaR2sFfn9hIGJSizCos7PY4RARERGZFDbct6DVCVh9JBUf772Ispp6AMCwABe8fm8AOrnwbFoiMn4OVuYYFeImdhhEREREJocN9y1IJcDOczkoq6lHgJsNFowJ5CgQERERERER3ZJBbEO7YsUK+Pn5QalUIiwsDIcOHbrp/Rs3bkRQUBAUCgWCgoLw66+/6i02iUSC/9wXjHcfDMXWFwex2SYiIiIiIqJmEb3hXr9+PWbPno0FCxYgLi4OgwYNwujRo6FWq294f3R0NCZOnIjIyEjEx8cjMjISEyZMwPHjx/UWY6iXCo/26QCZlGfSEhERERERUfNIBEEQxAygb9++6NWrF1auXNl4LTAwEOPHj8eyZcuuu3/ixIkoKyvD9u3bG6+NGjUK9vb2WLt27S2/X1lZGVQqFUpLS2Fra9s6SRAR3UJb1R7WOCISA2scEZmyO6k9oo5wazQaxMbGYuTIkU2ujxw5EkePHr3ha6Kjo6+7/5577vnX+2tra1FWVtbkQURkKljjiMiUscYRkbETteEuKCiAVquFq6trk+uurq7Iycm54WtycnJadP+yZcugUqkaH97e3q0TPBGRAWCNIyJTxhpHRMZO9DXcQMPGZH8nCMJ11273/tdeew2lpaWNj4yMjDsPmIjIQLDGEZEpY40jImMn6rFgTk5OkMlk141O5+XlXTeKfY2bm1uL7lcoFFAoFK0TMBGRgWGNIyJTxhpHRMZO1BFuc3NzhIWFYffu3U2u7969G/3797/hayIiIq67f9euXf96PxEREREREZEYRB3hBoC5c+ciMjIS4eHhiIiIwJdffgm1Wo3p06cDAKKiouDp6dm4Y/msWbMwePBg/Pe//8W4cePw+++/Y8+ePTh8+HCzvt+1Tdm56QYRtaVrNUffB0OwxhGRGFjjiMiU3UmNE73hnjhxIgoLC7F48WJkZ2cjJCQE27Ztg4+PDwBArVZDKv1rIL5///5Yt24dFi5ciDfeeAP+/v5Yv349+vbt26zvV15eDgDcdIOIRFFeXg6VSqXXrw+wxhGROFjjiMiU3U6NE/0c7ram0+lw5coV2NjY3HRjNqDhkwxvb29kZGSYzFmPppgTYJp5mWJOgGnm1ZycBEFAeXk5PDw8mnyI2NpY40wvJ8A08zLFnADTzMsYa5wp/jkAppmXKeYEmGZeppgToP8aJ/oId1uTSqXw8vJq0WtsbW1N6ocKMM2cANPMyxRzAkwzr1vlpM9Rn2tY4xqYYk6AaeZlijkBppmXMdY4U/xzAEwzL1PMCTDNvEwxJ0B/Nc4gjgUjIiIiIiIiMjVsuImIiIiIiIj0QLZo0aJFYgdhyGQyGYYMGQK53HRm35tiToBp5mWKOQGmmZex5mSscd+MKeYEmGZeppgTYJp5GWNOxhhzc5hiXqaYE2CaeZliToB+82p3m6YRERERERERtQVOKSciIiIiIiLSAzbcRERERERERHrAhpuIiIiIiIhID9hw/4sVK1bAz88PSqUSYWFhOHTokNghNduyZcvQu3dv2NjYwMXFBePHj8eFCxea3FNbW4uZM2fCyckJVlZWuP/++5GZmSlSxLdn2bJlkEgkmD17duM1Y8wrKysLU6ZMgaOjIywtLdGjRw/ExsY2Pi8IAhYtWgQPDw9YWFhgyJAhOHfunIgR31p9fT0WLlwIPz8/WFhYoGPHjli8eDF0Ol3jPcaQ159//omxY8fCw8MDEokEv/32W5Pnm5NDcXExIiMjoVKpoFKpEBkZiZKSkrZM44ZY4wybqdQ3gDXOUPMy5foGsMYZOtY4w6kFN8Ia16DVapxA11m3bp1gZmYmrFq1SkhMTBRmzZolWFlZCenp6WKH1iz33HOPsHr1auHs2bPC6dOnhTFjxggdOnQQKioqGu+ZPn264OnpKezevVs4deqUMHToUKF79+5CfX29iJE3X0xMjODr6yt069ZNmDVrVuN1Y8urqKhI8PHxEaZNmyYcP35cSE1NFfbs2SOkpKQ03vPuu+8KNjY2wsaNG4WEhARh4sSJgru7u1BWViZi5Df39ttvC46OjsKWLVuE1NRUYcOGDYK1tbXw4YcfNt5jDHlt27ZNWLBggbBx40YBgPDrr782eb45OYwaNUoICQkRjh49Khw9elQICQkR7rvvvrZOpQnWOMNmKvVNEFjjDDkvU61vgsAaZ+hY4wyrFtwIa1yD1qpxbLhvoE+fPsL06dObXAsICBDmz58vUkR3Ji8vTwAgHDx4UBAEQSgpKRHMzMyEdevWNd6TlZUlSKVSYceOHWKF2Wzl5eVC586dhd27dwt33XVXY7E2xrzmzZsnDBw48F+f1+l0gpubm/Duu+82XqupqRFUKpXw+eeft0WIt2XMmDHCE0880eTagw8+KEyZMkUQBOPM65/Fujk5JCYmCgCEY8eONd4THR0tABCSkpLaLvh/YI0zXKZU3wSBNc5Y8jKl+iYIrHGGjDXOsGvBNaxxrVvjOKX8HzQaDWJjYzFy5Mgm10eOHImjR4+KFNWdKS0tBQA4ODgAAGJjY1FXV9ckRw8PD4SEhBhFji+88ALGjBmDESNGNLlujHn98ccfCA8PxyOPPAIXFxf07NkTq1atanw+NTUVOTk5TXJSKBS46667DDYnABg4cCD27t2L5ORkAEB8fDwOHz6Me++9F4Dx5vV3zckhOjoaKpUKffv2bbynX79+UKlUouXJGmfYOZpSfQNY44wtr2uMtb4BrHGGniNrnHHUAta41q1xpnVieSsoKCiAVquFq6trk+uurq7IyckRKarbJwgC5s6di4EDByIkJAQAkJOTA3Nzc9jb2ze51xhyXLduHU6dOoUTJ05c95wx5nX58mWsXLkSc+fOxeuvv46YmBi8+OKLUCgUiIqKaoz7Rj+P6enpYoTcLPPmzUNpaSkCAgIgk8mg1WrxzjvvYNKkSQBgtHn9XXNyyMnJgYuLy3WvdXFxEe1nkjXOcHM0tfoGsMYZW17XGGt9A1jjDDlH1ri/GHotYI1r3RrHhvtfSCSSJr8XBOG6a8ZgxowZOHPmDA4fPnzLew09x4yMDMyaNQu7du2CUqls9usMOS+dTofw8HAsXboUANCzZ0+cO3cOK1euRFRUVON9xvbzuH79evz4449Ys2YNgoODcfr0acyePRseHh6YOnVq433GlteN3CqHG+VjCHmawv97wHRqnCnWN4A1ztjy+idjrW+A8f+/v4Y1znBzAljjjC2vf2qrGscp5f/g5OQEmUx23ScXeXl5130KYuhmzpyJP/74A/v374eXl1fjdTc3N2g0GhQXFze539BzjI2NRV5eHsLCwiCXyyGXy3Hw4EF8/PHHkMvlcHV1Nbq83N3dERQU1ORaYGAg1Go1gIY/KwBG9/P4yiuvYP78+Xj00UcRGhqKyMhIzJkzB8uWLQNgvHn9XXNycHNzQ25u7nWvzc/PFy1P1jjDzNEU6xvAGmdseV1jrPUNYI0z1BxZ44zr55E1rnVrHBvufzA3N0dYWBh2797d5Pru3bvRv39/kaJqGUEQMGPGDGzatAn79u2Dn59fk+fDwsJgZmbWJMfs7GycPXvWoHMcPnw4EhIScPr06cZHeHg4Jk+e3PjfxpbXgAEDrjvqIzk5GT4+PgAAPz8/uLm5NclJo9Hg4MGDBpsTAFRVVUEqbVpeZDJZ43ESxprX3zUnh4iICJSWliImJqbxnuPHj6O0tFS0PFnjDDNHU6xvAGucseV1jbHWN4A1zlBzZI0zrlrAGtfKNa5FW6y1E9eOk/j666+FxMREYfbs2YKVlZWQlpYmdmjN8txzzwkqlUo4cOCAkJ2d3fioqqpqvGf69OmCl5eXsGfPHuHUqQiGgZUAAAUQSURBVFPCsGHDDP7ohRv5+w6XgmB8ecXExAhyuVx45513hIsXLwo//fSTYGlpKfz444+N97z77ruCSqUSNm3aJCQkJAiTJk0yqGMXbmTq1KmCp6dn43ESmzZtEpycnIRXX3218R5jyKu8vFyIi4sT4uLiBADC8uXLhbi4uMajZZqTw6hRo4Ru3boJ0dHRQnR0tBAaGir6sTmsccbB2OubILDGGXJeplrfBIE1zliwxhlGLbgR1rgGrVXj2HD/i88++0zw8fERzM3NhV69ejUexWAMANzwsXr16sZ7qqurhRkzZggODg6ChYWFcN999wlqtVq8oG/TP4u1Mea1efNmISQkRFAoFEJAQIDw5ZdfNnlep9MJb775puDm5iYoFAph8ODBQkJCgkjRNk9ZWZkwa9YsoUOHDoJSqRQ6duwoLFiwQKitrW28xxjy2r9//w3/Lk2dOlUQhOblUFhYKEyePFmwsbERbGxshMmTJwvFxcUiZNMUa5zhM4X6JgiscYaalynXN0FgjTMGrHGGizWuQWvVOIkgCELLxsSJiIiIiIiI6Fa4hpuIiIiIiIhID9hwExEREREREekBG24iIiIiIiIiPWDDTURERERERKQHbLiJiIiIiIiI9IANNxEREREREZEesOEmIiIiIiIi0gM23ERERERERER6wIab6BYkEgl+++03scMgItIL1jgiMmWscSQ2NtzU7k2bNg0SieS6x6hRo8QOjYjojrHGEZEpY40jQycXOwAiQzBq1CisXr26yTWFQiFSNERErYs1johMGWscGTKOcBOhoSi7ubk1edjb29/w3sWLF8PV1RWnT58GAGg0Grz66qvw9PSElZUV+vbtiwMHDrRh9EREN8caR0SmjDWODBlHuImaSRAEzJ49G7/99hsOHz6Mzp07AwAef/xxpKWlYd26dfDw8MCvv/6KUaNGISEhofEeIiJDxxpHRKaMNY7EwhFuIgBbtmyBtbV1k8eSJUsan6+vr0dUVBR27dqFI0eONBbgS5cuYe3atdiwYQMGDRoEf39/vPzyyxg4cOB1U5uIiMTCGkdEpow1jgwZR7iJAAwdOhQrV65scs3BwaHxv+fMmQOFQoFjx47Bycmp8fqpU6cgCAK6dOnS5LW1tbVwdHTUb9BERM3EGkdEpow1jgwZG24iAFZWVujUqdO/Pn/33Xdj7dq12LlzJyZPntx4XafTQSaTITY2FjKZrMlrrK2t9RYvEVFLsMYRkSljjSNDxoabqBnuv/9+jB07Fo899hhkMhkeffRRAEDPnj2h1WqRl5eHQYMGiRwlEdHtYY0jIlPGGkdiYsNNhIapQzk5OU2uyeXyJtOOHnjgAfzwww+IjIyEXC7Hww8/jC5dumDy5MmIiorCBx98gJ49e6KgoAD79u1DaGgo7r333rZOhYjoOqxxRGTKWOPIkLHhJgKwY8cOuLu7N7nWtWtXJCUlNbn28MMPQ6fTITIyElKpFA8++CBWr16Nt99+Gy+99BKysrLg6OiIiIgIFmkiMhiscURkyljjyJBJBEEQxA6CiIiIiIiIyNTwWDAiIiIiIiIiPWDDTURERERERKQHbLiJiIiIiIiI9IANNxEREREREZEesOEmIiIiIiIi0gM23ERERERERER6wIabiIiIiIiISA/YcBMRERERERHpARtuIiIiIiIiIj1gw01ERERERESkB2y4iYiIiIiIiPSADTcRERERERGRHvw/E4hPwUM9rw8AAAAASUVORK5CYII=\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", 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" ] }, "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', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb3_Ag.inp.out_BLM-V_2020-02-17_23-02-25.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 C2H4_1.0-100.0eV_orb3_Ag.inp.out, pType=a, thres=0.001451703201478811, 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 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 (0.444095491450901-1.8250863208300962e-17j)\n", "Plotting data (No filename), pType=a, thres=0.000444095491450901, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "data": { "image/png": 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\n", 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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 3.482518763598713e-16\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "data": { "image/png": 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"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: 2018-06-14 01:36:37.779 (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
Tue Feb 18 01:04:14 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|}{Tue Feb 18 01:04:14 2020 EST} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.5 64bit [GCC 7.3.0]\n", "IPython 7.9.0\n", "OS Linux 5.0.0 36 generic x86_64 with debian buster sid\n", "epsproc 1.2.4\n", "xarray 0.14.0\n", "Tue Feb 18 01:04:14 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-02-17_23-02-25\n", "Host: jake\n" ] } ], "source": [ "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n", "host = !hostname\n", "print('Host: {}'.format(host[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Cite this dataset\n", "\n", "Hockett, Paul (2018). *ePSproc: Ethylene (C2H4), orb 3 ionization (Ag), wavefn run, 1.0:2.5:100.0*. Dataset on Zenodo. DOI: 10.5281/zenodo.3706971. URL: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb3_Ag.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{Ethylene (C2H4), orb 3 ionization (Ag), wavefn run, 1.0:2.5:100.0,\n", " title = {ePSproc: Ethylene (C2H4), orb 3 ionization (Ag), wavefn run, 1.0:2.5:100.0}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3706971},\n", " publisher = {Zenodo},\n", " year = {2018},\n", " url = {https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb3_Ag.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.3706971.svg)](http://dx.doi.org/10.5281/zenodo.3706971) [![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 }