{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3612507.svg)](http://dx.doi.org/10.5281/zenodo.3612507) [![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: Aniline Orb 24 (A2) ionization\n", "\n", "- *electronic structure input*: aniline_aug-cc-pVDZ_E_orbLT56.molden\n", "- *ePS output file*: aniline_wf_0.1-10.1eV_orb24_A2.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/aniline/aniline_wf_0.1-10.1eV_orb24_A2.html\n", "- Dataset: https://zenodo.org/record/3612507\n", "- DOI (dataset): [10.5281/zenodo.3612507](http://dx.doi.org/10.5281/zenodo.3612507)\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 aniline, batch aniline_wf_0.1-10.1eV, orbital orb24_A2\n", "- Aniline Orb 24 (A2) ionization, wavefn run on AntonJr\n", "- E=0.1:0.2:10.1 (51 points)\n", "- Mon Mar 25 17:48:46 EDT 2019" ] }, { "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 aniline, batch aniline_wf_0.1-10.1eV, orbital orb24_A2\n", " Aniline Orb 24 (A2) ionization, wavefn run on AntonJr\n", " E=0.1:0.2:10.1 (51 points)\n", " Mon Mar 25 17:48:46 EDT 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -15.5686 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2822 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -11.2336 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -11.2335 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -11.2203 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -11.2203 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -11.2144 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -1.2347 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -1.1330 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -1.0156 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -0.9909 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -0.8355 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -0.8200 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -0.7152 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -0.7034 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -0.6603 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -0.6006 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -0.5992 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -0.5820 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -0.5361 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -0.5084 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -0.4866 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -0.4446 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -0.3358 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.2853 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 7 ZS = 7 r = 0.0000000000 0.0000000000 2.3057780000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 0.9332450000\n", "Z = 6 ZS = 6 r = 0.0000000000 1.1965340000 0.2222240000\n", "Z = 6 ZS = 6 r = 0.0000000000 -1.1965340000 0.2222240000\n", "Z = 6 ZS = 6 r = 0.0000000000 1.1882610000 -1.1569230000\n", "Z = 6 ZS = 6 r = 0.0000000000 -1.1882610000 -1.1569230000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -1.8637550000\n", "Z = 1 ZS = 1 r = 0.0000000000 2.1302880000 0.7533710000\n", "Z = 1 ZS = 1 r = 0.0000000000 -2.1302880000 0.7533710000\n", "Z = 1 ZS = 1 r = 0.0000000000 2.1240450000 -1.6836310000\n", "Z = 1 ZS = 1 r = 0.0000000000 -2.1240450000 -1.6836310000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.0000000000 -2.9358510000\n", "Z = 1 ZS = 1 r = 0.0000000000 -0.8462720000 2.8135300000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.8462720000 2.8135300000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb24_A2.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb24_A2.inp.out\n", "Expecting 51 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", "['/home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb24_A2.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb24_A2.inp.out\n", "Expecting 51 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 153 DumpIdy segments.\n", "Found 153 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 153 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 aniline, batch aniline_wf_0.1-10.1eV, orbital orb24_A2\n", " Aniline Orb 24 (A2) ionization, wavefn run on AntonJr\n", " E=0.1:0.2:10.1 (51 points)\n", " Mon Mar 25 17:48:46 EDT 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/aniline/electronic_structure/aniline_aug-cc-pVDZ_E_orbLT56.molden'\n", "Initial state occ:\t\t [2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2]\n", "Final state occ:\t\t [2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2]\n", "IPot (input vertical IP, eV):\t\t 7.70\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0]\n", "Ionizing orb sym:\t\t ['A2']\n", "Orb energy (eV):\t\t [-9.13758343]\n", "Orb energy (H):\t\t\t [-0.3358]\n", "Orb energy (cm^-1):\t\t [-73699.58121599]\n", "Threshold wavelength (nm):\t 135.68598131776378\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 aniline_wf_0.1-10.1eV_orb24_A2.inp.out, pType=a, thres=1.2117686568229338, 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 aniline_wf_0.1-10.1eV_orb24_A2.inp.out, pType=phaseUW, thres=1.2117686568229338, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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pfDzl5efnw8vLC2VlZQgLC0ODBg1Ubnv//n14e3ujQYMGOHfu3EsXCvP27dsIDQ3FhQsXkJqaipycHLzxxhuwt7fHhAkT4O7uXmkaxcXF8PPzw40bN9C0aVOEhYVpJW8xMTEYPXo0AGDJkiUYMWKE0u0yMzMRGhqKc+fO4ebNm3jw4AHq1auHDh06YNSoUfDx8dFKfl51YrEYbm5u2LNnj66zUm3SF0mnT5/W6HPz58/HwYMHcerUKVhZWdVE1ugVFRISgsjISKxfvx76+uzr+CqxtbVFr169sHbtWvTv3x/16tWrdposa14/ISEhiIqKwvXr15GYmIgnT57A19cXq1at0iidR48e4eTJkzh79iySk5ORmZkJIyMjiEQi+Pn5YejQoQplkEQiwd69e5GYmIiEhASkpKRAIpHgm2++wfDhw7V5mERKvUxl3rhx4xAZGan29kOGDMHy5ctrMEevrsTERISEhMjKpszMTNSpUwfx8fEVfu7hw4dYv349zpw5g+zsbDRq1AjdunXDzJkz0bhxY7X3P3PmTBw/flzl+u7du2PLli1qp/eyYEMO6YQ2Q6vpUrt27QAAJ0+exKeffoo33nhDtm7//v0AgI4dO+okb0SaOnbsmMLIMm1s+7IKDw/Hs2fPMG/ePPj6+lY5nRUrVmD79u1o1qwZhg8fDolEgmPHjuH999/HokWLMHbsWLXSSU9Px3fffQcAaNasGSwsLJCdnV3lfFUlPUEQMGvWLBw/fhxt2rTBmDFj8PjxY/zxxx8YO3Ys1q1bh169eqm1/7/++gs//PAD9PT0YGVlhfr16yMvL6/Kx1Ne/fr10bdvXxw8eBDBwcEVhrc8cOAAysrKMHjw4JeuEQcA1q5di2PHjqFdu3bo1q0bzM3NcevWLZw+fRqnT5/GF198UWl4zzVr1iA9PV3reQsICAAA6OnpYd++fSobcvbs2YOffvoJVlZW6NSpExo3box79+4hNDQUly5dwsSJE7FgwQK19tmxY0ccO3YMFhYWWjsOInq1CYKAH374Aa1bt0bv3r11nR2qAe+99x6GDx+OPXv24P3339d1dugltGnTJiQmJsLU1BTNmjXDzZs3q5ROSEgIvvrqKzRp0gSdOnVCixYtkJ2djRMnTmDhwoU4f/481q5dCz09PdlnioqK8O233wIAGjdujMaNG+P+/ftaOa7ydu7cqfU06fWwYsUKFBUV6TobAJ43zLi5ucktO3nyJBITE9GzZ09YW1vLrXvx36S+06dPY9OmTTAwMEDbtm3x8OHDSj+TlZWFESNGID09HZ6envD19UVSUhL27duHc+fOYd++fWjWrJlG+ejbt6/s3Wx5rVu31iidlwUbckgnSl+RETnt27dH3759ERISgsGDB8Pf3x/m5ua4cuUKDh8+DEtLS1lvZKLa7q233qqRbV9W0hF3//nPf6qcxpUrV7B9+3a8+eab2L9/P8zNzQEAU6ZMwdChQ7FixQp0795drZ5NLVq0wM6dO2FtbY0GDRrIekZVVVXSO3r0KI4fPw5HR0fs2rULxsbGAICRI0di9OjRWLRoEdzd3WFmZlbp/m1tbfHLL7+gffv2MDMz07j3VGX8/f1x8OBBBAYGqmzIKCsrQ1BQkGz7l5GXlxemTZuGDh06yC2PjIzE5MmTsXLlSvTt21fleXz58mXs3LkTX375Jb766iut5SsvLw8hISFo3bo1RCIRQkNDce3aNdjY2Chs27FjR+zZs0fhoSslJQX+/v7YuXMnfH19YWtrW+l+TUxMXovyiYi059KlS7h16xZmzZol9/KUXh0dO3ZE27ZtsW/fPkybNg0GBga6zhK9ZBYsWIBmzZqhVatWiIyMrPIcuK1bt8amTZvQvXt3uZE3n376KYYPH47jx48jNDRUFqYdAOrWrYutW7fC2toa//nPf7B+/Xps2LCh2sf0ojfffFPradLroUWLFrrOgox0GoTy0tPTkZiYiF69eildT1Xj4+MDT09PiMViGBsbo1OnTigsLKzwM8uXL0d6ejo++ugjzJw5U7Z88+bN+P777/Htt99i3bp1GuWjX79+6Nu3b5WO4WXEceOkEyVCmdb+dG3VqlWYP38+zM3NsWnTJixduhQxMTEYNWoUAgMDKwzpQ6SuoKAgzJgxAz179kTHjh3h5OSEkSNH4tChQ0q3l8apLSkpwebNm+Hj4wNbW1t069YN3333HYqLixU+o8m8N5XNpxMSEoJhw4bB3t4ebm5umDVrlqxh5EW5ublYvXo1+vXrh44dO8LZ2RkTJkzAhQsX1MrLi27evAmxWIzZs2fLLb979y7EYjHEYjGio6Pl1q1cuRJisRjh4eEKc2yMHz9e9jlN5wb47bffAADvv/++rBEHAKysrDB69GgUFxfLGhIqY25uDg8PD62VKVVJ79dffwUAfPLJJ7JGHOD5C5L+/fvj4cOHFQ5vLq9Zs2ZwcXFRq9GnvIyMDCxZsgQ9e/aEra0tOnXqhPfffx9xcXFy2zk5OeHtt99GcnIyrl69qjStCxcuID09HW5ubmjTpo1G+ZC6ffs2PvvsM3h5ecHW1haenp747LPPcPv2bYVty18jhw8fxvDhw+Ho6Kg0HnlKSgo+/PBDuLm5wcHBAaNGjVJ6Tfj5+Sk04gCAm5sb3NzcIJFIEBsbqzTvBQUFWLBgATw8PDBq1CjND74CwcHBePr0KYYMGYIhQ4YA+GeEzot8fHwUGnGA5w3G/fv3BwC1G/lUzZFTnTIxMzMTc+fOhYeHBzp27Ag/Pz8cPnxYrfyUFx4ejilTpsDNzQ12dnbo06cPVq1ahfz8fIVtK4pT/+JcJUFBQbK45JGRkbLyqrpzBUnTDQoKwtmzZzFy5Eg4ODjA1dUVM2fOVHqOV+TYsWMYM2YMnJ2d0bFjR/j6+mLLli1y373090tPT0d6errcsVQ2T4JYLJY1Rvfs2VP2Oen36O/vD2tra5Xz92zbtg1isRjbt2+XLZP+Dvn5+ViyZAm8vLxgZ2eH/v37Y/fu3RAE5XM1Xr16FTNnzkSXLl1k59nixYtV3gf/beWvk9jYWEycOBHOzs5wdHTElClTKg2Joe49/q+//sI333yDQYMGyc57Hx8fLF++HI8fP1bYvri4GLt378aQIUPg6uoKe3t7eHt744MPPsClS5cUtk9JScH8+fPRrVs32NraonPnzpg9e7bGPeWlo+il5U15Fc0NpGoOj/LztPz222/w9fWFnZ0dOnfujEWLFilc8yNGjICtra3Cy48xY8ZALBbj888/l1v+999/QywW47PPPlOaT1X3l6rWJYuLi/H999/D29tbFqZsw4YNWi03z58/j2nTpqFTp06yfaxYsULlSN1Lly5h9OjRcHBwgJubGz788EOkpKSoTB8ABgwYgHv37ik9lzRRWVlTXlXuOVlZWfjiiy/g5eUFa2truXpiUVERtmzZgnfeeQcODg5wdHTEiBEjcOTIEYX0BEHAwYMHMXLkSLi7u8POzg7dunXDlClTcOzYMaXHVlRUJOtkZGtri969e2Pr1q0qyzp1yvXKFBQUYNmyZejatSvs7OzQt29f7NixQ+U+dcXd3R2tW7eudmOvh4cHvL29FcKnNWnSBCNHjgSgWOepU6cOunXrVq3OZepQVvcoXxeIiIjAuHHj4OjoCCcnJ7z77rsqr7uioiJs3boVfn5+cHR0hKOjI/r164dvvvmmWhEFpFJSUrBgwQJZueTh4YHRo0dj7969ctupc109ePAAX3/9tSwtd3d3TJ8+HX/99ZfCfjW5T0VHR+P9999H165dYWtriy5dusDf31+jRriavi+q8zupU+apmiOnrKwMv/76K4YOHQpHR0c4ODhg6NCh2Lt3r9L56KS/18OHD7Fo0SJ4enrC1tYWAwYMwIEDB9T+3qpixYoVEIvFiI+Px4EDB+Dn5wcHBwcMHDgQQOVz0XTq1Em2bXmCICAoKAhjxoyBi4sL7OzsMHDgQGzduhUSiaRGj+nvv//G7NmzZd9j165dsWDBApV14Xv37mHOnDno1KkT7O3t4efnh2PHjqk89nbt2qFjx45y7wUq8ujRI4SEhKBBgwYKo2OnTJmCxo0b48SJE8jKyqraAVegqKgIO3fuxOTJk2XXR6dOnTB16lRERESonc7Tp0/x008/YdCgQXBxcYGDgwO8vb0xY8YMhXdMwPPwc+V/A09PT8yfP79a84lyRA7phER4deaNMTIywqRJkzBp0iRdZ4VeYV999RXatWsHV1dXNGnSBLm5uTh37hw+++wz3Lp1C5988onSz82ePRsxMTHw8vJCt27dEBYWhp9//hkPHz7EsmXLaiSve/fuxenTp+Ht7Q1XV1fExcXh2LFjSExMxKFDh+TCV6Wnp2PcuHFIT0+Hi4sLvLy8UFRUhDNnzmDq1KlYsmSJxiMl2rZti6ZNmyq8dCl/gw4PD4eLi4vcOmNjYzg5OSErKwvTp09HZGQkIiMjMWTIEFhaWgKA7L/qku7Ty8tLYV3Xrl2xceNGREREyPVGqa2Ki4sRGxsLExMTue9OqmvXrjh06BAiIiIwdOjQGsnDtWvXMHnyZDx+/Bienp7w8fGRxRofPXo0fvzxR3Tr1k22/fDhw/Htt98iMDAQ9vb2CulJX95VdTROXFwcJk2ahCdPnsDb2xvt2rXDzZs3cfjwYZw6dQo7d+6EnZ2dwud27NiBixcvokePHujUqZPCS720tDSMHDkSb7/9NkaMGIGsrCwcO3YM06ZNw+rVq5W+bFTG0PB5NU9Vz+NvvvkGjx8/xtKlSzU88soFBARAX18fgwcPloUBOXLkCObNmwdTU1O106nsGDSlaZn4+PFjjBo1CvXr14efnx/y8/Pxxx9/YM6cOcjMzMTUqVPV2u9vv/2Gr776CiYmJujbty8aNWqEyMhI/PTTTzhz5gx+/fVXufCsmrC2tsb06dOxYcMGWFpayhrOAChtINNUaGgozp8/j169esHNzQ3Xr1/H8ePHcfnyZfz6669qzR22Zs0abNmyBRYWFhg4cCBMTU1x/vx5rFmzBhcuXMD27dthZGQES0tLTJ8+Hbt27QIATJgwQe44KzJ9+nRZ6Izx48fLvs/69esDAEaPHo158+YhMDAQs2bNUvh8YGAg6tSpg8GDB8stLy4uxsSJE5Gfn48BAwZAIpHg+PHjWLp0KW7duoUvv/xSbvsDBw5g0aJFqFOnDry9vdGsWTOkpqYiMDAQp0+fRkBAQK3puXr16lVs2bIFnTt3xpgxY5CamooTJ04gKioK27dvV1rWa3KPDwgIwMmTJ+Hq6orOnTujtLQUCQkJ2LFjB8LCwhAQECDXmL9gwQIcOXIEIpEI77zzDurWrYsHDx4gJiYG58+fl5u/LSwsDDNmzEBJSQl69OiBN998Uzbf1tmzZ7F7926lIwBfJAgCIiIi0KRJE633Rv/uu+9w4cIF9OjRA126dMHly5cREBCA1NRU7N69W7adu7s7/vzzT0RHR6Nr164Anr9wkHZCePEFg/TfHh4eCvus6P5S1brkxx9/jPj4ePTt2xeGhoY4deoU1q9fj7/++gubNm1SeLGtabm5YcMGrF+/Hg0aNED37t3RsGFDJCcnY/v27QgLC8O+ffvkzpOQkBDMmjULRkZG6N+/P5o0aYKYmBiMHDmywsm2pfP4Xbp0SWm9TF2VlTXlaXrPyc3NxYgRI2BqagofHx/o6emhUaNGAJ6PdJ0wYQISEhJgY2ODoUOHoqysDBcuXMDs2bNx48YNubLt+++/x5YtW2BlZYV+/fqhfv36yMrKQnx8PEJCQhTqEhKJBJMnT8aDBw/QtWtXGBgY4OTJk1i9ejWKi4sxffp0ue3VLdcrIi1f4+Pj0b59e/j6+iI/Px8bN27U6ijtl4W26zzadPbsWZw6dQpeXl4YOXIkUlJScO7cOcTHx+Po0aNo2LChbNvHjx9j/PjxSExMRJs2bTB06FAYGRnh7t27OHDgAHr37q3RPBjK8vLxxx+juLgYXl5eGDBgAPLy8pCUlISff/5ZISJKRdfV3bt3MXr0aDx48ADu7u4YMGAA7t+/j5CQEJw9exbr16+Xm9NU3ftUWFgY3nvvPZiZmcHb2xtNmzZFbm4ubt68ib1799ZEcAIAACAASURBVCpcT6rU5H1R3d9JkzLvRXPnzsWRI0fQvHlzDBs2DHp6ejh58iS+/vprxMTEYPXq1QqfycvLw6hRo1CnTh306dMHz549w/Hjx/H5559DX19frp5bE3788UdERESgR48e6Ny5M549e1bltARBwKeffopjx47B0tISffv2Rb169WTHHh0djc2bN9fI3HzR0dGYNm0anj59it69e6NVq1a4ceMGgoKCcPr0aezevVvunpmRkYERI0bgwYMH8PDwgJ2dHTIzMzFv3jxZ3aS6YmJiUFJSAjc3N4WQ5kZGRnB3d8eRI0cQFRWl9vOuuu7du4eVK1fC2dkZXbt2RYMGDZCRkYHTp09j0qRJWLNmDfr161dpOjNmzEBYWBhsbGzg5+cHIyMjZGRkIDo6GpGRkXJ155CQEMyZMwd6enrw9vaGpaUl0tPTceTIEdnzX5XmYBaIdMCrhbfW/oheB6mpqQrLnj17JowfP17o0KGDkJGRIbdu7NixgkgkEoYMGSI8evRItvzJkydCr169hPbt2wsPHjyQ+4xIJBLGjh0rt2zdunWCSCQSIiIi1N7W0dFRSExMlFv36aefCiKRSDh69KhCPsVisXDkyBG55Y8fPxYGDRok2NnZCVlZWcq+kgrNnTtXEIlEQnJysmzZrFmzhE6dOgnvvPOOMGrUKNny3NxcoX379sL48ePVOnZ1PXnyRBCJRIKDg4PS9Tk5OYJIJBI8PDyqlP68efMEkUgkXLx4sUqf1zS95ORkQSQSCQMHDlS6Pi4uThCJRMKwYcOqtH/pOXv79m2l6yUSidCrVy/B1tZWuHz5sty6jIwMwdPTU+jSpYvw7Nkz2fLc3FzBzs5OcHBwEAoKCuQ+k52dLdjY2Ahubm5yn1FXWVmZ0LdvX0EkEgmHDh2SW3f06FFBJBIJffr0EUpLS2XLpeeUvb29cO3aNYU07969K4hEIkEkEgnLly+XWxcXFyd06NBBcHFxEfLz8yvNX1pammBrayvY29sLubm5CutDQ0MFkUgkBAQEyJaJRCLBy8ur0rQrExsbK4hEImHy5MmyZcuWLVPYX2Xy8/OFzp07C2KxWPj777/V+kxERIQgEomEdevWyS2vapkoEomEmTNnyv2Od+7cEVxdXQUbGxvhzp07leYpLS1NsLGxERwdHRWO48svvxREIpGwcOFCueU9evQQevTooTQ9Tcrl6jhw4IDsOzh9+rTcup07dwoikUih3JSWI3fv3pUtu3LliiASiYRu3brJfccSiUR47733BJFIJGzatEkunYqOvyLK9i/17Nkzwc3NTejSpYtQXFwst0563nz66acK+RCJRMLIkSPlyolHjx4JPXv2FEQikRAZGSlbfvPmTcHGxkbo1auXwn350qVLQvv27YUPP/xQrWN5/PixsG7dOo3+EhIS1EpberwikUjYs2eP3LoTJ04IIpFI6N27t9LyS5N7fFpamlBSUqKw/4CAAEEkEglbtmyRLcvLyxPEYrEwZMgQpZ95+PCh7P9zc3MFFxcXwc3NTbhx44bcdsnJyYKDg4MwePBgNb4JQfj7778FkUgkvPfee0rXV1QXkJbZ8+bNk1suPQ+7desmpKeny5ZLJBJh9OjRgkgkEq5evSpbfunSJYVyPywsTBCJRMKkSZMEkUgkVw/88MMPBZFIJNy7d08hn6ruL4JQ9bqkj4+P3H3k6dOngr+/vyASiYSDBw/KfUbTcjM8PFwQiUTCiBEjhMePH8ulJS2Dli5dKltWUFAguLm5CR06dBDi4uLktl+6dKls/8rKgLy8PEEkEglDhw5V+v1ooqKyRhCqd8+ZO3euIJFIVO5z69atcsufPn0qTJ48WRCLxXJlgJubm+Dl5SUUFhYqpJWTkyP3b2lZN3XqVKGoqEi2PDs7W3B2dhacnZ3lyk1tleubNm0SRCKRMH36dKXni7LrqyKalplVreNLy9DZs2dX6fPKSCQSYeDAgYJIJBLCwsIq3FZ6vWtSp1KHst9Ieh1aW1sLly5dklu3atUqpeek9J6wePFiud9VEJ7X7fLy8qqcx5ycHMHJyUmwsbFReB4QBEG4f/++3L8ru64mT54siEQiYePGjXLLY2JiBGtra8HNzU32DKHJfWr69OmCSCQSrl+/rvQY1FHT90VNfid1y7zyDh8+LIhEImHw4MFyz2FPnjwRhgwZIohEIiE4OFjuM9Lf6/PPP5c75hs3bgjW1tZCv379lO6/MtL8HzhwQOU2y5cvF0QikeDs7KzwHQqCIJw+fVoQiUTCzz//rPTzbm5uwoABA+SW7dmzR1ZWlK9HlpWVyfZX3etYWb4kEomsXD9x4oTc9tI62JAhQ+SWf/zxx4JIJBI2bNggtzw2Nlawtrau8Nil3NzcBFtbW5Xrt2zZIohEImHVqlVK10vLthfzoMqMGTNkdQ5lZXz5+9+TJ0+UvlfKyckRvL29BS8vL4XrzNnZWRg0aJDs3/fu3RNEIpEwbtw4oaysTG7bsrIyuft9RkaGYG9vL3h6eio8L169elWwsbGp8nMbQ6uRTkhQprU/oteBsl6iderUwZgxY1BSUoLw8HCln5szZ45c6CxTU1P4+vqirKxM6XBxbVA2tHr48OEAIBeuJTExEZGRkfDx8cGAAQPktn/jjTcwY8YMWQ8cTUl7qZb/Xi5fvgx3d3d4eHggLi4OT548kS0vKytT2rO1OqS9YFX1VpIuVxU2pLaRHo+qUGg1fTxnz57FnTt3MHbsWIVRBk2bNsXUqVORlZUl95ubm5ujT58+KCwsVAgjcvDgQUgkEgwePFihR5A6rly5gps3b8LR0RGDBg2SW9e/f384Ozvj1q1biImJUfisv7+/0nBoUvXr18dHH30kt8zOzg6+vr7Iy8vDiRMnKsxbcXEx5syZI+tBWz6sHwBkZ2dj8eLF6Nq1q+za1KZ9+/YBgFyPOWk86sDAQLXSEAQBX3zxBbKzszFq1CitzXujaZloYGCAOXPmyPWUa9myJcaNGweJRKIyJFF5wcHBkEgkGDt2rMJxzJo1C/Xq1cOhQ4c0CkXzb3J3d5frjQoAY8eOxZtvvomIiAikp6dX+HlpKIwPPvgATZo0kS03NDTEvHnzoK+vr/Z5UR116tSBn58fsrKycPr0abl10nNWGtbmRbNnz5YrJxo0aIAPP/wQAOTCs/z666+QSCT44osv0LRpU7k0pOF0zpw5g4KCgkrzm5eXhw0bNmj0d/36dfW+jP/XqlUrhZ7L0pFXqampSkNEqHuPB56PYlXWs3zYsGEwMzOTCxepp6cHQRBQp04dpT1TLSwsZP//+++/Iy8vDzNnzlSY3Pbtt9/G8OHDkZCQgL///lvVoctIJwwvf25qy0cffSQ3+srQ0FBWFpYPB+rk5ARjY2OFkcOGhoaYMWOG7N/A8zA1kZGRaN26NZo3b66wz4ruL1WtS37wwQdy9xFjY2N8+umnAKA01I0m5eaePXsAAP/9738VRiX6+fnB2tpaLiTbqVOnkJubi4EDByqMeJ0xY0aFPcTr168PY2PjGpkkXhVN7zlGRkaYN2+ebGSG1KNHjxAcHAxbW1tMmzZNbp2xsTHmzp0LQRAUwtcZGhoqvQbLj54ob+HChahbt67s340aNULPnj2Rn5+PW7duyZZrq1wPCgqCvr4+5s6dq/R80ZSmZWZtGvWzevVqJCcno1u3btUaMVZT+vfvr/CsJB3RXr7sz8nJwbFjx9CkSRPZuVCemZmZWiM5VPn9999RUFCAkSNHKh11rGySdFXXVUZGBi5cuIAWLVoojBR0cnLCgAEDkJubK6t3a3KfklIWckrV9feimrwv1vTvBPxTTsyePRv16tWTLTc1NcXcuXMBKH8uMDExwYIFC+TKrnbt2sHJyQkpKSlq1aGqY+zYsQrfYVXt3r0bJiYm+O9//ytXj9TT08OsWbNgYmJSpXDNlQkPD0d6ejq6dOmCXr16ya0bPnw4OnTogGvXruHatWsAnoe4PHHiBBo1aqRwLTg4OGht/hnpb1fZ+xFlYacrEhISorSMLyoqkm1jamqqdCRgw4YNMWjQIGRmZuLGjRtq7c/Y2FhhNLKenp7c/T4wMBBFRUWYO3cuWrZsKbetNBRpZGRklcIuM7Qa6UTJKxRajejfcO/ePfz0008IDw/H/fv38fTpU7n1qm4AyiYHlz74K4tPrw3KQkkp26d03o6CggKl8zg8fPgQADSOdQ/IN+SMHz8eycnJyM7OhoeHB5o1a4bt27cjOjoa3bp1k704cXd313g/2lBTEyufPHlS4aWetbW1QmVOW4T/j2VeU8fz559/Anh+LSg7X6TzdaSkpMiFV/P390dwcDACAgLkGi2kDw5VDauWkJAA4Hk8ZGXc3d0RExODhIQEuLq6yq3r2LFjhWl36NBBaYOZm5sbDh48iISEBJVhBUpLSzF37lxcuXIF/fv3x5QpUxS2WbhwIUpKSvDNN99UmI+qKCgoQEhICOrXr4/evXvLlotEItjY2ODq1atITExE+/btK0xn+fLlCAkJgYuLCxYsWKC1/GlaJjZv3lyh8g38E7JMeh5URLqNsjLG3NwcHTp0QFRUFG7evFnp96ILL56/wPMXtc7Ozrhz5w6uX79eYdjJio6/TZs2aNasGdLS0pCXl1fl8HLqGj16NHbs2IF9+/bJJpJ++PAhTpw4gbfeekvpsRoaGsLR0VFhubJzQFpORUZGKp1nJicnB6Wlpbh9+7bSc7E8KysrJCUlqX9wVeDs7Kz05ZCbmxsiIyORkJCg8KJM3Xs88DxU0759+3D06FGkpKQgPz9fLiZ++bqLmZkZevTogTNnzuCdd96Bj48PXFxcYG9vDxMTE7l0pd9zYmJipfeDyl7G5ObmAkCNnHvqljfGxsZwdHTE5cuX8ejRI1hYWCAiIgJ2dnZwdHRE48aNER4ejhEjRuDatWvIy8tTGf6jovtLVeuSyl6Wuri4wNDQUGnjoSbl5p9//gkjIyOEhIQgJCRE4TMSiQQPHz6UfS/Szyq7VuvXrw9ra+sKX86bm5sjJydH5Xpt0/SeY2lpKQv5VF58fDxKS0uhp6en9JwvKSkBIF9n9vX1xZ49ezBgwAD07dsXrq6ucHR0rPAFWqtWrRSWS1+Ml++oo41yvaCgAKmpqWjevLnSRsaqhAat6TKzpuzevRvbt29H27ZtsXLlSl1nRyl1z+X4+HiUlZXB1dVVo1C66pKW/5qEelJ1XUnPY2dnZ6VhAN3d3REcHIyEhAQMHjxYo/uUr68vQkND4e/vj379+sHd3R1OTk4KDU2XL19WKLMsLS3h5+dXo/fFmv6dgOffr76+vtJr2dXVFQYGBkrvIa1atVL6HCT97vLz8zWeY1UTlT2nqevhw4dITU1F06ZN8fPPPyvdpm7dulV611GZispo4Pnza0JCgixU540bN1BSUgIbGxuljY/Ozs44evSo1vP5oqq+T1i7dq1ajU1//fUXduzYgdjYWGRlZSl0osvMzKzwWax58+ZwcXFBWFgYhg4dit69e8vmiHvxe5O+64qLi0NqaqpCWvfu3QPw/L79YuevyrAhh3SipIwNOUTqunv3LoYNG4a8vDy4uLjA09MTZmZmMDAwQHp6Og4ePKiyJ7eyhydp7xZlEwxqg7IHRGX7lL48uXjxIi5evKgyvRcn/1VHs2bN0Lp1a0RGRqK0tFTWy9TDwwONGzeGkZERIiIi0K1bN4SHh8PMzKzSl2qaqqxHSWUjdqrr5MmTsokppYYMGVLlhhxpPlX1gqqsh011Sc8XZS96ynvxfHF1dUXbtm0RFxeHpKQkiMViREVF4fbt23B2dq7ySA/p76dq4llpD1Vlv39lccFVrZcuV/UbSBtxQkJC0K9fP3z33XcKFeHff/8dZ86cwYoVKzSuNKojODgYhYWFGDFihEKF1s/PD9euXUNAQAAWL16sMo0VK1Zg586dcHV1xZYtW6o0YkoVTcvEyn4LdXqMSbdR1eNfury2js6r7negzvHfu3cP+fn5Nd6Q07JlS3h6euLChQu4c+cO3nzzTdk9dMSIEUo/Y2FhobRHu7JrXFpOqZoIV6oq97WaUJWyRt17PPB8xNmJEyfQsmVL9OzZE40bN5Zdz7t27VKY5PeHH37ATz/9hCNHjsheRBkbG6NPnz6YN2+eLF/S7zkgIKDC41Pne5aOPqhODHxVNPmuPDw8EBERgcuXL8PDwwPXr1/He++9B+D5i5iLFy9CEAS5+owyqn7T6tQllaVpYGCABg0aKG0U0aTMyM3NRUlJSaWTfxcWFsLCwkL22cr2ocqzZ8/UnpRZGzS956gqJ6XnfHx8vNJGYinpaHPg+dwaLVu2xIEDB7B161Zs3boVhoaG6Nq1K+bPn6/QaKOq/JWOYigt/ef5XRvlurR8UfaCHaj8t3xV/PLLL1i6dCnatWuHnTt3yvXork2U/Y7Sc6P8uSyty9REHRP459zTJH1V56m69bPyZZa69ykfHx9s2bIF27dvR1BQkGzkr42NDWbPno0uXboAeN7x48Xyz83NTTZ6s6buizX9OwHPvzdzc3Ol9XhDQ0NYWFgovYdoUhbVBG2VPdLfJDMzs8J7XE00pGl6bld2b1VVTmtK2gCn6tlBel+oiYa6S5cu4d1334W+vj46d+6M3r17w9TUFPr6+vjzzz9x4cIFhXqpMlu2bMHmzZvxxx9/4Pvvvwfw/DccMGAA5s6dKxvBLP39pSOPVSl/31YXG3JIJ0pfoZBoFy9eRGhoKK5fv46kpCQ8ffoUK1euxDvvvKOwbWZmJg4dOoQLFy7g1q1bePz4MZo3bw4nJye8//77SntBEe3YsQO5ublYtmyZrFIndeTIEYWX9S8L6QuOL774AuPHj9d6+p06dcK+ffsQHx+P8PBwtGjRQtbjz87ODpcuXcKDBw9w8+ZN9OjRQ2G4fXWZmpqiadOmyMzMxIMHDxRe+Et7ZrRu3Vqr+5Vavnw5li9frrX0WrVqBQMDA9y9exclJSUK31dNH4/0fNm4cSN69uyp0Wf9/f2xfPlyBAYGYuHChbKHnKqOximfn6ysLKXrpcuVVUQr62WUnZ1d4XJlaZaUlGD27NkICQnBwIEDsXLlSqUvn6VD6OfNm4d58+YprM/MzJSFTYqKitL4xbp0pNO+fftkD60vCg4OxmeffSYXvkXq22+/xa5du9CpUyds2bJFocfhv62y30KdhkvpNtnZ2Xj77bcV1kvPlfJp6enpqXyY+LcbfKr7HZQ/fmW9rpUdf00aNWoUzp8/j4CAAMyZMweBgYEwNjbG4MGDlW7/6NEjlJaWKlxPyvItvTZjYmKq/RCal5eHXbt2afSZXr16wdraWu3tq1LWqCs+Ph4nTpxA586dsXXrVrnezmVlZUp7p9atWxczZszAjBkzcP/+fURFReHgwYMIDg5Geno69u7dC+Cf7/zQoUPVHsUmDXEjfeB+kbS8VvbiSNPQHxWR9pq9dOkS9PX15UK+Sif/TUxMREREBPT09FSOBlV1f6lOXTI7O1suRBzw/PvIzc1Veo5oUmaYmZlBEAS1Q1yVL08q2ocyZWVlyMvLg5WVlVr70gVVv5/0uCdOnKj2KFUDAwNMmDABEyZMQE5ODmJiYnD06FGEhITg77//xtGjR6vcUUIb5br03FE1Qqqi31IVZSMRKuLm5qbyWvo37Ny5E8uWLYNIJMLOnTu19rJUl6T1xqqEC1KH9JwqX1+tTGXXlapzTVldXt37FAB0794d3bt3R2FhIa5evYqzZ8/i119/xXvvvYfff/8d7dq1k6WlSk3dF2v6d5Lm6fHjx5BIJAojnkpKSvDo0aMaHVlTVarOF+kIZmX1gdLSUoXOI9LfxMXFBb/88ouWc1kxdZ9TpdtJfwdV14K2RrK2bdsWwD8jxF4kXd6mTRut7K+89evXo7S0FPv27YONjY3cuu+++04u3G9FzMzMMGfOHMyZMwdpaWmIiopCYGAgAgMDkZ2djc2bNwP457s9c+aMQh2qutiQQzoheYVG5Bw+fBiHDx/GW2+9BZFIJBfz+kWnT5/G2rVr0aVLF4wfPx4NGjRAUlISAgICcPToUWzbtk1pqAB6vUlfkPv4+Cisq02xnTVlb28PAIiOjq6RhhwPDw/s27cPFy5cQHR0tNz35+HhgY0bN8rmTampsGru7u44dOgQzp8/j6FDh8qtCwsLq9F9a1udOnXg6OiI6OhoREdHK+S7po+n/PmiaUPO4MGDsWbNGgQHB+O9995DaGgozM3NVYamUYf0Zamqa1C6/MWKojoSEhJQUFCg8HAjTfPF+Q+Ki4vxySef4NSpUxg8eDCWLVumNFwSADg6Oqrspb5//36YmJjI5qzS9AVPfHw8EhIS8J///EdlyIv4+HgkJSXhjz/+kAsPJwgClixZgr1796JLly7YuHGj0oaef9v9+/eRlpam8OJP1W+hjLW1NUJDQ2U97cvLy8vD9evXYWxsLDc6zNzcHElJSUofflXNb6avr18jvRSjoqIUlpWWlsrmf6qs4cDa2hrXrl3D5cuXFV74paamIiMjA1ZWVnKNhvr6+mr1inuR9LyvaMRpjx490KJFCwQFBcHd3R23bt3C4MGDFeaSkiopKUFsbCxcXFzklis7BxwcHHDt2jVER0eje/fuGue/POkcOZqwtLTUqCHnypUrKCsrUygvNDm/Vblz5w4AwNvbW+EcjouLUwjr9aLmzZtj0KBBGDhwIPr164eYmBhZeC17e3scP34cMTEx1W7Iefvtt2FgYKAytIn0vFA2r4o25xq0s7ODmZkZIiIiYGhoiLp168pC+knvq+fOncOVK1cgFovVnmNBqjp1ycjISIWGzujoaJSUlCg93zQpNx0cHHD27FncuHFDaUP3i6SfjYqKwrBhw+TW5efnVzhP1K1btyAIgkbXiCrqlDXa1LFjR+jr6yudt0odjRo1go+PD3x8fDBhwgREREQgOTm5yqPRq1Kuv8jMzAytWrXC3bt3ZSMky6vKM46mZeb06dN11pCzdetWrF69GtbW1ti+fbvG13RtJT1Xo6KiUFhYqPXRBg4ODjh+/DjCwsI0Cq+mjLQ8iYmJUdpJ7fLlywBU1+Uruk+VZ2pqCg8PD3h4eOCNN97AunXrEBYWpvE8LNq8L2r6O1WlzLO2tkZ4eDiio6MV6r9RUVEoLS2tVj3j3yYtz5TVB5KTkxVGtTZp0gSWlpZISEjAkydP5OYJqmnln1PfffddhfUv3o9FIhEMDQ1x7do1pSNXlc35WhXOzs4wNDREZGQkiouL5Z41JRIJIiIioK+vXyPvRO/cuQNLS0ul13NV761WVlawsrLCwIED0aNHD4SFhcmOy97eXnb+vzifbnUpf8onqmElQqnW/nRt1qxZuHLlCoKDgzFq1KgKt3VxccHp06exdetWTJs2DcOHD8fChQuxceNGPHv2DCtWrPiXck0vE+ncAy8+0Jw/fx779+/XRZa0ws7ODi4uLjhx4oTK40hKSqpyD5BOnTpBT08Pe/fuRX5+vlwF0t3dHYIgYOvWrbJ/1wTpxNmbN2+Wix+dlpaGvXv3yibfLu/hw4dISUmRzRFUm0jLuB9++EEuDE1cXByOHTuGhg0byuadkHrw4IFsboTq6NmzJ958803s3bsX586dU7pNbGys3KSGUhYWFujduzceP36MTz75BE+fPsWgQYOqFV7F2dkZbdq0QUxMjEK4t5CQEERFRaF169ZwdnbWOO38/Hz8+OOPcsvi4+Nx+PBhhblniouLMX36dJw6dQrDhg2rsBEHeD5Z7dKlS5X+Ac8fUqT/1rQhRTrSafz48Sr3Ie1JXH60jiAIWLRoEfbu3YuuXbti06ZNle67qKgIKSkpsvjCNaW0tBSrVq2Se3C9e/cu9uzZA0NDQ4WKeUpKClJSUuSWDRo0CEZGRvjf//6nECN57dq1KCgowKBBg+QeZuzs7FBSUoKgoCC57YOCgnDlyhWleW3QoAEyMjJUHsv8+fMhFosV0qxMREQEzpw5I7fsf//7H+7cuYNOnTpVOD8OAFkj9qZNm+TKtdLSUqxYsQJlZWUKL2QbNGiAhw8fVvqy/0XSkDQVnRf6+vrw9/dHTk4OPv/8cwD/lNWqrF69Wu4BPTc3F5s2bQIAuTJ8zJgxMDIywrJly+QmBpcqLi5W+2FROkeOJn8v3k8qc/v2bbnew8DzsJyRkZFo1aqVQuOVJlTVXXJycrBkyRKF7R8+fIirV68qLC8sLMSTJ09gaGgoaxDy8/PDG2+8gQ0bNijtQFVWViZ7AVeZ+vXro3379khOTlZ6vklj5QcFBcnmIQGev8h5sZyuDgMDA7i6uiI1NRUhISFwdnaWlQktW7aEpaUldu/ejaKioirVWapTl9y0aZNcHebZs2dYs2YNACh0UgE0KzcnTpwIAFi0aJHSnuGFhYWyuR+A53UBc3NzHDlyRCHE2Pr16yusa0jTUfbi3tvbG2KxGGlpaSo/X546ZY02NWrUCL6+vvjrr7/w448/yp2LUnfu3MHdu3cBPC9rwsPDZfMNSEkkEtlvWZ0Rr1Up15Xx8/NDWVmZyvNFU5qWmRWNhKguiUSClJQUWaN2eT/++CNWr14NGxsb7Ny5s0YacdLS0iAWi+Ht7a31tCvSsGFD9O/fH1lZWbJzobwnT57IXaf5+flISUnBgwcP1EpfOlfNb7/9prSjSUX1oBc1a9YMXbp0QXp6usII2KtXr+LIkSMwNzeXhaXW5D4VHh6u9J4ifa5Vp45dk/dFTX+nqpR50nJi9erVcs9nRUVFWL16NQCoVU7UFiKRCMbGxjh+/LjcPfHJkyf49ttvlX5m4sSJKCwsxKJFi5SGq3348CESExPllq1YsQJisbjSML0V6dy5M1q0aIHz588rPDcHBQXh2rVrsLa2ljVqmJmZoWfPnsjJyVEYMX316tVKQ5ury8LCAn379kVuFc8xTgAAIABJREFUbq5s5IrUtm3bkJ2djd69e6sMCVcdlpaWyMjIUCiTd+zYIVfPqEhmZqbS+VELCgpQVFSEOnXqyJ7DR40aBRMTE6xevVrp/G0lJSVV7pTNETmkE6XCqxNaTZO4oqp6mnl6esp63xK9aPTo0QgKCsLHH38MHx8fNG3aFDdu3MD58+fRr18/2aiSl9Hq1asxYcIEfPHFF9izZw/s7e1Rv359ZGRkIDk5GcnJydi3b1+VQg00bNgQYrFYVjkq/+LDwcEBJiYmyMnJkW1XE5ycnDBp0iTs2LEDgwYNQp8+fSCRSHDs2DHk5uZi0aJFCj1Wf/nlF2zYsAHTp09XeMBcsWIFHj16BOCfnjHbtm1DcHAwgOdhdTSZA0fT9AYMGIDQ0FAcP34cgwcPRo8ePZCbm4s//vgDZWVl+O9//6swimTNmjU4ePCg0nAu8+fPl/2/tDf0qlWrZD2Whg0bJnuRaGRkhPXr12Pq1Kl499134ejoCGtra9StWxcZGRmIj4/H3bt3ceHCBaUvJ/z9/XH06FHZS9TqhFUDng+7X7FiBSZNmoRZs2bhyJEjaNu2LW7duoWTJ0+iXr16WLlyZYWNKqq4urpi//79iIuLg5OTE7KysnDs2DGUlZVhyZIlct/xl19+iXPnzsHCwgJNmzZV+mLx3wgd8uTJExw5cgSGhoZyI21e5O7ujpYtWyI2NlbWA/vHH39EYGAg6tatC2tra1kDa3nW1tZy52JcXBzGjx8PNze3Kr3sUZdYLEZcXBz8/PzQpUsX5Ofn448//kBeXh7mzp2r0IO4f//+AOQnXLayssKCBQuwZMkSDBkyBP369UPDhg0RFRWF2NhYtG3bFnPmzJFLZ9y4cQgKCsJXX32F8PBwNG/eHImJiYiNjZVNfPsiDw8PHD16FO+//z5sbGxkL4alvdqkD+nKQu5VpEePHpg+fTp69eqFVq1aITExEefOnUODBg3w5ZdfVvp5JycnTJ06FT///DMGDhyIPn36wMTEBOfPn0dycjKcnZ0xZcoUhWOJj4/H1KlT4eLigjp16qB9+/aVvpDy8PDAtm3bsGjRIvTp0wempqZ44403MHbsWLnthg8fjh9//BGZmZkQiUSykQ/KNGnSBMXFxRg4cCC8vb1RUlKCkJAQZGVlYfTo0XK9Bt966y0sXboUX3zxBQYOHAgvLy+0bt0aJSUluHfvHmJiYmBhYaG1B+Lq8vLywvLlyxEWFob27dsjNTUVJ06cgLGxMZYuXVql8kvKzs4OTk5OCA0NxciRI+Hk5IScnByEhYWhTZs2CuFGMzMz4e/vj7feegsdOnRA8+bNUVBQgLNnzyIrKwvjxo2TlX0WFhZYt24dPvroI/j7+8PDwwPt2rWDvr4+7t+/j9jYWOTm5lY4l0h5ffr0wbVr1xAREaEwksre3h6urq6IiorC8OHD4e7ujuzsbJw5cwaenp5Ke+ZWlbu7O86cOYOcnByFxhoPDw9Zg4uq+XEqUp26ZNu2bTFgwAD07dsXhoaGOHXqFO7cuYPu3bsrDSWtSbnp4eGB2bNnY82aNejTpw+6du0KKysrFBYW4t69e4iKioKTk5PshVa9evWwZMkSzJo1C2PGjEH//v3RpEkTxMTE4MaNG7LfSpmLFy/CwMBA6aheafmobphddcsabVq8eDFSU1Oxbt06BAcHw8nJCY0bN5Z1mImPj8eaNWvQsmVLPH36FBMnToSlpSXs7e3RokULPHv2DJcuXUJKSgq8vb2rPEcgULVyXZnJkyfj5MmTOH78OIYMGQJPT0/Z+SLtAFlbnDx5EidPngTwT1iiP//8U1aXtbCwkAtZm5mZif79+8PS0lLuOA4ePIh169bBwMAALi4uSusw0snuy9u6dausriwdeXbgwAFZ/d3Z2RnDhw+XbS9txNP0nq8Nixcvxo0bN/Dbb78hMjISnp6eMDIyQlpaGi5cuIBNmzbJ6qUnTpzAggULMGTIELVCQjds2BCrV6/GzJkzMX78eHTt2hVisRgFBQVISkrC/fv3NTpvvv76a4waNQorV67ExYsXYWtri/v37yMkJAT/x96dx1td1/kDf597L4sLIIGIkPvV0LJ+aiJpuJOCOqBT2aI5aVpqNaVjo5P1o340Wjk0LolJqanjQ01JXCD3DVMwNJdckkoryGWMfb/3nN8fjExwwQC/b875wvP5l+ecy+v79nM+3+Xe93dpamqKf//3f1++71mb/dT5558f06dPj4EDB0b//v2jU6dOy/cz/fv3X371+9vJ3i+uzfe0Ltu8o446Ku69996YOHFiHHHEEXHooYdGpVKJe+65J/785z/H0KFDC79SIdNmm20Wn/zkJ+Oqq66KESNGxCGHHBKLFy+OSZMmxQ477LDKKxCPP/74eO655+LnP/95PProo8sbLDNnzow//vGP8cQTT8Txxx+/wlVU63q8/rdaWlriu9/9bpx88slx6qmnxpAhQ2K77baLl156Ke6///7o0aNHh/Xt7LPPjieeeCIuuuii+NWvfhW77757vPrqqzFx4sQ46KCD4p577ulwXPjaa68tf05MxLImY1tb2wq/43/xi19c4e8dZ599djz55JPxwx/+MJ566qnYbbfd4sUXX4wHH3ww+vbtu/wkq6L90z/9U3z1q1+Nj370o3H44YfHJptsEr/+9a/jN7/5TQwZMiTuvvvuv5vx8ssvx2c+85l4z3veEwMGDIitttoqZs+eHffff3/MmzcvTj/99OXHEX379o0LLrggzjzzzBgxYkR8+MMfjh133DGq1Wr85S9/ialTp0ZTU9PbPit6dTRyqIu2aseziNbVmj4wNuMhYkWZO3duLFiwYKN5qCNrZ8CAAXH11VfHf/7nf8ZDDz0UbW1tMWDAgLjkkkuiW7dupW7k9O3bN26++ea49tpr46677orbbrst2tvbo3fv3tHa2hrHHXdc7LLLLuuc/6EPfSheeOGFaG1tXeHMjs6dO8dee+0VkyZNWn7lTpa3zoK/9tpr48Ybb4xKpRLvfe9746STToqDDjporbLuvPPOmD59+grv/e39XPv3779WjZy1zatUKjF69Oi49tprl39vXbp0iQ9+8INx6qmnxp577rlW/z+ruif/XXfdtfy/Bw4cuMIZ4QMGDIjx48fHlVdeGQ888ECMGzcumpqaYsstt4zddtstvvSlL3W4ncFbBg0aFNtvv328/PLLsccee7yjefWWD3zgA3HTTTfFmDFj4tFHH437778/evbsGUcccUScdtppy+8DvLbe/e53x7e+9a244IIL4vrrr48lS5bEbrvtFqeffnoMHjx4hZ996+zhmTNnrvbs8PVx65A77rgjFixYEEOGDHnbfVmlUomPfvSj8YMf/CBuuOGGOPfcc5f/PyxatCh+9KMfrfLfHX300Ws1t4vSo0ePGDt2bHz/+9+PcePGxbx586K1tTVOPPHEOOqoo9Y459Of/nRst912ccUVV8Rdd90VCxcujK233jpOOumk+MIXvtDhl7/W1ta48sor4wc/+EHcf//9y//gc/3118fdd9+9ykbO17/+9ahUKvHoo4/Ggw8+GNVqNb74xS8ubzT89re/jc0222ytb/n1kY98JI499ti47LLL4sEHH4yWlpb4yEc+EmecccYa38P6rLPOit122y2uvfbauOWWW6KtrS223Xbb+MpXvhInnnhih9v4nXrqqTFnzpy4//7744knnoj29vY4+uij/24jZ/DgwXH22WfHjTfeGFdddVUsXbo0+vfv3+EPDb17944DDjgg7rnnnr97NU7nzp3jqquuitGjR8cdd9wRM2fOjG222SZOOeWUOP744zv8/PDhw2PAgAFx5ZVXxuTJk2PSpEmx6aabRp8+feKwww57R7d0LNoHPvCBOP300+PCCy+Ma6+9Nmq1WgwaNCi+8pWvLL8SZV01NzfHmDFjlh+7XHPNNbHVVlvFxz72sTj11FM7/BGrf//+8aUvfSmmTJkSkydPjpkzZ8YWW2wRO+ywQ5x55pkdfv5DH/pQ3HrrrXHFFVcsv4Vqp06dok+fPjFo0KAOV4e+nY9+9KNx8cUXxy233LLK9ePSSy+N733ve3HvvffGNddcE9tvv32cddZZsd9++8XEiRPXaXxWZeUrh1f+7KabboqWlpZ1ulLqnRxLXnjhhfHDH/4wbrvttnj99ddjq622ii996UtxyimnrPL4aW23m6ecckrsueeecc0118TUqVPjvvvui8033zy22mqr+PjHPx5HHnnkCj9/+OGHR7du3eKSSy6JiRMnRufOnZdvH8eOHbvKRs7cuXPjnnvuiQMPPDC23nrrFT6bPXt2vPbaa7HnnntG375912g813RbU6TNN988rrnmmrjxxhvj9ttvj7vuuisWL14cvXv3ju222y7OOeec2HfffSNi2dU2//Iv/xKTJ0+OJ598cvkJJttuu22MHDlylVdSra213a6vylvb14svvjgmTJgQV199dfTv33/5Hx4bqZHz/PPPdzhu/dOf/rT8Kqj+/fuv8tmDK3vrmKe9vX21z0H724fdv+Xhhx/ucPb2k08+GU8++eTy13/byHnrhJK3TjBZn3r06BHXX399/PSnP40JEybEjTfeGE1NTbH11lvHP/7jP671LcVWduCBB8bNN98cY8eOjUcffTQeeeSR6N69e+y4447x+c9/fq2yttlmm7j55pvj0ksvjYceeiimTJkSm222WQwePDi+8IUvrLAvXJv91Oc///m455574tlnn41HH300KpVK9OvXL77whS/ECSecsNrbuf6t7P3i2nxP67rNGz16dOy9995x8803L78af6eddooTTzzx797NphF97Wtfi27dusW4cePi+uuvjz59+sTw4cPjtNNO6/A7WsSy33vOP//8OPjgg5ff8n3+/PmxxRZbRL9+/eKUU07pcELEb3/72+jUqdNaHcesysCBA+NnP/tZjBkzJiZPnhz33ntv9OzZM0aMGBGnn356bLPNNiv8fL9+/eKGG26I0aNHx6RJk2Lq1KnR2toa3/3ud2PRokVxzz33dDhhc/bs2av8ff5v3/v0pz+9QiNnyy23jJ/97Gdx8cUXx/333x+TJ0+Onj17xsc//vH48pe/nHI1TsSybWGlUomxY8fGbbfdtvz2Z9ddd1088cQTa9TIaW1tjdNOOy2mTJkSv/zlL2PWrFnRs2fPaG1tjW984xsdbl976KGHxi233BJXXHFF/PKXv4xHH300unbtGn369IkDDzwwDj/88HX6f6nUVr7eFtaDrbco7l6Y3bdas9urrY+rXcaNGxfnnHNOfO9731vlGWqrc/7558eVV165yjPwAYD17z3veU/6FT/ry5w5c2KfffaJz372s/G1r31tjf7NW8c0q7qaruyq1WoMGTIk3nzzzZg0adJqH7b7VuOokf6YWITJkyfHZz7zGcedf+Ob3/xm/PznP4/77rsv7Y8IZXP88cfHlClT1up3qEbdbl5zzTUxatSo+K//+q8OjbB77703TjvttLj88svjgAMOqFOFUKzzzjsvbrjhhrjvvvs2mOfvwIZu6dKlMXDgwDj88MPjvPPOq3c5y40aNSquueaauO6669bptuEUyxU51EW1wW6tNn/+/FXeymV1DjvssMIezHbrrbfGlVdeGe9///vX+gwSAIC/51e/+lW0tLTEZz/72XqX0hB+8YtfxJ///Of4xCc+sdomDhuXL3/5y3H77bfHZZddFt/4xjfqXQ4Feutqz8MOO2yVVzM9/vjjMWDAAE0cNihv3Q5SEwfK49lnn41FixbFySefXJflv/baax0eHfH000/HjTfeGH369IkPfOADdamLFWnkUBdLq2t2Fc2aePLJjg+AW1sLFizo8LCtt7PddtsV0si5884745xzzolddtklfvSjH63RJegAAGvj4IMPXuPnhWzILr/88pg1a1bceOONsemmm8Ypp5xS75JoEL17947vf//7MW3atKhWq+/o+UA0lunTp8exxx672ue3/e29/GFDMW7cuHqXAKylPfbYY/kzsOph2LBhsdtuu8XOO+8cXbp0iT/84Q/x0EMPRcSy57Ku6XPkyOVboC7aCmzkFPHsmy233HK93Hrtb02YMCHOOuus2GmnneKqq65ytgy8jeeff375A0b/nszbxIwbN67DM2VWZeUHs1MOV111VcydO/fv/tzAgQPTnznTKC6++OI1+rlDDz00dt111+Rq4J35j//4j+jUqVPstNNO8bWvfS369+9f75JoIIccckgccsgh9S6Dgu20005uIQgAf8enPvWpePDBB+O2226LBQsWRPfu3ePAAw+Mz33uc2v9LFzyeEYOdbHJJtsVlrVw4SuFZb1Ta/qMnNtuuy3+9V//NQYMGBBXXHFFbLHFFuuxSiift9atNZHZlH3rfvF/z9FHHx3nn39+Wh3kOPjgg9eoUbcxPVfiPe95zxr93Ib4HBUAAABoFK7IoS4a7Rk569P48ePjnHPOife+973xk5/8JLp3717vkqDhHXPMMQ3xR+JGe3gvxdrQHmhehPV9tSoAAADQkUYOdbF40Z/qXUJhXnjhheV//Hvrfpb33nvv8rO6Dz744BgwYEBELPsj4dlnnx1du3aNESNGxP33398h7+2u5AEAAAAAYOOikQPv0HPPPRcXXnjhCu/deeedceedd0ZERN++fZc3cn7zm99EtVqNBQsWxLe//e1V5mnkAAAAAADwFs/IAQAAAAAAaFCuyIGN3IyYkZb95xc2S8vONLrtjbTsfbuem5a9xbmj0rJPeOTatOxstT+NXOH1gsu/WvgyKn37F54ZEdGyb/HPBWr/47OFZ0ZE1Ga+mpIb82YVn7loYfGZERGLF+Xktrfn5GZoasrJbW7Oya0k1Jv1HMBqUm7W/GpvKzyy1pZUa9Z3llFv1jzIOrcvq95qQr1le4ZnwhjUsr6vLBnzIIv5VT5lWx8ymAd5yrZNwPoQEZt952f1LmGjl/TbNgDwTmQ0cQAAAAAoH40cAAAAAACABqWRAwAAAAAA0KA0cgAAAAAAABqURg4AAAAAAECD0sgBAAAAAABoUC31LgAAxreOTkwfucKr6u9eKXwJTe1thWcu/dkPYskDzxaeO+/lSuGZERHzZ3dJyV24sFPhmUvbmgvPjIhYWs05P6atlpNbrRWf2ZQzvaI5EoqNiEql+NymhMxM7UnztpqQWYucCdZWy8nNqDdjXCPyxjar3gxlG9sM1fKUGhER1RKNbbn2DOVad7NUK857zlK29SFHzu8j1l0i8vbnn/xOTi5rzp4JABpQRhMHAAAAgPLRyAEAAAAAAGhQGjkAAAAAAAANSiMHAAAAAACgQWnkAAAAAAAANCiNHAAAAAAAgAalkQMAAAAAANCgWupdAECjGTYqL3tWYvaEc/OyY2hidkQMn3ZGWnZtpdfVWfMLX0bTvOIzO39wh1j4wO8Kz126qHPhmRERS5c0p+S2tRd/zsmS9pxal9YqOblJ5920R/H1Vlde4QrSXskZ22rCd1ZLGoNqTmxUk8Y2YxjSxqBEp7ZVE9bbiJzvK1M1YRiy5leZxjZjXCMS192k3DJJOvSgZKwLABuHEv3aAgAbj4wmDgAAAADlo5EDAAAAAADQoDRyAAAAAAAAGpRGDgAAAAAAQIPSyAEAAAAAAGhQGjkAAAAAAAANqqXeBQDA+NbRiekjE7PzbHLgTrHwgd/VuwwAWGfVSr0r2HBljG21+MjU3Cw187Z039nGzvcFsHFwRQ4ANCBNHAAAAAAiNHIAAAAAAAAalkYOAAAAAABAg9LIAQAAAAAAaFAaOQAAAAAAAA1KIwcAAAAAAKBBtdS7AIB10brk6bTs0edunZa9b1pyxLBRedk35EVHRMTwaWekZddWet2y126FL6PSt3/hmZu+Z7do2feYwnM3++OzhWdGRNRmvpqSG/N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4Z4bhfBnG1PMF8H3RUKaeM7nztWrVKgQHB6Nnz55wcHDA0qVLdV9Wtm/fHl27dkVGRgbCwsIQFhaGMWPGYMCAAUU+/5PbCtu2bcP//vc/ODo6YsCAAahVqxb++ecfLFu2DHfv3sWKFStkvQZarVa3s0taWhosLS3RunVrBAQEwMPDA5aWlkW/OHps2bIFo0aNQuvWreHn5wdra2scOnQI69evx9SpU/Hqq69iz549WLp0KSwtLRETE4PKlSsX67kKY8j7otwGnCRJaNCggawGnFLNt0frWEk334C8n1+p5pup5wtQZs6e1/kCTL/tASjzWfaif44B6lrHAOXWMzWtY/wcy6OmOSMTEEREJuLm5ibGjBlTYs+XnZ0t/vnnHzF+/HjRo0cPkZKSIutxYWFhom3btqJt27ZCo9GIFi1a6G4//s/NzU1otVoxfvx4g2sLDAwUM2bMKHT5tGnTREBAgO72l19+KVq1amXw8xjTkSNHxLx588S8efOERqMRI0aM0N1+/F9wcLBo2bKl6NWrl8HP0bBhQxEZGSmEECIhIUFoNBpx4MAB3fJVq1YJZ2dno/1MT7Nw4UKh1WqLHLdgwQLRsGFDsXjxYrFlyxbRtm1b4ePjI/z8/MTPP/8shMj7XQwPDxcajUbMmzdP1vNrNBqxadMm3e2IiAih0WhEz549xZ49e8TFixfFzp07ha+vr9BqtWLnzp2yc9977z3h4eEhNBqN0Gq1olOnTiIsLEwkJibKytBn1apVQqPRiAkTJogTJ06Is2fPiuXLl4umTZuKDRs2iIcPH4pt27YJb29v4erqKq5du1bs5yqM3DkTQpl545wZhvNlGFPPlxB8XzSUEnMWGhoq+19QUJCs+erWrZv46KOPdLejo6OFRqPRu83Wq1cv0aNHD1k//5Pz1a1bN9G2bVuRmpqab9y9e/dE8+bNxQcffGBQbkpKioiIiBB+fn66eWvVqpUICQkp1u9/QECA6NevX4H7Fy9eLFq1aiWys7OFEEJcu3ZNuLm5ieDgYIOfoyiGvC+uXLlSaDQa8dVXX4nFixcLd3d30aNHD9GjRw+xbNkykZCQIG7evCmmTp0qNBqNWL58eZGZT87Z1q1bhUajEV5eXmLVqlViz549Yvny5aJNmzbCyclJHDlyRFatGo1G+Pn5CRcXF6HRaESDBg3EkCFDxM6dO3Wva3H89NNPuvX3p59+Ert27RLBwcHCxcVFbNu2TVy6dEksXbpUvPHGG6JVq1bi7t27xX4ufUw9X0IoM2fP63wJYfptDyGU+SxT0+eYIZ7XdexRrrHXM7WtY/wcU9+cUcnjqdWIyGSEEHB1dS2x57O0tMQrr7yC4OBgDBo0CCEhIfjyyy+LfFyFChVgb28PIO8Q15deeqnAHpeSJOHVV1+Fi4sL+vfvb3Bt58+ff+qhq7Vr18aaNWt0t7VaLTZs2GDQczx48ABnz55FcnKybm+Wx3l7exuUd/jwYcyfPx9A3s+/Y8cO7NixQ+/Yl19+Wdbp7p5UrVo1XL16tdDlf/75p25uimPChAmyx/7111+yxm3fvh2dO3fG4MGDAeTtofbRRx+hb9++utfY0tISffv2xf79+7F7926DDjV/ZNWqVdBoNFi9erXudH7169dHq1at0KlTJ6xZswZeXl6ysnx9feHj44Nff/0V69evx+7duzFt2jR899138Pb2RmBgoMFH3a1btw7t2rXD119/rbtPq9WibNmymDp1Knx8fNChQwc0b94cXbp0waJFi/DNN98UmavEnAElM28v4pxxvvKoZb4Avi8+opY5mz17tkGnxJVz+o9///0X3bp1091+tJd4q1atCox9++23sWTJElnP/bjs7GycPXsWn3/+OcqWLZtvmZ2dHbp3727wdRttbW3Rq1cv9OrVC2fPnsW6deuwZcsWfP/991iyZAneeOMNBAYGwsvLS9bpSC5evIhPP/20wP3t27fHd999h3PnzqFhw4ZwdHSEv78/du7cifHjxxeZa8gpcA054jg6Ohrt27fHxIkTAQBVq1bFmDFj4Ofnh6CgIN24MWPG4NSpU9i+fbusI6ket3TpUjg4OCAmJkY3b2+99Ra6dOmCjh07IiwsTPYe+EFBQfDw8MDmzZsRFRWFvXv3Yt++fahcuTK6d+8Of3//Qq8HWZgVK1agefPmWLp0qe4+T09PVKtWDcHBwdi7dy/ee+89eHt7o1u3bli0aFGRc6bm+QKMN2dqmS9A3dsegPE+y9TyOcZ17D/GXs+UWsfUPGfmPF+AcnO2efNm2TWcO3fOoJqpZLGRQ0Qm4+bmhvPnz5vkud9++22EhobKauT4+fnpTu+m1Wrx/vvvF3oKseIqW7YsTpw4UeihvMePH8/3RcfDhw9Rrlw52fkhISFYsWJFoYfnAjD40Nn+/fvDz88PQgh4eXlh3Lhx8PT0zDdGkiSULVsWL730kkHZj7z55ptYv349+vbtW+Cw6RMnTmDz5s3F2uB+JCoqyuhfgMXFxeWbx4YNGwKA3tMZuLu7Y8GCBTKr/U9WVhb+/vtvfPnllwWuyWRjYwNfX19EREQYlClJEt588028+eabSEhIwIYNG7B+/Xr89NNP2LJlC2rXro3AwED4+fnBzs6uyLyrV6/q/X1u2bIlUlJScO7cOTg7O6NSpUro3r07oqOjZdWpxJwBys/bizpnnK//qGG+AL4vPk4Nc1auXDk0bNhQ1peFMTEx2LhxY5Hj0tPTYWVlpbv96PoK+k4bZmdnh7S0tCIzn5SRkYHc3Fy91/oDgFdeeQXJyckG5z7i5OSEiRMnYuzYsdi6dSsiIyNx4MABHDx4EHZ2dvjtt9+KzJAkSe/P9vDhQ0iShIyMDN199evXx+rVq2XVpkTzDVC+AfeiNt/UOl+A8edMDfMFqHfbAzD+Z5kaPse4juVnzPVMqXVMrXNm7vMFKDdnn332mex5EP9/rWoyT2zkEJHJfPrpp+jbty/c3d3Rvn37En3utLQ0pKSkGPw4pfZO8PT0xPr161GnTh0MGDAANjY2APLqXL58OX766ScEBAToxp88ebLQLz+etHr1aixevBienp5o06YNJk6ciOHDh8Pa2hqrV69G1apV8f777xtcc/ny5XXnfZ46dSqaNWsGBwcHg3Oe5oMPPsCuXbvg5+cHT09PSJKEH3/8EZGRkdi5cyeqVq2KQYMGFTu/YsWKcHZ21u318zSrVq1CWFhYkeNycnLybaQ92kjU18yqWLHiU5trhcnKygKAQl9ve3t7pKamGpz7iJ2dHQYPHozBgwfjyJEjutd75syZmD17Nk6fPl1kRpkyZZCYmFjg/sTExAIb/o6OjkhISJBVmxJzBig/by/qnHG+9DPX+QL4vlgYc50zJycn3Lt3T9Ze1b///nuRYwCgUqVK+Z67dOnShV7L8O7du6hQoYKsXABISkpCXFwchBCwtbVFUlJSoeMM2WGlMFZWVrodci5fvozIyEjExMTIeqxWq0VkZCR69uyZ72LhYWFhkCQJdevW1d2XnJxc4EuhwijRfAOUb8C9qM03tc4XoOycmet8Aerd9gCU/Swz188xrmOFe9b1TKl1TK1zZu7zBSg3Z9bW1tBoNOjZs2eRY3/55Rfs3LlTVi6VPDZyiMhk6tevj2+++QbDhw9H1apV4ejoWGDPI0mSsGLFCqM+7+nTpxEeHo7XXnvNqLnP4tNPP8Xp06cxZ84cLFy4ENWrV4ckSYiPj0dWVhY0Go3uwpbp6emQJAmBgYGysqOiotCsWTMsWLAAiYmJmDhxIpo2bYoWLVogICAAnTt3RlxcnEH1PtpTxdfXF5IkQZIkHDt2DMeOHXvq4552+jh9qlWrhrVr12LixIlYv349hBC6L2BatmyJyZMnF/toHwBo0KABrly5IqsBJfeLKjs7O9y5c0d3+9GXSNWqVSswNj4+3qD6L1++rDs83dbWNt/zPO7evXuyLq4qh7u7O9zd3XH//n3ExMRg/fr1sh7n7OyMiIgI+Pr66l7fzMxMzJ07F6VKlUL9+vXz1avvC0J9lJgzQLl5e9HnjPNVNHOaL4Dvi3KY05xptVqsWbMGaWlpup1AnkbO3rP169fPt+OKra0tVq5cqXfshQsXDDptyJQpUzBlyhRdLcePH9e7bXD58mXUqFFDdq4cdevWxZgxY2RdKBzIO2XKiBEj8M4778DT0xM2NjY4fPgwzp49i44dO+b7PT1x4kS++XsaJZpvgHINuBe9+aa2+QJKds7Mbb4A9W17ACX/WWZOn2Ncx4pW3PVMqXVMbXOmlvkClJszjUaDjIwM3ZlmniY+Pp6NHDPGRg4Rmcy+ffswcuRI5ObmIjU11eBmwtM8eYqvR5KTk5GamopSpUph+vTpxcreunUrVq5ciStXrujdCJAkyaDzLQN5e21FRkYiIiICu3btwvXr1wEAjRs3hpeXF959913dqcWsra0xd+5c2dlXrlzBxx9/rKsNyNuj7NHz+vv7Y+3atejdu7fszDFjxkCSJHTs2BFlypTR3X7aF0SSJBncyAGAWrVqYenSpUhISMDly5chhMDLL7+s948mQ2m1Whw6dAgpKSlF/lEkhJD1BZhGo8GZM2d0tx+dM1qfM2fOoE6dOrLrXbRoke6cxEIIHDx4EP7+/gXGnT9/3uhHR1WoUAF9+/ZF3759ZY0fOnQoBgwYgE6dOqFZs2awsbHByZMncefOHfTu3TvfRvLhw4dlN1aVmDNAuXl70eeM8yWfOcwXwPdFQ5jDnHXp0gUvvfSSrEaOr6+v7jQlRWXK2Y5JSkrCrl27ZP/8+vbc1fc79uDBA8TGxip2tHbp0qVljWvXrh0+/fRTzJ07F2vXrtXd37p1a0yaNCnfWBcXF2g0Glm5SjTfAOUacC96801t8wWYbs7MYb4A9W17AKb7LDOHzzGuY4YxZD1Tch1T05ypZb4AZedsw4YNyMzMLHDKelIXNnKIyGS+++47VK1aFQsXLoRWqzVqtr29fYH7JElCw4YNUadOHfTo0UPvmKKEhYVh+vTpqFixIlxcXFCpUiVjlAsg71D1AQMGPNM1X/SxsLDQbWA92mPj8UOGa9asiWvXrhmUGR4eDgC6jYBHt5VkZ2cn69zNhggMDMRrr72G3NzcIsf269cPvr6+RY7r2bMnLl68WOS4u3fv4sSJE+jfv7+sWvX9oWhtbV3gvqSkJBw7dgw+Pj6ycu3t7WXvyWMId3d3fPvtt5g8eTJ+/fVXAHkXgA0MDMTo0aPzje3WrZvsUwUqMWeAMvPGOeN8AeqaL4Dvi4C65szZ2RnOzs6ynt/e3l7Wtk+XLl3QpUuXIseVL18ev/32m97XXB+5F/22sbFBbGxsvtOrPI2SF+UdNGgQunXrhuPHjyMzMxP169fX+8Xke++9JztTiebbo1xjN+DYfFPXfAHmMWembpaqadsDUOazTE2fY1zHikfOeqbUOqamOVPTfAHKzVn79u2RmZmJpKSkIneIbdu2rdEbWmQ8kpDbGiUiMjJnZ2d88sknRm9cKMnLywuVKlVCeHi4rL1P5EhLS0Pr1q0xZMgQDB061CiZj+vUqRM8PT3xySefAAA8PDzg6emJL774AgAwadIkxMbGYt++fUZ/bmM5c+YMduzYgatXr0KSJNSuXRvt2rVDo0aNTF0aFSEnJwcXLlxAZmYm6tata7RTG5FyOGfqwvlSH84ZmVJOTg4ePnwIa2tr2V8syc20srIyiz19ExISimy+qYUS8/V4rjnM2fM0Xy+K5+lzjOuY+vBzjF5kPCKHiEymWrVqsvaUehZpaWm4ceMGkpKS9B7S26xZM4Pybt26haCgIKM1cYC8PU8lSTLq0T2Pa9q0Kfbt26dr5LRv3x4rV66EEAK5ubmIjIws1inPSoIQApMmTcK6desKzN/ixYsREBCASZMm6U4ZR+bH0tISTk5Opi6DDMA5UxfOl/pwzsiULC0tjf6lqxKZz8LOzg5eXl6mLsMolHptzWnOnqf5elE8T59jXMfUh59j9CJjI4eITMbf3x+bNm1Cv379UKqUcd+O0tLSMG3aNGzcuBHZ2dkFlgshIEkSzp49a1Cuvb09UlNTjVWmTuPGjfOdc9mY+vTpg/379yM9PR3W1tYYMWIEzp8/j9WrVwMA3NzcZJ+ztaQtXrwYa9euRatWrTB48GDdOWAvXryIpUuXIioqCg4ODoocyURERPS8SExMxOrVqyFJEj788EOzzWQuEREREZF+PLUaEZnMwYMHERISgqysLPTp0we1atWCpaVlgXGGHjUDAGPHjkV0dDQ8PT3RrFkzVKxYUe84Pz8/g3LDwsKwYcMGREdHG7X59OeffyIoKAiTJk1Cx44djZb7NLdv30apUqWMft0ZY/Ly8kLNmjURHh5e4Kib3Nxc9O3bF/Hx8YiNjVW0jjt37iAkJASSJOkulGiOmcxVZ66aalUql7UyV6lM5ua5fPkyOnbsWKydWEoyk7n/UVPjSU21KpWrplqVylVTrYC63sOVylVTrWr7/VJTrppqVSpXTbUqmfvgwQPs2rULAMz2rC0vOjZyiMhktFptvttPflFf3KNmgLzmj5eXl96LRz6LI0eOICQkBOnp6UZtPg0bNgxXrlzB1atXUaNGDbz88ssFLnIpSRJCQ0MNrvnMmTNwdHREhQoV9C5PSUnBtWvX0LBhQ4Ozlebs7IzPPvus0AsZhoeH49tvv8WpU6cUrYNfgDFXyVw11apULmtlrlKZzM3z4MED7Ny5E4DhO7GUZCZz/6Om3y811apUrppqVSpXTbUyV7lMpXLVVKvactVUq1K5aqpVjblkPDy1GhGZjLGbLI8TQsDV1dXouf369dP9/4svvjBa8+nEiROQJAkVK1ZEWloazp07V2BMca8D4+/vjxkzZqBz5856l//6668YNWqUWX5Q29vb4/79+4UuT0lJgb29fYnUER4ebvaZzFVnrppqVSqXtTJXqUzm5rG1tTVqk0GpTOb+p1q1aopsKyuRq6ZalcpVU61K5aqpVkBd7+FK5aqpVrX9fqkpV021KpWrplqVzK1UqRI+/PBDXoPYjPGIHCJ6Lg0bNgwODg6YMGGCUXOjo6NljVPiD/ri0mq1mDlzZqGNnM2bN2P06NH466+/SriyooWHh+OHH37Ahg0bUKVKlXzLbt++DX9/fwwZMgR9+vQxUYVERETm6969e5g+fTr69euHRo0amW0mc4mIiIiIno5H5BDRc+nTTz9F37594e7ujvbt2xst15waNIZ42h4VZ86cKfQaQqZWpUoVVKlSBe+88w66deuGevXqAQAuXbqE6OhovPzyy7Czs8PWrVvzPa441xmKi4vDqVOnEB8fj/T0dFhbW6NGjRp4/fXX4eDgUKz6lchkLhGZUlxcHO7fv4+6deuiTJkyZpvJ3DypqanYtGkT2rVrZ7RmgxKZzCW1uXLlCg4fPozk5GRUrlwZrVu3RvXq1V+oXHOt9fbt26hWrdoz16HmXDXV+khqairKlCmD0qVL6+5LSEjAyZMnkZOTg9dffx01atRgbjFylaoVADIzM3Hx4kXcvHkTaWlpsLW1Rb169VC7du1i5SmZq6ZalcwldeMROUT03Nq9ezeGDx+OqlWrwtHRERYWFvmWS5KEFStWmKg6ZUVERGDNmjUAgIsXL6JmzZqwtbUtMC45ORl37txBly5dMH369JIus0hPXkdJH0mS8PhHmaGntjt//jyCg4Nx7NgxACiQBQBubm4YP368rHqUymQuqdU///yDuXPn4vz586hcuTK6d++u9+KZu3btwtSpUxEbG2uyXDXVqmTuwYMH8f333+P+/fto27YtPvjgA2RkZGDkyJH49ddfAQAVKlTAhAkT4OPjY7JM5gIDBw586vL09HQcP34cGo0GlStXhiRJ+OGHH0o8k7n/SUtLg5WVVb7t0oSEBMyfPx979uxBYmIiqlSpAk9PT3zwwQeFXuOwJHLVVKtSuZs3b0ZcXByGDh0KIG9bZtKkSYiMjIQQQnda5VKlSmHEiBEYMmSIrFrVlKumWgHAyckJDRs2RI8ePdCxY0eUK1dO1uOep1w11ZqdnY1x48Zhy5YtsLCwwPDhwzF06FBs2LABwcHBSE9PBwBYWFigT58+GDt2LHNl5ipVK5D33jp79mxs2bIFDx8+LLD8lVdewfvvv48uXbrIzlQqV021Kpn75HPcunULaWlpsLGxQfXq1WFnZ1fsPCo5bOQQ0XNp3759+PDDD5GVlQVbW9tC/1DbvXu3wdkZGRlYvnw5duzYgWvXrgEAHB0d0b59ewQFBcHKyqpYNd++fRurVq3CyZMnkZycjNzc3HzLJUnCpk2bZGVFRkZi3bp1AIC//voLDg4OBY66kSQJZcuWhYuLC4YMGaK30WNqj77UMlSbNm1kjTt//jx69eoFSZLwzjvvwNXVFTVq1ICVlRUyMjIQHx+P48ePY/v27RBCYM2aNdBoNCWeydziCQ0Nxbx584x+2kAlctVUqyG5d+7cQefOnZGUlKS7T5IktGvXDjNnzsz3frlp0yaMHj1aViNWiVw11apk7rlz5+Dv7w8hBKytrfHw4UMMHjwYqamp2L17N9q2bYv09HTs2rULDx48wNq1a/H666+XeCZz82i12gI7NDzp8eWrF4L/AAAYS0lEQVRydnZQIpO5/3Fycsp37cJ79+4hMDAQN27cgJ2dHezt7XH9+nUkJyejfv36iIyMRNmyZU2Sq6ZalcoNDAyEs7MzvvjiCwDA999/j1mzZuHll1+Gj48Pqlatips3byI6Ohp37txBSEgI3nnnnSJrVVOummoF/tsRTJIk2NjYoFOnTggICICzs3ORj31ectVU6+rVqzF58mRotVpUqVIFBw4cQHBwMCZMmAAXFxe0b98e2dnZiImJwYULFzB58mT4+/szV0auUrXevXsXPXv2xI0bN/Dyyy/DxsYGly9fhhAC/v7+uHfvnu6out69e+vWcVPkqqlWJXMB4OHDh/jhhx/w448/Ii4ursBye3t7dO3aFQMHDjRa85cUIIiInkNdunQRHh4e4uzZs0bNTUlJEV27dhUajUa4uLiILl26iC5dughXV1eh0WiEn5+fSElJMTj3ypUr4o033hBOTk7Cy8tLaDQa4eXlJZo0aSI0Go3w8PAQ3bp1K1bNGo1GbNq0qViPfd4NHTpUeHp6ivj4+KeOu3nzpmjbtq0YNmyYSTKZWzwLFy4UWq1WFblqqtWQ3MmTJ4sGDRqIdevWiZSUFHHp0iUxfPhwodFoRP/+/UV6erpubExMjOxalchVU61K5n7yySfi7bffFrdv3xbZ2dli5MiRolmzZsLPz08kJyfrxl2/fl00bdpUfPbZZybJZG6egIAA4erqKsLDw/Uuv3LlitBoNOLnn3+WVaNSmcz9z5PbZePHjxdarVasXr1ad19ubq4IDQ0VGo1GzJ0712S5aqpVqVx3d3excuVK3e02bdqIXr16iaysrHzjHjx4IDp27CgCAwNl1aqmXDXVKkTe78GiRYvErFmzRJs2bYRGoxFarVb4+vqKVatWFetvNbXlqqnW7t27i3fffVfk5uYKIYRYsGCBaNy4sRg4cGC+cVlZWaJLly4iICCAuTJzlar1iy++EK6uruL333/X3Xfr1i0REBAgPv74YyGEEBkZGWLq1KlCq9XK/pxUIldNtSqZm5iYKHx8fIRGoxHe3t7i888/FyEhIWL+/PkiJCREfP7558Lb21toNBrRqVMnkZCQICuXSh4bOUT0XHr99dfF8uXLjZ47bdo0odFoxPz580VaWpru/vT0dLFgwQKh0WjE9OnTDc795JNPRNOmTcWZM2fEvXv3hEajEQcOHBC5ubli6dKlolWrVuLatWvFqjk1NVVkZ2cX67GmFh0dne/LSGNr1qyZ7N+TZcuWiWbNmpkkk7nFY+omhqkzzSG3Y8eOYty4cQXuf/Ql2sCBA0VGRoYQwrBmgxK5aqpVyVxPT08xZ84c3e0//vhDaDQaERYWVmDs5MmTRdu2bU2Sydw8ubm5YtmyZcLFxUUEBgaK8+fP51t+9epVg5sNSmQy9z9PNhvc3d3FmDFj9I4dNGiQ6Ny5s8ly1VSrUrnOzs5i/fr1Qoi8bWqNRiNiYmL0jl26dKlwcXGRVauactVUqxD5fw9ycnLE7t27xbBhw0TDhg2FVqsVjRs3FmPGjMn3RenzlqumWt3d3fM1zP/5559CfxeWLFki+/eAucrV2rp1a/Hdd98VuP/IkSPCyclJ3Lp1S3dfnz59RN++fU2Wq6Zalcz96quvhIuLi9i1a9dTx+3atUu4uLiIr776SlYulTyLoo/ZISJSn2rVqhU4NZkx7Ny5Ez4+Pvjwww9hbW2tu9/KygoffPABOnXqhJ9//tng3MOHDyMgIAANGjTQXTsEyDts/b333kOTJk3w7bffFqvmsmXLwtLSEllZWTh06BCioqIQFRWFgwcPIisrq1iZJWXMmDFo06YNgoODcf78eaPnZ2Vl5bvo49OUKVNG1uulRCZz/9OoUSPZ/+bPny8rU6lcNdWqVG5cXBxcXFwK3D9s2DCMHTsWv/32G0aMGGHwe5ESuWqqVcnc27dvw8HBQXfb3t4eQN75uJ9Ut25d3LlzxySZzM0jSRKCgoKwadMmWFtbo1u3bpg1axYyMzNl1VRSmczVLzU1FcnJyWjZsqXe5a1atcL169fNIldNtRoz18HBAZcuXQIAWFtbo1SpUoWOlSQp33b885KrplqfZGFhAQ8PD4SGhuKXX37ByJEjUaVKFURHR6N3797w8fEp1jVT1ZRr7rVmZWXlOx3so/8//rf2IzY2Ngb9LfKi5ypVa2JiImrVqlXgfgcHB+Tm5upOPw8A7dq1k339WiVy1VSrkrmxsbHo378/PD09nzrO09MT/fr1k31dTSp5bOQQ0XPJ398fmzZtQnZ2tlFzb926haZNmxa63M3NDbdv3zY4NykpCXXr1gUA3ZffaWlpuuXNmzfH4cOHDc59ZNeuXfDw8EBQUBAmTJiACRMmYODAgfDw8MCuXbuKnau0qVOnon79+li1ahW6du2Knj17YuPGjboLMz6r1157DevWrdN7EcHHpaamYu3atXjttddMksnc/+Tk5OCll16Cq6trkf9q1KghK1OpXDXVqlRuuXLl8r2XPa5///4YPXo09u7di5EjRxr0fq1ErppqVTLXxsYmX66lpSWAvIbrk4QQuuUlncnc/BwdHbFixQp8+eWXiIiIgI+PDw4dOiT78SWVydz8ypQpA0tLy0Kv02JtbV2sHZOUyFVTrcbMbdeuHTZu3Ihbt27pvriOiIgo8L768OFDREVFoWHDhrLqU1Oummp9mqpVq2LYsGHYtWsXli1bhg4dOuDq1auYNm3aC5NrjrU6ODjgxIkTutsnT54EAOzfv7/A2P3796NatWqyamKucrVWq1ZNl/W4kydPQpKkfNfmNaRBpESummpVMjcpKSnfzkRPU6tWLSQnJ8saSyWv8F0eiIhUrHHjxoiNjYW/vz/69OmDWrVq6f1CpFmzZgblVqhQAf/++2+hy69fv47y5csbXK+dnZ3uw7JcuXKwsrLKdwG6rKwsZGRkGJwLAMeOHcPIkSNRrlw5DBw4UPeF+YULFxAVFYWPP/4YYWFhcHNzK1a+kvz8/ODn54fLly8jMjISMTExGDduHKZMmYLOnTsjMDAQTk5Oxc5/77338NFHH8HHxwf+/v5wdXVF9erVUaZMGWRmZuLWrVs4ceIEoqKiEB8fjzlz5pgkk7n/qV27NmrWrImwsLAix4aGhmLu3Lkmy1VTrUrlOjo64vjx4+jXr5/e5UFBQcjOzsZ3332HU6dOyapTqVw11apkbo0aNXDjxg3d7fLlyyM8PFzve+2NGzdQuXJlk2QyV7/AwEC89dZbmDRpEoKCgtCqVati7cWudOaLnhsZGYkDBw4AyNtD+urVq3rHxcXFoVKlSibNVVOtSuQOHjwY27dvh7+/P4YMGYJu3bph/Pjx6NixIzp16oQqVaogPj4eMTExuHPnDsaNGyerTjXlqqlWuVq2bImWLVsiMTERMTExL2SuudTaoUMHLFy4EJUqVUK1atWwZMkS1K5dG7dv30ZISAg6dOiAnJwcREdHY8+ePejevbusOpirXK1vvfUW1q1bhzp16qBbt26wtrbGoUOHMGXKFFSvXh3169fXjb169arsBpESuWqqVclcBwcH/PLLLwgICChybGxsrO6ocTI/bOQQ0XMpKChI9/8vvviiwB/aQghIkiT7UNRH3N3dERERgfbt28PZ2TnfstOnT2PNmjXw8PAwuN569erpTh0mSRKcnZ2xbt06dOzYEUIIrF+/HnXq1DE4F8j7wrVy5cpYv359gQ/6/v37w9/fH6Ghofjhhx+KlV8S6tatizFjxmDUqFHYuXMnIiMjsXbtWqxduxaNGjVCYGAgfHx8YGNjY1Cut7c3Jk+ejOnTp2Pu3Ll6v5ARQqBcuXKYNGkSvL29TZLJ3P80aNBA9wWNMSmRq6Zalcpt2bIlli1bhpSUlEKb3IMHD0Zubi5mzZol+0tRJXLVVKuSuQ0aNMi3J2CpUqXg7u6ud+y+ffvQqFEjk2Qyt3DVq1fHwoULsWXLFnzzzTcQQhQrR+nMFzn36NGjOHr0qO729u3bMXDgwALjDh8+jFdffdWkuWqqVYlcW1tbhIeH4/PPP8c333wDSZIghEBCQgIWLVoEIG97pkKFCpg6dSratGkjq0415aqpVkNVqlQJAwYMeKFzTV1r//79sXv3bixbtgxA3lEGM2fORIUKFfDuu+9iyZIlAPJ+FypVqoQPPvhA1vMzV7laR4wYgX379iEkJAQhISG6+y0sLDBnzpx825yxsbFPPaOJ0rlqqlXJ3G7duiEkJATDhw/HgAED0Lhx43ynQc/KysIff/yB5cuXY+/evfjf//4nK5dKniSMtVVLRGRGoqOjZY3z8/MzKPfy5cvw9/dHeno62rRpg3r16kGSJFy8eBH79+9H2bJlERkZqTtNmlxhYWFYsmQJYmNjYW1tjd9++w2DBw/WLRdCYPbs2Wjfvr1BuUDeUUf9+/fH8OHD9S6fP38+VqxYke+PXnN38+ZNzJ49O99eXuXLl8eAAQMwdOjQp55jW5/79+8jNjYWf/zxB+Lj45Geng5ra2vUqFEDzs7O8PLyQoUKFUyeyVxg8eLFCAkJwc6dO+Ho6PjUsTExMVi/fj1Wrlxpklw11apU7tWrV7F+/Xp06NChyFOirF69Gn/++SemTp1aZK1K5KqpViVzExMTkZKSgtq1az913L179/D999/Dw8MDLVq0KPFM5sqTmZmJjIwM2NjYGPzZWJKZzC0oKSkJoaGhaN68Odq2bWvWuWqq9Vlyf//9d+zbtw9///03UlNTYWVlhZo1a6Jx48bw8vKCra1tsepRU64aap0/fz68vb1ln7b3ecxVU61A3ul9jxw5gpSUFDRp0gRVqlQBAJw7dw4rVqzA7du38eqrr6J///6oWbMmcw3IVarWRw3Xw4cPIzMzE6+++ioGDBiAJk2ayM4oqVw11apUbk5ODsaMGYPNmzdDkiRYWFigUqVKurNlJCYmIjc3F0IIdOrUCTNmzDDoFL9UctjIISIy0NmzZxEcHIzff/893/1NmzbFhAkToNVqjfI8R48exebNm2FpaQlvb+9if5nj7OyMzz77DH379tW7fOXKlZg5c6ZBp94xhZycHOzevRtRUVH47bffkJOTg+bNm6Nnz54oXbo0wsPDcfToUfTo0QMTJ040dblERERERERERGbh4MGDiImJwalTp/TuZOnr6/vMOxGRstjIISIqpoSEBPz7778QQsDR0RF2dnYGPf7o0aOoV6+ewY8zVOfOnVG1alXdIdVPCgoKwt27d7F582ZF6yiuq1evIioqCj/++CPu3buHihUrws/PDz169MArr7ySb+zEiROxbds2HD582DTFEhERERERERERGZmFqQsgIlIrOzs7ODs7o3HjxsVqxvTr1w+//fabApXl5+vriwMHDmDUqFH4+++/kZubi9zcXPz9998YNWoUDh06hK5duypeR3H07dsXHTp0wNKlS+Ho6Ihp06Zh3759GD16dIEmDgC4ubkhOTm55AslIiIiIiIiIiJSiPFP5ktE9JxJTU3FRx99BBcXF4wYMaLQcfPmzcPp06cxd+5cWFtbF5lbUgdEBgUF4Y8//sCWLVuwdetW3blOc3JyIISAt7c3goKCSqQWQ509exa9evVCz549ZZ2L+Y033tBdtJGIiIiIiIiIiOh5wFOrEREVISwsDN9++y1+/vlnODg4FDru33//RYcOHTB27Fj07t27yFytVouZM2eic+fOxiy3ULGxsdi5cyeuX78OIQRq166Ndu3awdPTs0SeX67HTzmXlpYGGxsbU5dERERERERERPRcCw0Nxbx58/DXX3+ZuhTSg0fkEBEVITY2Fh4eHk9t4gBArVq14OnpiR07dshq5ChJ3/V3PD09za5po0+/fv0wY8YMdO7cmU0cIiIiIiIiIqISwmM+zBcbOURERbhw4QLef/99WWNdXV2xaNEi2dmRkZE4cOCArLGSJGHKlCmyxj7eDFEbbjQQERERERERERH9h40cIqIipKamomLFirLGVqxYEQ8ePJCdffToURw9elTWWEMaOWyGEBERERERERG92Bo1aiR7LL9LMm9s5BARFaF8+fK4c+eOrLF3796Fra2t7Oxhw4ahZcuWxS2NiIiIiIiIiIhIr5ycHFSuXBl16tQpcmxcXBzi4uJKoCoqDjZyiIiKoNFo8Ouvv2LIkCFFjt23bx80Go3s7Hr16sHd3f1ZynsuKXXKOSIiIiIiIiKiF0Xt2rVRs2ZNhIWFFTk2NDQUc+fOVb4oKhY2coiIiuDt7Y3Jkydj69at6NixY6HjtmzZgmPHjuHLL78sweoKp+ZmiFKnnCMiIiIiIiIielE0aNBA9ndDZN7YyCEiKoK/vz8iIiLw+eef48yZM+jZsyccHR11y69fv441a9YgPDwc9evXR/fu3U1Y7X/U3AzhKeeIiIiIiIiIiJ6Nk5MTtm3bhuvXr+f7Lksfe3t7uLm5lVBlZChJ8CpGRERFunHjBoYOHYpLly5BkiSUK1cOtra2ePDgAVJTUyGEQP369bF48WLY29vLytRqtZg5cyY6d+5s9Hq1Wq3BzRBzOcWbkq8LERERERERERGR2vCIHCIiGRwcHLBx40ZERUVh+/btuHDhAu7evYty5crBzc0NHTp0QEBAAMqUKSM789y5cwpWzOvvEBERERERERERPQ/YyCEikqlMmTLo3bs3evfubepSiIiIiIiIiIiI6AVhYeoCiIiIiIiIiIiIiIiISD8ekUNERGZF6VPOERERERERERERqYkkhBCmLoKIiIiIiIiIiIiIiIgK4qnViIiIiIiIiErYvHnzoNFocPjwYVOXQkRERERmjqdWIyIiIiIiInpGGo2myDHh4eFo3rx5CVRDRERERM8TNnKIiIiIiIiIjGT48OGFLnNwcCjBSoiIiIjoecFGDhEREREREZGRjBgxwtQlEBEREdFzhtfIISIiIiIiIjITcXFx6NSpExo1aoSYmJh8y+Lj4/H111/D09MTjRo1QvPmzTFs2DCcOnXKRNUSERERUUlgI4eIiIiIiIjIDJw7dw49evTAzZs3sXjxYvj6+uqWnTlzBr6+voiIiECdOnXQt29feHh44NixY3j33Xexd+9eE1ZOREREREriqdWIiIiIiIiIjGTevHl677eyssKQIUMKfdyBAwcwYsQI2NjYICIiAlqtVrcsOzsbH3/8MR4+fIjw8HC4u7vrlt26dQv+/v4YP348du/ejTJlyhjvhyEiIiIis8BGDhEREREREZGRzJ8/X+/95cuXL7SRExMTg/Hjx6N27dpYunQp7O3t8y3fs2cPrl27hoEDB+Zr4gBA9erVMWjQIEyZMgUHDx7EW2+9ZZwfhIiIiIjMBhs5REREREREREZy/vx5g8aHh4cjNjYWTZo0QWhoKCpWrFhgzMmTJwHkXT9H3xE/V65cAQD8/fffbOQQERERPYfYyCEiIiIiIiIykWPHjkEIgRYtWuht4gBAUlISAGD79u1PzXr48KHR6yMiIiIi02Mjh4iIiIiIiMhEvvnmGyxevBjz589HTk4OPv744wJjypcvDwBYuHAhPD09S7pEIiIiIjIxC1MXQERERERERPSiKl++PJYtWwY3NzeEhoZixowZBcY0btwYQN7RO0RERET04mEjh4iIiIiIiMiEbG1tsXTpUrRo0QI//PADgoOD8y339PRE7dq1ERERgb179+rNOHHiBNLS0kqiXCIiIiIqYTy1GhEREREREZGRzJs3r9BlXl5ecHJy0rvMxsYG33//PUaMGIGVK1ciMzMTkyZNgiRJKF26NObNm4dBgwZhyJAhcHV1hZOTE6ytrREfH4/Tp0/j+vXr2L9/P2xsbJT60YiIiIjIRNjIISIiIiIiIjKS+fPnF7rMwcGh0EYOAFhZWWH+/Pn45JNPsG7dOmRmZmLKlCmwsLCAVqtFTEwMli9fjj179mDjxo2wsLBA1apV0aBBA4wYMQKVKlVS4kciIiIiIhOThBDC1EUQERERERERERERERFRQbxGDhERERERERERERERkZliI4eIiIiIiIiIiIiIiMhMsZFDRERERERERERERERkptjIISIiIiIiIiIiIiIiMlNs5BAREREREREREREREZkpNnKIiIiIiIiIiIiIiIjMFBs5REREREREREREREREZoqNHCIiIiIiIiIiIiIiIjPFRg4REREREREREREREZGZYiOHiIiIiIiIiIiIiIjITLGRQ0REREREREREREREZKbYyCEiIiIiIiIiIiIiIjJTbOQQERERERERERERERGZKTZyiIiIiIiIiIiIiIiIzNT/AVfjDa6rptiYAAAAAElFTkSuQmCC\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": [ "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb24_A2.inp.out_BLM-L_2020-01-14_08-50-12.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 aniline_wf_0.1-10.1eV_orb24_A2.inp.out, pType=a, thres=0.1, with Seaborn\n" ] }, { "data": { "image/png": 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XIyEhAa1atQKAW1703hjH3cRSWFhYrmEBrg1UdDMRqbD8Vu5km5vXl78He7tVPXeyTVXruV0dVdlGo9GgoKCgWrFQw8E25p8Y70Ubcyfeeustw/936NABAPDee+8ZlV+3efNm5Obm4vHHHy+3rDptzOrVqzF58mSj89emTRusW7cOs2bNwpw5c6BUKvHyyy/D3d0dSqUSwLWL6ZKSEixduhRDhgwBAKxfvx4eHh7Yt28fhg4daqhvw4YNyM3NxcmTJ/H666/jk08+wezZs8vF8vHHH2P9+vXYv3+/IR69Xg8AGD16NGbOnGk4N8HBwfjyyy/Rt29fozoKCwvx/fffl0uehgwZgoULF2LatGmYMmUKrK2tMXfuXBw+fNhwTFR3XO9wvNG///3vSpPm27mxwxEAWrRogaVLl6Jv375Yvny54e/xeofjrUybNg3jx4+/5Tre3t6VLquow/FODR8+HI888gj8/f2RkJCAuXPnYsCAAQgJCYG1tXW59Svq3Kqo08/JyQkqlarCjr/U1FTs3LkT33//vaHM3t4ePXr0wPvvv49WrVrB3d0d69evx7Fjx9CiRQsAxp1xH3zwAf773/9i165dGDNmDPbt22f0b/2LL77A7NmzkZ+fj8DAQOzZswcqlarCc3D06FH8+OOP2L59u6EsPj4ehw8fhlqtxpYtW5CRkYEXXngBV69exerVq8vVcfz4cURGRmLVqlWGssDAQPj7+2POnDn46quvYGtri0WLFiEtLc2o02/mzJno2bMnRo8eXWF89vb22L9/P0aPHm3oNA8ICMBvv/0GS8trqeXQoUMxc+ZMPPHEE+jfvz9iY2OxePFiw/lu3LhxlY4pPj4ef/zxByZPnowdO3YgJiYGL774IkpLS/H2229XGF99wASd7pitrW2ld5csLK49nHE9IQRgNApuRfR6PZ5//nm8/PLL5Zb5+fkZ7fd25s+fX+ldnOt27tyJ3r17V7jMxcUFERERRmUeHh64dOlSuXUvX75c7ovgxm2u38258Q5Xenq60ZfJ7Xh4eJT7UklPT4elpSUaNWpUrW2A8nfEb7Vf4NqXnaenp1E9ldXh4uICpVJZ4b5v3ubq1atwdXWtUizU8LCNueZetDE1pXv37sjJycGlS5fKxfz1119j5MiR5e7IVNZWVXTMhw4dwtmzZ7Fhw4ZyyyZNmoRJkybh0qVLsLW1hUKhwKJFi9CkSRMAMLRhrVu3Nmzj6uoKFxcXw+jq112/s9W6dWuUlZXhueeew6uvvmqUGH/yySeYP38+9u7di3bt2hnKXVxcYGlpabQfAGjVqpXRXarrNm7ciIKCggo7LmbNmoWZM2ciNTUVTk5OSExMxJw5cwzHRHVHQ+xwvBOPPvqo4f+DgoLQpUsX+Pv7Y/v27UZPzVzfb0WdW0D1OjvXrl0LR0dHPPTQQ0bl3377LZ566il4e3tDqVSiU6dOmDRpEkJDQwFUrzNu8uTJGDx4MFJTU/HJJ59g/PjxOHLkSLnzdvr0aYwePRpvv/02Bg8ebCjX6/VQKBT47rvvoNVqAQCLFi3CuHHjsGzZMmg0GqN6Vq1ahaCgIHTt2tVQZmVlhU2bNuHpp5+Gs7MzlEolBg0ahOHDhxvW2bZtG/744w+EhYWVO0/XFRYW4qmnnkKvXr0MT/h88sknGDFiBP766y9oNBo8++yziIuLw8iRI1FSUgIHBwe88sormDdvnlGn6e2OSa/Xw83NDStWrIBSqUTnzp1x8eJFLFy4sF4n6HzEnWrF9aTrxh658PDwW27TqVMnnD592vBY6Y2fynoZK3O3j5927NgR0dHRRhf/PXr0QHZ2ttF0OseOHUN2dnalF8KdO3eGlZUV9uzZYyhLTU1FZGRktS6ee/ToYVQHAOzevRtdunSBlZVVpdscPHjQ6NHN3bt3w8vLC40bN67Sfps0aQIPDw+jfRcXF+PAgQOVxq9SqdC5c+dy8e7Zs6fcNpGRkejYsWOVYiG6EduYa2qqjakpYWFhUKvVcHR0NCpPSEjAvn37yj3eDlTevlUU/6pVq9C5c2e0b9++0hjc3d1hZ2eHDRs2QK1WGy5yr09nd/bsWcO6V69eRUZGhuGxzIqICEpKSox+VwsXLsT777+PXbt2lfs9q1Qq3HfffUb7AYBz585VuJ9Vq1Zh1KhRlXZWKhQKwzSX69evh6+vLzp16lRpvGSernc43vi5nhTfTYfjjW3OyZMnERMTg2bNmhnt93bu9hF3FxcXZGZm3nY/d8LT0xP+/v6IiYkpt6yyzq2KOv0yMzNRUlJSruNPRLB69WpMmTKl3PdAs2bNcODAAeTl5eH8+fM4fvw4SkpKDB1kt+qMu7nTT6vVokWLFujTpw82btyI6OjoctNJnjlzBgMGDMCzzz5b7ikkT09PeHt7GxLZ6/sRkXLTahYUFOCHH37AM888U+6cde7cGeHh4cjKykJqaip27dqFK1euGI7pjz/+QFxcHBwdHWFpaWm4Iz527Fj069cPAPD9998jMTERa9aswX333Yfu3bvj+++/R0JCAn7++WcA19qt//73v8jLy0NSUhLS0tIMnQXXr0Grckyenp4ICAgw6hxt1aoV0tLSyr2aVK/cw/fdqR6pbETSy5cvG9a5PlLk6dOn5cCBA9K1a9dbDnhy8uRJ0Wg08sILL0hYWJicO3dOfv75Z6NRN/39/eXTTz+t9eO7PgVYRESEUfmwYcOkXbt2cvToUTl69Ki0bdvWaAqklJQUadmypRw7dsxQNm3aNPHx8ZG9e/dKaGioDBgw4I6nWZs5c6acOXNGVq1aVW6atZunOMnKyhJ3d3eZOHGiREREyObNm8XBweGOplnTarWyefNmiYiIkIkTJ5abZm3AgAFGI3Nen2Zt1apVcubMGZkxY4bY2toaBl+5zt/fX7755ptqxUMNA9uYe9vGiFwb9TwsLEw6d+4skyZNkrCwMDl9+rRh+ebNm6Vly5aGn7dt2yYrVqyQiIgIiY2NlZUrV4qDg0O5AS1FRN566y3x8vKqMKYjR46IUqmUBQsWSFRUlCxYsKDcNGsi16aOtLGxkeXLl1cY/2effSYhISFy9uxZ+fzzz0Wj0ciSJUuM1hk9erS0adNGjhw5IhERETJy5Ehp3bq1YQCi//3vf7JhwwY5c+aMxMXFyY8//ije3t4yefJkQx3//e9/RaVSycaNG43+Nq+PIH39XFlZWcmKFSskJiZGPvvsM1EqlXLo0CGjeGJiYkShUMjOnTsrPKaPP/5YTp06JZGRkfLee++JlZWV0WBNFf09TJkyxWjGjJt/b3Tv3W7gs4KCAgFgNHXU7t27b9meTZo0qdy0Zjerant25coVw6CYlX1unD7xZj/99JM4OTlVOkNMdQaJu1lGRoZhcMeb9e3bt9xUiiL/DBJ38eJFQ9kPP/xQ4SBx18/rzW1xRa5evSparVa++uorQ1mPHj3KDRL30EMPycSJEyutR6fTiUajMQxgKSISGRkpbm5u8vrrr1e4zVdffSUajcaondm6datYWFiU+92sWbNGrK2tJSMj47bHdO7cObGwsJDffvtNRK5NaRkREWH0ASBLliwxDDC8dOlS8fDwMPp9l5SUiK2trdHgnTebMmWK9OjRo1rHNGfOHPH39zcafHTx4sXi6el522Ory5ig0x2pbP7IGy8Czpw5I927dxeNRiMdOnS47ZeNyLV5FQcPHix2dnZia2sr7dq1kw8//NCw/F5dPIuITJgwody0YFeuXJHJkyeLvb292Nvby+TJk43ivz4S640j7BYWFsr06dPF2dlZNBqNjBw5styowf7+/kZTe1Rk//790rFjR1GpVNK4ceNyF6nvvPOO+Pv7G5WdOnVKevfuLdbW1uLh4SHz5s0zalCv/w4SEhIq3a9er5d33nnHMP9knz59yn2RVRT/smXLxN/fX1QqlXTq1EkOHDhgtDw4OFgcHR1v+aVPDRfbmHvfxlR0vm9sU9asWSM39uvv3LlTOnToIHZ2dmJjYyNBQUGyePFiKSkpMaq3rKxMfHx85D//+U+l+/7pp5+kZcuWYmVlJYGBgbJp06Zy61y/mMvKyqqwjilTpoizs7OoVCpp165dhZ1/2dnZ8tRTT4mjo6M4OzvLww8/bHSufvjhB+nUqZPh76N169Yyf/58KSwsNKzj7+9f4bm6+fyuWrVKmjdvLmq1Wtq3by9bt24tF8+cOXPEx8en0pHv+/fvL1qtVtRqtXTr1k127NhhtLyiv4e+ffsazTN/8++N7r2G2uGYlJQkYWFh8u6774qdnZ2hE/DGhKxly5aGWV9yc3Pl1VdfleDgYElISJB9+/ZJjx49xNvbu9zUgrfq3Lo+zdrAgQMlNDRU9u7dKz4+Pkbn5rrHHnvMaJ71G+3atUt27twp8fHxsnv3bmnfvr107drVaETx23XGxcXFyfz58+XEiROSlJQkwcHBMnr0aHF2djZMxRYZGSmurq4yefJko7+P9PR0w35yc3PFx8dHxo0bZ/gbadGihTzzzDPl4r7//vvl0UcfrfCYfvzxR9m3b5/ExcXJ1q1bxd/fX8aMGVPhutfhplHco6KixNraWv71r3/JmTNnJDIyUh577DHRarWGTpHLly/L8uXLJSoqSsLCwuTll18WtVpt1JlYlWNKTk4WOzs7mT59upw9e1Z+/fVXcXNzkw8++MCwzs03qKrScWnu2GITVeLUqVPi5uZW6/PNFhQUiFqtlj/++KNW91ORNWvWSPPmzU0yfcW4ceOMEiOihqYhtDFE1HA7HCs77hs7lHDDVIgFBQWGqQmtrKzEz89Ppk6dWuFUiLfr3EpKSpIHHnhANBqNODs7y/Tp06WoqMhonaysLNFoNLJixYoK69iwYYM0bdpUVCqVeHh4yIsvvlhhB+GtOuMuXLggw4cPFzc3N7GyshIfHx+ZNGmSREdHG9Z55513bttBKnItMR40aJBoNBrx8fGRWbNmlbvJcX0qtd27d1d4TEuWLBEfHx/D+X3rrbdEp9NVuO51NyfoItee8OjVq5dotVpxcnKSAQMGyNGjRw3LL1++LN27dxdbW1uxsbGRgQMHlnsqqqrHFBwcLN26dRNra2tp2rSpfPjhh0ZPY918g6oqHZfmTiFywwsvRGRk3bp16NSpE9q2bVtr+9i1axc+++wzo9E675UJEyZg7NixeOSRR+7pfnU6HRYuXIhXX3213MAmRA1JfW9jiKhhiIiIwKBBgxAbGwt7e3tTh0NUpzFBJyIiIiKiu3IvOhyJGgIm6ERERERERERmgNOsEREREREREZkBJuhEREREREREZoAJOhEREREREZEZsDR1AOZIr9fj4sWLsLe3h0KhMHU4RNSAiQhyc3Ph5eUFC4ua61NlO0dE5qK22jmAbR0RmYfqtHNM0Ctw8eJF+Pr6mjoMIiKD8+fPw8fHp8bqYztHROampts5gG0dEZmXqrRzTNArcH3+xvPnz8PBwcHE0RBRQ5aTkwNfX98an1eW7RwRmYvaaucAtnVEZB6q084xQa/A9UegHBwc2JgTkVmo6Ucz2c4RkbmpjUfQ2dYRkTmpSjvHQeKIiIiIiIiIzAATdCIiIiIiIiIzwASdiIiIiIiIyAwwQSciIiIiIiIyA0zQiYiIiIiIiMwAR3EnIiKiWpVdUIKY9FxYKi3g46RBI1tVrYzYTUREVNcxQSciIqIak6crxe9RlxCVmovotBycTctFanaR0TpqKwt4O2rg7WQDTwc1HG2t4KhRwcnGCo42VnC1V6ODryOUFkziiYioYWGCTkRERHct7nIevglOxKbQC8jTlZZb7u2oQZlecCm3CEUlesRdzkfc5fxK62vcyAZP926KcZ18oFEpazN0IiIis8EEnYiIiO6IXi/YdzYda4MTcSgmw1De1NUWvZq5oKWHPQI97BHgYQ8HtRUAoLhUj9TsQqRkFuJCZiEu5RQhq7AEmQXFyCooQVZBMWLS85B4pQBzt0Zi0e6zmNKjMR7v4Q8XO2tTHSoREdE9wQSdiIiIqkVE8HtUOhb+dhZnL+UCABQKYGCgG6b2bIz7m7tU+o65ytIC/o1s4d/IttL683Wl+OnEeXx9OAEpmYVY+nsMvjoQhxFtPTG6gxfub+4CS86iRZgAACAASURBVCXHuSUiovqHCToRERFV2YnEq1iwMxonkjIBAPZqS0y4zxdTujeGXyObGtmHrbUlnujVBI9198dvpy9hxcE4nEzJxpawC9gSdgGNbFV4oN21ZL2TnxMHnCMionqDCToREdEtiAgy8ooRk56L9Bwd7Kwt4aCxgvaGT0N4R/rcpVx8vOss9kZdAgBYW1rgqfubYFrfZtBqrGpln5ZKCzzQzhMj2nogNDkLP4dfwK+nUnElvxjfHE3CN0eT0MLNDvNGtUGv5i61EgMREdG9xASdiIganDxdKU6ez0JoUiZOpmSjTK+HjcoSNiolbFRKaFSWyC4sQWx6LmLS85BVUHLL+hxtrODjpIGvkw18nW3g46RB40a2aO5mB0+tuk7f4Y2/nIelv8fg55MXIQJYKIDxXXwxY1AAPLTqexKDQqFAZ38ndPZ3wtyRrXEkNgPbwi/it9NpiEnPw+Svj2FkO0+89UDrexYTERFRbWCCTkRE9Z5eLzgafwU7I1MRkpSFs2k50EvVt1coAH9nG3g5apCvK0VOUSmyC0uQXViCMr38PbhZCSIv5JTb1lalRHM3OzRzs0MLN3u09LBDSw8HeJl54p58pQBL/4jB5tAUw7ka2sYdrw9tieZu9iaLy0ppgX4t3dCvpRtyikqwaPc5fHM0Eb+eSsW+6HTMHByAqT0bw4rvqBMRUR3EBJ2IiOqti1mF+OlECn4KOY+UzEKjZd6OGnTyd0JHX0fYWVsiv7gUBcVlKCwuQ0FxGWxUSrRwt7uWXLvaQW1V/jF2EUGurhSpWUU4f7UA5zMLkJJZiPNXCxCfkY/EjHzkF5fhZEo2TqZkG21rZ22JAHc7tPSwRws3ewS426OFux3c7K3veeJephekZhci+UoBkq4WICQpE1vDLqD078x8YKAbZg4OQJC39p7GdTsOaivMG9UG4zr7YO7PkQhLzsIH26Pw04kUzB/TFp39nUwdIhERUbUwQScionpFRLD/7GWsDU7EwZjLkL/v/tpbW2Jkey/0aeGCTv5OcHe4+0ehFQoFHNRWcPCwQkuP8neVS8r0SLqSj9j0PMRcysO59DycS8tF3OU85OlKEZqchdDkLKNtHNSWCHC3RzNXOzRxtUUTF1s0c7WFr7MNrC3v7l13EUFKZiGiUnMQlZqLM6nZiEnPQ8rVQhSX6cut3yfAFTMHtUBHP/NOdIO8tdg0rSd+CjmPBTujcfZSLsZ9GYypPRrj9aEtYWvNyx0iIqobTPqNdfDgQSxcuBAhISFITU3Fli1b8NBDDwEASkpK8NZbb2HHjh2Ij4+HVqvFoEGDsGDBAnh5eVVa57x58/Duu+8albm7uyMtLa1Wj4WIiEzvzMUcfLjjDI7EXjGUdWvijEfv88XwIM97PpibldICzd3s0dzNHsOC/ikvLtUj8Uo+otNycS4tF+cu5SI2PQ+JV/KRU1SKE0mZhlHSr7NQAE1d7dCnhSv6B7qiaxPncgn79QT83KVcpGYXIT1Xh8u5OlzOvfb/CRn5yC0qrSRWBXydbODfyAb+jWwxsp0nujR2rvFzUlssLBR49D4/DGntgfe3n8Hm0AtYG5yIPWcu4aMxbdEnwNXUIRIREd2WSRP0/Px8tG/fHk8++STGjh1rtKygoAChoaGYO3cu2rdvj8zMTMyYMQOjRo3CiRMnbllvmzZtsHfvXsPPSmX9H12XiKghS88twqLd57DhxHmIACqlBab08MeU7v5o7FL5fNumorK0QID7tcfa0f6f8qKSMiRk5OPcpVwkZOQj/nI+EjKuffJ0pYhNz0Nseh5WH0mAjUqJns1c0NnfCSmZBYhOy8XZtFzk6SpOwK+zUirQ3M0erT0d0MrTHoEeDmjsYgNPrQZKC/N9J76qnGxVWDS+A0Z38MZ/NkfgQlYhHl99HGM6eePtka3haKMydYhERESVMmmCPnz4cAwfPrzCZVqtFnv27DEq++yzz9C1a1ckJyfDz8+v0notLS3h4eFRo7ESEZH5KS3TY8WheCz7Ixb5xWUAgAfaeeKNYYHwda6ZObnvJbWVEq08HdDK08GoXERwOVeHkKRM7Dubjn1nL+Nyrg57oy4Zpj27zkqpQDNXO/g628DV3hpu9tZ//1cNHycNmrnaQWVZ/wdQ6xvgit0z++CT3WexNjgRm0Mv4OC5DMx/OAhD2vAagYiIzFOdeikrOzsbCoUCjo6Ot1wvJiYGXl5esLa2Rrdu3TB//nw0bdq00vV1Oh10Op3h55yc8qPwEhHVZfWxnUvLLsLL68NwPPEqAKC9jxZzR7auU49lV5VCoYCbgxrD23pieFtP6PWCM6k52H82HVGpufBrZINAj2t3w5u62nIE87/ZWlvinQfb4MH2Xpi98RRi0/Pw3LcheKiDF+aNasO76fVQfWzriKhhqTMJelFREd544w1MmjQJDg4Ola7XrVs3fPPNNwgICMClS5fwwQcfoGfPnjh9+jQaNWpU4TYfffRRuffWiYjqk/rWzh04dxkzN4Tjan4x7KwtMW9UG4zp6A2LevCIdlVYWCgQ5K01u1HVzVUnPyf8+tL9WLw3BisOxmFr+EUcjr3Cu+n1UH1r64io4VGISDVmgq09CoXCaJC4G5WUlOCRRx5BcnIy9u/ff8sE/Wb5+flo1qwZZs+ejVmzZlW4TkW9rb6+vsjOzq7WvoiIalpOTg60Wu1dt0f1pZ0rLdNj8d4YLNsfCxGgtacDlk3uhCZm+J45maew5Ey8/vfddAB4qIMX3h0VBK2NlYkja7hqqp0D6k9bR0T1S3XaObO/g15SUoLx48cjISEBf/zxR7UbV1tbW7Rt2xYxMTGVrmNtbQ1ra+u7DZWIyGzVh3bucq4O078PxbGEa4+0T+7mh7kjW1c4PzlRZTpWcDf9aPwVLBjbDv1bupk6PLpL9aGtI6KGzaxfUruenMfExGDv3r2VPqJ+KzqdDlFRUfD09KyFCImI6F64kFWI8V8dxbGEq7BVKbFkQgd8+HBbJud0R9RWSrwxPBCb/tUTTV1tcSlHhyfX/IU3Np1CblGJqcMjIqIGzKQJel5eHsLDwxEeHg4ASEhIQHh4OJKTk1FaWopx48bhxIkT+O6771BWVoa0tDSkpaWhuLjYUMfAgQPx+eefG35+7bXXcODAASQkJODYsWMYN24ccnJyMHXq1Ht+fEREdPcSMvIx/sujSMjIh7ejBj9Pvx+jO3ibOiyqBzr6OWHHy73x9P1NoFAAP/x1HsMWH0JwbIapQyMiogbKpI+4nzhxAv379zf8fP0d8alTp2LevHnYtm0bAKBDhw5G2+3btw/9+vUDAMTFxSEj458v0pSUFEycOBEZGRlwdXVF9+7d8eeff8Lf37+Wj4aIiGra2bRcTP76GDLydGjqYov/PdMNXo4aU4dF9YjaSom5I1tjSGt3vLbxJM5fLcSkr4/hiZ6N8e9hgdCo+JQGERHdO2YzSJw5qcnBSoiI7kZttUd1oZ07lZKFx1cfR1ZBCQI97PHt093gas93S6n25OtK8eGOKHx/LBkA0NTFFp+Mb49Ofk4mjqx+q832qC60dURU/1WnLTLrd9CJiKhh+ivxKiatPIasghJ08HXED891Z3JOtc7W2hLzH26LdU91hbuDNeIz8jFueTAW/haN4lK9qcMjIqIGgAk6ERGZlaQr+Xh67V/I05Wie1Nn/O+ZbnC0UZk6LGpA+ga4YveMvniogxf0AizbF4fRy44gKjXH1KEREVE9xwSdiIjMRkFxKZ7/NgQ5RaXo4OuItU92hZ212c8ISvWQ1sYKiyd0xPLJneBsq0JUag5GfX4YX+yPRZmebwcSEVHtYIJORERmQUQwZ3MEotNy4WKnwpePdeY0amRyw9t64rcZfTC4tTtKygQf7zqLR74MRkJGvqlDIyKieogJOhERmYU1RxLxc/hFKC0UWDapEzy0alOHRAQAcLW3xoopnbFwXDvYW1siNDkLI5YcwrdHE8GxdomIqCYxQSciIpP7M/4KPtwRBQB4c0QrdGvayMQRERlTKBR4pIsvds3sg57NGqGwpAxzfz6Nx1cfR2p2oanDIyKieoIJOhERmVRadhGmfx+KMr1gdAcvPNmrsalDIqqUt6MG/3u6G+Y92BpqKwscisnAkE8PYnNoCu+mExHRXWOCTkREJlNcqse/vgtBRl4xAj3s8dGYtlAoFKYOi+iWLCwUeKJXE2x/uTfa+zoit6gUs348iX/9LxRX8nSmDo+IiOowJuhERGQyC3ZGIyw5Cw5qS3w1pTNsVByxneqOZq522DStB14bEgBLCwV2nU7D0MUHsft0mqlDIyKiOooJOhERmcSuyDSsPpIAAPi/8R3g38jWxBERVZ+l0gLTB7TA1hd7oaW7PTLyivHctyF49ceTyCkqMXV4RERUxzBBJyKie+781QK8vvEkAODZ3k0wuLW7iSMiujtB3lpse6kXnu/bFAoFsCk0BcM+PYgjsRmmDo2IiOoQJuhERHRP6UrL8OL3ocgtKkVHP0fMHhZo6pCIaoS1pRJzhrfCT8/3gH8jG1zMLsLkr4/h7Z8jUVBcaurwiIioDmCCTkRE99RHO6JxKiUbjjZW+HxSJ1gp+VVE9UuXxs7Y8XJvTOnuDwD45mgSRiw5hJCkqyaOjIiIzB2vioiI6J7ZGZGKtcGJAIBF49vD21Fj2oCIaomttSXefygI3zzVFZ5aNRKvFOCRL4/io51RKCopM3V4RERkppigExHRPXH+agFmbzwFAHi+b1MMCOR751T/9Qlwxa4ZfTC2kw/0Anx1IB6jPj+MiJRsU4dGRERmiAk6ERHVOhHB7I2nkKsrRWd/J7w2pKWpQyK6Z7QaK/zf+PZYMaUzXOxUOHcpDw9/cQSf7jmHkjK9qcMjIiIzwgSdiIhq3frj53E0/grUVhZYNL493zunBmlIGw/sntkXI9p6oFQvWPJ7DB5adgTRaTmmDo2IiMwEr5CIiKhWpWYXYv6OKADAa0Nacr5zatCcbVVYNqkTlk7sCEcbK5y+mIMHPzuMZftiUcq76UREDR4TdCIiqjUigje3RCJPd21KtSd7NTF1SEQmp1AoMKq9F3bP6INBrdxQUiZY+NtZjP3yKGLT80wdHhERmRATdCIiqjU/h1/EH9HpUCkt8PHYdlBaKEwdEpHZcHNQY+XjXfDJI+1hr7bEyfNZGLH0EFYejEeZXkwdHhERmQATdCIiqhUZeTq8+8tpAMBLA5qjhbu9iSMiMj8KhQLjOvtg98w+6BPgiuJSPT7cEYXxXx1F/GXeTSciamiYoBMRUa14Z9tpZBaUoJWnA6b1a2bqcIjMmqdWg3VP3oePxrSFnbUlQpIyMXzJIaw6nAA976YTETUYTNCJiKjG7T6dhu2nUqG0UGDhuHYctZ2oChQKBSZ29cOuGb3Rq3kj6Er1eP/XM3h0xVEkZuSbOjwiIroHeMVEREQ1qrC4DO/+cgYA8Gzvpgjy1po4IqK6xcfJBv97uhs+eCgItiol/krMxLAlB7Gad9OJiOo9kyboBw8exIMPPggvLy8oFAps3brVaLmIYN68efDy8oJGo0G/fv1w+vTp29b7xRdfoEmTJlCr1ejcuTMOHTpUW4dAREQ3WXEwHheyCuHtqMErA1uYOhyiOkmhUOCx7v7YNaMPejZrhKISPd77+256Au+mExHVWyZN0PPz89G+fXt8/vnnFS7/+OOPsWjRInz++ef466+/4OHhgcGDByM3N7fSOjds2IAZM2bgzTffRFhYGHr37o3hw4cjOTm5tg6DiIj+djGrEMsPxAIA3hgeCI1KaeKIiOo2X+cK7qYvPoivD3GkdyKi+sikCfrw4cPxwQcfYMyYMeWWiQgWL16MN998E2PGjEFQUBDWrVuHgoICfP/995XWuWjRIjz99NN45pln0KpVKyxevBi+vr5Yvnx5bR4KEREB+O+uaBSV6HFfYyeMbOdp6nCI6gULi3/upl9/N/2D7ddGeo/jSO9ERPWK2b6DnpCQgLS0NAwZMsRQZm1tjb59+yI4OLjCbYqLixESEmK0DQAMGTKk0m0AQKfTIScnx+hDRFSf3It2LiQpEz+HX4RCAbw9sg0UCs55TlSTrt9Nn//wPyO9j1hyCF8diENpmd7U4ZkFXtMRUV1ntgl6WloaAMDd3d2o3N3d3bDsZhkZGSgrK6vWNgDw0UcfQavVGj6+vr53GT0RkXmp7XZOrxe89/ec54909kFbHw4MR1QbFAoFJnXzw28z+6B3CxfoSvX4aGc0xi4Pxtm0yl8BbCh4TUdEdZ3ZJujX3XwHRkRue1emutvMmTMH2dnZhs/58+fvPGAiIjNU2+3c5rALOJmSDTtrS7w2tGWN1k1E5Xk7avDNU13x8bh2sFdb4mRKNkZ+dghLf49BSQO+m85rOiKq6yxNHUBlPDw8AFy7k+7p+c97jOnp6eXukF/n4uICpVJZ7m75rbYBrj06b21tXQNRExGZp9ps5/J1pfh4VzQAYPqA5nCzV9fKfojImEKhwPguvugb4Io3t0Rgb1Q6Fu05h52RaVg4rl2DnOKQ13REVNeZ7R30Jk2awMPDA3v27DGUFRcX48CBA+jZs2eF26hUKnTu3NloGwDYs2dPpdsQEdHd+WJ/LNJzdfBvZIMnezU2dThEDY67gxorH++CJRM6wNHGClGpORi97AgW7IxGUUmZqcMjIqJqMGmCnpeXh/DwcISHhwO4NjBceHg4kpOToVAoMGPGDMyfPx9btmxBZGQknnjiCdjY2GDSpEmGOgYOHGg0TdusWbPw9ddfY/Xq1YiKisLMmTORnJyMadOm3fPjIyKq71KzC7HyUAIA4M0RrWBtyWnViExBoVBgdAdv7J3VFw+080SZXvDlgTiMWHIIxxOumjo8IiKqIpM+4n7ixAn079/f8POsWbMAAFOnTsXatWsxe/ZsFBYW4oUXXkBmZia6deuG3bt3w97e3rBNXFwcMjIyDD8/+uijuHLlCt577z2kpqYiKCgIO3bsgL+//707MCKiBuKzP2JRXKpH18bOGNy68leJiOjecLGzxrJJnTCqfRrmbo1EfEY+xn91FFO6+2P2sJawV1uZOkQiIroFhYiIqYMwNzk5OdBqtcjOzoaDg4OpwyGiBqy22qOaqDf5SgEG/N9+lOoFPz7fA12bONdYfER097ILS/DRjij88Ne1gdI8tWp8+HAQBgSaV2dabV538ZqOiMxBddois30HnYiIzNvi38+hVC/oE+DK5JzIDGk1Vlgwth2+e6Yb/JxtkJpdhKfWnsBL68OQkaczdXhERFQBJuhERFRtsem52Bp2AQDw6uAAE0dDRLfSq7kLfpvRB8/3aQoLBfDLyYsYtOgANoWkgA9SEhGZFyboRERUbZ/ujYFegCGt3dHe19HU4RDRbWhUSswZ0Qo/v3g/Wns6IKugBK/+dBIzN4SjuLThzptORGRumKATEVG1nL6Yje2nUqFQALOG8O45UV3S1keLn6f3wuxhLWFpocDW8It4et1fyNOVmjo0IiICE3QiIqqmT/ecAwA82M4LgR4cdImorrFSWuCFfs3x9dQusFEpcSgmAxNWHMXlXL6XTkRkakzQiYioykKTM7E3Kh1KCwVmDGph6nCI6C70a+mG9c92RyNbFSIv5GDs8mAkZuSbOiwiogaNCToREVXZot3X7p6P7eSNpq52Jo6GiO5We19HbPxXT/g6a5B8tQBjlwcj/HyWqcMiImqwmKATEVGVHI27gsOxGbBSKvDSAN49J6ovmrjYYtO/eqKNlwOu5Bdj7PJgfLj9DPL5XjoR0T3HBJ2IiKokq6AYLnYqTOzqB19nG1OHQ0Q1yM1ejQ3P98ADbT1RphesPJSAQYsO4LfTaZyKjYjoHrI0dQBERFQ3DG/rib4tXVFSyot1ovrIztoSyyZ3wrjodLy9LRLnrxbi+W9DMDDQDfNGtWHHHBHRPcA76EREVGU2KktobaxMHQYR1aL+gW7YPaMvXuzfDFZKBX6PTsfgTw9g2b5YzplORFTLmKATERERkRGNSonXhwZi5yu90a2JM4pK9Fj421kMW3IQR2IzTB0eEVG9xQSdiIiIiCrU3M0ePzzXHZ8+2h4udtaIv5yPyV8fw0vrw3App8jU4RER1TtM0ImIiIioUgqFAg939MHvr/bF1B7+sFAAv5y8iIH/dwBfH4pHSRkfeyciqilM0ImIiIjotrQaK7w7Ogjbpt+P9r6OyNOV4oPtUXhg6SEcjbti6vCIiOoFJuhEREREVGVB3lps+VdPLBjTFk42Vjh3KQ8TV/6Jl9aHIS2bj70TEd0NJuhEREREVC0WFgpM6OqHfa/1w2Pd/aD4+7H3Af+3H18eiONj70REd4gJOhERERHdEUcbFT54qC1+mX4/Ovk5oqC4DFvDLkBh6sCIiOooS1MHQERERER1W5C3Fhun9cSm0BQ0cbGFpZL3gIiI7gQTdCIiIiK6axYWCjzSxdfUYRAR1Wns3iQiIiIiIiIyA0zQiYiIiIiIiMwAE3QiIiIiIiIiM8B30ImIiIiIqM4REVzK0SE2PQ+x6bmIvZyHlMxC5OtKUVBchoLiMuTrSlFYUga1lRL2akvYq63goLaEvdoS7g5qNHWxRVNXOzR1tYWHgxoKBecgINMy+wS9cePGSEpKKlf+wgsvYNmyZeXK165diyeffLJceWFhIdRqda3ESEREREREtUuvF5y+mIODMZdxKOYyTl/IQa6utErb5haV4nKu7pbraKyUaO5mh87+Tujs74T7GjvDQ8v8ge4ts0/Q//rrL5SVlRl+joyMxODBg/HII49Uuo2DgwPOnj1rVMbknIiIiIiobsnTlWL36TTsP3sZh2MzcDW/2Gi50kIBf2cbNHOzQ3M3OzRuZAMHtRU0KiVsrS1ho1JCbaVEUUkZcotKkVtUipzCEuQUleBiViHiL+cjPiMfyVcLUFhShogL2Yi4kI21wYkAAG9HDe5r7ITeLVzRP9ANzrYqE5wFakjMPkF3dXU1+nnBggVo1qwZ+vbtW+k2CoUCHh4etR0aERERERHVML1ecCzhKn4KOY+dEWkoLPnnZp2tSokezVzQJ8AFXZs4o4mLLawtlXe9z+JSPc5nFuDMxRyEJGXiRNJVnLmYgwtZhbgQXoit4RehUACd/JwwINANA1u5oaW7PR+Jpxpn9gn6jYqLi/G///0Ps2bNuuU/hry8PPj7+6OsrAwdOnTA+++/j44dO1a6vk6ng073zyMvOTk5NRo3EZGpsZ0jooaAbV3dlpZdhB/+Ssam0BScv1poKG/qYosRbT3RJ8AVHf0cYaWs+XGuVZYWaOZqh2audniwvReAa3fvw5OzcCzhCv6ITsfpv5P3kKRMLPztLPwb2WB0ey+M6uCN5m52NR4TNUwKERFTB1FVP/74IyZNmoTk5GR4eXlVuM6ff/6J2NhYtG3bFjk5OViyZAl27NiBkydPokWLFhVuM2/ePLz77rvlyrOzs+Hg4FCjx0BEVB05OTnQarV33R6xnSMic1VT7RzAtq6uikjJxqrD8fj1VCpK9ddSEztrSzzY3hPjOvuik5+jWdypTs0uxB/R6fgjKh2HYzOgK9UblrXxcsDoDl54sL0XPLUaE0ZJ5qg67VydStCHDh0KlUqFX375pcrb6PV6dOrUCX369MHSpUsrXKei3lZfX1825kRkcjV14cp2jojMVU0m6Gzr6o4yvWBv1CWsOpyA4wlXDeVdGztjUjc/DG3jAY3q7h9dry0FxaXYc+YStoVfxIFzlw0dCxYKoG+AKyZ09cOAQLdaudtPdU912rk684h7UlIS9u7di82bN1drOwsLC9x3332IiYmpdB1ra2tYW1vfbYhERGaL7RwRNQRs68xfnq4UP504j7XBiUi6UgAAsLRQYGQ7Tzx9f1O09dGaOMKqsVFZYnQHb4zu4I2r+cXYEZGKn8Mv4K/ETOw7exn7zl6Gm701Hunigwn3+cHX2cbUIVMdUWcS9DVr1sDNzQ0PPPBAtbYTEYSHh6Nt27a1FBkRERERUd1QphfkF5cir6gUAsBLe2/m/j5/tQDrghOx4a/zhqnRtBorTOrmh6k9Gtfp6cycbVV4rLs/Huvuj4SMfPzwVzI2nkhBeq4Oy/bFYdm+OPRv6YonejVB7+YusLAw/eP6ZL7uKkEvKirChg0bkJ+fj8GDB1f6jvfd0uv1WLNmDaZOnQpLS+OQH3/8cXh7e+Ojjz4CALz77rvo3r07WrRogZycHCxduhTh4eEVzplORERERFRfiQgOx2bg60MJOJOag3xdKQqKy4zW8dSq0bOZC+5v0Qi9mrnAzaHmEuWC4lLsi76MbScvYM+ZS/j7KXA0dbHFk/c3wdhO3rBR1Zn7hVXSxMUWc4a3wquDW2Jv1CWsP56MQzEZhrvqTV1t8UTPxhjTyQd21vXr2KlmVPmv4vXXX0dxcTGWLFkC4NqI6j169MDp06dhY2OD2bNnY8+ePejRo0eNB7l3714kJyfjqaeeKrcsOTkZFhb/vNuRlZWF5557DmlpadBqtejYsSMOHjyIrl271nhcRERERETmprRMj+0RqfjqQDzOpFY8kr2VUgERIDW7CJtCU7ApNAUA0MLNDm28HNDExQ5NXW3RxMUWTV1tq5xIFxaXYd/ZdGw/lYo/otONpki7v7kLnr6/CfoGuNb7u8gqSwuMaOuJEW09kZCRj2+OJmLjiRTEX87H2z+fxsJdZ/Hofb548v4m8HbkoHL0jyoPEhcUFIT58+dj1KhRAK49cv7qq68iLCwMfn5+eOqpp5Ceno7t27fXasD3Qk0OVkJEdDdqqz1iO0dE5qI226OG1taV6QXfHUvCioPxSMm8Nk2ZxkqJCV198XBHbzhqVLBTW8LWWglrSyUKi8twIukqDsdmIDj2CiIvZqOyzMDN3ho+Thr4ONkY/mtrrURqdhFSMgtwIbMQKZmFSLpagOIbiyZWUgAAIABJREFURjf3ddZgRFtPjOnog5Ye9vfiNJitPF0pNoemYO2RRMRn5AMAlBYKPNjOE8/0boog77rx/j1VX62M4u7g4IDQ0FA0b94cADBx4kTY29tjxYoVAIDw8HCMGDECFy9evMvwTa+hNeZEZL6YoBNRfccEvWbk6Urxyvow/B6dDgBoZKvCEz0b47Hu/nCyVVWpjqyCYhxPuIrYy3lIuJyP+Ix8xF/OQ2ZBSbViuZ6UP9DWE229tWYxRZo50esFB2IuY+XBeATHXTGU92reCM/1aYY+LVx4zuqZWhnF3cLCAjfm8n/++Sfmzp1r+NnR0RGZmZl3EC4REREREd2pC1mFeHrtX4hOy4W1pQXmDA/EhK5+UFtVb5oyRxsVhrTxwJCbyjPzi3E+swApmYVIMfy3EHlFpfByVMPHyQbeThr4OGng62QD/0Y2TDBvwcJCgf4t3dC/pRsiL2RjxcF4bI9IxZHYKzgSewVtvBzwQr/mGBbkAWU9fxWAyqtygh4YGIhffvkFs2bNwunTp5GcnIz+/fsbliclJcHd3b1WgiQiIiIiovLCkjPx7DchyMjTwcXOGisf74yOfk41ug8nWxWcbFVo5+NYo/USEOStxdKJHTF7WEusPpyI9ceTcfpiDl78PhRNXWzxfN+meLijD1SWnE+9oajyb/r111/HG2+8gYEDB2LgwIEYMWIEmjRpYli+Y8cO3HfffbUSJBERERERGfv11EVMWPEnMvJ0CPSwx8/Te9V4ck73hs//t3fn4VHVZxvH71mSyR4SQhICAdnXgBAW2VGRstRWBKtWxaXWVwvK8lpQqy1qbdx3heprQWsFtAiuKCACoiASCER22QKBENZMQpJJJnPePwKRSFBCAufM5Pu5ruPM/OacyXMk3BfP/M4SE6a/XtleX993mcZd3krRoUHacei4Js/JVP8nv9S/lu9U0U+uwI/AdNYN+siRI/Xpp5+qU6dOmjBhgmbPnl3p/bCwMI0dO7bWCwQAAABQ2Zvf7NLYd9bK4/Xp8rbx+u9dvbkaeACIDQ/WhCta65v7LtODw9spIcqlHHexHvl4o/o+sVhTl2xXwYn7yCMwnfVF4v7617/qr3/962n3IT9p9+7duv3227Vw4cJaLdAMdemCIgCsjYvEAQh0XCSu+uZn7tef3lkjw5D+0LeZHhjWjnOVA5THW6Y56dl6dckPFVfmjw4N0q19LtKtvZspOizI5ApxNqqTRWc9gz5jxgz16NFDmZmZp7332muvqVOnTmds3gEAAADUXPruIxo/O0OGId10SVM9OJzmPJC5nA79vmcTfXnvQD1zTWc1bxCuvKJSPb9om/o8sVhPf75FR4+XmF0matFZN+jff/+9OnbsqO7duystLU0+n09ZWVkaNGiQJk2apGeeeUbz588/n7UCAAAAddbOQ8d1+5ur5fH6NKhdvP52ZXuull5HBDnsGpnaWAsnDNDLv++iNgmRKvB49fKXP6jPE4v1+PzNOlTgMbtM1IKzbtCjoqL01ltvafbs2XrhhRfUtWtXpaSkyOl0KjMzU7fffvv5rBMAAACosw4XeHTL9FU6WliqTo3Lr/ztdHBl77rGYbfp152SNH9cP027MVXtG0apsKRM05ZuV98nFuvvH29Ubn6x2WWiBqr9t7pnz55KSUnR+vXr5fP5NGnSJCUnJ5+P2gAAAIA6r6ikTH94c7V2Hy5U45hQvXFzd4UFc2ppXWa32zSkY6I+uaev3ri5mzo3jlZxqU//t3yn+j3xpR7+aIMOuGnU/VG1GvSZM2eqQ4cO8vl82rRpk+666y4NHTpU48aNU1FR0fmqEQAAAKiTDMPQve+tU8aeY4oODdKMW3uoQaTL7LJgETabTZe3S9C8MX0049bu6tKknjxen6Z/vUv9nvxSUz7coJw8GnV/ctYN+qhRo3THHXdoypQp+uKLL9SmTRs9+eSTWrJkiT777DN17txZK1asOJ+1AgAAAHXKf9P36pPM/Qpy2PT66G5qGR9hdkmwIJvNpoFt4vX+Xb317z/0ULemMSrx+jTjm13q/+SXemje98o+xoSqPzjrY2P279+vtWvXqmXLlpXGe/XqpXXr1mny5MkaMGCASkq4iiAAAABQU3uOFOrhjzZKkiZe0UY9msWaXBGszmazqV+rBurbMk4rth/W819s06qdR/Tvlbs167ssjUpN1p8GtlBybJjZpeIMzrpB/+qrr2S3Vz3hHhISohdeeEEjR46stcIAAACAusrnKz+0vcDjVbemMbqjf3OzS4Ifsdls6t0yTr1bxmnljsN6YdE2rdhxWDNXZem91Xs0smtjjbm0pZrUp1G3mrM+xP1Mzfmp+vfvX6NiAAAAAEj/+nqnvt15RGHBDj3zu87c6xzn7JLm9TXzjkv07v/0Ut+WcfL6DM1evUeXPrNEE9/N0I6DBWaXiFNwbwYAAADAQrYeyNeTn2+RJD04vL2a1g83uSIEgh7NYvX27T01565eGtC6gcp8ht5fk61Bzy7VPTPXatuBfLNLhGjQAQAAAMso8fo0YXaGSrw+XdY2Xtf34HbGqF2pTWP15m099MGYPhrULl4+Q/pw3T4Nfn6Z/vSfdG3Yl2d2iXUaDToAAABgES9+sU0b9rkVExakx0emyGbj0HacH52T6+n/bu6uT+7pq6EdE2UY0qeZORr+4nL9YcZ3WpN11OwS66SzvkgcAAAAgPMnffcRvbrkB0nSYyNSFB8ZYnJFqAs6JEVr6o2p2pKTr1eX/KCP1u3TF5tz9cXmXPVtGacxl7bUJc1j+bLoAmEGHQAAADBZfnGpxs/OkM+Qru7SSMNSGppdEuqYNomReuG6Llo0cYCuSW0sp92m5T8c0vWvr9SoaSu0ePMBGYZhdpkBjwYdAAAAMNnfPtygPUeK1DgmVA//toPZ5aAOa94gQk9d01lL/jxQN17SRMFOu9J3H9VtM1Zr6Atf6cN1+1Tmo1E/X2jQAQAAABN9tG6f3l+TLbtNev7aixUZEmR2SYAax4Tp71elaPmkS/U//ZsrPNihzTn5umfmWl3+zBK9822WikvLzC4z4NCgAwAAACbJPlakv8zNlCSNvbSlul0Ua3JFQGXxUSG6f1g7fX3fZZowqLXqhQVp1+FCPTA3U/2e/FLTlm6Xu7jU7DIDBg06AAAAYIIyn6GJszPkLvbq4uR6uvvyVmaXBJxRvbBgjRvUSl9PvkwPDm+nhtEhOpjv0ePzN6tP2mI98dlm5eYXm12m37N0gz5lyhTZbLZKS2Ji4s9us3TpUqWmpiokJETNmzfXtGnTLlC1AAAAwNn757Lt+nbnEYUFO/T8tRcryGHpf5oDkqRwl1O392uupX++VE+N6qSW8RHK93g1dcl29X38S03+73r9kFtgdpl+y/K3WevQoYMWLVpU8drhcJxx3Z07d2rYsGH64x//qLfffltff/21/vSnP6lBgwYaOXLkhSgXAAAA+EWZe/P07IKtkqQpv+mgi+LCTa4IqJ5gp13XdEvWyK6NtWjTAU1bul1rso5p9uo9mr16jwa1i9cd/Vuo+0Ux3KKtGizfoDudzl+cNT9p2rRpatKkiZ5//nlJUrt27bR69Wo9/fTTNOgAAACwhOLSMk14N0Nen6GhHRN1TWpjs0sCzpndbtPgDoka3CFRq3cd0T+X7dCiTQe0aFOuFm3K1cXJ9XR7v2Ya0iFRTo4S+UWW/z+0bds2JSUlqVmzZrruuuu0Y8eOM667YsUKDR48uNLYr371K61evVqlpVy4AAAAAOZ7+vMt+iG3QHERLj02IoXZRQSMbhfF6vXR3bRo4gBd3yNZwU67MvYc09h31mrAU0v0f1/t4IJyv8DSDXrPnj311ltv6fPPP9frr7+unJwc9e7dW4cPH65y/ZycHCUkJFQaS0hIkNfr1aFDh874czwej9xud6UFAAIJOQegLvCHrFu547De+HqnJOmJkSmKDQ82uSKg9rVoEKG0qzvp68mXadzlrRQbHqzsY0X6+yeb1DttsR79eKP2HCk0u0xLsnSDPnToUI0cOVIpKSkaNGiQPvnkE0nSm2++ecZtfvoNpGEYVY6fKi0tTdHR0RVLcnJyLVQPANZBzgGoC6yedQUer+59b50MQ7q2W7Iub5fwyxsBfqxBpEsTrmitb+67TI9fnaKW8REq8Hj1xvKdGvDUl7rjrdVasf1wRc8GizfoPxUeHq6UlBRt27atyvcTExOVk5NTaSw3N1dOp1P169c/4+fef//9ysvLq1j27NlTq3UDgNnIOQB1gdWz7rFPNmrv0SI1qheqB3/dzuxygAsmJMih63o00YLx/TX91u7q37qBfIa0YOMBXf/6Sg194Su9+90eFZeWmV2q6Sx/kbhTeTwebdq0Sf369avy/V69eumjjz6qNLZgwQJ169ZNQUFBZ/xcl8sll8tVq7UCgJWQcwDqAitn3ZebczVzVfkXBk9f01mRIWf+tykQqOx2my5tE69L28Trh9x8Tf96l95fk63NOfmaNGe90uZv0u+6J+vGnk2VHBtmdrmmsPQM+r333qulS5dq586d+vbbbzVq1Ci53W7dfPPNksq/JR09enTF+nfeead2796tiRMnatOmTfrXv/6lN954Q/fee69ZuwAAAIA67lhhiSbPWS9Juq1PM/VqceYjO4G6omV8pB4bkaKV91+uB4a1VaN6oTpaWKp/Lt2h/k99qdvfXK1lWw/K56tbh79begZ97969uv7663Xo0CE1aNBAl1xyiVauXKmmTZtKkvbv36+srKyK9Zs1a6ZPP/1UEyZM0CuvvKKkpCS9+OKL3GINAAAApnnogw3KzfeoRYNwTRrSxuxyAEuJDgvSHf1b6A99m2vx5ly9tWKXvtp26MSt2g6oWVy4bujZRKNSG6teWOBfVNFmcEb+adxut6Kjo5WXl6eoqCizywFQh52vPCLnAFjF+cwjK2TdBxnZGjcrQw67Te/f1Vudk+uZUgfgT37ILdDbK3frv+l7VeDxSpJcTrt+3SlJN1zSRF2S6/nV7Qmrk0WWnkEHAAAA/NX+vCI9NO97SdLdl7WkOQfOUsv4CE35TQfd+6s2+iAjW2+vzNKm/W7NWbNXc9bsVfuGUbq+ZxP99uIkRQXY9Rxo0AEAAIBa5vMZmvTf9XIXe9W5cbTGXNrS7JIAvxPhcuqGnk31+x5NtHbPMb29crc+Xr9fG/e79dC87/WPTzbp150a6roeTdS1iX/Nqp8JDToAAABQy06eRxsSZNez116sIIelr80MWJrNZlPXJjHq2iRGDw1vr/fXZmvWqixtyy3Qe+l79V76XrVJiNTvuidrRJdGig3333PVadABAACAWvRDboHS5m+WJD0wrJ1aNIgwuSIgcMSEB+sPfZvptj4XKX33Uc1ctUefZO7TlgP5evTjjXp8/iZd0T5B13RLVv9WDeSw+9esOg06AAAAUEtKy3yaMDtDHq9P/VrF6aZLmppdEhCQbDabul0Uq24XxeqvV7bXhxnZei99r9bvzdOnmTn6NDNHiVEhGtG1kUZ2bayW8f7xRRkNOgAAAFBLXlr8gzKz8xQdGqSnRnUOiHNiAauLDg3STb0u0k29LtLGfW69l75H89ZmK8ddrKlLtmvqku3qnFxPo7o20pWdkyx9uzYadAAAAKAWrN51RK98+YMk6e9XdVRidIjJFQF1T/ukKP0tqYPuG9pWX2zK1Zz0vVqy9aDW7TmmdXuO6dGPN+nydvG6qksjDWzTQC6nw+ySK6FBBwAAAGoor7BU42ZlqMxnaESX8lk6AOZxOR0altJQw1Ia6mC+Rx9kZGvOmmxt2u/W/O9zNP/7HEWHBml4p4a66uJG6tY0RnYLnK9Ogw4AAADUgGEYmjxnvbKPFemi+mF69KqOZpcE4BQNIl26vV9z3d6vuTbuc2teRrY+yMjWAbdH73ybpXe+zVKjeqG6snOSftM5Se0aRpp2egoNOgAAAFADb3+bpc825CjIYdNL13dVhIt/YgNW1T4pSu2TojR5SFt9u+Ow5q7N1vzvc5R9rEjTlm7XtKXb1aJBuH7TuZGu7NxQzS/wXRhIDwAAAOAcbc5x69GPN0qSJg9pq5TG0SZXBOBsOOw29W4Zp94t4/ToVR31xaZcfbRunxZvydX2g8f13KKtem7RVrVvGKXhncoPlW8WF37e66JBBwAAAM5BUUmZxr6zViVenwa2aaDb+jQzuyQA5yAkyKHhnRpqeKeGyi8u1YINB/TR+n36atshbdzv1sb9bj31+ZYL0qzToAMAAADn4JGPN+iH3ALFR7r09DWdLXGBKQA1ExkSpJGpjTUytbGOHC/Rgg05+iRzv77ZfrhSsz7nrt5KbRpT6z+fBh0AAACopg8ysjVz1R7ZbNLz116suAiX2SUBqGWx4cG6rkcTXdejSaVmfeuBfHU+T6ez0KADAAAA1fB9dp4m/Xe9JGnMwJbq3TLO5IoAnG+nNuvFpWVyOuzn5eecn08FAAAAAtDhAo/+59/p8pw473zCFa3NLgnABRYS5Dhvn02DDgAAAJyF0jKf/vSfNco+VqRmceF64boucnDeOYBaRIMOAAAAnIXHPtmkb3ceUYTLqddHpyo6NMjskgAEGBp0AAAA4Be8u3qPZnyzS5L07O86q2V8pLkFAQhINOgAAADAz1ibdVQPzv1ekjR+UCsN7pBockUAAhUNOgAAAHAGOw4W6PY3V6ukzKfB7RN0z2WtzC4JQACjQQcAAACqcMBdrJveWKXDx0vUsVGUnr32Ytm5KByA84gGHQAAAPiJvMJSjX5jVcUV22fc2kMRLqfZZQEIcDToAAAAwCmKSsp025vfacuBfMVHuvTWbT0UF+EyuywAdYClG/S0tDR1795dkZGRio+P11VXXaUtW7b87DYzZsyQzWY7bSkuLr5AVQMAAMBflZb5NOadNUrffVRRIU699YceSo4NM7ssAHWEpRv0pUuXasyYMVq5cqUWLlwor9erwYMH6/jx4z+7XVRUlPbv319pCQkJuUBVAwAAwB/5fIYm/3e9Fm/Olctp179u6a62iVFmlwWgDrH0iTSfffZZpdfTp09XfHy80tPT1b9//zNuZ7PZlJjI7S8AAABw9jbn5Ovj9fvlsNv06g1d1e2iWLNLAlDHWHoG/afy8vIkSbGxPx+WBQUFatq0qRo3bqxf//rXWrt27YUoDwAAAH6sfVKUZtzWXU9f00mXt0swuxwAdZClZ9BPZRiGJk6cqL59+6pjx45nXK9t27aaMWOGUlJS5Ha79cILL6hPnz5at26dWrWq+r6VHo9HHo+n4rXb7a71+gHATOQcgLqgNrKud4u42iwJAKrFb2bQx44dq/Xr12vmzJk/u94ll1yiG2+8UZ07d1a/fv307rvvqnXr1nrppZfOuE1aWpqio6MrluTk5NouHwBMRc4BqAvIOgD+zmYYhmF2Eb/k7rvv1rx587Rs2TI1a9as2tv/8Y9/1N69ezV//vwq36/q29bk5GTl5eUpKooLgwAwj9vtVnR0dI3ziJwDYFW1lXMSWQfAmqqTc5Y+xN0wDN19992aO3eulixZck7NuWEYysjIUEpKyhnXcblccrm4tyWAwEXOAagLyDoA/s7SDfqYMWP0zjvv6IMPPlBkZKRycnIkSdHR0QoNDZUkjR49Wo0aNVJaWpok6eGHH9Yll1yiVq1aye1268UXX1RGRoZeeeUV0/YDAAAAAIBfYukGferUqZKkgQMHVhqfPn26brnlFklSVlaW7PYfT6U/duyY7rjjDuXk5Cg6OlpdunTRsmXL1KNHjwtVNgAAAAAA1WbpBv1sTo9fsmRJpdfPPfecnnvuufNUEQAAAAAA54ffXMUdAAAAAIBARoMOAAAAAIAF0KADAAAAAGABNOgAAAAAAFgADToAAAAAABZAgw4AAAAAgAXQoAMAAAAAYAE06AAAAAAAWAANOgAAAAAAFkCDDgAAAACABdCgAwAAAABgATToAAAAAABYAA06AAAAAAAWQIMOAAAAAIAF0KDXks05bn2747CKS8vMLgUAAAAA4IecZhcQKN78ZrdmrspSkMOmDknRSm0ao25NY5R6UYziI0PMLg8AAAAAYHE06LUkMsSp+EiXcvM9ythzTBl7jumN5TslSY3qhapzcrQ6N66nTo3rKaVxtCJc/K8HAAAAAPyILrGWPDCsne4f2lZ7jxZp9e4jWr3rqNJ3H9WWA/nKPlak7GNF+jQzR5Jks0nN48LVISla7ZOi1L5hlDokRal+hMvkvQAAAAAAmIUGvRbZbDYlx4YpOTZMI7o0liTlF5cqMztP6/bkaf3eY1q355j25RVr+8Hj2n7wuD5ct69i+/hIl9okRqpVfKTaJEaoVUKkWsVHKDIkyKxdAgAAAABcIDTo51lkSJB6t4hT7xZxFWMH8z3asC9PG/a5tXG/W5v2ubXz8HHl5nuUm+/RV9sOVfqMxKgQNW8QrhYNItS8QbiaN4hQ87hwNYwOkdPBdf4AAAAAIBDQoJugQaRLA9vEa2Cb+IqxAo9XW3Lyte1AvrYeKNDWA/naeiBfufke5biLleMu1jfbD1f6HKe9fMa+SWyYmtYvf2wcE6bGMaFKjglTVKhTNpvtQu8eAAAAAOAc0KBbRITLqdSmMUptGlNp/FhhibYfPK4dBwu049CJx4PHtftIoUq8Pu08dFw7Dx2v8jMjXU41iglVw+gQNawXqqToEDWMDlXDeuWPCVEuhQXzKwAAAAAAVkB3ZnH1woKV2jT4tMbd5zOU4y7W7sOFyjpyXLsOFyrrSKGyjxZp79EiHSrwKN/j1eacfG3OyT/j50e6nIqPcikhKkTxkS41OHWJCFFcZLDqh7sUExbE4fQAAAAAcB7RoPspu92mpHqhSqoXql4t6p/2flFJmbKPFWnv0ULtzyvW/mNF2pdXrJy8Yu3LK9KBvGIdLylTvser/INebT9Y9Sz8STabVC80SPUjXIoND1b98GDVCwtWbHiQYsKCFRserJiwYEWHBaleaJDqhQUrKsRJUw8AAAAAZ8kvGvRXX31VTz31lPbv368OHTro+eefV79+/c64/pw5c/TQQw9p+/btatGihR577DGNGDHiAlZsvtBgh1rGR6hlfMQZ1ynweHXAXawD7mLluj064C7WoQKPDuZ7dLDAo0P5JTpY4NHRwhIZhnS0sFRHC0urVUeky6mo0CBFhQYpOtSpqJDy55EhTkWGBCkqxFnxPDLEqXCXU5Gu8seIEKfCg51y2DmPHgAAAEDgs3yDPnv2bI0fP16vvvqq+vTpo3/+858aOnSoNm7cqCZNmpy2/ooVK3Tttdfq0Ucf1YgRIzR37lz97ne/0/Lly9WzZ08T9sC6IlxORTSIUIsGZ27iJanMZ+hoYYkOF5To8HGPDheU6GhhiY4cL9HR4yU6WliqI8dLdKyoRMcKS5VXWKp8j1eSymfoPV5lHys65zpDgxwKdzkV7nIoPLj8MSzYqbDgUx8dCg12KDSo/HlIUPl7ocF2hTgdcgWVvxcSZFdIkOPEYpfL6eALAAAAAACWYDMMwzC7iJ/Ts2dPde3aVVOnTq0Ya9euna666iqlpaWdtv61114rt9ut+fPnV4wNGTJEMTExmjlz5ln9TLfbrejoaOXl5SkqKqrmO1EHect8chd7daywRO5ir/KKSuUuKi1/LC5VfrFX+cWlcheVP+YXe1XgOWUp9srruzC/mkEOm1xOh1xOe/kS5FCwwy5XkF3BDruCnSeWU567nHYFOX5cgh02BTnscjrsCjrxvPy1TUEOm5z28nGH/cSY3S6H3XZirHz9yJDyIwwiOTXAcrxlvhO/u155y3zyGeVfXPmM8qX8uU55bsjnk8oMQz6fUWnd1gmRav4LX4qd6nzlETkHwCrOZx6RdQCsoDpZZOkZ9JKSEqWnp+u+++6rND548GB98803VW6zYsUKTZgwodLYr371Kz3//PPnrU6czumwKza8/Nz0c2EYhjxen457vCosKVOBx6vCEq8KPGUVY0UlXh0vKVNhSZkKPV4VlZapqKSs/LG0fLy4tHwpKi1TcalPxSVlKvaWqbTsx+a/tMxQaZlXBZ7a2vuaCw92KCo0SEEnGnWbTbJJFbfNs534z8m5f5vNduL9E69l06l32Ku03cnPO2VdVdr2xxenHltQ6f2ffO5PP/vHsSqOTjjDAQtVDZ/tXQKr+pqxyq93qlyv6i+CSrw+HS0srfiSqbbcP7St/mfA2TfoAAAAqDss3aAfOnRIZWVlSkhIqDSekJCgnJycKrfJycmp1vqS5PF45PH82J253e4aVI3aYLPZKg5FP/0SeDVX5jPk8ZbJU+pTsbe8eS/x+uTxlp149Km4tPx5SVn565KTS5lP3jKfSsoMlXh9Ki0rH/f6fCeafZ+8ZUbFel7fj2OlPkOlXp98RvlYmc+Q11f+OQUnvniQpOMlZTp+4jmsI8LlVJDDJrvNJrvdJofNJrut/KKNDvuJcZtOeX5yXBXrJ0SFmFI7OQegLiDrAPg7SzfoJ9l+Mo1mGMZpYzVZPy0tTQ8//HDNioRfcdhtJ85fN7uSykrLfMov9sp94lSA8pl+Q4bx4+SvYZT/Tks/GTv56sS6RsVLo2Kdk9v8dHudsm7FeqdMLP/4c07/uZXXOGWbKrever/PNItdU1XN4FcVBVUdKeC021UvrPyOBDFhQYoO9e9bDZJzAOoCsg6Av7N0gx4XFyeHw3Ha7Hdubu5ps+QnJSYmVmt9Sbr//vs1ceLEitdut1vJyck1qBw4N0E1PDUAOBNyDkBdQNYB8HeWng4KDg5WamqqFi5cWGl84cKF6t27d5Xb9OrV67T1FyxYcMb1JcnlcikqKqrSAgCBhJwDUBeQdQD8naVn0CVp4sSJuummm9StWzf16tVLr732mrKysnTnnXdKkkaPHq1GjRpVXNF93Lhx6t+/v5544gn99re/1QcYhaA+AAAL9UlEQVQffKBFixZp+fLlZu4GAAAAAAA/y/IN+rXXXqvDhw/rkUce0f79+9WxY0d9+umnatq0qSQpKytLdvuPBwL07t1bs2bN0oMPPqiHHnpILVq00OzZs7kHOgAAAADA0ix/H3QzcM9MAFbBfdABBDrugw4g0FUniyx9DjoAAAAAAHUFDToAAAAAABZg+XPQzXDyqH+3221yJQDqupM5VNtnI5FzAKzifOXcqZ9J1gEwU3Vyjga9Cvn5+ZLEfTMBWEZ+fr6io6Nr9fMkcg6AddR2zp38TImsA2ANZ5NzXCSuCj6fT/v27VNkZKRsNtvPrut2u5WcnKw9e/YEzMVH2Cf/wD75h5ruk2EYys/PV1JSUqU7VtQUOcc++QP2yT9YNeeks886/lz8A/vkH9in01Un55hBr4Ldblfjxo2rtU1UVFTA/AKexD75B/bJP9Rkn2p7Rkki505in/wD++QfrJZzUvWzjj8X/8A++Qf2qbKzzTkuEgcAAAAAgAXQoAMAAAAAYAGOKVOmTDG7CH/ncDg0cOBAOZ2Bc8YA++Qf2Cf/EAj7FAj78FPsk39gn/xDIOxTIOzDT7FP/oF98g8Xap+4SBwAAAAAABbAIe4AAAAAAFgADToAAAAAABZAgw4AAAAAgAXQoNfAq6++qmbNmikkJESpqan66quvzC7pnKWlpal79+6KjIxUfHy8rrrqKm3ZssXssmpVWlqabDabxo8fb3YpNZKdna0bb7xR9evXV1hYmC6++GKlp6ebXdY583q9evDBB9WsWTOFhoaqefPmeuSRR+Tz+cwurVqWLVumK6+8UklJSbLZbJo3b16l9w3D0JQpU5SUlKTQ0FANHDhQGzZsMKna6iHr/Eeg5JxE1lkROecfAj3npMDJOnLOeqyQczTo52j27NkaP368/vKXv2jt2rXq16+fhg4dqqysLLNLOydLly7VmDFjtHLlSi1cuFBer1eDBw/W8ePHzS6tVnz33Xd67bXX1KlTJ7NLqZGjR4+qT58+CgoK0vz587Vx40Y988wzqlevntmlnbMnnnhC06ZN08svv6xNmzbpySef1FNPPaWXXnrJ7NKq5fjx4+rcubNefvnlKt9/8skn9eyzz+rll1/Wd999p8TERF1xxRXKz8+/wJVWD1nnPwIl5ySyzqrIOf8QyDknBU7WkXPWZImcM3BOevToYdx5552Vxtq2bWvcd999JlVUu3Jzcw1JxtKlS80upcby8/ONVq1aGQsXLjQGDBhgjBs3zuySztnkyZONvn37ml1GrRo+fLhx2223VRq7+uqrjRtvvNGkimpOkjF37tyK1z6fz0hMTDQef/zxirHi4mIjOjramDZtmhklnjWyzj8EUs4ZBlnnD8g5/xEoOWcYgZV15Jz1mZVzzKCfg5KSEqWnp2vw4MGVxgcPHqxvvvnGpKpqV15eniQpNjbW5EpqbsyYMRo+fLgGDRpkdik19uGHH6pbt2665pprFB8fry5duuj11183u6wa6du3r7744gtt3bpVkrRu3TotX75cw4YNM7my2rNz507l5ORUygyXy6UBAwZYOjPIOv8RSDknkXX+iJyzrkDJOSmwso6c8z8XKucC587xF9ChQ4dUVlamhISESuMJCQnKyckxqaraYxiGJk6cqL59+6pjx45ml1Mjs2bN0po1a/Tdd9+ZXUqt2LFjh6ZOnaqJEyfqgQce0KpVq3TPPffI5XJp9OjRZpd3TiZPnqy8vDy1bdtWDodDZWVleuyxx3T99debXVqtOZkLVWXG7t27zSjprJB1/iHQck4i6/wROWdNgZJzUuBlHTnnfy5UztGg14DNZqv02jCM08b80dixY7V+/XotX77c7FJqZM+ePRo3bpwWLFigkJAQs8upFT6fT926ddM//vEPSVKXLl20YcMGTZ061W/DfPbs2Xr77bf1zjvvqEOHDsrIyND48eOVlJSkm2++2ezyapW/Zoa/1v1LAiHrAjHnJLLOn/lrXvhr3b8kEHJOCsysI+f81/nOCxr0cxAXFyeHw3HaN6u5ubmnfaPib+6++259+OGHWrZsmRo3bmx2OTWSnp6u3NxcpaamVoyVlZVp2bJlevnll+XxeORwOEyssPoaNmyo9u3bVxpr166d5syZY1JFNffnP/9Z9913n6677jpJUkpKinbv3q20tLSACfPExERJ5d+8NmzYsGLc6plB1llfIOacRNb5I3LOegIl56TAzDpyzv9cqJzjHPRzEBwcrNTUVC1cuLDS+MKFC9W7d2+TqqoZwzA0duxYvf/++1q8eLGaNWtmdkk1dvnllyszM1MZGRkVS7du3XTDDTcoIyPD74Jckvr06XParVK2bt2qpk2bmlRRzRUWFspurxxFDofDr27J8UuaNWumxMTESplRUlKipUuXWjozyDrrC8Sck8g6f0TOWUeg5ZwUmFlHzvmfC5ZztXa5uTpm1qxZRlBQkPHGG28YGzduNMaPH2+Eh4cbu3btMru0c3LXXXcZ0dHRxpIlS4z9+/dXLIWFhWaXVqv8/Yqfq1atMpxOp/HYY48Z27ZtM/7zn/8YYWFhxttvv212aefs5ptvNho1amR8/PHHxs6dO43333/fiIuLMyZNmmR2adWSn59vrF271li7dq0hyXj22WeNtWvXGrt37zYMwzAef/xxIzo62nj//feNzMxM4/rrrzcaNmxouN1ukyv/eWSd//H3nDMMss6qyDn/UBdyzjD8P+vIOWuyQs7RoNfAK6+8YjRt2tQIDg42unbt6te3r5BU5TJ9+nSzS6tV/h7mhmEYH330kdGxY0fD5XIZbdu2NV577TWzS6oRt9ttjBs3zmjSpIkREhJiNG/e3PjLX/5ieDwes0urli+//LLKv0M333yzYRjlt+b429/+ZiQmJhoul8vo37+/kZmZaW7RZ4ms8y+BkHOGQdZZETnnH+pCzhlGYGQdOWc9Vsg5m2EYRu3NxwMAAAAAgHPBOegAAAAAAFgADToAAAAAABZAgw4AAAAAgAXQoAMAAAAAYAE06AAAAAAAWAANOgAAAAAAFkCDDgAAAACABdCgAwAAAABgATToQC2z2WyaN2+e2WUAwHlDzgEIdOQczEKDDlTTLbfcIpvNdtoyZMgQs0sDgFpBzgEIdOQcrMppdgGAPxoyZIimT59eaczlcplUDQDUPnIOQKAj52BFzKAD58DlcikxMbHSEhMTU+W6jzzyiBISEpSRkSFJKikp0aRJk9SoUSOFh4erZ8+eWrJkyQWsHgB+GTkHINCRc7AiZtCB88QwDI0fP17z5s3T8uXL1apVK0nSrbfeql27dmnWrFlKSkrS3LlzNWTIEGVmZlasAwD+gJwDEOjIOVxozKAD5+Djjz9WREREpeXRRx+teN/r9Wr06NFasGCBvv7664qg3r59u2bOnKn33ntP/fr1U4sWLXTvvfeqb9++px1iBQBmIucABDpyDlbEDDpwDi699FJNnTq10lhsbGzF8wkTJsjlcmnlypWKi4urGF+zZo0Mw1Dr1q0rbevxeFS/fv3zWzQAVAM5ByDQkXOwIhp04ByEh4erZcuWZ3z/iiuu0MyZM/X555/rhhtuqBj3+XxyOBxKT0+Xw+GotE1ERMR5qxcAqoucAxDoyDlYEQ06cB785je/0ZVXXqnf//73cjgcuu666yRJXbp0UVlZmXJzc9WvXz+TqwSAc0fOAQh05BzMQIMOnAOPx6OcnJxKY06ns9LhTyNGjNC///1v3XTTTXI6nRo1apRat26tG264QaNHj9YzzzyjLl266NChQ1q8eLFSUlI0bNiwC70rAFAlcg5AoCPnYEU06MA5+Oyzz9SwYcNKY23atNHmzZsrjY0aNUo+n0833XST7Ha7rr76ak2fPl1///vf9b//+7/Kzs5W/fr11atXL8IcgKWQcwACHTkHK7IZhmGYXQQAAAAAAHUdt1kDAAAAAMACaNABAAAAALAAGnQAAAAAACyABh0AAAAAAAugQQcAAAAAwAJo0AEAAAAAsAAadAAAAAAALIAGHQAAAAAAC6BBBwAAAADAAmjQAQAAAACwABp0AAAAAAAsgAYdAAAAAAAL+H/7Y15cMPmnKAAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/aniline/aniline_wf_0.1-10.1eV/aniline_wf_0.1-10.1eV_orb24_A2.inp.out_BLM-V_2020-01-14_08-50-12.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 aniline_wf_0.1-10.1eV_orb24_A2.inp.out, pType=a, thres=0.1, with Seaborn\n" ] }, { "data": { "image/png": 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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 (0.5613726677989382-3.030384858026634e-17j)\n", "Plotting data (No filename), pType=a, thres=0.05613726677989383, 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 4.292690607227634e-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: 2019-03-26 01:35:46.111 (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": "1.2.3" }, { "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
epsproc1.2.3
xarray0.14.0
Tue Jan 14 12:14:35 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 & 1.2.3 \\\\ \\hline\n", "xarray & 0.14.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Tue Jan 14 12:14:35 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 1.2.3\n", "xarray 0.14.0\n", "Tue Jan 14 12:14:35 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-01-14_08-50-12\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 (2019). *ePSproc: Aniline Orb 24 (A2) ionization*. Dataset on Zenodo. DOI: 10.5281/zenodo.3612507. URL: https://phockett.github.io/ePSdata/aniline/aniline_wf_0.1-10.1eV_orb24_A2.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{ Aniline Orb 24 (A2) ionization,\n", " title = {ePSproc: Aniline Orb 24 (A2) ionization}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3612507},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/aniline/aniline_wf_0.1-10.1eV_orb24_A2.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.3612507.svg)](http://dx.doi.org/10.5281/zenodo.3612507) [![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 }